diff --git a/seaborn.ipynb b/seaborn.ipynb deleted file mode 100644 index d52b808..0000000 --- a/seaborn.ipynb +++ /dev/null @@ -1,15459 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "\n", - "\n", - "
\n", - "

Prepared by Asif Bhat

\n", - " \n", - "

Data Visualization With Seaborn

\n", - "\n", - "

Follow Me on - LinkedIn  Twitter  Instagram  Facebook

\n", - "\n", - "
\n", - "\n", - "" - ] - }, - { - "cell_type": "code", - "execution_count": 674, - "metadata": {}, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import pandas as pd\n", - "import seaborn as sns\n", - "import matplotlib as mpl" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Loading Datasets" - ] - }, - { - "cell_type": "code", - "execution_count": 675, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
#NameType 1Type 2HPAttackDefenseSp. AtkSp. DefSpeedGenerationLegendaryTotal
01BulbasaurGrassPoison4549496565451False318
12IvysaurGrassPoison6062638080601False405
23VenusaurGrassPoison808283100100801False525
33VenusaurMega VenusaurGrassPoison80100123122120801False625
44CharmanderFireNaN3952436050651False309
55CharmeleonFireNaN5864588065801False405
66CharizardFireFlying788478109851001False534
76CharizardMega Charizard XFireDragon78130111130851001False634
86CharizardMega Charizard YFireFlying78104781591151001False634
97SquirtleWaterNaN4448655064431False314
\n", - "
" - ], - "text/plain": [ - " # Name Type 1 Type 2 HP Attack Defense Sp. Atk \\\n", - "0 1 Bulbasaur Grass Poison 45 49 49 65 \n", - "1 2 Ivysaur Grass Poison 60 62 63 80 \n", - "2 3 Venusaur Grass Poison 80 82 83 100 \n", - "3 3 VenusaurMega Venusaur Grass Poison 80 100 123 122 \n", - "4 4 Charmander Fire NaN 39 52 43 60 \n", - "5 5 Charmeleon Fire NaN 58 64 58 80 \n", - "6 6 Charizard Fire Flying 78 84 78 109 \n", - "7 6 CharizardMega Charizard X Fire Dragon 78 130 111 130 \n", - "8 6 CharizardMega Charizard Y Fire Flying 78 104 78 159 \n", - "9 7 Squirtle Water NaN 44 48 65 50 \n", - "\n", - " Sp. Def Speed Generation Legendary Total \n", - "0 65 45 1 False 318 \n", - "1 80 60 1 False 405 \n", - "2 100 80 1 False 525 \n", - "3 120 80 1 False 625 \n", - "4 50 65 1 False 309 \n", - "5 65 80 1 False 405 \n", - "6 85 100 1 False 534 \n", - "7 85 100 1 False 634 \n", - "8 115 100 1 False 634 \n", - "9 64 43 1 False 314 " - ] - }, - "execution_count": 675, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "pokemon = pd.read_csv(\"pokemon_updated.csv\")\n", - "pokemon.head(10)" - ] - }, - { - "cell_type": "code", - "execution_count": 676, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
genderrace/ethnicityparental level of educationlunchtest preparation coursemath scorereading scorewriting score
0femalegroup Bbachelor's degreestandardnone727274
1femalegroup Csome collegestandardcompleted699088
2femalegroup Bmaster's degreestandardnone909593
3malegroup Aassociate's degreefree/reducednone475744
4malegroup Csome collegestandardnone767875
5femalegroup Bassociate's degreestandardnone718378
6femalegroup Bsome collegestandardcompleted889592
7malegroup Bsome collegefree/reducednone404339
8malegroup Dhigh schoolfree/reducedcompleted646467
9femalegroup Bhigh schoolfree/reducednone386050
\n", - "
" - ], - "text/plain": [ - " gender race/ethnicity parental level of education lunch \\\n", - "0 female group B bachelor's degree standard \n", - "1 female group C some college standard \n", - "2 female group B master's degree standard \n", - "3 male group A associate's degree free/reduced \n", - "4 male group C some college standard \n", - "5 female group B associate's degree standard \n", - "6 female group B some college standard \n", - "7 male group B some college free/reduced \n", - "8 male group D high school free/reduced \n", - "9 female group B high school free/reduced \n", - "\n", - " test preparation course math score reading score writing score \n", - "0 none 72 72 74 \n", - "1 completed 69 90 88 \n", - "2 none 90 95 93 \n", - "3 none 47 57 44 \n", - "4 none 76 78 75 \n", - "5 none 71 83 78 \n", - "6 completed 88 95 92 \n", - "7 none 40 43 39 \n", - "8 completed 64 64 67 \n", - "9 none 38 60 50 " - ] - }, - "execution_count": 676, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "stdperf = pd.read_csv(\"studentp.csv\")\n", - "stdperf.head(10)" - ] - }, - { - "cell_type": "code", - "execution_count": 677, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountryConfirmedRecoveredDeaths
Date
2020-01-22Afghanistan000
2020-01-22Albania000
2020-01-22Algeria000
2020-01-22Andorra000
2020-01-22Angola000
2020-01-22Antigua and Barbuda000
2020-01-22Argentina000
2020-01-22Armenia000
2020-01-22Australia000
2020-01-22Austria000
\n", - "
" - ], - "text/plain": [ - " Country Confirmed Recovered Deaths\n", - "Date \n", - "2020-01-22 Afghanistan 0 0 0\n", - "2020-01-22 Albania 0 0 0\n", - "2020-01-22 Algeria 0 0 0\n", - "2020-01-22 Andorra 0 0 0\n", - "2020-01-22 Angola 0 0 0\n", - "2020-01-22 Antigua and Barbuda 0 0 0\n", - "2020-01-22 Argentina 0 0 0\n", - "2020-01-22 Armenia 0 0 0\n", - "2020-01-22 Australia 0 0 0\n", - "2020-01-22 Austria 0 0 0" - ] - }, - "execution_count": 677, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "corona = pd.read_csv('C:/Users/DELL/Documents/GitHub/Public/COVID-19/covid/data/countries-aggregated.csv' ,\n", - " index_col='Date' , parse_dates=True)\n", - "corona.head(10)" - ] - }, - { - "cell_type": "code", - "execution_count": 678, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
Shape of YouDespacitoSomething Just Like ThisHUMBLE.Unforgettable
Date
2017-01-0612287078NaNNaNNaNNaN
2017-01-0713190270NaNNaNNaNNaN
2017-01-0813099919NaNNaNNaNNaN
2017-01-0914506351NaNNaNNaNNaN
2017-01-1014275628NaNNaNNaNNaN
2017-01-1114372699NaNNaNNaNNaN
2017-01-1214148108NaNNaNNaNNaN
2017-01-1314536236275178.0NaNNaNNaN
2017-01-14141733111144886.0NaNNaNNaN
2017-01-15128898491288198.0NaNNaNNaN
\n", - "
" - ], - "text/plain": [ - " Shape of You Despacito Something Just Like This HUMBLE. \\\n", - "Date \n", - "2017-01-06 12287078 NaN NaN NaN \n", - "2017-01-07 13190270 NaN NaN NaN \n", - "2017-01-08 13099919 NaN NaN NaN \n", - "2017-01-09 14506351 NaN NaN NaN \n", - "2017-01-10 14275628 NaN NaN NaN \n", - "2017-01-11 14372699 NaN NaN NaN \n", - "2017-01-12 14148108 NaN NaN NaN \n", - "2017-01-13 14536236 275178.0 NaN NaN \n", - "2017-01-14 14173311 1144886.0 NaN NaN \n", - "2017-01-15 12889849 1288198.0 NaN NaN \n", - "\n", - " Unforgettable \n", - "Date \n", - "2017-01-06 NaN \n", - "2017-01-07 NaN \n", - "2017-01-08 NaN \n", - "2017-01-09 NaN \n", - "2017-01-10 NaN \n", - "2017-01-11 NaN \n", - "2017-01-12 NaN \n", - "2017-01-13 NaN \n", - "2017-01-14 NaN \n", - "2017-01-15 NaN " - ] - }, - "execution_count": 678, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "spotify = pd.read_csv(\"spotify.csv\" , index_col=\"Date\")\n", - "spotify.head(10)" - ] - }, - { - "cell_type": "code", - "execution_count": 679, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
longitudelatitudehousing_median_agetotal_roomstotal_bedroomspopulationhouseholdsmedian_incomemedian_house_valueocean_proximity
20635-121.0939.4825.01665.0374.0845.0330.01.560378100.0INLAND
20636-121.2139.4918.0697.0150.0356.0114.02.556877100.0INLAND
20637-121.2239.4317.02254.0485.01007.0433.01.700092300.0INLAND
20638-121.3239.4318.01860.0409.0741.0349.01.867284700.0INLAND
20639-121.2439.3716.02785.0616.01387.0530.02.388689400.0INLAND
\n", - "
" - ], - "text/plain": [ - " longitude latitude housing_median_age total_rooms total_bedrooms \\\n", - "20635 -121.09 39.48 25.0 1665.0 374.0 \n", - "20636 -121.21 39.49 18.0 697.0 150.0 \n", - "20637 -121.22 39.43 17.0 2254.0 485.0 \n", - "20638 -121.32 39.43 18.0 1860.0 409.0 \n", - "20639 -121.24 39.37 16.0 2785.0 616.0 \n", - "\n", - " population households median_income median_house_value \\\n", - "20635 845.0 330.0 1.5603 78100.0 \n", - "20636 356.0 114.0 2.5568 77100.0 \n", - "20637 1007.0 433.0 1.7000 92300.0 \n", - "20638 741.0 349.0 1.8672 84700.0 \n", - "20639 1387.0 530.0 2.3886 89400.0 \n", - "\n", - " ocean_proximity \n", - "20635 INLAND \n", - "20636 INLAND \n", - "20637 INLAND \n", - "20638 INLAND \n", - "20639 INLAND " - ] - }, - "execution_count": 679, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "housing = pd.read_csv('C:/Users/DELL/Documents/GitHub/Data-Visualization/housing.csv')\n", - "housing.tail()" - ] - }, - { - "cell_type": "code", - "execution_count": 680, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
agesexbmichildrensmokerregioncharges
019female27.9000yessouthwest16884.92400
118male33.7701nosoutheast1725.55230
228male33.0003nosoutheast4449.46200
333male22.7050nonorthwest21984.47061
432male28.8800nonorthwest3866.85520
531female25.7400nosoutheast3756.62160
646female33.4401nosoutheast8240.58960
737female27.7403nonorthwest7281.50560
837male29.8302nonortheast6406.41070
960female25.8400nonorthwest28923.13692
\n", - "
" - ], - "text/plain": [ - " age sex bmi children smoker region charges\n", - "0 19 female 27.900 0 yes southwest 16884.92400\n", - "1 18 male 33.770 1 no southeast 1725.55230\n", - "2 28 male 33.000 3 no southeast 4449.46200\n", - "3 33 male 22.705 0 no northwest 21984.47061\n", - "4 32 male 28.880 0 no northwest 3866.85520\n", - "5 31 female 25.740 0 no southeast 3756.62160\n", - "6 46 female 33.440 1 no southeast 8240.58960\n", - "7 37 female 27.740 3 no northwest 7281.50560\n", - "8 37 male 29.830 2 no northeast 6406.41070\n", - "9 60 female 25.840 0 no northwest 28923.13692" - ] - }, - "execution_count": 680, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "insurance = pd.read_csv('C:/Users/DELL/Documents/GitHub/Data-Visualization/insurance.csv')\n", - "insurance.head(10)" - ] - }, - { - "cell_type": "code", - "execution_count": 681, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
AgeGenderPeriodUnemployed
016 to 19 yearsMen2005-01-0191000
120 to 24 yearsMen2005-01-01175000
225 to 34 yearsMen2005-01-01194000
335 to 44 yearsMen2005-01-01201000
445 to 54 yearsMen2005-01-01207000
555 to 64 yearsMen2005-01-01101000
665 years and overMen2005-01-0133000
716 to 19 yearsWomen2005-01-0138000
820 to 24 yearsWomen2005-01-0190000
925 to 34 yearsWomen2005-01-01142000
\n", - "
" - ], - "text/plain": [ - " Age Gender Period Unemployed\n", - "0 16 to 19 years Men 2005-01-01 91000\n", - "1 20 to 24 years Men 2005-01-01 175000\n", - "2 25 to 34 years Men 2005-01-01 194000\n", - "3 35 to 44 years Men 2005-01-01 201000\n", - "4 45 to 54 years Men 2005-01-01 207000\n", - "5 55 to 64 years Men 2005-01-01 101000\n", - "6 65 years and over Men 2005-01-01 33000\n", - "7 16 to 19 years Women 2005-01-01 38000\n", - "8 20 to 24 years Women 2005-01-01 90000\n", - "9 25 to 34 years Women 2005-01-01 142000" - ] - }, - "execution_count": 681, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "employment = pd.read_excel(\"unemployment.xlsx\")\n", - "employment.head(10)" - ] - }, - { - "cell_type": "code", - "execution_count": 683, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
ticketrequestorRequestorSeniorityITOwnerFiledAgainstTicketTypeSeverityPrioritydaysOpenSatisfaction
0119291 - Junior50SystemsIssue2 - Normal0 - Unassigned31 - Unsatisfied
1215872 - Regular15SoftwareRequest1 - Minor1 - Low51 - Unsatisfied
239252 - Regular15Access/LoginRequest2 - Normal0 - Unassigned00 - Unknown
344134 - Management22SystemsRequest2 - Normal0 - Unassigned200 - Unknown
453181 - Junior22Access/LoginRequest2 - Normal1 - Low11 - Unsatisfied
568584 - Management38Access/LoginRequest2 - Normal3 - High00 - Unknown
6719783 - Senior10SystemsRequest2 - Normal3 - High90 - Unknown
7812094 - Management1SoftwareRequest2 - Normal0 - Unassigned150 - Unknown
898872 - Regular14SoftwareRequest2 - Normal2 - Medium61 - Unsatisfied
91017803 - Senior46Access/LoginRequest2 - Normal1 - Low11 - Unsatisfied
\n", - "
" - ], - "text/plain": [ - " ticket requestor RequestorSeniority ITOwner FiledAgainst TicketType \\\n", - "0 1 1929 1 - Junior 50 Systems Issue \n", - "1 2 1587 2 - Regular 15 Software Request \n", - "2 3 925 2 - Regular 15 Access/Login Request \n", - "3 4 413 4 - Management 22 Systems Request \n", - "4 5 318 1 - Junior 22 Access/Login Request \n", - "5 6 858 4 - Management 38 Access/Login Request \n", - "6 7 1978 3 - Senior 10 Systems Request \n", - "7 8 1209 4 - Management 1 Software Request \n", - "8 9 887 2 - Regular 14 Software Request \n", - "9 10 1780 3 - Senior 46 Access/Login Request \n", - "\n", - " Severity Priority daysOpen Satisfaction \n", - "0 2 - Normal 0 - Unassigned 3 1 - Unsatisfied \n", - "1 1 - Minor 1 - Low 5 1 - Unsatisfied \n", - "2 2 - Normal 0 - Unassigned 0 0 - Unknown \n", - "3 2 - Normal 0 - Unassigned 20 0 - Unknown \n", - "4 2 - Normal 1 - Low 1 1 - Unsatisfied \n", - "5 2 - Normal 3 - High 0 0 - Unknown \n", - "6 2 - Normal 3 - High 9 0 - Unknown \n", - "7 2 - Normal 0 - Unassigned 15 0 - Unknown \n", - "8 2 - Normal 2 - Medium 6 1 - Unsatisfied \n", - "9 2 - Normal 1 - Low 1 1 - Unsatisfied " - ] - }, - "execution_count": 683, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "helpdesk = pd.read_csv(\"helpdesk.csv\")\n", - "helpdesk.head(10)" - ] - }, - { - "cell_type": "code", - "execution_count": 684, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
SpeciesWeightLength1Length2Length3HeightWidth
0Bream242.023.225.430.011.52004.0200
1Bream290.024.026.331.212.48004.3056
2Bream340.023.926.531.112.37784.6961
3Bream363.026.329.033.512.73004.4555
4Bream430.026.529.034.012.44405.1340
5Bream450.026.829.734.713.60244.9274
6Bream500.026.829.734.514.17955.2785
7Bream390.027.630.035.012.67004.6900
8Bream450.027.630.035.114.00494.8438
9Bream500.028.530.736.214.22664.9594
\n", - "
" - ], - "text/plain": [ - " Species Weight Length1 Length2 Length3 Height Width\n", - "0 Bream 242.0 23.2 25.4 30.0 11.5200 4.0200\n", - "1 Bream 290.0 24.0 26.3 31.2 12.4800 4.3056\n", - "2 Bream 340.0 23.9 26.5 31.1 12.3778 4.6961\n", - "3 Bream 363.0 26.3 29.0 33.5 12.7300 4.4555\n", - "4 Bream 430.0 26.5 29.0 34.0 12.4440 5.1340\n", - "5 Bream 450.0 26.8 29.7 34.7 13.6024 4.9274\n", - "6 Bream 500.0 26.8 29.7 34.5 14.1795 5.2785\n", - "7 Bream 390.0 27.6 30.0 35.0 12.6700 4.6900\n", - "8 Bream 450.0 27.6 30.0 35.1 14.0049 4.8438\n", - "9 Bream 500.0 28.5 30.7 36.2 14.2266 4.9594" - ] - }, - "execution_count": 684, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "fish= pd.read_csv(\"Fish.csv\")\n", - "fish.head(10)" - ] - }, - { - "cell_type": "code", - "execution_count": 685, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
iddietpulsetimekind
01low fat851 minrest
11low fat8515 minrest
21low fat8830 minrest
32low fat901 minrest
42low fat9215 minrest
52low fat9330 minrest
63low fat971 minrest
73low fat9715 minrest
83low fat9430 minrest
94low fat801 minrest
\n", - "
" - ], - "text/plain": [ - " id diet pulse time kind\n", - "0 1 low fat 85 1 min rest\n", - "1 1 low fat 85 15 min rest\n", - "2 1 low fat 88 30 min rest\n", - "3 2 low fat 90 1 min rest\n", - "4 2 low fat 92 15 min rest\n", - "5 2 low fat 93 30 min rest\n", - "6 3 low fat 97 1 min rest\n", - "7 3 low fat 97 15 min rest\n", - "8 3 low fat 94 30 min rest\n", - "9 4 low fat 80 1 min rest" - ] - }, - "execution_count": 685, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "exercise = pd.read_csv(\"exercise.csv\")\n", - "exercise.head(10)" - ] - }, - { - "cell_type": "code", - "execution_count": 686, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
countryyearsexagesuicides_nopopulationsuicides/100k popcountry-yearHDI for yeargdp_for_year ($)gdp_per_capita ($)generation
0Albania1987male15-24 years213129006.71Albania1987NaN2,156,624,900796Generation X
1Albania1987male35-54 years163080005.19Albania1987NaN2,156,624,900796Silent
2Albania1987female15-24 years142897004.83Albania1987NaN2,156,624,900796Generation X
3Albania1987male75+ years1218004.59Albania1987NaN2,156,624,900796G.I. Generation
4Albania1987male25-34 years92743003.28Albania1987NaN2,156,624,900796Boomers
5Albania1987female75+ years1356002.81Albania1987NaN2,156,624,900796G.I. Generation
6Albania1987female35-54 years62788002.15Albania1987NaN2,156,624,900796Silent
7Albania1987female25-34 years42572001.56Albania1987NaN2,156,624,900796Boomers
8Albania1987male55-74 years11375000.73Albania1987NaN2,156,624,900796G.I. Generation
9Albania1987female5-14 years03110000.00Albania1987NaN2,156,624,900796Generation X
\n", - "
" - ], - "text/plain": [ - " country year sex age suicides_no population \\\n", - "0 Albania 1987 male 15-24 years 21 312900 \n", - "1 Albania 1987 male 35-54 years 16 308000 \n", - "2 Albania 1987 female 15-24 years 14 289700 \n", - "3 Albania 1987 male 75+ years 1 21800 \n", - "4 Albania 1987 male 25-34 years 9 274300 \n", - "5 Albania 1987 female 75+ years 1 35600 \n", - "6 Albania 1987 female 35-54 years 6 278800 \n", - "7 Albania 1987 female 25-34 years 4 257200 \n", - "8 Albania 1987 male 55-74 years 1 137500 \n", - "9 Albania 1987 female 5-14 years 0 311000 \n", - "\n", - " suicides/100k pop country-year HDI for year gdp_for_year ($) \\\n", - "0 6.71 Albania1987 NaN 2,156,624,900 \n", - "1 5.19 Albania1987 NaN 2,156,624,900 \n", - "2 4.83 Albania1987 NaN 2,156,624,900 \n", - "3 4.59 Albania1987 NaN 2,156,624,900 \n", - "4 3.28 Albania1987 NaN 2,156,624,900 \n", - "5 2.81 Albania1987 NaN 2,156,624,900 \n", - "6 2.15 Albania1987 NaN 2,156,624,900 \n", - "7 1.56 Albania1987 NaN 2,156,624,900 \n", - "8 0.73 Albania1987 NaN 2,156,624,900 \n", - "9 0.00 Albania1987 NaN 2,156,624,900 \n", - "\n", - " gdp_per_capita ($) generation \n", - "0 796 Generation X \n", - "1 796 Silent \n", - "2 796 Generation X \n", - "3 796 G.I. Generation \n", - "4 796 Boomers \n", - "5 796 G.I. Generation \n", - "6 796 Silent \n", - "7 796 Boomers \n", - "8 796 G.I. Generation \n", - "9 796 Generation X " - ] - }, - "execution_count": 686, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "suicide = pd.read_csv(\"suicide.csv\") \n", - "suicide.head(10)" - ] - }, - { - "cell_type": "code", - "execution_count": 687, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
TypeCoverageOdNameAREAAreaNameREGRegNameDEVDevName1980...2004200520062007200820092010201120122013
0ImmigrantsForeignersAfghanistan935Asia5501Southern Asia902Developing regions16...2978343630092652211117461758220326352004
1ImmigrantsForeignersAlbania908Europe925Southern Europe901Developed regions1...14501223856702560716561539620603
2ImmigrantsForeignersAlgeria903Africa912Northern Africa902Developing regions80...3616362648073623400553934752432537744331
3ImmigrantsForeignersAmerican Samoa909Oceania957Polynesia902Developing regions0...0010000000
4ImmigrantsForeignersAndorra908Europe925Southern Europe901Developed regions0...0011000011
\n", - "

5 rows × 43 columns

\n", - "
" - ], - "text/plain": [ - " Type Coverage OdName AREA AreaName REG \\\n", - "0 Immigrants Foreigners Afghanistan 935 Asia 5501 \n", - "1 Immigrants Foreigners Albania 908 Europe 925 \n", - "2 Immigrants Foreigners Algeria 903 Africa 912 \n", - "3 Immigrants Foreigners American Samoa 909 Oceania 957 \n", - "4 Immigrants Foreigners Andorra 908 Europe 925 \n", - "\n", - " RegName DEV DevName 1980 ... 2004 2005 2006 \\\n", - "0 Southern Asia 902 Developing regions 16 ... 2978 3436 3009 \n", - "1 Southern Europe 901 Developed regions 1 ... 1450 1223 856 \n", - "2 Northern Africa 902 Developing regions 80 ... 3616 3626 4807 \n", - "3 Polynesia 902 Developing regions 0 ... 0 0 1 \n", - "4 Southern Europe 901 Developed regions 0 ... 0 0 1 \n", - "\n", - " 2007 2008 2009 2010 2011 2012 2013 \n", - "0 2652 2111 1746 1758 2203 2635 2004 \n", - "1 702 560 716 561 539 620 603 \n", - "2 3623 4005 5393 4752 4325 3774 4331 \n", - "3 0 0 0 0 0 0 0 \n", - "4 1 0 0 0 0 1 1 \n", - "\n", - "[5 rows x 43 columns]" - ] - }, - "execution_count": 687, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "canada = pd.read_csv(\"canada.csv\")\n", - "canada.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 688, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['Type', 'Coverage', 'OdName', 'AREA', 'AreaName', 'REG', 'RegName',\n", - " 'DEV', 'DevName', '1980', '1981', '1982', '1983', '1984', '1985',\n", - " '1986', '1987', '1988', '1989', '1990', '1991', '1992', '1993', '1994',\n", - " '1995', '1996', '1997', '1998', '1999', '2000', '2001', '2002', '2003',\n", - " '2004', '2005', '2006', '2007', '2008', '2009', '2010', '2011', '2012',\n", - " '2013'],\n", - " dtype='object')" - ] - }, - "execution_count": 688, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "canada.columns" - ] - }, - { - "cell_type": "code", - "execution_count": 689, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
OdName198019811982198319841985198619871988...2004200520062007200820092010201120122013
0Afghanistan1639394771340496741828...2978343630092652211117461758220326352004
1Albania100000122...14501223856702560716561539620603
2Algeria80677169634469132242...3616362648073623400553934752432537744331
3American Samoa010000010...0010000000
4Andorra000000200...0011000011
\n", - "

5 rows × 35 columns

\n", - "
" - ], - "text/plain": [ - " OdName 1980 1981 1982 1983 1984 1985 1986 1987 1988 ... \\\n", - "0 Afghanistan 16 39 39 47 71 340 496 741 828 ... \n", - "1 Albania 1 0 0 0 0 0 1 2 2 ... \n", - "2 Algeria 80 67 71 69 63 44 69 132 242 ... \n", - "3 American Samoa 0 1 0 0 0 0 0 1 0 ... \n", - "4 Andorra 0 0 0 0 0 0 2 0 0 ... \n", - "\n", - " 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 \n", - "0 2978 3436 3009 2652 2111 1746 1758 2203 2635 2004 \n", - "1 1450 1223 856 702 560 716 561 539 620 603 \n", - "2 3616 3626 4807 3623 4005 5393 4752 4325 3774 4331 \n", - "3 0 0 1 0 0 0 0 0 0 0 \n", - "4 0 0 1 1 0 0 0 0 1 1 \n", - "\n", - "[5 rows x 35 columns]" - ] - }, - "execution_count": 689, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "canada.drop(columns=['AREA' , 'DEV', 'DevName' , 'REG', 'Type', 'Coverage' , 'AreaName', 'RegName' ], inplace=True)\n", - "canada.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 690, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
Country198019811982198319841985198619871988...2004200520062007200820092010201120122013
Country
AfghanistanAfghanistan1639394771340496741828...2978343630092652211117461758220326352004
AlbaniaAlbania100000122...14501223856702560716561539620603
AlgeriaAlgeria80677169634469132242...3616362648073623400553934752432537744331
American SamoaAmerican Samoa010000010...0010000000
AndorraAndorra000000200...0011000011
\n", - "

5 rows × 35 columns

\n", - "
" - ], - "text/plain": [ - " Country 1980 1981 1982 1983 1984 1985 1986 \\\n", - "Country \n", - "Afghanistan Afghanistan 16 39 39 47 71 340 496 \n", - "Albania Albania 1 0 0 0 0 0 1 \n", - "Algeria Algeria 80 67 71 69 63 44 69 \n", - "American Samoa American Samoa 0 1 0 0 0 0 0 \n", - "Andorra Andorra 0 0 0 0 0 0 2 \n", - "\n", - " 1987 1988 ... 2004 2005 2006 2007 2008 2009 2010 \\\n", - "Country ... \n", - "Afghanistan 741 828 ... 2978 3436 3009 2652 2111 1746 1758 \n", - "Albania 2 2 ... 1450 1223 856 702 560 716 561 \n", - "Algeria 132 242 ... 3616 3626 4807 3623 4005 5393 4752 \n", - "American Samoa 1 0 ... 0 0 1 0 0 0 0 \n", - "Andorra 0 0 ... 0 0 1 1 0 0 0 \n", - "\n", - " 2011 2012 2013 \n", - "Country \n", - "Afghanistan 2203 2635 2004 \n", - "Albania 539 620 603 \n", - "Algeria 4325 3774 4331 \n", - "American Samoa 0 0 0 \n", - "Andorra 0 1 1 \n", - "\n", - "[5 rows x 35 columns]" - ] - }, - "execution_count": 690, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "canada.rename(columns={'OdName':'Country'} , inplace=True)\n", - "canada.set_index(canada.Country,inplace=True)\n", - "canada.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 691, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
Country198019811982198319841985198619871988...2004200520062007200820092010201120122013
AfghanistanAfghanistan1639394771340496741828...2978343630092652211117461758220326352004
AlbaniaAlbania100000122...14501223856702560716561539620603
AlgeriaAlgeria80677169634469132242...3616362648073623400553934752432537744331
American SamoaAmerican Samoa010000010...0010000000
AndorraAndorra000000200...0011000011
\n", - "

5 rows × 35 columns

\n", - "
" - ], - "text/plain": [ - " Country 1980 1981 1982 1983 1984 1985 1986 \\\n", - "Afghanistan Afghanistan 16 39 39 47 71 340 496 \n", - "Albania Albania 1 0 0 0 0 0 1 \n", - "Algeria Algeria 80 67 71 69 63 44 69 \n", - "American Samoa American Samoa 0 1 0 0 0 0 0 \n", - "Andorra Andorra 0 0 0 0 0 0 2 \n", - "\n", - " 1987 1988 ... 2004 2005 2006 2007 2008 2009 2010 \\\n", - "Afghanistan 741 828 ... 2978 3436 3009 2652 2111 1746 1758 \n", - "Albania 2 2 ... 1450 1223 856 702 560 716 561 \n", - "Algeria 132 242 ... 3616 3626 4807 3623 4005 5393 4752 \n", - "American Samoa 1 0 ... 0 0 1 0 0 0 0 \n", - "Andorra 0 0 ... 0 0 1 1 0 0 0 \n", - "\n", - " 2011 2012 2013 \n", - "Afghanistan 2203 2635 2004 \n", - "Albania 539 620 603 \n", - "Algeria 4325 3774 4331 \n", - "American Samoa 0 0 0 \n", - "Andorra 0 1 1 \n", - "\n", - "[5 rows x 35 columns]" - ] - }, - "execution_count": 691, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "canada.index.name=None\n", - "canada.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 692, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
1980198119821983198419851986198719881989...2004200520062007200820092010201120122013
Afghanistan16393947713404967418281076...2978343630092652211117461758220326352004
Albania1000001223...14501223856702560716561539620603
Algeria80677169634469132242434...3616362648073623400553934752432537744331
American Samoa0100000101...0010000000
Andorra0000002000...0011000011
\n", - "

5 rows × 34 columns

\n", - "
" - ], - "text/plain": [ - " 1980 1981 1982 1983 1984 1985 1986 1987 1988 1989 \\\n", - "Afghanistan 16 39 39 47 71 340 496 741 828 1076 \n", - "Albania 1 0 0 0 0 0 1 2 2 3 \n", - "Algeria 80 67 71 69 63 44 69 132 242 434 \n", - "American Samoa 0 1 0 0 0 0 0 1 0 1 \n", - "Andorra 0 0 0 0 0 0 2 0 0 0 \n", - "\n", - " ... 2004 2005 2006 2007 2008 2009 2010 2011 2012 \\\n", - "Afghanistan ... 2978 3436 3009 2652 2111 1746 1758 2203 2635 \n", - "Albania ... 1450 1223 856 702 560 716 561 539 620 \n", - "Algeria ... 3616 3626 4807 3623 4005 5393 4752 4325 3774 \n", - "American Samoa ... 0 0 1 0 0 0 0 0 0 \n", - "Andorra ... 0 0 1 1 0 0 0 0 1 \n", - "\n", - " 2013 \n", - "Afghanistan 2004 \n", - "Albania 603 \n", - "Algeria 4331 \n", - "American Samoa 0 \n", - "Andorra 1 \n", - "\n", - "[5 rows x 34 columns]" - ] - }, - "execution_count": 692, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "del canada['Country']\n", - "canada.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 693, - "metadata": {}, - "outputs": [], - "source": [ - "canada = canada.transpose()" - ] - }, - { - "cell_type": "code", - "execution_count": 694, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
AfghanistanAlbaniaAlgeriaAmerican SamoaAndorraAngolaAntigua and BarbudaArgentinaArmeniaAustralia...UzbekistanVanuatuVenezuela (Bolivarian Republic of)Viet NamWestern SaharaYemenZambiaZimbabweUnknownTotal
19801618000103680702...00103119101117244000143137
19813906710304260639...001171829021711418078128641
19823907100606260484...001742162011110216904121175
19834706900602410317...001243404067441363589185
198471063004422370317...0014275830016321485588272
\n", - "

5 rows × 197 columns

\n", - "
" - ], - "text/plain": [ - " Afghanistan Albania Algeria American Samoa Andorra Angola \\\n", - "1980 16 1 80 0 0 1 \n", - "1981 39 0 67 1 0 3 \n", - "1982 39 0 71 0 0 6 \n", - "1983 47 0 69 0 0 6 \n", - "1984 71 0 63 0 0 4 \n", - "\n", - " Antigua and Barbuda Argentina Armenia Australia ... Uzbekistan \\\n", - "1980 0 368 0 702 ... 0 \n", - "1981 0 426 0 639 ... 0 \n", - "1982 0 626 0 484 ... 0 \n", - "1983 0 241 0 317 ... 0 \n", - "1984 42 237 0 317 ... 0 \n", - "\n", - " Vanuatu Venezuela (Bolivarian Republic of) Viet Nam Western Sahara \\\n", - "1980 0 103 1191 0 \n", - "1981 0 117 1829 0 \n", - "1982 0 174 2162 0 \n", - "1983 0 124 3404 0 \n", - "1984 0 142 7583 0 \n", - "\n", - " Yemen Zambia Zimbabwe Unknown Total \n", - "1980 1 11 72 44000 143137 \n", - "1981 2 17 114 18078 128641 \n", - "1982 1 11 102 16904 121175 \n", - "1983 6 7 44 13635 89185 \n", - "1984 0 16 32 14855 88272 \n", - "\n", - "[5 rows x 197 columns]" - ] - }, - "execution_count": 694, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "canada.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 695, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountryYearStatusLife expectancyAdult Mortalityinfant deathsAlcoholpercentage expenditureHepatitis BMeasles...PolioTotal expenditureDiphtheriaHIV/AIDSGDPPopulationthinness 1-19 yearsthinness 5-9 yearsIncome composition of resourcesSchooling
0Afghanistan2015Developing65.0263.0620.0171.27962465.01154...6.08.1665.00.1584.25921033736494.017.217.30.47910.1
1Afghanistan2014Developing59.9271.0640.0173.52358262.0492...58.08.1862.00.1612.696514327582.017.517.50.47610.0
2Afghanistan2013Developing59.9268.0660.0173.21924364.0430...62.08.1364.00.1631.74497631731688.017.717.70.4709.9
3Afghanistan2012Developing59.5272.0690.0178.18421567.02787...67.08.5267.00.1669.9590003696958.017.918.00.4639.8
4Afghanistan2011Developing59.2275.0710.017.09710968.03013...68.07.8768.00.163.5372312978599.018.218.20.4549.5
\n", - "

5 rows × 22 columns

\n", - "
" - ], - "text/plain": [ - " Country Year Status Life expectancy Adult Mortality \\\n", - "0 Afghanistan 2015 Developing 65.0 263.0 \n", - "1 Afghanistan 2014 Developing 59.9 271.0 \n", - "2 Afghanistan 2013 Developing 59.9 268.0 \n", - "3 Afghanistan 2012 Developing 59.5 272.0 \n", - "4 Afghanistan 2011 Developing 59.2 275.0 \n", - "\n", - " infant deaths Alcohol percentage expenditure Hepatitis B Measles \\\n", - "0 62 0.01 71.279624 65.0 1154 \n", - "1 64 0.01 73.523582 62.0 492 \n", - "2 66 0.01 73.219243 64.0 430 \n", - "3 69 0.01 78.184215 67.0 2787 \n", - "4 71 0.01 7.097109 68.0 3013 \n", - "\n", - " ... Polio Total expenditure Diphtheria HIV/AIDS GDP \\\n", - "0 ... 6.0 8.16 65.0 0.1 584.259210 \n", - "1 ... 58.0 8.18 62.0 0.1 612.696514 \n", - "2 ... 62.0 8.13 64.0 0.1 631.744976 \n", - "3 ... 67.0 8.52 67.0 0.1 669.959000 \n", - "4 ... 68.0 7.87 68.0 0.1 63.537231 \n", - "\n", - " Population thinness 1-19 years thinness 5-9 years \\\n", - "0 33736494.0 17.2 17.3 \n", - "1 327582.0 17.5 17.5 \n", - "2 31731688.0 17.7 17.7 \n", - "3 3696958.0 17.9 18.0 \n", - "4 2978599.0 18.2 18.2 \n", - "\n", - " Income composition of resources Schooling \n", - "0 0.479 10.1 \n", - "1 0.476 10.0 \n", - "2 0.470 9.9 \n", - "3 0.463 9.8 \n", - "4 0.454 9.5 \n", - "\n", - "[5 rows x 22 columns]" - ] - }, - "execution_count": 695, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "led = pd.read_csv(\"Life Expectancy Data.csv\")\n", - "led.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 696, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
ageworkclassfnlwgteducationeducation.nummarital.statusoccupationrelationshipracesexcapital.gaincapital.losshours.per.weeknative.countryincome
090?77053HS-grad9Widowed?Not-in-familyWhiteFemale0435640United-States<=50K
182Private132870HS-grad9WidowedExec-managerialNot-in-familyWhiteFemale0435618United-States<=50K
266?186061Some-college10Widowed?UnmarriedBlackFemale0435640United-States<=50K
354Private1403597th-8th4DivorcedMachine-op-inspctUnmarriedWhiteFemale0390040United-States<=50K
441Private264663Some-college10SeparatedProf-specialtyOwn-childWhiteFemale0390040United-States<=50K
534Private216864HS-grad9DivorcedOther-serviceUnmarriedWhiteFemale0377045United-States<=50K
638Private15060110th6SeparatedAdm-clericalUnmarriedWhiteMale0377040United-States<=50K
774State-gov88638Doctorate16Never-marriedProf-specialtyOther-relativeWhiteFemale0368320United-States>50K
868Federal-gov422013HS-grad9DivorcedProf-specialtyNot-in-familyWhiteFemale0368340United-States<=50K
941Private70037Some-college10Never-marriedCraft-repairUnmarriedWhiteMale0300460?>50K
\n", - "
" - ], - "text/plain": [ - " age workclass fnlwgt education education.num marital.status \\\n", - "0 90 ? 77053 HS-grad 9 Widowed \n", - "1 82 Private 132870 HS-grad 9 Widowed \n", - "2 66 ? 186061 Some-college 10 Widowed \n", - "3 54 Private 140359 7th-8th 4 Divorced \n", - "4 41 Private 264663 Some-college 10 Separated \n", - "5 34 Private 216864 HS-grad 9 Divorced \n", - "6 38 Private 150601 10th 6 Separated \n", - "7 74 State-gov 88638 Doctorate 16 Never-married \n", - "8 68 Federal-gov 422013 HS-grad 9 Divorced \n", - "9 41 Private 70037 Some-college 10 Never-married \n", - "\n", - " occupation relationship race sex capital.gain \\\n", - "0 ? Not-in-family White Female 0 \n", - "1 Exec-managerial Not-in-family White Female 0 \n", - "2 ? Unmarried Black Female 0 \n", - "3 Machine-op-inspct Unmarried White Female 0 \n", - "4 Prof-specialty Own-child White Female 0 \n", - "5 Other-service Unmarried White Female 0 \n", - "6 Adm-clerical Unmarried White Male 0 \n", - "7 Prof-specialty Other-relative White Female 0 \n", - "8 Prof-specialty Not-in-family White Female 0 \n", - "9 Craft-repair Unmarried White Male 0 \n", - "\n", - " capital.loss hours.per.week native.country income \n", - "0 4356 40 United-States <=50K \n", - "1 4356 18 United-States <=50K \n", - "2 4356 40 United-States <=50K \n", - "3 3900 40 United-States <=50K \n", - "4 3900 40 United-States <=50K \n", - "5 3770 45 United-States <=50K \n", - "6 3770 40 United-States <=50K \n", - "7 3683 20 United-States >50K \n", - "8 3683 40 United-States <=50K \n", - "9 3004 60 ? >50K " - ] - }, - "execution_count": 696, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "adult = pd.read_csv(\"adult.csv\")\n", - "adult.head(10)" - ] - }, - { - "cell_type": "code", - "execution_count": 697, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
ageworkclassfnlwgteducationeducation.nummarital.statusoccupationrelationshipracesexcapital.gaincapital.losshours.per.weeknative.countryincome
182Private132870HS-grad9WidowedExec-managerialNot-in-familyWhiteFemale0435618United-States<=50K
354Private1403597th-8th4DivorcedMachine-op-inspctUnmarriedWhiteFemale0390040United-States<=50K
441Private264663Some-college10SeparatedProf-specialtyOwn-childWhiteFemale0390040United-States<=50K
534Private216864HS-grad9DivorcedOther-serviceUnmarriedWhiteFemale0377045United-States<=50K
638Private15060110th6SeparatedAdm-clericalUnmarriedWhiteMale0377040United-States<=50K
\n", - "
" - ], - "text/plain": [ - " age workclass fnlwgt education education.num marital.status \\\n", - "1 82 Private 132870 HS-grad 9 Widowed \n", - "3 54 Private 140359 7th-8th 4 Divorced \n", - "4 41 Private 264663 Some-college 10 Separated \n", - "5 34 Private 216864 HS-grad 9 Divorced \n", - "6 38 Private 150601 10th 6 Separated \n", - "\n", - " occupation relationship race sex capital.gain \\\n", - "1 Exec-managerial Not-in-family White Female 0 \n", - "3 Machine-op-inspct Unmarried White Female 0 \n", - "4 Prof-specialty Own-child White Female 0 \n", - "5 Other-service Unmarried White Female 0 \n", - "6 Adm-clerical Unmarried White Male 0 \n", - "\n", - " capital.loss hours.per.week native.country income \n", - "1 4356 18 United-States <=50K \n", - "3 3900 40 United-States <=50K \n", - "4 3900 40 United-States <=50K \n", - "5 3770 45 United-States <=50K \n", - "6 3770 40 United-States <=50K " - ] - }, - "execution_count": 697, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "adult = adult[adult[\"workclass\"].isin (['Private', 'State-gov', 'Federal-gov'])]\n", - "adult.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 698, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
sepal_lengthsepal_widthpetal_lengthpetal_widthspecies
05.13.51.40.2setosa
14.93.01.40.2setosa
24.73.21.30.2setosa
34.63.11.50.2setosa
45.03.61.40.2setosa
\n", - "
" - ], - "text/plain": [ - " sepal_length sepal_width petal_length petal_width species\n", - "0 5.1 3.5 1.4 0.2 setosa\n", - "1 4.9 3.0 1.4 0.2 setosa\n", - "2 4.7 3.2 1.3 0.2 setosa\n", - "3 4.6 3.1 1.5 0.2 setosa\n", - "4 5.0 3.6 1.4 0.2 setosa" - ] - }, - "execution_count": 698, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "iris = sns.load_dataset(\"iris\")\n", - "iris.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 700, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
mpgcylinderscubicincheshpweightlbstime-to-60yearbrand
014.083501654209121972US.
131.9489711925141980Europe.
217.083021403449111971US.
315.084001503761101971US.
430.5498632051171978US.
523.083501253900171980US.
613.083511584363131974US.
714.08440215431291971US.
825.45183773530201980Europe.
937.7489622050171982Japan.
\n", - "
" - ], - "text/plain": [ - " mpg cylinders cubicinches hp weightlbs time-to-60 year brand\n", - "0 14.0 8 350 165 4209 12 1972 US.\n", - "1 31.9 4 89 71 1925 14 1980 Europe.\n", - "2 17.0 8 302 140 3449 11 1971 US.\n", - "3 15.0 8 400 150 3761 10 1971 US.\n", - "4 30.5 4 98 63 2051 17 1978 US.\n", - "5 23.0 8 350 125 3900 17 1980 US.\n", - "6 13.0 8 351 158 4363 13 1974 US.\n", - "7 14.0 8 440 215 4312 9 1971 US.\n", - "8 25.4 5 183 77 3530 20 1980 Europe.\n", - "9 37.7 4 89 62 2050 17 1982 Japan." - ] - }, - "execution_count": 700, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cars = pd.read_csv(\"cars.csv\")\n", - "cars.head(10)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Line Charts" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
C1C2
00.000000.000000
10.010010.010010
20.020020.020019
30.030030.030026
40.040040.040029
50.050050.050029
60.060060.060024
70.070070.070013
80.080080.079995
90.090090.089968
\n", - "
" - ], - "text/plain": [ - " C1 C2\n", - "0 0.00000 0.000000\n", - "1 0.01001 0.010010\n", - "2 0.02002 0.020019\n", - "3 0.03003 0.030026\n", - "4 0.04004 0.040029\n", - "5 0.05005 0.050029\n", - "6 0.06006 0.060024\n", - "7 0.07007 0.070013\n", - "8 0.08008 0.079995\n", - "9 0.09009 0.089968" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "col1 = np.linspace(0, 10, 1000)\n", - "col2 = np.sin(col1)\n", - "df = pd.DataFrame({\"C1\" : col1 , \"C2\" :col2})\n", - "df.head(10)" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Plotting lineplot using sns.lineplot()\n", - "plt.style.use('seaborn-darkgrid')\n", - "%matplotlib inline \n", - "sns.lineplot(x=df.C1,y=df.C2,data=df)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "\"\"\" - Adjusting background color using axes.facecolor\n", - " - Changing label size using xtick.labelsize , ytick.labelsize \"\"\"\n", - "\n", - "plt.figure(figsize=(14,6))\n", - "sns.set(rc={\"axes.facecolor\":\"#FFFDE7\", \"axes.grid\":True,'xtick.labelsize':14,'ytick.labelsize':14})\n", - "sns.lineplot(x=df.C1,y=df.C2,data=df , linewidth = 2)\n", - "sns.lineplot(x=df.C1,y=df.C2+1,data=df , linewidth = 2)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "\"\"\" - Adjusting background color using axes.facecolor\n", - " - Changing label size using xtick.labelsize , ytick.labelsize \"\"\"\n", - "\n", - "plt.figure(figsize=(14,6))\n", - "sns.set(rc={\"axes.facecolor\":\"#283747\", \"axes.grid\":False,'xtick.labelsize':14,'ytick.labelsize':14})\n", - "sns.lineplot(x=df.C1,y=df.C2,data=df , color = \"#FF5722\" , linewidth = 2 )\n", - "sns.lineplot(x=df.C1,y=np.cos(df.C1),data=df , color = \"#FFEB3B\" , linewidth = 2)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [], - "source": [ - "# Recover default matplotlib settings\n", - "mpl.rcParams.update(mpl.rcParamsDefault)\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [], - "source": [ - "import warnings\n", - "warnings.filterwarnings(\"ignore\")" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(20,8))\n", - "sns.lineplot(data=spotify)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Look at the X-Asis. It is clealy not able to interpret the Index as Date. So the next step will be to convert the Index to Datetime." - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [], - "source": [ - "spotify.index = pd.to_datetime(spotify.index) # Converting datatype of index to Datetime" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(20,8))\n", - "sns.lineplot(data=spotify,linewidth = 2)\n", - "plt.title(\"Daily Global Streams\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Using Matplotlib for same visualization\n", - "import matplotlib as mpl\n", - "plt.figure(figsize=(20,8))\n", - "plt.plot(spotify['Despacito'] , label=\"Despacito\")\n", - "plt.plot(spotify['Shape of You'] , label=\"Shape of You\")\n", - "plt.plot(spotify['Something Just Like This'] , label=\"Something Just Like This\")\n", - "plt.plot(spotify['HUMBLE.'] , label=\"Humble\")\n", - "plt.plot(spotify['Unforgettable'] , label=\"Unforgettable\")\n", - "plt.legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "So we can see using Seabon we can save many lines of code." - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(20,6))\n", - "sns.lineplot(data=spotify['Despacito'],linewidth = 1.5 , label = 'Despacito')\n", - "sns.lineplot(data=spotify['HUMBLE.'],linewidth = 1.5 , label = 'Humble')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
AfghanistanAlbaniaAlgeriaAmerican SamoaAndorraAngolaAntigua and BarbudaArgentinaArmeniaAustralia...UzbekistanVanuatuVenezuela (Bolivarian Republic of)Viet NamWestern SaharaYemenZambiaZimbabweUnknownTotal
19801618000103680702...00103119101117244000143137
19813906710304260639...001171829021711418078128641
19823907100606260484...001742162011110216904121175
19834706900602410317...001243404067441363589185
198471063004422370317...0014275830016321485588272
\n", - "

5 rows × 197 columns

\n", - "
" - ], - "text/plain": [ - " Afghanistan Albania Algeria American Samoa Andorra Angola \\\n", - "1980 16 1 80 0 0 1 \n", - "1981 39 0 67 1 0 3 \n", - "1982 39 0 71 0 0 6 \n", - "1983 47 0 69 0 0 6 \n", - "1984 71 0 63 0 0 4 \n", - "\n", - " Antigua and Barbuda Argentina Armenia Australia ... Uzbekistan \\\n", - "1980 0 368 0 702 ... 0 \n", - "1981 0 426 0 639 ... 0 \n", - "1982 0 626 0 484 ... 0 \n", - "1983 0 241 0 317 ... 0 \n", - "1984 42 237 0 317 ... 0 \n", - "\n", - " Vanuatu Venezuela (Bolivarian Republic of) Viet Nam Western Sahara \\\n", - "1980 0 103 1191 0 \n", - "1981 0 117 1829 0 \n", - "1982 0 174 2162 0 \n", - "1983 0 124 3404 0 \n", - "1984 0 142 7583 0 \n", - "\n", - " Yemen Zambia Zimbabwe Unknown Total \n", - "1980 1 11 72 44000 143137 \n", - "1981 2 17 114 18078 128641 \n", - "1982 1 11 102 16904 121175 \n", - "1983 6 7 44 13635 89185 \n", - "1984 0 16 32 14855 88272 \n", - "\n", - "[5 rows x 197 columns]" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "canada.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 701, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(16,6))\n", - "plt.title(\"Immigrants from India\",fontsize = 14)\n", - "sns.set(rc={\"axes.facecolor\":\"#283747\", \"axes.grid\":False,'xtick.labelsize':10,'ytick.labelsize':10})\n", - "plt.xticks(rotation=45) # Rotating X tickts by 45 degrees\n", - "sns.lineplot(x = canada.index.values, y = canada['India'])\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 702, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Plotting multiple sets of data (E.g Immigration data of multiple countries in one plot)\n", - "plt.figure(figsize=(16,6))\n", - "sns.set(rc={\"axes.facecolor\":\"#283747\", \"axes.grid\":False,'xtick.labelsize':10,'ytick.labelsize':10})\n", - "plt.title(\"Immigrants from India , Pakistan & Bangladesh\",fontsize = 14)\n", - "plt.xticks(rotation=45) # Rotating X tickts by 45 degrees\n", - "sns.lineplot(x = canada.index.values, y = canada['India'] , color = '#ff9900' , label= 'India')\n", - "sns.lineplot(x = canada.index.values, y = canada['Pakistan'] , color = '#4586ff' , label = 'Pakistan')\n", - "sns.lineplot(x = canada.index.values, y = canada['Bangladesh'] , color = '#a2ef44' , label = 'Bangladesh')\n", - "plt.legend(facecolor= 'grey' , fontsize='large' , edgecolor = 'black' ,shadow=True) # Legend formatting\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Plotting multiple sets of data using for loop (E.g Immigration data of multiple countries in one plot)\n", - "plt.figure(figsize=(16,6))\n", - "plt.title(\"Immigrants\",fontsize = 16)\n", - "for i in canada.columns:\n", - " if canada[i].name != 'Total' and canada[i].name != 'Unknown':\n", - " x=canada.index.values\n", - " y=canada[i]\n", - " sns.lineplot(x,y)\n", - "plt.xlabel ('Year')\n", - "plt.ylabel ('Country')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [], - "source": [ - "# Recover default matplotlib settings\n", - "mpl.rcParams.update(mpl.rcParamsDefault)\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
AgeGenderPeriodUnemployed
016 to 19 yearsMen2005-01-0191000
120 to 24 yearsMen2005-01-01175000
225 to 34 yearsMen2005-01-01194000
335 to 44 yearsMen2005-01-01201000
445 to 54 yearsMen2005-01-01207000
\n", - "
" - ], - "text/plain": [ - " Age Gender Period Unemployed\n", - "0 16 to 19 years Men 2005-01-01 91000\n", - "1 20 to 24 years Men 2005-01-01 175000\n", - "2 25 to 34 years Men 2005-01-01 194000\n", - "3 35 to 44 years Men 2005-01-01 201000\n", - "4 45 to 54 years Men 2005-01-01 207000" - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "employment.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA00AAAGkCAYAAADt185PAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3XmYXGd55/3v2WrrVVvLlizLyMuxwRvYxgtOIITYgWwwYRImk3dgCCEQEshCiIEQIAlbEiBMGDtsCWQIgbxMYMgEB+OExQaDsS3Li6TSYmvpbvXe1bXXWeePaslqqfeu6q5q/T7XxYVUderUc9qP+tRdz33fjxHHMSIiIiIiIjI7c60HICIiIiIi0soUNImIiIiIiMxDQZOIiIiIiMg8FDSJiIiIiIjMQ0GTiIiIiIjIPBQ0iYiIiIiIzMNe6wGshtHRQsv0Ve/sTFIs1tZ6GNJGNGdkqTRnZKk0Z2SpNGdkqdphzmzZ0mXM9ZxWmlaZbVtrPQRpM5ozslSaM7JUmjOyVJozslTtPmcUNImIiIiIiMxDQZOIiIiIiMg8FDSJiIiIiIjMQ0GTiIiIiIjIPBQ0iYiIiIiIzENBk4iIiIiIyDwUNImIiIiIiMzjnNjcVkRERERE1sbAQD/vfe+dDAwMkkqlSCaTvPGNb2bXrouXdb6jR4/wF3/xfj7+8U82eKRzU9AkIiIiIiJNUa1WueOO3+NP//TPuOiiywDYu/cJPvKRD61q0LNSCppERERERKQpvve973LddTdw7bXXksuVAXj2s6/kr//6EwwPD/Hnf/5+PK9GIpHkbW97B1EU8Z73vJO+vq0MDPTz7Gc/h7e+9e2MjY3xJ3/yR8RxzMaNm06df/fuh/nkJ+/Esiy2bdvO2972Tu65527+9V+/RhRF/Nqv/QbXX//8FV+HgiYREREREWmKwcFBtm/fcervd9zxexSLRcbHx+jr28qrXvWr3HzzC3jooQf5m7/5OK9//W9y/PgxPvrRj5NMpvilX/oFxsfH+OIXP89LXnI7P//zr+Df//0evvKVLxPHMR/60Pu4665Ps2HDRj71qbv4+tf/Bdu26erq4oMf/EjDrkNBk4iIiIiINMXWrVvZv3/vqb+fDGRe//rX8MQTj/G//tff8Q//8DkAbLsemmzffgGZTAcAmzZtxvM8nn76KW6//WUAXHXVNXzlK18ml5tkfHyMd73rDgBqtRrPf/5NbN9+ARdeuLOh16GgSUREREREmuLWW1/I5z//Wfbs2cPOnZcC0N9/nNHREZ797Ct5/et/k6uuuoajR4+we/fDABiGcdZ5du7cyZNPPsall17Gvn31IKynp5e+vj4++MGP0NnZyf33f4d0OsPw8BCG0dgm4QqaRERERESkKTKZDB/60Ef5zGfuYmhomDAMsCybt73tHVx44UV8+MMfxPM8arUqb3nLW+c8z+te90be/e63c++997Bt23YATNPkLW95K3/wB28hjmMymQ7e9a73Mjw81PDrMOI4bvhJW83oaKFlLrK3N3OqCE5kMTRnZKk0Z2SpNGdkqTRnZKnaYc5s2dJ19hLXNK00iYiIzCGOY2pBRNWPKHkBU1WflG2xa3PHWg9NRERWkYImERGRMwRhxOHxEpOVgCiqJyuYBiRsk3w14KJNGcxZcu5FRGR9UtAkIiJyhsmKz2jBY0PGwTRnBkcVP6LshXQmdQsVETlXNLathIiIyDowXKiRSVpnBUwAFlD2gtUflIiIrBkFTSIiIqepBRH5SkDKnv0WmbBNJsr+Ko9KRETWkoImERGR0+QrPhiz7xMCkLRNchWf6BzoPisiInUKmkRERE5zIl8jk5j79miaBlEMVT9axVGJiLSnRx55iFtvvZ677757xuOvfvWreN/73rM2g1oGBU0iIiLTqn5IwfNJ2tb8B8ZQqqmuSURkMXbuvIi77/7XU38/fPgQlUplDUe0dGr9IyIiMi1X8THihVuJJxyDyarPlq7kKoxKRGTl/vXJYb72xFBDz/nzV57Hzzxn64LHXXLJpQwO9lMoFOjq6uIb3/g6t932UoaHh/iP/7iXL33pHzBNk6uvvpY3vvG3+cxnPsGJE4NMTk4yPHyC3/7t3+PGG29u6NiXSitNIiIi0052zVtIyrbIlX1i1TWJiCzKS17yU3z3u98ijmP27XuSK6+8mnx+ir/920/wsY/dxV13fYaxsRF+9KMfAOA4CT784f/BW97y+3zpS19Y49E3aaXJdV0H+BxwERACvw4EwGeBGHgCeFM2m41c13038DPTz/9ONpt90HXdS1Z6bDOuS0RE1q+qH1KsBWzsSCx4rGUaBGFMNYhIOwsHWSIia+1nnrN1UatCzfKyl/0M7373u9m2bTvXXPNcAMIwJJeb5K1vfTMA5XKZgYEBAC67zAWgr+88PK+2NoM+TbNWml4G2Nls9hbgT4D3AR8B/iibzf4YYAC/4Lru84AXAjcCrwL+5/TrV3Rsk65JRETWscmyjzVHx7xZGVD2wuYNSERkHdmxYweVSoUvf/mL3HbbS4F6l9K+vq381V/dycc//kle+cpf5jnPuXL6ubUc7dmaVdN0ALBd1zWBbsAHbgK+M/383cBtQBa4J5vNxsAx13Vt13W3ANet8NivNOm6RERknRoqVEknFr9qlLAMJssemxaxMiUiIvCTP/lTfOMbX+fCC3cyODhAb+8GXvKS2/mt33o9YRhy/vnbePGLf2qthzkroxn52K7r7gD+D9AJbAZ+FvhyNpvdNv38i4HXAvuB8Ww2e9f049+dfvy7Kzk2m83+6unjqVS82F6oE9IqsSyTMFT2oCye5owslebM0pVqAQ8dnWBTx+IbOwRhRMUPufnizU0c2erQnJGl0pyRpWqHOeM41pzrW81aafpd4BvZbPbt0wHUfwCnfxXXBeSA/PSfz3w8WuGxMxSLa58HeVJvb4ZcrrzWw5A2ojkjS6U5s3SDU1UqJY/CEr9InCz7DI0WSLV5XZPmjCyV5owsVTvMmS1buuZ8rlk1TZPA1PSfJwAH2O267oumH3spcB/wPeB213VN13UvBMxsNjvWgGNFREQWJY5jhvJV0ovomjfLqyn7qmsSEVnvmrXS9FHgb13XvY/6CtM7gIeAT7mumwD2UU/XC6ePeYB6APem6df//kqObdI1iYjIOlT2Q6pBxIaEs+TX2pZJrhKwMaO6JhGR9awpNU2tZnS00DIX2Q5Lk9JaNGdkqTRnFi+MYp4aLzFR8uhOLz1oCsIIP4x53o7eJoxu9WjOyFJpzshStcOc2bKla86aJm1uKyIi5yQ/jNg/UmCk6NGVWl7ihW2ZVIKQWtDaxc0iIrIyzUrPExERaVlVP2TvUAE/itiYWfoK0+mM2KDihSRtfQ8pIrJe6Te8iIicUwrVgD2DU0TEdKdWFjAB2JbBVNVvwMhERNafN7/5Dezd+wQAvu9z++0v5Atf+F+nnv+t33o9Bw8eWKvhLZqCJhEROWeMl2o8PpgnaVt0JBqTbJF0TCbKXkPOJSKy3txww03s2fMoAHv27Ob5z7+ZBx64H4Barcbw8DCXXnrZWg5xUZSeJyIi54TxUo19w0V6Uja21bjvDBOWyWTNxw8jnAaeV0SkkZL7v0xq3xcbes7qFa+idvkr5z3mhhtu5HOf+zQADzzwPX7u517OXXf9D4rFIgcO7Oe5z30eP/rRD/jkJ+8imUzS3d3D29/+xxw8mOXzn/8sjuMwMjLML/zCL/LIIw9x6NAB/vN//i+84hWvZPfuh/nkJ+/Esiy2bdvO2972Tu65524eeOB71GpVBgb6+a//9dW87GU/t+JrVdAkIiLnhPGyT9qxGhowna7khfSmFTSJiJzusstcjh49QhzH7Nmzm9/4jTdx/fU38tBDP+Tw4UPceOPN/Pmfv5877/w0W7b08U//9I987nOf4ZZbbmVkZITPfvYL7N+/jz/+4zv40pe+yujoCO94xx/w8pf/Ih/60Pu4665Ps2HDRj71qbv4+tf/Bdu2KZWKfOQjH+f48WP84R/+roImERGRxcpXfJLOcjawXZhtGowWPXqX0bZcRGQ11C5/5YKrQs1gmiaXXHIZ999/Hxs3biKRSHDTTbfw/e/fx6FDB3nFK15JJtPBli19AFx77XP5xCfu5JZbbmXXrouxbZuuri62bduO4zh0dXXjeTVyuUnGx8d417vuqF9frcbzn38T27dfwCWX1NP9+vq24nmNSZ9W0CQiIuveyf2UOpJzbsGxIp1Ji5F8lU0Zm40dyaa8h4hIu7rhhhv51Kc+yYte9FMAXH31tfzd330Ky7LYsGEj5XKJsbExNm/ezKOPPsKOHRcCYMzzK7unp5e+vj4++MGP0NnZyf33f4d0OsPw8BDGfC9cJuURiIjIuldt8j5KhmHQmbY5NFbG055NIiIz3HDDjTzyyCPcfPMLAKZXjLq45prnYhgGb3vbO3nnO/+AN77xtTz00IO85jWvW/Ccpmnylre8lT/4g7fwhje8ln/+5y+za9fFTbsGI47jpp28VYyOFlrmItthN2RpLZozslSaM2cbK3kcGC6yoaO56XP5is+GTILL+jqb+j6NpjkjS6U5I0vVDnNmy5auOZeotNIkIiLrXr4a4NjNSc07XVfKZrToMV6qNf29RERk9ShoEhGRdS9f8UnYzb/lGYZBV8ri0FiJmtL0RETWDQVNIiKyroVRTMUPcczmrzQBp/ZqOjJe4lxIgRcRORcoaBIRkXWtFkTE0JRuSnPpTjmMljzGS41pdSsiImtLQZOIiKxrtSAEVn/FpydlK01PRGSdUNAkIiLrWrEWYK1Sat7pbMvEAE7kq6v+3iIi0lgKmkREZF3LVwOSq9AEYjYdSZuRQo1ItU0iIm1NQZOIiKxbcRxT8MJTzRlWm2UaBGFMqRauyfuLiEhjKGgSEZF1qxZERFGMuYpNIM5kWTBRVkMIEZF2pqBJRETWrVZowtCRsBlWip6ISFtT0CQiIutW2Q9Zw0UmQCl6IiLrgYImERFZt/KVgOQa1TOdTil6IiLtbe3vJCIiIk1SqPk4a9Q573RK0RMRaW9rfycRERFpAj+M8MIYew32aDqTUvRERNqbgiYREVmXakHE2odLz1CKnohI+1LQJCIi61LFa61VnYxS9ERE2paCJhERWZfyVR/Hap21JlspeiIibUtBk4iIrEuFWtgSTSBOpxQ9EZH21Fp3ExERkQYIo5iyH+K0QBOI0ylFT0SkPSloEhGRdacWRAAYa72z7RnWQ4rekYkyFb99xy8ishwKmkREZN2pBq37ob6dU/TCKGYgV2VwqrrWQxERWVUKmkREZN0pVoOW2J9pNu2coldfYYoZzteoarVJRM4hCppERGTdKdQCEnZrBk22aeCHMZNtuNpUrAWYhoFlwlChttbDERFZNQqaRERkXYnjmEItwLFa9xbXmbLYP1Jsu8ApV/FJ2iadKZsTU9VTtWMiIutd695RRERElqEWREQxmC3WBOJ0CcukK2mzd6jQNoFTFMengibTMDAwGCmotklEzg0KmkREZF2ptsnqh2OZdKXqgdNEqfVT3ar+dDA6XSvWmbIYmKrih+3x8xYRWQm7GSd1Xfc1wGum/5oCrgVeBHwMCIB7stnse13XNYE7gWuAGvC6bDZ7yHXdm1ZybDOuSURE2kO+4tPCmXkznAyc9g0XuWIrbOxIzni+4odMln1GizUu3txBZ7Ipt+1FKZ/R+MEyDaIYRose23pSazQqEZHV0ZTbSjab/Ww2m31RNpt9EfAw8Gbgb4BfAW4FbnRd93nAy4FUNpu9GbgD+PD0KVZ6rIiInIO8IGJgqkpnYu2Ci6U6PXAaL9W70g3lq+wZmGJ3/xTHJsqU/ZAT+bVNhcuVPRLWzJTHrpTN8ckyQdR+nQBFRJaiqd/Fua57PfAc4ItAMpvNHs5mszHwDeAnqQc6/waQzWZ/AFzvum53A44VEZFz0HC+ioFxKoWsXTiWSXfKZt9QkYf7czw1ViYGNmQcejIOPSmbsaKHt4jUwziOOTZR5vhkmYmyR8kLGhLUTFZ8ko414zHbNAhjGG+D9EIRkZVo9ldx7wDeC3QD+dMeLwC7ph+fOu3xsEHHztDZmcS2rTMfXhOWZdLbm1nrYUgb0ZyRpTpX50zND5kcKXH+5g6sNguaTurtjjHmaGARWB6hbdHbm573HJNlj3G/RMIymSz6MH26pG2xqTPBjt70WcHPQnOm6ockUgk2dCTOei6VTjDpR1zSnZ7xcw+jeuOIYsVn5+aOeccs7edc/T0jy9fuc6ZpQZPrur3A5dls9lvTK0Jdpz3dBeSAzBmPm9SDoJUeO0Ox2DrfgPX2Zsjlyms9DGkjmjOyVOfqnDk6UaZcquHE67MxQRxG7D02SSqO5gys4jjm8cE8cRxjYtXTSaYXmbxKwOGpMgcHcjxrY4a+ruSpDoMLzZnJskepVCUxx892suTz1GCOLZ1Jqn7IWMljcKqKH8ZATIqYpN0mhWayKOfq7xlZvnaYM1u2dM35XDN/g/04cC9ANpvNA57ruhe7rmsAtwP3Ad8DXgYw3dDh8QYdKyIi55BaEDE4VaUr1T61TEuVsEyqQUS+Gsx5zFQ1oFALSTtnZ1fYlkl32qEzafPUWJnHBqcozHOuGeetBNjzdNfoSFocm6iwb6jAw/05+icrpBMWGzscTMOg7C3ufUREWlUzgyYXeOq0v78B+AfgQWB3Npv9IfAVoOq67veBjwK/26BjRUTkHHIiX8UwaLtapqVK2gbDhdmzJ+I45vhkmXRi/lu7bRps6HCIYtgzmOfwWGnBTWonyh6peVaKErZJEEeU/ZAN6Xodlj3938IyDaYqCppEpL0Zcbz+O96MjhZa5iLbYWlSWovmjCzVuTZnqn7II/1T9KTtlt7QthHiOCZXCbhuR+9Z6W5TFZ8nThTY2OEs6Xz5asCm3gzP6k6eCnRO54cRPzqWY0Nm8ec98/VBGPO8Hb3Ler20pnPt94ysXDvMmS1buua8iSjBWERE2tpQoYZlsO4DJgDDMDCAiZI34/E4jjk2WSHtLO22bhgGPWmHqh/Sn6vMekzZC2d9fLEcy6TqR4vq/Cci0qoUNImISNuq+iGDU1U613Et05k6khYDUxWi0zJFCrWAfMUnnVhep9ietEN/rkq+6p/1XL4WrHyzYGPlwZeIyFpS0CQiIm1rcKp6zqwyneRYJrUwmtHE4dhkhdQyAyao//w6kyaHRktn7ek0WfJJrnDbDstk1oBMRKRdKGgSEZG2VPVDhvK1c2qV6aSkbTJUqAL1YCRX8cmsIGiqn9OiGkQz0vSCKKbkBSSslQWlKcdivOwtfKCISItS0CQiIm3p5ErLubTKdFLGsRgv+lT9kOO5yqwtxpejJ23PSNOrTKfUzbUv1GIlLJOKH+GHqmsSkfakoElERNrSZNUn4Zx7ARPUgxjTgP5chcnyyleZTjINg47EM2l6RS+gUT/hGCiprklE2pSCJhERaTtxHJMr+6RWWGvTzuoNIaqkltgxbyEpp56mN5CrMFn2SDTo/LYJhYrqmkSkPSloEhGRtlMLIoIoxlrnm9nOx7ZMetIOHYnG13T1pG2O5yrkK8FZ+0EtV8q2GC8raBKR9qSgSURE2k7ZDzkXNmdfSKMCmjPVu+lZhHHcsJqxhG1S8UPVNYlIW1LQJCIibSdXCXCaFDBIXdK22NiRaOg5o1j7NYlIe9IdR0RE2k6u7JFW0NR2bKu+Wa6ISLvRHUdERNqKF0RU/Qjb0i2s3SRti8mS9msSkfajO46IiLSVsh/SsD7YsqoSlkHRCwhU1yQibUZBk4iItJVC1UeLTO3p5Ca5ZV91TSLSXnTbERGRtjJxju/P1O5MwyBfVV2TiLQXBU0iItI2gjCi5AUk1ASibaUci4mS9msSkfaiu46IiLQNpXW1v3pdk08QaZ8tEWkfCppERKRtFGvhqboYaU+GYWBgUPZWnqJX8gKG8tUGjEpEZH4KmkREpG1Mlj1SSs1rf0Y9AF6piaLHCQVNIrIKdOcREZG2EEYx+WpAUkFT20s7JuOlGtUVpFvGccxwsUbZC5XqJyJNZ6/1AERERBaj4odEoPS8dSBhmeQqAY/0T5G0TDZ3JuhJO3QmrEVvWlzyQrwgwjQMqn5IZ1IfaUSkefQbRkRE2kLZCzDQisJ6YBgGGzIOUO+IOFyoMTBVBWIu6Elz4cbMgufIVXxM0yCKY8peoKBJRJpKOQ4iItIWJssBSe3PtO7YlklXymZDxqEn7TAwVcUPowVfN1KokU5YJGyTnPZ9EpEmU9AkIiItL45jJqu+mkCsc6ZRX0ucKHvzHlfxQ6pBRMIySdoW+Yr2fRKR5tLdR0REWl41iIjCGNNUPdN615G0GMhVieO5UzFzFf/UBxjbNPDCGC9YeHVKRGS5FDSJiEhLiOOYsZJHMEtqVtkLQfHSOSFhmVT8iEJt7pS7kUKNVGJmqmZFGx+LSBMpaBIRkZZQ8SP2DRV4pH+KkUKN6LSVhlzZI2EpajpXJGyD4UJt1ueqfkjRm9l63jTq3fRERJpFQZOIiLSEih9imQYpx+TgaIk9A1PkKn69nqnik3TUBOJckUlYjBW9WVPuCtUA44xlx4RtkqvMXwclIrISCppERKQl5KsBtmXgWCYbOxwMA54czLN3qIgXRtiqZzpnzNcQYqRYI+3M/PiStE3y1WDeOigRkZVQ0CQiIi0hV/FmpFwlbYuNnQkqfoCzyA1PZf2YrSGEF0RMVWem5sF0kBVDTc0gRKRJdBcSEZE1F0QxFT8kMUtw1JG0W2Lj0lIt4I5/2ce92dG1Hso5IWGZVIOI/Gl7MNWbQ8QYxtmrjjGxmkGISNMoaBIRkTVX9cOz6lRazed+1M/gVJUfHs2t9VDOGckzGkKMFmtzbnBsmyYFbXIrIk2ioElERNZc2WvtD7s/ODLJD45M0pu2OTxW0p5AqySTsBgredSCiCCMmCz7Z9UznZS0TXLa5FZEmkRBk4iIrLlcNSBht+YtabLs87kHj3Px5gyvfv4Ogijm0FhprYd1TjCM+vrjRMmjWAuJY2ZNzQNwLIOiFxJGagYhIo3XmncoERE5p0xV/LOK+1tBHMd8+oGj+GHE62/ZyeVbOzEM2D9cXOuhnTM6khYDUxVGijUS9twpnMZ0x71qoLomEWm81rtDiYjIOaUWRHhhhNWCLcW/dXCcx08UeNXztnN+d4qOhM3ODWn2KWhaNY5lUgsjxkse6QX26jJiKGuTWxFpgqa1I3Jd9+3AzwMJ4E7gO8BngRh4AnhTNpuNXNd9N/AzQAD8TjabfdB13UtWemyzrktERBqr3vGs9QKmoXyVLzw8wJXnd/GTl20+9fgVW7u4NzuKF0azdvuTxkvbFpUgwlwgsE7YBvmKz5bO5CqNTETOFU35be+67ouAW4AXAC8EdgAfAf4om83+GPW74y+4rvu86edvBF4F/M/pU6zo2GZck4iINEexFmC1WMwURjGf/P4xbMvgdTdfOKOO5vKtnfhRzOFR1TWtlnTCYmPGWfC4pG0ypQ56ItIEzfqK7HbgceArwL8A/xe4jvpqE8DdwEuAW4F7stlsnM1mjwG267pbGnCsiIi0iVasZ/rXvcMcGivx6hsuYGMmMeO5y/o6MAyUoteC7Om9nfxQCSci0ljNSs/bDOwEfhZ4FvA1wMxmsydb2hSAHqAbGD/tdScfN1Z47AydnUnsOfZ1WG2WZdLbm1nrYUgb0ZyRpWqnORNFMdFoiU1dKcw5uqKttrFija8+NsQtuzZx21Xbznq+C9i1uYODY2W6OlOrP8AmMC1z3VyLZ5gkMkl60guvTMnytdPvGWkN7T5nmhU0jQP7s9msB2Rd161ST9E7qQvIAfnpP5/5eLTCY2coFmtnPrRmensz5HLltR6GtBHNGVmqdpozZS+kWKxhR62zMvCFHx4jBl559XkUitVZj7lscwf3ZkcZnyqvi7qmrs7UnNfabiplnxOjBeLu9REEtqp2+j0jraEd5syWLV1zPtes3/T3Az/tuq7huu42oAP49+laJ4CXAvcB3wNud13XdF33QuqrUWPA7hUeKyIibaDih7TSrjqjxRrfPTTOCy/ZxObOxJzHqa6pdSVsk6mK6ppEpLGastKUzWb/r+u6Pw48SD0wexPwNPAp13UTwD7gy9lsNnRd9z7ggdOOA/j9lRzbjGsSEZHGy1cD7BbqAvF/Hh/CNAx+/sqt8x53el3TFefN/c2krL6EbZKr+sRxPOdGuCIiS2XEcSt9x9cco6OFlrnIdlialNaiOSNL1U5zZnd/DtM0WiLFbbhQ4w+/tpeXuFv41esvWPD4P/76flK2xTtuu3QVRtdc6yk9D2Ci5HHdjl5SC+zrJMvXTr9npDW0w5zZsqVrzm9a1v4uJSIi56Qgiqn4YUsETABfeewEtmnws8+Zf5XppCu2dnF4rISnTm0tx8CY3v9LRKQxWuNOJSIi55yqH2K0yKa2A1NVHnh6kpe4W+hdZNc11TW1rlTC5OhkmTBqmUQTEWlzCppERGRNlL3WKdb/ymMnSNgmL3t236Jfo/2aWlfasSh7IcOF1umeKyLtTUGTiIisiVw1INECm9oem6zw4NEct12+he7U4vf26UjY7NyQZr+CppbUnXI4MlFWmp6INMTa361EROScNFXxSbZA0PSVx06QdkxeesXiV5lOUl1T67JMA8cyeGq8xLnQ9EpEmmvt71YiInLOqQURXhhhmWtX0zRR9vjqYyd4+PgUP31FH53Jpe/Cobqm1taZtJks+4yVvFV5v0jBmci61ZR9mkREROZTT5la/YApiGL2DEzxnUPj7BnME8dw9bYufvrypa8ygfZragc9KZunxkv0pJympoMWqgHHc2Wu2Nql/aFE1iEFTSIisuqKtYDV3NM2iGK++tgJvnNonKlqQE/K5mefvZUfv2QTW7uSyz6v6ppan22Z4IUcmShzWV/nnMdFcUwUA9P/f3LNaLEppKPFGsMFjx29IV0pfbwSWW/0r1pERFbdatczfe+pCb72xDDXbOvmJy7dzDXbuxuWGnjF1i7uzY7ihVHL7DklM3WlbEYKNfq6kqdayodRTMkLGC/5jJVq+GFMPVSG9d24AAAgAElEQVSqN8Kv/wmec37Xgg1CgihmuFCjI2ExmK/gprTqKLLeKGgSEZFV5QURhVqwqt/G7xsu0J2y+b2f2NXw1KnLt3Zy974RHjw6ya27NjX03LKAOMQMPSI7Pe9hhmHQmbI5NFrk4s0djJc8xkseYRxjmybphEVn8ux5UfICBnJVus+bP2jKV33iGDqTFmMlj51+SMqxVnRpItJa9JWYiIismmItYM/gFJZhYK5S3Uccx+wfLnJ5X2dTak2ec34XuzZl+NQDx/iPA2MNP7/MLVkaJDN1aHHH2iZhBHuHi0xWfDqTNhsyCbpSNvYcq44Zx2Ki7FH25m9bPpSvknJMDMPAMgxGtT+UyLqjoElERFbFeKnGY4N5LLP+rf9qGS16TJR9Lt86dz3LSiQsk7f/1CVcfX43n33wOF9+dFAtrleBEXmkS8dw/EmMaHHd8brTNhszDp1JG3MR6ZmGYWBbBkP56pzH1IKIXDkg5dQ/UnUmbQbyVQK1oRdZVxQ0iYhIU0VxzPGJMnuHi3QlLdKrnLa0f6TepKFZQRNA0rb4nRft4oWXbOJrTwzz6QeOEUQKnJopUR6GOCbGwPab14ijM2kzXKjhBbMHQZPlesB2chXTMg3CKGay7DdtTCKy+hQ0iYhI0wRhxMGRIsdyVTZmnHons1W2b7hIV9Jme0+qqe9jmQavvXEHr7j6PO57aoKPfuswVX/+tC5ZHiPySZeOEzjdxKaDU21eWqRp1BtDjBTPTrmL45gT+SodyZlfBHQmbY7nKlpxFFlHFDSJiEhTxHHM3qECk+WAjR3OqtUwnSk7XOTyrc2pZzqTYRi84urz+bWbLuTJoQLv/+ZBCrWg6e97rklUhiEOwbQIrQxOdRTi5qXDdaRsBnKVs1YPy35IxY/O2v8pYZtUgpCpqv7bi6wXCppERKQpvDCm6IX0ZNauUetoscZYycOdZ3+eZnjhJZv4nRfuoj9X5dPfP6oVh6WI51+dMyKfdOEogdNdf8C0MOMIKyg1bUi2aRDGMZOlmbVTE0WPuUqjUrbF4FSlaWMSkdWloElERJrCDyPWZm3pGSc3nb2iifVMc7n2gh5+6bnb2D2Q51511VsUuzZJ19huzHDuxgtOZQSIwHwmGI8xsGu5po6tYzrlLpoOgKM4ZrBQoyM5+5cCmYTFZNmfs/OeF0T4ahYh0jYUNImISFPUgoi1Xl/ZP1ykI2Gxvbe59Uxzuf3yLVyzrZsvPjzAsUmtOiwkVTyKHZTomngMM5jl5xUFZApHnlllmhbaGZLV4aaOLWGZVPyQfKWecpevBoRRNGe7cmDWznu1IOLYRJmHjk9yYLSoVUiRNqGgSUREmqLih6xB34cZ9o/U65nWqp7KMAx+/ZYLySQs7rz/CLU5OrAJWH4R25vCT22GGLom9mAG5RnHJKqjnLnKBBBbSaygMu8KVSOkExbHc/VgbrRYI7HABD/Zec8PI7wg4vhEmUeO5xicqtGTcsiVg1kbTIhI61HQJCIiTVH2Q2xz7W4zYyWP0aLX1Fbji9GdcviNF+zkxFSVLzzUv6ZjaWWJ8gliMwFA6HQA5vSK03TgFAWki0cIna5ZXx8Dlpdv6hjTjkW+6pMr+4wWa6QT87fPNw2DGDg0VuLh4zkGpmp0p2x6MvV9orrTNk+NldVlUaQNKGgSEZGmKNdCbGvtqpqya1jPdKYrz+/mZc/p41uHxnnw6ORaD6flGGGNVGWI0Hnmv1XodBAb5vSKU4lEdRQjCohNZ9ZzRFZyeiWquRK2yZHJMnHMolYwu1I2UxV/RrB0km0aWJbBU+NlpemJtDgFTSIi0nBxHFP1w3nrPZpt33CBjoTFBb3pNRvD6X7xmm3s2pThb394nLGit/ALziGJyggxBhgzP5ZEdgexYdM9vod0Ye5VJoDISuPUJhfsvrdSHdMNHs7cm2kutmnQk3ZmBEun60raTJTrq6Ii0roUNImISMP5YUzE4r6Jb5b9w0XcvrWrZzqTbRq88daLiOKYu76n+qZT4pBU6TjBHAFRZGeIzAQG8ZyrTAAYJgYRtl9s0kCn38Yw2NqVIGkvLmhajJ6UzVPjJaXpibQwBU0iItJw3hq3Up4oeYy0QD3TmbZ2JXntjRdyaLTEB755kFzFX+shrTmnOoERh2c1dzhdZKcJEj0Lnis2bOzaRCOHN6tGb5RsWyamAUcmlKYn0qoUNImISMPV959Zuw9/+0fqqw2tFjQB3HTRBt56fYqBXIU/+bcD9OfapxV5f67CfYfHG3fCOCZdOkZkZxpyutDOkKyMQBsGHl0ph7GSx3hJaXoirUhBk4iINFw1iBr+bfxS7B8uknEsLmxwPZMZlOmY3IsRrWCFKI74sd5xPnB9BT+M+NNvHOCJE83t+tYon3+on089cOzUpsErZfkFLL9IZDVmH63YdDCiGmbYPoHo6bpTNofHS0rdFGlBCppERKThyrUAZ02bQBRx+zrmLL5frkR1lFR5gExu/7IbDlh+EeKYS7pCPvBjGTZ3JPjL/zjMtw6ONXSsjTZcqLF3qB4sff6hfqJo5as5qVJ/wwKmU2IDu8mtx5vFmd736ehEaY1HIiJnUtAkIiINV/Yj7DXa2Xay7DNcqDU+NS+OSJYGqaX6cLwcHVMHIV76ioDjTYJpESR62BEP8q6f3M6V53fxdz88zpd2D7RsTcu3D41hGvAr123n2GSF76wwTc8MKiRq44R2R4NGWBfZ6VVpPd4sXUmb0aLPeEmb3oq0EgVNIiLScGU/XLOVpv3DBQAu3zp3e+rlsP08ZuSDaRMkN5KojJAuPLXk+plEZYTQzoBhEpkOm6rH+d0XXcxPXLqJf31yhG9mV+8DfxzHfOfQOEfH51/ZCMKI+w5P8NwLerj98i24fR18+dETlLxg2e+dqAxPtxlv7DyJrBSOl1tZCuUaMgyDzpTF4bESntL0RFqGgiYREWmoIIyIorjhqXGLtX+kSNox2bmhsfVMicowkZU49Xc/uZFUsZ9k8diiz2EGFaygcqp1duh0kaiOkfRzvPr5O3juBT3848MDZEdWVjNke1OLSh+8e98In/nBMT7wb9l562ge6Z8iXw140SWbMAyD/3r9BRRrAV99bGhZ4zNCj1Spn8DpXtbr5z+5QQzYfqHx514lCcskiuHoZHvWZomsRwqaRESkobwwXsO+efUmEJf1dTY0aDMin0RldGYqmWHgpzaRKT5Nojy4qPPYXoH4jJWV0Okkkz+EScRv3LKTzZ1JPv7dp5ksL2+lxPam6B7fTdf4nnr91BwePDrJFx8Z5JLNHQwXavyfx+cOgL59aJxNHQ5XnV8Pci7amOGFl2zi3uwoA1PVpQ0wjsnkDwMGmI3b6+h0kZUkUT7RlHOvlu6UzUi+ymRZ3fREWoGCJhERaai13KMpV/E5ka9xeV9j65nsWg4jjsA447ZpmPiJjXRMHcCpLlzjk6iOntX4ILJSWEGFRGWETMLiLS98FtUg4q+/+zTBUn+WccjgsQP8KNeJEYd0jz1SXwk7Y9Xp4GiRT3zvKJdu6eCOl1zCi90t3L13mOOzrGyMFGo8caLACy/ePCMQfeW155O0Lb7wUP+S6rCc6hiJ6ghBsndp17YEkZUhUZvADNp3paaepmdzaLQ03cJ/5eI4pj9XIWxAEw+Rc42CJhERaSgvCFmLxLw4jvnnPfXVhSvPb2w9U7I8WK9Dmo1pETjdpPOH528MEQXY3iSRdXbaoJ/oIVN4CiP0uKA3zetuvpBDYyW+8PDAksZ59NjTvPNBi/c+bPGhPQ6j9JAuHqV7bDfWdLracKHGX337aTZ2JPidF+4iYZu8+qadpBMWf/fD40RnBEDfPjSOYcCPX7JxxuPdKYeXX30ej58o8OjA4rrVGWGNjvyBRW1UuyKGQYyBU23tjoQLSdgmYcSswexylLyQp8fL5KvtWe8lspYUNImISEOVvQjLWv2w6Rv7R/n2oXF+7sqt7NzYmM1SAcywiuPniey5a6RiK1k/bp7VJtsvTK9WzfKzMW2IY1LF4wDcuHMDL72ij3sPjC16M9n+kQk++ECejSmDX77U4qGRmDd/N+Lfx3qIY+ge240/fpgP/8chYmJ+/yd20ZWyAehOO/zKdds5NFbi2wefeb8gjPju4XGu3d7DxkzirPd8ibuF87uTfOHhgYVXxeKYTP4QMeapmq5mCpwuUqX+ZbeGbxXdaYuBfJVcZeWBzmTZI4zjpadUioiCJhERaayyH5BY5aDp0f4p/vHhAW64sJdfvOb8hp7bro7Xu7wtIHQ6SRePzLna5NQmieYJFoJED6lyP5ncPtL5w/y3S32esyXBZ394jP6hIYjm7lQ3NFXhQ98+SsqGd9/o8MuXWXz4VoftHQYfezTkfY/aHA96+fADk4yXarz15s2c15WccY4XPGsjV2zt5J92D5KbrqfaPZAnXw148aWbZn1f26w3hRgu1Lh738i8P59EZYREZYww0YTmD7MxbczIa9s9m04yDIOupM3B0eLS0zVPE8cxQ4UamzIO+WpA2WvvYFJktSloEhGRhip7Iba5ereX/lyFO+8/ws6NaV5/y4WYjWxhHcekyoOL2ksotpJYQRmnNjnreU61Gp+LYeInerH9IonqKB2VQf7wikl6nIi/vG+Ahx/bQ1w7u7HDeMnjz+89QBxHvPvGBH2Z+vVf0GXwZ7fY/PdnWzw2FvOm74TszVm8+Sq4zjpIR27vjJofwzB4zY078MKIf3i4H4BvHRxjY+aZBhCzuXpbN9du7+b/f/QEf/z1/dyzf4RCdWaAZwYVOvIH8ZtYxzSb0M6QKi0txbEVJW2TKIKDY6Vl1yOVvBAvjLEtE8uE0aL2gRJZCus973nPWo+h6cpl7z1rPYaTUimHqnKJZQk0Z2Sp1nLOhFHM0YkyHUl7Vd4vX/X5wDcPYZpwx09dSleysWlfVlAkXTxOmFhkjZRh4niT1NLnz0jDs4IyyVI/kbNAgwqjnroWW0kiK0UimeY5m0weHYNv9Bt8/6kxUlGFbRt7sEyTfNXng988SLHq8+7n21zUM7MbnWkYuBtMbt1mMlaJedlFFi++0CGyM9hennS5n9iwsDI9eH5EV9ImjmPuPTBGV9Lmm9kxXnpFH1ecN//1P/eCHnrSNscmK3z38ATf2DfC0ckKjmXQ1+HQNZXFICSeJ8WxGWLTwalN4KW3rEpKYDMlHZOJkkcQxmzIOBhL/HLgRL5K2Q9I2haOaTJe9jivO7XsLxl0b5Klaoc509GRfO9czzXtrua67m5gavqvTwOfAD4GBMA92Wz2va7rmsCdwDVADXhdNps95LruTSs5tlnXJCIi8/PDqLErPfPwwoiPfedp8lWfd9x22aw1NyvlVEeJzcXfKiMrhVMdx/ZyBMkNpx63vKklf8g9aVePyUd+zOChkZgvHwz49KN5/nnfY/z0s7fy/aN5xkse77nO5+INyTnPcV6HwR9ePzNoCBPdhFFIJv80qWCIOLCJ7A5ecVGGHzxt8/c/6q83gLh49tS806Uci9su7+O2y/s4Plnh/qcm+P7TEzx8fIorNju8/6oJwszmZV3/SsWGSaI6SrVz55q8fyNtyDicKFRJ2CY7lrAPWRTHDBdqZBL1uWyaBlEcM1n22NI597wRkWc0JX/Cdd0UQDabfdH0//478DfArwC3Aje6rvs84OVAKpvN3gzcAXx4+hQrPVZERNZALYhWZY+mOI75ux8c4+BoidffspNdmxrX+OGZNwlJlU4Q2EtrXx7aGTKFp+C0LnQLpuYtwDAMbthq8sEXOLznRpvtmZAv7K63CH/7VeXlt1g3LfzURsJEJ0Yc4dQm6Ck/zW9fWq8DumFTwLb4BEa0+L2CdmxI81+u287HfuFSfv3qFPvGfP726SZ3y5tH4HSRLA20fUMIqM+DDRmHoxNlhguLb+ZQrAUEUYx9Wsv4TMJmYKqypHbxIueyZq00XQNkXNe9Z/o93gMks9nsYQDXdb8B/CRwPvBvANls9geu617vum53A459pEnXJSIi8/DDaFXajR+drPC9pyf5+Su38vydGxZ+wTLYXh4jDpa8AWtkp7FPW20yIg/Hz+OnFl6xWYhhGFy92eDqzWkOjlcx/RKX9HWvPFA1LGIrSWjVVx3c8+EPr4u4qMskVTxOqnicSueFeJnziM35V/SM0CNZHiBd6ufn+gwGL+rkX47EXLYh5AXbmrOZ7bxMGyMKcLwp/OTGhY9vcaZh0JtxODhaImGZbFjECut4yZ8RMEG9Tmqi5FHyQjpXKZ1WpJ01619JGfhL4NPApcDdQO605wvALqCbZ1L4AMLpx/IrPHaGzs4ktr0Gv6hnYVkmvb1N+EZU1i3NGVmqtZwzk0FMT1dIV7q59SMPPz6EZRr84vU76Eo1573StQnMzm4cZ+lpf6bTQyI8QaXjPOxaiXQ6gZNqbPrgNRckqN8GV860TDLpmeP7iWed/FMGopCMdwIKQ1S7LiJKdNYDLcOs12EZ9XusXR4mVTxCjEnYswUMizc8L+apfIU7Hw9xtyS5sHv1e1CZTg+JaIRK57ZVf+9m6ehIcrzks3ljx7z/BsIopjRWYuvGDqwzAqfYtihjcMEyfl/o3iRL1e5zpllB0wHgUDabjYEDrutOAad/vdNFPYjKTP/5JJN6ENS1wmNnKLZQh5je3gy5XHmthyFtRHNGlmot58zQeJGqH2KEzUuFiuKY+w6OcdX5XRhBSKHY+PcyIg97chA/sQGCxaemPcPGqY5RsYdJlIeJPIMwXs55VkcmnaBcWWh8nRCG2CMH4GQT9uklLsMAI46JMMgneuqrc9WQ+veb8HvPtfj9+yL+5PtlPvQCh7S92vt42TiFEUrOONEiOiGeepU3RWhnWraJRBSEPJAd5uptPaSc2b8cnqr45AtVrFnalcdxzOHBKr2WQcJeWjCre5MsVTvMmS1b5m56M2/Q5Lruf5vruWw2+/fzvPS1wFXAb7quu416wFNyXfdi4CngduC9wAXAzwH/NN3Q4fFsNpt3Xddb4bEiIrIGKl6I0+Q9mg6Olpgo+/zSc5u3amD7xXo8sIKmFqGdJlU4iu0XCRbbfa/VmdaMBheLtSll8PvPtXnvDwPuejzkd6+1lt0YY7liwyJRGaXatbigyfKLdI0/SuB0U9zwbGKr9RomJG2LIIrZO1TgyvO7Zw18Ros1HGv2gMg0DGJgYrqTnojMbaGvFa6Y/t9/B34Z2AH8p+k/z+czQK/ruvcDX6IeRL0O+AfgQWB3Npv9IfAVoOq67veBjwK/O/36N6zwWBERWWVRHFMNorNSgBrtgacnSVgGz7ugec0F7NrkilcXIjuD4+Xqm90arZEivpau2mzyK67F/YMRXz+y/E1alytwuup7Ns2zSfApUUDH1H5CO4MZ1egefxQzKDV/kMvQkbAJoojsSJHgjD2cwihmrOSRmWMVCqAzadGfqxCpIYTIvOZdacpms28HcF3337LZ7M+cfHy6wcN8r/Ood7Q7001nHBdRD3rOfP0PVnKsiIisPi+ofxBu5gpCEMU8eGyS510wdzrSisUxicooYQP2FAqcLox49QOEVvWKi00O5CI+uy9kQ8rguj6DZJNXJk8xLSAiWRmi1nHBvIemS8cwgwrBdOMIMyjTPf4oxQ1XEiTWrhPgXLpSDrmKz+HRIpf2dZ5q+1+oBoRRvcX4XBzLpFALKFQDeppciyjSzhabwNrnum4vgOu6m4CVtwASEZF1xQ/jpnfOe/JEnmIt5KaLmtcFzQwrGLEPS9ifaS6xlSRa5Q1dW5lhGPz2NTZbM/CXjwT8f/f4/NEDPl88EPD4WIQXNne1I3B6yOQPkygPzXmM7eVIFY8RJHpPPRbZGUIrTdf4HpzKaFPHuFy9aYexksfRifKpNuKjpRrJRdSPJW2TwanFtzAXORct9o7wPuAh13Xz1Fv1vLZ5QxIRkXbkhc3fo+kHRybJJCyu2ta8GiHLLzbt3AIdjsFf3urw5ETME+MRT4zHfPlgxD8R4Zjw5mus5rUmNy38xAY6pvYDBl5m64ynjcijI7efwOkGY+b3yrGVJDBMOnN7KUcXL7hatRY2ZBz6c1WStkVfV5Kxokd3euGPehnHYqLsUfZCMgmlkorMZlFBUzab/d/A/3Zdtw+YzGazfnOHJSIi7abih8xRb94QtSDi4eNT3Lhzw5yF7Y3g1MaJWrDofz1J2fXUvOv66v8dS37MvomYfzwQ8pm9Ic/rM5vXYe+0wCk2TPz0lvrjcUw6/zRGFBA7swflsengJzeQyR8mcLoJE41p+d4ohmGwMeNweLxENQiJY06l6i30Osc26c+Vuaxv+V9IlLyAYi1gS2dyUe8r0k4WdddxXffHXdd9AvgO8C7XdX+tucMSEZF2U/ZDbLN5wcyegSmqQcTNz2rOZrYAxBGJ6jiRpU5iq6nDMbh+q8lvXGmRq8FXDjevZT0Apo2f6KUztxenMgaAUx0jWTkxIy1vVoZFZCVJVuZO8VtLpmnQm7I5Plkh6Sz+32NnwmKk6FOsLaJRxhniOOZEvsqe/jwHRorsHy6eqnEUWS8W+6/pz4AfB4aA9wO/2bQRiYhIWyrXQuwmFvU/cGSS3rTN5X2dTXsPKyhjEKvb3Rq5bIPJrdtMvvZUxFhl/mTPOI55aDiiEiwzKdS0CRI9dOaeJFE6QcdUth4wLWKFJLQ7SFZGMKLl771lBmUsf/Ed+cygtLjOf4BtmWzpTCwp1c4wDFK2wbHJyqJfA/UGMNmRIofHSnSnbTZ3JinUfPYMTi0rABNpVYsNmqJsNjsBxNlstgoUmjgmERFpM3EcU/VDnCa1Gy95AY8N5Hn+zg3zdgJbKcvL0/x2FjKfX3UtYuAL2flXm776VMT7Hwr4+33LX5WKTaceOE3tIzbtxbeZN0xiYpzqxDLfOCYzdYCO3L56S/qF3i7y6Zp4nFSpf9FvsZwulh1Jm4myR6G6uGAnV/F5dGCKqarPpo7Eqe0GulMOjmWwZ2CKoXz1VGMKkXa22KDpkOu6HwA2ua57B3C0iWMSEZE244cxEc1rN/7w8Sn8KObmi5afmpcoD2Ev8CE3UR1Vat4a68sY/OyzTL49EHF4avaA4kfDEZ/fH5K24Vv9Ebna8j+Ux6aDl95KOEcd01xCu4NUuR+WERA41XGc2hRWUCZRGVnw+ET5BGZYI1U8jhksbSVoqdKOxZHTOvDNJoxinh4r8sRgnqRt0p06O9hM2hY9aYeDoyUOjZXP2kNKpN0sNmh6A/VA6X6gBPx600YkIiJtxwubW7/wgyOT9HUm2LUps6zXG2GNjvwhOvIH5kxxMiIfx88raGoB/+lii+4EfHZveNaH96OFiI/uDtjVY/CnN9n4Efzb0SbXQM0itpJYfhkrWGK3xTgkUzhMkOjCT/SQKTyFEc6d5meGVTLFo/jJDcSmTbpwZGUDX0AmYZGv+OTnWG0Kwno63tHxMhs6HBL23B8lLdNgU4fDaLHGvqE8NdU5SRtbbND0Ver1TG/OZrN/Pb15rYiICAB+GEGTGo5PVXyeHCpw00Ublr2SlSoeI8bAiHyS5cFZj7GC6foSdf1acx2OwS9favHkRMyPhp+ZV1O1mA/8KCBtwx3X2+zqMblhq8HXj0RUl1vbtAKR6ZAoDy/pNYnyEGZYI7aSYNrEcVxfsZpDqnCU2LDAsAidLhLVEWxvaqVDn1c6ac3Y7+mkqh/yxFCeQjVg8yI75BmGwYaMQ9WPeHxwirK3OgFuLYiYqqjZszTOYoOmtwK3UN+r6UOu617WxDGJiEibqQZR01LzHjyWI47hpmWm5ll+kVR5kCDRQ5DoIV04OmuKk13L1T+cSku47UKT7R3w9/sDgijGj2L+4pGAXK0eMG1K1efby3dZFH349+Orv4oROp0kK0MY0eI+nBuhR6Z4BD/R88w5Et2kiv2zNoWw/ALJylB93ygAwyC0O8jkDy2qFmq50o5FvhYwVXlmtalYC3hsME8Qxova++lMnSkb0zDYMzhFbhWCmeF8lcNjJdVTScMsKmjKZrP7s9ns24DbgB3A467rftN13eubOjoREWkL5VrQtCYQDzw9yY7eFBf0ppf+4jgmnT9MZKXrK0iGNWeKU6I6Rmgt4z2kKSzT4NVX2AyW4BtHIz75RMjeiZg3XW1xae8zH18u32jibjD4l6dDwtWumzFMIMapTi7q8FS5v14CZZ4WdBgmkZUkVXhqZn3U9NwN7fSM1c/ITmP5RZzqWGOuYQ6dSYunJ0pEccxk2ePxwTyOZdCRXHrAdFI6YZFxLJ48kWe4UG3gaGcKo3oL9LIfUfZXP3VT1qfF7tP0Utd1vwTcCzxKPXB6DfCZ5g1NRETaQRTHTFWDxmw4e1q9URzHfO3xIQ6NlbjlWRuXdTqnNoHj5QidjlOPzZbiZIQ1zLBCbCX+H3v3HSbXVR5+/HtunbYz25t6HVly752SAHFooZcQSkIgiQEHEn7BIYAh9BAHEgKEhBCKAdNNh4SOe5NkWdJI2l1pi7aX6eWW8/tj1rbk3dXO7s5ssc/nefRImrnlzO6dmfPec877Lr7tStVd1Co4t0nwhcMeP+/zefF2jWvWzRwNfMFWnZE83Dm0AqNNRphArnfe7TQ3RyA7MGtBXM+MYBUnMEpTjz72SLII3wjP2N61YoTSXRWPcC2GbehkSx494zkeHkoTtnUC5tJHYi1DIxo0OTqSpXeehBOLlS64uD6YGkxk1YoSpToq/YZ7FfCpRCJxXiKR+GgikRhJJBIDwHtr2DZFURRlDTiZLFBwvTMuCK+E8IrExu7DzvTh+y633D/AN/cNcuWWBp51VuvCDyg9QqljuI/PijbLFCfDzSLUNJ5VRwjBa3br+BIubRO8fOfsnfaL2wTrwvCdLn/Zp2OVE0Jk0Z0zJ4QIpnvwNXN6dGom16ybvia905JFzHpOzUT4HnZ2YMntP5M622AwWaA+aAEFXd8AACAASURBVFbnpsg0QxM0hE36pgr0jOfwq/w7G0wVCJgaIUtnKF1UU/SUqqj0HfAa4Ox4PP7v8Xj8hng8bgEkEolv165piqIoymqXKbqcmMgRmyXl8EIZThrNK2Ile/j8L/fxs8OjPGtXC2+4chPGbFP/pH/GYp/2dJpmqdsznvONIJqTxcqPAuW7+r4aZVqVtkQ1PvVUk7dfaMyZeEATgudt1elJSfaPL38HWc6TEMIoJcvTP8+Q1lzqNrqbx8oNnZ4sYg6uFa15CnLL0GiKPFZ/qZo0IWgIGQyminSPVS9wKro+kzmHoKlh6BqOK8kU1RQ9ZekqDZr+A9gK/C+wGfivWjVIURRFWRtcX3JkJEPQ0qtScNYsjJEnyPsfjvLrQY0/2Vbgz7YX0OVjgZHmFTALY4SmDlM/fAf1I3djZ/oQ/ulTcIRXJJg+jmPVz3k+z4qWpzh5JczCuFrPtIq1hsS8HfenrNOot+G2ruXvILtmBDs/OOt0OeE7BFPdeLNMs3s8x6onlO4hlO45LVnErM6wPm+tENOB03C6QFeVAqeJXKm8fHE6wDZ0wZiaoqdUQaWr+XYkEolrp//93Xg8fketGqQoiqKsDX2TOQquT0No6aNMSJ9Seoz37g9zZFLyxrN1nrUxglEYwi6NUQq2YhbG0d08UgikZuNaUZAQTB8nmDlBIbyeYqgDqdsEMn2AAG3uNRhSM0H65cBJlkBbWHFTZXWxdMGzN+vckvDoSfpsiVVvOtm8hI6QPlZ+FM8IortZdCeFWUqj+SUkAteuIPujVg6EkPL0ZBFz8Mw6rPwwrlVHMbRuTabLfyQl+Ui6gJQ+25ojix7ZklIymCwQsh9734csnZF0gY0NwZqMmClPHpV+ogTi8XgIIB6PBwGVk1VRFOVJbCrv0J8sUL+I1MOz0ZwM/7g3QFcS/uZCg2dt0kFouHYDvmZj5YaRmokTaMK1G8uJHYQOmo4baMS1otjZAepH7yGYOvpoivH5uFasPEVPqs7UE8GzNmkEdPhu9/InhHDNCKHUUSKTBwimT2A4WTw9gGM3VhYwTfPMulmTRcxKCBy7kVCqi/DkAYRXXGTrV5YQgsawxVjW4dhoZtFZELMlj7zrY52y/krXBK4vSRfnnsqrKJWo9NvuE8C+eDx+ANgN3FSzFimKoiirmuP5HB3JELWNqtVmOtA3yqGkzl+co3Nlx+n386Ru4c233kjoeHY9nvSwcyN4Rqiyu+5CwzUjqj7TE0TEFDxjo8YPe3yOTc2ckhWxBG8612BDXfWDZKnbOGdYg1Qzmo4TaMYopYiN3U82FscJNC1/O6qgIWQynnNgNMPO1siCP19G0sVZSx9YhsZopkh9sAqj4sqTVkVBUyKRuCUej/+Y8rqmnkQiMV7bZimKoiirkZSSnvFy7ZalZss79ZjfOZSkJQBPW7/EYwod1557HdOs51+Jjq5SMy/YppNzoDTLYNND4z7vu8fhQ1eaNAefWKOLnhVFeCUikwcohNeTj2yqaIrfatMQMhnLlGiPusQWEOS4vmQ4XSQamPmaQ5bOWKbEliY5e1IZRanAGd9N8Xj8q8CMMdJ4PE4ikXhlzVqlKIqirCq+lJRcn6m8w0imRGM11jFNO3RyksSU4A1n6zUrkKs8edTbguvPm71705PyededLv94j8v7rzCos+a+3lIlSbJITUalakXqFo7WhJ07iVmaIlO/G99YewlOgpZO72SeswOVj2ZP5UpI5KxJaTQhkBLSBYeGkMqSqSzOfLcgPvO4/0tg7Xx6KIqiKIuSdzzGMkVyJZ9cyaXg+kjK69NjC+jIVOK2h4ZotH2evl5NnVFqa0tU4x0XG7zvHpcP3udy02UGtn76tSyl5Jf9Pv9zyKPowb89xaQ1tIa6PkLg2o3oTpa6iX2kG8+ZtUDuaha0dCayDqlC5aNNQ+niGYvv2qbGcLqogiZl0c44DyKRSPw6kUj8GjgEvBC4EXgusH8Z2qYoiqKskL6pPL2TebIlF0MXxIIGDSGTxrCJUcUil4mRDIfGirxws4+lr6GOqbJmnd2k8dbzDY5MSv75Afe0pAMjOcn77nH55H6PdRGBAG5JrM0aP54ZRgqd6Pg+dCe70s1ZsKCl0TuZq6gwbd7xSOYdgmcImoKmxmTOwfGWP0mI8sRQ6TffrZQDp3cA3cCXatYiRVEUZUVJKUnmHWJBk6ClY+haVUeWTnXbQ4PELMnvbVZ3f5Xlc0WHxhvO1rlvRPLphzw8X/L9Ho8bfuOQmJT8+R6dD1xh8NwtGr896dOVnL+jPVmQuIvM+lYrvhHC1yzqJvahO5mVbs6CBE2dVMEjWZg/6914toQ+z2eUEAJJOfOnoixGxSsEE4nEI1P19sXj8ZfWqD2KoijKCiu6PiXXJ2LXdhF511iWA4MZXru9hG2oGknK8nrWJp3JouTrR332jfmMF+DCFsEbzzFomU4S8YJtOv/b5/OFQx7vvUzMefPgRNrn737nsrNB8A+XGKtq1NQ3guBC3fhe0o3nVp7OfBUIWhq9EzlindE5f/a+lAymCoTt+TNgBqan6LVEVPIXZeEqHWk6HI/H/zgej3fG4/HnAuPxeHxnPB7fWcvGKYqiKMsv73jLUiPztoeGiJiCP1iv6qcoK+NlO3Su26ThSfjr83XeecljARNAyBS8dIfOgXHJ/SOzjyIVPcm/POhhaPDwuOSfH3RX4YhTEM8IUTexD6OUXOnmVCxo6qSKLsn83J8RQ6kiJdevaNpw0NRJ5h0KztqccqmsrEqDpl3A64FbgLcBjcB/MDNRhKIoirLGpQsuhla9dUuzOT6RY+9AiudsktiBUE3PpShzEULw52cbfO73TK5dp886mvHMjRodYfjSYW/WoqtfPOTRm5b8zYUGr9+jc++w5N/3e/hzrMWRUvJ/vR7X/7LE3tHlW18jdRvPCBNZY0Vww5bOiVnWNvlScnwiR/d4dkGpyQVCTdFTFqXSOk1Pq3VDFEVRlNVhIudgV6kG01y+99AQQVPj+Z1JpL42C3EqKyuY6qat7/sMb3we+botSzrWmdbsGZrgVXGDf3rA5Rf9Ps/Y+Ng0sPuGfX58wue5WzQuaNGgBbIufCXhETLg9XtOD8TSJcmnH3K5a0hiafCxB1w+dKW5bGnNpW6Dm8PODVCo27os51yqgKkzkSuRzLvUT5c6cH1J91iG0enyBwtZcxkO6PRP5Wmts9GWY0hdecKoKGiKx+PvB/6MU2o2JRKJzlo1SlEURVkZrueTc9yapuXtn8pzX1+SF5wVI2ylUJPzlIUwSkk6u75C08lfIJDoTpau8/++pue8vF0QbxB87YjHNZ0aAUMwUZB8cr/LlqjgVfHHAqkXbdPIOpLbun3CJrwyXu5q7R/z+de9LqkSvOYsnSvaNd5xh8MH73X48FUmMXt5OvCuFSWYHaAYWrdmCjuHTJ3jk1nOC8ZwPEliJE2m5NEYXvjnlKVrZAoek7kSTeG18fqV1aHSVb7PATYnEom1M56rKIqiLFje8RE1KsdXcn0eGkzxw4dHsA2N525wkajaTEqFfJfW/h/T3vMNdK/IyIZnA9DW9wPs3CDFUEfNTi2E4DW7dP7+Tpfv9fi8eLvGv+1zKbjw1gsMzFMSPwghePUunawD3zzmY+semekgal0Y/v4Sg62x8kjuOy4yePddLh+9v1wzylyOBBJCRyLW3GjTeLbEcLrIyWQBz5fUL2BK3uOFbY2+qTyNIWveUarhVBHLEKq+k1Jx0PQgEABU0KQoivIElim5VQ2ZsiWXfQMp7u9Lsm8gRcnzCVk6r7iwkyZ5DG+NFd1Uakt4RQwng/AdNN9B+CU0v4RVnKC9+xsEc/0kG89nYOdrKYTXYxQnaen/CS39P6F/5+tq2rZdjRqXtwu+2+VRcCX7xiR/eY7O+sjMd4wQgjeeo5NzH6vz9KyNGq/drZ9WTHdng8abz9P55wc9PvWQx1vOm31dVbUtdbRJd9KYqRGEjC3baFXE1kmMZInYOpHA0jJ72kZlxXPzjkfXeBYknN1ZRzSgbvI8mVV61R0ABuPx+BAgAJlIJNbG7QlFURSlYlN5B8usznqm7+4f5LYDw3i+JBYwuHpbIxdviLGrrQ7by6GNOXja/GmClScH3Umz5443Y7iz1xMqBNvpOvcdJJsv4pH0jq7dwFTbFTSd/AUnt768nF67hl61y+DeYYfvdvtc3i74/Q1zv1d0IbjhfJ32EOxq0Li4bfZtr+rUGcjC146UC+q+ePsyvCcWO9okfezsAKF0N4FggPqCQz6ygWKoA6nVdiTGNnRaItWrGRcwy6NNcwVNUkp6xnMYusDSNR4eSnNuZ5SwVdtSDMrqVelv/mXAFmCqhm1RFEVRVtAjRW3rlngXF8qZrX5yaJTtzWFeekEn25pDpy261vNJliWvubJmNA/8H4aboX/7q3GtGL5mIjULXzPxdZtcdBtSm9nBHVl/HY1Dv6Vp8FeMbriupm3sDAv+aKvGXUM+f3mOMW8H3tQEr9o1//vpJds1BjKSryQ8OsOCKztqm4gFwLViBLMDlEKd+Hpg3u01N0c4eQSjlMKxGzADQRw/TyDdSyDbTz6yiWKwHbTaBRXVHIULWeXRpkzRnbUm3USuxESuRNP0uilfSg4OpjmnM0rAVDd7nowqvbJPAFm1pklRFOWJq+D6SElVMkoNporkHI9rtjWyo2XmFDyrMIpnrM1U474v0bQl/Iykh1UYpxRsrV6j1jrfpaX/x6Qaz2Vk0/MWtGsutpNsdDst/T9mdP2zQNQ24PjjXQaviMuqZl4TQnD9uTojOcm/7nVpCxlsi9U4cBLa9GjTSfJnGm2SEis/TDh1FF+zcAKnZLsUOm6gEXyXYLqHQLaPXN12nGBLbdteJZYhOJkssLM1ctrjjufTNZY77QZS0NTJSpeDQ2nO7ohi1TjDqLL6VPob3wB0xePxO6f/3FHLRimKoijLL1fyqFZJzq6xLADbmmcGTJqbxyil8LW1l7mq6HhMLrHGS0vfT9hz55sIpo9Xp1FPAA0jd2IVJxjZ8JxF7T+y4Q8J5E5SN7G/yi2bXS1SVVu64O8uNoja8KH7XCYLtS+Q61oxApl+NK8w6/OaVyA8dZDwVALHjOKZkVm3QzNw7UZ8PUhk6hC6k61hq6snbOmMZorkH1fsdiBZwPcl1uMK5oYtA88vZ+9zvcpqbPlSMpop8mBfcsZ5lLWl0qDpZcClwMun/7yiZi1SFEVRVkQy71Qte1fXaJaQqdMRnRkYBdM9SM1Yk9Pzip6PpWv4sxQ5rVTj0K8R0qej+2tVbNkaJiWtvT+gEOok1XT+og4x1XoFjlVPa9+Pqty45VVvC268yCDrwEfvd3G8GgdOQkMKHTt38vTHfRc700ds9F7MUhIn2FzRtDupmXhGkHDyMMjVHyAIITB0wWDysaAxU3Tpn8pTF5z99UYCBtmiz5HRbPlG0xxFjKFcKPyhkymOjGTJOy5DKTVhay2rNGhygQ8AnwWeCbTXrEWKoijKipjKOwSqNOXk2FiWrY9bxwRgFCfLU/OsaFXOs5yklAgEIVPD8Su7y/x4dm6QcLqbQrCd+rH7CCWPVLmVa084eZhwuqucQnyRU+ukZjK67pnExh/Azg1WuYXLa0tM483nGSSmJJ89cOZOeTW4VhQ7M1AebZISMz9GbOw+gpnjOGYM14ot6Hi+EUJzcwQyfTVqcXVFbIPhdJGi6+NLSddY+YbPmUYTYyGDdNFh70CSB/qS9E3myBRd/OnfVcHxODKSYd/JJJ6UNIZNYiGToVSBkru4zw5l5VW6pumzwD8D7wJ+A3wBuPxMO8Tj8VbgfuAZlIOu/6FcHPcAcH0ikfDj8fh7gGdPP//XiUTinng8vn2p21b4mhRFUZRpJden4PgEraWn1M07Hv3JAhdtqD/9CekRSh3DNeuWfI6VUHR96myDiG0wlC4wy9rxeTUM/w6JoOu8G9l5/7vo7P4axy54d/Ubu4a09v4A14gw3vHUJR1nbN0zaD/+bVr6fkx//E+r07gVcmWHxou3a3zzmM/mqODZW2qYeEBoIDQCmV40N49ZnMK16pBLeJ+6Vj3BzAlcu2HBQddy04RAIBhJFzB0jUzRraho7iPpx13P52SqQN9kAV0XNARNxrMldA0aQ+ajySvK54GRTJH19bXN8qjURqW3dAKJROIXlFONJ4DZJ79Oi8fjJvAfQH76oZuBf0gkEtdQTln+/Hg8fiHwFOAyylP+/r0a21b4ehRFUZRT5B2PahVo6hnPISVsf1wCCDs3iOYVlq2uS7WVPJ+GkEnQ1FjU7DwpaRi6nUz9WRTD6xje/AKiE/uJTB6oelvXCis/TP3oPYyte8aSrwvXbmCy7UqaBn+J5uaq1MKV8/KdOpe2CT5/yGP/WG3vB7tWFDt7Et0r4gSbl/4eFRqeGSGcTCD8pa0BXA6RgE7/VIHj4zmiCyyaa+ga0YBJQ9gkbOmkCuUMpHUBc0a2v3DAYGAqj7uE6b3Kyqk0aCrG4/FnAXo8Hr+ceYIm4GPAZ4BHJsleBPx6+t8/Bn4fuBr4WSKRkIlEohcw4vF4SxW2VRRFURYoXXTRq5QM6th0EoitTY9lx9PcPKF0D665uu86z+WRqXkRW8cyNOQiUmYEMycI5vqZbLsKgNF1z6RkN9LZ9VWo8RSs1aq170cgNEbX/0FVjje64Q/RvTxNg7+qyvFWkiYEN5xvsC4s+NgDLkO5Gl4jQsMJtuCZ1Ss27esBhFcikD5RtWPWiq4JNE1g6gJjCZkxdU0Qtg30OY5haALXl4xn1dqmtajSyQVvoBwINQN/C/zlXBvG4/HXAqOJROKn8Xj8xumHRSKReOTdngZiQBQYP2XXRx5f6rYzRCI2hrE6currukZ9/dpMs6usDHXNKAu1mGvmRLpIUyxUlfojJyYLrKsP0NH0WKatwHg3RiiEaa3NaSkF16M1ZFMfK/9cY5kSgXnWPTxe84m7kEKjuPFaQrYFWEzsfBntD32alvRDZNsurlHr56fpGqFgbYuTzjink6Xp5C9IdV6N2dDB0ieGAsHd5OvjtA38hOyO59U8/XithYD3Xm1ywy9yfOR+j5ufFiRsro4EKhVdM4FWQoURbL0DL9h05m1XWN0ciQGrzQ5YTDo+O6LBpZUuWIPWen+moqApkUj0U54WV4k/BWQ8Hv994Hzgi8CpxSjqKBfJTU3/+/GP+0vcdoZMZvVE9PX1Iaam1v60AWX5qGtGWaiFXjOeLzk5liUWNHCKS/sSl1JyeCjNeeuipDPlSQlGcRJjvJd8oBm80pKOv1JSBYdNDSFyJ7sQTgY7b5EmhBmIVJYFUErq+n9DquFc0n4Q8uWfQ775WhoC36Lp8JcYrTt7xTr5oaBFLr+8v5vW3p+ge3lOdv4h+Sqee2jddWx5+OPYJ3796KjeWlavw99eYPC+e1zee3uOd15iYK6Cznal14zwAmiD+8k0XzxrceIno4msw/GhJI2h5b1RsdLWQn+mpWXutXwVfTrH4/G/j8fjU/F4/GQ8Hh+Mx+Mn59o2kUhcm0gknpJIJJ4K7AVeDfw4Ho8/dXqT64DfArcDz4rH41o8Ht8IaIlEYgx4cInbKoqiKAuQdzx8mDH/fjFGMyXSRZftj9Rnmk7+4Fl1azLFODw2NS/qjhL93zcR/flb2XPH9Vx2x+u44Jcv55zfvp74Pf+PYKp7zmOEUkexCyMzOvFSMxnc+lJC6R7qR+6u9UtZPXyPlr4fka4/i3x0W1UPPdl2BbnIZjqPfQnhrZ6bpktxTrPGX52rs39M8pmHap9Rr5qkbiN8FzM/UpPjG4UJgqmumhy7VsK2Ru9kbk39HpXKp+e9FOhMJBKLDQ//BvjPeDxuAYeAbyYSCS8ej/8WuJNy8HZ9NbZdZPsURVGetPIlr+IFrvN5ZD3T9pbyFAw7N4ju5nECq3tqzpmUXJ+IrVO3/78AQebyGykWc0xOjhGROQwnTXTsfrYcuJnDl/4TvjFzCmLD8O34wiDZcumM5ybar6H9+Hfo6L6VqdZLQSxhiqSUtB//JqFUN8nmC0k1X4RjN87cznepmzxAw8idxMbuJ9t2Kd07/mxp516A+tF7sAuj9O94bfUPLnT6d76WnQ/cRFvv9xna8uLqn2MFPG29zmgevnbEoyUIL9+5iPSNK8Qz6whm+yiF2qt7jUmPULoLzS1QiGxcMyNZtqEzkXVIF91Hs/Apq1+l77jjPJYJr2LTo02PeMosz98E3PS4x44sdVtFURSlcpMFB6uK9ZlsQ2NdLAi+SzB9Aseqn3/HVazo+WzJH8A6eRe5c16Hs+EafN+nfyhDNFD+Go1MHmTHAzex/sh/07v7+tMPID0ahu8g1Xzh7Avthc7JrS9j64GbaRz6LROLTb0tPTYe/izNJ3+OY9VTP3YvANnodpLNl5BsvgizOE7DyF3ERu/FcDN4epBc3Vbq+37GJqfAid3XV7VTaxbGiEwdxCqMnfbHzg9RDLaRbKnNOq5Mw9lMtlxG2/HvMN759NkDxzXoJds1RnKSrx/1aQl6/N6G1bFeez5SMxFOGrMwjhNsnX+HCln5MXS33D01ilM4wZaqHbvWbFPQP5Vnd7sKmtaKSoMmC3goHo8/RLkmEolE4pU1a5WiKIqyLKSUJPMOwSokgADoGs2xtSmErgl0pwD4oK2Njt1spJRovkPLwf/Cq9tAcecfAWBoGrYu8DwfXdfINOxmaPML6Dj+LVJNFzDVduWjx4hMHcIqTTJwhvU1U62Xk4tspqP7VrKxOMVQx8Ia6rtsPvhvNA7fzuCWlzC45aUEsn3Exu6lfvReOru/Smf3VwFwjRDJ5kuYar2CVOO5SN1iQ/93aEncgpA+x3e/uSq/Mzs7QPy+d2K4GQAcM4oTaKIYbCPdsIfxzqfXdGRrYMeriY3dT+exWzix5801O89yEkLwF+fojBckn37IozEguKBlbSS78IwwwcwJnEBLVabqCt8hmOnGtaII38XODa6poClsGUxkHbIll7C1dkYNn8zO+FuKx+Ovnv7nrZSDpTzlhAtra/KooiiKMqui6+N4koi99E5MyfXpncxx3e42AHQnxyIyc68qJddn29CP0LODpK/9AJwy/Sds6aSLLsHpXO2DW15CdGI/Gw9/hmxsR7lzSHlqnqfZJJsvmvtEQqNv55+yfd+HOevuv+Hk1pcxsuE5FQUvwiux5cDN1I/dR//2P2FkU7lkYSGykUJkI8ObX4RRnCQ6vhfXipFuPGfGNKbxHS+j5MK6rlsQ0qNnzw2gLb4jZ5SSbN/3QaTQOHzxh8hHNi57fa5SsI2Rjc+h/cR3Gd1wHbno9mU9f60YmuDtFxq8806Xf7rf5QNXGGyJzR84FVzJfxzwyDqSN5xt0Bxc3jWGUrcxCuMYpSlcu2HJx7NyQwjfRZomUjMxixNoXgFfD1ShtcvD1AVDqSLbmlXQtBbM9y47a/rPrum/rwVuAJ4YnzyKoihPcnnHo1qRzfGJHJ6Ebc3l9UyGM4XU13h2qMwwHSe+TWn91bhtF5z2VMQ2cE/N4aoZ9Oy5ASF9Nj/8ryA98F0aRu4i2XLJvJ25bMNuDl7+L6Qaz2P9sS8Rv+9GgunjZ9xH8wps2/9h6sfuozf++kcDpsdz7QYmOp9GqvnCOdd9DG9+Af3bX03DyJ1sOfAviy5KKrwi2/Z9GLM4Sdd57yAX27FiBY2HNr8Qx6pn/ZHPP6FqYYVMwT9cahA24X33uNw3fObit+MFyT/c6fKbAZ/9Y5K3/sbhdye9qrfrZFZS8ub+OXtGiEBm6XWbhFcimDlxWt03KcEojJ9hr9UnbOuMpIuU3NoWL1aq44yhbSKRuPHxj8Xj8QDwK+BzNWqToiiKskwmcw5Glaradj2SBGI6c55RSuKvUGe5GqSU7Dj+JYQQ5M778xnP26Y+ox9eCrXTF389mw9+kvbj3yVXtwXDSVec+toJNNF97v+jfuRONiQ+x657/47hTc9ncPOLHwtApY/mFdHdDFsOfIJw8gjHd79p8WuhTjGy6XlIobPh6OcRD91MzzlvW9jieumx5eFPEEodo/vct5OL7Vxym5bCN0Kc3PYKNh36NA3DtzPZfvWKtqeamgKCd19q8rEHXD54n8tT1mn86W6dOuv0EaSupM+H7nXJuXDjxQbrIoKP73W5+UGPe4clbzhbX3Ltp6wj+eIhj//t89lRL3jXpQaRWY7pG0HMwhh6KYVnRRd9vkCuv/yPU0ZiPTNCIHeSUqhzzWTq1IRAAhO5Eu3RtTNC9mS14PHARCJRiMfja7PQhqIoivIoz5eMZIrU2dWZGnJsLEdLxCIWNBF+Cd0r4Bhrt5BhaOQBmifuJXfOa5GhmWslLEMDMfOu+kT7U4iO76Wj51ZydVtxjTCppvMrP7EQTLVdSbrxHNYf/QLtx79Nc//PkEJD9wpo/mNfwVLo9Jz916etoVqq0Y3PRgqNjUc+x57b/4rJ9muYaL+WfN3mefddd/SL1I/eQ9+O182aKXAljHc8lZb+n7Du2JeZarlkxUa9amFDneBjVxt8q8vjW8d89o76vOFsgys6yjdC7hr0+fhel6gNH7zSYHO0/PgHrzD4VpfP1496HJrwefN5Buc0L/zmiZSSO4ck//WwS6oI13Zq3DHk8+67XN59qUH9LNN+fT1AINtP1tq9qNesuTnszACufXqCGalbGIUUupvFM5epUm0VRGyd/qk8rXX2goplK8tvwd+U8Xi8HZgl/Y+iKIqylqQLLp5P1arSHxvLEm8td1Y0t7CmlzMJ32HTsc9TCndS3PmCWbcxhMA2NBzPxzx1tE4Ienf9OeFkgnDqGGMdT19UKmTPrOPE7jcx0XY1DcO3IzUTXw/g6zbe9N/Z6I6q1zkCGNtwHaVQO839P6Ol70e09X6PXGQTE+3Xkmy5BMdqKE83PKWT19L3Q9r6fsjIhmczF34psgAAIABJREFUuvHZVW/Togmd/h2vY+cD76btxPcY2vqSlW5RVZm64OU7DS5r9/nkPo9/esDlinbBhjrB14/67KwXvOPi0wMYXRO8dIfOBS2CT+x1uelul1fs1HnxjsoTc4zmfD5xn8t9I5KtUcE7L9HZFtN46qjPh+9zededDu+5zJyxdsozwliFMfJuFt9YeHcykOlDasashaClZmIWRtZU0GTqGumiS6rgUh9UmfRWs/kSQXyV0ye7B4DzgbfVslGKoihK7Y1mi9hGdQKmiWyJyZzD9un1TLqbYy3fM2098T1ChSGmrnrfackfHi9im0zlS6cHTYBvhDm+5wa27ftQOUvcEqSbzie9kJGqKkk1XUCq6QL0UoqGkTtoHPwN6499ifXHvgSAr1k4VhTXjOGZEeom9jPVcin9O149z5GXX6ZhN5Otl9N24rtMdDyFUiVpr6WPnR+mZDeuidGpLVGNj1wluK3b59ajHncOSa7p1Lj+XB1Ln/3duKNe42NXm3z6IY+vHPHYEhNc1Dr/iNNPT3h88XAJX8JrztJ5zmYNffrmy/ktGu+5zOAD97r8w50ON11m0h4+5fxCIDUDOztEPrawgF93Mtj5IRx79rpvrhHBzg1RiGyeNaharQKGzslkXgVNq9x8I02fedz/88ChRCKRrlF7FEVRlGXgej5jmRLRYLWm5pXXM217dD3TFN4a6GieyvMlBddDFLO0H/82ydbLkJ1nriMUsXTGs7M/l63fxf5r/2fNrK+Yi2dFGVv/B4yt/wPs3CDhqcMYTgqzlMQoJTGcJEYpxVTrZeV05ctUIHehBra/huj4PjYd/CRHL3zPmdspfbbt+zCx8QcAKFkNlIJtFEMdFINtpBrPXfH1WrMxNMGLtutc1q7Rk/S5ulNDzHP9BQzB9efq9GUk/7bP5eZrTBoDc+/zwx6Pzx30uLBV58/3aLSFZm57VqPGey83eN/dLu+cDpw21D22nWvWEcifpBBZX3lAKiXBVA++Hpz7PaXpaL6DUUpWJUPfcgmaGpM5h7zjVa38g1J98yWC+PVyNURRFEVZPqmii0RWbQ5911gOUxNsaggCYBan8IxgVY5dS47nU3R8fMDQoD5gsn78dnS/iDj3VfPubxvambOyrfGA6fGKoY6F15BaJUrBFvrif8bmg5+ktfcHc2YaBGjv+Sax8QcY3vh8PCOElR/Czg9RN7GPpuIE7T3f5OAVn6AUbFuWtoeTCZoGfs7AjtfMXiD5cdZHBOsjlXe+LV3wtgsM3v47h4/vdXnPZQb6LNfu7Sc9/vugx6VtgvdcHaBYmDvD4raYxj9eYXDT3S433uHwhrN1rl033Sah4aNh5YcpRjbO2z7hO4RSXZilCZxA8xm39fUAVn5kTQVNQgh0TTCWLrKhce2uA32iU4nhFUVRnoSGUgUCRvXuaB4by7K5KYShawivhJAOaHVVO341OZ5PwfGRgG0IOqIBIraBbQgEPtE7foTTvAevYf6pQ5ZRvpMvpZz3jr6y8iban0Js9F46u75KuvG8WZNbRMceoKPnG4x3PI2B7a+aEfiahTF233kDnV1f4fjZb615m4VXZPOBT2AXRghm+zh6wbvwa5BgZX1E8Po9Ov++3+M7x/wZ65seGvP5xD6PXQ2Ct14we1D1eBvrND58pcm/7HX5+F6P+0bK2foipsAz6whmevGsKK5VP+cxNDdHZOoQmpufN2CCclpzuzBC3t+C1NZOyYOIbTCQKtBRH8So0jpTpbrWzoRPRVEUpSpKrs9U3iVgVucrwPV8jk/kHq3PpHs5xCqsiVN0PFJ5F9+XdEYDxFsj7GqtozliETDLwY85eC96dojijrlHIU6lC0HQ1HH81fd6lVkIQe+uN+KZETY//AmEd3oyYCs/zOaHP0E+sone+OtnHSl0As2MbHwujcO3E0odq3mTO3q+iV0YYWjzCwmlu9m+9wNobr4m53r6eo1rOjW+dtTj8MRjtYN6Uj4fud+lIyS48RIDe441UrNpDQnef7nBK3fq3Dno89e/cdg/5oOm4+sB6sb3EZ48gO7MnOdqFCaIjj2A8L3KR45EefTXKE5V3MbVQNcEvpRM5lSC6tVKBU2KoihPMsl8eUpNtUZGeifzOJ58tD6T7mSQq2wRtvAdQmP72NoYYFfbdKBkzGyjffQ2/GALTucVFR+7ztZxVHHKNcOzopzYfT3BbB+dXV959HHhFdm6/58AQfe5bz/jWpvhTc/HMWOsO/rFmhbNDWR6aev9HuMdT+XktlfSc/ZbCaeO1ixwEkLwxrN1WoJw816XjCMZyUn+8R6XoMGc9Zfmo2uCF+/Q+fBVBkEdbrrb5b8PuuRFACfQjOFkiY7dTzB5FM0rgJTYmV7qJvfjGeGKpiSeyjNC2LnBBbdzpYUsg4FkHjnLNeVLyXi2hOOpz5qVsrq+1RRFUZSaG0wVCVnV+/g/NpYDHksCYRaT5XTUq0jHsa9w3sEP0tz19Tm30ZLHMUf2Udj+nNOKZs4nZOl4q3BkTZlbqukCRtc9i7a+H1A3sR+kZGPiPwlmTnB8z1vmXavkG0EGt76UuqmDxMbuX3gDpCSQ6QN5hg6w9Nl4+LN4Roj+7eWMhFOtl9Oz568Jp46wbd+HygFGlYXM8vqmyQJ8Yq/L++5xcLxywPT49OELtS2m8bFrTK7bpPGDHp8bfu3wrWMeo14Yx27ELowSG72Xuol9hNI9OHbjY0WdF8A3gphOqmYjcrViGxrZoke25J32eKbo8vBgiv0nU0zl515HptSWCpoURVGeRAqOR7roYFdpPVPR9fm/xChtdTaNIROkRHeS+Ivo6NRKMNVNW98PcMwooUNfwRi8Z9btAke/h9RtSlv/YEHHtwwdpFqDsNb073g1hVAnmw5+krYT36Vp8FcMbnkJqeYLK9p/rPP3KIQ66Tz2ZfC9+Xc4RUf319h991vZuv+jaG5u1m2aTv6CSPIw/dv/BM+KPvr4VNuVHN/9FiJTh9m278MIr7igc1diR73GH8d17h+RjOXh7y8x2FhXnS6jrQv+/GyDd19q0BoU3JLweMMvHD58v8tdk3UUzCjCL5XXLy0hE6NEYBZGq9Lm5WQaGoOpcjDsej69Ezn2DSQpeZK6gM6kCppWjAqaFEVRnkQm805Vq87f+sAAQ+kir7tsA0IINL+I5nurJ+2077Hp8GcomTFOXvtx3PqthO/+GFrm9Kk7opjC6v0lpY1PQ1oLS2Bh6wJNK0+fUdYOqdsc3/MWzFKSdV23kGy6kKEtL678AJrBwPZXEcz10zT4i4p3az1xGx3Hv0W6/ixi4w+w694bsXMnT9vGKCVZd+zLpOt3M9HxtBnHmGy/mhO730Rk8mG27f/omUesFul5WzVeukPjHRcbnNVY/e7i+S0a77vC5JNPNXneFo3EpOSD97n8xS997hhdeuZN14wSSnVjZ/qq0NrlE7Z0xjIlRtNFHhxIMpAqUB8yCVk6QUNnIufMOn1PqT0VNCmKojyJDKUKhKzqBDT7T6b4vyNjPGtXC7vby4GG5uZX1aBLa98PCaW7ObbltVjRVrJXvBOA8B0fAPexqU1Wz08RXpHCjucu+BxCCEKmPmOtgZQSx/MpeR6O5+P5UgVWq0wuup3+Ha8mE9vJ8T1vXnBB1GTzJWRiu+jsvrWiqWDN/T9j/bEvMdl6JUcvvImj578bw0mx6553ED1lmt+6o19A8wr07XrDnGnrJzqupS/+eqIT+2gc/NWC2l0JTQhevtPg/JbadhU7w4JXn2Xw2d8zefuF5TVTn3qovJ5qSTQdJ9BIKN1FIN1zxrVnwi8ReCTAkgsbNaw2TQgEgiOjWSxdoz5oPnqjS9MEvi/JO2pd00pQQZOiKMqTRK7kkS/5WLMkQFiodNHlv+48wbpYgJdc0Pno47qTXjWjTFZ+mI7uW5lsvpjJ1suwdYEf6SB72dvRkz2EHvj3ckfK9wgc+wFO63n4sS2LOlfENsiVPFIFh1TBJVVwyRQ9pARjuiPueB65kke64JKe3kYFUStvdMOzOXLxB/HMRaTIF4L+Ha/GLE3R2vv9M27aMPQ7NiT+k2TThdMBmk6m8WwOX/IRisFWtu37MG3Hv0XdxH6ahn7D8KbnUwivP+Mxx9Y9k0x0J+u6vrLm1u88nqkJrujQeMv5OlkHvn2sCsGL0HHsJoKZXoKpY7OOyJmFcaJjDxDInSSU7iE69iB6KbX0cy9BLGTQGDZn/6yWkC26y98oRdVpUhRFebKYyJXQqnCrTErJ/9zdR7ro8banbcPSHzuoWZrCP0PWsWrRnTTR8QfJxs6iFGyZrZFsOPyfIARHt76WWNB6NFug23EJhd2vJHjwFtymXUg7hpYfJXfBXyy6PbGAiedLgqaGaWiYmoapi1mnQkop8aRkJFNiJF0kZOmYurqHuVblYjuZbL2Ctt7vMdHxlFmTSMRG72XzwX8lU38W3ef8DVIzH32uFGwlcfEH2HTo06zr+iq+ZlIItjO0+YXzn1wI+ne+jl333Uj78W9zcvsfV/OlrYgtUY1r12n88LjPH26Wi0o+IaVk35hkR70gbGo4dhOB3CCa75CN7QTNQHhFQukerPwQrhlFmo+NlkfHH6QQWk+hbuNpv6vVIGBqjOdKtNTV/nNWOZ0KmhRFUZ4EpJQMpQqEqzA1746eSe7tneIl53ew+dTq9dLHKKVwrdiijls3vhezOEGmYQ+lQOvMaUlSEp46RMvJ/6V+5C4038HXLIY2v4jhTc87rXPTMPw7YhN76dv5p+TMJtoCp3/dFXa/AmPiCKEH/wM/3IYXbsfpvHRR7YZyR6YzVlnGQCEEhhB0RgPU2Qa9EzlKrk/I0lekQK7nS9JFh9UxPrg2ndz2SmKj93L2HddTshrIRzZRiGwiH9mIFBqbDn2KXN1Wus67cdZU5uX1VTeQq9tK+/Fv0rvrjWdMeX6qXGwH4+3X0tr7fcbW/f68mf/Wglfs1Ll90OfWIx7Xn7fwrurXjnh845hPWwj+34UGW2IaTqAJszhOZPIgpWAboXQXAI7dfNpnjW8E8fUAdn4QqzhCLroTJ9BUtde2VLapMZV38KWs6vpUZX76TTfdtNJtqLlcrnTTSrfhEYGASaGgMp8olVPXjLJQs10zecdnYKpA2J6/A9I3medfftXNcLpINGAQDRiPdubHsiU+/qtuNjeF+LPLN57Wyde8PHbuJL4RmuvQc9JLKXbddyMNo3fR2vcjGgd/SShzHN3JIoVBw9Dv2HToU7T33oaVH2O882kMbHsVupuldeAnNAzfQSHUSSnUju6k2bbvQxQiG+nd9QaKHnREA+jaKR0MIXA6Lsbq+w16dpDC7pfjNe9ZcLuXyjY0GsMmRc8nmXcxNYGmLW9HKFP0sEwDz/VO/xkpFfPMOqZaLqEY6sA3AtiFYWJj99EwehcNo3dTCK3n6IXvxj9TvSEhyNbHGd70fEqh9gWdPxfdTkv/T7HzI0y1XbnEV1MZ09Rx3Nqs/wmbgowj+Vmvz+Udgphd+XX53S6Prx7xubxdMJqDH5/waQ7C5qiGbwTRS2nswgieWVf+rJot8BAC3wgCgkCmF88In/l3t4yEEOQdn8aQVZWp1stpLfRnwmH7vXM9p0aaFEVRngQyRWeu9eQz3HV8kp7xHCcmcvzw4AidsQBXbG7gsk31fP7uPnwpeeOVm2Z07nU3j1jkGp2W/p+i+SW6zv07rMIYkcmHiY3dT9MpC9yz0e2cOOsvmWy76tE6UJnGsxkb38uGxOfYsff9TLZcBkJguFmO7Xojji+wDU6bQvgIadWRuepdBI5+j+KWhaUZryZD09hYHyQaMOibLGAjsfTlGffxfYkA2utsuoZLaprgEhSmR5ce5bsEcoPY+UEy9bvxzEhlB1pEYWgn0MTw5j+is/tWRicfJtOw/DcAqu3F23V+3ufz5cMef39JZT+Tn57w+OJhj6s6NP76Ap10CW5+wOVf93kcnZK8drcOdoxKQz2pW3hWHYFsP85s04BXiKBcuylSwU0wpXrUT1tRFOVJYCxbwjYr63gcHsmwtTnE2566jXt7p7jz+ATf2jfIt/aV03T/2eUbaZ1lPr3upPAXMf9feEVa+n9Msvkiki2XADC64TqQPoFsH+HkUXLRbeTrZk/SkG46n0OX30xr7/fo6PkWml9iaNMLyNdtplR0aY7MXTPKj20hd/ENC25ztQkhaAhamLrGsdEsZkBblql6ecejOWLRVGfTPZxWU36qSTMoRDZQiGxYltMNb3wezQM/Z/2Rz3P40o+smoQsi1VnCV6wTeeWhMfBCZ/d86Q9/3W/x2cPeFzcKrjhfB1dCOpteM9lBl9OeNzW7dOdlPztRQZNgcqvcV8PYBTH0Z0s3ioZbbJNjYlcifbo6ioi/kSnbikpiqI8wbm+JJl3CVQwlaPo+nSP59jVFqEuYPD0nc2885k7ufkFe3jZBZ286LwOrt3WOOu+ZnFxSSCaBn+J6aQY2vj8058QGoXIJsbX/f6cAdMjpGYyvPlFHLz8E/TtfB2DW14CgCchYq2d+4MRy6ApZJEr1T7tsZQS15c0hsrBWn3QoOCsbLplZfGkbjOw/VWEMsdpOvnLlW5OVTxni0ajDV865J2xNtHdQz7/tt9jT5Pgby40ME4ZBdc1wWvOMvjbCw1OpCV/+1uH3vQCU3YLA7MwvNiXUXW2oZHMu3i+yr65nFTQpCiK8gSXLbr4kopGLo6NZvF8ya7W06cSNYctnr2njeef0z77caSH7maR2tyjOrPyPdp6v08mtpNs/VkL23cWpWALoxuejdSt6U6WJFClulTLpS1qI6HmHaKC41EfMh8NppvCNipmWtsm264iE4vT2fVVNDe30s1ZMlsXvGynTmJKcs/w7O+HvaM+//ygy7aY4MaLDWx99s+5Kzs0PnqViSfhC4cWdqG7RoRAdhD81ZHqWxMCKcsjxcryUUGToijKE9xU3sGoMG44NJxGE7CzpcL1F9N0t4BAzlmIcy71o3dj54cZ3vRHC953PiXPJ2wZGGtsupmla3REA2SLte0QlbxyMPyIkKkRMMSMIr2VcDx/OjhXd75X1HQKctNJsu7YLQQyvZiFUXQnu+JFWxfr6es11oXhy4fLIys5R3L/iM8XDrm8/XcO77/HZV1Y8A+XGASNM7/X19cJXrhN58FRycPjC7jONR3wMYtTS3sxVaQJSBdWRxD3ZLF25iwoiqIoizKWKREyK4uaEiMZNjeGCC5wdEbzciy4uywlbSe+SyHUSbL54oXuPS/HlTTHVleNlUo1hkzGc0WKroddacS7ACXPI2RphE+5LoQQtNTZ9E8V5k0I4fmSkuvh+BKkIGBqhC2jvDg9oLoWKykX3c5Yx9NoGfgpLQM/Pe05T7OZar2cE7vftLSbFLMUia0VXRO8apfBR+53ectvHIaz4AOGBjvrBS/eoXHdJp06q7LXc91mje/3eHwl4fH+K0TFawd9PYid68cJNi/h1VRPwCrXa+qosNSBsnTqk01RFOUJrOB4FD2fkD1/8FByfbrGcjwjvvAsUUYpteAikJHJA4TT3ZzY9ReLyhg2Hw8IrbGpeY/QhGB9LMTR0SyWLqueFCJfkmxutGccNxYw6EfOmRBCSkmq4GFo5W2jQZOQWS7O6/o+h4czeL5UqctXWO+uv2Cy/Rp0J4vu5dDcPLqbJ5AboGno12TqdzG+7hmLOnYodYyt+z9KsWEn3TvfiDddFLaWLm0TXN2pMZaXXNUhOKdJY2eDmHMq3pnYuuAlO3Q+e8DjwVHJha0VBk1GELMwjuZm8Y2VTwhh6eV1Ta4vT1vDpdSOCpoURVGewBYyfePYWBbXl5zVtrCpecIrYRVG8PXggvZrO3EbjlXPRPu1C9qvEr4v0QUVJb9YrcKWTnPYZDLvVDW1sOf5mBrUBWYGuYam0RSymMo7s9b0Shc9WiImHdHAjKDK0DTaowEGknmisxxbWUaaTrrx3JmPSx+zNMX6o18g3XgepWDrgg4bHbufLQ/djGeGiQzfx1mTRzm+5wYyDbur1PDZCSF42wXVew/83gaN27o8bkl4nN8iKs4YKYWOlR+lULeEoMl30b08upPFKE3g2M04C/w9QPlnIpHkSq56vy2TtfttoiiKosxrPFeqOHA4PJxBCNjZuoCgSUpCqaMIKRc00hRMHyc2sZeR6aQN1VbyfKIBY82nz26rsxGUA51qyTo+bXUB9Dl+No1hC3eWJBTZkkvYLAdGc/1cG0Imtq4tal2UsgyExomz/gqAjYc+taBpdk0nf862/R+hGF7H4Us+wvGrPoqvmex44CY6um8Ff+2smTI1wUt36vSkJHcNVT6x2DXrCGQHFrU+zMoOEB17gIaRO6kb20s4dRSzlCKU7l70ejNNCFJz3BhzfUn/VF6tM6wiFTQpiqI8QXm+ZDLnVFyfKTGSYVNDcEFT2uzcAFZhDNeKLahtbb234ekBxtY9c0H7VarkSaJPgLU1pq7RGQuQKZ25cyulpOT5pIsuqcJjf9zHBS++LxEC6kNz/2yChkbA1Cidsm/J80HChobQnMEWgC4EHVGbXAVZvR7fNmV5lIKt9O94DdHJAzT3/3T+HaSkvfvrbDr0aVIN53Lkwvfi2g0U67dz+NJ/YqL9ajp6vsGOB2/CLIzV/gVUybXrNNZH4KuJBaTu1nSQHmYpuaBzaV6BcKoLCThWA26gEcduxDPr0LwSVn584S8ACJg6E9nSjMd9KekazXB0NEumqJJFVIsKmhRFUZ6gsqXyl2Uloy0lz+fYaJb4AkaZ9FKKUKoLx25YULus/CgNw7cztu4ZNS0WGTTXftAEUB80idg66YJL+pSAKF1wSRddkvny3xqCjroA25vD7G6LsL4+QMnzSebdRwOgvOPRErYwtLm//oUQtEVs8tO1ojxfki95bG4KYVcwahkNmERMg+IcgVN5XZRLwfVJ5h18VWtm2Y13/j7JpvNZd+zL2LnBuTf0PTYe/gydPV9nvOOpdJ33DnzjsWm4vhHkxJ63cHz3mwmlezjr7r+lbnzvMryCpdOF4JU7DQay8OuB2QP4Y1M+3+3yKHmPXaO+EcTO9C/oXGZ+FCk0pG7PSMDhmnUEMz2LSq5hGxrZknfaDQgpJcfHc4xlS4QsjfGss+DjKrN7YnyjKIqiKDMk8w5n6Bufpnssh+NLzmqrbFG38EtEpg7imREQC0i2ID3ae74BCEY2PKfy/RbA8yWmxqIWia9GmhBsaQrhehJPSny//He5OG153VbA1GYEQk0hi/qgSbrgMJQqknQckNAQmn86ZN301Ebfl2SKLutjwYqLBAsh6IgFykksjNOTWPi+JF10aQpZdMRsxrIOQ6kCAVOrSZZAZQ5C0LvrLznr7rey6eC/c+Si9854H4dSx+g8dgvRyYcY3PwiBre+fM6MexMdTyEb28mWhz7Gtn0f5sSeNzPZdtVyvJIluaxdsC0muPWoxzWdGub0Z8bhCZ9vHCsnigDYP+7zjosMLF3gG6HphBA5fCM0/0mkRyDbhztHwgypWwgnjVkYxwkuPAmPLyFb8ogFy+///sk8J1MFGkMmvoTRTJFNjcE1P1V5NVBBk6IoyhPUaKZEoMJU44eHMwgg3lrByI+UhJLHEL63oMxZ4WSCDYnPEUp3M7L+OpxAU8X7LkTB9agPWlXPOLeSdCHQ56lBM9d+9UGLWMAkU/Qoun5Fa9wMTaMpbHEymaetLkBTeGELzcOWTkPo/7P35mFyZWd9/+fcrW7t1fuiVqulllQjzYxmNGN78A6JwRDgMdvvF4MBAyGxg53EgZ8NSbxjiGOWkPxC2BIMxgEMhM1gMBAg2DH2jGfzaEZqSaNdLan32usu55z8cVtLq6u7q3qRujX38zzzjLruUudW3ao673nf9/u1qDTDG4ISUmmqzZDBvMtAJnp/BrMJcq7Fhbk65WZIJmFu6eSu0gwxDEi3GQDeywRuD5cO/gBjL/wX+i9+hqnRbwatyc0+zcD5PyS78AKhleL8fW9rS2nPSw1x8tEPM/7sRxk79nOYQY2Zka0pv90shBB8V9Hkxx8P+cuLit0Zwe+elhyb1eQceEvRJGnBf3te8h+eDPnRxcBJCwO7OYOXGV37OZoLfOKkwVQA7ziicVos5kg7Q7J6LvpO7FBJ1DKh3AjIJ22ulJucn2/QlbYRQmAKCKSm7stNFZN5qRK/gjExMTH3IM1A0gwlXU57Igsnpirs7kq2VEy7Hac+idOcJnDb8yuxvHl2vfg/6Lnyt/iJbs4+8K+Z739VW8d2SjOQKBX5HMXcRAhB1rXoRBy6J+XghZLhgruuAHQg67JQr6K0jkxJfcmeniRdyaX3ZMo22d+fYariMVX2SCYMHHPzs05eGEmlB3E54A3mBl9PYeqLDL/4mwD0TP41ydpF/EQPlw68lZnhNywpx1sLZaU5/fB72ffczzA68cuYYYVre75t042rN5OHewWHuwW/+oJEaSgk4PsOmXzdaGT2DGAb8AvPST62GDhhZ3Frl/DSu1bNtM9UfX7hby5wqpQAFIHS/Mgj1rK+QG0msJoz2M25jn2gXNtkpu6TdExenK5RSNlLFh4sE+Zrfhw0bQLmBz/4wbs9hi2nXvc/eLfHcB3XtWk24/rSmPaJ75mYTnFdm2sLDWZrAck2Mk2hVHziiUu8bLTAkeHcqvuaQYXs/AsETtfaK6IqpP/in7LvuZ8hWTnLtT1v4uwDP0wjt2/TJ1Faa2qexDQF4z2Ztq475iZOwsL3lzaMW6agK+WsO/MTecdoZqoBChjvSZNfQRrZEIJswiKTsCg3Q2qeQmmFZbRvProaWmtqvmJPd5KFRoBjGm2dNxLO2L4T/g0jBJWu++m9/FcUZp4gTBS4vP97OX/o7dQKh1ZVxLRtkyBs0bdmWMz3vxKnOcXAxT/FkM1I/nybvo5CCPbkBOfLmm8bN/mXD1kc7jFWKDwuAAAgAElEQVSWeB+N5w26Xfj0WcXZsuaVQxaOrKMNC+m0/s586mKJn/rr01Q8xb86alPsEvzJWUXZg0f7W9zXwsAOFvCSQx29VqYhqDQlMzWffNLCus2Y2hSCUjNkKLe+xY/NZCfMZ9LpxIdW2haHnTExMTH3ILM1v62mfYAzs3V8qblvLREILUkvTCCtVKQitQZ7j/1Huqa/RKnnYS4d/AG81HBb4+kUqTSVZkhP2mG44GJt08nZS5HejEMjUAzlXNw2VBwzCYtiX4Z6oJipeSzUQwwBScfckGFuzZf0pm1yrk3KtghU6zKp21loBDiWcU+v0oeJLk498gGsoEKl68HNCW4Mi/OH34m0Mgxc+DRWUI1MrNv43rgbjOcN/v2rV78/v3bURAO/+Jzkp54KeffDOZLlswSJ7iW9TaHS/M7Tl/nz49PszRv82AMefYUEAAue5g9eVBQSgn98cOlroUwXuzmL5S8QdiiuY1sCxzKXBUwAlmlQaYbU4hK9DbMlr16xWDSBXwGKRKbs3w8I4NcADRwD3jExMaGKxeIHgG8EQuBdExMTjxeLxf0b3XcrrismJiZmJ6CUZq7uk21TcvvEVBVgTeU8pzGNIRuEie41z2kGVQozTzC1+xu5dOD7tmyV2QslzUAx2p2kO2nf9ZXUmKVYhsHenjaa5W9BCEHaMUk7KQazioVGwHTVQ2navqdvJZQKQeR5BZBzLaaqHk6LCeatBFKRdkyk1vhSbnrJYCMIMYTYFgIYjezezT+pMLh08PsJ7SzDZz+FGdY4e/+7tsSX7U7xdaMmWsMvHZP82BdhdypJyjmJne0n5ZikHJO/e3GWF2fqfO3Bbt4+chHh3sxEfXfRpOTBp05JCgl4456l7720UiQr56g4hY6+M9cKhgxDsLDJJtkvRbZKcvybASYmJl4NvB/42cX/3jsxMfFaogDqTcVi8RHg9cBjwJuBn188fkP7btE1xcTExOwIan6IUu1JjUMkArG74K46IRUqIFk927bwQ272GYRWzA28eusCpkAileZgf4ae1L0l/BATkbAMBrIJDg1mySQsauvwnKn5kl0FF3sxSEonzLYMP71Q0ZNOMNadpuGrTZNGV4uS66Zh4AX3+BqvEFzd9/9w8eAPUJh+nPFnfxIjbNztUW2IN+4xeecRE0PAqbLJF65I/vSFa3zq6Uk+/qWLXC41eedrx/iBB5M4Qi3peRJC8M8fNHlZv+CXj0m+cOU2HzUriRWUsYLOfKDWIuWYTFU8dGx0uyG2JOScmJj4w2Kx+CeLf+4BrhFliP734mN/BnwdMAH8xcTEhAYuFItFq1gs9gGPbnDfP9iK64qJiYnZCczX/LalxkOlOTVd47Xjq2ePnPoVhArRdnsCC/mZLxPYOeq5/e0NpEO01jRDzcH+NKm4f+mexxSC3QWXk9PVjrI+jSAk41gUbumluq4oqfXq/UpSRwFWyjYZyrlcKXvkkxubNgVSUfclA9kEfdkEp6eqBFLdCOjuVaZ3/yOklWbP8Z/nwNMf4vTD/64j5c3txj/YbfIPdkf3kVABhl9lqutRatIkaZskbYPk7JOE9vLsvWkIfuQRiw9+KeTnngkZSFmM52++/9JK4VbOUe15OHpAhZiygRnUMYMyXnqkI3EOiEyyq82ARqA6Mi+PWcqW5ekmJibCYrH468C3At8BfNNiwANQAfJADrjVBvn642KD+y4hk0lgbYP0N4BpGhQKnZUqxLy0ie+ZmE45c3GBvq5UW2U/E9cqeKHi6Gg32Yzbch8RemRKVwhzfTjt9CQoSX7uGSoDj5FKtT7nRql6ISN9Lv3dW2eO+1LCNAwy2a15rzaTB1MOJ65WSDgm5horAxqNLwTFwRzJ2yaKffUAqcBZoe9PaY02DfoKKYQhSKcTaKtKw5ek1ilXXvdDTNPgyFCeXDIK4saEwcX5OqkVBDK2M4ZpkEq2X2rX3Pe1XE7lGH7qY9z39Ae4+NiHCLfIduDO4mDakhExSbP/MAiB6ZVJWQHhCgqjKeAjr3X4wc/W+cQJxcden7glgHewGjO4wQVMv4IZVkALEFGA1jALBJnOep4AQsNA2eZdnU/s9PnMlhY3TkxMvLVYLP4o8CXg1rA4CywA5cV/3/642uC+S6hWvfVfxCZTKKRYWKjf7WHE7CDieyamE0qNgHLdJ4HGZ22VoifPRmtRe/IOlWqz5T7J0mnqjZBQSaI21dXJzL+AGVSZ6zpKveF3NP52UFpTbUpGMg7VSusxx3RGJutuj9cybCL8CpgO2k6DsXya0pMwuTjfIOdaq2aKys2QgYyD9AKq3tLPgq1httpcscej5ocUXJta7eb8odsxObnQIPDDjjJDkaGvJOda7C64GKGkWok+R4ZU1BsBplI7rrw0lXQ6/nzX80epP/TvGP/KR9n9+R/l1NH346cG1/X8ZlDDrV3Aac5Q7nkEad/NBRQXe+4STZUnSPaSKp1F+wKpV359TODNBwx+6Zjkb855fNXgzXtKyATG3GU8M4E2MlGJswYhPcTseSpiHSa4oeLU5QUyd/E22wnzmb6+lTOgW5IPLhaL31MsFv/N4p91osDmy8Vi8asXH/sG4HPA/wHeWCwWjWKxOAoYExMTM8DTG9w3JiYm5iWH0pqzc7W2vJauMzFVZVfeJbfCSrcZ1HDrk4QryOq2Ij/zJEpYlLuPtH1MJ9Q9SX/WaVsdMGbnIIIasjCOzOyCoI5ozCKaC6BuBj3dSZvetEPFWzmA96XCMqB3UfzhdpKOwWrtHaFimTy6Yxrs6U5R92RbPVEAUirKXshgLsFYd3KZ+IRjGuRdi2Yr6e57lGr3A5x65IOYssHBp96P07jW1nGZ+ecZPv0bjD/zEzzw+bfx0N+9leKT72Pv8/+J8Wf/PULdXSnr0M6RqpzCDGokGlNIa+0g7g27DXZnBJ84Hi7xD9NmAunk0GZiSU+oNhOYQX1dfWGOZVD3Jc3gpXOvbTZb9Yvz+8DRYrH4d8BngXcB7wA+VCwW/x5wgN+bmJh4kijI+Xvgfy7uA/AjG9l3i64pJiYmZlszV/OperJtjyKpNCenahQHVlbNc6vnUKbTkUt9fubLVLsOL5Hh3Syk0iCgL7NzFbhiVkdlBlBd+whHXk04+CgytxtCD9GYiQIpIRjMu6Rtg/ot3lJKaWp+SKkREkrFaCG5ovz8rX1Nt6O1RqBJOsvv+WzCYjCXoNJcW5DCl4qqLxnrTjKYTawozNKTcvA717fY0dRz+zn5yIcwpM+Bpz+M5c2vun/vpc9y4KkP0n/hT7G9eapdh7k8/hZOP/RvOX/f28iUTjBy8uN3aPSt0aYDSpEqnURDW9+ZpiF46yGTq3X483PtiYJoIbD8yrrGaIhIRS9mfYiXgpLG9HRl21zkTkhNxmwv4nsmph2k0jx9aQHbNOgppFYstbuVF2dqfOjPT/JDrxnjq8aW18hbfons7DMEK9TltyJRv8L9f/8vuHjw+5ne/Y0dXUM7lJshu3IuvXHQtKlsi/I86YGGcPjly7dpjfAWMEvnEI05sJI0jRSnpiO5fKmiBfnulE0hZZOyzTXVI0/P1JBaLROV8EKJbRiM97bOFEitOTfboOIFJB2zpXS5F0gCpdnbkyKzRg+U1JrjVyu49sa8qO406ynPW3aO0kkOPP1hfLefk49+aLk4hNYMnvs9hs98ilLvo5x54Iej7MttDJ/+JIPn/5Dz972N2V1fu6ExbQitsZvThImuVY2Bb+fDjwecmtf816+xyTqr3wNG2ECZDtW1MvlakV44jpfeRegUgOjeNhAc2bWs/f+OsBPmM3192RXfgLi2ISYmJuYeYLrq4Uu1YmN7K/7s+BQJy+D+oRY13FqTLJ9pq8TkVnIzTwFQ6nm0o+PaIVgsuSqkd17TfMzaiKCOygytsFGg3S7CgaOEQy9D2RncYI59WUk2YbK3J8nhoSwjhSQZx2pLbj/v2njh8jVVL9B0pVa+x0wh2NuTZKw7iVaaUiMkkDezBHUvRKM50JtZM2C6fr7etPOSLJuq5w9y5sh7SNQn2f/MbXLkWjFy8uMMn/kUs4Ov58UH390yYAKYHP9OSj1H2T3x30kvnLhDo2+BEATJ/o4CJoC3HjJphPA7p9a+B5TpYnsLCLV6wGr5JRKNKbKzz+LULoPWJCyTih+2vNeEV8acnQAZZ6JWIg6aYmJiYnY4oVRcmK+T7aCX6exsncfPL/D1h/pbHmc3Z7GCcsfStvnZJ2mkRtbd3L0adV+xK++uWHIVs8PREuWurQqmE3nkwBHCoZeTzPYw5tbJOXR8X6Qcs3Vfk4D0GsGOIQSFpMPB/gx7ul1CqSg3A8qNkIRlsL83g2u3P8UqJB3CVaqzlNIs1IMl5Yj3CpXuI5x98IdJVV5k31c+FvUmqZCxF/5/+i99hmu7v4nzh9/RUhTkBsLk3P3vwnf72PfcT2M3Z1fedxuyJ2vwhlGDPz+vuFxdozhKCGDtEr1EfZLQThM4XaRLp0mVToEKEYil5aXSx5g7iXXly5jlCxilsxu/oHuUOGiKiYmJ2eFcqXhIDVYHil6/+8wkmYTJNxzqb7k9Ub/ccZbJCOtk5l+g1Lf5WSYvlCQdsaJgRcwORwVo0wW7/T447WSRfQ8Q9j2A8EoQdlZemLANBEv7mkKpSJiibZERQwi6kg7FgSjL1ZtxGOtNd+y75NoGKcfAl60zDRVP0pd1CKS+Jw1KS32v4PyhHyI3/xx7j/1Hxr/yMbqvfo7L49/F5QNvbas/SNppzjz0oxjSY99zP4WQm6/cuZW8+aCJY8InTqwdGEsrgd2cWnG7IZs43hzKTIFhErg9OM0psnPPkTZ8rlU9lFKI2jXsyS9hVq+gkz2oVD9m5RKiuXqP2XqQSm+aQfTdIg6aYmJiYnYwXqi4NN8g10GW6YWrFY5dqfDN9w+2NDoU0sPyO88y5WafxdDhlpTmNX3FrlyyrbKrmJ2H8Guo9NASpbB20ekBwsFHQfqRXHmbWEKQckwCdTPF44WKwiqleSthCkFPytlQJrQv7dAMlk8qq82QrpTFrpxLV8qmfo+W8c0NfTUXD34/henHyc0+zfn73sa1sW/r6J5opkc4d/+/IF0+zeiJX2JVicRtRiEh+PZxkyeuaZ6bWV0UQplJnOYsqNYBlt2YRiNuvnZCECa6MJRP38IzNBaucPIrn2fq9JdZCG18Ox/tKwTazmDOPA+bEHQGUjFX9zk5XeWJC/M8fm6O2Zq3YwP/LfVpiomJiYnZWi4vNDAEGG02kGut+d1nJulO2fzDYmuBB9srwTrmffnZJwmtDLV8sfODV6HmheRT9oqeOjH3AFqiU93rPzyRJxx6FGv6GKI5j26jzA+ivqarlSbX1w6khmzi7mQzs64FaJTWNxYHGkGIYwt25V2EEPRnEszXg0jh7x5cQJje/Y1IK03o5Cn3HF3XOUp9r2By7z9m+OynaGTHmBr95k0e5dbxTXsNPntB8mvHJR97jcBc6T0WBkIrrKBCmLjtXtcKt3aJ8HZRDUDaGYT02O2dIhAJ5kWeqVIApZCkbdCVdCgkHRzVwJx/Edl7qONrCBcDpamqT6UZ9fc5lkHWtbBNwfFrVfKuxVh3evGe3znEmaaYmJiYHUrdl1wpN8l08MPz1KUSL87U+dYjQy1VvwCcxmTncuFakpt5inLPw2C0J3neDjUvxLUMdhfcTTtnzB1mhdXwm9slWlhoZ2VTybawkoQDR1HJ3kieXK8t4XxrX5NSGkPQUS/SZmIZBl1J+0aTfiAVUsGerjSWEY0paZv3dLYJoozTegOm61zd++3M930Vu079BtnZZzZpZFuPYwq+5z6Ts2XNf35GEsiVMzLKdFr2bll+CUMFK/aAaTMRKaImsiQdi5xrk3MtNHCl3OT4VJUrnosqXULUpjsafyAVx69VODVdJ5CKfNKiK+WQXhRnSVgmPemozPTZyRInp6o7SgAlDppiYmJidiiXFurYltF2yZpSmt975gpDuQSv2dd6Vd+QTeyggjI7C1LS5dPYQZlS78s6Om41qs0Q1zIZ60ndmDTG7DCkj1G7BquYcYqghkr3d+QFtiKGhew9jMyNIRpriwG4toEmysB6UpJ3rZVX9+8A3elIEEIpTd2XjHWncG/rrxrIuIT3aG/TpiEMzt//ThqZUfYe+1kS9cm7PaK2efWQwVuKJp+bVHz48ZBqi5JNAGmmcJpTyxYH3NplpNX5IpNjRtmgtG0yXQt4oWQyd/4ZvGZ7EuGhVJy4VqHuS7rTNq5trpgNTTom3SmbhUbAUxdLlHaId1T8KxQTExOzA2kGkumaT6ZFT9JK/J+zc1wuNfn2h4ZW9IOxvAXWMxXLzzyJFkaUaVpEaU150Wi0U6rNkKRjMtaTjAOmHYzwq8jCXoRfXTnzIwN0urUgyfqeVKAKY1HGyS+vuqspBBnHxJeKQGryybsrNJKyTSwDSs2QXflkS2VL1zaibJO/c1bo7wbKdDlz5EfRwmL82Y9iBrVV9xfSu0MjWx0hBN++3+RdD5tMzGv+7RcCpuotvpUNE6EkZlC9+VDYwL4uALFODEOQcS1SbpLZqs/pE09zYba2RFb/dkKpODFVpe4rcm1+hoQQZF0LISKhn51A/EsUExMTswOZqweYiLb7GgKp+P2vXGGsO8nLRwsr7ufUr3ZemgfkZ75MNX8f0s7ceKwRSLKuiRcqal7Y9sp4xQtJJ6w4w3QvoBUytweZ3wvNhZbbMcTGS/NuRxjInmJ0/jUa2vOuTRBqQJCyN6+0dD0YQtCXcelJ2/Su4kc2kHEJVZxtWgs/2ceZB/8/Eo1rjB37j6CXT84T9Svse/ajHP3bt3Dfl36E4dP/I/J6arHvneR1u0ze/5jFfBN+7AsBL5ZaBC2Gie3N3fjTbk6jhbEuQZVlpzYEiVwP3WqO2alLPHlxgSulJuFtCnih0pycrlFthuSSO6tHqVPiX6OYmJiYHYbWmslSg1Si/QneX5+aYbYW8P8eHV4x0DLCBnZQ7rg0z2lMk6xeoNS7VDVPSs1gzqXYnyHn2pRvMwG9Hak05WZINmEx2p28t/2YXgqT3bCBdvNgJ1H5UbDdZWV6Iqijkn2re/CsF8sl7DkcyZGv8nqnElGmKWWbHUuFbwV9aZvRQnLVBZHtmm2qeyHlRkjVW1+GeSuodR3mQvEHyc89w67Tn7zxuBHWGT79Gxz64r8mO3+MqZFvQFppBi78EcUn38uRz/0ge57/z+Snv3zXxv5Aj8FPvsrGNuC9fx/y5WtLX1NppUg0rkX3t5YrCkBsBOkWGAzOkbE1Z2ZrPH1pgZlqpIAnlebUdJVSMyC/DtXJnca9HRLGxMTE3INUvBAv1KQT7U3wlNZ89vg0xf40DwzlVtzP8hcimdoOyc1Ek4pb+5l8KXEdg6RlIIRgtCtJV9LmwkIdL1CkEyZKgx9KAgVoMA3oSdkM5d272ldyJxCNaUCgkz2b08uzUbYgiBNBg/C6+pZhIXsOYV35MtpM3Lxm2USlD276c19Hp3qRuRGMylVItlbUS1gGlhkFIduBdrPHAxmX+XplWyjpKa2peiGZhMVANkHVk8zXfOpBGIlrLL7Gd4vZXV9LsnqBgQufppHeDcCuF38T219gZuhrmBz/rhsqdGZQJTf3LLmZJ8nPPEXP1b/jxSPvodT3irsy9t1ZwUdfZfMTT4R87MmQn3udzXAmer+1YSP8MoasY0oPocJNX4DQhg1akmpew8zsxpeKiaka6USDhGky3wi2zWdnq4mDppiYmJgdxrWKh2O1P0k6OVVjpubz7Q8NrbqfW7+CtDs1tG0weP6PqGfG8FLDNx5vBorRrqWr5VnXotif4VrFY6bmYxmCXMIi60ZNwwmz/XLDnYzwq+hkLyqRx1w4g3YLYNylSYdWiOYCIEDnNy+A0xrQS6S/dSKPzO/FLJ+PgkUdlcTpxMqB/GagCuMYzXkI6i3Nc00h6E07O07S/nq2qdKMylnvFqFUVH3JUDZBfzaBIQQZx2Ig49AMFeVmyGzNoxmojpQ+N5tLB74Pt3aJseP/FYBq7iAvPvRj1HP7l+wn7QzzA69mfuDVoEIOPf4eRk7+GuXuh6KA/y7Q5Qre+wqLH/qbgE9OhLzn0Vu+L4SB7c1jN+c69tZrl9DOk6yex08O4JgO3WmDRiApey+dgAni8ryYmJiYHUUgFTNVv6Up7Ur8nzNzJCyDl43mV9zHCBuYQbXjScHwmd/G8Wa4WPzBG3X0UkU+M1l3+Y+pZRjsyie5fzDL4YEsu7tSFJI27mJG6p5Ha0TYQBb2oQp7CfsejMrHwuadH4sMEI1ZZG4EuvdF49gswjoq2Qums+RhlR9F28moTC9sREHVbftsOoaF7L0fETZAtS5n25V3l6nU7QSu9zYFUuFLhRdKvFDSDCQNP0R1kEFsBGtIw69wTCNU7OtOMphzlyh5CiFI2iYD2QQH+zNkXItys/3exk3HMDn74A8zN/hazh3+l5x82U8sC5iWH2Nx8eD3k2hOMXDh03dmnCtQSAi+Zdzki1c1E/M3y/SklcKtX8b2F9bVj9oWizYSbv3SjYeStkmuxXf8SggVIDbBMPdusvO+IWJiYmJewizUAzS0LTPuhYovXZjn5aMFEtbKgZblzUcNxB2QKp2i7+JnmN71RmqF+2483ggkfWln1Z4ky7jHgqSwuabgAIDwK8j04I3sik73Ew4+CtJH+JWtHuWScYigStj/EKprPxTGAL1iUNHx+cMGKju8fMNimZ7wq1E/U3pwU55vLbSTRXYdQDTn1t55u6LCZe+PaxsMZhNoDSYCxzRwLZOMY5JyLCrN9gKhajMkVO2rmGmtKTcDTENwsC9DPrl64GsZBqNdSbqTNuVmZ8HcZiLtLOfu/1fMDb2ubbGEaveDzPd/FYPnfh+7ObPFI1ydb95rUEjAJ47LG8GnNhOYQb3j7+9OCZ08iepljFXsA1YjUbtIcva5tvzTtitx0BQTExOzg5gsNzvKMj11cYFmoFb0ZbqO25hEdrJKqUJGT/wiQaKLy/u/68bD15uDC6ktzh5sB7RCeOXISBURBT1yFb+RRSU3mR9b+nAiTzj0aNSf0Jzf0iGjFaIxhzZdgqFXoFO90eNWApnfi/BaKNx1/BwShIFOtM5sXi/TA4VyV85+bjYquwuV7LujwemmoTVGcw6CKqIxg2jMReWGWt0QW9nfl2ZfT5qx7hS7u1KMdiXJJ21q3uqBUyMIsS3B7oJLM2wvmKn7kkLSYbw303aGzhSCkYLLYDZBpREi1c4RQ7m8/60A7Dr1iXWfI8q0eItZ/RpmUOk4AElagjcfNDk+r3ni2s3XL3AKhM4Wf5aEAYaJW7vQ+bEqxK1dwfRKJGo7xzPrdnZWAW9MTEzMS5iaH1L1IuPAdvn8mTl60jb3DWRW3McI65hBncDtafu8Axc+Tap6nhcffDfKutkH5YWKnGvtyFKntpEB+BUEGpkZQmeG0Ykcoj6DPfUsKtkNYnlgK/wKMrcLnBZ9Y1aScOAo5uxxDK+0YsCxbrRGBDUIG8j8HlR+742Sm+uozDBG+WJ0feb6+xSEX0OmB1dtSFf5UbBc2KIejNYDE6iuvRhXngA2WeJ8i4kylMPI3kMQ1DH8MkZ9OsqcKRWpFN7WF2eIKBA6OVXFC2XLTHMgFaGCg31pbFNgiSZSKsxVRBu01oRKM5R3Cb3OTEmFEAzmXCzT4NJCg7Rj3hCIUFqjlEZqjRDgmHdX/v1W/GQfV/d8C8Nnf4eZ+TdS7bq//YO1ZvTEL9I7+b+WbVLC4syRd1O+TXl0Nf7hiMGnz0h+40TIo/02piHQW13iukho50jUr+GlRjrqf7X9EqAI3T5SpbOEia6O+2e3A/fwr1pMTEzMvcVM1WeVCrtlzNcDjl2t8Oq93auW81nefEe+Hk79KkNnf5eFvldQ6n9syTZPKvoyd6dZ+k4gvBLIBqprP8HIq1A9990stUv1EnYfRDRml6vRaQkyROVGVz65aSO7D0b7qs77S1oSNhCNWURzHpXIEw4+EpXjGS1uJNNGdY0j/A32NqkAnR5YfR/Dal2+t8VoJxsFpEF9AyeRkXjGalnFzURrkH4UaAoBThqVGSLsP0Iw8lpk9wGE19rE1zIMxnrSeIFeltlRSlP3JGNdSVzLwBSCgaxLI1i9fKoRSAopG7eDjPft9KYd9nYnaQSKcjOg3Axp+BKlIWGZBKFe1Z7gbnBtz5vw3D5GTv5qR2WsA+f/gN7J/8Xs0NdwefwtXNr/PVw68FYuHvx+vOQguyd+BUO239NoGoLvuc/icg3+6uIdfo2EQJkJ3OrZjg5L1C6hzCQIE2m6pEt33wdrPcSZppiYmJgdgFSaq+VmRypZXzg7h9bw6rVK8+qThNbKmaglaM3oiV9CC5OLB//Jkk2hVDiGIL2BydR2RjTn0U6GsO/BFcULVHYEEdQQ1auQvPm6C68cleWtlVmxXGRhP+b8SXSyt7MBqgBUiJDR/9FRBiLsPdy24IJKD2CUz0c9WtYKfl0qjDJprQJtFaINe/MzZZuIzI9hXfsKuoWS3loIrwwqQGZ3YVYnQdqbb8x7+3MGVVS6H+20+IwaJirdjzl/OgquWrwnKdtkd5fLhfkGOde60UtY8SSDeXdJM38+aTFZZlUZ80BC/yYsjOSTDvc50feZaYglNgOlhs/ZuQb55PZZ29dmgssH3sq+536a3sm/ZGbk69c8Jj/9BMMv/hZzA6/h/KEfWvb+1LP7KD75PgbP/k8m97+l7bG8fEBwqEvwqVOS1+0ySHagprpRpJ3Bac7g+aW2SgKNsI7tl25UMigrheXN4VYv0syObfFoN5ftczfGxMTExKxIuRkQ6mhy0Q5aaz5/Zo7x3hRDuZXNao2whiEbbZd3dF/93+Tmn+Py/rcsK+erB4r+jNu2SMWOojEf9R71HVk9+BAC2XUAElmEv7HeJnUAACAASURBVLj6v7gqrXLtZVZUZiia0K+lqKfVYn/LbJTdkgFYSWRmENlTJNj1SsLBR6OsT7vlO8KIBBNW6PsR3gL4UV9Nq0yL8KuozK7t4T21AtrtQltOZ5misImoT6PcPMHwY6jugwRDj6EtdzGzuIUr/tJD5fesvN1MoFIDiKC64i7dKYfetEPFi+7FmhdSSEay4LfimAaFpEUjaJ0FaAaSnGuSsjdnYcQxDRzTWObLlnNtMo61LkW/rWSh7zHKXQ8w/OJvY/qts3vXcasXGHv+P1HP7uP8oX/eMqCtFQ4xO/Q1DFz4Y9zqxbbHIYTgew+ZLHjwx2fufEZOWincytm2/N2cxtQykYrQyZOsXsAMdlZ/4fb9VouJiYmJucGVcpNkB31C5+caXC41ee2+VfqUtMStXqbdnwLLLzFy6tep5ovM7Pq6JduUjmxx88l7r4BB1GfRyS7Cvgfa6/UxTMLe+yOj4LCB8BaQhX3Qrpy7YSK7i6sLFmgdyYXn9xLseiXB6OsJd30VYf8RVNd+VGYI7PX1C2m3O/KOurWETcvFoKE7ep6+BxFBZfkYtUSnO8yQ3WmEgcqPQTuCECpE1KcBRTj4CLLvwZteT3aSsP9hZG4MozEL0tv8ofoVVLJ3zWyWyg6tqd44lHdJ2wYLjQDLiEQZWmWTetMJVqrQ8wJFf3bry2+FEAwXXPxQ3z2J8lYIwaWDP4Ap64yc+rUVJbTNoML4sx9FmS5njrxnVSuHy/u/G2km2T3x3zoymS52GbxyUPBHZyQL3tLjPKk5U1LMNLbmtVNWCtsvYflrCMdoSaI+SWjfdv8KE2mlSC+ciAx5dwj33q9bTExMzD1GM5CR63qyAwGIs3NYhuAVewottwvpk16YwAoWCJ2ulvssYbEszwgbXLjv7csyCQ1f0p2ysVdpIL/rqCDK+qxUdnY7WiOas6jMALL7vtZ9QCthucj+I1hXvow27I6ltbXbhUr3YzRLrc1fm/OozFA0+d/szJ4QyK79WFefjDJe0ovKC7v2Rz1ZQqDT/QROFmv2BKI+jU52R4IEVhJtt1nqeRdRqT7MuVNoLVuKdkQ7hYjmPLLnECoz2Dp7Zpiorr0EyQLm9POR2IZho4UZCWEY1saybtJD5R9cczedyEcT81VEPEwh2N2V4sJ8g92FJJbRelwp28C1BL5UOLd8nr1QkklYpDcpy7QWKdukJ+VQagZ31bz3dpqZUa6NfjOD5/+I3OyzTO/+eqZHvh55PTBQIfu+8tPY/jwnH/nQmgI7oZNncvy7GJ34ZbqufY75wde1PZa33Gfx+LWAX3ouZCxncL6iuFjRXKmBAgoJ+LnX2eSczc/+h3aWdPkU5Z6j6BXMuW2/FAVFLURhlJXE8uZI1S8CHQhr3EW28a9bTExMTAzATM3HRLTtaxRKxd+fnefoSJ5Mi8mGGdTIzj2LFVYIE91tTboHzv8hhenHmdz/FpqZ3Uu2XVfT6k5vY5nxsLHYLC8Wy9nmIKi1LqvSMirHas6iMsPInkOdBUzXT+NkCfuOIHuK61Kjk4X9UaB3W8O08MuQyEaiEVtUCqkTeVSqD6M+hQibkYBEfs/S57OThAMPIbv2IxpzGM1ZVHbXlo1pUzEdZG4Xwlsh26R1FDD1Ho4EK9YIfLTbRTj0MmRhHJnqi7JRWkUqi825G/ecaMxFf/uVqPxylbI+4VfRbk/roHnZzgYqt3vVEj2AhGVwoC+Na698PUIIBrIJmreV6DUDxUAucUf91QZyCZRm28mTT45/NyePfpB6bpzhM5/igc+/nZGJ/47TuMbukx8nu/A8F+57O/X8wbbON7PrDdRy+xk59QnMoNb2OIbTgjfuMfjSNc3vnJKcL2tGMoJv32/wtgdMqj780nNbYyiszQRC+lGZ3gokapOoVfo4Q6dAun4RY41Sx+3C9gndY2JiYmKWoLXmStnj3GydfKr9SffTFxeoeGFLbyarOUd24QWkmWjb1yM79xWGX/wt5vtfxdTub1q2ve5LulL2xvscpI9ozqEThfazQe0Q1BHKJxx6WVTmFDYRfgWjNoXRmFksibk5qdCGBXYKWRhH5XZvKFOgU+3LuC/DTiILezEWzt0UlQjqaIyoVHAVSe/NQBbGAQPZtW9lAQthoPJ70G4XxvxpVKfiFXcRlR7GLLfuIxHNOWRuJCpzbBfLje4XolX+m08kQfmRQIf0EdIDv4IR1CPPLDsJreSXwway93D715PqxZw/taIgRCdkXRtDNJFKYxoCX0pc2yBzh0VeHNNgIJvgasUj526jKasQVLsfoNr9AG71Iv0X/pjey39J36U/R6C5Nvom5oZe38H5DC4U/xn3PfFjDJ35LS4Vf7DtQ996yOQNuw0GUwL3NkGIWgCfnJB8blLxul2b/96FTiESEnIKBMn+JduMsIHtzxOsVskgDLQwMTaiZnkH2UZ3YExMTEzMdaTSnJ+rM1lu0pWyMdoUgAD4m5PTZBMWDw4vXaF2apdJl04ROvm2hR/s5gxjx36OZnq4ZTOzVBqlYTC78SAnKgE7iFk+j9bqZu/IaqwxQRR+BQ0EA4/e9EeyXLTlIlN9SCUX+3J0VN5kOlsejHSCyo5gVC7f6FcRYZNw6GXt90dtBDuF7GuvbEYncsjBR7Z4QJuMk0a7PVHG8ZagRfgVtJNDFfZvzvMYJhhJ9GLgeT08V0TZJHN2IipxdAs3vZaCOjq52FvWLlYyUly87XrWgyUEfWmHmZpPOmHR8DV7e5J3NMt0nZ6Mw0zVI5BqW5b/NjO7uXD4HVwZ/076Lv4ZhvSWGH63SyO3j+mRN9J36c+ZHfoaGrnxto6zDcFYrvX78qZxgyemFL9yTHJ/j0GPu/mlvKFTIFM6ScnOoG4xSLebM1Ff507IPLfJ9rv7YmJiYl7iBFIxMVXlSrlJd4cBU9ULeeLcPK/c24V1y3FO/Rrp0ikCt7vtgEmogH3P/TSGCjjz4LtblllUvZDhvEtio2a2YQPtZFD5UYLBl0XCA6s16ocNxKK5p2jMtlSaE34ZbZiEg4+0NpQFMEy0W4gkue3UtgqYADAsZNdBhLeA8EqEAw+1lp6OWRcyP4oIG7c84IGWhH2H11WS2SnayRAOHkX2HkL41cgHTGtEWI8k6jtEZkcQQWPtHdugkHIIVeSX5FqC7F3qK7KEYFfBpe5vb1+fINHN5P63cKn4Ayv3ya3B5PibCZ08oyd+GWuDfmm7Tn2C4tMf4kcO1wk1/PyzW1SmZ9gowyZdOnmzlFgr3Npl5A7ob+yEOGiKiYmJ2UY0A8mxK2XKzYDutNPxyu7j5xcIlV5Smmf5JdKlCYJEV0c/5iMnf5V0+TTnDr8TL71r2XYvlCQdg+4OSgdXQvhVZPeBqBTOSRMOPoI27Eji+lZkgKjPAIJw8BGCkdcQLpYwicbM4qRTIbwFtJkgHDi6tjfSNkenelGpfmTPoSi4i9k0IgGFZJTJ0xLhlSMfrjt5zwgDlRmOpMyTPRj1a9G4Eh1kmRbRiXzUlL8JimSuZZBzLcqNkIFcYqmVQFCDymRHam8bIe/apB0TL9zegdNGUVaaSwe+j3TlRY587p9w/xfewdixn6Pv4mdIlU8jVHsy+ZZfou/iZ8jNH+N1x9/Hv9g/zzMzms9e2Bp5cmlnsPwybvXCjec3lLeiQMROZZstqcXExMS8dKl6IS9cLWMIQb4Dpbzr+KHiz45PMdaTYk9XNOkzwgaZ+ecJ7UxHWZTuyb+m7/JfcnXPt1Dqf2zZdq01zUBzoC+9YV+mSFa5b2lAYCUJBx7Gmn4eGnOQyINXAtMi7Lsfneq70Wuk0wOE6QGEX0FUJjFrV9BOnrDv/vb9ibYzQkRS1/dQmcu2QRiowh7M2WiVXHbtv3uBqeVGwhOZoahMbz3vt2GiciOY5Qubch19mQSB1EsMcAFEUIfuEcTMtXUFd50ihGAo73J6ukYoNa5ttu1Zt9OYH3wNXmqQzPzzpEunyCy8QPe1zwPgJ3o5/thP3VTqW4Geyf+FoUPO3/d2Rk59gn929f2c6P43/PrxYR7qNRhKb/5rFyS6SFbPEzoFEvVJlLmzF6taEQdNMTExMdsAP1S8cLWCbRq46xRU+ONjV7lW8fjQNx1GCIFQAZmF59HCWtUn5Hbc6nlGJ/4b5a4HmNz3nS33qfmS3nS0+rshtIawiep/aPk20yHsfxBzbgKjNoUs7IvU2VYI/rSTRfcUUYV9UWnVNjZY7Zg4YNoyVLIPU5xEpQYiSfW7zEaDHZUewCytoGimwqhsNVFo6/ORTVjs60ktNZ8NapHEfN8hmL4SZbXuQFlrxrE42J+h1AiYrfmECiyDFQOo695xd6MPa6PUc/up52721NnNWbLzz7HnhZ+n/8KfcGW89fcyAFrSe/kvKHc9yOyuN1DPjbP/mZ/gZ/0P8d3iPfznZ/fzkVdaywyFN4wwCO0c6YXjCCUJE/deVvwe+kWJiYmJ2ZlorTk3V0Nrve6A6dJCgz99/hqv3tfNkZE8aEWqdBIReshOmsK1ZvTEryDNBGfuf1fLvg4pFQIY2ASTS+GXkLmRlft0DAvZc5hg5DWR5HU7kzPTvrcCppitxbQJ+x9CdhfvjeDUTqETebi1V0srRHMeEVRRyV5Ec679090mviCCOjK/N8qMFfYvL6HdQlK2yVDO5f7BLAf70/SkHZqBpNwMKDdDKs2Q8uJ/dV9S9STlRrSt4YdIuTXlaVtN4PYwN/TVLPS/kv6Ln8EMVu73zM88RaI5w8zIGwFoZPcy8ehH0FaST9ofobf0FX57QqK2SIYcYUQKpPfCZ+k24kxTTExMzF1muupzreLTm1lfKZnSmo9/6SJJx+S7Hol6j5LVczjN2TWNFW+n69rnyJROcGL8n7GgM9AMSFgGCetm8FT1FaNdbntKViq4qQi2bJsEpVC5PaufQ4h1+RzFxLTLvdYrJrO7sWaOoU038vVSITK3B5UbAcNCTIUIrxQFV50Q1CPhlMXjVGYIo3opEmLZTJuANRBCkLJNUrbJYDZBoDRGlFbCgBslw0prvFDhhYpKM6DihQS+AgHZhLnjslBX9n4Hham/XzXb1Hvps/iJbhZ6X37jMT81yMTLfoL9T/84v6Z/io+eezM/P/MobzoyzGhucwVP1iod3MnEQVNMTEzMXaQRSF6cqVFIrv/r+G9PzXJqusY/feUoWdfCql3Bql4gSHQWMBlhnZFTn6CaHWd68Ks5PJCh5ofM1AJKzWDRYBcyjklXOz1XYRMRVEALtJNe3lzvlZCFvXd0shUT81JAJ7tBmJFBc2og+pzdIuEf9h7CuvJEx8GOCOuEPUdvZhEME9ldxLr6FHql86gwymyZbntGvR0ihMAxWwc/hhAkbZOkbVJY/M4KpGKq6jFd8UknTKxtKGO+Es3M6I1s09ToNy0LUBL1K+TnnmFy3z9eViUQJro49eiH2ffsf+B9pU+C90muPt7FldQh8iOHaXbfTzM9sqkZIqU1x+c0n59UPDWtCHWwTMEvbWT4qT7JclfB7UccNMXExMTcJZTWnJ6uYpti3T/c8/WATz19mcODGV6zrxvLL5GsnaDsdHVcojZ09nex/BLHDr2bnkyUSSokHQpJBy9UlJsh8w2fXQW3rRVa4VcIBx4GYWDOnULUZ6IyPMsFGYBhoTLD67rumJiYVTAswp7DYDmts0lmAtl3BOvqk1EpVTtlr0G9paqfdrtQ6X6MZml5UCQDhLeA7DmEUZ9e9KPqviNy7ithmwa78knSjsmF+SaWUiTtnTMdXi3b1Hv5L9DCZGb4DS2PlXaGU49+GLd+GXP6eeYvPc9Y/TiDp74AQCM1wqWD30el5+F1j09rzdmy5nOTis9PKmab4BjwSL+gK2kS3lYimVRNUtbOyPjtnLskJiYm5h7jcqlJxQvpSq1f4e2TX75EKDXf94rdmLJJZv55ZCYHfmc/Qm71Iv0XP8Ps8D9gIb2Pg7dlkhKWQV/Goa/dEsLrEyy3OzJAHHo5ojGLuXAa0ZiJlMp6H4jL7mJitgid7lt9eyKH7ClizhyPTHHXWAgRwW1ZpluQhXGMyS9FPj3XbQ2kvyjhfgSd7kNlhjEqlzHnT4GZuOt+Y4Wkg2tbnJ+vUW6GO6Zcb6Vsk5AePZN/zXzfY6uLMAgRZZTSIzhjb+Sz05JPH5tk3HuBf9n4NAee+QgnU49ybPR7KfQOk3eibJ7WGk9CNYBaqKkFsODBfFMz72nmPZj3NFdqmmt1MAUc7RN8z30GLx8wSFqCVNKh3vCXDMcreyTtnZHti4OmmJiYmLtApRlyYa5+o2RkPTx9qcQTFxb4joeGGMqYZOa+ghbmolKev+bxN9CakZO/ijSTnB/7TlzLILlBs1oR1CJT2euTECHQqV7CZDeiPoPRmEGlBzb0HDExMRtDpYfAr2BUrkBylQKpsIFO5FaWF7dTyNwYZvl8VBoYNhe/A47e7BcTApUbQbldWLPHEY1ZtFvozAhW600tH3Mtg/HeDFdLTWZqPknHwDaMbR88tco2dV/7PFZYY2bk6zs614N9JsXXjfDHZ4Z527XX8tX1P+PttT9g7PgP86vyG/i4+BYaIkUtALmCdoQpIJ+A7oRgT1bwreMGrxw0yDrb+3XslDhoiomJibnDhFJxarpKyjEx1uk10gwkv/74RXblXf7Rod5Fpbwmch2eKYWpL5Kbf44LxR+kJjIMphMbmzTcaBZvMRZhoNP9yHT/+s8fExOzOQiBKoxjeFWEX0E7rZv4RVAj7H941YBF5UYwqpcRXhl0GBlUtyoNdNKEA0cxKhcx519sv1wvbGI0ZlHp/pXFZdaBJQQjhSTphMlsLaDiSdBgCLAtgW0aG/aig0h11Nyk/qll2SYrQ9+lz9JIj1ItHOr4fI4p+I4DJt9xIIXW38ZTla9h6PRv8vb5P+E7jc/x69l/zrnMw6RtQdqGtAVpW5BPQFdCkHPYlNdouxMHTTExMTF3mAvzDfxQkU+t/4f/D5+7ylw94H1vHCPTuITdnCHsUCkPwJBNRk79OvXMGDO7vhbZVOTcjf00iKBG2PPIPSk5GxNzz2FYhH2Hsa4+jWjMoK0kWKmbn9+wgbYzaysMmjay+wDm/CnkwKMrBmDRc5qo/BggMBbOrp7lWkT4VWRhH0blUmRuvcl0JR26kg5yUXGv7kdS5jVfIjUkbQNnnUFP1QsBkL4kk7A2xZj31mxTqfdRUpUzXCj+0w1/7wohyOS6qTzyTk6Uv57R47/AOys/w+nxf0e164ENj3sns+lBU7FYtIFfBcaABPAR4AXg1wANHAPeMTExoYrF4geAbwRC4F0TExOPF4vF/Rvdd7OvKSYmJmazmKt5TJaadKfXHzBVvJC/mpjhVXu7OJxpkJw/17G0+HUGz/0+jjfD2QfehScjA8nERkrzFo0vVyzjiYmJ2X5YScLhVyC8EkZlEqM+AwK0nW4ry3QdnR4gdLvb7lVUmSHM0lm0kqtnm8Im2kkju/YjwsaqWbGNYt4iZ96bjoKoSjPgatmj5Ae49lILhtVQWlNpSvJJi5G8S6kZcmmh0dE5VuJmtulPSVbPI80kc4Ov29A5b6ee28+pox/g4FPvZ/zZj3LqkQ8uMd19qbEVnVffDcxOTEy8FvgG4L8APwu8d/ExAbypWCw+ArweeAx4M/Dzi8dvaN8tuJ6YmJiYTcELFadnamSTVsvyNyF90Guv+/zVxDS+VLypmCG9cIIwUViXmatbu0T/+T9mdvB11Ar30QwUPZmNlb3cML6Ms0wxMTsLw0Ine5D9DxLsfhWy51BUTpvId+Zj1Ym4i+kg82ORl9QqCL+KzO8DwyTsPgjSj3ze7gCmEBSSDsX+DPt6UhhCUGqEeMHqzx/KSHF0MOuwpyuJbRr0ph0O9mdAQ7UZLpPf7pQre78DQ3oUZr7M7NDrUbfbOmwC0slx+uH3Edo59j/9EdzqxY7PYTdnGH/mJ0nNPLvp47uTbEXQ9LvA+275OwQeBf734t9/BrwBeA3wFxMTE3piYuICYBWLxb5N2DcmJiZm26G15sxsDaB1iYdWZOaeI1G7tOp5vFDylxPTPDyc5T71IspKotdR328GFfY9+1GkleLy/u9BaY0hBNnE+gsQhF9FJ3ui5u6YmJidi5lAZQYJh15GONBaMW+zUJkhQEfKe62QHtpJoVOL2XQ7FWWcvPktG1MrhBDkXJsDvWnGe1NYpkG5GVJuBtT9EKluBkBeIGkEir3dSQZz7pJ+n5Rtsr8vTT5pU24uPa5TrmebAGZ2vXH9F7cGgdvDqaPvRxsW+5/5cZzGtY6OHzn5cfKzT7H7Sx+g99Jnt2iUW8+mB00TExPViYmJSrFYzAK/B7wXEBMTE9fvigqQB3JA6ZZDrz++0X1jYmJith1TVY/Zmk/WbR3g2M1ZrKBCsnIeI6yveJ6/e3GOqif5tn0glL++lUUVsu+5n8FpznDmyHsIE114QVRCYhkb+FmQzchEMyYm5t5hHVnsjjATyOyeSECi1dP7lSjLdMs4VHZXVJ4XrPxduVWIxcWl/b1pDg9k2NudIpewaAaSciOgVA8AONCXppBsbdFgGQa7Cy67u5JUvY0FTheL/4TTD/0bmpnd6z5HO/ipQU4dfT+G9Dnw9Iex2gxas7PP0DX9Ja7u+VZqfY8wOvErjEz89zuWKdxMtkQIolgs7gb+APivExMTv1ksFj92y+YssACUF/99++Nqg/suI5NJYG2wdnSzME2DQiG19o4xMYvE98zOp+aFXJuuMdKbaW1iqySZyiVUvg8hmzjhJRr5B5et7kql+eyJaYr9KV6Zn0G6/TgtJjSGaZBa4ccarRl47lfIzh9j8uF3oYeOkAJCAbv7smTWK4HuVSC7CwaG1nd8zF0l/p6J6ZRNvWcy++H8VXDtpb1NoQeJAgyPLg/eUkfh4hch5Wx9YLcKXcAwgNbUA0UzkORcqy3D8mwuSTqV4NxsjUzSRrCOjF6yjzDfxx359Cb3c+mxDzD6xfdx8NmPcOGVP4larbdMBYye+jh+aojS4e+mbFv0HPs4/Wf+kJR3lclH3o1wbf4ve28eZ1dW1nt/157OPNVcqVTmpJJ00um5mxlBEEQv09X7ekH0RS6vyiAqICKNNM18Qbx6cQRRFBVl0NcLio3Q0NJN00M63ekklaEy1JCa68x7Xuv+cSqVVGqujNXs7+dzutJnT2ufvfbe61nP8/yedCa+Jp4/V0IIoh34d+Ctvb29/zH99f6enp4X9vb23k8jz+k7wHHgEz09PZ8E1gNab2/veE9Pz6WuO4dq1b3cp7lq8vkkxeLVnxmJWLtEfWZtE0rFoeEyXiix5fz5SlZ9GKNamRZziGNODeHQPEfc4cGTk4xWXN64XaPuC0KCefc3XwHBc7T2f53CmW8yvPHVDDc/F2yPUCpcP0T5AdVgFbN/MkS4JYLOHaior65JoudMxEq53H1G09rQJwZm5U8Je5yg5QZUyZlnCwNN70IfO4VKrE4I50pgAU59+XXy4kDe0hmerJONz5/vej1Rj2/Gu/G32HbgI6x7+B6O3fy707UB59J2+p+J1QY5vu+91DxFUhec3vx6qrFONhz5MzY88C4Ob30z1cpOrOvk+dPaurAReCVM8/fSMLzv7unpub+np+d+GiF69/T09DxEoz99ube39zHgAeAh4CvAW6a3/81LWfcKnE9ERETEqhkqO5SdgJQ1/xyVkD6J6kkCKzvzXWBmSZaPgTxvFCml+MahUboyBs/KFQnN9Irbkp3Yz/qjf0Wx9Q6GpgsiQqPmU1PKQl/Ny1pJhDNJWOi5YmpWERERz3xkpqshhHNODCf0UHoclWhZeJtcd0MiPZjPqFo7tKctWlIWFXf+ibDrjWrTXk7d8GukSsfY/PT/mjcfzXQm6Dz5jxRbbqPccsusZRPrXsyxm9+P4ZXYc+gTaG5pzvbXI+JSlTvWAmNjlevmJKPZvIiVEvWZtUvJ9nnqbJlCwlywiG2sNkCicpIgNrtOieFO4qS6cTKbAHhyqMwnv32Ct93g86JuE6UvEH7H/J6meLWfnkd/BzfRxtFb752VC1WyfXa0pUmaKwxjVgphjxPmtiALUS7TWiZ6zkSslCvRZ7Sp4+jVIVQs33i2NO+aFopYGOEUMUb2o8wUGPHL2p6riVSKM1M2ZTe4JEGeq0lr/9fpPvp5xrp+gv6eN80KKd908PfJjz3MoTs/jZfsAOa+m6z6ME19X6N257vJd99w1ds/H62tmQVnD69dEGjEktS9kMGifcmSlBEREVefsuNzaLhCJmYsaDCJ0CNRPU1gztWwCawciVo/WtBQ3Pv60yM0xQUvbPcWNZjmIzV1iO2P/y6BZnKg550UfRPbbyQfB6EkpmskVlGbSTgTyEwXMr9pxdtGREREXIzMdDUEAkIXpVvIZNuS26h4nqDjFkToIrzKVWjllUETgvWFBElDp7ZGPE5j3a9gZMMraR38Ju2n/2nm+/TUIZpG/pORDa+cMZjmw0t2cHrDf0WaqavR3EsmMpquMo4fEixDJUUpxYnxGsfGa4xUrp+crIiIiKUp2T4Hz1ZIWjrWIsZIrD4ESs1f1FHoSM0iWeqjb7zG4ZEqr1pvI+IrEwltHryP7fs/iG+k6L/jXjZ2b2RDIU7aMnCDkKob0pKOrTiOXtiTyGQbYdOOqCZTRETE5cFIEGa60GojyPyWxQveXoCK5fA7bkNpJsKZVxNsTWAIwabmBIYmsL21YTgNbnsdk+3PpevEF2k6+12QId1HP4sbb2V406uvdfMuK2vD//cMYqBoMzZZo6ctPUu3/2LGqh5lJ6AlZXFivEbC1MmtVtUqIiLiqlGyfZ4+WyEVW9xg0kKHRK0f31rYCArNNKY9zjd6DZIGvGSDvnyVKBnQffTztA5+k1LTTTy5/a1sb+sgZmgkTJ1C0kIphRcqDH2FBpNbQsUyhM07r6lqVURExDMPJ2madwAAIABJREFUmekm9KvL8jLNwkwQtN+MPnEYzR5HxZvX5ISOoWlsbk5xbKyKH0rMZajwXVOExundb8H0imw8/EdkJg+QqJ7hxN53LSgQsVa5zq/EMxClGCrZDE7ZC67iBZKTkzWycR1dE6RjBkdGK9hLVJ+OiIi4thTPGUzxxQ0mgFh1EIUGYuGZVDdUPFzK8sigzSu6XGKJ5YUw6G6J7fs/SOvgNxnZ8Eqe2v1uMpk8sYvaJIQgZmgrEoAQXgWlmwSte0CL5t0iIiIuM2aCsO3m1T1fdJOwdQ9hphthj10ftYCUQrglhD2OsCcaH2cS4VUhdBvRBhcRMzQ2NSWpeyHyEmo4XS2UZnLixnfhpLpoHv4e5aZ9lFrvuNbNuuxEb7xrQCZucqpok4zpNKfmWuFnpmxQzGj8W4aGLyVHRirs7cwuS/s/IiLi6jJV9zg0XCEdN7Cm71HDK2HVB0GYSN1ECmtmIBC3h/Ct/Kx9nK5Ijk0pjpUUx4qKMxWFVJA24Ce3Lm/GLlE5xaanPoHuFjl5w9uZ6ng+vu3TMs+zZsX4dRSKoHUfPMNmECMiIq4jLsVDJDRk03YwkhiTh5GxPKwwD7RhyEhQNP5qq4j0UaqRYyU9ZKoDmd2AQjRyrwIb3AqaV0Y4E/MqBKZjBl25BIMle01IkUsjxfF9v0Nn35cY3vzaNenlW4rIaLoGaEA+btA7WmNflz5Lirjs+AxXHJqSs2/QlGVQqgecGK+xfYnQvoiIiKtHEErGah59E7VZBpOQPqni4em1REOaW0kEEgWEemJWaNuXjoZ86VhjVjRlwPa84LatGtvzGjsLgoy19D1vOmNs238vaDpHb/0g9ew23CAkZemkrEss8B26iNAh6LgNzMTS60dERERcQ2S2C9+IY4w9iTKTYCzy3JJ+Ixfq3DNZCJQwpv9fIMLSotLns1AK4VchcJGpdmRuI8o6XyJCkWrYYhmQSmKcfRT8Ophzi7u2pEzqfkDZDkjHr/8hux9v5szuX73WzbhiXP9X4BmKoWvETTXtPcphGRqhVJwYq5Gy9HlnFHJJg/GaT3LKprvp+q+cHBHxTMYNJKNlh4GSgwKycRPjApW8eK0fEfoE8aaFdzLN4UnJPx4LeU6nxs/16HQmWfGsohY6bD3wcTTpc/rZH6FutAPg+IotzZcowyt9hFclaL9p1ss/IiIi4npGJZsJOm9DHz2A8IJ5a8kJtwwqIGjdi0q2AGK2l0SpRp5UbWTpIrrTxpdMtSHbNi/9vBQaYXMP5tlHG2UgLnruCyHoyidwgiq2H5Awo2H7tSSK87qGJEydQCqOj9eQSjFScbGDkPgitVLySYPTUzbj1UhRLyLiWlD3Qk6M13isv8hgySETNygkZxtMul8hXh0giOUX2VODmq/4/ScC2pLwqzfqrEuJlYdhKMnGp/+QRPUMJ/e8Ay/TDTS8YKbeCPNYNTJEc4oELXtQ8cLq9xMRERFxDVBWhqDjVpRuIZyp8wtkiKiPIa0M/ro7Uam2hmfp4uevEIRNPah4AeEuoswXOAi3TNC6l7B177InmFQsR5jpQnjzF3g1hGBjIUUowQ/lsvZ5fucrXD9iUSKj6RqTjZsUbY+TE3VOT9bJxhePm9WEIJcwODZew4mEISIirhp1L+ToaJX9A0XGay65hEEuaaJfXINJSZKlY4RGYlnKcn9+MGTCgV+7ySBhrC7strPvHyiMPczg9p+fVXm97kvaM/HVh/MqiXAmCJp6UKnW1e0jIiIi4lpjJAjabkLGmxqCDF4V4RYJm3oI225cPHQPQNMJWnaj9Pj8taD8OiKwCdpvbhhfKyTMbWoYOHJ+mfH4jDCEJFyuMIQMsOwRdL+64vZEzE9kNF0H5BImQyUHXRdzB2DzYOgauibom6hHhW8jIi4B2w/ZP1Dk+FiVku3P+zJy/IZnaf9AkaLjU0iaZOPmgoaIVT+L4VeRxtIhtN8bDPnekORnt+v0FFb3OC6MfJ/OU19mvPNFjHb/1Mz3UioEkE+s0sukFMKeIMxtQWbXr24fEREREdcLuknYegNhphulW/iddzSebcudVNItgra9KFQjB2mahhGlGnWi4ktHF8yLESfMb1/Uk5WJGXTn49h+SNkJljSeDL9MPbsVoQJEGEUnXQ6i4MjrAE0IWtIrU3bJxAwmaz4jFZeO7CXmK0RE/AjiBpLDwxWkUkzZPqNVF10I2jJxWlIWpi4YKjkMl10MHQpJc8mwOS2wSVX65qjizcdoXfFnB0N6CoLXbl2dwZQsH2fjoc9Qze2kf+f/mPXyt/2Q1rSFoa1i3ypsFK/NdCHzm1fVtoiIiIjrjmllPanU6tTdjARh200YZx9FaTrCr6PMVKMEg3FpYzGZ7kCr9kNgL+j5ak5Z5BIGk/WAkYqDVJCy9FkT7n4o8fwA3Q0ZS7WTSmZorz6NrxmLlriIWJrIaFrDZBMGfRN1cgmTxCJ5UBEREbMJwoaEfyjVLEWiUCrGqi5nSw4KhaEJckljeeFtSpGo9CGFsWQV+1Ap/uBAgALecZOxLA/zxZjuJFue/AS+laPvxnehLpDEVSgCpWhKrlBmF2bCTMKmHchM1zNSNjYiIuJHnEt4rikrTdC+D2N4PzLZQti8C/RVSJJfjKYTNvVgDD+O0uMLttHQNNrSFk1Jg6l6wPC08QSNZ39c1+gwbWKdO+kqtHBkpMKYv4lW9xR+bG0W/L1eiIymNYyhCSxdcHysyg2d2UiGPCJiGYRScXSshu1JcsnZj0BdE2RWKetqOhNYzjh+fGlZ2q+dkByaVLx9n057chX3rQzZ/NSn0IM6vbd9mMDKzVrs+JJ8wpxTzHZRlEQ4RZSZJOi8bV6VqYiIiIgIUPECwbo7GlLmy8hdXcl+ZboDzZ5ExXKLrmtoGq1pi0LSoGgHGJogYerEdBC2h9/cDYbOns4svSPrmZyoUnAnl6XoGjE/UU7TGicVMyg7AcPlKF41ImIplFL0TdQp2v4cg+lSENIjWTlGYGaXXPfpCcmXjjbkxV/QtbpHcOepL5Mu9XJm5y/jpDfOWe4GIa0rKWYbOI38pezGhspUZDBFRERELIqy0pfVYDpHmN/SEIQIfQhd8GsIt4RwJhH2BATOrPUNTaMlZc1MlAmvQpjtmgkXtAyNXR1ZaOmhFMauK2EIKRWBlGirCSO/BqyNVkYsSj5hcnKyRs2bX3VlrROJXURcDpRSnJmyGa24qxdHWACrPoIIA9QSVefPVCQfezSgMwW/vHd2PTYtqJGZfHK6Ev3CpKYO0XHyK0x0vICpjufOWW57AdmESdJc3uO9UaMkJOi4FVnYvGRoYURERETEFcRIEBZ2NHKb0KYlydcTNu0kbNmN8GsNg2o+lILQR2Zmi/cYusaOjjx6x15qtj3H8LoWuEFIxQ1Yl01c9nfylWJttDJiUTRNkDB0jo1V2duZW1V+xPXKRM2lf8phW2vq0mrNRPzIM1Ry6C/ayxJ0WBEqJF7rJ7AW9zJNOIoP/TDA1OF9t5ukzPNtMNwptu+/l0TtDGNdP0H/jjfOa7zofpXNT/8BbqKN/p43zVkulcILFd35JIG7wEv1AoRXRekGQfstsITBFxERERFxdZDZLmS2a95lSuiYoweQ8aY57wnhVZCpDjDnqrcammDrulb61c3YA4+RjNXQDAupWSjNumq5TlIpqm5ITBfsaEuTCkJCIVgLFaUiT9MzhISlU/ckR8equMFa6HpLE4SSE+N1vFByYKjEUMlpKN5ELMhI2aVvvEbdi2p4nSOQir7xGqcmbQqJhaXCV4vpTKLJALSFjfq63zCYqj7cfbtB2wV5TJY9yo7H7sZyRpnoeD6tg99ky1P/Ey28aCZQKTYc+VNMb4pTe97RqB5/8XHckLZMjLi1DG9R6IL0CVpvjAymiIiIiDWCSrYQNO1EOBNzi9eGHjLXveC2mhBs6Ooit+3ZjMe3MK7yhAoMr4jhTmK4k1dUntwPJRUnoDVtsa0tTXKNiZhFU/fPIApJk4rj88RgkW0tKZpXktOwSvxQMlnzSFg6KWtxFTA/lFTdAKUUTcto20DJQUpFLmkSSsXJiTpTtsfW5hTxi240pRRuIAmkImnpP5KiGHUv5MREDV2Ds2WHQtKkK5cgGzcur2dlDeH4Ib2jVWpeSCF5BX4HpUjUzhCaqQVX8aXiE48HDFQVv3O7webc+bmqWG2Q7fvvQQtdjt38fuq5HdSy2+k++nm2P/4BTtz4HoJYQ768+ey3KYw+xODW11HPbptznDCUCAFtyylfIMNG5fqOW+adkYyIiIiIuH6R2S4IXfTSSVSiBYRAeFVkomXJnFQhBO0trTQXmhmtepyZqiOlJG+GWGGNRPUUujuJp6VwlM65eXhNgGUITE1b8bvUDULcQJE1dLa2pMis0cihtdnqHwGkVPx77xj71mXpzF2k/a8kQs6fP5GJm/ih5PBwlbaMz+bmJKY+16Hoh5K6F2LoDbWV1RgZZcend7SKFyiEaNxQTSmLlpRF2jKwDA3HD6k4AaNVl7LTyLkKleKGDkFhETnkqhswWLTJJxsynromaEqZVNyA/YMltjWn0DRBzQ2oTH+kaoTzJkyNzc1J8onLHIZ1HSOV4sR4FUsXpKYfRnUv5ODZCklTY30hQVPSekaFbi7FVN2jd7SKoQkKycsgBzsPul9B96sLKuYppfijJ0OeHFe8bZ/OTa3n78VEuY9tT3wIhMaxW+7BzmwCYLz75fjxFjYf/DQ9j76X4ze/D5Rife9fUC7sYWTjK+c9VtWTbCjEl67LdK5obfNOVLywqvOOiIiIiLi2yPxmROii1YZRiWYIHGTL7mVvb+ga63JxWtMWIxWXgaJNqPKI5I3EnHGanFO0GBDLFTAMk7rXKKpbdUMUjVA1UxdomkAXjb8X4oUhjq9AQSqm054z6GxJ4dhrN/9e/Cgk2Y+NVa6bkxz3Qk4Nl2cGtgvxxUcH+OaRMVpSFh94+Q6y8fODvlj1DInKKezsFtxk57zFypRSlJ0AXQi2t6VJWTo1L6Ri+0zUfep+iFIgUGiaIBs3KCQbxk7C0jEWGVyHUjFYtDlTdEjHNGJG4/hSKWw/xAskKIFlCNxAIoQgbmrEjcbshDdtsO1blyM5TxiRVIqnz5bxQjXv8iCUVJwQxLTsuiEwdW3G8HODkJoXkrEMNjYl17ynJZ9PUizWF11nqORwcqJGU2quIeoGkorj011IsqnpmetVUEqhAKngbNHmdNEmEzew5pk0uFwki0cwvSKhOf/M3t/2Bnz5uOTnduj8zPbzfTlVPMy2Jz5KYCY5fvPvNu7ji/ddOsrWAx9DKIkfy2N6JQ7f8Un8ePOcdd0gRAjY3pJGE4J0Jk61Mn+ir7AnCDPrkIUdUb2OiBmW85yJiLiQqM9cB8gQfewgen0UmWhq5Keu8rnuh5KS7WPqGklLxxQSrTqMXjwBUoJhofQ4gWbg+hLbC6l6AV4o8QJJqAAUjZGlImUaNKdM0rHGe1jY46TSCWpVF2WlQG9EHAl7krC5B5me+x68FrS2Zhb8ASOj6SpyYLDE7/yfp3nDNo9ndRrTHbvxUULgpDcRmim+fXScv/xhP7dvyHNgsMTGpiTv+fFtmLqG7lfJjj9OYGUxvDKhkaCe3UYQm3/G2AskZbdhPAHoGsRNfdZAUk6HtnmBRKlGcbS0ZVBIWWRjRuPmmV6/5gUcG6tS9yS5xOJFP4NQYiwwYK17IQLYuy47xxM2WnE5NlajKXVp3gHbD7HdkHzKZGMhuWaFJJZ6MdW9kCcGSmQTC4dHSqUo1n32deXW7O9wIUopBqZsBsvujLF0wVIAclcgf+lCtNAhO/pI49676DhKKf62N+RIXx+vbhni5a2TWO44ltP4xOpDeIk2jt38/kXrOln1YbY98WHi9llO3PhuSq13zFnn3ATJttYUaatxbRcymoRXRhlJgrZ9kUpexCyiAXDESon6zHVC6GGMPUWY33JlogdCD+FMIZwpNLeE8O3pBQplJGZCvKVShFIRysYr8cI6gcKroIwk6W23UR7uRyufQfj1huEUeoTNOyOj6XrhejGainWfX/77R+ib8nnddnjtlkZYG0ohVIASOg/62/nkd06ypzPLr79wC4/2F/nMA6d43tYm3nRnF7nJA6Ak0mh0Ui100L0KXqIdO7sZqccXb8QyUNMKXG4QEk7HsiZNnUzcYKTsEjO1eT1AK6VsB2QTBj1t6ZnBrRdI9g8WSZr6ggbXSql7IYGU3NyVx1pJsc/rhMVeTOe8cm4oSVmLG0N1L8TSxTOiEHJ/0ebURJ2mpIkQXBNPYrx6mni1f86EhS8VnzkQkh9+gD+wPnP+ezOLH2/Gi7XgJjsY2fiqOUVp50P3q8RrA9TyO+ddXnMDMnGDjYXzXsQ5RpNSCGcKZcYJ2m6aqd8REXGOaAAcsVKiPnMdodTVixyQASKwEX4dbepEo1bVYrmxMkC4Jfx1d5FvbW70GaUQbgmtMoRWHSJsvWFNGE1rf8p5DZFPmvzBTxT48LfP8jfHDE5UNN66zyBhNK7P8MQU//vRk6zLxXnLczeha4I7NxYYLDr801PDbEo4/ExHnSB2vpqz1OPIeAzTm8IaG6eS30NwiTMNQghihpg1S+CFkom6t6g3Y6VkEwaTNY+BKZsN02Fj/UUbpbhsBhNA0tIp1RVDZecZF552tuxScYNF88POkbR0Jms+41WPtsyVFwm5UgyVHE5P1GlKXVlP0qLIgHh1YE4x25qv+PhjAWMTE9yf+Euqme2c3v1WvHgLSl/dbx6a6QUNplAqpIKOzCJGUOAg/CphZj0ytxn0K5PfFRERERFxjbia70LNQFmZxsdMYQw/itLMBd8twpkibNkF5gWKr0Kg4nnCeJ6wsGXeNJPrkbU37b7GiRuCt+3yeMNOnYeHFe99MGC4rih7inueTGEJybvvypO4wJPzqhs7uGN9ii8erPFwcZ5aMEIQWDkCI0Wq3NuoJH05UYpkUGJd5SkSztm5EpeXQD5pcmbKZrzqUnECzpZdsvHLb8tnEjqDRRvbX7kUt+OHjFVcnj5b5uTE9TOrVvMCTk3UyMWXPwjOxnX6JmqNvLM1yEjF4cREjULyGhpMgOlOIlQ4K8Rt3G7cz4cnJX/f/Fliwuf0DW/DTXWt2mBaipoX0pGNz5rgmGHau4T0CdpvRjbtiAymiIiIiIjLhrLSBC17EF4J1NzxlXBLyEQrMrWIF8mIr5l3U2Q0XQOEgFdt1XnfHQYTjuLd/+nzwYcDJh14z60am4ITaIE9s76G5Dd2ltmUgd97QtK/QLSh0mMI6ROrD1+2tup+lfTkQTKTTyJUQKp0jPTk07PadyloQpBLGBwdrXF8vErSWrmU5XKPYxoa/VPLM3rqXsjZssOBwRKPDRQ5Nl7DDSWDJZuRBRLsryahVBwfqxE39TmKNYth6BoCODN1ea7fObxAXvEaWuNVl2NjdfIJc0XnvBpE6BGrDc5fr0IpEtUzBGZ65quTZcl7vu8z4Si+sPW7bK49weC21+Mm112xNjp+ozjgvLl/gYuwxwnTHQSdd0QqeRERERERVwSVbCHMb0XYk40wwXNIH1RI2Lz9GSM6FIXnXUNuatX4xHNMPvZYQF9Z8Rs36+xo1lG+R6rUS6VpLwideLWfODbvub3Au7/v85FHfT7+HJOsNbcTBmaOZPUUfqLlkvKbROg2jlsfQuqxmWR1aSTR/Qq58ceoZbfhJdov+WYwdI1kTOF4ilzyynXJtKUzWvXoyPqz1Agvpn+yzpmigyYaRYObLgh9M3WN42M1kqZB5gp4xJbLYNGerj208tmZTNxguOLQlrEW/R2WgxtI+qdsRqsumoCkaZCNN36bhmKiflnCOc/Jh+fixqLKjpcFGZAuHsJwp0iU+3CT63BTnTN5hNIpcnLS4ZiT5VQl4FRZcbyoSFvw6VsmuevpL1Ap7GFs/cuuWBP9UOJLxY7WNMaF959SjRk/M0HQfjMq0bTwTiIiIiIiIi4DMrsB4dcQtTFINCbphFMkaN0D8xRiX6tEQhBXmfLIEcYGTmGl8jPfuaFiqKbYnD3v+DOdCez0Bvx4M9nx/fixAgiN3inJ+38QsDEj+MCdBklz7gDS8Eq48Rbs3I4Vt09IH6s+TLJ6GkUj7G9eo0gGmF4RL96Cnd16WQQorga2F2Jogr3rsvN6tEYqDsdGaxQWyZdxgxA/UNzYlZs/LOoyc3GybdH2OThUXrSNS+FMhyneuC63KqMmlIqRisvpyTqaxkyhOi9UeKEkaGiPYmiCne3pVRtnbiAp2R7Hx+qk4/q8NccuhYboyQWhikqSLB5FdyYZp8BwLWS04jBch0E3zllHZ7jiI6efKHEdNmYFW7KCV28RPOvwPSQrJzl856fwEm2Xta3nkFJRcUO2NCdm/66hj3CnkOl1ZDbfSLGydmthRFx9oqT+iJUS9ZmIWcgAY+QAInQagmXxAmHLDbPGkGuhz0RCENc5MV2wOTv7GvmxAonqaSx7hNBINtRJgJ6CxjtvMfjEYwEfeTTg7jsMYvrsbQMzS7x+Fi/ZuWD9mDnIAMseIVk5BUh8M7e4JLFm4MdbMLwy2fHHqGV34CdaV3DW14aEpTNZ85isezSnZueZTNYaUuf5JfJlYoaOHzSk13e1Z65qwVgvkBwdrZKJLy73vhRxU2eq7jFacecWT14EpRQlO6Bvoobth+QS5qzzv1hAxA0kT50ts6M1TWt6nrwepRoufBkipI/STDwRo+T4jFZcSnYAgitiMA0Ubf7k+6cXCFVMA/70vy1iOnQkAjYkXJ5XCOhuSrM5p9GeZOY6tJ75OpniIU7v+pUrZjABVNyQzmxslsEkvDLIkKD1RlSqDXQLiIymiIiIiIirhGYQtO7GOPsYAkXY9MwJyztHZDRdrwiNwMyih/as3AmA29s1fu0mnU/vD/n4owG/fZuBeaHhJAShkSBRPkG1ad/inVaFWPYYiepJhAwaamDa8rtFaGUR0iddfBrHW4eT2dxQUbmOSccMTk7UySesmQF/xQk4MlIjG1+eOmA6bjBV9zkzVWdzc+pKNxloGCwnJmoo1GWRTs/GTU5O1omZWiNPaImHW9UNODNlM1X3ScX0eQvpXkzM0NCFwZHRKm4g6crF0bwy+tSJhqqb9EApFIqaGzLuSPqTe5F6nLipkU9e/sLESinu6x3nS48PEjd1XruvE0MTGF4JyxknNFOAIBeDjqSgIynIxy6QNVfhHKWfWG2QrhNfpNR8CxOdL7qs7b2QqhNQSBq0pad/exkgnClkopWweUckJR4RERERce0wEoTtN0HozxSvfSYRGU3XMUq3CPT5B6bPXafjhvCZJ0M+tT/gnbfMzvWQRgrTHsd0xuf3ACmJ6YyTrPShhR6BlUWZqzN2lGbix1qw7DEsr0g1t5PQmkfl7zrBMjSqbjDjZbH9kEMjZZIxbUXejHzCYLDokLKMqyLhPVxxmah5NC/DWFkOuiZIWjqHh6skTI3uQoKmpDXHaKw4Af1Fm8maTYt9iuamLagVKN0YukZTomGgheVRtoTHwUqBEcdXCYpOIwTOCxVpVaPLPUG1ee8VkSAt2j6ffeg0Tw5V2Lcuy5uetYFcwsS0x0gXz06HwS5x3IuXy5BNh/43UrM4vetXrtjMmu0HWKagKxdvGHAqRDiThC27G8pEz7AZvYiIiIiItYey0kuvtEaJjKY1zIu7dZwAPnco5A8PhLz9Jh39goFTYGVJVk5QihXOe4+UwvCKJCsn0Pw6oZlZfgjfYghBGMujhQ7Zif3UM5txU+tnwgoviXlm9i/m8HCFfz44jEDw1udtIhVbvGtnEyanp+pk4gZHR6sYmkbMWNkgXQhBLmk2hCEsnfQSx7wUqm5A33iNfOLyevFihkbM0PACybHRGqZRZ0MhQXMqRt1rGEvFuk/M1OjQK2S8QYKpOpWmvSht+cabJmCdGsUf6uVUppl2K0ax2qgZpYCkqZGwNCCP6UyQqJ7GzmxZfKfnpO+X2cf2D5T47ENncIKQN9y+nhfvaEGIhocpXToynb+3ckOtdeBfSZWPcfKGd8wpdLtSam6AVKBQ6EKgaQ3jVikIJGxpTmFo0+frlAnzW5HpK6fQFxEREREREdEgMprWGiqk6ex3qeV34SY7ecVmHSeEL/aGxHV4897zhpPSLURQJVY/i5vuRverJMonMb1JQjNNEG++7M2TehypmSQrp7DcSWr5nZckEqGVzpCqnwYzjR9vIjCzhEYKpVsopTg8UuVrT56ld7RGLm5Q80I+el8v73lBF7mYhkAilEQKY5b3y9AEKMHTw2U0BOlVKuEZmiBuaRwbq65aVGEpglBybLRKwrw8SnTzYRkalqHhh5IT43X6xutIpYib02F4SpEoncaPNaGHDqmpw1QLNywvlFNJEpWTxKv9+LlWap7i2FgNXUDKmiuZ7scKxCtnCIwsfqJl3l3qfo1U8TCgqOd2EFg5pFKEUuEFkrGqx2jVZaTiMlr1GC479I7W2FBI8CvP2UZXPjG9nyrpyacIjNSqwkpNZ4x1fX9PqfkWptqfs+LtL8QNGiIlXbkEoZK4gcILQrxQ4SvJpkKC+LmwTOkjNA2ZWX9Jx4yIiIiIiIhYHpHRdI3RQofW/n8lVTpKf8+b8BcxZIT02fT0/6Iw+gOkZjG49XWMdb+c127TcQLFV05IjhYVb9yts7elMbg6J0FuBDUsewSpJ2bkw68YQsePN6P7FTIT+6nldzdm8VfIqYEBPvbAOJI023KKHdkRdmQG2Z6VDDoWf39C51BRoykmefMOn5d2VXm6qPORA3E+dN8J7r3FoTUuEQoQUG6+aZZXLZPQcX05q5DwslAKTbpooYMW2CS9MuMyzWglviJRheUglaJvvIYdyEXlxaVU3H98ggf6Jnj5rjZu35BfVS6QqWsUkhpSqVk5ToZXRA/q+PEWAj2G4UySKvXPdit5AAAgAElEQVRSy+9c3DsjA1Klo1jOeKPfCUFqqUhGoRHE8qRLRyiZt8xIfQOgFJY9wsHjffzp0Ti1AAJ5gkCJGUW7i8nGDVrTFq/c28F/2dM+E4Kp+zUyk08i9fjqis8qRXfv50Ap+nvedEnhcUopHE+yrS1F2lr6sSzcEmHzrjVTEDAiIiIiImKtE0mOX2XOSY7H4klaBu+j49RXMf0SUhgEVpYT+96Lndk0ZzstqLPlyU+QnTrI0Ob/Rqp8jNzE41RzOzm9+y04iQ4eGlZ84XDAqA13tAt+YZdBZ0qg+zWEmhZ5uMp5DyJ0Mfwqtdx2vEQHti+Jm0sXsJ2YHOcD950mbmjc0qZxvKQ4WVYEF6hDN8XgtVs1XrxBx7pACOPIpORDjwQkDfjAnSbr0mK6GK+i0nzTqjwKWlDDdKcw3UkMr4xQCgUgBEozUYHHQOYm9m1sJ25enlwcN5CcGK+h/CJW6INuIjUTJUyUZsyEpZ0Yr/FXP+zn1KRNOqZTdUNu687xhju6L1s4X3riSTTpzjJgTGcCN9FBPTePQo4KMbwyicopdL9KEF95vSAtqIHQKTftA81ASI9kuY8H+yb49OEkGzKCPc0CQ4AlHXRNIBPN6LE0zekY7RmL1nSMxDzXQwvqZCYPoISJXGUNifzoD9jy1CcZ2PbzjG585ar2cY6GwIPJ+vwy2hI4gCTovGPB0MS1IOsacX0R9ZmIlRL1mYiVshb6zGKS45HRdJUpnz2I2P9F1g99A8udoFLYw9CW/wepx9l64CPogUPfje+k0nTjzDaGW2TbgY+QqJ7m9K5fZbLzBaAUTcPfZf3Rv0CTwYzXyZOCfzkp+crxkEDCT23WeO02ndRF9ZyUUtQDGKo1akSdrSmGajBUVdQCRSEmaIoLmuPM/M1YAl2AoJGjcu6TsQStCWblU114nIFyyCNDdR6cSNJXkuzpzPCW5y6cd1Svlbn3m8co+YKPPdtiXbqxXz9UnKo0ColaOjx/nTZbNfACTpYk9/wwQADvv9Ngc1bDcKdwE23Lq1+lFHpQx/CmiNXPooU2oCGNBFKz5gxWda9MSSXR2m+kp+PSRTBKtk/vaAUjqLPVP0TdDeBcL54+5akwzudP5bn/ZJV8wuDnbuni9o0Fvnl4lK8eOItlaLz+tvU8e3PhkhTodL9KZvwxgos9lEphuhM46W7s9GYQAi2oYzljxGqDaNInNJKzPUUrxHAmcZPt+Il2UsXDfPMM/PGRGLubBL992+w6ZUL6GG4JP9aEnd1MaM6fjKoF9rTBpK+6bVpQZ/cP3kFgZjly+8dWpDh5MX4o8QLJzvb0+XylRRD1sSUL166FF1PE9UXUZyJWStRnIlbKWugzkdF0nRhNWvkM2a/+V8zaENXsDoa2/hzVpr0zy01ngm1PfJh4fZDTu36Fyc4XYtkjbNt/L5Y7Sd/ed1JuuWXWPk1ngg1H/pTcxONU8rvou/HdhGaGSUfxt70h3xmQxHSI6RBOJ5MH039ntQ1oTcK6lCBtCqZcxYSjmHTADZc+N0ODjunt16UEnSnBSF3xg2HJUK2xzo5syPaCzr/1Q0sqxq+/cAvrLgpnCzyHT953iKNF+MBdJrubVi8kMVhV3POwjx3A3XcY7MgLTHecav6GRWtKmc4EifIJtNABoc3kUC2F6Yxxxuphx6bN5BcJpVsMqRSDJYfTk3UyMYNC5TAZ3aUazg4fe+is5I+fapzbT26x+OlbthKPnfdSnC05fPYHZzg2VmPfuiz/753dy5IIn49kqRfTnZpfMETJmULMhl/B9EoooRGYmUsyJM7vX2E64yA0vjyQ4q96NW5tE7zzlrn1yc6h+1W00MGPNeOku2d5WLXQITP5JCimpcVXx/rez9E68G/03vaRhqdthYjQRZM+UjMpurCpOUU+sfT1EV4FZaYI2hYvJbAWXkwR1xdRn4lYKVGfiVgpa6HPREbTdWI06RNHiH3v/fRnbqXe9fx5Bz1aUGPLk/+T7NRBRrtfQWHk+wgZcPym91JfyEOiFE1n72dD759Ry+7g2M13zwxYT5Qk3zojUTQMG0NM/9UgrosZI6c9ybxem3MeqWLNwXZdbD2LAqQ6/ym66gKPFZytN8LoNAF7mgR3dmjc0aHRHBfofoXDEyEfeSpJoARveXY3e7sbeVwy9Pnc/Qd54Cz8+k06z+u69DC3MVvxgR/4VHz48LNMNqQCdL9KueXWuWFZShKvniFRPU1gZmblufSVJI+NKl7U3TiP+RChR+jZjBduZt+G1lkS8EuhlMINJH0TdabqHvmEiRlUyE7sxyyso257M+ueLEve8/2ATVnBW/fqbIqVQdOp5XpmqbdJqfjWkWH+8cAImoB3Paedbd2dy24TNIyM7Ogjjf0uNEhXIaZXItQTqw51AzC8UsPYusiLp2TI3x2VfPmE4jmdGm+/Scdcxm+r+zW00CE009iZTYR6gvTUQYSSC3qhlkOydIyeR9/L2PqXMdDzS8vfUCn0oIoWeoRmksDM4tgVMsJjQ9Y8//PqFsqaz0BVCGeCoPP2+ZdfwFp4MUVcX0R9JmKlRH0mYqWshT5zTYymnp6eO4GP9/b2vrCnp2cb8Jc0AowOAm/p7e2VPT09vwu8gkbp+nf09vb+8HKse3FbrhejCc7nNFmp/ILrCOmz4fAf0zz8PbxYM8dvvhsntbRKVtPZ77Lp0B8y1vUS+nvefMn5S5Y9RnbiMXLjj5GZOohQIVPtz2F446tw0hsX3C5UinEbUiakzXnaoBTjVYePPg6nqxq/sFPw0l2dfPmpMb5yPOB1PTqv3Xb5avSM1hXvedBHF/DRZ5u0G1WkHm+EQE4P0IX0SJaOYToT0waCRtlTfG9Q8u0Byalyowt1JuGDzzIXNJwMd4pRrY2mrl10N80N/aq6AUMlh6obECrVMDylmom8MzTIxE1QivRkI48oninMGE12oHjnf/q4AXzyeSb5WKMdjdyxCk6ykyDWhOGVMN1JtMBh2IZ7nkgy6Qre+9wCG9dvWnbfiFdOEa8NLFtK2w0VR6YUT09IDk0qutKCX9ylkzAWPp4W2HT2fYm2/m8w0flCzlxQ68gOFH9zJORfT0t+vFvj/9urzxsGuhhaYKMHNRQCpVvLkthvhGS6OKmu2TlwMmTnI7+F4Zc5dNenkcbS3iohfXS/CkrhJVpxk+saUv+qUQPr5vU54rqC0Gt4oCoDaPUx0GOzjCPhFgmTbcjmnUsecy28mCKuL6I+E7FSoj4TsVLWQp9ZzGi6Iup5PT097wZ+HpgOzOL3gPf19vbe39PT8yfAK3t6ek4DLwDuBLqBrwC3X+q6wNeuxDldTZRmcnr32yi13EYtvxM/trwk+snOFxCv9dNx+p+wUxsY7375io+dqJykMPIguYnHSFTPAOAkOhjreikgaBn6Fk3DD1BqvoXhTa9pqKddhC4anqsFEYKWTIIPPUfxhwcCPn9E8cjwAAeLOj/erfGarZehttMFtCUFd99hcPdDAff+MODDz05T8CaJ1/px0hun5asPoYUefqyJ/WOKb/X7PDqiCBRszQn+xw067UnBJx8PeP8PfO69y6RpHsMpsHK02UOcGWumOd1N0tJRSlFxGzWPpuo+MUMjbmhYQkNM54hdnHNkeEVMrzhL6VApxZ88FTJSg3vuMmYMJgClx/A1C8seI2aPoDQTqccJ4kla4vCBZynufsjnY9+f4v13OXRu2L5k+JyQXsNgmqdQsS8VJRemXMWU2/DEHZxQHC2e9zJuygj+44zkqXHJb9xssC0/97rmxh6hu/dzWO44tew2Ws5+m8nkFv5ZfwkPD0sOjCt8CT+9WeMXd+mrys2SxrQHTKllGYtNQ99h45E/RiiJEjpOqgs7vRE7vRHTnSJZPUXf3ncuy2AyvBIKgZ3eiJdom+W9LNU9tjSnzguHaAbKTBLGC0i3jFY8hWaPgx5HGQmQEplbeLIiIiIiIiIi4spxpSTHTwCvAf56+v9vBb47/e9/BV4K9AL/3tvbq4AzPT09Rk9PT+tlWHfNG00ACEGx/dkr3mxo688Rrw3QfezzuKmuWYISC6H7FZqGv0fz0HdIVk+hhEY1t4uBbW+g1HIrbnLdzGBzePNraR34N9r6v0HPY++jmtvJ2S0/u6zjXEzCaOSm/MOxkH84Bje1CN68Z3UD46XYnNX4rVsN7n0k4KOPBLz/jjzpyikUOonqSaQep8/L8tn9AQcnFFkLXrZJ40XrNTZlzw/233+HwQd/2DCcPjif4SQ0pJWmuX6CkxN5unIpzkzVqTgBcVOjzfIw3Ql8rWlhj4eSJCsnCC8alN/XL3lgSPLfe3RuaJ7HsJwuMDwfzXHBPXeZ3P2Qz70/sPmgeorWDbsXldo2nQlAgdAZqSu+ejzgyFQjHLPiz15XAzbnBK/YpLG3WWNXkyBhCA5NSj69P+C9Dwa8fqfOT23W0ITAdCboPvo58mM/xE5t4AfbP8R9ta28rPpxbjr+eX7gdXE61sNLN2jc1aGxu0lcer9Yanul6Dj1Vdb1/R3lpn1MdP4YieppEtXTpKcO0zT8AADFltsott655OG00EEJjXLLLXMKAVfcgFRMpz07/++vYlnC9huRbgm9eBJRHyNs2gGXEP4YERERERERsXquZHjeJuDve3t77+rp6Rnq7e1dN/39i4A3AkeAid7e3j+e/v57099/71LW7e3tff3FbbFtTxnG5Qv3uhQGju6nMjGElVy6bpGcvjbaisOR6mz4/m9hOuOces6n8NPr5tl5SGr8CXL995Ee+SGaDHByWymufzHlrucj5/EuXIgIHPL936Kp72uY9hiVjmcxuvuN+Mn2FbX1HKdKIevS2izp8CvB9/p9Pvqwy7PW6bzvDoHllymR5697Ff//CZ+kAb+wJ8bLNhsL5s08PR7yvv+06YlN8vGdJ2n2+pna9NOEsfPX1HAmOGttwEmtJyM80mERqzaIFtioafk7u3XfvEaOUR8lMfn0jFqdpmscn/D5tW/b7G3V+dBz4yvuE+cYrkneeb+NH0o++WxF25a9819rGZIefpghJ8bfHpX8x2mPPzV/jy6zxl+3/DpaqoVCvKGwWIgLutIaaWv+NlU8xacfdXhwKOTOdvh4x7fpPv43oCT35X6GT9VezrFywwjcnbH5gvod0sKl//mfIlyguG1ybD/5/m9Rbb+D8rrnLl4rajmokPaDf07h9Dcodb2As/veDhdJ02telVi1Hze7cWnVPRViOFPU226Z1S9sL6TmBRRSFtvb0iSXUZMJALcMZgq05Z2nrmuE4ZxI5YiIBYn6TMRKifpMxEpZC33GXEiWmatX3PbCXygDFIHy9L8v/v5S151Dtequtt2XHakU9bpLILw5y5RS+FLi+YoQ0AWEEhKWhqWvJGTN4Pjed9PzyG/T9cMP0nvbRwnNFLrfEBbIjT9OdmI/RlAjMDOMd/0EE50/dr4+VAjYc9s3G41ax0sZan0hbf3/QsfJr7J59DGGN76akY3/ZcXFQtssCLyQYEVbrZzbWuCNu3U+dyjk9x/X2J7P8DdHPMoevGSDxn/v0clrVUSxRqAkAtlIwFcSTbokyyf4seJhHkn2kvbG4OnGfo2pPvpu/K3z3gyZJF86jm+PYnplpNCoGSmU3ujGInQxzvwQp3DD7ILGKiQ3dpiKFkOduwaGyb0P2WRMeOteDce5yM2zArIafOBOg7sf8nnXg/BR52E68mlCI0loppB6AqlbTBTL/J+nfP7jrEAT8JGWb/HiyuNIafCBqffQ1/0uarkeZnTQw5C6Pf8xdeA3b9L4ifgR7hj4HJtKZ/g++3iP+4sM1tvZ2SR4w06NO9o11qUtRqvvpvDoe+l89GMcu+WeWTlFul9h/dG/pHn4u0jNIjv0AE1H/pbhTa9hsuN5q1LsE6HXKBo99jAjG17J4LbXgauAi+8Bi2piK/iAv/j9YToTlDKbcP0Y+A5uEFLzQjKWweamJLmEiVf38OpL3WfnMMBe/nNsLcSNR1xfRH0mYqVEfSZipayFPtPaunDe89XyNP0L8KkLco++AxwHPgG8BFgP/Etvb+++S123t7f3Sxe35XoTghg4dRIVmx48T3+vpv+bsgzycZNkTCduaNh+o8BpzFyp4QSpqUNs3/9B7MwmlDBIlY4ikPhmlnLLrRRbbpsOHbr0AqimM876Y1+gMPogbryNgR2/SKnl9qteTHe5/PWRgK+daNjcPXnBm/bobM1pJEtH2fH4B9DkwoNZzypQy+/kuNnDx05t40XW07xF/R2ndr+tUUNrGi10QKkFFeWE9DG8ItX8LvxEw0Nn1YdJlY7OGFJKKf7wKcX3+gPuucuYPyxvFQxUFHf/wKfsgamBLtS0uqJCFzDlCQTwkg06r+8a4VlPvItKYQ+D236eLU9+HMsZ58zONzO57kVLHstwi3Sd+Buaz95P3Wzm98XPcyB+B7d36NzappGLze0j+ZEH2XLw9xjrein9O98MSpEffYju3s9hBFWGN76K4U2vITexn46TXyZZPYUbb2Nk46uYWPdjy+7Tul9ly5MfJ1M8TP/2X2Rsw0+t9KecZ58VQj1BtWkvvoSKE5IwNTY3J8knzCsSfnoxa+HFFHF9EfWZiJUS9ZmIlbIW+sxVF4KYh98E/rynp8cCDgNf7u3tDXt6eh4AHqKREvGWy7HuVTqfVdOWiWO1pMBKggCBmLErLF3MKW6ZsnS2tqQ4MV6bXmf5g+ZaYTdndr6ZjYf/BDuzkeFNr6HUciv17NY5ss6Xih9v4eTe32Bs8iV0H/0cW5/8BKXmmxjY8Uu4yZXJXJ8jXhtg08Hfx05vYKz7J6lnt1229r6+p1HwtzkGz+tq5Nlogc2mp/8A38pxdvPPgtBQQmv8RaA0o5HQH28DIdCBV7VKPvrIJp5rPsbu3r+gUtgzY/BIPb5oG5RmElh50sXD1JTEj7eQqJ6cEV6o+YqvnQi5v3+RPKZVsj4j+PCzTL47GOJP1+4K5fk6XjkLfnKTTktcsuOxzyA1izO7fhk/1kTv7R9l88FPs+nwH5GsnmZg2xvmDxuTIa2D/05n39+hhR7DG1/N8ObX8jI9zsuWaF+x/dkMV/roOP1PePFWUqWj5McfoZbZwvFdd894RYttd1FsvZPsxGN0nvwyG3r/jM6T/0ClsIdabju17HbszOYZI0oLbFKlo6SLh0gXD5EqHQPg5A3vYKrjuZf8uwrpI2RAtbCdkh2iaYIdbSmaU9aqQyojIiIiIiIirj1RnaarTD7opzZ8Zsk6KxdT88JVe5yE9C+LN2nZyIC2gX+ls+8fENJnZOOrGN706hWF7CXKfWx74kMIVEOyOXSo5noY7X5FIwl/mbkdK2HD4T+heeg/OHrLPdQKu5e93dEpyRce6ecr+m9Tzt/A4C3vXZmHTYaY7iRevBXTm2QoLPD1UyH3nZE4Ibyw2+Cte8U1GXS3nf5n1h//a07e8HamOp4/q81dx79Ae//XKRf2MLz5Z7GcMWL2MJY9Qqw+TNw+i+FXKDfdSP+OX8JNda3s4Cpk2xMfJjv5JFKzGNry3xjt/qmFr71SZKb+b3t3HmRXWp93/Puec+7et2/vam0jaSR0NINmBs2AwQ4MA6RwYew4TlIpKosrXkIKE8eYgE1sYOKyY2KSEBs7DpilbDA2BhKoYCDBLnZsGLbxsMyc0YxmtHZLrW51993vWd78ca5aW+uqW71rnk9Vl7pb994+5+rXuue57/v+3u8ycvqzlOYeJ9ueSQ/VeAshq1g91u2K59Ao305t4A5mtr2QZv/+m3h2rv35mfZ5zpcOMesOsbOSZ9dAgcwyf19Xw1Z4N082F9WMLJdqRpZrK9SMNre9BUITrCw4bQSvfYFdT3yAockvd6fs/QxzI8+9YaAozT7KgYffRpQp8sSRBwmz/Qyf+Txjpz5DrnmWTm6Y+eEjgMUkEcbG3T8jrJOlkx8mzA3RyQ0T5ofTP3PDPX9uZeob7H/kd5jc8w85c+CaXiI39PR8wtGH/pJfNR/gG3tfg7v/ZYvebrZteWLWkvfSfaxKnqEvAwU35sT5ef73qTJfnUzL9YXjhge9P2ZnK+Dszh9lZvzFWDe76OOuhXztJIceeiNzI/fx1F1vWPT5GzrzeW577N04Nl2NZjF08sN0CuO0C9uYHz6ShtybDHxuWGXsxKeY2f7iZY9YZlrTlOaPUpw/SmnuKMYm1AbvpDpwJ/WKv6SNeOPEEsUJYWJJkvQ0Lk6ldTBkXEPGdXAcg2nNMMMwjB7i9pESfbn1Gsi/1lZ4YZLNRTUjy6WakeXaCjWj0LTZQ1MSYlqz6RWZm8Nm+q57kVlvtTgxOUUuYzD5wU27ZuhyfRe+z+7gvRTqJ5kbvpeJ2/8pjfL+RY+9PP0w+x95O538CEePvPWKfYqwMZXz32b05Kcp1I5jHQ9r3PTD8bDGw4nbZNvT16xJqlUO8fSzf5FO4drufl57lju+/vqFqWc3Oyp3phaz/ev/kYP2af768H9jz/gYAGFs+eY5yxPHn+bl8x/jiHOUn+68icft7oX7OgYSC3k3bUjx4/tcDs38NXseezdhfphMa5owO8DUrlcwtevlS9qgdUWSCP+bv0a2dZ5HX/DfibLX7/aYq58m15ykXRhP9yJaz1HNVdCJY6LYEtt0Kye4tNbQc6CY9ShlPfLdNytcB1pRQitMqLYjau0IEzYwxlDZ/wLGKn0bPhVvK7wwyeaimpHlUs3Icm2FmlFo2syhKe5g2nNEo3eBm8WpnsJpTKXraLL96VSkOMREdUhirJujlh3lqbMzZOoTZPpGcLyNe0d7yS6bsufGTVrFHcyMv4iZ8fsXgszAua+x93u/S6u0iyeOvKXnhfqiPyKxRDYh6zi4UZ1Me5psa5p8/RTbn/oYYDnp/zwz4/dfCmzWsv+R/0x55hEee97bafXt7vkzbqR+YZL7vv3v+VZykK8e/HWemoeJiZP8a/4Xr3S+TsfJg+sRmRwf3ffbnLMV6mG6fqk/Z3jpLodSxlCcf4KD33wz1cHDTPzwg7hnvsPYif9DZfphYifH9I6XMrX7x248+pJEVKa/Q9/sD5gfuofq0F1Las89fuyj7HjqLzh21xuYHXvBip6TzaoZRnSitPlKKeuS9Rwy3XWFrmPSxhjOjUd0badOGLWJt91HprDGYXaJtsILk2wuqhlZLtWMLNdWqBmFps0amqIWJqwTjd2DLQxdulHYxKlN4lZPgI2xbp6kvANbGF4YhYrihOnJp6me+i5JpkS+UFqXrlwr5UR1Bs99jaGJL1GeTft11yo+9cpBxk58inrlAE/e8+vEmdINHikNSZ04oRNZMOloTcYxRImldNXUqGxzij0/eCfl2UeZ2fb3OOm/mjhTYvj0X7HnsXdf0TnNxG3cuLXs0HZR6en/i//ke/nd6B9xu5nkx92/JXJynN/9Y0zt+QmyzXMc/NZbafXt5vF7f+OatV5uWOXQQ78CWB573tvJVUZodNuP52vH2XbikwxOfgXHRtT6D3Jh/IVcGPsR2pkKUZzgOoa+5mmGJz7P0OSXyHRmsRgMlk5uiJnx+5nZ/gCt0q4rfq6J2+TrpyhWj3Fb8F4ujP0wTx9+3U09B+vhYkiOY0vSbWTBpSyM59ANQpeCj7WWZhgTxtCf99hWzlHK3vz6ONOpYUmIxo5A9sY1u162wguTbC6qGVku1Yws11aoGYWmzRiajIuJ20TbnoPNXefiPA4h7kCmeN1peO3aDBee+jazzQ5esUJuk2ziuxSZ1hRDk19haPJLFOonmR+6m2N3vfG6a02SxBLGCZ3YYq3FcQzlnEcl71HIeOQ8Q2wtR6dqGGOufS5szLbjn2DHsY8QZgc5s/9V7H7sPdQrB3niyFsWOgpmmucJcwNkOrOE2cHlN52wCfu+/ZsMzn6X2MkxtfsVnL3tHxBftolsZeohbn/kvzA7+nyeuuv1l7oZ2pj9f/c2yjPf4/Hn/haN/gMUC9mF0LTw3LVnKJ/6AsNTX6VcP47FMDtwF83hZ9N37hv0V5/AGpe5kfuY3v5SqkOH6T//HYYnv0D/9HcwNqHef4DawJ3kGhPk6yfJNc9iuit2WoVxgue9be2nAV7GDauYuEOUG+zZ3TGKExphgiHtLplzDbmMR8Y13RGiNDjX2xGzrZB2aNNfH5PW0EAxw1hfjmJmZb8rplPFGodo7DmQufH6qPW0FV6YZHNRzchyqWZkubZCzSg0bbLQ1Dj5KEmmSDz2HGy2b+UPGrdpnfkeU+dOM28qGMcl6xmyrrOs0ac4TmiGCQndd+pdyHsurrPGI1jWpmti8qPXbE4axQmNTrIwklTOefTnPQoZl5znLLp2pBHGHJ2qU8o4uIs0zCjOP8He7/0e+eYEkVfi0ee/Y6FNuInbGBszP3If2eYkpbkniL3ikpoGXM5rX2Do7FeYGb//uiNWYyc+ya6jf8Lknp/izIF/DsD4sY+w46mPcMJ/Ned3vTw93kVCU6MTkXMdRss5CvWT9J35MvmTX8StTxL138bU+Et4sv9HcEsD14RHrz3L0NkvMzTxBQr1U7QK22n17aZZ2k2rtJtm3220C+Nr0qHwetywijUuYW6IfP3Uoo072mFMK0rIuoaxcp6Bgrek6XNhnNAMY5phslA7K2U6VazjEo3dA8usjfWwFV6YZHNRzchyqWZkubZCzSg0bbLQVDt7Or3YWs13p22CmT1ONHOMRidmJs5TiwzWpmszMp7BxaRdvi67GE0SS6vThrBN1nQYKmbpy7pE1jLftkxHeSIcXEMaUiANVVhsAom1WMBzHTJXPfaKTsda6p0YA2zvz1PMXj8kLeZCs8Px6Sb9BW/RY3KiJtuOf4La4LOpDt298P1Ma5rawCHCQtrEwQ2rlGYfw8Qdwkw/dJ/DVWEtu4P3MHr6sxy/4zWEuSH2P/zbzIzfz/E7/+1CaLg6NIVxQjtKODjaRwcT0PgAABE3SURBVM5zrng807qA7TYIqXdiTs42aEcJpay3ePi1yarv2bVcFwNTdehurJOlMP8k+cYZwvwwUZzQihLiBPpyLtv6cpRybloHSZim+7XoKGgTiJqkm6k5V3yYThXr5ojG7gav915cG2UrvDDJ5qKakeVSzchybYWaUWjaTKGpaJmtdmAZexYtS9zGaUzjzB3HdurUyVKNczTChDBOiMIOJungJh2stRgs/X19lAfHKJZHINeH9QppN7DGWUz1DO12h2qcYTr0gHQK1MKHMWAMzU5MM4y5+ES7Jg1qttuRLLE2/ZN0d+Kc5+Bdp216J45pdhKGi1nG+3M3vc/N6bkmU7UOlcLSurmZJMSJGsyNPf+KZgkmCWH6cdzaBKFbpq+Qxbjukhoq3FCSTsfrv/BdYjdHJz9K8NzfvmKd0+WhKbGW+VbE7UMFKoUbh4XYWmbqIRPzLTwHCtkVNA2xMZn2LFG2f9U65KWByaM6dNfCObfDEG86INeawhSHGShmqOQzl0aIbIJpz2GNC46HCRvgZtJR29X4N4laOJ0qcXEUcNJ//yRMg1QSQqZINHp47X6HV8FWeGGSzUU1I8ulmpHl2go10ys0bYG2a7eYbClNFGvFzZGUd5D0bce0ZylVT1NuTEH3+jrxCkTeGFGmTOgWyBb68LLpiNflydLm+rG5fqjcTqY9x0htgrHG1GW3uuwcDNhSkcQt0oks7Tim0Uk/HNfgGnCdtFWz5zhEScJsI6TRiTAGchlD1nVJEkutE5NzDQdWYZ+b8f48zU5Cox1RXMJjuWGVZnnfFRfeUZww34L+wTvYu3MXrfMnmJit0p8Fl3ihRTXGEGUHlt8C3nF56q7X43/zzWRb53nqrjf03AS41o7ZVs4tKTABuMYw2pelnPc4daHBfCui7+JIzXLYhEx7hmZhRxpmIJ12uMjjxN19jaIkbdDgGvBcQ8Zxrhilc8MqsXGZKd9Js+OQ2BCAvqzHyJ67GWk+Sb5zAS7rSGc6NYiaxJU9JP170tDUqWJqE7j1CbAJ1iumgcYmYOM0ZNnu+KhX7Lk5rmnPYh2PcPzedMROREREBI00rbsNSdlRE5IknUq0knUqcQg2Si8uuxej2ATiDu7c05hOHZspwBI630G6102tHXGhEdIIY7CwrT/LSF8Ob5Wm+XXihMfP1ch4aTC7LhvjdeaZG/shrJPFdkd0jIF9QyVG+7IYY7DW8uT5BudqbQaLGbAxxsYU5p8m15xcWBu1XE7UxI2bhLmha/7u4khTsxORdR32jZTSEb5liq1lcr7FVLVDKeded6TvGjbBbZ7nXPY2WuU9OFGHQu0YhdYkoddPclXIy7mGQtal2G3O0I4S6p2IRicmthZrDdloHmsyzA0epq9Uoj+foS/nUcykrb8BSCLcqe/jtOewmVIaaPKDxEMHF18LmESY5gXc6knojj7heOBkSJxsui6uPoWxEThe2ony4u9Dt/V/Ut5JPLA/ve8WthXezZPNRTUjy6WakeXaCjWjkaZnutVaqO5mgPRi8uoUGhXHMO3ZNDw1z4OTTduq97i4z3sOeS/LSClLGCcklivX6KyCrOuwb7jEsek6zU5I3nPIetc2yPA6VVqlHYRkaLYjOlHCeDnPbYOFSxfxgDGGfcNFmmFMrRXRl0832G1UDmBIyDbP3TA4uWGdxM1eMcUt8Qo9m01EcUJkYf9g8aYCE6SjTjsrBUpZlxOzLbw4ueF0vSSJiapTNPpuY3yXz2g5j+sY4mSMpDGDc/5RbNQmzFbIuB4ZF1xsGq6TKA3XJgYvxhYskYUwSoi8QRi/m1y+eP1RL8cjHrkTc+6RtDX/6GFscez6NeV42NIoUWn0+uczdBDTnsc0p3Cqk2mA6t43GrsHWxy57n1FRETkmUuhSVaHMdj8IFF+ENOpppv01ibBcdNNem/QbOBm1y0tRSnrcse2PmrtiJlGSLUdA5Dz0iljYRTTanW4UBrBCWNGSzlGSumUtsW4juHgWB+PnJmjGcbpWhvjUK88Kz2X1hTRIiNGJm7jhVWi7ABe+0IarpbQhMFiqbdj9g4XViVUDhSy5DMeJ7rT9fIZg8HgGINjWBhRa7QjvNY0feMHuG3XHWQu68LnOga3bxiKL8CZO05h/gREQGywThbcLDZTIvFy4BXSKYduBuN4ZByPjJtbWgMKN5M2XOh+vmLGweYHsPkBksrtmM48pl0lKY1t2qYOIiIisvEUmmTV2WyZePgO4v69OLVTuPOn0ovVXP/yFuonIaY9n35uTNpRwph0mMvxsF5uyYvxPcdhoJBloJCOatU6ETP1dFrggNOkNL6HXTvGyS8yCrWYnOdwx7Yyj5yZx3NMGvqMS73yLEo2wW1MUfMG0g1XbUymM0fi5qmW76CTqVCKnqY4d5q4MIznGjzHWehul1iLTSwxaXfDNjBaTo99teQ9h/0jJaZqbRqdmDC2dOKYOEmbdWATRp15Bm8/RGbU7zm6kwzuJ+nf3e0u5y5/XdeNrNVUOcfF5ge1dklERERuSKFJ1k6mQDL4LJLybpzqBG71ONi0ycTV+zFdoRuWrJMhHvJJCoOQJN0uZhEm7kDUxGlOY5rT3RDlYr18GqJucNGecR0GC1kGC+naJafVIdp+O3aZ+/f05Tz8sRKPnq1Rznt0orRD4YXsPoY7MSNmjnwhg2Ms8c7DUN6J63k4xhBFZcxkTLtZo2ZKNDpRGrBIDz/jpEEq7yWM5BrkHReSTO/nrRdrgeSK0Ooaw3j5stEVG0PUxkYtiEPswLNIBg8uLQStRdtvERERkU1CoUnWnpcnGdxH0r8DpzaJM38yDUCQTutz8+Dluq2k57FuhnjYJymOXRES7FV/JoP70wX8YR3TnktDVPtCd0TKSZtUXOzy53jdUHXlxb2JGtj8ULr+6iYMl3LsG7ZMzDUZLuUYKKTNDPLuMO70o+m6nMrea6Z+5bwc7LqHysQ3GHUd8PqJkgRjzKU1S1ETE7Yo7TvC/MwsVE+nz5uTwWZLSx61M51qGobcDCaJu8+gIR1TMgtfW+NCvoLt297tnrh4dzwRERGRZxqFJlk/bo6ksoeksgeiFiZqYjp1nNYMtOcAs2hY6v2YWaybxeYHSSp7IYnSkaok7n4epUEjrF8amcKmwcPLY8Im0fChFZ3WzkqenZVr18PEo4d739HLE40expv8NtbN4F3W2fDiPkTR9udC/zaSZJCksidtYlCfxK1PXmqv7RUWDzdxOw2hhWGiseek7e6TGJIOJokgDjFJiHUyaddDN6+QJCIiIrIIhSbZGF4e6+XTsNO/qzt9zC6tOUAvjpeOKl32rUsjUwcujUy1ZnEa50nyA9jcwMp+5gpcbKHtzjyOLY6mo22tGZL8MPHIoSvXbF3exGDwAKY1i1s9jWnNACZtw+1m0zborVmsmyUavTvtCHcxDDkuOIVrRu1ERERE5PoUmmRzMIYrNsxdK5ePTA3sW/uftwRJeVc6vbAxBTYhruwjGdjbO0A6HrY4QlQc6a7vmsGpnsQ05sEY4oF9JOVdN78GSkREREQW6IpKZKMZQzzkQxySlHdiS2PLu79XICnvJOnbgQlrWONBZpX25hIRERERhSaRTcHNEI8fWdljGHPTDS1ERERE5PrWbkdRERERERGRW4BCk4iIiIiISA8KTSIiIiIiIj0oNImIiIiIiPSg0CQiIiIiItKDQpOIiIiIiEgPCk0iIiIiIiI9KDSJiIiIiIj0oNAkIiIiIiLSg0KTiIiIiIhIDwpNIiIiIiIiPSg0iYiIiIiI9KDQJCIiIiIi0oNCk4iIiIiISA8KTSIiIiIiIj0Ya+1GH4OIiIiIiMimpZEmERERERGRHhSaREREREREelBoEhERERER6cHb6AO4Vfi+nwHeD+wFcsBvAT8A/hiwwPeA1wZBkPi+/yDwSiACXhcEwUO+798LfBI42n3I/xkEwV+s60nIulmFevkwMN59uL3A14IgeNV6noOsr1X6P+ZdQBt4GPilIAiS9T4PWT/LqZnu7Q8AnwiC4PBVj/M6YDwIgjet28HLhlhpzfi+Pw58CMgCE8C/CoKgsb5nIetpFWpmCHi8ezuAjwdB8HvreApLppGm1fMvgOkgCF4EvAL4A+AdwJu73zPAT3YvXF4MPB94FfA/uve/F3hHEAQPdD8UmG5tK6qXIAheFQTBA8BPAbPAL6/7Gch6W+n/MX9EGqBeBMwB/2ydj1/W35JqBsD3/X8JfBgYuXhn3/cLvu//KfDa9T5w2TArqhngTcCfdG/7A+DfrOOxy8ZYac3cC/z5Zde/mzIwgULTavoo8JbLvo6A+4Avdr/+DPD3gRcCnw2CwAZBcALwfN8f7d72lb7vf8n3/ff5vl9ex2OX9bfSernoN4DfD4JgYh2OWTbWSmtmVxAEf9O97Ve7t5Nb21JrBuACadi+XB74APCf1vAYZXNZac38MvCnvu87wG7g7NodqmwSK62Z+4B7fd//ou/7H/V9f/taHuxKKDStkiAIakEQVLth52PAmwETBMHFnu5VoAL0k77Ly1Xffwh4YxAE9wPHgAfX7eBl3a1CveD7/hjwMtIhcLnFrULNHPN9/+KL1U8ApfU5ctkoy6gZgiD4yyAI6lfd/0IQBJ9d14OWDbUKNWMBl3Sq1UtI36CRW9hKawZ4DHgwCIIXA58Afn+dDn3ZFJpWke/7u4HPAx8MguDPgMvXC5RJp1HNdz+/+vsfD4LgW93vfRw4svZHLBtphfUC8E+APwuCIF6Hw5VNYIU18zPAf/B9/1PAOeD8uhy0bKgl1ozIgpXWTBAEYRAEdwKvJh2plFvcCmvmc937wia//lVoWiW+728DPgv8ahAE7+9++zu+7z/Q/fwVwJdJ33X5Ud/3Hd/3bwOcIAjOA//P9/0f6t72ZcC3kFvWKtQLpMPdn1nHw5YNtAo180rgZ4MgeCUwDPzVup6ArLtl1IwIsPKa8X3/D33ff0n3yypXXjzLLWgV/p95L/CPu59v6utfdc9bPb8GDAJv8X3/4tzOXwLe6ft+FngU+FgQBLHv+18G/pY0tF5cYPsa4A983+8Ak6Tv0Mita6X1AuCTTuWUZ4aV1sxR4NO+7zeAzwdB8On1PXzZAEuqmY06ONmUVloz7wTe5fv+W0kD0y+s5cHKprDSmnkT8H7f938BqAM/v5YHuxLGWnvjW4mIiIiIiDxDaXqeiIiIiIhIDwpNIiIiIiIiPSg0iYiIiIiI9KDQJCIiIiIi0oNCk4iIiIiISA9qOS4iIltadz+QjwA/ACxQAD4UBMENd5b3ff/DwE8HQdBZ4m3fFQTBF1Z0wCIisuUoNImIyK3gc0EQvArA9/0cEPi+/8EgCHrtRM/F+4iIiPSi0CQiIreaMhADu33f/zhggGngZ4EjwO8AHeCPgN8EDgHjwPuADOlo1b8LguDvfN9/LelmixPA2Dqfh4iIbBJa0yQiIreCl/q+/wXf9z8HfAj4ReA9wGuDIHgA+DTwK93b5oMgeFEQBB+87P7/FXhnEAT3k+5m/z7f9yvdz18A/CSQXZ9TERGRzUYjTSIiciv43NVT7Xzf/3PgD33fh3QE6fHuXwWL3P8O4EsAQRA87Pv+btIRqO8HQdDuPt5Da3TsIiKyyWmkSUREblUBaZOHB0hHmT7V/X6yyG0fBV4E4Pv+c4BJ4Bhwp+/7Bd/3XdKpfSIi8gykkSYREblVvQb4QDfwAPwcsOM6t30D8B7f999AOir1c0EQTPm+/1bgb4ApoL7WBywiIpuTsdZu9DGIiIiIiIhsWpqeJyIiIiIi0oNCk4iIiIiISA8KTSIiIiIiIj0oNImIiIiIiPSg0CQiIiIiItKDQpOIiIiIiEgPCk0iIiIiIiI9KDSJiIiIiIj08P8BpJ5h307w9N8AAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Show groups with different colors using \"hue\"\n", - "plt.figure(figsize=(14,7))\n", - "plt.style.use('seaborn-darkgrid')\n", - "# Group variable using \"hue\" that will produce lines with different colors\n", - "sns.lineplot(x=\"Period\" , y=\"Unemployed\" , hue=\"Gender\" , data=employment) \n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Using markers to identify groups\n", - "plt.figure(figsize=(14,7))\n", - "plt.style.use('seaborn-darkgrid')\n", - "sns.lineplot(x=\"Period\" , y=\"Unemployed\" , hue = \"Gender\" ,style=\"Gender\" , markers=True , dashes=False ,data=employment)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(14,7))\n", - "plt.style.use('seaborn-darkgrid')\n", - "sns.lineplot(x=\"Period\" , y=\"Unemployed\" , hue = \"Gender\" ,style=\"Gender\" , err_style=\"bars\", ci=70, data=employment)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(14,7))\n", - "sns.set(rc={'xtick.labelsize':17,'ytick.labelsize':10,'axes.labelsize':15 , \"axes.grid\":False})\n", - "\n", - "# Use \"Pallete\" to specify the colors to be used for different levels of the hue\n", - "sns.lineplot(x=\"Period\" , y=\"Unemployed\", data = employment, hue = \"Gender\",\n", - " style = \"Gender\", dashes = False, palette = 'CMRmap' , markers = [\"o\", \">\"])\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 708, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Color and line dashing to represent 2 different grouping variables using \"hue\" & \"style\"\n", - "plt.figure(figsize=(16,9))\n", - "plt.style.use('seaborn-darkgrid')\n", - "plt.gcf().text(.2, .84, \"Line Plot\", fontsize = 40, color='Black' ,ha='center', va='center')\n", - "sns.lineplot(x=\"Period\" , y=\"Unemployed\" , hue=\"Age\" , style=\"Gender\" , data=employment)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
AgeGenderPeriodUnemployed
17725 to 34 yearsWomen2006-01-0192000
17835 to 44 yearsWomen2006-01-01134000
17945 to 54 yearsWomen2006-01-01110000
18055 to 64 yearsWomen2006-01-0185000
18165 years and overWomen2006-01-0161000
\n", - "
" - ], - "text/plain": [ - " Age Gender Period Unemployed\n", - "177 25 to 34 years Women 2006-01-01 92000\n", - "178 35 to 44 years Women 2006-01-01 134000\n", - "179 45 to 54 years Women 2006-01-01 110000\n", - "180 55 to 64 years Women 2006-01-01 85000\n", - "181 65 years and over Women 2006-01-01 61000" - ] - }, - "execution_count": 46, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "emp = employment[employment.Period.between('2005-01-01', '2006-01-01' , inclusive = True)]\n", - "emp.tail()" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#Showing all experiments instead of Aggregate using \"units\" and \"estimator\"\n", - "plt.figure(figsize=(14,7))\n", - "plt.style.use('seaborn-darkgrid')\n", - "sns.lineplot(x=\"Period\" , y=\"Unemployed\" , hue = \"Age\" ,style=\"Gender\" ,\n", - " units=\"Age\" ,markers=True , dashes=False ,estimator=None, lw=1,data=emp)\n", - "plt.legend(bbox_to_anchor=(1.0, 1.0) , shadow=True, fontsize='large')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Combining lineplots using relplot\n", - "plt.figure(figsize=(10,10))\n", - "sns.set(rc={'xtick.labelsize':17,'ytick.labelsize':17,'axes.labelsize':20 , \"axes.grid\":False})\n", - "sns.relplot(x=\"Period\" , y=\"Unemployed\" , hue=\"Age\" , col=\"Gender\",kind='line', height=8.5, aspect=1 ,data=employment)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountryConfirmedRecoveredDeaths
Date
2020-01-22Afghanistan000
2020-01-22Albania000
2020-01-22Algeria000
2020-01-22Andorra000
2020-01-22Angola000
\n", - "
" - ], - "text/plain": [ - " Country Confirmed Recovered Deaths\n", - "Date \n", - "2020-01-22 Afghanistan 0 0 0\n", - "2020-01-22 Albania 0 0 0\n", - "2020-01-22 Algeria 0 0 0\n", - "2020-01-22 Andorra 0 0 0\n", - "2020-01-22 Angola 0 0 0" - ] - }, - "execution_count": 49, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "corona.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(20,6))\n", - "sns.lineplot(data=corona[corona['Country'] == 'Italy']['Confirmed'] , label = \"Confirmed\")\n", - "sns.lineplot(data=corona[corona['Country'] == 'Italy']['Deaths'] , label = \"Deaths\")\n", - "sns.lineplot(data=corona[corona['Country'] == 'Italy']['Recovered'], label = \"Recovered\")\n", - "plt.title(\"Total Confirmed Cases / Deaths / Recovered in Italy\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAABLIAAAF7CAYAAADGw6IiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3Xt8zvX/x/HntaPZjDHJeYbJ2ZizOeTUHCuFVL7TQSWVopxSohy/pQOJogNyDiVD1BLSnEJMmMM2DLNhMztd1/v3h5/r25rD1Li2edxvN7ft+nzen9fndX2uXbdbPW/vz/tjMcYYAQAAAAAAAHmck6MbAAAAAAAAAHKCIAsAAAAAAAD5AkEWAAAAAAAA8gWCLAAAAAAAAOQLBFkAAAAAAADIFwiyAAAAAAAAkC8QZAEAkA+8/fbb6t69u7p3765atWqpY8eO9tepqanXPO78+fMKDQ29Yf3FixdrwIABV92XmpqqKVOm2M/XtWtXffbZZzLG/NO3owsXLqhXr17q0qWLli1bpj59+vzjWjfrvvvu07Zt26667+DBg3r++efVrVs3de3aVY8//rh27Nhx23q7loceekjJyclZtk2ZMkVNmjSxfy6dO3fW4MGDFR0d/a/O9fvvv2v06NGSpM2bN6t79+7/qp4kDRgwQIcPH86ybfPmzapTp469/+7du6tt27Z67rnndO7cuX99TkerXbu24uLism1/8skns12L68nMzFS1atV04cKFLNu///77LN/txYsX68EHH1S3bt3UuXNnvf7669n+Zvbt26dq1app9uzZN/dmAADIQ1wc3QAAALix119/3f77vffeq//+97+qXbv2DY87d+6c/vjjj398XmOMnn32WVWrVk2LFi2Su7u7EhIS1L9/f6WmpmrgwIH/qO7evXt1/vx5rV69WpL0wAMP/OMec0tUVJT69eunSZMmqVmzZpKkjRs3qn///lq4cKEqV67skL5iY2NVrFgxeXl5ZdvXtWtXjRw50v566dKl6tu3r77//nt5enr+o/MdPHhQp0+f/sf9/l1qaqpOnjwpf3//bPsqVaqkFStW2F9nZmbq+eef1xdffKFBgwblWg95yaxZs3K95s6dOzVz5kwtWbJERYsWVWZmpt58802NGTNGkyZNso/7+uuv1bVrV82dO1f/+c9/5OzsnOu9AABwqxFkAQBQAERERGjy5MlKS0uTq6urXn75ZbVo0ULDhw/XxYsX1b17d61YsUKLFi3S4sWLlZGRofPnz+vZZ59Vr169rll3y5YtiomJ0ezZs+XkdHkid/HixTVp0iT7bJMTJ07orbfe0okTJyRJDz74oPr166djx46pf//+atq0qfbs2aOkpCQNHTpUFStW1BtvvKFTp06pe/fuev/99/Xwww9r27ZtmjJliv744w+dPn1aNWrU0N133624uDidOHFCZ86cUZ06ddSgQQOtWLFCx48f19ChQ9WpUycZY/Txxx9r3bp1stlsKl++vN58802VLFlSBw4c0MiRI5WWlqbKlStfcwbbJ598op49e9pDLElq0aKF3n33Xbm7u0uSpk2bpp9++klpaWm6dOmShg8frrZt2+rgwYMaNWqU0tPTZYxRr1691Lt37+v2FRYWphkzZsjZ2VnOzs4aOnSoGjRokK2v9evXq23btjn6O+jRo4dWrFihVatW6eGHH9bBgwf1zjvv6MKFC7JarQoNDdUDDzwgq9WqcePGac+ePfZZO+PGjZOvr6+mTZumpKQkjRw5Up07d1ZycrJeeuklHT16VOnp6XrnnXdUv359RUREaOLEifaZeQMGDFC7du2y9bRx40Y1b948R/0nJycrMTFRxYoVk3R5RuE777yjQ4cOKSMjQ82bN9err74qZ2dn7dixQ+PGjbP/zQ8bNkyNGjW65nfhoYce0rPPPmvvccKECXJ3d9fLL7+shQsXauHChbLZbCpevLhGjRqlSpUqaciQIUpOTlZMTIzatm2rgQMHatKkSdq+fbusVqtq1qypkSNHysvLS7/99pveeecdOTk5qU6dOtecsdiyZUvNmDFDiYmJmjp1qsqUKaNDhw7JarVqzJgxCgwMzNG1+qszZ87IZrMpNTVVRYsWlYuLi15++eUsM7+SkpL0/fffa9myZXr22Wf1ww8/6L777rvpcwEA4HAGAADkK23atDG7d++2vz579qxp2rSpfdv+/ftNo0aNzPHjx83Ro0dNgwYNjDHGJCUlmZ49e5rExERjjDFbt241QUFBxhhjFi1aZJ577rls55oxY4Z55ZVXrttPr169zJdffmmMMeb8+fOmS5cuJiwszBw9etQEBASYn3/+2RhjzPfff2/atm1rjDFm06ZNplu3bsYYk6XH9957z3Tq1MlkZmbaX7dr184kJSWZlJQUU79+fTNp0iRjjDGrV682ISEhxhhjFi9ebF555RWTkZFhjDFm7ty55plnnjHGGNOlSxfzzTffGGOMiYiIMNWqVTNbt27N9j7uu+8+88svv1zzfUZHR5v//Oc/JjU11RhjzPLly0337t2NMca89tpr5rPPPjPGGBMXF2defvllY7Var9tX69at7Z9ZeHi4mT59+lXP27dvXxMXF5dt+3vvvWfefvvtbNvfeecdM3bsWJOenm5CQkJMZGSkMebyZ9OxY0eze/dus3XrVjNo0CBjtVqNMcZMmzbNDBgwwBiT9W9h06ZNpmbNmmbXrl3GGGM+/fRT88QTTxhjjHn00UdNWFiYMcaYvXv3mrFjx161/2HDhpkdO3Zk275p0yZTu3Zt061bNxMSEmKaNGli7r//fjNz5kz79Xr11VfNvHnzjDHGZGZmmldeecXMnj3bpKWlmSZNmpgNGzYYY4z5/fffTbdu3a77XVi4cKH9fWVkZJjmzZub6Ohos3nzZvPYY4+ZS5cu2T+LLl26GGOMGTx4sP39GmPM+++/byZPnmxsNpsxxpiJEyeasWPH2vvZsmWLMcaYZcuWmYCAAHPy5Mls7zs4ONjs27fPbNq0ydSoUcPs37/fGHP5u9a3b99s4zMyMkxAQIA5f/58lu0rV640//nPf4wxxqSlpZlBgwaZ6tWrmwceeMCMGTPGhIeHZxn/5ZdfmocfftgYY8wnn3xievXqdZVPCwCAvI8ZWQAA5HM7d+6Uv7+//VbDatWqqW7duoqIiMgyu8PLy0vTp0/XTz/9pKNHjyoyMlIpKSnXre3k5CSbzXbN/cnJydqzZ4/mzJkjSfL29lb37t21YcMGVa9eXW5ubgoODpYk1ahRQ+fPn7/h+6lXr16WW56aNWtmv62uZMmS9noVKlSw1wsPD9e+ffvUo0cPSZLNZlN6erri4+N1+PBhdevWTZLUsGHDq97ilpP3Wr58eY0bN07ffvutjh07pp07d9qvX/v27TVixAj9/vvvatq0qV5//XU5OTldsy9J6tSpk5577jm1bt1azZo10xNPPJHtnOfOnVNaWppKlSp1w+t2hcVikYeHh6KiohQTE6OhQ4fa96WnpysyMlI9e/aUj4+PFixYoOjoaEVERKho0aJXrVexYkXVqVNHklS9enWtXLlSkhQSEqI333xT69atU7Nmza56K6DNZtMff/yhcePGXbX2X28tXLx4sT744AOFhITIxeXyf6L+/PPP2rdvnxYuXCjp8m2Kbm5u2r9/vzw8POx/C3Xr1tWKFSu0fv36a34XOnfurP/+979KSEjQzp07VbVqVZUvX15z587VkSNHssxMTExMVFJSkiRlmSUXHh6ulJQU/fLLL5KkjIwM3XXXXYqMjJSHh4caN24sSbr//vvt64xdT7ly5VStWjVJUs2aNbVq1apsY67MhLzatb3yPXFzc9OUKVN06tQpbdmyRVu3btVrr71mn1EoSQsWLNBjjz0mSfaZkLt377Z/tgAA5BcEWQAA5HM2m00WiyXbtszMzCzbjh8/rj59+qh3794KCgpShw4dtHHjxuvWrlevnubPny+bzZblf6h///13LViwQCNGjLhqP1fO7e7ubu/NYrHkaIH4woULZ3nt5uaW5fWVkOOvrFarnn32WfXs2VOSlJaWlmVx7L+e91rrAtWtW1e7du1Sy5Yts2z/8MMPVblyZVWoUEEDBw5Uv3791KJFCzVo0MAe0LRr107169fX5s2btXnzZk2dOlXLly+/bl+vvvqqevbsqU2bNmnp0qX66quvtGDBgiznDg8PV+vWra95ra5mz549euSRR2Sz2VSsWLEsa1CdOXNG3t7eWrdunSZNmqTQ0FC1a9dOfn5+9vXK/u6v1/uvn+Gjjz6qdu3aaePGjdqwYYOmTp2q1atXZ/m8tm/frnr16mX7+7yahx9+WDt37tSgQYO0cOFCOTs7KzMzU1OnTpWfn5+ky7caOjk5XXVB+wMHDig9Pf2a3wVPT0+1b99eK1eu1G+//aaHH35Y0uW/nR49eujll1+2vz5z5oyKFCkiKevfo9Vq1RtvvGG/VTI5OVkZGRlX7Scn608VKlTI/vu1vh9OTk4qWrSozp07J29vb/v2s2fP2m/BXLx4sUqWLKnWrVvbF85/5pln1K5dO7355pvat2+fjhw5ohkzZuizzz6TdPl79eWXX9qDLgAA8gueWggAQD4XGBioAwcOaM+ePZKkP//8Uzt27FDjxo3l7Owsq9UqY4z27NmjkiVL6tlnn1WLFi30008/XXcGknR5Nkq5cuU0ceJE+0yiM2fOaOzYsSpXrpy8vb1Vo0YNzZ8/X9LlpxF+++23WdaZuh1atGihRYsW2dd7mjJlioYPHy5fX18FBARo6dKlkqTdu3crKirqqjWeeuopzZ8/X7/++qt9288//6x58+bpnnvuUUREhOrWravQ0FAFBQVp3bp1slqtkqSXXnpJP/zwg7p06aLRo0fLw8NDMTEx1+wrIyNDbdq0UWZmpvr06aNRo0YpMjIyW/i4fv36q647dTXGGC1cuFBxcXHq2LGjqlSpIicnJ33//feSLgeZXbp00f79+7V582a1bdtWffr0Ua1atbK8lysB0o089NBDOnDggHr06KGxY8cqMTFRCQkJ/7h/SXrttdcUExNjD/RatGihL774QsYYpaWl6ZlnntH8+fNVpUoVZWZmasuWLZIuf679+vVTw4YNr/ldkKSePXtq6dKl2r17t72v4OBgfffdd4qPj5ckzZs376qz4670M2fOHGVkZMhqtWrEiBF6//33Vb16daWnp9uD4bVr12Z7YuC/ERwcrK+++sr+fT137pyWL1+eJXSdPHmyTp06ZX998OBBVahQQV5eXpo/f74eeOAB/fzzz/rxxx/1448/atq0aVqzZk2WYwAAyA+YkQUAQD7n6+ur999/X6NHj1Z6erqcnJw0adIklS9fXhkZGapevbq6dOmiBQsW6JtvvtF9990ni8Wixo0bq2jRoledTXKFxWLRtGnT9N577+n++++Xi4uLbDabevTooX79+kmS3nvvPY0ZM8a+iHy3bt10//3369ixY7frEuiRRx7R6dOn7beHlSlTxj5b6r333tOIESM0d+5c+fn5qVKlSlet4e/vr+nTp+v999/XuHHjZLPZVKJECc2YMUOVK1dWkSJFtG7dOnXq1Ek2m02tW7dWYmKiUlJSNHDgQI0aNUrz5s2Ts7OzQkJC1KBBAwUGBl61ryuLkw8aNEguLi6yWCwaP358ltlPaWlpiomJUZUqVa75vr/77jtFRETIYrHIZrPJ399fc+bMsc+Kmj59usaNG6dPPvlEmZmZGjx4sOrWravChQtryJAh6tq1qzIzM9W8eXOtX79exhgFBgZq+vTpevHFF9W7d+9rnnvo0KEaN26c3n33XVksFg0aNEh33313ljG//vqrXnnllRx8gpcVK1ZMgwcP1n//+1/7rYtvv/22unbtqoyMDLVo0UJPPPGEXFxcNHXqVI0bN06XLl2Sq6urpk6det3vgnR51p3NZlOnTp3s16hVq1YKDQ1VaGioLBaLvL299dFHH121vxdeeEETJ07U/fffb1/s/bXXXpObm5umTZum0aNHa/LkyapZs6Z9tlRuGDVqlCZOnKguXbrYZ3o9+OCD6t69u6TLs9nS0tL01FNP2QNnf39/ffbZZzp79qzWr1+fZWaedDmUq1mzpubOnavBgwfnWq8AANxqFpOTOf4AAAAAAACAg3FrIQAAAAAAAPIFgiwAAAAAAADkCwRZAAAAAAAAyBcIsgAAAAAAAJAvEGQBAAAAAAAgXyDIAgAAAAAAQL7g4ugG8pPExIuy2Yyj2wAAAAAAAMj3nJws8vHxvKljCLJugs1mCLIAAAAAAAAchFsLAQAAAAAAkC8QZAEAAAAAACBfIMgCAAAAAABAvkCQBQAAAAAAgHyBIAsAAAAAAAD5AkEWAAAAAAAA8gWCLAAAAAAAAOQLLo5uALnr4sVkffLJNP3++3Y5O7uoSJEiGjjwZVWrds9N1/r222WaPXum2re/T0eORGnYsFHy9S15C7q+7J13RiswsIE6dep6y84BAAAAAADyL4KsAsRms2nIkJdUv36QPv/8a7m4uGjHjm0aMuRFzZ27SEWLFrupeuvWrdGIEW+qUaMmt6hjAAAAAACAnCPIKkB27NimU6fi9OSTz8jJ6fJdo/XrB2nEiDdks9n01VeztXZtmJycnNSwYRMNGPCiTp8+pREjhsjfv7IOHPhTxYuX0NixE7R06SJFRu7Vu+9O0KBBQ/TuuxP10UcztHPndoWFrdT58+fUvHlLxcefUaFCHjpwYL+Sk5PUv//zWrNmlQ4dOqDg4NZ64YWXZbVa9fHHH2jnzu2yWm3q1KmLevV6VMYYTZ06RZs2bZSvr69sNpsCAxs4+CoCAAAAAIC8iiArF23ac1Ibd5+8JbVb1Cmt5rVLX3fMgQN/qmrVAHuIdUXTpi3066+btHHjBn322Ry5uLjo9ddf0/LlS9WsWQsdOnRQw4e/oYCAezRy5KtauzZM/fo9re3bt+qJJ/qrfv0gSRPt9c6cOa25cxfLxcVF77wzWvHxZzRjxucKC1up8ePf0vz538jd3V33399J/fo9rXXrVkuSZs+ep/T0dL3yykDdc08NJSSc1YEDf2ru3EVKSkpSaGjvXL9uAAAAAACg4CDIKkCcnCxyc3O/6r7t27eqXbuOKlSokCSpc+duCgv7Xs2atZCPT3EFBFxeQ8vfv4ouXLhw3fMEBNwjF5f//ek0adJMklSq1N2qVKmyfHyKS5K8vb2VlHRB27ZF6ODBA9q+fZsk6dKlFEVFHdLRo4fVqlUbubi4yMfHR02aNP93FwAAAAAAgAJuTUS0ihR2VbNa15/sUlARZOWi5rVvPGvqVrrnnhpatmyJjDGyWCz27TNmTNP27REKCfnfIurGSFZrpiTJzc0tSx1jzHXP4+6eNSxzdXW1/+7s7JxtvNVq04ABL6pVq3slSefOnZOHh4c+/vgD/fVUVzsWAAAAAABclpiUpiXhUWrfsLyjW3EYpxsPQX5Rt26gfHyKa/bsmbJarZKk3377VatWfauePfto3bo1SktLVWZmplat+vb/bxm89Ro0CNK33y5XZmamUlJSNGDAk9q7d4+Cghrpxx9/UHp6ui5cuKDffvv1tvQDAAAAAEB+9NPOWNlsRq0Dyzq6FYdhRlYBYrFYNGHCe/roo3fVt28vubi4qGjRYpo8+QMFBNzz/wvB95XVmqlGjZqoR49eOnPm9C3v6/77H1JsbIz69esjq9WqTp262kO0yMh96tu3l4oXLyE/P/9b3gsAAAAAAPlReoZV4TtPqF5VX91VzMPR7TiMxdzoPjJdvtVszpw5+vrrr3XixAmVKVNGjz76qB577DH7LWyJiYmaNGmSwsPDlZqaqqCgIA0fPlz+/lnDibVr12ratGk6cuSISpYsqT59+uiJJ57IciucI2rlxNmzybLZbni5AAAAAAAActWGXSf0Rdh+vfZIoO6p6OPodnKFk5NFJUp43dwxORk0bdo0TZgwQV26dNGMGTPUtWtXjRs3Th9//LEkyWq1qn///tq8ebNGjBih8ePH6+TJk+rbt6/OnTtnr7N+/Xq9+OKLqlu3rqZNm6ZOnTpp8uTJ+vTTT+1jHFELAAAAAAAgrzLGaN22GJUr6aVqFYo5uh2HuuGthZcuXdKsWbPUu3dvDRw4UJLUtGlTRUdH68svv9Tzzz+v1atXa/fu3VqyZIlq164tSQoKClK7du00d+5c+3GTJ09Wq1atNGbMGElScHCwMjIyNH36dD3++OPy8PBwSC0AAAAAAIC8an/0OcWeuah+IfdkuQvtTnTDGVlubm6aP3++nnnmmWzb09PTZYzRL7/8ojJlytjDIkny9fVVUFCQwsPDJUmxsbE6cuSIOnTokKVOSEiIUlJSFBERIUm3vRYAAAAAAEBe9sPWGHl5uKpJzVKObsXhbhhkOTs765577lGpUqVkjFFCQoIWLFigZcuW6ZFHHpHFYlFUVJQqVaqU7Vg/Pz9FRUVJkv3n38dVrFgxy/7bXQsAAAAAACCvOp2Yol2H4tU6sKxcXZwd3Y7D3dRTCzds2KD+/ftLkmrWrKmnnnpKkpSUlKTSpUtnG+/p6amUlBTZbDYlJydLkry8vLKNkWTff7trOTnlaJkwAAAAAACA227d9lg5OVnUJrCso1vJE24qxalSpYrmzJmjiRMn6vz58+rRo4fi4+N1vQcfXrl302azZXn99/1Xft7uWgAAAAAAAHnRpbRMbdx9Ug2r3yWfIu6ObidPuKkZWWXLllXZspcTwNq1a6tTp05avHixihQpoosXL2Ybn5ycLE9PTzk5Ocnb29u+7a+SkpIkSUWKFLH/vJ21AAAAAAAA8qKNe04qNd2q9kHlHd1KnnHDJCchIUHLly/XqVOnsmyvXLmyChcurJMnT6pSpUo6evRotmOPHTumypUrS/rfelbHjh3LMiY6OlqS5O/vbx93O2sVJCdPnlDr1k0UGtpHoaF99MgjD2rcuLeUkHD2H9UbN+4txcWdlCQ99FBXnTx5IjfbBQAAAAAA12CzGa3fFqsqZYuqUmlvR7eTZ9wwyEpLS9PQoUM1b968LNu3bt2qlJQUVa9eXcHBwYqNjdWePXvs++Pj47Vt2za1aNFCklShQgX5+fkpLCwsS52wsDAVLlxY9evXl6TbXqug8fUtqS+++FpffPG1vv56qYoXL6HXXx/6j2rt2LHturdnAgAAAACAW2N31FmdPndJ7YLKObqVPMV59OjRo683oEiRIjpz5ozmzZsnY4ysVqvCw8P11ltvyd/fX6NGjVJAQIDWrVunJUuWyMfHR9HR0Ro5cqRsNpvGjx8vDw8PSZKPj49mzpyp48ePy83NTUuXLtWsWbM0cOBANWvWTNLl2VS3u1ZOXbqUrryc6yQnJyksbKV69uwj6fI6YHXrBurjjz9UkybN9f333+mDDybrm2+W6OTJ4woKaiyLxaIZM6Zp5syPNW/eVwoPX68mTZppyZJF2rRpg377bbPatu2gb79dplOn4jR79kwtXDhP1avX1F133aUFC+Zq8uTx+vbbb3TgwH41b97SwVcBAAAAAID8b87aP2UzRn3vqyanArrOt8ViUeHCbjd1TI7WyBo1apT8/Py0ZMkSzZgxQz4+PuratateeuklubtfXmxs1qxZGj9+vN5++21ZLBY1aNBAH3zwgYoXL26v06VLF2VkZGjmzJlauXKlSpcuraFDh6pfv372Ma6urre9Vm7JOLBJGX9uyPW6kuRaraVcA5rf/HGuripfvrwOHvxTf/4ZqU8//UoWi0Vjx76htWvDVLNmbUVHH9Unn8yWk5OTxo59Q2vWhOnxx0O1YsVSTZ78gYoWLSZJ8vPz14gRb2rp0oWaP3+O3nprnObO/ULLl6+Wk5OTJkwYqzNnTqtkybty++0DAAAAAHDHiD2drMhjiXqodWU5s753FjkKslxdXfXEE0/oiSeeuOaYu+66S1OmTLlhrQceeEAPPPDAdcc4olbBZtHixQt07lyinnzycUlSWlqqSpW6Wx07dtLAgS/ru++WKzr6mPbu3aOyZa8+bbFly9aSpEqVKis8/Ec5OzurVq06euqpvgoObqXevR8lxAIAAAAA4F/6YVuM3Fyc1LJuGUe3kufc1FMLcX2uAc3/0aypWykjI0MxMccUGBikDh3uU+/ej0m6/IRHZ2dn7d8fqdGjR6p37z5q06atnJ2drrkulrOzs/33K2PGj39Xe/fu0ZYtmzV48It6442xCgxscOvfGAAAAAAABVBSSrq27Dul5rXulpeHq6PbyXOYn1aA2Ww2zZo1QzVq1Fbnzt20Zs0qpaSkKDMzU8OHD1Z4+Hr9/vt2BQY20P33P6Ty5Sto8+aNstlski4HV1ar9Zr1ExMT9dhjD8vfv4qeeupZNWzYWFFRB2/X2wMAAAAAoMD5+fcTysi0qW1QeUe3kicxI6uAiY8/o9DQy4u922xWVa1aTaNHvyNvb28dOnRA/fuHymazqnHjZgoJ6aL4+DMaMeJV9e3bS5JUrVp1nTx5QpLUrFmwhgx5Se+999FVz+Xj46Nu3R7Q00/3lbt7IVWoUFGdO3e/PW8UAAAAAIACJtNq0487YlWzUnGV9fV0dDt5ksVc6z4yZHP2bLJsNi4XAAAAAADIfVv2xWnmt/s06OE6qlPZ19Ht3HJOThaVKOF1c8fcol4AAAAAAABwE37YGqtSxQurln8JR7eSZxFkAQAAAAAAOFjU8fM6cvKC2jUoJyeLxdHt5FkEWQAAAAAAAA72w7YYebi7qHntux3dSp5GkAUAAAAAAOBACRdStW3/GbWsW1qF3Hgu3/UQZAEAAAAAADjQTzuPy8iobf1yjm4lzyPIAgAAAAAAcJC0DKvCdx5XYNWS8i3m4eh28jzmqxUgJ0+e0COPPCg/P39JkjE2Xbx4USEhXfTkk884uLucW7XqO+3cuV0jR452dCsAAAAAANxSW/bG6WJqptoHMRsrJwiyChhf35L64ouv7a/j48+od+8H1LZtB/n5VXJgZwAAAAAA4K+MMVq3LVYV7vJSQPlijm4nXyDIKuDi4+NljFHhwoU1Z84X+umnH2S12tS4cRM999yLslgsWrhwnpYvXypnZ2fqsKG2AAAgAElEQVQ1axasAQNeVELCWU2YMFanTsXJ2dlZ/fs/r6CgRurRo4s+/3yeihcvoQsXzuvxx3tp6dKV2rYtQrNmfaLMzEyVLl1WQ4eOVNGixfTQQ11Vo0YtHTz4pz7++DNt2bJZixfPl81mVK3aPXrllaFyd3fX6tXf68svZ8nT00t33323PDwKO/rSAQAAAABwS+07lqjj8Rf1ZOfqslgsjm4nXyDIykW/ndyuX09uvSW1m5ZuqMalG9xwXHz8GYWG9lF6eprOnz+ne+6pqXHj/qvDh6P055+R+vTTr2SxWDR27BtauzZMFSpU1LJlS/TZZ3NUqFAhDR78ovbvj9S8eV+qfv0g9e79mI4fj9WAAU/p88/nqU2bdvrpp3Xq0aOXwsN/VMuWbZSUlKRPPpmqDz/8RN7e3lq+fKmmT/9Iw4aNkiQ1adJMY8aM1+HDUfruu+WaPn223N3d9cknUzV//hx16dJd06d/qM8//1re3kX12muDCLIAAAAAAAXeuq0x8i7sqkbVSzm6lXyDIKuAuXJroc1m09SpU3T06BE1bNhYH3/8ofbt+0NPPvm4JCktLVWlSt2ts2fPqnnzYHl5eUmSPvjgY0nSjh1bNXTo65KksmXLqUaNWtq37w917BiiDz98Tz169NK6dWvUv/8A7dv3h06ditOLLz4rSbLZrPL2LmrvqUaNWpKknTu3KTY2Rs8800+SlJmZoYCAe7Rnzy7VqlVHxYuXkCR16BCi7dtvTSAIAAAAAEBecCohRbuizqpbcz+5uvAsvpwiyMpFjUs3yNGsqdvByclJAwa8pH79+mj+/Dmy2azq2fMR9e79mCQpKSlJzs7OWrlyhaT/TV+Mjz8jd/dCstnM3yoaWa1WVa9eU0lJFxQZuVenT59WrVp19Msv4apTp64mTpwiSUpLS9OlS5fsR7q7u0uSrFab7r23nQYNelWSlJKSIqvVqu3bI2T+cjpnZ+fcvyAAAAAAAOQh67bHytnJojaBZR3dSr5C5FeAubi46PnnB+mLL2YpIOAerVmzSikpKcrMzNTw4YMVHr5edesGasuWTfbto0eP1P79+9SgQZBWrlwuSTp+PFZ79uxSzZp1JEnt29+nyZPHqX37jpIuz7jau3ePoqOPSZK++OIzTZv2frZ+AgMbaMOGcCUmJsgYo3ffHa9Fi75WnTr1tHfvbp05c1o2m00//vjDbbpCAAAAAADcfhdTM7Rx90k1rlFKRb3cHd1OvsKMrAKuSZNmqlWrtnbt2qlWre5V//6hstmsaty4mUJCushisejBB3vq2Wf7yWYzatWqjRo2bKxKlfw1adI7WrXqO1ksFg0d+rp8fX0lSR07dtJnn32it94aL0kqUcJXw4a9oTfeGC6bzaqSJUvpjTfGZOulatUA9ev3tF588VkZY1SlSoAeeyxU7u7uGjToVQ0aNECFCnnwdEUAAAAAQIEWvvO40jKs6tiogqNbyXcsxpi/30OGazh7Nvkqt9wBAAAAAADkTKbVplenb1Y5X08N7h3o6HYcysnJohIlvG7umFvUCwAAAAAAAP7mt32ndD45ndlY/xBBFgAAAAAAwG1gjNGaiGiVLempmpWKO7qdfIkgCwAAAAAA4DbYezRBsWcuqmPDCrJYLI5uJ18iyAIAAAAAALgN1kTEqKiXmxrXKOXoVvItgiwAAAAAAIBbLOZ0svYeSVC7BuXk6kIc809x5QAAAAAAAG6xtRHRcnN1Uqt6ZR3dSr5GkAUAAAAAAHALJSalacu+UwquU0ZeHq6ObidfI8gCAAAAAAC4hX7cESubMWrfsLyjW8n3CLIAAAAAAABukdT0TP2047jqB5TUXcU8HN1OvkeQBQAAAAAAcIts3H1SKWmZuq9RBUe3UiAQZAEAAAAAANwCNpvR2q0xqlK2qCqXLerodgoEgiwAAAAAAIBbYMeBM4o/n6qOjVgbK7cQZAEAAAAAAOQyY4xWR0TrrmIeCqxa0tHtFBgEWQAAAAAAALns0PHzOnzigto3LC8nJ4uj2ykwCLIAAAAAAABy2ZqIGHkWclGL2qUd3UqBQpAFAAAAAACQi04lpmjngTNqU7+s3N2cHd1OgZKjIMtms2nBggXq1q2bAgMD1aZNG40YMULx8fH2MR9++KGqVauW7d/IkSOz1Fq7dq26d++uOnXqqG3btpo1a5aMMVnGJCYmavjw4WratKkCAwP19NNP6/Dhw9n6ys1aAAAAAAAAuWHt1hg5O1vUtn45R7dS4LjkZNCMGTP04YcfKjQ0VMHBwTpx4oQ++ugj/fbbb1qxYoW8vLy0b98+BQYGatiwYVmOLVGihP339evX68UXX1TPnj01ZMgQRUREaPLkybJarerfv78k2X8/ffq0RowYIVdXV02dOlV9+/bVypUrVaxYsVyvBQAAAAAAkBuSL2Vo0+6TalLjbhX1cnd0OwXODYOszMxMzZw5U7169dLQoUPt2ytXrqzevXtr1apV6tmzpyIjI9WlSxfVq1fvmrUmT56sVq1aacyYMZKk4OBgZWRkaPr06Xr88cfl4eGh1atXa/fu3VqyZIlq164tSQoKClK7du00d+5cDRw4MNdrAQAAAAAA5Iafdh5XeqZNHRuVd3QrBdINby28cOGCHnzwQXXt2jXL9ipVqkiSTp06pYSEBMXFxal69erXrBMbG6sjR46oQ4cOWbaHhIQoJSVFERERkqRffvlFZcqUsQdPkuTr66ugoCCFh4fnei0AAAAAAIDckJFp1frtsarlX1xlS3o5up0C6YZBVvHixTVq1Cg1aNAgy/a1a9dKkqpWrap9+/ZJkjZt2qS2bduqZs2aCgkJ0fLly+3jo6KiJEmVKlXKUqdixYpZ9kdFRWUbI0l+fn5ZxuRWLQAAAAAAgNywZe8pXbiYro6NKji6lQLrHz218PDhw5o0aZICAgLUrl07e5AVFxenN998U9OnT1e1atU0dOhQzZ8/X5KUnJwsSfLyyppIenp6ZtmflJSUbcyVcSkpKbLZbLlaCwAAAAAA4N8yxmjN1hiVv8tLNSr6OLqdAitHi73/VWRkpJ5++mm5urpq2rRpcnFxUefOnVWlShW1bNlSLi6XS7Zs2VKJiYl6//331bNnT3toZLFYstS78vrKz78/dfBqY3OzFgAAAAAAwL+153CCTsRf1FNdqpM53EI3NSPrhx9+UJ8+feTu7q65c+eqQoXLU+XKli2re++91x5iXdGmTRudO3dOcXFx8vb2lvS/2VJXJCUlSZKKFCli/3nx4sVs505OTpanp6ecnJxytRYAAAAAAMC/tSYiWsW83NSoeilHt1Kg5TjJ+fzzz/XCCy+oSpUqWrRokfz8/Oz7wsPDFRYWlu2YtLQ0SVKxYsXsa1UdO3Ysy5jo6GhJkr+/v6TL614dPXo0W61jx46pcuXK9jG5VQsAAAAAAODfiD6VpMhjiWofVF4uzkyauZVydHXnz5+vCRMmqE2bNpozZ45KlCiRZX9YWJiGDRums2fP2rdZrVaFhYWpTp068vT0VIUKFeTn55ct8AoLC1PhwoVVv359SVJwcLBiY2O1Z88e+5j4+Hht27ZNLVq0kKRcrQUAAAAAAPBvrImIlrubs1rVK+PoVgo859GjR4++3oC4uDj1799fJUuW1LBhw5SQkKC4uDj7P2OM6tSpo8WLF2vDhg0qXry4jh49qrffflt//PGH3n33XZUpc/mD9PHx0cyZM3X8+HG5ublp6dKlmjVrlgYOHKhmzZpJujybat26dVqyZIl8fHwUHR2tkSNHymazafz48fLw8Mj1Wjl16VK6rrPsFgAAAAAAuMMkXEjVl6v/VKt6ZVQ/4C5Ht5OvWCwWFS7sdnPHmOutiC5p3rx5GjNmzDX3P/300xoyZIgiIyM1ZcoU7d69W6mpqapdu7ZeeuklBQUFZRm/bNkyzZw5UzExMSpdurT69Omjfv36ZRlz+vRpjR8/Xhs2bJDFYlGDBg00dOhQ+y2Dt6JWTpw9myybjSQLAAAAAABctuinQ1oTEa2JzzSVb7GbmzBzp3NysqhECa+bOuaGQRb+hyALAAAAAABckXwpQ69O36x6VXz1TLeajm4n3/knQRYrkAEAAAAAAPwD67bFKC3dqs5NKzq6lTsGQRYAAAAAAMBNupSWqXXbYhVY1VflSt7crCL8cwRZAAAAAAAAN+mnnceVkpapLs38HN3KHYUgCwAAAAAA4CakZ1i1NiJaNSsVV6XS3o5u545CkAUAAAAAAHATNuw6oQspGerKbKzbjiALAAAAAAAghzKtNoX9Fq2AckUVUL6Yo9u54xBkAQAAAAAA5NDmP+KUmJTG2lgOQpAFAAAAAACQA1abTat+PaaKdxdRzUrFHd3OHYkgCwAAAAAAIAe2Rp7W6XOX1KWpnywWi6PbuSMRZAEAAAAAANyAzRh9/+sxlfX1VGCAr6PbuWMRZAEAAAAAANzAzgPxOh5/UZ2bVpQTs7EchiALAAAAAADgOowxWvnrUd1VzEMNq9/l6HbuaARZAAAAAAAA17H3SIKOxSWpU9OKcnYiSnEkrj4AAAAAAMB1rNx8VD5F3NWs1t2ObuWOR5AFAAAAAABwDX9GJ+pA7HmFNK4gF2diFEfjEwAAAAAAALiGlb8ek3dhV7WsW8bRrUAEWQAAAAAAAFd15OQF7T2SoA6NKsjN1dnR7UAEWQAAAAAAAFe1cvNRFXZ3UZvAso5uBf+PIAsAAAAAAOBvYs8ka+fBeLULKicPdxdHt4P/R5AFAAAAAADwN9//ekzubs5qF1Te0a3gLwiyAAAAAAAA/uJUYooiIk+pTWBZeXm4Orod/AVBFgAAAAAAwF+s+vWYnJ2c1LEhs7HyGoIsAAAAAACA/5dwIVWb/4hTy7qlVdTL3dHt4G8IsgAAAAAAAP5f2G/RkqSQxhUd3AmuhiALAAAAAABA0vmL6dqw64Sa1rpbJYoWcnQ7uAqCLAAAAAAAAElrI6KVabWpcxNmY+VVBFkAAAAAAOCOl3wpQz/uPK6G99ylUsULO7odXANBFgAAAAAAuOOtiYhWWrpVXZr6OboVXAdBFgAAAAAAuKOdOXdJayJi1KRmKZW7y8vR7eA6CLIAAAAAAMAdbfFPh+TkJD3UqrKjW8ENEGQBAAAAAIA71p/Ridr25xl1alxRxb15UmFeR5AFAAAAAADuSDab0fx1B1Xc210dG1dwdDvIAYIsAAAAAABwR9q456SiTyfr4dZV5O7q7Oh2kAMEWQAAAAAA4I5zKS1T3/wcpSrliqpR9bsc3Q5yiCALAAAAAADccb7bfFQXUjL0SNuqslgsjm4HOZSjIMtms2nBggXq1q2bAgMD1aZNG40YMULx8fH2MYmJiRo+fLiaNm2qwMBAPf300zp8+HC2WmvXrlX37t1Vp04dtW3bVrNmzZIxJssYR9QCAAAAAAB3hlOJKfpha4ya175blUp7O7od3ASL+XvycxXTp0/Xhx9+qNDQUAUHB+vEiRP66KOP5OLiohUrVsjDw0O9e/fW6dOnNWTIELm6umrq1Kk6d+6cVq5cqWLFikmS1q9fr+eff149e/ZU+/btFRERoU8//VSvvPKK+vfvL0myWq23vVZOnT2bLJvthpcLAAAAAADkYR8t3a19xxI1vn8TFfNyd3Q7dywnJ4tKlPC6qWNcbjQgMzNTM2fOVK9evTR06FD79sqVK6t3795atWqVPD09tXv3bi1ZskS1a9eWJAUFBaldu3aaO3euBg4cKEmaPHmyWrVqpTFjxkiSgoODlZGRoenTp+vxxx+Xh4eHVq9efdtrAQAAAACAO8O+ownaeTBePVr5E2LlQze8tfDChQt68MEH1bVr1yzbq1SpIkk6deqUfvnlF5UpU8YeFkmSr6+vgoKCFB4eLkmKjY3VkSNH1KFDhyx1QkJClJKSooiICEm67bUAAAAAAMCdwWqzaf76g/ItWkgdGpZ3dDv4B24YZBUvXlyjRo1SgwYNsmxfu3atJKlq1aqKiopSpUqVsh3r5+enqKgoSbL//Pu4ihUrZtl/u2sBAAAAAIA7w4bfT+j4mYvq2aaKXF2cHd0O/oF/9NTCw4cPa9KkSQoICFC7du2UlJQkL6/s9zR6enoqJSVFNptNycnJkpRtnKenpyTZ99/uWgAAAAAAoOC7mJqhZb8cUbXyxdSgWklHt4N/6KaDrMjISPXt21eurq6aNm2aXFxcsj0p8K+uPMLySmj090daXnl95eftrgUAAAAAAAq+bzce1cXUDD3SriqZQD52U0HWDz/8oD59+sjd3V1z585VhQoVJElFihTRxYsXs41PTk6Wp6ennJyc5O3tbd/2V0lJSfYajqgFAAAAAAAKtpNnL+rHHbFqWbeMKpQq4uh28C/kOMn5/PPP9cILL6hKlSpatGiR/Pz87PsqVaqko0ePZjvm2LFjqly5sn3MlW1/FR0dLUny9/d3SC0AAAAAAFCwLfzxkNxcnfRAsL+jW8G/lKMga/78+ZowYYLatGmjOXPmqESJEln2BwcHKzY2Vnv27LFvi4+P17Zt29SiRQtJUoUKFeTn56ewsLAsx4aFhalw4cKqX7++Q2oBAAAAAICCa3fUWe2OOquuzSrJ29PN0e3gX3IePXr06OsNiIuLU//+/VWyZEkNGzZMCQkJiouLs/8zxqhu3bpat26dlixZIh8fH0VHR2vkyJGy2WwaP368PDw8JEk+Pj6aOXOmjh8/Ljc3Ny1dulSzZs3SwIED1axZM0mXZ1Pd7lo5delSuq6z7BYAAAAAAMhDMq02Tf1mjzwLueipLjXk5MTaWHmJxWJR4cI3Fy5azPVWRJc0b948jRkz5pr7n376aQ0ZMkSnT5/W+PHjtWHDBlksFjVo0EBDhw613+Z3xbJlyzRz5kzFxMSodOnS6tOnj/r165dljCNq5cTZs8my2UiyAAAAAADID37YGqP56w/qxR51VK+qr6Pbwd84OVlUooTXTR1zwyAL/0OQBQAAAABA/pCUkq7hM7aoUukieqVXPZ5UmAf9kyCLx/YBAAAAAIACZ/nGI0pNt6p326qEWAUIQRYAAAAAAChQYs8kK3zncbUOLKOyJW9uxg/yNoIsAAAAAABQYBhjtGD9QRV2d9H9wTe/PjbyNoIsAAAAAABQYOw6dFb7jiaqW4tK8vJwdXQ7yGUEWQAAAAAAoECw2mxaHH5IpYoXVpvAso5uB7cAQRYAAAAAACgQftl9UifPpujh1pXl4kzkURDxqQIAAAAAgHwvNT1Ty385oirliiqwqq+j28EtQpAFAAAAAADyvdW/RevCxXT1alNFFovF0e3gFiHIAgAAAAAA+dq55DStiYhRULWSqly2qKPbwS1EkAUAAAAAAPK1FRuPKNNqU4/WlR3dCm4xgiwAAAAAAJBvnYi/qA27TqhNYFmV8ins6HZwixFkAQAAAACAfGtJeJQKuTmra3M/R7eC24AgCwAAAAAA5Et/Rifq90Px6tSkoooUdnN0O7gNCLIAAAAAAEC+YzNGi346JJ8i7mofVN7R7eA2IcgCAAAAAAD5zrb9p3XkZJIebOkvN1dnR7eD24QgCwAAAAAA5CsZmTYtCY9SuZJealrzbke3g9uIIAsAAAAAAOQrP+2IVfz5VPW8t7KcnCyObge3EUEWAAAAAADINy6mZui7zUdVs1Jx1apUwtHt4DYjyAIAAAAAAPnG978eU0pqph5uXdnRrcABCLIAAAAAAEC+EH/+ktZti1WzWnerQqkijm4HDkCQBQAAAAAA8oVlGw7LYpEeaOnv6FbgIARZAAAAAAAgzzsWl6Rf955S+6DyKu5dyNHtwEEIsgAAAAAAQJ5mjNGinw7Jy8NVnZpUdHQ7cCCCLAAAAAAAkKftOZygyGOJ6trcT4ULuTi6HTgQQRYAAAAAAMizbDajxeGHdFcxD7UJLOvoduBgBFkAAAAAACDP2rTnpI6fuagerSvLxZkY407HXwAAAAAAAMiT0jKsWvbLYfmX8VZQtZKObgd5AEEWAAAAAADIk9ZujdG55HT1bFNFFovF0e0gDyDIAgAAAAAAec75i+kK23JMgVV9FVC+mKPbQR5BkAUAAAAAAPIUY4y+Wr1fmVabHmpd2dHtIA8hyAIAAAAAAHnKxj0ntfNgvB5sWVmlS3g6uh3kIQRZAAAAAAAgz4g/d0nz1x1UtfLF1KFReUe3gzyGIAsAAAAAAOQJNpvRZ99HSpKe7FJdTizwjr8hyAIAAAAAAHnC2q0xOhBzTn3aBci3qIej20EeRJAFAAAAAAAcLvZ0sr7ZEKXAqr5qXvtuR7eDPOqmg6zk5GS1bdtW8+fPz7J96dKlqlatWrZ/oaGhWcZFRESod+/eqlevnoKDg/Xee+8pPT09y5jU1FRNmDBBwcHBqlu3rh599FHt2rUrWy+5WQsAAAAAADhGRqZNM7/bp8LuLvpPyD2ycEshrsHlZgYnJiZqwIABio2NzbYvMjJS5cqV07vvvptle5EiRey/7969W08++aRat26t5557TgcOHNAHH3ygc+fOacyYMfZxr776qrZs2aIhQ4bI19dXs2fPVmhoqJYtWyY/P79crwUAAAAAABxn+cbDij2TrBd71JF3YTdHt4M8LEdBljFGq1ev1oQJE5SamnrVMfv27VPt2rVVr169a9b54IMP5Ofnpw8//FAWi0WtWrVSoUKFNG7cOPXv31/lypXTrl27tHbtWn3wwQe67777JEnNmzdXhw4dNGPGDI0fPz7XawEAAAAAAMc4EHNOq7dEq2Xd0qpX1dfR7SCPy9GthcePH9fgwYPVokULzZ49O9t+Y4z279+v6tWrX7NGenq6fvvtN7Vv3z7LFMGQkBDZbDb9/PPPkqQNGzbI1dVV9957r31MoUKF1KZNG4WHh+d6LQAAAAAA4BiX0jL12cp9KlG0kHrdW9XR7SAfyNGMLB8fH61Zs0bly5e/6m2FR48e1cWLFxUZGalOnTrp2LFjKlWqlB5//HGFhobKYrEoJiZGGRkZqlSpUpZjfX195enpqcOHD0uSoqKiVLZsWbm5ZZ1K6Ofnp4SEBCUmJiohISHXavn4+OTkEgAAAAAAgFy28MeDOns+VUMfrS8P95ta/Qh3qBz9lXh6esrT0/Oa+yMjIyVJ0dHReuWVV1S4cGGtXbtWEydO1NmzZzVkyBAlJSVJkry8vK5aPzk5WZKUlJR01XNd2ZacnJyrtQiyAAAAAAC4/X4/GK8Nu04qpEkFBZQv5uh2kE/kStzZqFEjTZ8+XY0bN7aHRM2aNVN6ero+//xzPfHEE7LZbJJ0zScPXNlujLnu0wksFkuu1gIAAAAAALfXhZR0fREWqXIlvXR/C39Ht4N8JEdrZN2Ir6+v7r333myzn+69915lZmbq0KFD8vb2liT7bKm/unjxon12VZEiRa465sq2IkWK5GotAAAAAABw+5j/a+/Ow6Mq7/eP3zOZmSRkgxBZwxIDCTtBFlFABVzAWhHFBbGUlrqLS7WL7WWLtF9UftViW21FoYtrrVZBrEUsm+CCoAICyr4EZAkJ2SeznOf3R5IhQxYmGJzM5P3ymuvMnOWZzxzPw2FuznnGGP39nS9VVuHTLd/tI6ejSaIJtBBNcrSsXbtWr7/+eq351b9w2KZNG3Xt2lUOh0N79uwJWicvL0+lpaXKzMyUJGVkZOjgwYPyeDxB6+3du1dpaWlKSUlp0rYAAAAAAMC3Z82mQ/pse56uviBT6e1qDxkENKRJgqyPPvpIv/jFL7Rt27ag+YsXL1aHDh3UvXt3uVwuDRs2TEuXLpXf7w+s884778hut+v888+XJI0aNUoej0fLli0LrON2u7V8+XKNHDlSkpq0LQAAAAAA8O3IO16ul97bpqwurXXp0C7hLgcRqEnGyLrxxhv16quv6o477tDdd9+tlJQULVy4UCtWrNDvf/97OZ1OSdKdd96pqVOn6o477tCNN96o7du3a+7cuZo0aZK6desmSRo8eLBGjhypBx98UMeOHVPHjh21YMEClZSU6NZbbw28Z1O2BQAAAAAAzizLGM1/u/LH4n70nd6y2xm3Go1nM8aYxmyQm5ursWPHaubMmZo8eXJg/v79+/XEE0/ok08+UVFRkbKzs3Xbbbdp7NixQduvXLlSc+fO1Y4dO5SamqoJEyZoxowZgbBLqhzDas6cOVqyZIk8Ho/69eunBx54QAMHDjxjbYXi2LESWVajdhcAAAAAAJD034/36dXlO/SDy3tp1IBO4S4HzYDdblPbto27vbTRQVZLRpAFAAAAAEDj5R4t0ay/faL+Z7fVXVf3l83G1Vg4vSCLnwYAAAAAAABnjNdn6bm3tqhVrEPfH9eLEAvfCEEWAAAAAAA4Y/61Yof2HSnR98f3UnKCK9zlIMIRZAEAAAAAgDPi021H9d66XF08OF2Dep4V7nIQBQiyAAAAAABAk8s7Xq4Fb29Vtw5JunZ0j3CXgyhBkAUAAAAAAJqUz2/pL4s2y8jo9qv6yekgfkDT4EgCAAAAAABN6vWVO7XrYJF+ML632rWOD3c5iCIEWQAAAAAAoMl8viNPS9bu1+hzOmtIr3bhLgdRhiALAAAAAAA0ifwit+Yv3qKu7RJ1wxjGxULTI8gCAAAAAADfmM9v6S8LN8tnVY+LFRPukhCFCLIAAAAAAMA39sb7u7TjQKGmjeul9qmtwl0OohRBFgAAAAAA+EY27jymdz7apwtzOuncPu3DXQ6iGEEWAAAAAAA4bQXFFXpu8Raln5WoyWN7hrscRDmCLAAAAAAAcFr8lqVnFm2W12fp9qv6yuVkXCycWQRZAAAAAADgtCxcvUfb9h/X1Muy1bFtQrjLQQtAkAUAAAAAABpt8558vf3BHo0c0FHn9esQ7nLQQhBkAQAAAACARjleUqFnF21Wp7QETbkkK9zloAUhyAIAAAAAACGzLKN5izbL7fXrtqv6KZZxsfAtIh9zElcAACAASURBVMgCAAAAAAAhe+uDPfpy33HddEm2OqcxLha+XQRZAAAAAAAgJFv3FmjR6t06v18HjRzQMdzloAUiyAIAAAAAAKdUVOrRvEWb1aFtK910KeNiITwIsgAAAAAAQIMsY/Tc21tUVuHT7RP6Kc7lCHdJaKEIsgAAAAAAQIPeXbtfX+zK1w1jeii9XWK4y0ELRpAFAAAAAADqtfvrIr2+cqfOyTpLFw3qHO5y0MIRZAEAAAAAgDqVV/j0zMLNSkl0adr4XrLZbOEuCS0cQRYAAAAAAKjFGKPn3/1KRwvLdct3+yox3hnukgCCLAAAAAAAUNsHXxzSR5sPa8LIDGV1aR3ucgBJBFkAAAAAAOAkh/LL9MK729Sra2tdcV73cJcDBBBkAQAAAACAAK/P0l8WfiGnw66bv9tXdjvjYqH5IMgCAAAAAAAB/1qxQ/sOl+iHl/dWm6TYcJcDBCHIAgAAAAAAkqTPd+TpvXW5unhwunJ6poW7HKAWgiwAAAAAAKCC4goteHururZL1LWje4S7HKBOBFkAAAAAALRwlmX07Fub5fVZunVCXzkdxAVonjgyAQAAAABo4d7+cI++3HdcUy7JUse2CeEuB6gXQRYAAAAAAC3Y9tzjWrh6j4b3aa8R/TuEuxygQQRZAAAAAAC0UKVur+Yt2qy0lDh977Js2Wy2cJcENKjRQVZJSYnGjh2rl19+OWi+2+3Wo48+qlGjRmngwIGaMmWKNmzYUGv7tWvX6oYbblBOTo5GjRqlJ554Qh6PJ+xtAQAAAADQkhhj9Lf/fKnjJR7dOqGv4mMd4S4JOKVGBVkFBQW6+eablZubW2vZT37yE73++uu666679MQTT0iSpk2bpj179gTW2bhxo6ZPn66zzjpLTz75pKZOnaoFCxbot7/9bVjbAgAAAACgpVnx+UGt33ZU11yYqYyOyeEuBwiJzRhjTrWSMUb//e9/9eijj8rtduv48eOaOXOmJk+eLEnasGGDrrvuOj355JMaN26cpMoroS699FKNGDFCjzzyiCRp+vTpOnLkiBYtWhS4XPH555/X7NmztXTpUqWnp4elrVAdO1Yiyzrl7gIAAAAAoFnLPVqi3/x9nbK7tNa91w2UnVsKEQZ2u01t2yY2bptQVjpw4IDuv/9+jRw5UgsWLKi1fNWqVXI6nRozZkxgXlxcnEaPHq0VK1ZIkjwejz7++GNdcsklQffcjh8/XpZlaeXKlWFpCwAAAACAlqS8wqe/LNys+FiHpl/RhxALESWkG2DbtGmjJUuWqEuXLnXeVrhz50517txZLpcraH737t2Vn5+vgoIC5efny+v1KiMjI2idtLQ0JSQkaNeuXWFpq02bNqHsAgAAAAAAIp5ljOa/vVWHjpXpx9cPVEqC69QbAc1ISFdkJSQkqEuXLvUuLy4uVkJCQp3bSZUDxBcXF0uSEhNrXzKWkJCgkpKSsLQFAAAAAEBL8daaPfp021FdN6aH+nRPDXc5QKM1+lcL62KMafAnOm02myzLCjyvb51wtAUAAAAAQEuw/qujWrh6t0b066BLhqSHuxzgtDRJkJWUlFTn1U3V85KSkpScnBw0r6bS0tLA1VXfdlsAAAAAAES73CMlem7xFmV0TNbUcdlc2IGI1SRBVkZGhg4ePCiPxxM0f+/evUpLS1NKSoq6du0qh8OhPXv2BK2Tl5en0tJSZWZmhqUtAAAAAACiWUm5V394faPiYmN019X95XTEhLsk4LQ1SZA1atQoeTweLVu2LDDP7XZr+fLlGjlypCTJ5XJp2LBhWrp0qfx+f2C9d955R3a7Xeeff35Y2gIAAAAAIFr5LUt/fvMLHS+p0F0T+6tNUmy4SwK+kZB+tfBUBg8erJEjR+rBBx/UsWPH1LFjRy1YsEAlJSW69dZbA+vdeeedmjp1qu644w7deOON2r59u+bOnatJkyapW7duYWsLAAAAAIBo9Oqyndq6t0A/uLyXMjtzVxIin80YYxqzQW5ursaOHauZM2dq8uTJgfklJSWaM2eOlixZIo/Ho379+umBBx7QwIEDg7ZfuXKl5s6dqx07dig1NVUTJkzQjBkz5HQ6w9pWKI4dK5FlNWp3AQAAAAAQFms2fa35b2/VxUPSdePFWeEuB6jFbrepbdvERm3T6CCrJSPIAgAAAABEgp0HC/XYi5+pZ3qKfnz9QMXYm2RkIaBJnU6QxZEMAAAAAEAUKSiu0J/+vUmtE126/ap+hFiIKhzNAAAAAABECa/Pr6fe2CR3hV93XzNAifHOU28ERBCCLAAAAAAAooAxRv9Y8pV2HSzS9O/0Vnq7xt2yBUQCgiwAAAAAAKLAe+tztWbTIV05oruG9GoX7nKAM4IgCwAAAACACLdlT77++b8dGtQzTVeOzAh3OcAZQ5AFAAAAAEAEO3K8XH9+8wt1bNtKP7qij+w2W7hLAs4YgiwAAAAAACKU2+PTH1/fKEmacU1/xcc6wlwRcGYRZAEAAAAAEIEsYzR/8VYdzCvVbRP6qV2bVuEuCTjjCLIAAAAAAIhAb3+wR+u3HdV1o3uob0ZquMsBvhUEWQAAAAAARJgNO/L05vu7Nbxve106tEu4ywG+NQRZAAAAAABEkEP5ZZr31mZ1aZ+o74/rJRuDu6MFIcgCAAAAACBClFdUDu4eY7frrqv7K9YZE+6SgG8VQRYAAAAAABHAMkbPLd6iw/nluv2qfkpLiQ93ScC3jiALAAAAAIAIsHjNHn22PU/Xj+mh3t3ahLscICwIsgAAAAAAaOY+356nN1fv1vn9OujiIenhLgcIG4IsAAAAAACasa+PlerZxZvVrUOSpl6WzeDuaNEIsgAAAAAAaKbK3D798fVNcsTYddfE/nIxuDtaOIIsAAAAAACaoerB3Y8UlOuOq/qpbUpcuEsCwo4gCwAAAACAZmjR6t36fEeebhjbQ9ldGdwdkAiyAAAAAABodj7bdlSL1uzRiH4dNHYwg7sD1QiyAAAAAABoRioHd9+ijI5JmjqOwd2BmgiyAAAAAABoJsrcPv3h9U1yOey6c2J/OR0M7g7URJAFAAAAAEAzYBmjZ9/arLzj5bpjYn+lJjO4O3AygiwAAAAAAJqBhe/v1oadx3TD2J7K6tI63OUAzRJBFgAAAAAAYbb+qyN664M9Gjmgo8ac0znc5QDNliPcBQAAAAAA0JIt+zRXLy3drrM7Jet7l2YxuDvQAIIsAAAAAADCwOe39PL/tmv5pwc0ILOtbr2yL4O7A6dAkAUAAAAAwLes1O3V0298oa17CzRuWFdNuihTdjtXYgGnQpAFAAAAAMC36OtjpfrDaxuVV+jWDy/vrZEDOoa7JCBiEGQBAAAAAPAt+WL3Mf35zc1yxNj00xsHqWc6v04INAZBFgAAAAAAZ5gxRss+PaCX39uuTmmtdPc1A5TWOj7cZQERhyALAAAAAIAzyOe39NJ727XiswPK6ZGmm7/bR/GxfB0HTgc9BwAAAACAM6Sk3Kun39ikL/cd1+XDu+nqC8+W3cag7sDpIsgCAAAAAOAMOJhXOah7frFbP7qit87vx6DuwDdFkAUAAAAAQBPbtOuY/rLwCzlj7PrpjeeoR+eUcJcERAV7UzY2evRoZWdn13qsW7dOkuR2u/Xoo49q1KhRGjhwoKZMmaINGzbUamft2rW64YYblJOTo1GjRumJJ56Qx+MJWqcp2wIAAAAAoCkYY7T0k/2a+68NSkuJ10PfH0qIBTShJrsi6/jx4zp48KDuu+8+DR8+PGhZjx49JEk/+clP9NFHH+mBBx5QWlqaFixYoGnTpumNN95Q9+7dJUkbN27U9OnTddFFF+n222/Xtm3b9OSTT+r48eOaNWtWoM2mbAsAAAAAgG+qzO3Ti0u36cPNh3RO1ln60RW9FefiRiigKdmMMaYpGvrwww81bdo0/ec//1FmZmat5Rs2bNB1112nJ598UuPGjZNUeVXVpZdeqhEjRuiRRx6RJE2fPl1HjhzRokWLZKsaAO/555/X7NmztXTpUqWnpzdpW41x7FiJLKtJdhcAAAAAIIps2ZOvBf/ZquPFHn13RHd9d0R3BnUHTsFut6lt28TGbdNUb75582bFxcUFroY62apVq+R0OjVmzJjAvLi4OI0ePVorVqyQJHk8Hn388ce65JJLAsGTJI0fP16WZWnlypVN3hYAAAAAAKerwuvXi+9u0+9e+VwuR4x+8b3BmjAygxALOEOa7BrHrVu3qnXr1rr//vu1Zs0aVVRUaPjw4XrwwQeVkZGhnTt3qnPnznK5XEHbde/eXfn5+SooKFB+fr68Xq8yMjKC1klLS1NCQoJ27dolSU3aFgAAAAAAp2PHgULNX7xFhwvKdfGQdF1zYaZinTHhLguIak0WZG3ZskVHjx5VZmambrrpJuXm5upPf/qTJk+erDfffFPFxcVKSEiotV31vJKSEhUXF0uSEhNrX1aWkJCgkpISSWrStgAAAAAAaAyvz9KiNbv1n4/2KjUpVj+ZPEi9u7UJd1lAi9BkQdb//d//KSYmRgMHDpQkDRkyROecc44uv/xyLViwQMaYoFv8Tmaz2WRZVuB5fetIatK2AAAAAAAI1b7DxXpu8VblHi3RyAEdNXlsT8XHMqA78G1pst52zjnn1JrXtWtXZWZmauvWrUpNTdWBAwdqrVN9ZVRSUpLcbnfQvJpKS0sDV1clJSU1WVsAAAAAAJyK37L034/36c33dysh3qm7rxmgnJ5p4S4LaHGaJMgqKirSu+++q379+qlXr15By9xut7p166aMjAwtW7ZMHo8naGyrvXv3Ki0tTSkpKYqPj5fD4dCePXuC2sjLy1NpaWng1xCbsi0AAAAAABpyKL9M8xdv0c6DRRrSq52+d2mWklq5Tr0hgCbXJL9a6HK5NGvWLD399NNB8zdt2qR9+/Zp+PDhGjVqlDwej5YtWxZY7na7tXz5co0cOTLQzrBhw7R06VL5/f7Aeu+8847sdrvOP/98SWrStgAAAAAAqItljN5bt18zF6zVofwy3XJlH90+oS8hFhBGMTNnzpz5TRtxOByyLEsvvfSSCgoK5HQ6tXr1aj300EPq1q2bZs6cqfT0dH3++ed64YUXlJSUpLy8PD388MM6cOCA5syZozZtKgfGS09P1/z58/XFF18oOTlZ7733nh5//HFdc801mjhxoiSpU6dOTdZWY5SXe2TMN91bAAAAAIDmLr/Irafe+ELLPzug3t3b6MfX5ahnemvGWwaakM1mU6tGBsM2Y5ommjHG6NVXX9WLL76ovXv3KjExURdffLHuu+8+tW7dWlLleFVz5szRkiVL5PF41K9fPz3wwAOBAeKrrVy5UnPnztWOHTuUmpqqCRMmaMaMGXI6nYF1mrKtUB07ViLLIskCAAAAgGi2/quj+ts7W+XzG10/tocuHNiJAAs4A+x2m9q2bdwY5k0WZLUEBFkAAAAAEL08Xr/+uWyHln92QN06JOm2CX3Vvk2rcJcFRK3TCbL4jVAAAAAAQIt3IK9Uzyz8QrlHS3XZsC665sJMOWKaZFhpAE2IIAsAAAAA0GIZY7Rqw0G9/N52xbpidO+1AzUgs224ywJQD4IsAAAAAECLVOb26m///UrrvjyiPt3b6EdX9FHrxNhwlwWgAQRZAAAAAIAWZ8eBQj2zcLOOl1Ro0kWZGnduV9kZ0B1o9giyAAAAAAAthmWM3vlor95YtVupybH6+ZRzlNk5JdxlAQgRQRYAAAAAoEUoKK7Qc4u3aOveAg3t1U7fH5etVnHOcJcFoBEIsgAAAAAAUW/jzjw9t3irPF6/po3vpVEDOsrGrYRAxCHIAgAAAABELa/P0usrd+rdT/Yr/axE3TahrzqlJYS7LACniSALAAAAABB1LGP08ebD+veqXTpW5NaYczrr+jE95HTEhLs0AN8AQRYAAAAAIGoYY7RpV75eX7lT+4+UqGv7RE27PEd9u6eGuzQATYAgCwAAAAAQFXYdLNJrK3boy33HdVbrON16ZV8N7d1OdsbCAqIGQRYAAAAAIKJ9faxU/161S+u/OqqkVk5NuSRLF+Z0kiPGHu7SADQxgiwAAAAAQEQ6XlKhRat3a9WGr+V02jVhZIYuHdpF8bF81QWiFb0bAAAAABBRytw+vfPxXi39ZL/8ltHoQZ11xYjuSklwhbs0AGcYQRYAAAAAICJ4fZaWf5qrtz7Yo1K3T+f2aa+JozLUrk2rcJcG4FtCkAUAAAAAaNbcHp/WbDqk/368T8eK3OrbvY0mXdRD3Tokhbs0AN8ygiwAAAAAQLOUX+TWe+tzterzgyqr8CmzU7KmXd5Lfbunhrs0AGFCkAUAAAAAaFZ2HizU0k/2a92XR2VkNDi7nS4d2kU9OqeEuzQAYUaQBQAAAAAIO79l6dNteXr3k33aeaBI8bExumRousYOTldaSny4ywPQTBBkAQAAAADCpszt06oNB/W/9bk6VuRWu9bxuvHinhrRv6PiY/nKCiAYfyoAAAAAAL51RwrK9N66XL2/6WtVePzK7tJaN17cUwN7pMlut4W7PADNFEEWAAAAAOBb4bcsbd6dr5WfH9Tn2/Nkt9s0rHd7XTq0C79ACCAkBFkAAAAAgDPqwNESrdl0SB9uPqTCUo8S4526/LxuGnNOutokxYa7PAARhCALAAAAANDkSsq9+njLYa3Z9LX2HCpWjN2mAZltNaJ/Rw3IbCtHjD3cJQKIQARZAAAAAIAm4bcsfbErX2s2fa3Pd+TJ5zfq0i5RN4ztqeF92is5wRXuEgFEOIIsAAAAAMA3knu0RGs2fa0PNx9WUdWtg6MHpWtE/w7q2p6xr4CmYhlL+4sPKCU2Wa1jU8JdTlgQZAEAAAAAGq3M7dWHmw9r9aavtbfGrYMj+3dUf24dBJqMMUb7inO1/sgGfXp4owoqjuvC9BG6LmtCuEsLC4IsAAAAAEDIdn9dpOWfHdDaLYfl8Vnq2i5Rk8f21Ll92yu5FbcOAk3BGKODpYe0/vAGrT+yQXnlxxRji1Hv1J66MnOccs7qF+4Sw4YgCwAAAADQoAqPXx9vPazlnx3Q3kPFcjntGt63gy4a1EndOySHuzwgahwuPaL1RzZo/eENOlR2RHabXVmtM3VZtzHKOauvWjlbhbvEsCPIAgAAAADUKfdoiVZ8dkAfbj6k8gq/Op+VoCmXZOm8vh3UKo6vk0BTyCvP16eHN2jdkc91oORr2WRTj9YZujB9hAa1668kV2K4S2xW+JMHAAAAABDg9fm17qujWvHZAW3PLZQjxqahvdrpokGd1aNzimw2W7hLBJolY4y8lk8V/gpV+Cvk9lWowu+Ru+p1hd+jCl/Vsqp5e4r2a2/RfklSRnI3Tep5pQa1699iB3IPhc0YY8JdRKQ4dqxElsXuAgAAABB9DheUaeVnB7V609cqKfeqXZt4XZTTWSP6d1ASY18hSnn8Hh2vKFKRp1iFFYUq9pbK6/fKY3mDpl7rpOdB8zzyWF5V+D2yjBXS+9ptdsXGxOqs+LY6p90AndNuoNrGt6l3feOrkCkrkikvlCkvlr1dhuytWjfVbggbu92mtm0bd8UZV2QBAAAAQJSzjFFpuVeFpR4VlnpUVOKpel6hwlKP8o67teNAoew2mwZlpemiQZ3Vu1sb2bn6ChHK4/eosKJYhZ4iFVYUqtBTrMKKohrzilTkKVK5z11vGw67Q067Uy67Q84Yl1x2p5x2p5wxDiU4W8kZ45TT7pDL7pIzxqm4mFjFxcTK5XApLiZWsVWvYx0uxVa9jo2pXOawOyS/R6a8SKasUNbh3fKUb5ApK6wKq6rml1eGV/IG1+nsO1ZxI753pndjs8QVWY3AFVkAAAAAmpsKj195RW4dKyzXsUK3Cko8KiqtUGEgrPKoqNQjfx3fZZwOu1ISXEpJdKn/2W01akAntUmKDcOnAE7NMpZKvWUq8hSrqCqQKvIUB14XearmVZTI7a8dUDnsDqW4kpQSm6wUV7KSY5PV2pWslNhkJccmKcWVrCRXolwxLjntDtlt9pBrM8aSKspkuYtk3CUy5cUy7qpHzefu4sBy+T11NxabIHt8imzxybK1qprGp8je6sQ8e5t02WIi/9okrsgCAAAAgChTXuHTsUJ3VVjlVl5VYJVX9Sgp9watb7NJya1cSklwKTnRpc5nJSglITYQWFVOK1/HuWIY8wrNzvGKQu0rytXe4lwdKDkYuJKq2FtS5617sTGuqhAqSemJnZScmqTk6sCqKrRKiU1WK0d8yMe78XtluauujKoOn9zFVa9LgoOp8mKZihKpvuuEnHGyxSXJFpdYGUi1SZctvup1XFJVQFX9SI6KgOpMahFXZK1du1ZPPPGEvvzySyUlJWnixIm666675HI17j5vrsgCAAAA8E1ZxqjM7VNJuVclZV4Vl3tUUuZVSblXxVXzSsq9yi+uDK5K3b6g7Z0Ou9omxyktJU5tU2pMk+PVNiVOKQku2e2EU4gMJd5S7SvK1b7iXO0tytXeov0q9BRJkmyyqX1CO6XGtlZybFU45UoOPK9+xDlqX0VoLEvylstUlMl4qh/lkqesal65jKesxuuqeRWlMu7iWrfyBdhsssUmVgVRNR+JlSFU3ImAKvDcwRhz9eGKrDps3LhR06dP10UXXaTbb79d27Zt05NPPqnjx49r1qxZ4S4PAAAAQITx+iy5PT6Ve/xyV/jk9vhVXj31+OSu8Fcur5qWuX2VAVW5VyVlHpWU+2TVcz2BI8aupFZOJcY71SYpVpmdUgJBVWVoFa/kVk6uokJEcvvc2l98QHuLKwOrfUW5ynPnB5a3a5WmrDaZ6prQUV0T2is9tq1cxgRCJ1NRKlNaJhUcqAqdKgOosoqqQKpGSCVv+akLcsbJ5molmyu+chqfLHvrDidCqPjkE6FUfJLscclSbCvZGnHLIZpe1F+RNX36dB05ckSLFi0K/GH//PPPa/bs2Vq6dKnS09NDbosrsgAAAIDmyRgjv2Xk8Vry+Pzy+Cx5vVVTX+U8r9dSRdXUUzXP47XkqVqvzqn3xHoV3spgyucP7TtBnCtG8bEOxcc6lBTvVGIrZ2CaGO9SUryzMrSqCq6S4l1yOe2EVAg7Y4zk90p+r0zQ1Ff53Be8TH6vLJ9Xbl+5CjwlOu4rU6G/TMf9bh23KlRoVShfXuUZr0zV4d3asqmLT0r3GKVX+NSpvELx3qr2FEIfs9kkV6uqIKoqjIptVWNe5Wubq2pebI3AytVKcsXLZo85o/sRp8YVWSfxeDz6+OOPdcsttwSdDMaPH6/f/va3WrlypaZMmRLGCgEAAIDIYYyRZYx8PiOv35Lfb8nrt+TzG/n8lvxVU5/fks8y8vuN/IHnVetZVtB8X9X8oLZ8lnyWVTn1n/RevhPv4fVb8nhPBFWn+0/0jhi7XA67XE67XM6YqueV05REV+B1rDNGcbExinM5FF8VUsW5YhQX61C8yxEIruJcMYp1xfCLf6gMhIyRjF+yLMn4ZSy/ZJ14LcuSMTXmWdXr+AKvK+f5JFPztT/wXJZPxu+r3MZf+dzye2X8PvktjyzLL8vvPTE1fvn9XhmrcmpZPlmWT35/5dQyflk2ycgmv60yVrJsNlmS/DapJMauQkeMCh01p3Z57MFXKtmMUaIlpfil9pZNOVaM0o1DXRWnxJjYylvuElyypTglh0uKcVXOczhli3FJDpdsMc4TAVXsieBKzliujGqhojrI2r9/v7xerzIyMoLmp6WlKSEhQbt27QpTZeHh9/v18YZlKqsoCXcpp8R1bxGM/3lACxAZHd2YU1da+aXX1Hge7U7vQza0VUPLbFU7NWgdc9J2pyiprsX1bnLyAMAnv1cD7ZiTDhij2seEUeU6lYeNUY3Dp552Tzq2amxg1WjLWIE1ZYxkmRPPq7evvInCnKirep3qWq0T9QTaqrFu0GcNNFq7VhnJkmSTqfz+XHWVkzFVry2r4f/nDSxrkM3IbrPJbrcpxm6T3WaTzWaT3S7F2GyKs9tlt0t2h032eJvstsp/xbfbbIqJOTGNsdsVU9VG9cNutyvGrkDbMVWvY2JsirHZFRPTmKrr+PReyeeVilX5aHC7uo6pWquGOK++mqqPTZnAsWQFjpXqY/LE6xOHkwkc41LNA8co+CaeygPWBPp3oIWqTWoc8HUcYyeO9RoH+Em11fxspsY6NQ7+4I5latQR3HGC1pGsk97X1FivxmevscxU7UcjI7+qX1dNK1sMrBN4Xl15jXpD+dO3cu3K4KjyUfU8MK/GVLVfG5tkyVYVQEmmZpBqr3rUK6bqEfovVtpkU7Kzldo4k9Q5Nll9Y1PUJra1Wse3UZv4tmoT31oprmTFcNUTmlhUB1nFxZWnksTE2pepJSQkqKSk+Qc6TemzzR/oxeNLw10GAABA82PTN0hh0CwZqfLbfrgLQVicwT5tq/rPLpvsVa9PTKue2yrXCd7QFmihehK8TmWA67DFVIasthg57HbF2ByKtcXIYY9RjD2mar5DMXZH5euq53a7Q3Z7jOw2+4mH7JUhcc15tqp5OnneScur6qh+XrOdJGeikl1JhFQIi6gOsiyr8l/l6rvHvKXdez5kwCg5tjpV5q7/34oA4NtU6y94iCCR8f8u6OuB7aSqbcHLvq06wu40P+zpfoY6b/s4uTFb7ad1vZ+tnufBK530fragSQOvbUGbBP6eaKt+XaPJoHrtgXWi70A6E29Yf5unv/sa2rCBZQ2+X9O3aat18AXNDV5w8gFaZ9v19xJb1RVt1cFI1bMax3Zl4CJbdSRTeRDbbfYT/yMC29sDbVbPC56eaLO6M1R/qur+Ub2e/aT+efI+ObHdyZ+noc98ZtlUWbfNZq8MqWyMYQaEW1QHWcnJyZJU55VXpaWldV6pFe1yeg8PdwkAAAAAAACnJapHRuvatascDof27NkTND8vL0+lpaXKzMwMT2EAAAAAAABosz/VggAAEDZJREFUtKgOslwul4YNG6alS5fK7z9xc/w777wju92u888/P4zVAQAAAAAAoDGiOsiSpDvvvFPbt2/XHXfcoZUrV+q5557TY489pkmTJqlbt27hLg8AAAAAAAAhshnT4G+5RoWVK1dq7ty52rFjh1JTUzVhwgTNmDFDTqezUe0cO1Yiy4r63QUAAAAAAHDG2e02tW3buPHLW0SQ1VQIsgAAAAAAAJrG6QRZUX9rIQAAAAAAAKIDQRYAAAAAAAAiAkEWAAAAAAAAIgJBFgAAAAAAACICQRYAAAAAAAAiAkEWAAAAAAAAIoIj3AVEErvdFu4SAAAAAAAAosLp5Cw2Y4w5A7UAAAAAAAAATYpbCwEAAAAAABARCLIAAAAAAAAQEQiyAAAAAAAAEBEIsgAAAAAAABARCLIAAAAAAAAQEQiyAAAAAAAAEBEIsgAAAAAAABARCLIAAAAAAAAQEQiyAAAAAAAAEBEIsupgWZZeeeUVXXnllRo0aJBGjx6tX/ziF8rLywusU1BQoAcffFDnnXeeBg0apJtvvlm7du0Kasfj8WjevHm6/PLLlZOTo0suuUSPPvqoSkpKgtbLzc3VjBkzNGzYMA0ZMkQ//vGPdeTIkZBqDaWOmg4dOqShQ4dq1apVTbYvTvbYY4/puuuuC6l9NF/R1g9CraM+7777riZMmKABAwZo7Nixmj9/vowx9a6/ceNG9e3bVy+//HJI7aP5oi/UraHzyaFDh3T//fdr5MiRGjp0qKZNm6YvvviiUe2jeYnGfvDHP/5RY8eO1YABA3TVVVfprbfeCnl/hHJO2Lhxo6ZNm6bBgwdr+PDhevDBBxv8+xMiA32hbvWdE8aMGaPs7Ox6H4hM9INvtu3dd9+t++67L6T2UQ+DWp5++mnTq1cv8+ijj5o1a9aYf/3rX+aCCy4wY8aMMcXFxcbn85lJkyaZCy64wCxatMi888475jvf+Y4ZMWKEKSgoCLTzy1/+0gwYMMA8/fTT5oMPPjD/+Mc/zNChQ821115rfD6fMcaY4uJiM2bMGHPFFVeYJUuWmDfffNOMGjXKXHHFFcbj8TRYZ6h1VMvNzTXjxo0zWVlZZuXKlU2yL042b948k5WVZa699tqQ2kfzFW39IJQ66vPee++Z7Oxs89BDD5lVq1aZ3/3udyY7O9s888wzda5fXl5uLrvsMpOVlWVeeumlUHc5min6Qm0NnU/Ky8vN+PHjzQUXXGDefPNNs2LFCjNlyhSTk5Njdu/eHeJeR3MTbf3g5z//ucnJyTF//etfzQcffGB++9vfmqysLPPGG2+ccl+Eck7Yvn27ycnJMdOmTTMrVqwwb7/9trn44ovN+PHjTUVFRWN3P5oR+kJtDZ0TNm/ebD777LOgx6uvvmqys7PNzJkzQ34PNC/0A3Na2/p8PjNr1iyTlZVl7r333lB3N+pAkHUSr9drcnJyzK9//eug+Z9++qnJysoy//znP83ixYtNVlaW2bhxY2D50aNHzcCBA80f//hHY4wxhw8fNllZWWbevHlB7bz11lsmKyvLrF692hhjzDPPPGP69u1rDh06FFjnyy+/DKnjhFJH9Wd6+eWXzdChQ82wYcNCDrJC2RfVdu3aZW699VbTu3dvM3jwYIKsCBdt/SDUOupz2WWXmVtuuSVo3iOPPGJycnJMWVlZrfUffvhhc+GFFxJkRQH6Qu39carzyerVq01WVpZZtmxZYF5RUZHp27evefzxxxtsH81TtPWDAwcOmOzsbPPcc88FbTtlyhQzYcKEU+6PUM4JP//5z83w4cODzhEffvihycrKMkuXLj3le6B5oi/U3h+N/Y7hdrvN5ZdfbiZNmnTKEALNE/3ghMZsu3HjRnP99debAQMGmAEDBhBkfUPcWniSoqIiXX311frud78bNL9Hjx6SpMOHD+v9999Xp06d1L9//8DytLQ0DRkyRCtWrJAklZWVafLkyRo7dmy97UjS+++/r5ycHLVv3z6wTnZ2ts4++2wtX768wVpDqUOS1q9fr9mzZ2vSpEmaM2dOiHsitH1R7Ve/+pUOHTqkf/zjH+rdu3fI74HmKdr6Qah11CU3N1e7d+/WpZdeGjR//PjxKisr09q1a4Pmr169Wq+99ppmzpzZYN2IDPSFYKGcT9xutyQpKSkpMC8hIUEul0sFBQUNto/mKdr6QVpaml577TVNmjQpaFuXy6WKiooG2w/1nHDvvfdqwYIFio+PD2pfqrwNBZGJvhDsdL5jzJ8/X3v27NFvfvMbOZ3OkLZB80I/OKEx295zzz1yOp167bXX1LZt2wbbxakRZJ0kNTVVDz30kAYPHhw0/91335Uk9ezZUzt37lRGRkatbbt3766dO3cGns+cOVNnn312ve1Iqretbt26NTjWVUPb1qxDkjIzM7Vs2TL99Kc/VVxcXINt1hTKvqj2y1/+Um+++aaGDBkScvtovqKtH4RaR33tS6r1Ht26dQtaLkmFhYX6xS9+oRkzZgROwohs9IVgoZxPRo4cqZ49e+p3v/uddu/erfz8fM2ePVtut1tXXHFFg+2jeYq2fuByudSvXz+lpKTIsiwdOXJEf/7zn/XBBx9oypQpp2xfOvU5oX379oF/2HO73Vq/fr0efvhhde7cWRdeeGGD74Hmi74QrLHfMfLy8vTss8/q+uuvV69evU65Ppon+sEJjdn26aef1vPPP3/Kv2shNARZIdi1a5fmzJmjrKwsXXzxxSouLlZiYmKt9RISElRWVibLsupsZ926dXr22Wd1wQUXBFLhhto61cC7odaRlpamtLS0U37OUJy8L6pxMop+kd4PQqmjLtXvf/J7JCQkBC2XpIcfflidOnXS9OnTG6wZka2l9gUptPNJbGysZs+erf3792vcuHE677zz9MILL2jWrFk699xzG9wWkSNa+sErr7yiUaNGae7cuRo5cqQmTpzYYPuNOSdUGzNmjG688Ubt3r1bDz30UGBdRIeW2hekxn/HeP755+X1enXLLbeEvA0iQ0vuB6Fuy/flpkWQdQpbt27V1KlT5XQ69dRTT8nhcDT4S2U2m63O+WvWrNHNN9+srl276rHHHgvMD6Utv98vn88XePj9/pC3DVXN9n0+X51/uNS1L9AyRFs/qKsOY0ytfmCMCfSFk9uqfl09Xbx4sZYtW6bHHntMdjt/tEarltwXQrVu3TrddNNN6tq1q5566iktWLBAEydO1K9+9SstXrw45HbQfEVTPzj33HP1wgsv6Ne//rU2b96sG264QRUVFd/4nFDTo48+queee04XXXSR7rjjDi1cuLDeGhFZWnJfaCyv1xv4lbsOHTo0ens0X/SDhrfFmUES0YClS5fqpz/9qVJTUzV//nx17dpVUuW4H6WlpbXWLykpUUJCQq0vsS+++KJmz56t7OxszZs3T6mpqYFl9bVVWloaSI+nTZsWNA5P586dtWzZskbXUZ/c3Nxa9ybfddddmjFjRuB1ffsC0S/a+kF9daxdu1ZTp04NWveRRx4J3MN+8r/4FBcXB2o/fPiwZs2apfvuu0+dO3cOCoMty5LP5yP4jQItvS9cffXVDe6fan/+85/Vpk2boPGBRowYodLSUv3mN7/RZZddxrgoESza+kFmZqYyMzM1dOhQde7cWbfccouWLFmi9u3bn/Y54WQXXHCBpMrbbm+44QY99dRTmjBhQq31EFlael8I9ZxQ7cMPP9Tx48d11VVXNWo7NG/0g6tPue2VV15Z7/7D6eObVT3++te/6rHHHlP//v31l7/8JWhAtoyMDH366ae1ttm7d68yMzOD5s2ePVt///vfddFFF+n3v/+9WrVqFbQ8IyNDe/bsqbOt6ssPH3744aAOWD1YaGPqaEi7du302muv1ZpXraF9gegWbf2goTr69u1bqx+kp6cHvpzs3btXgwYNCizbt2+fJOnss8/WmjVrVFhYqNmzZ2v27NlBbcyaNUuzZs3SV199VatGRA76QnqtduuTm5urPn36BA1yLUnDhg3TkiVLdOTIEXXu3Dnk9tB8REs/OHDggD788EONHz8+6Da/6ttYDh06pDFjxpz2OUGSli9frvj4eA0fPjywjs1mU58+fWq1i8hDXwj9nFBt2bJlateunYYOHdrobdE80Q/SQ9oWZ8i38+OIkeWll14yWVlZ5rbbbjPl5eW1li9cuLDen/F88sknA/P+3//7fyYrK8v86le/Mj6fr873evrpp02/fv3q/DnR1157rcE6Q62jpo8++iikn8atdqp9UZebbrrJXHvttSGti+Yr2vpBKHXU59JLL633p9aLi4tNfn6+2bhxY9Djf//7n8nKyjKPP/54UG2IPPSFutV3Prn99tvNqFGjau2re++91+Tk5Bi3233a74nwiaZ+8Mknn5isrCzzyiuvBG37xhtvhPR3pFOdE4wxZurUqWbMmDGmoqIisE5FRYUZP348f0eKcPSFup3qO8aECRPMjBkzQm4PzRv9wHyjbUePHm3uvffeBmtHw2zGnMZNzlHs0KFDuuSSS5SamqrHH3+81u1A7du3V1pamq6++moVFBTo/vvvV6tWrfSnP/1JBQUFWrRokVJTU7Vx40Zdd9116tWrl2bOnFnrfbp06aK2bduqsLBQ3/nOd5SYmKh77rlHHo9Hjz/+uJKTk/Xvf/87kCbXxev1nrKOk3388ceaOnVqYBC9b7ovOnbsWGu7733ve6qoqNCrr77aYPtovqKtH4RaR30WL16s+++/XxMnTtTll1+udevWad68ebr33nt122231blN9S27M2fO1OTJk+ttG80bfaF+9Z1PtmzZosmTJ6tPnz764Q9/qLi4OC1ZskT/+te/9MADD+jmm28OqX00H9HWDyzL0i233KL169frnnvuUXZ2tj7//HM988wzGjZsmJ555pkGxxoN5ZzwySefaNq0aRo+fLimTp0qj8ejv//97/r888/1t7/9jV95jlD0hfo19B3Dsiz1799ft956q+6+++6Q2kPzRT844XS3HTNmjAYOHKjf//73jdv5CCDIOsmLL76oWbNm1bv85ptv1gMPPKAjR47okUce0apVq2Sz2TR48GD97Gc/C1xSPmfOHM2fP7/edmp+ud21a5ceeeQRffLJJ4qNjdXIkSP1s5/9LOj2vvqcqo6TNSbICnVfnIwgK/JFWz9oTB31eeONNzRv3jzt379fHTt21I033qgf/OAH9a5PkBUd6Av1a+h8snnzZs2dO1fr16+XzWZTZmampk+frssuuyykttG8RFs/kKSysjI988wz+s9//qOvv/5aHTp00IQJE3Trrbc2+KWoWijnhHXr1ukPf/iDtmzZIr/fr3POOUf33HOPBgwYcMr20TzRF+rX0DkhPz9f5513nh588EFNmzYt5DbRPNEPgp3OtgRZ3xxBFgAAAAAAACICvxEPAAAAAACAiECQBQAAAAAAgIhAkAUAAAAAAICIQJAFAAAAAACAiECQBQAAAAAAgIhAkAUAAAAAAICIQJAFAAAAAACAiECQBQAAAAAAgIhAkAUAAAAAAICI8P8BuOqpUKGLW/YAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(20,6))\n", - "sns.lineplot(data=corona[corona['Country'] == 'US']['Confirmed'] , label = \"Confirmed\")\n", - "sns.lineplot(data=corona[corona['Country'] == 'US']['Deaths'] , label = \"Deaths\")\n", - "sns.lineplot(data=corona[corona['Country'] == 'US']['Recovered'], label = \"Recovered\")\n", - "plt.title(\"Total Confirmed Cases / Deaths / Recovered in USA\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Plot Styling" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Enabling whitegrid style\n", - "sns.set_style(\"whitegrid\")\n", - "plt.figure(figsize=(20,6))\n", - "sns.lineplot(data=corona[corona['Country'] == 'US']['Confirmed'] , label = \"Confirmed\")\n", - "sns.lineplot(data=corona[corona['Country'] == 'US']['Deaths'] , label = \"Deaths\")\n", - "sns.lineplot(data=corona[corona['Country'] == 'US']['Recovered'], label = \"Recovered\")\n", - "plt.title(\"Total Confirmed Cases / Deaths / Recovered in USA\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "There will be horizontal grid lines in the background for \"whitegrid\" style." - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Enabling darkgrid style\n", - "sns.set_style(\"darkgrid\") \n", - "plt.figure(figsize=(20,6))\n", - "sns.lineplot(data=corona[corona['Country'] == 'US']['Confirmed'] , label = \"Confirmed\")\n", - "sns.lineplot(data=corona[corona['Country'] == 'US']['Deaths'] , label = \"Deaths\")\n", - "sns.lineplot(data=corona[corona['Country'] == 'US']['Recovered'], label = \"Recovered\")\n", - "plt.title(\"Total Confirmed Cases / Deaths / Recovered in USA\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "There will be horizontal grid lines in the background for \"darkgrid\" style. Also we will see a dark Background." - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Ticks Style\n", - "sns.set_style(\"ticks\")\n", - "plt.figure(figsize=(20,6))\n", - "sns.lineplot(data=corona[corona['Country'] == 'US']['Confirmed'] , label = \"Confirmed\")\n", - "sns.lineplot(data=corona[corona['Country'] == 'US']['Deaths'] , label = \"Deaths\")\n", - "sns.lineplot(data=corona[corona['Country'] == 'US']['Recovered'], label = \"Recovered\")\n", - "plt.title(\"Total Confirmed Cases / Deaths / Recovered in USA\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "There will be no horizontal grid lines in the background for \"ticks\" style. We will only see ticks in $X$ & $Y$ axis" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### $ Revert $ $ to $ $ default $ $ styling $" - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.set_style(\"white\")\n", - "plt.figure(figsize=(20,6))\n", - "sns.lineplot(data=corona[corona['Country'] == 'US']['Confirmed'] , label = \"Confirmed\")\n", - "sns.lineplot(data=corona[corona['Country'] == 'US']['Deaths'] , label = \"Deaths\")\n", - "sns.lineplot(data=corona[corona['Country'] == 'US']['Recovered'], label = \"Recovered\")\n", - "plt.title(\"Total Confirmed Cases / Deaths / Recovered in USA\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# SCatter Plots" - ] - }, - { - "cell_type": "code", - "execution_count": 709, - "metadata": {}, - "outputs": [], - "source": [ - "# Recover default matplotlib settings\n", - "mpl.rcParams.update(mpl.rcParamsDefault)\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "code", - "execution_count": 956, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
agesexbmichildrensmokerregioncharges
019female27.9000yessouthwest16884.92400
118male33.7701nosoutheast1725.55230
228male33.0003nosoutheast4449.46200
333male22.7050nonorthwest21984.47061
432male28.8800nonorthwest3866.85520
\n", - "
" - ], - "text/plain": [ - " age sex bmi children smoker region charges\n", - "0 19 female 27.900 0 yes southwest 16884.92400\n", - "1 18 male 33.770 1 no southeast 1725.55230\n", - "2 28 male 33.000 3 no southeast 4449.46200\n", - "3 33 male 22.705 0 no northwest 21984.47061\n", - "4 32 male 28.880 0 no northwest 3866.85520" - ] - }, - "execution_count": 956, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "insurance.head(5)" - ] - }, - { - "cell_type": "code", - "execution_count": 957, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(7,7))\n", - "sns.scatterplot(x=insurance.bmi , y=insurance.charges )\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 958, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "#Changing the color of data points using \"color\" parameter\n", - "plt.figure(figsize=(7,7))\n", - "sns.scatterplot(x=insurance.bmi , y=insurance.charges , color='#91bd3a')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 959, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "#Changing the shape of data points using \"marker\" parameter\n", - "plt.figure(figsize=(8,8))\n", - "sns.scatterplot(x=insurance.bmi , y=insurance.charges , color='#339900' , marker = \">\" )\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 960, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Show groups with different colors using \"hue\"\n", - "plt.figure(figsize=(7,7))\n", - "sns.scatterplot(x=insurance.bmi , y=insurance.charges , hue=insurance.sex )\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 961, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Show groups with different colors using \"hue\"\n", - "plt.figure(figsize=(7,7))\n", - "sns.scatterplot(x=insurance.bmi , y=insurance.charges , hue=insurance.smoker)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 962, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAAGtCAYAAACbc0R5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3Xd4VFX6wPHv9JJJ79wkEHpHivSmCILYu+6Cuiqo69pX19UtdldXXXV/i7prd10rFlSUKkWKFKXXAIHc9F6ml98fMwwZEjAJCaG8n+fhITlz7507I84755z3vEcTCAQQQgghxNFp2/sGhBBCiJOBBEwhhBCiCSRgCiGEEE0gAVMIIYRoAgmYQgghRBNIwBRCCCGaQAKmEEII0QQSMIUQQogmkIAphBBCNIG+vW/geOvbt28gMzOzvW9DCCHECWLjxo2lqqom/9Jxp13AzMzMZO7cue19G0IIIU4QiqLkNuU4GZIVQgghmkACphBCCNEEEjCFEEKIJjjt5jAb4/F4yMvLw+l0tvetnHDMZjMZGRkYDIb2vhUhhGhXEjCBvLw8oqOj6dSpExqNpr1v54QRCAQoKysjLy+P7Ozs9r4dIYRoVzIkCzidThITEyVYHkaj0ZCYmCg9byGEQAJmmATLxsn7IoQQQRIwhRBCiCaQgHkKWrFiBdOnT2/v2xBCiFOKBEwRwev1tvctCCHECUkC5gnAbrczbdo0zjnnHM4++2y++OILhg0bxlNPPcUFF1zAlClT2LRpE9deey0jR47knXfeAYJZrI899hhnn302EyZM4Isvvmhw7Z9//plJkyaRm5uL3W7nnnvu4bzzzmPSpEl89913AHz44YfMmDGD6667jmuuuea4vnYhhDhZyLKSE8DixYtJS0vj3XffBaC6uponn3ySDh06MGfOHP7yl79w99138/nnn+NyuTjrrLOYPn0633zzDVu2bGH+/PmUl5dz3nnnMXz48PB116xZw5/+9CfefPNNFEXhqaeeYtSoUTz//PNUVVUxdepUxowZA8C6detYsGAB8fHx7fIeCCHEiU4C5gmgZ8+ePPbYYzzxxBOcc845DBs2DIBJkyYB0KtXL+x2OzabDZvNhslkoqqqih9//JGLL74YnU5HcnIyw4cPZ8OGDdhsNnbv3s0DDzzA+++/T1paGgBLly5l/vz5vPLKKwC4XC5UVQVg7NixEiyFEI3y+QOU17nxBwJYDDpiLKdnIRMJmCeALl26MHfuXBYtWsRTTz3FuHHjADCZTEBwaYfRaAwfr9Vq8fl8BAKBI14zJSUFl8vF5s2bwwEzEAjw2muv0bVr14hj169fj9Vqbe2XJYQ4BTjcXtbmVvD7jzdSVONkQs8Unry0HynR5va+teNO5jBPAIWFhVgsFi677DJuueUWNm3a1KTzhg8fzpdffonP56OsrIzVq1dzxhlnABATE8M777zD008/zYoVKwAYN24cb775ZjjQbt68uW1ekBDilFHl8PCbt9ZQWO0kEIAF24r5x/ydONy+9r61404C5glg+/btnH/++UycOJGXXnqJO++8s0nnTZkyhV69ejFx4kSuvPJKHnroIVJSUsKPJycn8/bbb/PQQw+xfv167rrrLjweTzi56JlnnmmrlySEOEUcKHfg8UWOZi3dVUqNy9NOd9R+NEcb1jsVTZkyJXD4BtLbtm2jV69e7XRHJz55f4Q4feVV2BnzzGLqh4rJfdJ49or+RJtPjblMRVHWqao65JeOkx6mEEKII4q1GHjkgj6Y9MFw0SU5ij+d3+uUCZbNIUk/QgghjijabODyIRlM6pOG2+vHatSRFG1q79tqFxIwhRDHpKTGxao9ZRRWOzm3TxrJNiMWo3y0nEqsRj1W+W8qAVMI0XKlNS6u/fcqdhXXAvDMt9v5/LZR9FFi2/nOhGh9MocphGix3SW14WAJ4PEFeHbeDmqcp18GpTj1ScAUQrSYvZG1eE6PD7//9Mq+F6cHCZhCiBbr2yGGJJsxou228V2JtRqPcIYQJy+ZwxRCtFhytIk5t4/mzRX7yK90cP3ITnRPi27v2xKiTUjAbIHPf1J59rsd5Fc66BBn4ffn9uDigUqLr/fMM8+QkJDATTfdBMDTTz9NcnIybrebOXPm4Ha7mTx5Mvfddx92u52ZM2dSUFCA3+/nzjvv5KKLLmqtlyZEs2g0GtLjLNw/uQc+fwCTXtfetyREm5Eh2Wb6/CeVB2dvQq10EADUSgcPzt7E5z+pLb7mNddcw8cffwyA3+/nyy+/JCkpib179/L1118zb948Nm7cyKpVq8JbgS1YsIBFixZx1llntdIrE6Ll9FqtBEtxypOA2UzPfrcDhycy0cHh8fHsdztafM3MzEzi4+PZvHkzS5YsoU+fPmzYsIElS5YwadIkzj33XHJycti7dy89e/Zk2bJlPPHEE6xevZqYmJhjfUlCCCGaQIZkmym/0tGs9qa65ppr+OijjyguLubqq69m+fLl3H777UybNq3BsYdvBXb33Xcf03MLIYT4ZdLDbKYOcZZmtTfVlClTWLx4MRs2bGD8+PGMHz+eDz/8kLq6OgAKCgooLS1t8VZgQgghjo30MJvp9+f24MHZmyKGZS0GHb8/t8cxXddoNDJy5EhiY2PR6XSMGzeOXbt2ceGFFwJgtVp5+eWX2bdvH48//jgajQaDwcBTTz11TM8rhBCiaSRgNtPBbNjWzJKFYLLP+vXrefXVV8NtN910Uzhz9qBOnToxfvz4Y3ouIYQQzScBswUuHqgcc4Csb+fOnVx33XVMnjyZzp07t9p1hRBCtJ42DZiKosQB/wH6AgHgN8AO4EOgE7APuFJV1QpFUTTAi8B5gB24XlXV9aHrXAc8HLrs46qqvh1qHwy8BViAb4A7VVU96Wpyde/enZUrV7b3bQhx0qhzealyeFArHWTEW4i1GGQ3DdHm2jrp50XgW1VVewIDgG3AH4CFqqp2AxaGfgeYAnQL/ZkBzAJQFCUB+AswDBgK/EVRlPjQObNCxx48b3Ibvx4hRDtzeX3M31rE6L8t4opXVjL6b4tZtrMUj69hXVshWlObBUxFUWKAscDrAKqqulVVrQQuAt4OHfY2cHHo54uAd1RVDaiqugqIUxQlHTgXmK+qarmqqhXAfGBy6LEYVVVXhnqV79S7lhDiFFVp9/Dw55s5WN/d5w/wh9kbqaiTHVJE22rLMYzOQAnwpqIoA4B1wJ1AqqqqBQCqqhYoipISOl4BDtQ7Py/UdrT2vEbaG1AUZQbBniiK0npzj0KI48/j81Pr8ka0Vdg9+AIn3WyMOMm05ZCsHhgEzFJVdSBQx6Hh18ZoGmkLtKC9AVVVX1NVdYiqqkMSExOPftdCiBOaxaCj32EbVA/NTsAspflEG2vLgJkH5Kmqujr0+ycEA2hRaDiV0N/F9Y7PrHd+BpD/C+0ZjbQLIU5hiTYTr00fzAUD0ukQa+aSgQovXzOQ+CjZUky0rTYbklVVtVBRlAOKovRQVXUHMAHYGvpzHfB06O8vQqd8CdyuKMoHBBN8qkJDtt8BT9ZL9JkEPKiqarmiKDWKogwHVgPTgZfb6vUIIU4c6bEWnrq0H3aXjyiTniiTZMiKttfW/8p+B/xXURQjsAe4gWCv9iNFUW4E9gNXhI79huCSkt0El5XcABAKjI8Ba0LHPaqqanno51s5tKxkbuhP29v4ESx8FKryIDYDJvwZ+l/Z4ssdOHCAX//61wwdOpS1a9eSlpbGG2+8QU5ODn/4wx9wOp107NiR5557jri4uFZ8IUKcvGwmAzaTob1vQ5xGNIHTbKJ8ypQpgblzI+Pqtm3b6NWrV9MusPEjmHMHeOoVWzdY4IKXWhw0Dxw4wKhRo/jmm2/o27cvM2fOZNKkScyaNYvHHnuMESNG8Oyzz1JTU8Ojjz7aouc4Fs16f4Q4hZTXuSiv8+D0+EiNMZMcbWrvWxJtQFGUdaqqDvml42Qco7kWPhoZLCH4+8JHj6mXmZmZSd++fQHo378/ubm5VFVVMWLECACuuOIKZs6c2eLrCyGap6zWxV0f/syyXaUAZMRb+OSWkaTFmtv5zkR7kd1Kmqsqr3ntTWQyHfrmqtPpqKqqOqbrCSGOzY7CmnCwBMircPCf5XvweP3teFeiPUnAbK7YjOa1t1BMTAyxsbGsXh1MMv70008ZPnx4qz6HEOLI9pTWNWjbXVSLSyoKnbZkSLa5Jvy58TnMCX9u9af6xz/+EU76ycrK4vnnn2/15xBCNG5MtyS0GsIVhQCuPDNTEo1OYxIwm+vgPGUrZslmZmayaNGi8O+33HJL+OevvvqqxdcVQrRcks3E+zcP5/Gvt1Lr9PKbUdmM6CKFT05nEjBbov+VxxQghRAnviiTnuGdE3n7hqH4AwESrEZ0OpnFOp1JwBRCiKNItMlSEhEkX5dCTrf1qE0l74sQQgRJwATMZjNlZWUSHA4TCAQoKyvDbJZ1Z0IIIUOyQEZGBnl5eZSUlLT3rZxwzGYzGRmtu2RGCCFORhIwAYPBQHZ2dnvfhhBCiBOYDMkKIYQQTSABUwghhGgCCZhCCCFEE0jAFEIIIZpAAqYQQgjRBBIwhRBCiCaQgCmEEEI0gazDFEKcckpqXORV2DEbdKREm6QerGgVEjCFEKeUwionl/7rB/KrnAAM7hjPq9MGkyRBUxwjGZIVQpwyPD4/b/6wNxwsAdblVrAxr7Id70qcKiRgCiFOGV6fnz2ldQ3ac8vs7XA34lQjAVMIccqwGPVcOywrok2n1XB2z5R2uiNxKpGAKYQ4pQzMjOO5KwbQIzWaQVlxfHDzcJKjZf5SHDtJ+hFCnFLirEYuGagwrkcyWo2GhChje9+SOEVIwBRCnHK0Wo1kxYpWJ0OyQgghRBNIwBRCCCGaQAKmEEII0QQSMIUQQogmkIAphBBCNIEETCGEEKIJZFmJEKLd2d1eqh1eimucpESbiDEbsJrk40mcWORfpBCiXXl8PlbmlHHLe+vw+ALotRpevnYgE3qmYtTLIJg4cci/RiFEu6qo8/D7Tzbi8QUA8PoDPPDpRirs7na+MyEiScAUQrQrXyBAeV1kcKx2ePGGAqgQJwoJmEKIdmXS6xiYGRfR1qdDDGaDfDyJE4v8ixRCtKuEKCP/+vUgpvRNI8lmZFLvVP49fQiJUgtWnGAk6UcI0e7SYy08c3l/HG4fFqOOaLOhvW9JiAYkYAohTgjRZoMESnFCk4AphDgt+P0BimtcfP6zSq3Ly5VDMkmNNmEy6Nr71sRJQgKmEOK0UFLr4ryXloUzcl9bsodv7xpD52RbO9+ZOFlI0o8Q4rSweHtxxPIVt8/Pa0v34PH52/GuxMlEAqYQ4rTgCzRc1+n1B2ikWYhGScAUQpwWJvRMJdZyKKnIoNNwy7jOUn5PNJnMYQohTgvJ0Sbm3jmGD9fsp8bpZdqITqTHmtv7tsRJpE0DpqIo+4AawAd4VVUdoihKAvAh0AnYB1ypqmqFoiga4EXgPMAOXK+q6vrQda4DHg5d9nFVVd8OtQ8G3gIswDfAnaqqygCLEKIBnVZDhzgLd0/s0d63Ik5Sx2Ms4ixVVc9QVXVI6Pc/AAtVVe0GLAz9DjAF6Bb6MwOYBRAKsH8BhgFDgb8oihIfOmdW6NiD501u+5cjhBDidNQeg/cXAW+Hfn4buLhe+zuqqgZUVV0FxCmKkg6cC8xXVbVcVdUKYD4wOfRYjKqqK0O9ynfqXUsIIZrE5/fjlUxZ0QRtHTADwDxFUdYpijIj1JaqqmoBQOjvlFC7Ahyod25eqO1o7XmNtAshxC/y+PwcKLfz+Nfb+NMXm9ldXIPD7W3v2xInsLZO+hmlqmq+oigpwHxFUbYf5VhNI22BFrQ3EArWM0I/H/2OhRCnhZIaF+f+Yyl2tw+Aj9fm8e1dY+iaEt3OdyZOVG3aw1RVNT/0dzHwGcE5yKLQcCqhv4tDh+cBmfVOzwDyf6E9o5H2xu7jNVVVh6iqOiQxMfFYX5YQ4hTwzaaCcLCE4JrM15fvleFZcURtFjAVRYlSFCX64M/AJGAz8CVwXeiw64AvQj9/CUxXFEWjKMpwoCo0ZPsdMElRlPhQss8k4LvQYzWKogwPZdhOr3ctIYQ4KlMj6y9Nel3E2FUgEKCs1kWVw93g2Jby+QMUVzvZlFfF/nI7lfbWu7ZoW205JJsKfBYaAtUD76uq+q2iKGuAjxRFuRHYD1wROv4bgktKdhNcVnIDgKqq5YqiPAasCR33qKqq5aGfb+XQspK5oT9CCPGLJvVJ48WFuyitDQYsq1HHjaOzqbZ72FpQTZRZT05xLW/+sI8Ys4E/nteTbqnRmI+xWHtuWR2XzVpBhd0DwHUjO3H3Od2IsxrDx7i8PvRaDTqtFFU4kWgCp1ldqClTpgTmzpW4KsTpqtLuRoOGGIue4hoX87YU4vD4OL9/B8wGHfd99DMVdg/XDMvi/k82hs8z6DQsvm88GfHWZj9ntdODx+vD7Qvwh083sWRnScTji+8bR3aSjSqHm+0FNbyzMpeOiVamj+hEmhRXaHOKoqyrt/TxiKTSjxDitFDj9LAxr4qXFu5Cq9Vw78Tu9EqPYdqITuFj9pbWsWhHCbef3ZWvNxZEnO/xBVi+u5Srz8xq1vMWVzv58xdbuGlMNgcq7OwvtzdyjIvsJBsrc8q55b114fbZ61Xm/G40ydGm5r1Y0Sakvy+EOC3kltn51X9Ws3pvOStzyrji1ZUUVDkjjjm4c0lFnZvUmIY9u8wm9C59Pj8lNS5Ka13UOj089tVWdhbVsLe0juW7SjmnV2rE8Vajjk5JUZTXuZj1/e6IxwqrnewpqW3uSxVtRAKmEOKUFwgE+O/q3MPaYPb6vIi2BKuRzklRzNmYz7VDM0myHZpXPLNTPD3Tjr7kpNLu5sO1eVw2awXXvLaKwmoX3+8oweP3Y9RrmbOhgDHdkvjNqE6kxZgZlBXPRzNHkBBlQKvRNDo/KhtcnzhkSFYIcUKrcnjILatjwbYizsiMY0BGHIm25g1RajSaRnuHaTFm8srt2Mx64qxGkqJN/G/GcN5ZuY85G/P55JaR5Fc5iDEbSI81/+Lzbsyr4o+fbQr/vnx3Kd1So1m/v4Ikm4nMBAs3v7OWSwYqPDS1J32VWLKTghtYx1l13D+5J1e+uhKfP5hb0qdDDJnxlma9VtF2JGAKIU5YHp+frzbk89Dnm8Nt5/VN48lL+0VklTbFZYMz+O/q/aiVDgA6JVrpo8Qy9tnFTBtxKFM1NcbM3ed0x+X1E2XS0ykpqknXd3v9fLT2QETbuyv38cJVZ3DjW2v5w+yNvHDlGewurqW8zk3/jDhSDpub7JUWzcJ7xvHdlkIy4q0M65zQ7C8Hou1IwBRCnLAq7W6em78zou2bzYX8cWqvZgfM1BgzX98xmqJqJ6U1LtBouOejn/EH4O0V+7hpdHb4mnqdFr2ueTNWeq2GXunRfFUvWSinpI46l5ev7xhNncuLxainT4cYLMbGP3qtJj2dTHpmjusS0R4IBCitdQWPMeqJMslHd3uQd10I0WZqXR7srmA1nTirMbxZs8vro9LuwecPYDboSIg6cvDzeBtW3mnJarjSGhdzNuazPreCs3oGS1gfqJexWlTtxGrUtbhHp9VquGJwJp/9lM/u4mCizrDsBLqlRpPUhGtWOTy4vD6sRh0206GNrh1uLz8fqOTB2ZsoqHJy4YAOPDClZ5OuKVqXBEwhRJsoq3XxzHc7+HRdHjaznj+e14vJfdLQajTM21rIn7/YQq3Ly6CseGb9elCjWakxZgM3j83m+fm7wm1Ds+OP2MOqdXow6LQNEmXKal3MfG8d63IrAJizsYDbz+7KZYMz+HhtHqkxJuxuH0t2lnDpoIzGLt0kKTFmPpgxnLJaN3qthjiroUkBeH+5nT99volNajWjuyby0NTe4fej0uFh+hs/4vEFvyV8vC6PBJuReyZ2D1YmEseNBEwhRKvz+QN88XM+H64JzulV2j3c/8lGBmXFYzFouffjDeFe4vr9FTz73Q4evbAP1sMCocmgY9rwTgzKSqC8zkWHOAtdU2wNhmMr7W7W7CvnvVX7UeIs3HZWFzrEWtBqg3Xu6ty+cLA86N2Vucz61SBqnF5uHtOZv365he6pNi4ZqKDRNLa3Q9Mk2UzN6v2V1LiY/vpq9pUFe7tfbiigyuHhxasHEmc1klNcGw6WBy3YWsRNozuTHC0B83iSZSVCiFbl8/kprnGSFG2kd3pMxGOb1Spyy+wNhlTX7Cunrl4h9PpsZh2pMSY+/zmfR7/ayoKtRRH1VwOBAEt2lnDzO+tYsrOE93/cz0X//IHSOlf4GG0j8c+o15IUbWJS71T+9MVmNqlVnNcv/ZiCZUs43N5wsDxo6a5SXKGh6MYqC/VKj8FilI/v403ecSFEq6moc/Puqv38+j+reeuHXO47twcXndEh/Hi3FBsdk6I4PCYNy07AZmq8t1RW6+HCf/7Aou3FbMyr4r5PNrJ4ezEHy3qW17n5z7K9kefUudldVEut00NBVTArduJhBQPumdidsloXW/KreWByD9664UwGZsUf61vQbEa9DrMh8qO4Q6wlHOTjowzcdU638O+ZCRb+MKVnxDynOD5kSFYI0SoCgQCLdxTz1zlbQi11zHx3LR/OGMG8rUVMG96RDnEWDHotL141kIe/2ES1w8uw7ATundTjiJmjP+dV4vBE9j7fW72f8T1TiLca0Wu1xFganpsWZ+atFft4YcEuLAYds349iCuGZLBJrWJi71T2ltZxzb9XA/D68r08d8UAYs3H/yMx1qrn8Yv78cCnG/H5A5j0Wp67cgCJUcFh3ViLkZtGZ3PVmZnBpS5GvZTKaycSMIUQraLa4W2wDtHjC7CvrI7VD56NVqPBZg72iib3TWNY5wT8oSzZ+KNkyR6+VhEgLdaMMbTsI9Zq4MEpvbj0Xytwh0rbDe+SgAYNf58XXJJS6/Iy7fUfmTm2M3dN7EZ5qNda33PzdjCyayLpsce3UIDFoGdK3zRGdU2krNZNcrSJOKsBnz9ArctLtFmPzWwIv3eH8/sDlNW5CQQCWIw6oo9wnDh2EjCFEK3CaNDSMTGKVXvKI9qTo0386/sczu/fgY6JVqLNBox6baNZsY3pmGBlVNdEfthdBkCMWc99k3pEZMp2TbGx+L7xLN9dQoc4C306xLC1oLrBteZvLeKmMdnhmrH1efwBiqqcWI16Yi3HN+hEmYJrKw8G66JqJ/9etodtBdVcfIbCOb1SG/1S4XB7+Wl/Jfd/upH8SgeTeqfx2MV926QHWuXwoFbYWbi9mAEZsfTpEHvaFVWQgCmEaBUWg447zu7Kou3FlNQEE27GdkuixunllSV7eGXJHt69cShjuiU367qJNhMvXT2Q/EoH5XVueqbHkHRY8DAbdCjxFq6qt5NIlyQbeq0Gr/9QhtGEXinEmIN1WwdkxLIhryr82LThHXlrRS73ndv9uAfM+kprXVzz2ir2lNYB8MPuMu46pxu3je8aXsd6UJXDw/Vvrgn3rL/dUkiCzcifpvbGYmx6Bm1pjQuHx4dRryXWYmhQ09bj8/PdlsKI7c7O75fO45f0bXYBiZOZBEwhRKvpEGfh6ztGo1Y4MOq17Cis4YF6H7L/WLCLbik2qhxedFoNCVEGEqJ+uZeSaDM1uzcTZzXw9m+G8ofZGymscnJB/w7MHNcFk0GHyaDj1WlD+HjdAXYV1XJWzxQ8Pj8vLNjJjWOyyWjF3B+fz09ZnZsqhwebWU+0SX/E4VWAKrsnHCwPem9VLtcOyyIlOrJXfqDcEQ6WBy3dWULNOZ4mB8wD5Xauf3MNOSW1RBl1PH1Zfyb0SsFab0650u7m2W93RJz31aYCHjyvF3HN3x70pCUBUwjRajQaDSnRZlKizazbV849H22IeFyn1bBoe0m4QPmw7Hj+71eD26RqjcWoZ2SXRGbfOooAgQYVdOKsBhKsBqLNel5bmsO2ghpiLQZSW3k4c3dJLVe9topKuwedVsNDU3tx5eCMIwbNw3uRQLhXfLj0ODMaTWTloz4dYrA0cYeTKoeHhz7fRE5oC7E6t4+7P/yZ5Q+cFREwA4DT03DZj78lJZdOYrKsRAjRJjomRtG5XuFyjQZuG98lYput1XsrWLuvorHTW4VGoyE52kRKtLnBMgyzQcfkvulYjDoq7R6Gd07gk1tGkHiUBKTmKq9z88Cnm6i0e4BgQYfHv9pKjct7xHNsZj0XDDi0FEejgT+d37vR+4q1GPjz+b0x6ILBtFOilT+d37vJiT8uj4+N9YalAbyhJKKI5zEb+M3o7Ii2QR3jsDZj2PdUID1MIUSbSIo28eHM4czfWkRumZ1LB2Xw84EKtuRHJuMU1ziPcIW2l2gzcd+kHswY2xmjTtvq83Fen5+c4sgNoP0BqHF6SY9t/Jx4q5FHLuzNdSM7squolpFdEkmymRotqBBtNnDlkEym9E3D5fVjbeaSE6tRz/DsRL7dUhhuM+m1DXr8JoOO60Z2omdaNF9syGdQVhyXDsqQpB8hhGgtydFmrh3WMfx7/eDYJTmKJy/pR53by8JtRfTLiG0wR3c8mA26Rjdubg1RJj0TeqXw+c/54bZYi4G4X0gqSogykRBlYkjHhCY9R0t3L7GZ9fz1wt5U2N2s3ltOaoyJ5688o9Gkp4QoI1P6pXNWzxSMOm247ODpRAKmEOK46afE8tSl/XhtaQ4vXHUGt/13PXkVwUo8qTEmvvztaFJjj3/QbCtRJj0PTe2NRgMLthbTOTmKv13W/6i7sxxvabEWXvn1YFxeP1otJEaZ0B0lGLbVl4uTgQRMIcRxE2c1cuXgDKb0TWPOhvxwsAQoqnbx4dr93DGhe7Ou6fMH94rcVlBNrMVAVoIVrQYcHj96rYb4KAMGXft9yCdHm3j84n48OMWLXqdpUlbw8Xa0whEnsoPlEY9X/V8JmEKI40oXmissrG44d1lQ5cTvDzRruC+/0sH5Ly+nyhFMrBmYGceL1wzkb3O3syKnlL9fMYARXRIjsj6bqtoZ3M9To6HR9YlNdSzDpqIht9dHYbWLd1bsQ6vRMG1ER9JiTW3+xUj+Cwoh2sVlgzJ4ZckefP6DvQQ4S5G8AAAgAElEQVSYNqLTUYOlw+2lyuGlqNpJSoyJKKOOlxbuCgdLgJ8OVLLhQCUXD+yALxDglvfWsez+s5sdMMtqXTwyZwtfbSzAYtBx37k9uHSgQqzViM/np9zuJkBwycfpPEzZHgqrXUx8fkl4R5d3V+Uy/56xje7s0pokYAoh2kVajJnPbhvJ8/N34vMHuGNCN7KO8oHn8flZtaecGe+uxeMLoNNqmH3rSAqqGvZUi2ucLNhaxO8mdOPbzYWU1LpIa8bcqM/n57OfVL7cUAAE1yc+MmcrI7skodVq+H5HCU98vY1al5dfD89ixtguJ9S85KnuvVW54WAJ4PD4+HhtHndPbN5wfnNJwBRCtFhxtZMF24qodHi4oH8HUqJNmI7S26p1eXB6/MSYDVhNevpnxPHyNQMBGl07WGl3U1jtZFdRLf2UWNbvrwhvpuzzB3jm2+1MG9GR5btLw+eY9FoGZ8Xz9Nzt6DQaDDoNybbmBbM6t4/FO4obtG88UIleG8/v/vdTuO2VJXvokmzj8sEZDebSqhweapweqp1ekqKMJNqOnlAjmubgutP69I20tTYJmEKIFimucXLx//1AfqiH9+KCXXx9x2i6pkQ3ODYQCJBX4eDpudvZVVzDef3SmTa8I4k20xEX2dc4Pby6JIdZS/YAwSHbpy/tzzm9UliwLRjMfsgp4+9XDOClqwfy1oq9xFqM3Dw2m1lL9pBsM+Hw+Hj5moHENHMHD6tJx4jOhwq+HzSkU3xEcD5ozoZ8JvdNi3gtlXY3s77P4dWlwfuPtxr45NaRdEm2NfqcJTVOVu8tp8bpZXyPZJJsJgw6qS3TmGuHduStH/aFNx2PNum5bFBGmz+vBEwhRIus2VseDpYALq+ffy7azdOX9UcDFNe4mLu5kIQoIyO7JHLlqyvDw6c7i3ZRZfdw/+SeR6x5WuvyhoMNBMu//X3eDp68pF84YPZKj8ao13LhGR0Y1DGOpTtLeHD2JmwmPW/ecCaJNiMxZgNGffPmGPVaLVcPzeLHfeUs3VmKQafh1vFdSLAZ6ZUe0+D4AZlxDcrRVTk8EfdfYffw1y+38M9rBzVY51hS4+SyWSvZX24HwGrUMffOMXRMjEI0lBJjYv494/jspzw0aLh4oNLoNnCtTQKmEKJF3N6GW2Q5vX78gQBqpYPzX1qOy+tHp9Xwv5uHN5hrnP2Tyq3juxwxYHp9AfyHlSrtlGila3IUt47rQmG1k9+f2yNcbSYj3sqUvumc0ysVnVZzzFVokkK7pNjdPnQaDTZzMNO1c2j49ZN1eUCwduv0ER3RH9YbLA3t2FLf3tI6XF4fEBkwV+8tDwdLALvbx78W5/DYxX2aHexPBwadlg5xFn57Vrfj+rwSMIUQLTKiaxKxFkM4Q1Wjgd+O74IWDS8t3BVOyvD5AxgbmV9KizEfNSPWatTRO/3QvpZPXNwXq0nHn7/cQodYC3dP7E7aYXtqtvZ6wjirscFuHAlRRh6e2ou7J3bH6/NjM+kbDc4ZCVasRh1296Gi5VP7pTdaRafG2bC2bI3LQyPbdop2JAFTCNEiyTYTc+8cwzsr91Fe5+aGUdlkJVjxBQI43JE7W6zIKeP6kZ14a8U+AIw6LY9f0veou5Qk2ky8ecOZzPo+h0AggF6n4e4PD+1+Mm9rId/dNZaUJm5EXV9JjQuH24tRryPWYmjW3pEQ/HKgIbhbx+G94IMSogx8PHMED3++mbwKB+cPSGfG2M6YGukxju+R3CC4zhh75N63aB+awGm2PcuUKVMCc+fObe/bEOKU4fcH8AcCEUOSP+2v4NJZK8LbTiVGGfnqjtHY3T7UCgfdU6OJszZt/aLL46Pc7mbmu+sa7KzRkg2pg/s//khOSR0mvZa/XNCHCwekH3WPyvoq6ty8MH8n76wK7rrSMdHK/24eToc4S6PHl9e58fr8xByl8IHH5ye/0sG/FudQ7fQwc1wXuiRHNXnXEXFsFEVZp6rqkF86TnqYQohjotVq0BI5tNotJZo5t4/m9eV7SYgy8ptR2aREm9FpNUfMEj0Sk0GH1ahvdCjToNXi8PiavP9jYZWTv87ZQk5JcINml9fPw59vYnyP5EYDpsfnp9LuRqPRhHvDRdXOcLAEyC2z8+LCXfz1gj6N9gibsj7ToNPSMTGKxy7ug8+P9CxPUBIwhRCtzmbW01eJ5ZnL+6PRBLNOj0WsxcADk3vy494V4bnRQVnxVLs8VDs8TQqY1U4PO4tq2KJGbi/mDwQD6eE9xIo6Nx+tPcDbK/YRYzHw8Pm9GZQZx97SugbX3lZQHQzcxxjoJMHnxCaLfIQQraLC7mZTXiVvLN/LZrWKSrsbg057zMHyoCSbiQ9mDOfhqb146eozuP3srvzps81NOtfu8lLn9BJt1jN9RMeIx4w6LUp8w+HU73cW89Tc7eRXOdleWMP011dTUuuif0Zsg+IDU/ulE2OW/sepTv4LCyGOmd3l5e0V+/jvqv1cNlhhzb5ycstMnN0ztdWGF80GLa8v20tepYMKu5vcMjvTh3fEdlhR84O7l/x8oBKbUUfX1GheXLiT2etVkmwm/npBH/58fm8e+3oraTFm/nZZ/wbBrsbpYfZ6NaKtf0Yce0vqGN45gbdvOJM/f7GF0loXVwzO4IrBGQ2WlZyoimucbMqrQqvR0FeJIbkd9iA9WUnAFEIcs2qXl6U7S3h12mD+s3wPy3aVMqFXCkM6JRwxYJbUOMktt6PTaMhMsB41YxaCSzweuagP87cWsXx3KfdO7MHobokNdgEprHIy9eVlVNo9XNA/nY6JUby/+gAAeRUOZry7lm/vGstHM4cTYzaQlRDV4B7Neh3dU2ws21VKh1gzL1x1BtsLa9icX0WnpCgGZcXz4cwRBAIBoi2GJs+htreiaicX/fOH8E4xHWLNfP7bUS3KND4dScAUQhyzQCDAvZN6cMt76ygOLdjfkl8dLqp++FKK4monl72yggPlwf0wu6fa+O9Nw0n+hWotiTYTVw/N4rLBGRh0WspqXRRXO8PbZ3m8fl5bmkOlPbg2dEBmHF9uyCczwcKMMV3onmqjoMpJUbWTXmkxRJl1jQY7g17LzWO7MG9bEY9f1Jc/f7GFHUU1ALywYBef3DKCgVnxx/y+HW+z16sR26rlVzn5amMBvxmd3Y53dfI4OcYQhBAnNKtBh06rCQfLgz5Zl0eV3dPg+E/W5YWDJcDOolqWNFLs/MgCbFKrmP7Gj0x4bgmPzAkOj3oDAQqrD93DgQoHw7MTeenqgXz+s8pVr63i5UW7iLUYiLcasBiO3GdIizXz+W2jsBh14WAJoaLv3+2gyuFuxv2eGAob2dmlsd1eROMkYAohjlms1Uh6I9tnHVxKUp/P72dPI5mme8sath1JeZ2Hq19dyZb8ampcXj5am8eLC3ZBAG6s11v67Kc8rh6ayZPfbGNdbgUAOSV13PDmGsrsvxzwEm0mvI1UJnB5fPhPwio8vxqeRf0NVbQauOrMzPa7oZOMBEwhRKuItRi4asihD1+jTssjF/WJKBvn8vqocni4dlhWxLkaDVx8htLk5yqscoZ3qjho3tZCapweeqZF8+6NQxnZJZHh2YmY9FrW7KuIOLaszo3dFXn+kXRLsZEaEzlU/NuzurZ6Gb7jQYmzMPvWkYzvnsz4Hsl8dtuoRr/oiMbJHKYQolXEWY38YUpPfjO6E3kVDnp3iIlYtF9a6+Lfy/awaFsxd53TjX9PH8xrS/cwuU8aE3qlYjHo8PsDlNe5cXh8GPVaYiz6RodNExvZ37Jrso3SWhfJ0WbGdEtmQEYcOq0Gp8dHj9ToiGHVKKOuydm7ydFmvvjtaN5dtY8D5Q6mj+hI99RoPD4/FXY3Wo2GxChjg70wW5Pd5cXjDzRavKE5okx6BmbF8/K1R96DVByZlMYTQrQKh9uL1x9o9EO4xunhoc828+WG/HDbpYMU7j+3J7O+380n6/JItJl45MI+/HygghcX7sZi0PHIRX04r286tsOWfVQ7PbyzYh/Pz9+JPwBJNiP/96tB3P/JRgw6Lf+7OTKBaEdhNdNe/5HiGhc2k56XrhnIqK6JjdZ1PRKf34/PD0a9loo6N5+sz+ON5XuxGvX88byeDM1OaPUA5PX5OVDh4IX5OyipcXP9qE4My04gznry9W5PZE0tjScBUwhxTDw+P3kVDv6xYCfldW5uGtOZgZlxxNTrDRVXOxnx9CJ89eYDz+uXFqwG9O2OcJtWA5/cMpJr/r0Kl9ePVgPLHzi70TqtNU4PNU4vhVVOHB4fz8/fGZ6nfPuGMxnXIyV8rM8foKzOhcPtw2zQEWcxYDqGpSDfbCrgtv+uD/+u0cCCe8Y1u+zfLymsdnLOc0uodR3azeSVXw9ict/0Vn2e053UkhVCHBdltW6mvrQsvNPGsl2lvPOboYztfqgoukajIdlmiljSMCgrPqLHCcEydVsLqslKsLKruPaIZesgOJyoAR7+bBeLdpREPFbliNwuS6fVkHIMC/RdXh+Vdg/+QACDTsuCrYURjwcCsGRHSasHzJ8PVEYES4A3ftjH8M6J0stsB5L0I4Q4Jqv2lEVsSwXwn2V7qHEeWk6SEGXkqUv7RWTMZidF0Ts9psH1shKs4eUpBp2GDnGHAl0gEKDS7sbhDgYRm9nATWM6R5wfbdIzrHMCdpeXwioHW/KrKKp24vQ0LcnncDVOD3M25HPOc0sY8dQi7vnoZ249qyvWw+ZAu6W2brAESGgkKCbajBhOkqpCp5o272EqiqID1gKqqqrnK4qSDXwAJADrgWmqqroVRTEB7wCDgTLgKlVV94Wu8SBwI+AD7lBV9btQ+2TgRUAH/EdV1afb+vUIISI1thtHQpQxooasTqthWHYCy+4/i51FNXRMjCIhykjv9BhW7y1nb2kdGg1cN7ITdreXKoeH5GgTz17en1hrcGi3os7Ngm1FfLDmAFkJFu6Z2AMlzkLfjFg+mDGc/yzbQ2KUiVvGd8bu9rJmbzl3ffgzXn8Ak17Lf64bwsjOieiaGWwq7B7u+3hj+PelO0v53+r93DiqEy8vzgHg7B7JjQb/Y9U5OYqBWXH8tL8SCG6qfd/EHg2qG4njo83nMBVFuQcYAsSEAuZHwGxVVT9QFOUVYIOqqrMURbkN6K+q6i2KolwNXKKq6lWKovQG/gcMBToAC4DuocvvBCYCecAa4BpVVbce7X5kDlOI1lVa42LaG6vZVlCDVgMWg46v7xhDp6SoJp1fUuOixunB7fOzraCazDgLHeKt6HUaEq1GdDotPp+f91bn8pcvD/3vnRBl5Nu7xhBvMVLj8uDzB1iys4Qnvt7Gv341mJvfWRsxnJkcbeLr341uUAau2uHB7vah1QQzfY36yIC6YFsRN729NqKtZ1o0b1x/JnUuLwa9lhizoUnbeLVEWa2L3cW1lNS6GNIxQXqYbeCEmMNUFCUDmAo8AdyjKIoGOBu4NnTI28BfgVnARaGfAT4B/hk6/iLgA1VVXcBeRVF2EwyeALtVVd0Teq4PQsceNWAKIVpXUrSJt64fSl0oS9Zm0uP2+tlbWkeMWR+xDrNxAaa/8SN5FYcq/9w6rgt3ndMt3BuscHh4d9X+iLPK69zsLalj9v48Pl2v8szl/cM9Qa2WBnN/JTUufIEAPn+AkhoXi7YXMbxzIn+ft5NvNxcQZdTzx6m9gjuP1EtY6pbScKh1aHYCCVHGI24afaz8/gDa0PB1os3UhPewcbWhxCi7x0e0WU9SlCl8XdF8bf015R/A/cDBmhiJQKWqqgf/JecBB1crK8ABgNDjVaHjw+2HnXOkdiHEcVRe5+Lpb7dz9nNLKKlxcecHPzH+799z1t+/56a311JQ6eCn/RUUVzvxN1I1p8rhjQiWAB+uPUCV49AcqM8fILGRHpzVqOPT9Srlde6IhKLialeDQDekYzxmvY7iGieTX1zKypwyPlmXxzebCvAHoMbl5cHZmyitjSzvF2818vjFfcM1Z4dmJ3D7WV0xt0HB9WqHh415lTw4eyOzvs+huLrlZetqnB7e//EAo59ZzITnljD1peXsa0Y1JdFQm/UwFUU5HyhWVXWdoijjQ82NfbUJ/MJjR2pvLNg3Or6sKMoMYEbo56PctRCiuXLL7Hz2k8qgrHh2FddGVNX56UAlX27IZ+muErYV1DD7tpF0SowcqjUbGv6vnBhljOgJWQw67jynGze8uSa8gfS47smYDToqHR7K6twk20zEmPVUO738Y8FOnr18AC8t3MWGvEqGZSfy1wt7Ex9l5OVFu6i0e+iZHsPi7Q3r1/58oJLO9bJdYywGLh+sMLF3Kj5/ALNB12bDr+v3V3D9m2vCv7//Yy6zbx31i0XpG1Pt9PLU3G0cnHUrqXHx0OebmfWrQZJh20JtOSQ7CrhQUZTzADMQQ7DHGacoij7Ui8wADuaV5wGZQJ6iKHogFiiv135Q/XOO1B5BVdXXgNcgOId57C9NCHHQruJaANJjzewpqW3w+O7iWjrEWvhhdxl/m7udZ6/oj810aMjTZtJzzdBM/vdjcMBIr9Xw6EV9Irb7irEYSI4y8uGM4ewpraNjYhROj49qh4eSUEbt8/N38u/pQ/i/xbvJq3CwIa+SZy7vD4DFqAsXFTg4VJtTUkv/jFjW5kaWzevTIZaCKgefrsvD5w9w+eBMUmKMpLbxFlgVdW5eWrgrou1AuYN9ZXUtCphltS4OT1HZXVSL23sSFsE9QbRZwFRV9UHgQYBQD/M+VVV/pSjKx8DlBDNlrwO+CJ3yZej3laHHF6mqGlAU5UvgfUVRnieY9NMN+JFgz7NbKOtWBa7m0NyoEOI4qKhzM6RjPBpNsGf26EV9eGdlbsQx5/VL5/Gvg6kFuWV2XB4/9afkbCY9t47vwgX9O7C3tI5BHeNJaqT0nZJgpaLOTa3bx6o9pYzumkxClJFos54ap5cVOWUM6RjPc1cOAIIJPI0lx1w7NIs3l+/j640FvH/zcLYWVLNqTzlGnZbfTehKjFnPuS8spdoZDKyvLt3DvLvGkpFgba23rXEa0DZSXk/XwpJ7aTFmrEZdxJKfc3qnEG2WDNuWao937gHgA0VRHgd+Al4Ptb8OvBtK6iknGABRVXVLKLN2K+AFfquqqg9AUZTbge8ILit5Q1XVLcf1lQhxGiurdfH7TzaSlWDlhSvP4MWFu9hfbueJS/oy6/scfP4At4zrQpXDTU5JcO7s0kEKcYfVQy2vc3PByz+g1QQzWR+Zs5ULBnTg0Yv6RCyf8PsDvPHDPl5fvheAZ7/byYNTevL9fePZU1pHks1EvNWAzaRHf4Qs0kAgQJLNxLd3jeG1pXuYu6mAZy8fgEYDeq2WGLOet1fsCwdLALvbx7urcnnwvF6t/RZGiLcaue/cHjz21VZ+e1ZXEqOMeHyBBkPYTRVnNfDBjOE88OlG9pXamdw3lXsm9sBilIDZUlIaTwjRIvO3FnLzO+sAGNklkSuGZNI91YZWE0zkSYsxYdRpueODnymqcXLVkEyuHZZFQlTk8OLOohomvbA0oi3GomfB3eMiloAUVjkY9bfFEeX1rEYd3901ltQYE7UuH6v2lPHt5kJGd0tiQs+UiOzS0hoXczbmsz63givPzGRQVhwmva5BcH150S6em7czou2m0dk8NLVXmxZYB7C7vRwotzPz3XXsK7OTGmPi1V8Ppq8Se8QvAb+krDaYHRxl1Mv6zSM4IZaVCCFOXRvzqsI/r8gpY0VOGRcO6MDfL++PRqsJD4f+57oheHwB4qyGRodIo816tJpgWbyDBmTEotFoKKp2otFAotWIP0BEsARwe/0UVDnQaTW89cNeXlsW7H1+uSGfSb1Teeby/sRZjZTVupjx3lrW51YyvHOwSPrbK3Ix6LWc3z+dFJspvITl0oEZzPo+JzyUadJrmT6y0y8Gy/pLQVrK7vbxu//9xL4yOwBF1S5ufHstc+8a0+LSfi1dkiIakoApxCmivM6Ny+NDq9WQEGXAoGv9ZQ/1ndsnjZcX7Y5ou2SggvGw5Ra/lJEZbdLz0NRePPH1NvwBSIsx8bfLBvDInC18s6mAJJuJJy/px8CsWCb0TGFhvczWiwcqLN1VSt8OMSzbXRpx3eRoE3UuH3kVVcRHGcmKj2JrfjV/mNKL6a+vDg+7vrxwF9/eNTa8pjIlxsS8u8fy31W5eP0wbURH0mKOHHRKa13M31rEmn3lXDigAwMy4lq8V6bX52dnUWTiVFmdu8Vl/UTrkoApxCmgqNrJ7e+vZ82+CuKsBv52aX/GdEvC2oZDcJkJFp69vD9/n7cDjy/AzLGdOSMrrtnXsZmDG0+f1y+dGqeXRKuR15bt4auNBQAU17iY8e5alt1/Nk9f1o+P1ubx0/4KhmYn0iPVxsz31vHBjBHU1pt3vOiMDvTpEMu4Zxfj9Qcw6rQ8d+UAspOsfLu5IGKOstrp5eN1B7hzQrCAmEGnJSPeygNTfnnOsrzOzR3/+4kVOWUAzF6v8vtze3D9yE5UOTys319BVoKVjHhrk5ai6HXaBnt3JtmMbbLmUzSf1FcS4iRX5/Ly9Dfbw+sfK+0ebnt/PVX1ip8fSZXDE1EgoDliLUYuGagw53ej+e6usdwwKpv4Fq7vs5kNpMda6J4aTUADi3dEro/0B4JzncnRZi4bpNAzPZolO4u5/q01jO6ahBJn4eqhWeHjrz4ziye/2YY3NITr9vl59KutjOqahMfXMG/D5WnZUgu72xsOlge9uiSH0loX455dzO3v/8SF//yBhz/bRHmd+xevl2Qz8a9fDSI7VFYwPdbM69ed2WgRdnH8SQ9TiJNcncvLqr2RH9o+f4D8CgfpsY2XbqtzedheWMPz84PJLXdN6E6vDjHYmtkj1eu0zZpbc4e2yfIFApj1ukaHLqOMOvpnxIWHJnulR5OVEBWu3JMcbeZXwzoysnMSfzyvF4lRJpKjTVw7LIuh2Qks2l5MSrSp0dJ4iTYjVwzO4L1VueECCCa9NiLYNoemkboqWq2G/EpnRGD+ZnMhvz+3R5N6mV1SbHw8cwQunx+jTktClDFilxfRfiRgCnGSsxp1DO4YHx7ChOBGzOlHqXOaX+nk8ldWhhe2r8hZybd3jqFHWuvvuHFQncvLkp0l/PGzTVTaPQzLTuClawY2KAhgMeq5d1J3dhXVcPvZ3aiwu9lVVEthtRObWY/PH+Dejzawu7gWh9tHos3IhzNHkBpj5sxOCZzZKYHSWhc3je5Eks3MvrI65mzIp48SS5zViNWgY97dY3l9+V60wC3ju6DRaCivcze7go/VpGNS71TmbS0Kt905oRvzDtsvE6DW1fR5yKQWFCoQbU8CphAnOZvZwENTe5FbZmeTWkW0Sc8Tl/Qj9rD1jvV9sGZ/RBWYQADe//EAj1zY55jvx+P14w0EwrVXD6pyeLj9/fXhbNjVe8v5+7wdPHJBnwZzremxFl6bPoTHv9rKnNAXgX8v28PDU3sxrHNCxDBojcvLe6tyufOcbuEtxTQEh4znbS2kd3oMn946koQoY3jIuGNiFH+5oDdVDg+z16u8uyqXeKuRP53fm97p0U1eqxhvDe7zeekghXW5FUzpm06npCg+Wnsg4riUaBOpsRIET3YSMIU4BaTHWnjrhjNxevzodRrirAZM+iMniihxDavWZMQf284bPn+Awionry3NobDaxY2js+mZHk1MqCTdgXI7h9deX5lTRp3b22hyks8fCAfLg15auIsPu45ocOzOoho83gB6Y3CHjie/2c6n6/MAWL+/ko1qFa9OG0xprStcck+r0bBwWzGPf70NCFYhuvq1lSy6dzxarQe9VkOcxYDpFxJuEm0mJvdNZ3Lf9HDbVUMyibXo+WSdSufkKO6c0I1kWd5x0pOAKcQpojnr7c7vn84bP+wN7xKixFm4aECHY3r+sloXU19eRqU9mET03ZZC3r1xKGO6JQOQkWBFoyGiZzusUwI2kx6Pz99gjebhay4BvP4A0WZ9xHUGZcXxwIRMLFofECwF98XPasR5G/OqyK90cP8nm3jsoj6ckRWHx+vnk3V5Ecd5fAEW7yjmo7UH2FtSxyMX9eXcPqnhOrRNFR9l5KohWUzum45Zr8NilCzXU4FkyQpxGkqJMfPZbaN478ahvHvjUD7/7agGGys3108HKsPB8qBXluRQHcrCjTUbeO6KAeHEogk9U/j95B68uyqX+z7ewA+7S6m0BzNJqx0eckpqGd01KeJ6N47OJtps4K0bhtI7PZr3ru3G+2NK6bz4dlj0KP6qfAIBGgxHB5NmNOSU1DLtjR+psHswGnSNbnKdFmOmtMZNndvH7z/ZEL7/5tJqNcRbjRIsTyHSwxTiNJUcbSI5OrnVrhfVSGCwmfThDE+bWc/UfumM6pqE1xdAp4Ub3lrDtoLgmsMvfs7nyUv6cdWQDJxeH1XlJTx1cS8W7Chjw4EqRnZNZGy3ZGItBsZ1T2ZQRjRRm99D+829wSfbNQ/t1i+ImvYt907qzh8/2xy+j+tHdmLhtmBijs8fYFNeJZP7pnPH2d34fkcxRdXBHU/O6pGC2+cP760ZCEBuuR0lvo0Lr4uTggRMIUSr6JEWQ7cUW3i7L5Neyz0Tu0fULzUZdKSG5gR3FdWEg+VBs5bsZmKvZBLte7ho++9h1X5+NeoeJp51Pvd8lsO47ocCfLS/mkDeWkrPfxOAxC3voNm7GF9lPoVVMXx8ywhyimvpmmJjk1oVnquEYNIPQIc4M1/9bjQFVU6sRj1F1U5mvrsufJxWQ4uLn4tTjwRMIUSrSI428b+bh7M2t5ziGhcTeqY0WB5R5/Ki1WiwGHWNri00aLVo/B50b04ONljiMc69l6Sh+7hp5E1E1wu+lT4TqzreywtLCwgQ4K5RTzG602J0Jiv/XraX/yzfS18lhoen9uaNH/aG50R/PSyLtHrDzxqNBiXOQrw1uFVYPyWWlXvKiESTew8AACAASURBVLUY+Pf0wQQCsGh7EZnxVpKjTbL58mlMAqYQotUkRZsiskUPqnV62Flcy6zvc4gy6rhjQjdiLAaGZcezeu+hDZzvndSdOHc+5ZNepDS2H4XVLronm0lY/3+c9f/snXd4VFX6xz/TZ5KZSQ9JLiUEQicgvQuKCip2sbe1Vyyru7pr+emuq67dtfeCYgMFBbEgSO+9lwDJJSG9TK+/P86kMQkEJNTzeZ55wj1z752TIZlvznve9/u2M2Iw6al0+1inVqLTarnt67quIndMdvDdjWfTITaG1gklbC1ysCS3nG9X5PPVrYNxeYOYDTpiTTriY4zsrfKweEcpr87aRigU5q7TOnJ611a8cVUfPIEgJr2WrXsdtfZ6AH8ZmsmE0Z32W7IjOXGRgimRSFqc7SVOLnpjQe3xjHWFzP7rSF6/qi9LcstYv6eSUzulsmVvFeW6FJ7Z0ppvVwsxNBu0TL7hfrqZRNnL2vxKvlqWj70R0fp6XRU9MjQ8cnZXEmONxFkM2C2GKEOCcqeXbUUO7pm0qnbs/q9W8+3tg+nbLhEQpur/+G5drVgCfDB/JzcNz5KCeZIis2QlEkmL4g0EeW/ujn3GQszcUEiy1cTgrCQq3QHu/HwFT/2wkRKvjm9XF9ee6/GHeOKXfCpCFpzeAB/M30mxw0ubRupGu6TZGdcrg+6KnS7pNjKTYxt173H7Qw3ceWr4cmkeoYhAhkJhiqo9jVwrO4ecrEjBlEgkh5VKt489FW6mrlL5Y0sxVW4/7RtJnEmwCCGr9Pj5bNEuiqu9WIw68iuiRaqg0o0/GEav1ZBqN7FoRymntE2gW3qdlV+XNBtje6RjNRsw6rTklbn4eX0h+eUunPv4yrp9QdolRme+dkm31/a0tJkNXHxK6wbPt06wYDfLwNzJivyfl0gkh4VgKExeqYsqr58r311ca37eqZWVj24YwEcLdta21WqbGMPgjkkAGHXaWiOCCpefOIuR+BhDg5rOS/u2Js5iwKjXcufIjkxfW8A9X6zkqQu6E2vSE2c20CrOTLLVRLXHz3vzcvlfpFenVgPvXtuPkZ1TaxON7BYDOa3jyGkdV9sIu0uajXE5deYNFqOOu07rSGKskenrCujUysaDZ3Um5RAbOUuOfzThcLSbxonM2LFjwzNmzDja05BIjgxeB/giDYnN8WDY/4e9PxCi3O1Dg2j8vK/7zv4oqvLw/rxciqq9TFnZ0Gnn/ev60atNPHO3FBNj0tOnbXyt8FS6/bw2ayvvzc0FYEBmAk9d0IPnf97M7lI3F/VRuLRfm9rQajAUptThZVVeBXaLgewUK0n1snELKt0MfWZWAxu+9DgzU+8a2kDsiqs9qOVuAqEwJr024vcaHeb1B0NUuf1YjDpimukxKzm+UBRluaqq/Q50XrP+9xVFiQXcqqqGFEXpBHQBZqiqemgWGBLJSUpxtTdSKO9hXK8MUm2mZht9HzTOEpj1FKz8DAwWGPkP6H0FWBpv8lzu8vHV0jzemL0dnVbDvadnc17vjGaXURQ7vOi0mkb7a5Y5fSRbTVzYp3XUc3EWA3eN6silfduwo9hBdyUOu1nHS+N74wmEiI8x1Jqqg3DtSbWbObN7WqPz8AVCUZ61JQ4v+y4NUmxmEmKN+APh/brxGHTag7IdlJy4NPc39Q9guKIoCcBvwDLgMuCqlpqYRHKiUVzt5dK3FrCz1AXAy79u5fu7htI9I+7wv1g4DJt+hOUfiWNvNcz8O2QOaVIw16mV/GfGptrjx6aup7sSR992zRPMOIuB3zcXceeojszaVNcA2mLQMSgricJKD3FmPZZGjNbjY4zExxjpnGZrMG5txutWuX04vEHcviA2sx6rSd/AQAHggt5Ko6tDvVaLXpZVSppJc+MtGlVVXcBFwGuqql4IdGu5aUkkJx4bC6pqxRKEkfiLv2zB4WmBQI3fBZunR4/nzm309FAozPer9kSNT19b0MjZjWMzGxiRnUJRtYePbujPiOxkzs1J59MbB1Dt9lPu8rFwRym7y5zN9metcPkorPRQVOUhEAxFPV/q8PL75mJOe2E2p784hzNe+gO13M3nNw/ksv5t6J5hZ8Lp2fx9bJeDbo4tkexLc3+CNIqiDEasKG88yGslEgnga+QD3+sPET16GNCbIXM4bPmp4Xjr/o2ertVq6NcuIap7R5+2Cc1+yTiLgTtGdsDhDfDWnO30bhuPyxfk88W7GJadwoPfrKl123liXHfG929du+orrvZQ5QlgMejQazWEw2FCwN+/XcOcLSUkW408e3EOg7OSaluBefxBiqq8PDJ5LR6/eBcr3X4mfLmKr28dzBPjuuPyBbCZRbKQRPJnae5P0b3Aw8AUVVXXK4qSBfzectOSSE48clrHRfVEvPu0jrX9Ig8rWh3kXAYdTq87Hng7JHds8pLR3VoxOCux9vi0LqkMqnfcHOIiiULVngB92iZwRrdW3HpqB1bvrqBjSl2A9T8zNlLlFhmzeyrcXPTmAk5/YQ5DnpnFi79sYXuJk+dnbmbOlhIAShw+bvl0OZX1VuNVHj9OXwCnr2FdZG6Jk2BY7EsmWU1SLCWHjWatElVVnQPMiST/oKrqDuCelpyYRHKikWI1Me3uoXy6aBeFlR6uH5LZaHupw4Y1BS5+D3xO0GjBZAOzvcnTk60mXr+qD05vEI0GYoz6Rov+D4RWAwOzkrjvy1VUuv2M6Z7OhNEd6d02nhiTnnsnrcLtD+ILiH3HF3/ZQl6Zu/b6SUvzuHxAWzYUVDW4bzAUZnepi/RIJqtZryMUDpMeZ6agsq52c0D7RIwHkd0rkTSX5mbJDgbeR+zBt1UUpRdwq6qqd7Tk5CSSEwmNRkNanIUHzuhMMBw+qJKNQyYmUTyaSWKsicSD0HCnN0C1x08wHEaDBr1Wg9sf5OHJa2vPmb6ugIwEM6UOH8FQmAmjs/lupYpep8XtD7C5sDrqvjuKHQzKSmrQzUSjgdb12mzZLQYy4i28cvkpPPXDBtbvqWRwhySeuziHhEMQeonkQDR3H/Jl4CxgKoCqqqsVRRnRYrOSSE5gtFoNWqI7dRxvlDt9vP3Hdj6Yt5NgOMx5vTK4cmBbCiujnXoW7yjjvN4ZPD19I7edmsU5PdPRajXYzHrOyUlnrVpZe65OqyErxUpWciyLdpSysaAas0HL4+O6E2dp+JGVEWfBYtTx+pWnoNdpMeg00lhA0mI0O3FHVdU8RVHqD0lDRYnkJGbz3mremlPnETtlpUqvNnEMyIxe0fZQ7OQWOwmHQavR8MG8XPq3T6Rbup3x/VpTUu3lq+V5pFhNPDSmCxMX72JdfiUvjO9Vm7Rjt+ixGBp+ZGm1GpJiTSTFHsY6SZ8bCIFR9sGUNKS5gpmnKMoQIKwoihGxf7nxANdIJJITmLlbi6PGlu8sJzMplgfO7MSrv23FHwzTq3Uc4/u14er3FjOycwqLc8v4cMFO+mUm8uacbfzjnG48cFZnbhmRhVarQa+F7hl2DDot8RYDJkPTpgKHFb8XKnbBH8+Jspxh90NKFzA1pxpUcjLQXMG8DXgFUIB84GfgzpaalEQiObapcPno1y4R2N5g/JS2CUxdtYerBrZlVOdUbGY9Hl+Qz5fsZsLoTnTPsHP7xOUAbCioIhAM4/UHsZsNWOoJY3y0L3rL49wLbw+DgFccb54Ot8yB9F5HYTKSY5HmZsmWIF19JBIJIlt16qo92CwGrhnUjklLdxMMhTm/dwbd0u30UOL45/fr2FRYzYK/n0a7pFjO7ZXOi79s5T8zNlJjX92vXQLrVG2jfS2PChum1oklCLekhW/Aea8h7YAk0Pws2VcbGa4Elqmq+v3hnZJEcnjxB0PoNJratk2SxnF4/Lh8QQw67X6zTCtcPr5YupttRQ5uHp7FxJsGodGA1aRnT4Wb53/ezMaCaiwGHVqNeM87pNjITrWyfGc5Jr2WW0/NAsJcObAtJv0RCrkeiJhGTBpikkArS1QkguaGZM0Iw/WvI8cXA+uBGxVFGaWq6r0tMTmJ5M9Q6fKzaW8Vny/eTXaqlfH92pBqlxmUjVFU5eHJHzYwe3MxnVpZefbiHLJSrLXtsOpj0GtJtZvZWFDNG7O388ZsEZb99vbB3PfVqlpDgvvP7FS7ekyMNfK3MV24c1RHgqEwRp2WWJN+v6bnR5wOoyG+ndjHBNHdZdDtoJWmZhJBc38SOgKnqaoaAFAU5U3EPuYZwNr9XSiRHA3C4TBzthZzzxcra8e+Xp7PN7cNIcUmO0/Up9rj57Hv1/PT+kIAVuyu4Ip3FzF9wnBSGynRsJsN/PPsrizLLat12RnVJYUUm4kvbxnMmvxKereJp5Xd1GBfMtakJ/ZY9nO1tYKbfoG8xSJTtv0IsKYe7VlJjiGa+9OrALGIMCyRf2eoqhpUFMXb9GUSydGhzOnjjd+3NRjbVeqioNItBXMf3P5gg+4iIKzoHJ4AqbbGr8lMjuWX+09l2c5y4ix6yl1+xr48l3tGd+T6Ie2PnTDrwWJtBV3PO9qzkByjNFcwnwNWKYoyG9AAI4CnI1Z5v7bQ3CSSQ0dDo046ermPGYVOo6FDamwDVx2DTtN0s2RHEQafk1StkdLych6ftodyp/B4ffXXbVzYuzWp9uNUMCWS/XDA3WxFUTSI8OsQ4LvIY5iqqu+pqupUVfXBFp6jRHLQJMWa+NuYzmjq6WMPxS73MBshyWri+Ut7YY+46Oi1Gv7vvB7YzI0IZkUefDgGXu2N/tUcxodncs+QurClTqvhBDAxkkgaRRMO79uHPBpFUZarqtr3CMynxRk7dmx4xowZR3sakiOAwxOgoNLND2sK6JASy5COySRbZTi2MfzBEOVOH5VuPzazHpvZEL3f6K2G7++GDVMaDO+9YTEj3s3FGwjxyNlduX5IpuwQIjmuiGhcvwOd19yQ7CJFUfqrqrr0T85LIjliWM16ss027jujiY04SS0Gnch83e8K3O+GwtVRw3G+Qm4f2YGhHZPJTrUeP2LpLIGiDVC4DjqOBlvafru5SCTNFcxRwK2KouwCnIigS1hV1ZwWm5lEIjm2MNkg+yxY/GbdmFaPuVU292YrTV93LOIqgx/vhw2RMvKZD8P4T6HLubLuUtIkzRXMsS06C4lEcuxjsMDw+8GxFzZ+D3YFxr0G5kYK/o91vNV1YlnDL49C24EiU1YiaYTmWuPtAlAUJRVhYiCRSE5GrKkw7hUY8wzBMHhNCcQYj0PbuJA/eszngAOndEhOYpoVe1AU5TxFUbYCucAcYCcgM2ckkpMQjy6WTQ4Lt3+fxx0TV7F0ZxkOTyMCdCxjioNW3RuODbgNLMfhallyxGhuSPYpYBDwq6qqpyiKMgq4ouWmJZFIjlWKqr2M+988/EGxHJu9pZhpdw+jpxJ3lGd2EFhT4OrJsOxDKFgJOZdB1ihpsi7ZL83d3farqloKaBVF0aqq+jvQuwXnJZFIjlF+XFNQK5Y1fDAvF38wdJRmdIjY0uDUB+GSD6HHxRAT3fhaIqlPc1eYFYqiWIE/gImKohQBgZablkQi2S/OElHmoTMIk3DDYUwtcFdCwCOyRWNTop5OsUavwlrZTRyXJkpaPTTlaCSR7ENzf1LOBzzAfYi+mHHAk/u7QFEUM0JgTZHX+UZV1ccVRWkPTAISgRXANaqq+hRFMQGfAH2BUuAyVVV3Ru71MHAjEATuUVV1ZmR8DKKxtQ54T1XVZ5r5/UgkxwfhsMhK3TkfNBrIHAZBH3xxBRSuEaUe57wEnceCyfrnX6+6EKbdC1tnQnInuPBtsdenq+tZOSw7mXZJMewqdQGiE8m1gzPRnUjlGO4K0RvTGHt43lfJCUFzs2Sd9Q4/bua9vYgOJw5FUQzAPEVRZgD3Ay+pqjpJUZS3EEL4ZuRruaqqHRVFuRx4FrhMUZRuwOVAdyAD+FVRlE6R13gd0TElH1iqKMpUVVU3NHN+EsmxT3UBvD0CnMXi+PQnYM9KIZYgyiOm3AL3rvvzH+zeapj+IGyJ5PMVb4JPzoM7l4jwJaIX5rtzc3nu4hzyyl34AiEGtE8iMeYYaQJ9OCjfCT8+AAWrocNpcMaTtd+/5OSmuQ2kL0IIWCrCtKDGuKBJWwxVVcOAI3JoiDzCwGnAlZHxj4EnEIJ5fuTfAN8A/4v42J4PTFJV1QvkKoqyDRgQOW+bqqo7InOcFDlXCqbkxGHV53ViCRDfGpa83fCccAiq9kDcnzQP8Dlh+28NxzyVYrUVEQyXL8j783J5f14uHVKsGHQanp6+kVl/HYn5RAhtOorgkwugPFccr/kS3OVw0btgiT+6c5McdQ6mW8k4VVU3HszNFUXRAcsR/TRfB7YDFTV9NRErw5rfcgXIA1BVNaAoSiWQFBlfVO+29a/J22d84MHMTyI55nGWNDzeuwHaDYF139aNafWHJJYOjx+XL4hJryUuxijCrqndIL+eA6ZW38Aurr739PZi8fewxaA7ceoXfc46saxh2y9iT1dy0tPcTYe9ByuWAKqqBlVV7Q20RqwKuzZyWs2vWmMpA+FDGI9CUZRbFEVZpijKstLS0gNPXCI5Vuj3F9DWa5W18jMY/X9CNAFikuCyz8DcdEmHyxuguNqDy1eXp7e3ysPDk9dy5st/cOfnK9hV6iRsSYTzX69zutEZhUmBqe7esSY9o7s2bKp847BMbJYTJCSrN4N+H4P+uDY0aHsjOWnZ7wozEooFWKYoypeI1l61DaNVVZ3cnBdRVbUi0ktzEBCvKIo+sspsDeyJnJYPtAHyFUXRIxKLyuqN11D/mqbG9339d4B3QHQrac6cJZJjgjgFbpkDc/4rPrRPfRBik4VI+j1CTGOSGiTl1GdvlYf/ztzMktwy+rdP5KGzOmMx6Hjom9XM2SJWr/O2lXL1+4uZfPsQUpI6wq1zheuNwQKWBCr9OsIuH/ExRuJjjDxzcQ6zNxexcHsp5/RMp3fbBLHKPFi8DrFvqkGIsjHmT7xRhwmzHcY+Dz9MEKFuvRkueBNiorOFJScfBwrJjot8DQMu4Mx6z4WBJgVTUZQURP1mhaIoFmA0Yh/0d+ASRKbsdUCNoePUyPHCyPOzVFUNK4oyFfhcUZQXEUk/2cASxK9ZdiTrVkUkBtXsjUokJwbGWEjrCRe+JX7iDRFRMVgOeGmZ08ddn69g6c5yAHaXucgtdvL6Vafwx9aGod68MjcuXxBsZrC1Alrh9AZYn1/FCz9vJhgKM2F0Nr3bxJNsNXFJ3zZcdEprtIdaS+IshTnPwvIPQKODIffAoNuE+B9NjLHQ40LoeLrITranC/efEykDWHLI7FcwVVW9AUBRlI+BCaqqVkSOE4AXDnDvdODjyD6mFvhKVdUfFEXZAExSFOVfwErg/cj57wOfRpJ6yhACiKqq6xVF+QqRzBMA7lRVNRiZx13ATERZyQeqqq4/qO9eIjleaGr1FQqKUpCVn4KnGvr/BewZYLDg9QdrxbKGFbvLCQTDKPEW8svdtePn9EzDoNOyKq+cFKuZOIuegkoPl72zkJpty2veX8IPdw+jR8TR55DFEmDXvHrJS3744znIOlWUzRxtTDbx+LNJVJITjuYm/eTUiCWAqqrliqKcsr8LVFVdA0SdE8lqHdDIuAe4tIl7/Rv4dyPj04HpB5y9RHKi4iiCt4aKTE6ApW/DbfMhpTNarQa7RU+Vu27v0mbS4wuGePeaflz45nw8/hB92yVw7eBMTn9hDm5/EI0G3rmmH8t3lbFvf/nPFu3iPxf1RPNn9vRCQdj0Q/T4lp+PDcGUSJqguXEGbWRVCYCiKIk0X2wlEklLsfXnOrEECPph/isQ8JEQY+T/zute68Cj0cCDYzozbdUeUu0m5j50GjPvHc6rV/TmH9+tw+0PAsIr4aMFubRJiF7VtkuK/XNiCWLfNeu06PGsEX/uvgeDp1qU4lTtEf8+WjiLoWI3VBWA33X05iFpFs0VvReABYqifIPYuxxPIys+iURyLCAEzajX0i3dzre3DyGvzEWbxBimrd6DXgsJoXK0xZtIMcbgj2mHNyKWNSzcXsp/L+lFVnIsO0qEb0nrBAsX9zlMYcrsM6DbhbDxOzHfPtdC+hGyp67eK/ZPV3wkXrvvDTDy7yKZ6khSqcIXl0HhWrE3PfY56HYBmG1Hdh6SZtNcp59PFEVZhjAd0AAXSUcdieQYIPtMkSjjipRL6YwwbALojXgDQWxmAx5/iBKnjyemrker1bDozq5o3xkuwrmAIS2HL6+eyJDX1tbeNtVmxqTX8uWtg8ktcRIKh+mQEkuK7TB51sYmw7iX4ax/i6Wv0dqg3rPFcJdD7hxY9n7d2NJ3RZJP57Et//o1eB3w86NCLEGsLqfdDVkjpWAewzQ7rBoRSCmSEsmxhLUV3DYPVn8pXHn6Xge2dCrdfqat3sMzMzbh9AUY0z2NyXcMJd6sQTfvX7ViCUDhGtKq1nL/GdlMXLybzmk2njyvB4mxRjQaDSk2U9Ov/2ewxB859xxXqTAl0Blg57zo57fMPLKC6XOCurThWDgMlXkQ36bxayRHHbkPKZEcz2i1Iit2+H0AlDq87CpwYdRp+ed362pPm7GukO4Zdm4b1gZNxa7o21TmceuIMVzevy0mg46449mIwFEsaigNZmHo4CyGybfA9lmQ3gsG3Qkr9rHE7nTWkZ2jyQbtRwgjihq0Oohvd2TnITkoZHGRRHKCUOb08eDXq3n8+/Us3BHtaDVnSzHOgBYG3NLwCa0eOo/BZNCRajc3SyxLHV6Kqjy4fcdQl7+gH9SV8PG58FJXmHIbuMpgw1QhliAM1Y0xYt9SqxPfe78boXX/IztXYwyc9qhoWg2ijdplE6Vf7TGOXGFKJC2Nu0LsUWm0YEkEfXQ/ycNBudPHrM3FxMcY6JIWvQ82MCsJi1EvVlmXfSayaY1WOP1xiG3VrNfwBYJsKqzm4clryS93c05OOvef0Ylk637Cts5SCAWEAYDeKPbvQoHDLw6uUtFdxVsljjdPF2K5a37D8769UTSN7nc9aA0Qm3rkE35AGNpf+qHoa6rRQkwy6ORH8rGM/N+RSFoSRxFMmyBaZpniYOyz0OUcEZI7WMJhEWrUNm5D54ys9ipcfjYXVnPHyA68Py8XbyDE0I5JXD84E6NeC/p46DoO2g0VLjuWxn1oXb4AVe4AHn+QWJOOpFgT5S4/l729qLYE5fPFu7HotTw4pgvmfe3x/B4o2gDTHxCZqb2vhr7Xwk+PgKcchtwNrQccPuF0l9WJZQ3rvoUBNzU0qw94hThZM8AUK9x9jhaWBPGQHBdIwZRIWoqAFxa+LlY6AJ4KmPUvStuOxel0oddqsJr12M0HCIGGQqIv5tL3wVUCA2+FhMyoD/r0ODNpdjOFVR6enr6R64dk8sPdw4g16bEYdCTE7rOyjUls8iWd3gA/ry/k75PX4g2ESLObmXjTQNz+YK1Y1vDT+r3cOrJDtGC6y+DDMeJ9APjjWZF0o9FA7h/ice33IjP0cGCOFyHWUL0wcdALbQbCsPth8Zsii/jUv4nm2DFSqCQHhxRMiaSl8FbX7Z0BGGIoumQKN3y6hvV7qtBq4PohmdxzWjaBcJg5m4vZsKeK80/JIDMpFnvNXqJzL7w9TOzHgbDBu/l3yGhYt5hiMzP5jiG8/vs2dpQ46dk6jmSrKVoom0G1J8BD367BHxRWP4VVHh76dg2vXB5dK9khNRaTrpFVb+G6OrGsYeP3cM5LsOE7cbzoDVD6/fnm1wAmO5z7kmj+HPSJkOf5r4uvpz4EA28T51niozuSSCTNQAqmRNJSGK3QdhAUrgHA3+0S3ltRzfo9ImwYCsMH83dy/dBM7v1yFSt2CffJ9+fn8srlvRmXkyH8WnPn1YkliLDs3BfgwrejPGYz4i08dm43vIFQneAeAg6vv1Ysa9hYUIVOo+Ge0zvy2qxthMOQbDXyxLjuxMU08lpxraPHEtqLzN7kbCjZKvZOtYfpY8hkhR4XQ8fRYl/QaBXJNCDM6pthWC+R7A8pmBJJS2Eww/AHoGAV5C3BldyDVRsarriMOi0OT6BWLGt46ZctDOmQLGogG2vdpTM22aPRZNBhOpR2W/Wwmw3YTHqqvXXhzeHZyVjNem4ansXl/dvi8AaIjzGQHNvEas2WBjmXw5pJ4tiaCoPvhPXfCVcfRzGMeEC8T4cLYxN7kqFQdMcRV5lYAWu0Iumnib1hiaQGKZgSSUtiS4PLvwC/G6shljMpZ0luWYNTdI20jgqGwxCO7BW2HQx2BarUyAUGGPFgi66YEmINfHbTQO77chW5pU5GdErhyfN7YIvstx5w3xXEHumg20U2qrda9Jac+Qj0v1nUPZ7xVN0KsKVwlUH+Mlj3jUhy6nK2eM2qPTD5ZmFiYFfgordB6X94xVtywiEFUyJpaSIlCzrgwlNiyS1x8fWyfOIsBh4b1434GAM9FDvr1LoMz7uHKZgrtrMn0B60dmJvWkjc1u9Ej8ac8WBNO+DLegNBKl1+wmFI1FZjCLiAcCRUuf8yCoNOR6828Xx122BCoTAmg5Y4yyGUw8Qp8P09sGuuEM1OZ0H26JYXShBZukvehdlPi+M1X8KG70Vv0ekP1Tn+VKkw8VK4ZxUYDvy+Sk5epGBKJEeQJKuJf5zTlQmjs9GgISHGgF6n5cPrBzBzXQHr1Eou7mqmXZKVR35VmbZuDgDjcjJ44vzLSWoq/FkfRxGVDifTdoR4ZuY2Jl3dkeRFD8L238TzbQaKOkxr6gFvtd/6yuYQmwIXvA4+hzg2WqOzc90VULYD1k8RiUyZI8B6GATVWwkLXm04tv03CHhEP876+N3gLBERAYmkCaTTj0RyhIkx6km1mUmxmdDrxK9gstXIFTlx/CduMv3X/Yulu8qZtq649pppa/awaHtZU7esw7EXJl5CsSvEP6duIislloyKlehqxBIgbzFsnHq4v62miUmEfIIWGwAAIABJREFU+Lbisa9YBoOi7ObdUULcvvkLfHODEK8/S5gmEoq0wryhPjrDfstsJBKQgimRHHXKnF6+Xp7Pkh3FaHYvAIOZBfnRlnMLtu0jIj6XEJagv25s+++g0bJaFT0eM+ItxJSsin7RvCXgKo8eP9K4SuD3pxuO7YyEb/8slgRRc1mfrucJ04hxr0BSBzFmjIUL3hK+sxLJfpAhWYnkKOL0Bnj5l618smgXXdNtTBz7JImzHuKsgSYm7tPM4qweaTg8fjyBEAmBYrR/PIumYDV0ORf6/UXsS1btgfKd9EgTmaJr8iqo7n8O5sWvNbxZ9hnw9XVw0TuHFIYMhcIEw2EMukP8mzsUEN1VwqG65Kb6hEOHdt/66I3Q6wpo3Q82ThMlPm0GCGcjSxzc8JOwLNSbwJwgE34kB0SuMCWSo4jTG2DS0jwANhZU8/RyLYXnfEiPjFjuGpWF2aDFbNBy16gOdE6z8bdv17Jz1050n12IZsUnwkz893/DrKdEy6juF4K3mlbF8/nrSIVSp49ZRVb8Z78CtnQhqqMeEQkxuXOifVabwd5KDy//tpWHvlnDyt3lVHn8B76owTddAvNfhYmXwJafYOh9DZ9X+h6+1V5MghDJM58SloT1k42sqcIxyZYuxVLSLDThcPjAZ51AjB07NjxjxoyjPQ3JyY67AhxFFBHP6f9b2aDe0aTXMO+h07CaDbViZDXp+HD+Tp7/eQtLbs8i9cNBDe+nN8GEtcLtpnQrzH4aV/sxVGWfT0hrJMkUwlS0WqzqNnwPa78S3rQXvSuybptJUbWH816bT2GVp3bsoxv6M7LzgROIACHqP/8Tln0gjjUaMYfYFFg9SYhlt/OblZAkkRwuFEVZrqpqvwOdJ0OyEskRoMLlw+kN4guGsBk0JG/8HH56mPhe1/LXkbfy+My6HpXj+7VFq9VQ6fbh9oewmnT4AiFmbRJJQEGtURTb1w9bxqYK8TFaID0HLnqXmHCImPorNZMdPh5Xd11MIrQfTjAUpsThZeH2Ugw6Lf3bJ5Bqa3zFtW2vo4FYArw2axu9Wsc3z4LP64BVE+uOw2H49ia4dz2c/0a0ucDRxlEE+UvFHxpZI4WwN2YkITkpkIIpkbQwZU4vT0/fxDfL8wHokGJl4vgzSTP+G+PqT7jgjN70u3Ek8/eEOaVdIu0SY5iyUuU/MzYRDIVJs5uZcucQ+mcmsGJ3OVvKIXXw3egWvCJeQKOFc18UHThqaKwbSlIHuGMhLH4HYpJEH0hLAnurPJz96lwqXGI1mxFn5rs7h5JqjxZNgy7aXcio16JtwnUoCg1CdCrz641pQKs5NsXyw7FQuk0cG61w21xIzDq685IcNY6xn1CJ5MRjd5mrViwBthc7eHd5Fb7ulwIQ98v9dJ82jlv6J9I/MxFfMMS/p28kGKozPn/su3XcOjyT+fcPoMSrZ7r9Moqu/YOK8z4keM9q4WJzIMExxkJKF7ynP0VBn/v4o0DDCtVJqcOLsV7yzp5KD79u3Bt9vauU9qZqslPrjNJ1Wg0PnpFNXHPLNWOS4ewXGtr6DbpLiNGxRt6SOrEEUUs69wXwe5u+RnJCI1eYEkkLs3WvI2psQ5EPd3YHaoOY7UcIf1iguNrLvqkFFW4/8e5duH0W/jp5HeEw2M16UmxJDNxZwaPnZHAgozy3L4DP46LSr+XitxZSXC0++Hsodl4c35ur319ce265yxd9g+LNJE+5lc8vmsQ8NZH8qiDn9sqgVf50cFqh4xkH7jqi1UHmMLhnNexZAcmdRZbusVjS4amIHnOVQTgAtFC3k1BAPPQyCelYRAqmRNLCDGifiEZDAxE8N6cVNoyigL7TGBhwM26NmeoqD63sZsb3U/hqmVp7/sMjW6Gd/SQ7Oz1Ue58qTwCT3s/ZORmsViupcPs5pU08SbHGWkOE+uwqdZFo0fLe3J21YgmwTq0iv8JFlzQbmwqrMeq0nNdLif5Gds6Hit2kfDSEC9sMEHWOixJEicaMd+D+zaJERGuI6qLSAJNVPBLaHfR7eUTJGiVW5T5n3djQe1qm4XQ4LHqeLn4bKnYJv920HsfmHxInMVIwJZIWJslq4r1r+/HkDxuocPm5amBbxvZU0BqugZ4Xg8lOmRfe/HkLnyzaRf/MBO45PZvx/dryxNT1nNmtFUpaK7abnqBdXAo3DtPw/rxcAJ67JIf//rSJ1fmVANhMeqbdPYzM5IYf6m5/kNdmbeXRc7qwt9oTNUeHJ8BZ3dPonGbjrlEdSbU3soLKGgm//0v8O2+J+HrW07B5Box5RjgILXtf+NyO/BvEtYPG+mQeL1hT4da58Mfz4CmHIRMgtXvLvJajSLgdVReK4/VThGl/l7Nb5vUkh4QUTImkhbGa9IzqnEpO6zgRSrUYMBt0gLF2JTZnbT7vzsvl3tHZtE+O5b8zN2PUa3ny/B4kxRoZ+9oCypw+dFoND4/tzF2ndeD7VXvwBIK1YglQ7Q3wym9bePrCHCzGemIVWZVuLXJw4SkKM9fX7VHqtRpGd21Fqt2EBk3D6+qT1AFOexTmPi/chXLGQ3InYbNniIGvrqk7d/N0uHMJ2NMP19t45NEZxPd87osis7glVpY1FG+sE8sa5r8kzBakZd8xg0z6kUiOAFqthhSbmVS7OSKWdbh9QWasLSQzKYYeShwTJq1i6c5y5m8r5dK3F1Lu8hEIilKQYCjM09M3cUVfhcm39Mfrj3bE2VvlxR9sOG4x6rjrtGwe+GYtPTLsvHBpL3q3iWdIhyS+um0wVpMejy/UtFhCpF3XHaKrx4RVkNFHiGTns2H1Fw3P9VaBuvzQ3qz94akSwuIoEj0ujwQGS8uKJYC+kR1ovUVkQEuOGeQKUyI5ypj0WvpnJpJqMzFt9Z4GzwVDYX7esJe+7RL5fXMRAKEwOHwhOqfH0aetFotBh9tfZy937eB21C4p65GZHMOkmwcxaWkeZ3VP4/UrT0GDhhd/3cw3y1V6tY7jf1f2oU3ifvYfjTF1+5PdLxTturTGuhBtfWKSDvq92C+OIpj+IGyaJtx5zntNrMAM+5nv8UJie2jVA/auE8daPZz+OFjij+68JA2QTj8SyRGk3OnD4Q0QDIWxmfUkRdpnlTi8TFy0k2pvkPfm5ja45l8X9ODn9YVc08tGr1Q9Gk0Yuz0Bpy6O1fmVJMYaeXP2Nspcfi7u0xq3P8j8bSU8c1HP2vs3RlG1h3NemUu5y08gUsLSu008H1zfj8TmtBGrT/FmeGek8GYF4dhzxZeHp00XiPZbvzwOS96uG9PqYcIa0XPzRMBRBLsWQEUedD0XrK32nzwlOWxIpx+J5Bij1OHlwW/WMGuTWCn2UOx8eP0AUmwmkq0mrhncHrc/wLTVe9hbJbJYO6ZaGd05kZGtNaT/dg+6H34HIJw5jOLRb/KXj9fSU7HznwtzmL2lmK+X5bFsl+hCMrB9IjcMbY9O27ipgC8Q4p1r++Hxh/AHQzz70yZW5VXgDx7CH9GJWXD3cshfDimdhFVfyC+cfQ5UalIfvwfcZUKA49uIVaolQYR4t/3S8NxQAMq2nziCaU2F7hcc7VlI9oMUTInkCLEqr6JWLEGUc0xekc/Nw7PQajUkxhoBIz/cMZDNO/Mw6rVkmR0kz/4roXbD0eb+XnutZuc8rLt+Y2D7LmjQ8OvGvbz069YGrzdvawmXD2iL1RT9a17h8vHOHzv4ZKGw5MuIM/O/K/vwzIyN6JsQ2P2iM4A9A9rq4KvrYPdCsQIcfj8MvEOYoDeHPSvhk/MgGKkDHXafeBhiRAlO2Y6G58cf46UpkhMKuaMskRwh1u+pihpbk19JYJ/klRR3LsPmXMGAny8i+bPTIehHu2dF1LX2khUo8Ra2FTvo1SZ6r2tk51RiDI0n8RRXe2vFEoS7z/vzcnn+0l77DePul4APFr0lxBLECnDOc1Ct7v+6GhxF8MOEOrEEmP9yZJVqgzOegqSOYlxngDP/Jff4JEcUKZgSyX4IhcJRGaeHyhndWkWNXdRHwajfR9RsrcCuiH3A9N6groCu46Kurc6+kFV5lRRXe8ktcXL/GZ0wG7RoNXBer3TO751OidNLUZUHh8cv9gGrC6BSxR6uJsXWUBh3lDiwGJsXdAqFwhRXeymq9uALRN4fv7NOLOtTsKZZ9yQcEv08G4yFxbxBhGhvmCFcgiasgb43yMJ+yRFFhmQlkiYoqvLwxZLdbC92ctXAtnRJtxNnOfROFRnxFl65vDf/nbkZrz/EI+d0ZWBWI5mkWiOMfhw2TIXOY6H1ANFp5JwXYPYzQBiG/RVz6xzuHOVh6c4yuqTZ6Jxm47L+bQhHGjsv3FHGY9+vo9zlZ1xOOv88PYPkDwaDu5zUzBFMvuY1znpvEy6fyLA9u0c6+mb8Ce3w+FmwvZSnp2/E5Qty47D2jO/XhgSzDbLPjBbN1v2b9waZ7NDz0rrWXwBxrcFcz0hetv2SHEVklqxE0gjF1R4ufnMhu8tctWOvXXEK5+ako2luZ45GCIbClDu9BEJhlu8uZ2luOWN7pNEpzUaCSScSXtZ9Az/9ve6iLueKEgqTHVylYsySAPqm22nllbkY8d/fG9jxTRihcJfrTQzrJgEQGng7b+mv4Z2FKuNyMjijWyse+34dn944cL+lJduKHIx+cU6DsTeu6sPZPdPBWQw/PQLrvwWjTYRNu54n7POag7MYFr0JG6dBajc448lj30JPctzT3CxZGZKVSBpBrfA0EEuAN2Zvo8zZiCl5c6nei65oHfqAiyemrufOiSv5aMFOLntnEd+vVAlX5kHBKvjjuYbXbfqBkM+BO6gR4VpbK8q8YXaVOsktEd1G9mXdnsooA/dZ2x1Upw+uPdbumsf1/ZL47yU5ANz8yTJ2loq51TSubozZm4uixiavyKfS7ROtu855QfS3vHMx5FzWfLEEcf2pf4Prf4Tz/yfFUnJMIUOyEkkjNNr3UaflkBeXFXnwwVlQpeL8ywp+Wt+wfVYo4IXcxSKpJRSMurza7eMf01dz96iOJMYaKazy4A2EWJxbxtytRfzvir4k19uT7JgSXcrRO8NCTPnGuoH2p1LsM3LzJw1DqJsKq/H4gtjNjYefO7WK7rWZlWIlWFOOYraLx6GiNx2d0Ku7QpSvBDxgjpfhX0kUcoUpOTkJBoTFWvlO8TXYUKRa2c30VOpWRhoNPDSmy8EX9AP4XGLvsUpki9Zf+em0Gl4Y34vWyXE8uqs36/wZhAbf1XCq7YazVPXxw5oCthY5eO33bVzwxgLGv72QzYXV3HZqR6avLWhwTYrNxL2js2tLRLpn2LlzRDvMm78XJ2SNgqH3YLbEYNJraZNooU/bBMwGLad1ScXWhFgCdGplZVTnOjHJTrUytkcale6mV6XHPK5S+OUxeLkn/K8/vH9GwybXEglyD1NyMhIMQsEK+OIKsWdmbQVXfgVpOQ2aMJc4vCzaUUpusZOxPdNJizM3WtN4QFxl8Pl4yF8KQPnZb/PAunbM2lLGNYPaEWPU8fYfor5Qq4Gpf+lKN/96tJum4U4fQH7a6Vz/5Q4sRj13jerIvV+uanD7x8d1w+kNcMfIjmjr1VDurXJTUOkhEAyjVrjZopZySbdY2sab0JliICYRjz/I3koPGwqr2FXqYljHZFrZTaTYmu7HWOn2sTS3nPgYA8FQmEq3n5d+3cLHNwwg1X6c9nEsWANvD2841uc60YVFuu2c8EinH4mkKVzF8OXVQiwBHHuFifhNvwrxjJBsNXFuTkajtwgEQ5RFmiwnxjTef7IWcxzkXF4rmAmL/8t/x33MnF4KHVvZueztRbWnhsJw7vsbWXL/QJLPGsK2ch2BUJh/XdCTFJuJ5bvKom6/Kq+CO0d1aCCWxdUeSh0+Lnh9QYNzX58L8/82CiVGiIDLF+CxqeuZs0W8Fzqthkk3D2paMJ0lxPndjMzQ8tXaMh6bkUvrBAuvXNyFeJ0bOE4Fs2x79FjRelHSIgVTEkEKpuTkI+iLbqVUsVu0rGoGFS4fM9YV8upvwlnn7tOyObtnGvExTWStanXQ40LwuylN6c/uUArlThMjO6fUerjui98Qy9x8Jyt2l/DKb9sAsJv1fHbTQDqmWtlW5Kg9d3h2Mulxdd0uyl0+JkxaxVUD25GZFMPO0rrkpTaJFoyR2pFAKERxta9WLEFk8f7rxw28e22/6NVidSF8eRXkL0OvN3PFqH9w/oRzcRXtIPm3a9AkZIpWWH9m//JoofQT/0/194+7XyyNESQNkHuYkpMPvRkSMhuOJWeDrukyjfpsL3bw8OS1FFR6KKj08MiUtQ0ErFFikijNuZnbZ4W48KNN/OXT1Zz639kEQmFuHpHV4NRze6ZT5QlitxhqxRKgyhPg/6Zt4LFzumLUadFrNVw5oC2jOjfcc3T7gizYXsqbc7bx7MU5dEgRramykmN5/7r+JFtNlDq8fDx/J3uroptJV3kC7K324vYH6gb9buHak79MHAc8aH55lFhPISnTrkWjLoUNk4V5wZ8lFBD7vlUFULpDCHUjiVCHlZgkuHqK6O8ZkwhD7xX9PrXHcQNsyWFHrjAlJx+xKXDFJPjqWijZAild4LLPmp0V+d3KaKu3KStV+mXuv9HvjlIXS3aW1x5XewM899NG/nlOd/q3S2DGukIGd0hiSIck3pqznWEdk6PusavUSZvEGGY/OBKtRoPVpMO6T4KOTqvBbNCyTq3iyR82MOH0bFrZzbRJjCEj3oLD4+c/0zcxeWU+P983gvQ4MwWVdcJ5ab/WvDNnOxNGZ2PUaUm2mogJOCFvcfQ3VbIVbGlQul3UiXLoNar4XSKbePciMJhh2r1izJYG13wHqV0P/d4HwhgDbQaK19FoRZ2r4U+Gl4MBcJWAp1JY+5nsB2dELznmkCtMycmHRiM+fK//Ee7fANf9IFaYzSSndXSYrjEv130proqulyyo9KLXaRjeKYWnL+rJuF4ZJFlNDGifiNmow25p+DftmB5ppMVZyIi3iCSkRrJZ7WYDD57VGRD+tfdMWsX2YgdJsWIF7fIF+W6VyiV92zB/WylvXtWHKwe0ZXh2Ms9c1JNTs1P4cW0BpU4fI5+fzfLd5eIDv8Mo8QIGC3S/CPrfBBm9oDLyB8SZ/wLL/v9o2C8VefDmENHtZOo9da3Cqgthyq3gLDn0ex+I6kL4+R/w+aWw4DVRXgJC9Bx7D+21izfCG4Pg9QEi+3bt18IXV3LcIleYkpOXQ6yzG9Ullf6ZCSyNrBb7ZSZwWpcD36tPu/hGmz03tvfZt10C367I5+2r+/HCz5vZVepiTI9WTBjdCYtRhAkDwRDlLh9hIM5iwBTxpLUYdVzatw0jO6eysaCK7hlxJMUaMdUzYlfiLZybk86dE1dELPVa07O1nSkrVbJb2eiQYqW42ksoDE9O28AXtwwiecg9Yp83ZzysnwLVe0U7rut/AHOC6H25H/eh/RLwC6EKBUT4NbBPqLhwbcuFZZ2lIumrpgn23vUi8nDBG7D2G9GD0xwHZ/4blD5gjG3GPUvguzvAHYkohAIw/a+i4bZcZR63SMGUSA6SZKuJt67pi8MTIIxIxqmpz3R6A1R7AlS6/cTHGEiMNWDQCaFKshqZetdQnv1pE2VOH9cNyWRoI2FXgMRYE5f3b4vHH+K1K04BDcRbjLViWen28dO6Qp6fuQVvIMjNw7O4elA7EmKNODx+nL4AZr2WIR2SI23D6s1fU8nMy+yUxRp47tIcPP4gf2wpoXOajXtHdyLWqOO5S3L469fCNL3C7ScUDouw5eA7IwYMEZP0tV/BVV833y+2KTSauhBoKChCou668DXtTxWGBi1BwFUnljX4nbBjNsx8uG7s0/Ph7hXNE8xQQIjuvmO+w7DHKzlqtJhgKorSBvgESANCwDuqqr6iKEoi8CWQCewExquqWq4oigZ4BTgbcAHXq6q6InKv64B/Rm79L1VVP46M9wU+AizAdGCCqqonV2Gp5KiQFGsiaR8TA5cvwI9rC3hk8loCoTA2k8hqrQnXGnQ6slvZePmy3viDYWxmPWUuH3llLkx6LQmxRgz1ylNsZgNNVXfklbn527dra49f+GULndNsDMpK4vXft/HevFyCoTAD2yfy+pV96lyAqlS075+F2V2G6S8L2VTg5ZXf6vpoDu2YxFPn9+DaD5ZQVC1CyNcOakeCxSiScPasjO4o8sfzIss05k+EY3V6GHQnrJwIc1+ASz6AGX8TotN+BJz/estlrGr0Isxc0xUFoMPpsPqLhueFgkJE+15/4HsaY6HTGNjwXd1YbHJkn1dyvNKSe5gB4AFVVbsCg4A7FUXpBvwd+E1V1Wzgt8gxwFggO/K4BXgTICKwjwMDgQHA44qi1HSjfTNybs11Y1rw+5GchJQ6vOSVuVAr3FS49u8jW+UO8M8p62pLRaq9Ae7/ajUl+3i9Ws0G4mMMbC1ycN5r8xn+3O+MeWUuq/Mqmt1K7LeNe6PGvl+1h3Knj7f/2EEwMofFuWVMXLyLQDAEAS8s+B9U5lE29i12e228N7dhQ+b520rRaTWc0zOdS/u15pvbBnNZ/zYY9FrIW0owppHQs94kEmX+LHGt4a4l0HG0SJS5ego8sBku/QTilD9//6awxItem/VpOwRSOkefW9OP80CYbDD2Oeh+IRitolXbdT+IbFzJcUuLrTBVVS0ACiL/rlYUZSOgAOcDIyOnfQzMBv4WGf8kskJcpChKvKIo6ZFzf1FVtQxAUZRfgDGKoswG7KqqLoyMfwJcAEgbH8lhobjay62fLWPFrgoAzumZxqPjupPWhJuNxx/Et4/g5ZY4RDhzH0odPu6YuILCSFlHmdPHLZ8u56cJwxt1y/EFghh02tpOKY0lHvVtl0BuiYMOKVbO652BQath5vpCFueWccPQIHaND0o2g9FKqb07lZ4AukY8c3VaDfedkc22Yicv/bKFQCjMhNOzaa+MxlFdQYeULlC8SZys1REa9Sjaw7H60xkgrg0MvafhuNcBJdtgw/eQmAWZQw+vz6vBAj3HC6Eu3iwSwiwJkJgJm34UNbogWpc1JqJNYWsF414T4V2tXqwwJcc1R2QPU1GUTOAUYDHQKiKmqKpaoChKzU++AuTVuyw/Mra/8fxGxht7/VsQK1EUpQX/UpWcMIRCYaaszK8VS4Af1xYypkc6g7ISG3XCiTHpaGU3sbdeNuxpXVJx+4LsrfI02M/0h0LkljTczypz+vAGGgru3ioPeys9TF9XQOsEC2N7pJNkNZHTOo4xPVrx0zqx0uzTLp7zemfg9AR49NyufDAvF28gxI3D2pNiMxFr0oPWBqdcA3vXU+7yMXXjHm4ensULP9fttZ3VvRVb91aTEW/hkjcXUOOrsHB7KbP/OpJrv9zJZ1d8Sby/iGAoiM6ejsYcz2EPlnodESN0r/Dg/XicaDANkN4Lrv5WlAcdLixx4pHYvm7MbIebfhMZtAaLCDnvb4XoKofSrbB5OrQdJMLUsckN+3lKjmtaXDAVRbEC3wL3qqpatR/BaqyAK3wI41GoqvoO8A4IL9kDzVki8YdCrNxdETW+YU8VarmLqwdnRvnKJsea+PzmQfztmzVsLqxmeHYyN43I4uI3F+D1h5h488DalaFRp6VLmo1NhdW117eymzBFXHiqPX7W5lfy0q9CzK4f0p7V+RU8+M0aXhzfiySrif9cmMOj5wQIhsGs10I4jE6n4ZEpa9lTIVaui3PL+Pb2IehqbPPanwrDHiAzwcCsjXncd0Yn3rmmLwu2l3JK23haJ1j4ZOEuUmwm9jUhqnD7aZcUQ6UmjjdXVZJX7mZMdxjT4zDb4fmcsH4y/HAfnPF/YmUZrveHRMFqUcpysILpKhcuT1pt86+1pjZvNRvwwqqJojSlhh6XiFZn0i3ohKFF6zAVRTEgxHKiqqqTI8N7I6FWIl9rmuvlA23qXd4a2HOA8daNjEskTVLl9lNU5TngfqRJr+O8XtE+soOyEvlhTQEuXyDqOa1WQ4cUK+9e14+f7h1BpzQrN328jBKHj2pvgAe/XlO7n5lkNfHm1X3pHGmVlZkUw0c3DCDJKpJz1HI3V763mKU7y1m6s5y7vljB8Oxk1qmVuHxBQqEwsSY9SkIMBq2Gf3y3jtEv/cFj363n9Sv7kJlU53/62eKdOL1+sVoNxODqdQNJdhtTbuvHwm3FfLlsN8M7JpFsNTL+7UUUVXtJbqQry64SJ/+5qCe3fbaCr5bls3B7KY9PXc+PawoIhJq399osPJXw4wMiq1RnFGK0L42N7YtjLyx6C359Aspy4etr4YVO8Mn5onTkcJapuCtgzrMNx9Z9Az5Zd3ki0ZJZshrgfWCjqqov1ntqKnAd8Ezk6/f1xu9SFGUSIsGnMhKynQk8XS/R50zgYVVVyxRFqVYUZRAi1Hst8FpLfT+S45+CCjf/+G4ti3eUkdMmnmcvzqFtYtPG2oOykphwejYz1hbQLcPO0I7JbCioIisllhhj0786CTFGKlwOXv51W4PxHfvsZ7ZPjuXzmwfiC4Yw6USWbM0e5aSleQ2uDYdh5rpChnRMIhwO8+qsrWwvcjBhdCce+GoVq/MrAZi1uYi91R7uOT2b+79aDcAV/dvywbydvDF7O6FwmOsGt+O2QSlkbnibl88aj85gwBXwMuGHAoKhMIt3lPLXMzvTLimGXREf2jS7mcEdkiis9NTuu9bw8cKdjMtJI8XoA4MVdM20kwv6RVstR5EIdZpsIgzqd4uVIMDGH6DfX2DahLrr4to0DJ3uS8ArOsT8/m9Y9ZnoODL1Ltg5Tzy/dz18egHcOk/sMx4sjmIRdlWXQa8r6hyIQtF/RDVYGUuOe1oyJDsUuAZYqyhKTT+iRxBC+ZWiKDcCu4FLI89NR5SUbEOUldwAEBHGp4ClkfOerEkAAm6nrqxkBjLhR9IEZU4vd36+khW7RW3fwu2l3PDhEr4t65xxAAAgAElEQVS8ZXCDxsv1SYg1cvWgtgzrmMzcbcWRukojF56iHLDNV6xRT4rNRHGkNMNm0nP/mdnEGhuKSZLVREWktOSLpXn0bZdAp1Y2spKja/1S7WayTDp+2bCXl38VpSBXD25XK5Y1rN9TResE8YdAn7bxhEKi7KSGd+bm0jc1zFlpPTBvngLLPiDOYOa1YY8yUcnkmd/38MjkNXxx8yByS5z/z95Vhzd5tt8TbyP1lrYpbWmLQ3F3dxg2GAzbhgzm8m375u7GHBs6dMjw4e5OcVqkoe5NmzRN8vvj5O2btCm2374xyLkurjVv7M2b7DnPfd/nPjesNjtqh+kQrPNCvqkUIToVhjeviuhADU4b8nAutQCyrPPAzjeBuG5Aw0duL+WZlgDM6QuYC6iy7f4h0HgUVaXaKowQk3YA1bvRyvDkEiAojgRaWZo0/wYNEFJP0SRg2HyaKqx/xfVxhel353trzAQWjQCSHX2bR+cCfb+haKjlZGDXF+JjY7veXs+mB/8a/J0q2d2o3Fiyi5vH2wFMqeS1ZgGY5eb4YQD1/sJpevCAwFxqKyNLAZczjC6uO+VRXGLFooPXXchmXOtotKh2637DIK0Ki8a3xCu/n4S/RoHnu9bE70ev44M1Z/FY22rQ+3tDrZTDXGrF70cNeH/NmbLnjmgeiWe6xGHmnqSyCC8qUI2HGulht9vR/eudZY81lVgRoFEi2yimmH29FQjRqTBnXHM0jPTFj9sqjq46lS1Hd28LJFvFdgrdqrEYO34vAgPj0SYuCEFaJcL9vF2eF6RVYtbYZpi65SJ+P2JA69hAfDa4HgLWjASSdvLfjeNAv6/pjlMZjBnAqikkS4CR2KY3gLoPAdpQtmD88RSQfgYwHAEaDGdvpFTuMrPUBYXpFAdlOSL7K7uA1s8ANXvRL1hQ9gIkMrm3+9e5Gcz5IlkK2Pk5ULM30GoynYASVgBRbYHafTxtJPcZPE4/HjwQkEkkFRSsOpW8bNSVO+SbLPhhu2tade7+q5jYIcath6szpFIJYkNYzywyl6LHN7tQaGbKbsmRZKx/ph1qhOqQV2TBN5tcHWEWHbqGpzvHYcXkNsgqNMNutyNAq0KQVoXThjwXJe28/Vfxbv+6eHHJCZRYbVDIJPh8SDzC/bwQ7YhSW8QElA2orhWqQ6iPF3rFeUNyZBXKQ3lpPTo1fgpmqx0miw1Kh92exWqDXCqBxWrHs4uO4XIGo7OlR5KRW1SCL6v1hE/idr7ImRVAjw9uTpg2a8UZlDYrBT9SKf1kH1nItK1Cc3tKU1OeSJYCTvwGxHYGen0K/P44I0SFGhg4ja0j/x9wpNGhDgRq9QGq96ARgwf3HTzfqgcPBAK1KnwzrCEem30YxRYrlDIpvni4Afwrm2HpQKnVVSpqtdkrqEdvBn+1En8cv1FGlsJrTNuViI8H1QeACq0kNjtQarfjamoBpu9ORKBaiSmd4+DnrUCorxfq6X1w2kBz8C3n0vF8txrY+Z9OyDKaEahRwcdbXkZ0ANAwwh+jWkahS+0QpBeYkZxTBLnaBwXxY6FzdqIBYPSvhVGzDuJyuhFPtKuGUa2icOJ6LtacTEHz6AC0rxFcRpYCtpxLR3H79ijzsFGob21kIJExKjv9u3hMG+LqhHOn0Zk76zwvP0Cm4mtP3MX6qEJN5erdTCNR+QBRbYCre8RjHV4F1E49lh6yvG/h+WY9eCAgk0rQONIf21/uiLxiC3y9FQ5iqXxh16hkeLhpBH47KApwetYNhVp5ZzMSVYqK7yG0j2i95BjZIhK/7r1Sdl/76kEwlVgxfPp+AIBUAhSaS/FG3zoI0CgxZ2xz7EvKwpVMIwY20kMmlUIqBeKCtS4G6wICtEo83TkOLyw+gd2XOXVj6pZLmP5oQ3RtNAaSY3MAALaYzkhU1cLZlPMAgB+3X0bHmiGYuTsJh67kYM3JFKx+qg2UMqmLQUMVHy9Ii7PEN+zyFonKHYpyOIUk9RTQYhJTrJc20xCg77d/rblfqQPihwEnF/O2RErBT1QrMQr8q9AEAUPnAJe3AoajQPwQILD67Qud3MFu//87Pw/+VkjsblxI7mf06tXLvn69Rxvkwe0h22jGtnMZ2Hw2De2qB6FH3dCy1o/bRVq+CX2n7kaGo6XESyHFxufaIypQ43iPEmw/n46NCaloGROIPvXD8N7qM1hzKgUKmQQ/PdoEF1ILsPVcOmqF6jClcxzCfL2RX2zBlnNp+HjdORSXWDG2TTTGtalWwWwdABIzCtH5yx0ux2KDtVj8eGMEWlJglciQkA2MWngJ+cViNPxitxpoExeEl5aeQGKmEaNbRSE2SI131pyF3Q4oZBL8OqYJWgcaIb2yE6jaHNCFV+w9FFKwa16gP2z17jRRuPgnjQgKbnBk2F918DFmAjlJdOyJakPx0b04HcRaChSkAIdmcjJL8/GAj/6vz+D04K6g1+uPGAyGprd6nCfC9MCDmyBAo8LgJhHoGx8GpVy0prsThOhUWPNMW/yZkApjiRX94sMRrBNJLUBlx6Ba3ugVUxVyuQyGIlOZ0cCQJhG4nFGIvZezcCGtAIev5mDnxUz8/mQrZBsteH7xibLX+W7rJVQP0aF/w4r9o1Y3eWRzqRV2mRLp0kj8fvg6lAqZC1kCQPNqAdiYkIqPBtXH15suYO6+q9j3fDN0ebI2UvJMqOqnhK88G9LA2kBgTOUXwZgB/NpLnCt5bB5gswCaEI7WksqA2gPu5LK6hyaI//7q9JS/G4VpnP0pzN08PAOYvP/2vWo9+EfgGSDtgQe3AZVCdldkCQASiQRVfLwwqlU0JnWIhd7fG8UlNhjNjtmPhqPAtw3g/U0NKL6tD/+Mw3isbTTCfL0woX0MAjUqNInyx/QxTTG2dTSuZRchr7gUOy+kV3ivP04YUOzGVMFfo0RciGukNaFdDORSRsDXc4rRNz4MfeqHQiphynhKx1j4qRX4ZWcinpx/BM93q4EB8VXgfXktIuY0R7MN/RA6uyW81bcxgaM4t+IQ5vPrgajW/Lv+w/dmJPh34cwqkSwBipv2/sDI04N7Fp4I0wMPKkFxSSlKrHb4et9cEXsnyCsqwcEr2Zi1+wr8NUq82C0OkUfmQiG0V1iK4LvmCfiO2I1FE1riP8tO4EAS22Gmbr2I7x5phJPJefBSSFE3vKIKtVGkv4vgR0CQVoXfxrfAkkPXkXAjH0ObVkW83hdvr0pA/QhfdK8biod/3ouvhjXCq71qw2a343p2EYb8tBcAkFNkgbdChjf61Ibfxu/ZpC+RAcMW3J71m0rHOp1zCci/GttJ+nwJ1HmIj3lQIHWz9EpllTfieXBPwEOYHnhQDlarDddzivHVpgvIKDBjdKsotIoNhN8tFLW3g8NXczB+7pGy29vPp2Pr+JcQenqxaNVWnAOl1YikHK8ysgTINT9tv4yXuteAViVHzVAd+jUIx+oTdISsr/fFw00jRN9YcNB0UYkVVpsdUokE/RqEo3qIFgeTshDh7w1TqQ1VfL3x7uoEXMsxYcjP+/DegLpYftSA49dFL12JhMKpXJMNwf2+BXp+TFGNOuj2BC8qLdDpDWDbB/wgKh3QfyoQVIMq1sp6K4uygKxEIOU4EN0O8Am7ebvKvwW1+wHbPxKHZCu8OZzbHZF6cM/A8+144EE5ZBpL0O+73ShwtILsS8zC9yMaoW98xdrgnSDfZMGsPUkux4pKrDhoMKN/lXo0FQeAwFikFElgkVW0VTNZrKgZ6lNG3u8PqItXe9aC1W6HRilzESTlGEvww9ZL6FE/FDN3J2HTmTSE6FT4b+/ayCosQf/vd2PxxFYoLbUhJU+0u1uw/xre7FsHT84/UnYNJraPweazacgqLMF7A+pC4l0JaVlLSaTlCdDLl8KW+GFMzfqEsW1EdpPovTgP2PYRcGiGeGzAj3yNf3vrhjYEeHIvcGoZVcMNR9DdyIN7Gp4apgcPPDIKzFhxLBk/br+Eq1lG3MgtLiMKAb/uuYIc480N2wVkFZqRWWCuILRRSCUIcqOwDQoMpBONTAFEtkTuwIVYn1iKuBBtBa/b8e1iUMVpXqafWgm9vzciA9QV1Lup+SaYrDasPGbAhtOpsNrsSMkz4fnFxzGyRSQsVjtOXc+Dr7ccfeLDyp53Pq0Avx+9jvXPtcOssc2wYnJreCvlmLrlIgKc/G5dYMqnw8/qp4Htn9CirrwC38sX8KsK6BsButCbkyVA4/LDM12PbXoTcG5h+bdCKgN8wjn7s+OrgF+k+z5SD+4p/Mu3aR548NeQUWDG8Gn7yprxv/rzApZNaoWYIA0SM43QKGVoHReEeuE+ULgZtuyMQlMpjl7LwacbzsFksWJihxh0rxNaFg16K+V4vmsNbDmbXmZkUF/vixphfkDEp0C39wGZAjKpDs93k0CjkmPppFaYu+8KLqUXYmCjCMRH+MJssULtxsvWYrWhuMQKjUoOmVSCpEwj6ut98VM5t6JSmx1Xs4sQrFVB6yWDRiXHsKZV4eutwM4LmahRRYtRLaOhlEnx/uoEXMsphtVmR4BGieHNq7q+aWkJ2yJSTtAXVsDR2cDYdUDGGaBqi7uLnmylFUm3pLCSIX4eePD3w0OYHjzQuJhW4OJcU2qz45vNF/FEu2rYfj4DT3aMxZ8JafBWylBotkKtlEMqdU+cafkmjPn1YNka/59lpxD6mDfa1xCNyCP8vbHlxQ44ejWHytVgrSPqFKMLZ+mLSi5FmK8XTBYbvtt6EWdT8jF7XHO0qx7kEullFJgwb99VHLqSg651QvBQQz0aRPhi4cFrqBPugysOT1oBkQFqBGtViI/wQ1KmET/tSESYrzcebxuN5JxivLM6AbPHNsXiia2wPykbVpsdrWMDEewcxRamAft+BAJjmVp0RmEakHwA2OUYVDRu/Z33WCo1bA9JPiQeazz2wRIHeXBPwUOYHjzQMJVWrBOarTZ0qR2CZtEB6Pvd7jLrup93JGL9s+1cUqLO2HgmFQqpFAMahaN1bBCyjWbsuJCOFjEBUDmUq3ZQQNM8JgBecik0qpunJQvNpXhjZYLLsXf+SMCSieKUlWyjGU/OP4rDVx2TWBKzcC61AK/3qo221YPQvW4ozqdyY6CQSfBsl+rQKOWY+khDvLDkOOrr/fDxoPp4Y8VpvLkqGfXCffDNsIbw16ggkUjczgWFMRNYPAq4foApRXfpVamCQqacJCD5MFCrN4/bbJWLfJyhCQKGLwAO/wpcP0ihTO1+gLLykWz/c5QYWbNV3IWRuwf/OngI04MHGvX0PgjWqspceABgSqc4BGpUmLrlkovPa7axBJvPpmFkiyi3r1UjRIvpo5tg16VMfLHxPML9vPBqr9plKcRCkwXbz2fgndUJyCu2YGAjPV7pWeumzkElbgg9p6jEZa5mUYm1jCwFrDhqwEvda6JFtUDkFFkw7/EWyDaWwFxqw7pTKejx7U5M6RSHuuG+mLv/KiRS4N0BdeEll0EhlyDAzQBpF1iKSJYA/WB7fgIkbhOVvgExrFPmOEROpnwqXpMPAaeXU/Fas+etx4BpqwDtXqIHrFJze0T7v4C5gJNU9nwLqHyB9i8CflG3rst68K+GhzA9eKARrFXhj6fbYN6+qzDkFGN0qyiE+3vDZLFWMF4HKpqxO6NxlD9m7ErCjF0kCUNuMUbNPIBtL3VEFYUMWcYSPLXwWNnjlxxORrUgLca3qwa5TCSCrEIzCs2lkEkkUCvlqBfug9M3xCb3ES0iXXpD5VIJZFKJi8hIo5JDIqFpQoBGiZS8YvT/freLcfzMXUmYMaYp5h+4ho2n0zC5Y5z76FkY9JxvIMF5+bL9QabgfZkXOdJq7HqSpi6UIqaVT/L5Kh0Q2wk48Auw41MeO7mYszMHTQPUtxiXJpMDsnssDZtxHpjZXbx9ZiXw1CHAN+KfOycP/nbcI9s1Dzz4ZyCRSBDm643hzSIR7KPE80tOoO2n27D+dCrGt6/mIvTx8ZKje93KxSs2mx0bE1JdjhWVWJGUyRrp8Wu5FZ6z6UyqiyI3s8CMx2YfQofPt6PtZ9vw+opTmDGmGca0ikLzagF4f0BdTGwf62KyrlXJ8US7ai6v+9/eteDnLfaN2u2oMGWl1GYr69mMDFRXbkSflgB81wSY3hn4pj5wYBogUwJtXxIfc2w+kHsVaPciUM8xEz6kDtBoNDBxNwA7sO9719e9tIkpTWcYM4Hc60BBKgVF9yIsxRxS7XKsCLiw8c5fy5Qn9mJ6cM/DE2F68MAjq9CMJxccQYJTFPfa8lPY80onbHyuPebsuwq1UoZHW0Qh5CbpU6VchqoB6grjr0IctcaaoRWjpEaR/mXTT+x2O1YeN+BEcl7Z/VvOpWPEjTy83rs2ii1WWGx2bD2XjmPXc9EvPgxxIVr4qZWY1D4W/eLDcdqQh6bRAQjRqVwIUK2UoXudKvjzTFrZsUGNI7DzQgZ8vOT4YEA996POjJnA6meoThWw/SP2DbaYCNTtD6Se5uBkTTCjTkd7DELjHfU9L6Agjc5A5eHcopKXDCwaQcWttz/Q/wdGpvdSzRLg53A3S/NWkbIzSoo40Hrr+0CpGWj/MqBvAnjdhs2gB/8YPITpwQMPq82OyxmFLsdKbXYUllgRG6zFO/3q3JaPrI+3Am/0qY3j13ORW2QBADzSPLJsekiorxcmd4zFLzsTYbXZUU/vg4ntY8oEQRar3cVdR8DJ5Dx0qV0FhSWleH7xcey6SE/WOXuv4P0BdfFI80j4a5Tw1yhRT+/eUMBPrcTHg+qjfY1g7L2ciW51qqBVTCDSC8wY2zra7YQTAGztyLniesxuYw3PVw+o/RlJuoMz0Xn7AR3+A/z5hnis7kAOhwYYaa17WTRvKM4Blo0Bnj3J1/mnRmBZLUBxNuvQKh3PRa4E2j4HnF7G6wCwZhvVhn/brPwnv4kzVEEKMLOrWPOdtwd4YgsQccuBGR78g/AQpgcPBArNpbDZ7fDxqijKUCtl6Fq7CtacTCk7FqhRQufodbxd03WbzY5r2UWYNqop8oot8FMrcDm9EBZH3dNPrcSTHWMxqlUUSq12qMs58yjlUgxspHc5DwDo4UgDG83WMrIEaFV39GoOHooPhk6jueX5BWpVGNkiEkObRJSldEN9b6HuVOk4ReTYXPGYJth9hFWcQ4L1DqwozpGrgIYjgYjmwLk1QGQrjgJTO17HUiyKiATYrIy+ErcDJ5cwaq3Z69ZCof8vFOcB59cBm94AzIVA08eZctYEAj4RwJSDrNmqdEBEC7bN5N+g2UJ2Eh9fpa57r92EFSJZCjg4jaPOPMKhexYewvTgvoa51IormUZ8uekCisxWTO4Ui3rhvvBxEs1ovRR4q18dyKQSbD2bjupVtPh0cPwdz73MLirBZxvO41xqAXy9FTBZrDCX2vD7k1oEO9KyOi8FdG5IW0DjKH+81qsWpu1MhFIuxcs9aiLCv2JKMlirwuJHYxFydTW0674F6g1mhHOLtKBEInE7ZLpSKDVAlzdJeOfW0Pu1z5eug54tJqYX/3wDMOUyVVuzr0iGAtQBQGQL/isPhRqo2hI4v1Y81nAkcPYPYNNbvH18AVCtPTB0Nm31/m4UpgIrJ4m39//AQdeNR1OI5BPOcyzOoQo4zwDM7EZxFED18LAFQO2+FV/bnTjIr6r7tLUH9ww8hOnBfY2MfDP6fbcHJVa2Z+y+xFmSTaJciSVE54UPB9ZDUW8r5DJp5SnKm0AupTsPAOQVW8qOeylkuJFbDJlUAp2XHGpl5f/b+auVGNemGgY21kMCCQLUCsgcClqNSo6WMQHYn5iNz/voEb15EqTJ+/nEhBVAx9eANs/9/w8h1oYA3d4D2r9E4iwfXRozSBRWh0hn1VPAUB+g7h3Mt/TyIRHX7gf4RzJFG1QLmNHZ9XFJOxnt/S8IM2lHxWNnVgH1BonmCYXpwJLRFDz1+EgkSwG7v2Q0rSl3vrGdufnIvMDbulBGpPdK24wHbuEhTA/uOxSaLFDJZVDIpdh0Nq2MLAXM3J2EuuG+8CoXaWlVCmhvYiSQU1SCrEIzUvNMiAvRIUCjcBml5adW4rNBdfHHkSvYf70IB5Ky0SzaH9nGEvSZuhsqR8Q4tGlV+KpktJSTq+gr6gSlXIoQXUXSC9Ao8f2Ixth2Lh2NQ82QaoOAvt+QXI4vAPb9ADQZCyhC7+Kq3QJKdeXimyu7RbIUcGQWENvx5pNFTAWAMR24sosCIV0o200StwG+VYHRK93XLW+WIreYWFdUqhkd/xWENeR/5Sr+XZwNVG0GyB1pbKuVqWKFN+AXTeVweci9KXwqD20IMHYtCbPUDFSpd+dOSB78z+EhTA/uG+QYS7DrYgZ+P2pAzSo6PN6uGqIDKy6aVXy8XEZg3Q5yi0rwxcbzWHDgGgBa1i2d1ArxEU71qcJ06HNPYmzVUjxVUwuTfxNcLfLC6F9p7WYuteGDtWfRo04IfI2pbKswZnD6hm/EbS3wQVoVhjatyrYLfWPg4C+s6fX6jIu3RAoUZgC515geDa4BmI2MCrUhty+cKUwHshwetIFxN1/M3aYXozi2qzLYrIzgljxKQc+AHwDYGcW2e4EtKLu+Atr/B9jwqvi86t0BZSWDpgvTgd3fAJcd4plOrzNtarUCRY7arzrw9iedBMQCA6cBQdVJ6j56pr2F55tyad1nyqU9YEhtILQ+kHqK90ukQJe3K6amBWhDPCT5L4OHMD24L2Cx2rD0SDI+WncWALDjQgY2nknFogktERusLVPB+qkVeKJtDBSyO0t95ZtKy8gSIPm9tSoBs8Y2Y/rWmIm0fBN+PhOAEynF6B6nxdD6ZlxOKUR2uSknfrYcYNEwkZB2fw089iejl5uhOBfIPA8kH2HUs+U9xx1naR03aQ8jvaVjaEUHkCBGLOaxR3+/vcb6gjTg155AdiJvB8QA4zYAukp6UENqAdFtGWkCrG+2f+nmqeGiTODMH0Cfr/l4dQAwfzDrgV5+wIDvaYnX7iUgvDGQsJIioWrt3Ndpi3OBNc8B5xw10IxzQMpJYMQS4PJWYPvHgN0KtH0BqDekchITYC0FbCV8L1MuiW31MzRkeGQxz/n6frbBACTMofOAft8CN45xQ1P/YSqJPbhv4CFMD+4L5BZZMLvcrMmrWUXILy7FogktcS41H0ZzKRpF+rsaiN8mCkyWCsdS8opRamO6N6tEjrFLr+BsCtsMjl7LxbV8K17tGu3ynAh/b6jzLolkCbBNY9uHFLO4U1QCjMjOr6N7Trf3gRPLXe8vNQFppwG5l0iWAB16Dv/KyGjHZ0CvT5lCNGay2V6qBCyFgFInEmLCCpEsAf6dsAJoOQluoQkGhs6hQtSc74hIncjVlO+YMmIF8lMZ5erCgOpdgT3fsPa3fALPXeFNglrzPMlO6Q0EViIUcoalmNfHGaknAYsRWDVZPLbuJQp3qrVndG+3M5WqULu2gWRfBmZ0EdtGavYCen/B65+TSDXw5rfFx7d7EVj1JNti9I25Ubm8leT6V1PDHtwz8BCmB/cFJBIqUOE0CBlgPTBYp0Kw7q+1IgTrVAjUKJHlFC0ObhxRZlFntErLyFLAsmNpeK5rDXStHYIt59Lh46XAm31qQWI5UvENbBbcdG5VURYJD+BC7xvhOsUDYNo161LF5xamMkq7upfEkn0Z2PAaBSp1BwHhjYDN7zIC9fJxJUsB2UkVjzlDE+SqnBVgzKR69tQSEmLbF4CafYCU48Dy8XyMOpCbhZyrTKEajgCb32FK02px34Mp2PWZCxwpWjtfxyi23UCmZH2wPE4sZI3UbiPJ5lxhWjwghp/BlAdsfF0kSwA4vx5oPpHRb14y20osxeL9flFiD6nhqHi8tJjnZM7npsfLD9D+j9piPPh/h4cwPbgvEKRV4c2+tTF61sEyC7hudULg5/3/09MWpFHh98mt8eHaM7iSWYT+DcMxokVkmemAXCaFVOJqP+en5nv/MDgWudb6kEgAP6Ud0oIaJIb8G+KD27/svrfRGQJpnFwMDJvHGmBRNo/V6MkILiyeROEswqk3GDg0E2j6BCeFzOjG6BIAdn5OdW1ILbrOBNcC6vQHDk0TZ1FKJEDjUXd+0Ww2RqYnFvJ2iZHvEdWaad9OrwOwMwKdP4hRMgA0nwD0+JhEtnA4MGFHxXRw6mlg/kCmcOUqYNQKpneXjiERAkDXd1xJT0BgdW4WNrwq1hsPzQAenkeVbmkJUHCj4vOM6Wz98NGTzJuMBbZ+wO+txMioulB0UoI6gI9b9jiQtJ3HQutzY3I380E9+MchsZcf0Hqfo1evXvb169f/06fhwd8Ao7kUmYVm7LqYibgQLaqHaO+4l/JWKDBZYLbY4KtWsA5amAGLRI5z2Xb8cTIF03ddAUCO+fHhuuha1QbFwV+ADi+LEZgpn2nHo3NJms2eYBrzZrZoNiv7+oSoLLIlSaXEyMhKW4Um6Ad/YZ/g3ql8j0ajmeYsygIaPMLIbt5A19cOqQM0exw4PIskkHudopn9P/H+jq8xzeg8h7Iom+9ttzHCc26bMOWT/CQyYMUE4NJm1/fr/iGgCweOzORGYePrTCcLkEiAZ44zgivOIfEE1xLvL0wHfu3lGk0r1MDTRxmpZ5xnTVEdyHNZOUmsr+qbAv2/5WuUvw5V6gKjVgHeAcCh6cCGV8T7VDrgsY3caOz+Fuj1Ca+Tr54RpDqAdnezupOkFWpg2Hz+99eeru/T7X2g9dP8nHa7mBpWB3hMC/4h6PX6IwaD4ZY2S54I04P7BhqVHBqVHFFulLFlsNnYHiBT3pVvJ40HQFFIymlg5ZPIbfUG5lwMw6vNFRhUqw4uZJrQKMwbAWfmQp5kYF0yYYXYZ+flw3+dXmdUKL2N/w1NuYDKhwKei5sYJenCAJ8w8TFyFdDhFeDiRv7XL5LWc1YzF2OpnK0bIbWBRqNIKInbeYZor+UAACAASURBVL/VwukhhqN03Amtz0kicq+KSk5jJmuBCSt4O7I1MGQWSTv3Cgkw6xLrelFtKhJmaD3WAvNvAC0nV+xdtNt5bE5/nu/oP1zvl8iBts+TqC+sB04tJZGVFjOt6hfpOM8MEnbj0UDnNwHYRVN3d4GCcEwmA+IdBvLH5jKi7PgakLiD6t0hs0j4xbnAz+343UgkFChNPsBzUWkBL38Kusoj5ThroJZiqm83vcW/W00GGoy4M09aD/6n8BCmBw8OirKpzDw6m2TT7V3AP+b22wxcXisTmNsfKM6BoigN3ooIyJMPovae91DbRw9sSQRKjLA3G0/By6VNNCx3FoBIJFz8zQU8t9RTbAPxDiCRWop53DeCbSILh7H2VrU5cHYVF+rmE8QFVqVlajWklvtzBgBtKA0CtrxHAU6fL0gw6WeBGj1Ihq2eYnS1/j9AbBegx4ckLgE3jolkCQDX9rIPtPFYjrwyZvD4qinAxJ3A1T0kTakcaDUFyLtOspTKAWMW8NCPov1dcQ7fq9QMNBhOsju3lgQeUA24vAMIb8gIdusHQKORwOBZTK8qym2UbDbWba/uFXsh7Tb2P9os3DiknxUf3+E/YhZAHQg0G890tkTCCL96VxKpygcoKeBILy8ffg92O7DrC9ZCg6qLr1nnIWDHJ67n1XAEI8nsJFFlC3Cj4V8NqNWn8u+vMlhMPA+A53evGdbfJ/AQpgf3HSylNhRbrNCq5JAK/ZY2G11a1jzneNQx7u6nHHKN0m4XTmOZ/BQWDG8ShkJ7R/jJPxfrYkot0OhRYO4ARihyN76tVgvJZNk4McLp+CpdbpaN5e3q3YDYbvw77zr/AYz+6g6koEQbWrGNw1rCtKizMUKpme0blmIS47X9wIIhvE8iBQb8CPhHM0V8ZTcNxi1FwEM/A96+gMVcUWwEMKVqzhPJEmAUtXQcMHg6U6/qIKYoZ3bjuT+ykGR25FeS16gVwLEFQP0hVPbW6c/Uq+C5Gt2OKeNp7YHuH7DFZOcXVK8+vqmix6xcSTVs0k6xrqkJopmCJhh4dAWt99LP8nvy0QNHZgP5yUD8cNaZBYGOMQMoyuG1D67D+rEpj9dFE0QDgj3fMi1bkMr0eWEa0PBRpnJXPslr3+ZZCrAA4MKGitfx+AK6AClu4fHrjKJs4OgcXgubhSn+ti9WdBfy4C/D48PkwX2FtHwTPtt4DhPnHcHCQ9fEHsjibC6GzjAXuNbO7gQqHSOk+IeB0hJU3/0CvJQyFI/ZiNIBP8HW+0tg7FpINr/DRbv+EPe2Z0XZTG86pwh3felK4oYjQFj9is+t1p5Ryaa3KUgRUJxHUls5mcpaY5b4+hlnRXVn7X5s6xBgtwGb32Kk0nCEuGhf2MB0p9XCaDLCTb9obBeSYHl46RhNHpoOmHKALe8CnV8n8Z1dTdHRjaMkimWPAa2fYUuJvhGw+ytXg/Iru0hOKh3JIX4Yj59b6xhqLWVd1eIQD3n7A/2mkmgBkvKYtdxgHJ/PSLneEKbGNUG8zts/4mv/0Jy9nNZSnv9vw1ifLMwAfn8MWDGRZumze7N95OJmoPMbFCdN7wxs/C8J9KeWvC6PbwbGb2NaXsgIuJvyEhrv3jHoZsi6TFVxSSFJed8PwJWdd/YaHtwWPBGmB/cNMgvNGDXzAC6k0aRgX2IWrmcX4bmuNeAlUzINm3Lc9Ul367Si8gX6fs32gmXjoDTlIujCaqbUAmKAh35ihPXQj4yqKuuvhF1UugqwWliPHLGY6VlLMcn50RWsyZnySBb6xiSv5ENMT9YbzNs3jlNBWn8oENcZOPgzU89xXdj+4PzetlLX9y7KIiElH6bQ5sYxfh6JlBHTsnGsTXb/gPU5awnQ4klGe+lnSYTCxiS4NjB4JnBqmagA1obwcS0nAz+3cX3v7EQSc89PWB805aMCLEVMZ5oLeI0AinVsViBpF2uMmmAaJ/hU5bXv9i6j/ZJiRpvrX+bzRnehqvbKLt6OaMb2ltl9uHnY+iE/qzGTZCqRMvq+utf1nPb9QK/dFZNYb3WuydqswI5PgUHTAVUgfXCLi5g2DW/A7MHFTY7rVQtoMq6CVWIF2GzcIOVeY1R80c3g6jN/MLV7p+QL8LobMwHDYZK6T7inruqAhzA9uG9QaC4tI0sBC/Zfw2Ntq8FL58OF88oucRhy9W5ccO4GKg0Jqjib9SyAi2z2Zf6zFAH+UTd/DYALep2HgAQnI4KwhoBUAez/Bej0GlOWWZeZfp24iyKdw7+yBnl0triAn1xMKza7ncTd6FEu/laH6UJgHDBmDdDkceDGEaYYq9QTo2z/akwHXt3D4wWpJJqBP5PoMi8yDf3nG/zsD/3I8wypDUzryPt6fAiMWc0aY0hdYE5fsa/z0AxgyGxGtRFNSWzl2z7kXiR1/2igxSRg7QvifT7hPJ+ibE4JubyNZN7mOSD1BFPfAs6sAqYcYHS89zuSa5e3GeWqdLyW+QZGzC0nA7V6i32fcd2Ai3+yjpydyIi0DO7EQlY+tyBFTP263O84lnudAp/Uk0D1Hpyp+dA0wJzL9xXsC2+F3Cs0VSjKpglDp9crPqZa+7sjS2spP/vvj4vH2jzHjYNnuLWHMD24f+DO7s5XrYAEjjpmQCzw9GH28GlC2BLgrtn+dqHUMIKoO4hKTQFRrStGbuVRagbgUMz2+gwIjGGkEdYIaP8iF/++X3MSRoFjPmbqSaZLW05mVFF/aMVoZ+9UYPhvJOwDP4tkCVC5mnqSr39lN1OuIxYBR+fRozX/BsnE258q0Ak7SQYyhUNdnMN5jSknWKM7/TvJfcgssf9w3cu8LvHDKcJxNkGw23lOdQcBB6czKls6Rky7NhvP19z6PoVNg2bytY8vYITc+mng2Hxer1p9Ga21mEQy3DPV9Tr4R1Hxu+Z58diiR2gfWK0DI0ZtKD/jid9Y17WVAvGPAB1eJWk0e4Lp8d6fk8hLTbxGEU1d3ZRaTKIASBNM4ZUulJsNgETa4RV+3/MGcOMjfBeFaTTPD4i5+W/FGeZCYNM7YlYi4zyva6NRTDPb7SRjdyPFbgdFWa7evQCw7zuKyzyE6SFMD+4faJQyDG0agaWHkwFQ3PhW3zoIFEZ1yeRMy+ruQORTnMPFqSCVpOYdIKYCAS4i7V50pOr20DWnwSOMfrRV+Px8A5WoXn6OKDSRUY9Kx5qdbzjQ/hWmNgEuqgUpACQiWQo4vw5oNgEYvggoLap4vlIZyS66LUmhPCzFJGGDY8GPbgsM/MUxx9HRrB9UHRj1B4UtZ1exhaXpY4A2jArbHZ+SMCKaAT0/JjEO+IHPP72Mi7ilqJJNg52kEhDHnshnjpPY/CJJIoKNXb+pVBafX8/FWqFlarfxGGDnZ+xDDWvAx5YUVZyKEtWa7kLOiOlEcY4gsAqIYS/rvh/ExxyfT7KecpBEfeMYU88jl/Jxp5YyvZq4neddvTuJ7+peipi0VYDx22nWUJDC/lbfqnyMQJYCzqygLaCXDreNUhNHiTljxUTWSDu+xuur0NzaK7dS2EW1rQCb1eFE5YGHMD24b+CnVuK1XrUxskUULqQVoHl0AAK1SlEpe6cozgV2fskdNsCIbNx6kqIzbhzjQlyzLxDdmkRVnA3kXaPDzqEZTI9N3MGa37SOogjn5CJg8n4ShtSfJOMfxdRY+UUvqDprgrs+Y5Tc/QM6/DirLds8T/JQ+QAtn+SoLAGaIKZlbzgRqTrIoQx1crbJvOjob1xCFS3WM6IduRzISgKiO7DW5hfJiSRnVpJcdKHA4BmMpuyO+mhAjGuU2f4VKk9jHT6tMgUfK/dmHbZGTypq7VZG3B1e5gSStAQgpgOPm3KZSjflAZByQ9LhZZ6zIGiSyBxmB6vE9244ghaAwrUPruVeHJO0g5sOwXno3Fq+f7+pnGHpE8b0db0h3BBZLfSa1Yaxh9MnjBNXnCH3Yh3aeROhC7/96TECvP2Zji5fi9cEMmX9V6HUMjtwbJ54LLxR5RNiHjB4CNOD+woBGiUCNEo0rFqZyOYOYM4XyRLgYrzmBUYbzqncuC5M3dUfypqb4CW6/WPg4bm8XbMnI4wzK10VsSVG4PRyLoIHpzHKajoOePxPICuRdchj8/nYbu8zOhIild+GAaNXMcV54yhQ9yEKfsz5rBNW786WhkMzmC5s+hjdfJzf3y+K3qjlkXfd1aov4zw3AUE1AbUfoKnCCCpxO2uaANO9V/ewz1GmpMPO4Jkk3ezLJKxza3mtJFKg+0ck2aDqXKA7v8mIfVYPftZmTzB6Ej7vkSQSVLf3+b7H5jFb0PQxwDuQ9dmre7nR8Ivm+Scs5wYAYArWOXrKvED1cnnoGwP7v2dtedw6IO0Mo05NiKhezr/B4dZC6jW8Mc3iK/OJVemATv8VJ8xI5UD/77hhuRNIZUD9wRRHHZ0DxHYFWky4u3ql2/PU0lIwrhsn48Bhi/hXShf3ETyE6cGDA1MBo76j84GAaC6IlY2sAtz7kOZdc211AJiGG7eBqTJn4227ja0F8cPYJnFsAUU+AmQKOuGE1qNJgCD8SVhOtWZka9bLGoxglBYQ45rWM+fTPGHkMrrzSBQkV5UP+wvP/kEBTmAcn7/ySfZe7v+Rz286Dqg7gJ9T8HsFuCjX7EVhkTPkKta4Fgyl7Zsxg2TvjBIjRUQ510giq5/lOUAC7P+BqWqApFS1GTcIyYeA5uPZDvL7Y9yYnFoK9PtG/LwKb173s6tJrM6ilPPruTE4vgiQgIrO1FNc9Ht+wmhTpQHUwUwdCxZ/59Ywsm0xiZsKu5W/iZA6bNdJOQk8dZipY7mKGQdjJiP4/T+IZAlww2I4zOvmDiodW0rqDADSz3Cjkp/KTcidkpE6EGg5hb+r5EOc9KLwpqipSl3RHMNmE+eAegcy+r0d2KzsRS1IYQpccZcmCGaHuE51/0SnHsL04MFBynFgbj8xwjrwMxfaypSJ6iBGZs7N+PWGuhc/aINpFl4elmK6rhSmk8BGLKGwJbgWxSSXtzG92moKU4yXt/B5u78GmuZRANP7c9brnGunAjTBTEnGdmK6d/hvwIFfgOELWPfzDqAxQupJpkozLwCPLmebi7WULQQqnWg/p9Q6PE2VnEl5aAajuerdRcP2Bo9wYS4t4WuX9ynXhADnN9AIvu5gElHKCV6DxqMZaakDaZhQlMXndHiFwpU+XzLFuf1jClKDazKilKsczkAZruljgFGj4TAjLcMRGserfPj+JxZyw6BvykHSV3bzM0llQPNJvK7RbWkoYLcDsLNW2vMzGiecWUlldY2edFza9DYj2modXGufADcJN4O1BFg8mudbmEpiav0Mr4c7o4LCdG4+THlA1Za8rgLpyeTcbCx+VHz8rz1J8AEx7MW9tIlj4+w22vbV6nvr2mZhuuss1MOzaBYf1/Xmz3NGiZG/sx2fApACHV/hd3AfjDnzEKYHDwaKctiU7pyOzE7kolMZYWqCSagbXgOyLjLl2XKK6+JmLmSkKFexpucXyf44Ac0nAEm7gTbPkLB2fAKMXk2hx6yeImEotcBjG7irTz/DmldJISOapeNY65p8iDv+o3P4HImUopGQOlxUTy3l6KzwhsC2j9nikZcM1O5Pcc7e70jEj2+iYlQ4z3pD6C60YCiQk8QIqtdnFPa0egro/BY/3/qXgR6fANFtgB9bMTIaPJP9j0LrRWwXLphxXYEavXit9v/oag/X/QN+LuGzt3qKj5vakDU+TRAj7EubgYfn81wFo/WYTkwZlodfJGvJK51mdl7dC0zYzsV724ckOiG6tgLY8zUj/+DaXNAFY4m2z/H3snKSWB9OWMHnR7ehMGnwLKZprx/k/VI5UKM7v+PibP5XoeZvSKhTlhiB9ATX8z46l2St8AbMRrol2Ur5equm0BQB4HcycSfFZQBf/9AM19cSIvA2z/J7dI7C/3iKhvRRrSteO2dkJ1Uc77b9E9Yx1bfpHJR7neYNQjvNxQ302HW2DPyXwkOYHjw4uJnhtjtIpVxkBk/nAuXlK0Z5xblMhx2aDvhGAm2fpYnB+O08ln6WKc+QuvRolauZmlz9jNiHKBBG1RYkkYxzQJc3Gd3JlOzZcz7Py1sYiTUezYgttD6fY7fRcUYi5XstH89IdtPbojhErgJGLOU5nlzsSuqRLR2DkR0zL015tBActQKY+xCjli3vAQOn8T3Wv0JBTF4yI8HRq5j6kymZ3s1OoserOpBpy73lWj4yzrkaztcdSBcdIdVtzCTh9/mK0aQ6UCTMxG1AwSQ64qSe5DF9U7YM7f3O9X2sJXQ5OjSDfaXlW3AARo9JO+kjK1XwfDPOMWVc3rru2HxGW3u+Zf20xyfAuhcZOXV9h9H85W2iuYRghHD9EGvAdfoxohSuR0htWhFe2MCo8PpBEru1hATV+wtGzKY8/tv1FTcyCi9GyP7VKn4ewXj+9O8V7zs2n5GqO8cpAe5ESBIJgDsQJx3+1bUf1Wbl9er23u2/xj0KD2F68GBA7U/Z/dz+4jH/are36y3fsgBw4V461vHaAWx8Tz9H0okfxmPlnxfRlOOjpDJGFgCFKT0+YnrS4U2L0PrAI4tFQgBIePomdHhZOJyRS3YiiavJOL5n6kmSuE84Cd5ZSVlqpgtO7y8q9tkFVa+ourQUc6ErNbFu2+55pqKFsV5l12E7VaUvXgasJgB2KknPrGHEBQkqNPtf2kxCPzqXJCWYm5ddp2bsT7SVMNXa8klGyItGkNAyLwDDFwLX9gH+kezR9PJh+0Z5ePmQyLMuMUPgXKsF2Ee6/ye2ppQYSTT7f+DmRiJ1XfhlCvG2XyRQpQ7rx1IZv8eCFI5X04aS4Fo/42jhcaiSd34CDJ3LDcr1A1TdLhnF733kUmDz2+J73ThGw4r4h9mzCvC7tzuuk1TOuq/QvgLwdxPVRvy7PMIa3pwsAUawQdVFoZREQmOEO3H60bnJ2Nwn8z89hOnBgwN9YzauH5nNnsq6g+/OGs+Y5RrN9PmKnqhCBCOVUbEZWJ1CIF2Yo9VDK6oo6w9mP2GdAUyxCmQJULCSehKYcoSpTKmMSsVj81hvM2a41lWTdnDc1YWNvN8ngu8ZGFtRJHTtAFOw59c5vd9pCoySdojHVD7iZ5GpgJ9aMw0Z1ZotHc72bz0+Bq7uYsq2OAcYNAOo2oRuO9Xak9zmDxSjeX1TerKOXApkXqLwxsuXJCOVA/2+5cZj0SMikYY1APp/D/w2FIjtSOLwCWNK3G4jKbZ9nn2jRofQRd+Egp92L3Kj1P5lpqfP/kEiqD+U72vOZxp04TCmlIfOZtTZYAT7MgW0nAwkrGTKuP1LTKMK6fnSEp5ruxfZbytT8Fo498La7fydDJnF7zjzAqP08t+TgBvHXQd3t3zKtQ7oE87h2lkXRYck4fcV04mZi+sHxOtX96GK71Ee2hCqnM+t5Tk1HMEMyp2gwQjW0QUzC59wOkPdB/AQpgcPDlQ6KlL7fPHXXkcqEwlFpeOi65zus1mBTW8C9R+m+lUqYzqzdl/RoFwbCjy5j5Fd+agHYMo0vLHo2bp4FBf2RiMrPja8MdOgPT5iW8fxhWzX6Pst038X/+TjGj7Kvs++X1NIdGgGF+CgmhQNrX6GdUvfqkD/qVz0en7C59jtjIAe38RU7YpJXFBjOlIQ9H0T0XEmJ4kOPgK6vgs8fYypOr+qHNO1ZAwX5+G/Md07dA5T0NoQ1g/3TnWNOlNOkBSHzCHBLhohWvppgkkcPnpuiNLPiMYEFxyirkl7SQKtn+Y1Lc5hinvL+yTic+tIMEfnMDpL3E5Va/0hwPX9tAzUhDDybvdiReVo3nW2wwgbmfrDgJaTUAFWM38DidtF68S8ZIrAhIHSAmI7k/BjOzNadWfAr6viXumtDea1Lc5xDKf2rzjNpTJoq7Bee7fQhdLCMfkAACkzBjdTo/+L4CFMDzy4U3j7sWY1czcjCaFZ3hnmQpEcbVbWBKPaiH18JUVM+YU3JumeXy8+V65iNDy1ETB6JdNhwkJ8aTPQ5S0qEEvNrIN1f5/3nV7OuiXAOlzyIRIcwAXQy5/pzX0/UA05bD5wZS+w42OmWju+xuhQIuVC3WIiDQmO/8bXsBSRuCKaUYVrzASUOqZNhYW+/lDXGY8A65zV2tH15s83OJ0FALILSRJJO0gazcez1iiViYrc8kg+xOjSecqMMYNp1K7vOuZ2SoGfW1N8E9WWUWB2EiMnLx2NyRXeFO0E1QC2vkc7OaFH89o+biKSdjB6jmjGmrXdStXomZVMXfb9hipecyFNF5yj/lOL6QNcPnps86zDejCMSlulhqnghOXc4Gx9j99Frb4kd6WG6fa7saXTBP0z/ZMSCQmydv9bP/Zfhr+NMPV6/SwAfQGkGwyGeo5jAQAWA4gGcAXAwwaDIUev10sAfAugN4AiAGMNBja06fX6MQAcndH4wGAwzHEcbwJgNgBvAOsAPGswGG6i4PDAA3DhszjIyjuAMxPvBsG1gKePApe28G/fCFcDgMajgPNrxdvmAtFerDCD3qf7v2c6se83jAb2OXoEW04G9n4PWIzAn68z+irKZiox+TAX1gaPUBwi82LPXGF6RSu4EiPFJq2f4ecVmvELblBNaUynEKPhCApr9E1ISDs+I5lueFWc7QlwEsm5tRTYLHyYRODtz8cKkCl43s4oNfFcl4+naCX1JKPlbh+KU1h2fQH88TSjyOdOsS7r3NOqC2PE2GC4q3uRgNzrTKvKFGy5CIgBrmeQ9Gr1oVH8gZ8YGcYPoym80AbkH80IW1Dy6h3G8LGduBE4MptRs91GwgRIjr/2Ap46xPfNvVLxnDIuUOV7ehlT87X6cUOg0nLjYsqjSGz/T9x8NGvHyEwi4Xm6q5178I/i74wwZwP4HsBcp2OvAthiMBg+0ev1rzpuvwKgF4Dqjn8tAPwEoIWDYN8G0BRUDhzR6/V/GAyGHMdjJgDYDxJmTwBO23QPPCiHwjRg1VNMUXr5cfGu2evudu8KLwo/Go7kAj50DlOXudd5TCIRU6EAVZ1CvaswDdjnpBxd8xzQ6Q3W7k4uZrO/oFgtzmGE2um/jE7kKtdRYZe2APMHsT7no2cE6AxdGMnpt4d5O+sS0PG/JMyre6hO1TelP+qSUawp9v2aKebhv9FsIe20owZlB7LX0qxciJqKc2gb1/pZuiIlH2a05qwwjelI4r1+gOc+fCE3BufWAPMGkjTb/4fXLd/A1zTlsZaYsIJRY/wwkqndCtTszbmazsbyLSaK11cdwHaX5eMZabd9kSriMqu7dcAYx+ZD5cMU5O+P8zrXHgDUG8iezYubmJ6VyoDIVqKjkQBzPlW8QbVoJ+dC8KEc37V8EtOhzScCsLGmKVOwx1dIyfb6jGSscNNnC3CTV2rib0odfGvhzt8Nm40TeuTed7/h/JfibyNMg8GwU6/XR5c7PABAR8ffcwBsBwlzAIC5jghxv16v99Pr9WGOx24yGAzZAKDX6zcB6KnX67cD8DEYDPscx+cCeAgewvSgMhiz6EkqkJgpl/L/Z0/+tSkMxdnA709wwavdjym6E79xEawzCLi2h4TU61OmL0uKuIiXx/m1jISOzXN1kGkwgrW9Ns+yv9IZRTmMzADWQQdNJ9EJqcVa/UhQu78Un5N+llHh4BliDbPVU1R3DpopKngjmgI/tGA/pV8kre0UagpLBAWlgI2vkVzrD2YkWbsvRSaJ2/k6dQYwTRsQQ1I5+wdbY5zVuisn0Q4w1ZFq3fUlSSemE9tvtn9KR55re1nffWQxI3KLkeOnAuKYGhdI068qzwkAtn0kkiVAL93jC6kyNhxhtP7ocgp6JTLWPVc/Kz6+3UuMqgNiKprhqwMBSyFTr+1fpulBm2eAiOYk+3bPsfa593vgxAI+Ryrj+8V05G25ouLvQUBBqqMfcwvFNwN/YRq/MnK9W9hsJORbedsasyisOrOK59Fi0n1Tn7wd/K9rmFUMBkMKABgMhhS9Xi9IFPUArjs9Ltlx7GbHk90cdwu9Xj8BjEah19/l/EMP/r3Iv0HVo7MKVED6mdubW1kp7OJkDmfxTruXWFuUyljLNOVz1JQ5n/XP8i0LMZ2YUh02n9Z9OUkkYC8fpjAlUtYv/aIYnaj9GRHJHAtnYTp7+EYuYSpW5QtkngNOLhGNsxs9ynSvSsfIoO0LbF9Y97Kj7WIgzzOsIUnGUkRyA/i+Y1bzc2Ze4PHAWBKquYDvN3cAo0OZkhFezV40n5/Tn0TW+3M2wYfUYSRdHufWMZIsLeHw7BWTaDQQ2YomDAB7IK0ltKKrPxRQ+vA85j/EemX7lxx1TDDStFm5QWj1FL+Ls6tJlFI5o1iJlEpepZbGDyG1aNAuU4gR7L7v2DbU6TWKrwRFc/uXmDZN3M4Itd4QRsXpCa7DsRuO5OsKsFkpBhvjSNnnXiHZB9WkQEkgLXMBsOG//N4BpnXnD+SEF0XorX+ahRk0PjAc4WYmqGbFQeYlRRQsHfiFWZdmj/P6uRtiXVLEzZfgcJS43dEitIiR7wMQbd4roh932xr7XRx3C4PBMA3ANADo1auXp875IMFspBJSqWaNLq2c00pQzZs/32Zj7VEwLDDlk5AkEi4wSi0X+eMLxOdUa0+SkykYmRRnU4QieNPqQoGH5wEbXmEtrN4QRhsLBjPC6vctcGwuxSWWIpoVzOzqmKEJLv7tX+b/Bd3eBaxv8LUV3sCJRYxwljqGRPuEM5oMiAPih1IslLCCj23zHCPMrEv8fLowOt6YC8WWAICfY/AMpnVlCkY5Y9fyOpxYyAjK248CmusHSGhSGZB9lUKipo/RtWj316yRRjQHdHEVr3WVOqwFr36Wi3jnN0kgmhBemyGz+NoAo9xtHzmEU2sYOaefBTLO0vBecKUpLaHF3c7PSVS9v6BlXIPhVPRKJOJw7D1fsx1o2FxGmvkGmjQUZbFf9Nh8WqRnxAAAIABJREFU3m+3sv6t0vFzF2Xy7yajed/md1w/1/EFwBObXY8VZbFvdeEIsd9WFwqM3yoONS8xAolbXZ9nKebmSHcLwjRmAsvG0goQYAah31SSt8xp2c9JBH5pLyqSj8yielsQpznDXFDRXzj1JJBn4Gan3pC/MFbs34H/NWGm6fX6MEd0GQYg3XE8GYBz13EE6FCZDDGFKxzf7jge4ebxHnjgCosRMBxiamvUCqZDrx8kYXR9l2ORKkNBKkUemRe56AdVZ3r09DKmJzu/ydpep9dpr5a4ldFQXBcaYj+2kanMa/tdjdwPzWDtbNwGsZXg0mbgkUWsdVotTIuqfJiK3fK+SJYADQiajycZpJ4iwdhKSd4jl9JDNtVRy8y/ARyYBnT/kClBwQGmxMiI9NHlFLh0/C8jMaWGtalGI5nCBliTvPgnG+5r9wf2/UTXGqEuCjA6Hrce2PkFm+2v7Qd2f8VhzFGtXQ0jSouBuM6M6ASyiGzFyBN21kyFuZUAo1W/KJ6fc28hwHrmtf3i7Su7aeIuoDAFmN5JjBbPrwMm7ebMyJwrFD7pm/D6jV4NnFhML9riHJ7TkFkkel0o0O0DEqPCy/V3Ur0HiWzvd6xVCqbjN0OTsUBBmqs5RUEqsP9nmqjL5NzECKltAVLZ7SlfzQUiWQrY8Qmn5ggmAhYTsOtr1/Ydod2m0aOoAAmY8SivYJZIqHwObwSom9763P7F+F9Xj/8AIDRojYE4rO4PAKP1er1Er9e3BJDnSN1uBNBdr9f76/V6fwDdAWx03Feg1+tbOhS2o+Ey+M4DDxxQ6cTZi0vGMKp4bAMw5RD/rkyJWJgOzOzuiMiWU1V5eQsjQpuVr3doOtN738ZzrmJ4Y9Z4vPyBUSsZDV3a7L5GmnuNUZBvBOttTccxvakNYZp1zBpGkhHNXE0CnJ8vlQFrXxRnLJYUst5VUsjRWY1HM8JMTyBxOhOLgMwLJJD4oU5TLkpZ/+z4KhfBGj2BvBuMyn4byoHXB35xfZ3iHEZ4oXVZm9z9FY8fmcWUd5+vWAMMjOX3kXmRUfLYtSTaZo/zHJU6RtTOSFhF4tr7I3somz3Btpt2LwGtn6LiWIBS6yqKOf6bqzjIbmOa+Nh8YHpHpsiPzaMjzx9TgJj2NKLv8ArbS/IMwJBf+b1ogyuSJcD7aven0On8OlezAYC/C2EMWWRLoPeXQIvJjLbLI+eKqKb29qeCWvCPlXsB/b4Te4DLrn0ufw8pJ0nC5afplH12e8U8nMxN/VRaSU3VO4htNs5o8IjYg3xubcXn3Gf4O9tKFoLRYZBer08G1a6fAFii1+sfB3ANwFDHw9eBLSWXwLaScQBgMBiy9Xr9+wCEX9Z7ggAIwJMQ20rWwyP48cAdFN4c5pt7jQOGt7zHRahKfaZpK0PutYqT7U8v585bMMSuM4CiG1spI7Aru+k1uu1DplN9wrnA+FfjfzWBTAmfWkYycvf+NhuQcozRm91G9We9oYx6BOjCuIiWGF3FLABrnzIFp2HY7XTnkUhJcuGNee5SOQVEJUUU5ZRvryktJvnV6M3e0cwLJIFLm7kYW0vcT9dQaqmqdTbv9o/m5uLiRvq12u3A0dlUxR6cTgEJJEwVNp9AsovryhTmsQVATGeea+ZFIGkbcGoRo/r6w5gOzbjsOuOyx8fcsAhwN2/SJ4KbmMEz+NmXTxDryfMeIoFrQ/j9Zl0A1G7MIpwhV7Fuq1CzBeXhORRKXd5G0VZkC37uDq+S9FQ6fs6avai8dR4q3Xy867X1jwYe+5NRndyLGzzn301xLgVSgj+tOoCPV2orRuMtJ7sSpMKLdezTv4upbm0VDup2B5mM381Th/k78o0QfYcBjmu7zyGx38x8+j5Er1697OvXe7j1gUNxLtNmEikjO+c6jsXEml2CIz0Z142kMb0T+x99Izjs11xAwvDVc15iTAemRC9s5Os0fQyABDg8U3ztoOrAiGV0yUk+xPRk13e4MMkUJEhjGm3QlFoukPkGAFISgUrLSOP8BuDkQtrtdX2Hi3HV5hzvlOeki4vrArR6mgs/wHTZE1s5ULk4kxFXrb50r9GF0YxbphRTjTYrCXLVFAqiqnWguMUngqnBlZNIBgN+AOYPFhfawDj6qh6dLaZyVTpg2G+s6wnnownmZiG2C4mi1MwWhbQzTK/6hPF7EqbAlBhpyxc/lI89sYiK48A49r1Gt+Prpp+hQtk7wDWiL0jl95h/gxFuw5FMGW//hAOSa/Zh7XTxo2Ik2vMTGkm0fJKbnrAGt/59WUx0CVr/H96u1oH15Zyr7C8157MH85FFzCgADsX0WdY8S4wkr+i2FYU5N0N2Eqe8OCOmE7+fnET+rjIvkOjkaoqPSs38XakD+d0UpPK6evlxPqo29NZq2aIcEuWZlbxdqx/Q7+vbdxO6x6DX648YDIZb5pM9hOmBB+lnKXwQFn+/KGDUci6y6Wc4cWT9f/g3wF38iKVcjMIbUZBjt9Fibc/Xrs4uA3+hqlCoVQXVEMeEefsxkp3WUZxcElrfsdhdZWqz4AbJpd9UAHa2ZQTFASmnaJhgMdJlJu00xUZd32HNU1jIABJkt/dZM6w3EJjWiWlb4Xz6TWX03doxgmxGZy6iQrThH8NzLjVx8U89RUVtq6eYtpSrmGrMvcH6mjqAZgq+kSQ/u5WEVJDCySbbPqJiWe7FGq1Sw9rwoOmctrL/J/ZoDpzOGuPaF7ihGbmM53XxT1FkJVcxhRoa7z5iNxfwOaZc/u3tT6Wr8yaj9dOMlARD/GHzeT4jllBwBDuvi0QqerWWh2CIYcpz/C4acsPwbQPXCLJGL2DQL66lgOIcbpxuVk+vDNcOsJfWGX5RwLh1/J5DalFE5O1Pwl77Ar9HLz/+xsMb35ocK0NRFjc2Eok4R/VfitslzH+4A9YDD/5hlBQx2hDIEmAq9upeR7QgZd1SIEuAUefJJUCDYVyQJh8gefhFAlXiXV/fL1JUzA6aztqYKY9tEcYstkkIZAmQ+JQatinkG0RB0LYPWN8Lb8Tob8UEGp6nJdC9Z+AvTN1C6kqWAFOwaQkkx52fi2QJMPrIusQm/SOzubgXpDK6GjSd7wk7F/+dX1GQ8tifbPC3OgZSn1jEz6JQUGy0YgJnZMLOiRtX9wLj1rLl4twasb2n1MQacXgjLuBpjlpr6mlGYhfWkRi7vM2odMloRuzOiuRSM/tAnW3pnFGUxSHc1w9yyosp35UsAba4xHXj37FduPmp3h3QhTPTsGIi8FUtYE4fkqFzTRRgnXPZONayN7zK9pbgWo56d6nrYw2HKlopevvfHVkCrA8LbUMC6g5i9DjwJ6ZkTyzkpmn9y2IK35TL/uHKrtvtQB3I9/eL/FeT5Z3gXmkr8cCDfwZ2GxfF8ig1M1V5fi1TheVRcIOiG4UaCK4h9gkGVCNpCL1+Kh8uaM0ncPEShv4e+IW2aeUb4b38uAA7EzjAFGxJAVsYBEeZP99girHRo4wihJ5MZ5s+mYKCmjXPM3I6uajiZzHlMjpLWMG6XXhjpjrnDRA9Yo8voEAnaRdJLaYDxTalZnrbnl3N3sz+3zH1nHyI/X/Vu3KhPrWEkbMgBnJG/g1a9EW35ezIbu8xhSsYJJxczHaQiGYVr5fwfFMugHL9tDYbnYvqDgI2/pfk5a72qgkmwT2xmZFiYRoFSXYre1QF16KM81T7TjkotnUUZXNzc20fbyduB+b0Bp7YwtSmTOn6XUa2qWjc/legDmTNde0L3OjVG0ohlMKbE2ieOUFSVKpdx7IB/I3aKxEIlYfdzo3U+XX8zuv0F8sKDxA8EaYHDzZUWqotndNS6gCm1FJPkuSqd+fC54yWk90vfH6RVLg+vplpsbQEoOvbQPVujOCcsetzTsRwhsXEGpek3P+aYQ1pMuCsmLXbqfZc9zL7BoXJFY9vYstM2+dJckfnUAxUaiLBOkOpYfvEjeOsC6acZI3w4HTXyRl5ybSSi2rFqSYFadxoKLXAysncCBgzGIkKuLyF5w2QQJVaoFon1/dvOJJRyqkljHgUKtb7yrsJHZrBqFdo7ge4YYnpSFtBuZvvwpjuMHlwRD82q8PwYIj4GKmcvaKb32EkXKUez0kTxBTr5S2ur2nKI0kKKDWLZCkg9xqjSLmKmxShrle1BdDrk7/mLFUeMgUQFk/no4m7OIBcaDtRqlkTDotnpsA3wvW5UW3ETdatUJAK/NKOxLzxNbpA5T94nXwewvTAg5DaHA/V4BES4chljEjsdkdtTAuM38b2iui2vD+kbuWvp9QwhTqzO9OTWZcZATo7+wBMv/pGAAN/JmlV784+yhvHSVrCtJPAOKD7e0ybBteuOCi59TN8bF4yLcsOzaTNnjqAwpxTy2iuUJRNUhuzmp8lfjj7MLd/xEW91RQuhkpdJXUtO2urANOaKSfYNuITTpFLjV5AstP8R6XWNX1pdZgI1OztMAyowlT27L5UGN84Sq9fd7oKmUL0fR23gf2OT2xlKjUniT2CJeX6A42ZVKPmJnPzAHCaS/XujAAf+pnR2fn1zCRseoumBkJEKFMAVcp9zzIFr4Mpn7elUrHtQ4AujI9b8zwb/QfP4HizYfN5rQSY8kg6ecmu81DvBppARr3uImiA3++jK9iOI3WMDBs07fZTqefWuqZvSwpZa66sheU+hScl64EHKp1jQPF3XHSPzmWE1+Y59jIWppKkBs0A7KWsOd0M3n5MK87oysX3wM/sHaw/hLVPAfWHUpl7eStJJLqdOHzYN5LGB0otI5K0BAqCVj3FtoWElUzBNRkLlFqAr2oymuryFmDOA35qxVpj3UtMGYc34cLuG8HxVqHxQHQbpvQ6vMYFcN3LTNvZrUwhJ24XSd4vkhGS3c5z2vYhoxrYgMvbGW3WeYierwI6vCJOUKnWntf5+AL2v3Z9hxH6qaWudb6SQgqZwhuTQAV0fI0pTpuVr9PmWeDXnozmANaCx29jNCVApgB+bsvvoOfHNH2/vIVkpwsFkrYzWnZOmV7bx2yALozXpt9UpocLUhkxdn2XJNjuRX4vmhD+LuYPYmRcoyd9hLd9LNaSL6znhuaZ4+L7GLO4qToym9e4Vl+g3zd/n8pUKuXvYMRSXsP/a++8w6Mq8y9+ZtJJp8OlBKQpIAgIKL0K0lQUBVSs2Na1rK5uUVxdy9rdVdcOiCCCFRALRUCKqPSOdLgQWkjvk/z++MzdO5OCcX+6IfCe5/GRTKbceWfynvd8y/mWNPH/OZQ1bq0gp+zDzWkMUyVrYFASBXkMdl41kSKV4iLGTfV6oPxwWkEOm0pEPC0rhblszKn7OfVHVcdA4PgOwpNJPaXY2tLM69wikBvnoS4XPYGauugJiCYyjsrU17pzv7AoCLbjdVJ2mjQzwJXFEyLdthzSj4ynSGbVRLx079korZ/JpA8HEXHSdV+QWyzMlwY8AvmERVDYs3UOh4VzhpMzLciWej4AGaUdoMk+MgHiyTrKuKrjO8jl+vz+ug06Ef5LXkdrx/qZjBSbcS19h7PuDF7LXg/go5u8Xjq+i8rZHfPdvkJ7Ff2NCx7hGhxSb3kxtoJHtuCwZHUilHtwtRRVA2XV+WamyzTrz2bvuBWFx0Ao/SZIWSlS6+GEazOP0H7iDZXkocBpw0zpzlVuHtNXQHFRYS4jvQpzKP4pGbK8cR6tQJK0a3Gw+5HE2LZO153ki1mJSNtPGNbJg3pDsdCr1aJyr+tXQkWrZI3CNDAoidxURl1deCcOPLnpkFRBTtmEmX5QWvwMhHD2cIpwPF4KYVZPJhzbbwKK5ad59FI27Cx9epu/N9RDLrP6WSi/c0YQYgwc5RTo0lOQQ7N5TipK1jFyj4wn7Ld7MW0dNfwTNvZ/z+OKiiBOCcUz+GmILcOmZ7DIJx1eL3W5WTr6Ez83uoCQ5aZPpF73S1vmQJZTRxLylOh/vOTf0qQhGDk07OL66Pa8n+ubMgJiuewNiCt5HYSY0Ig856G1WNS1H0u48Ps3UX4tBjHppGlvlOjyf0kjXpVqNGXkWY1mFB9tmcXvt30BeUs89qInINioRNS1N5xQaHRtcqED/05PYYsBqPjwaNpo5PH7CPsg0JAQSGLb57xuZIA6CwmDPNNsafpoKnprnxNMmB5PsP/r3mWlv0e7F3GQOBVNzGPqchBb8Qp59gt/VzonegbAEKbB6YecNH+vWVz5OZ3ykHUMFXXd51SyOjMQnWrEkqOMMo8wpePYdn62VxEyLC7CX1Mi1xcWLfX9CyfymDoUZIx+n6IRbwgKJyrBHYIcHh1s8Va3belrrduWTfmKSbQ19H6QvNK2ufx+82dSh3HkJo9uIwRqdUBhDX6akOvs35N/7HSjfyakP+fY9Q4U28xx7ut9cDUtNCv/7ZKlxHMf2UIYtSAHNfLFHylC8YZJJ3ayBtfOorUj6yhqa8CjPM/Q5yV5peyjtL2smyZdeDfv/4c3uX+Tnijf/o9ALB/fxGuHRnJISN1LmNQhy/gGmNC/3sNVRVZHfH/rtZMmDpFuWQSx5aYzDNqJtnW8Qer/MH2bb/Ryi3ysjuQ+y/KTzUlD1RYVEma9/B2+E6n7+DwHPBZMsmf1o6UmEK2GnZpkKfEeEpMIbRcXn3HVsQ5M0Y/B6YPiYpxPPrqB5vt5D0NoJ4OvgPzU8Z2Qz/Qx5P+yjrBZO8g+Ln39EOokEPmZLlk68HhQlg4SGjPJ4tWuFIJMHyNNHwsxx9SlUjEkHPJY/i/ChPMmcF1O4318Q9RHRCyHAKsDhT0zrqaitOUQwp4OWTpYNw3FO/QFqifPv5mWkOpNyJ/W7yANeQ6yvn4uiiwkXFr5KhXEJdcq63gwWf5nfY5JUfHkfLd+zoHh8CapuEAqKqa4pCDL787jzyv+NA/ThR0LWbOpV6CGD/zI+4qpA5G3HwupJTYhvLvmPfd1C3MJYV8xiXD40W3c3naUtOLV4FYKexU/71ggtRgoyUMv6dd/Cc7FrZ5IQ/6SZ4MrYu1VtKmUzGFnn4DonYk2aQfw+L34GfKqv1/n9y0OiE7UbI55f1g11rvz+LIt6fIyS/d9Via8oWcsWUpGYRpUdfgKKcpximma9ka1pR2Qvn8Dwrn42dKbv0S4zV4lTbuSMGBCI3JksXWDhzg7SNkRPDUk+zjE4EwccVCYCxFqAz+3vQLlF+j7mrxeStkj7fhG+vFN8oI7F2AELpHn3LuMkOH7V0kXPUX7S+fxqDaPhzaMwjwKa0Z/gFL1hgRXLnrD+C+mNqE0j1e65HWqMlsOkbrfhbG8837bj0F9zrkb9dakFyHeeu1Yn6h4rmHTJ+5rhIShRpv0Rukd38Ht0TWlmddTBRxdmykoEp6q717iGigc3QLhlsTaqfQShoTRztL4wrKrSdMPkruNjCX8nW5DTjkpwfdreTEuSTXOwrkovBqFUiWfs7jYVdqdbuDQ9dNXEFdZRvjZx5iZGRpB6H3xU+Sc5z1MFXJ8WTN4PXwvzrmEfHFYTPBorOwU1n3tVCqyu9xa9sgtg/8pDGEaVG1kHEIROuOzlr4gXfsp+bSCHCoV+/+tbMLMOkbRTW4qub6Da7g98zCKLqxacHVg68vcsFp+FiHCiDgKgn58h9s9Xozdm/al4jI/k405L7306+dn0g4w/BUU2Cc3B/8+eb0/RFcs1WsjTb3cNTZP6k54ctooyLkwV5IHJRPY79n1dhRMbjp9hpFxDGXOPi71fZicVODhYO002k3qtSO02vV2Km8l1sMbgmIe+6G/OCiKlo1D61iDHn+AzDuMI8fa+hJI/eqP+fnsYRxmAt2Gso+Tuy2J2HrShg9Qomvew/Q7xp97DIwctLkcA/Lk9Yxw+/5NnrPTDe4kjfZjIf9JQ/ldwy6oUke5O4YSEq0kYdWw/1s3jRxt97upUG7au/R1Os5B3z5LNfS1n0Hg8Q3cNpKsYxQDecNYs2UvsH4S35kxMwjTer3+Yqlp+BVLvP/k9VgveryovPIs+n4ORT4IvliE/Uv+XWQcxvy/uIjK6sCB1gaGMA2qOFZNDp41mZdOsc1ZfQkNJjQubQLgoCjfdY45tIY82c4FKIylz0tXTaV9Iu0AIb4ut7o5prwMcpzFPmnQPxjndXwH1Zd5GRDUHSshkth6bLqB8wkjEyClPd/yHFlHqKQNHNzs8RKWHPsRk1ICp4DsWUqotV57coHrZ7DBN+vPpn5wDaTgy2eDzT6O4nt3uBumPLwh2PfWQdZRNuePbqTwKTIOYt25kFxu9abSyDchkf0rsepL2cXtdc+VblkKIVarjqnBnHvIt172ljTkheD3KFGINOAxae17rmFB9aa8j8VP+T+rQop7ut9Nfnn+38gZnnMpBVTvX+n3we1PccqRzbzmqCl+04PbGeflhDf3r6TXdti/IPkazSkcqtuO6Ta7F/P+HWz6hBxsdO3S61WrFeqyMI/X+uEtVHSPP/D71P3SB2P5LlSrgeIOMqAowhDgpgUQVPZx5mIGPn+vB3iOg2swV7j8HawOfwmZ5WfxvZlzD9+3tlfw3XFaWTKSpbcHuK06sXWpejbK9j8whGlQtVFURn6nqJATflgUvZXlncZDItiMjm6FDLrcSqvGuvfZUNuPla70+5ZGJpQu9PCGSPm5bHZRiaiJs/pKx3+i4CauAdWEodGECq/5hNBsbD3aGz69FQXkDcEdqN8EZjI64d3ON3Mt4bE055dE5hFp7AzUQtZR2kJqtcTcvDCPqs3ud7OpFvnI7wXm9PZ9R5jy8MaANQlHYU0aihKxOkgH10G+F9yBmqreVLLXsKFu+BCy9HhQvJs+4eARFkXI+JB/kHXyBmZpDn7addNxPGEjYsklXjHZnyMuZkTXB2ODw8sdx7GZb5nNuLHqzch3Jq93Q+V56RyCWlzEz62G0tOal146F7h3mZR7Qpp4MRNLmvYmpJy8HsUaiJRdEL0zacRXSMjXG0LLynWfS3PuhQjPvZLPLjQcVT37Lncdso9j/j5uNmsX+Fk6n7vHG6z8ut8DyTl+xoc3Elm4cZ7relQRZB8nvO+04aydhsLucR/XunmWS5YSBLrmPaqjDSQZwjSo6uh0PcYATn4wLIpCkezjbM5RJ3EyialNpepHN+LPuuRZaeTbNMnLg2rIz2Yz9/h/dk70kQmMY1r4GD/nnMDoYN8KFJeDLbOkG7+GTGPrSA06o77+fYFbUFLkY0Mc+jyWeik7OfUf3yl9+QCqp+ttwQN6PR5ykDH+qt2Bj5Nnm/Mi7jlx9VFrkYmYyydvgLwDsfkzhmkX5qBQY+sRfl38tJtTDPE3uB/ZTCWpRE7xyqnkDke+TdVty4t5jqXPc213/OiShIPUfZDjoidRrueNZQ2iazGnNOOQ1HcCJBQS4RZYxTekpzLjEBu+JH3/OiHPK9+TwjowPq24GMIPbHfw5XFg8uXRjrL4KZcUGnSmdSRtP/85Y9qsjqWtECU+t0y/e9DaaYxxi0okwlC3DQeiokLae5zq7MI8HhcR54blC3P91dGhrmlDu9GuiXpMLT7PqSP5HtZpzdi2uPoc7IqLGDSdlyGpOLj96GQ4vLG029S2uX5yr1V23j7jIOtqwrKSDGEaVHXE1qPV4fs3+KPufDNTJqo3qdjjqzf1u58UsoE5Ppw5qcxolI/K0PgGKBRnMw6LJEfWuBu9f0ndUKvTxwQ/f9p+QnJOLisiBqLJLlGQknUU0j2xX2rSAwI4ezgTQ7Z/JcnDAWDla+Se+j7kNzTYiHK0zuN5D2+iv9NBTG3Mw1P3ojatjhQ6SWzqRT42xFHvEm70et1RZBFxKKlarWgpceAroLL0ktdQ4k17o0RWvMzvi4vZaBMaBw/hjkrksZs/5XN6byTvxam6bT4Qtd/6UipZb14EmR/fiZrNOcFzOEU6aQf4nCITWKuDa/wVv/7imdx0SLuoEMJM2SldPpFccHxDKoLzMkoXSu1bQfvJ+6Nc1Vf/PIivKF/6aSHv38GkwVjfOerTQU4q13ruKJT/vu+oCg6N4PvZfgzeva2GcMjLzyBUGlYNRX/natZr1yIOP40vxAbxg6tRhCd2Y/pwzac8/8+hRrPSt9VrT8uTJLUfLS1/0V0Lj4ecrCHL/8AQpkHVRmiEVD3JnRby3/xxOyQZiLwMfFI3zOTniDjp6o9QD47BeLXq/urNC/g53S6777PkbVHxpcnk3FFSfg6Dkn35FM0s/gcbbvsxrhftxc/4J6BEk0N1jAK6300YssH5tDhEJfiLOmLdaSyf3SGNeJmKzOxj9CBu/pQQYGQ8g6zDo9mAM49AECv/TSi2pDJJsyHjVsOk1D0uWUoMpa7ejJzf/u84UOxahAvPytcIC3vDcOtxhm1Xq4Fi/+kr//XESTnHpSmXugTZuBsTTwIPJd5QSGXAo7gkHd+Fi5LzGW7/kiKo0AhCmxmH6Kc9tA5Hpp++Jt/4zeMcajrdJLUczDqM+5zHJzTk0LDkWfKPgePFJF5/33fBhFmQI619X/rqQfe2fhMI+zfrx/sd9A+KysKiIekPr0NVx9Ylbx3fkMjDpo94/PYvORj0fpCK5e9e5ZD06W0c+n5uRFh0banXHwk3F/l4T33+5M4RjauPP++iJ/h9rwf4nhr8B4YwDU4P/Nqn4Lw0lywlwmmLniSsFziRIxBxFnm8ycNcgrE6svlmp0rhkbRqxNRh0170JKHONpdR6RkRx+Z1Yg+bp3PSX/IMG1fjbrSQbJuLWuhyKwRw7ijIMO0Am96V70mR1aWCTNTKJa8RRj22HWK79E0KOY5tx42nfntC0rPvZKOPb8jhYO9ylExIGBt0YH6rzUgqKqMSyNU6Ocmut0vnj+cw8M3fyft1uI6G94WPM6as/VhIod9D/rzoASnO7xPbfCBqsGFn98DgYO8yqcstXF/afkzzExtLr/WQxnyAomvYmarnsLrc3yHy/ExMKK75lPD0J7dId28k9Fq/PSO7JPpl8NolAAAgAElEQVRfV02kYrXnfYRO102HfK+aRoi/+llu9a2D6knBP2cflxb+Lfi2b5+lECymrtvLGF6N9++QpURo9MPrqSze/HHwc2ydTdX3Vw+iwiVCrSXnbpaFqATpgt9T1V2Yx/cyMAcaHs1ajHwbZf1rTlU5TWAI0+D0RmE+xRkFOf6+uwrke3JSCMOWROo+LOtOhvrnSb/7AQu5qERCb5mHUVkHvmeiR/MB9OYNftpvt5eA9ZoEQexZWnoKxPoP2NwWPcnPh9axaY+bTWjTmX+ZfpCQ3dV+U/f6HXjtH98izzj8FcJ4e5dRpdv/ESoya7dyPW3T9tOH2fN+KXkt7RRXTKZK9chGqdlAqeutFBdtmIFyGfoCpgXeUCnnGIblTl75679I4VEQfM/72ZgdVR+ViAL/caK05GluC4/GeL6s8VEFOeRoVUxxUZEPIlj5GiFLpy+2IJf8cUnsXQ5ZOyqy/RhuCwnnmk/s4X6rJ1EQ1P1eqd1VPMYJq/e8n6kmTs6v5RBMFRz4CjEcKDkoOj9Lkje48T8vEzXvkGWNZijR6Jq8x+5/IC/sHMBCwvk+OflWif5XxzTh5xAZy38nQ3kHQgNDmAanMQrzIIaZ16M64hsQ6qrd6mcel0+4NSI2uGXl3KvcfE95CI/2N8OnSBv9Y7X2fYeJueTa1Q18nI0rJBzjhd2LUZh125Q9saJm8+C2FMltiQkM7Ur+HOlxrMy+fY4B0j+8SQXvJ7e48xv3rZA+uVUa+FjpastD610VKw9kMeRZQrkZh6Tt8+mpvOAO1M3hTeTDvn2Wdo5AkwZJWjMVJfrN23i8thrqb3kJ4/HfPuPeNz+LXsrzrqbtxkFoBOHnvEwOGNu/pmK21wPkUpM3oGJvX8G6NuzC7wPhTFwZ8gKKNCySVpx02yVLB1vnkMObPEy6x1+h6vSzXvYm1xkRx9oEhvVzTmDY3nwgIV8HzQe64c//vNdM7h9Th4rvS1+jFefYdnKr3e+FQOdP4P7d7ub7UaMZbUxNezPl5JdMHjH4r2EI0+D0Rc4JJmI4pJd2gIrYMTP8rSd+ubh+JgTZ6mI2Lm8IG/bYD1F0afsJQZ57BTmlQU+evJy/uIjWiaQehDKX/8v9XdPeNNDnpZFDyzgkvd7LraCs4c/9tRriVsUmNCLU6fikBiIknMKlwB7NhEYcENZ/wLgrpwimVqvSw45P7PbnR0so2qZ9IP8G57u3pR2QvvorhTU+H2Tz4fUUpNRrz/vNTaUQqyQSGkt5WSjwuueikl7rTrFLpxtKj4naMotK2mH/9FejVmcQ9/wJqCtfvqu6LnqcA8V7V6CandaZNiMhPce4vu0VhBx9edKbffj/5RN5X427Q04n9vAYXz7tKFlHUYSOm1NeOmFgbwgTVL5/g9DwmJmQZvYJDisFucw0bX0Z6r5hFz7DkrZ63lBGtV32JsVYK19zrRaLfITjb19J1XDD8/msigoILYeE+cd0/cy4uV+K3HTR2hP/6z7vaQDjJWtw+qIgO1ghSuR7MpOll86VXmzLDMi6bQhBvj2QjTy6Fspq/iOQW88/4tyzeorUchChuJIh28I8CNpXSAXsD29B1vMexgAhMYl+t/OuoRXl1QvIRS59MdgF6PgO8ny9/0Jod9xsbO9yUv1jtQLaHdqNkdKTpeH/hDQlQoOjpkgr36Spv91oNvJhL0EkCY2CrzsiFpUUXYvn8HjI3w16QlozjQpfCVVXXCwNfgqiSkyij9AxGji0Vpr3EF61eeluH6TEYaTPn8mpbvtS+uJBXrd+B0Ki2cdLq+pWQ7nes/rSS3tWX0gjLwP1WlxEcVCbkYRLUw9I135C2Pnrv0rf+R2Mzh9PW89N87mmIp/02Z0cVC56AmeoqARpzxK+GwmN6Kms3gTl/cNbEHdEHEp+4sW010waQii98y1U8RYVElZd9qL0ahcGh798PqTT+Ra/NWCJPl6Jz6bLeIixaW+Uekmk7ZcuuI33eXwHvbyv9aBH92dzBL8A+Vn0tc68TpoxTtq7ovTfzxkOMw/T4PRFRrL07wvZkB007EyY9PM/uLcNfxmlkLweVdl8gGshlpPK8xz4keb2r/+CCmk5hBBlTB1yULuXkFc890p6BR27NIlc25DnUYHVqlNMtPJ1NuITe0qHDfs/wgbd4mJGb335IJt1779IzfoSpoytx32+/BNqqPvdbKhZx9xRX3tXSEufo4qzcTdp0FOEAKdewf9DI1CLu7+lTaW4iPd8cA1VsB3HUQzUsAtrEBmHSUO99tJZfWjY372IQ4GDuzdycMhNRaEW5JKj/PJB/j/sJVRYVKJ0cJWUkCSd2IVyWvIMBNxisNTjbskbQcVm096Q+ebPIOrExpgiDHyMtV89GVJK3kDBjoOmfSgwOv4Ta7DxI8jwnYtoe7n+Sz6L0AicjBzUP49DR/J61jSxCQeiWb9DVTrweDAPWDWJfHTOCenFNsFquXpTDjzVEssfDu0rZN0Lcrn+ZS+6v/OGsKap+zjUpdnYDba9gvaYW5ehrn8NHNvOzEtHuXs8uDbVbfPrPP8pDDMP08CgWk2KXz68HrKyOkgXP4fyC8SRTSiL5PWuc5A3BDIszMNO7sZ5/N8p5NgyC8Lq9zChtJ0LUSWRccJ6JwC7l6Bcp41CFQ19AdPt7V9KA58IJsywaoRjV78npe2T3rvM9V2dcxd9eKGR+Iy2HCw16Eg7RUxtNuzomoQSM5JdWzmJXO6mj8mfXv0RJBsagbXg+g8IF/rypLl/RC1KKPTO46Xl/4T80g7QlrB2GoVF8Q1Yz9aX8dw1mkHsvkIOF74CyCnw8LB1Lu0Xb/dzC5u63k7FbVIPCmzCY3BQyjuCvVzyeun17i4R1W1LUdCepdjbSYxN+/KB4HXf9Q1tOOveJ3w84hVypi0H+71/i1GkzvfBG8JnemgtUYhaLXlPmUe4LdARSeJ6cjOkfo+wPhnJpUPLGckcXsojS4nQvDMr84LfSemHaCWJqcMBo7iIPKovn/usfheF3uZyxqo5hJmXwbXuXYbZQULSz7eaBGLt+8HtQ8XFKOyhL5heTD8MYRqcvggJJad1w1f+OZPhbDAlbeaa9CI0G1MHw2kHRT7yRIOfJsxasupxx9eEbqePdm/b9CnTURxHGgmV4ZiFFxcR6h35NmTozN5c/k+IosstbMJrp5CzCjQpl+ibHPwMFaUbPybU2HYUrjCOGUL7q1GHJbHvOzbZxU9Luxa6m3toJOuTn00rhWNSsPlTinq+f1269A027C2zIUwJw4SpI2mR2f8debi9yyiimTxM6nYPaq3DNSjHLbOYFDL3vuAq4JWvETZ9qz/K86aFrEtBFvm0b58LJqLkDeQWPV6IKOsoJB0aGWx/5/FSfLXT337x0zwM3Hs9QIg5/ZC/uCsGI4VWQ/wh+doQoPNcKbt5X016cbhwEBpJAZljvRgRixoN/H61u6rsqtOcVELLYVHBucKYWtLQ51DPHg/9mruXuGTp4KevIVfHtN7no80kcH5pxxvI+1a0IMipAg5EfENDlgEwOUyD0xseD+rLqWSsc47fJSeezejiZyV5yKWNX+QW8+Rn02z/Zn/Cn7XPLr1x1GlDq0ggDm9kw43wb4IRsa5Dj4OcE2yUNZoRIm7QWRr6T8h98TNsznmZZauS6k0Jif5+DeG46Np+K7sA56C17/H8jtWag6QeHCKGPMdzSLzGJf+mCT4iRqrZEpUruaHI4mIceJJ6QDqBKMyD1Ea9h1ptNoAColFTcCyq1VLatRgFNW42lbIlLdiKiyCfvg/xGSx9QXqtG3nCQ+vKngeZeZjQ9Oj3Cedu/FDqdlfwfTpeRz7YgUP4MbVZg6QejM4a+Q6f09sDmFM6eRgHnJi67uNWv0u1cashEHFiE6IXjvVi1jE+s2s+ISxfp7XU60/kbktWxp7YC7G90pkq5ZIjwyJisVGMqe2fDlPCQUjic6rd2lWQOcelr/4UfJ/VE0sfuE6Gs4cT8nYQV186b0y5dz8TYRSmwemFrGPYxR1aSxl/vBV8gq9Ww+9jeg31ElHV2QBbXBRMiDknCKH2+ANTPQ6uZhzWoif8FnkNCffN+UOpS1CxT7rmIxRERDyWbAkNcXg5vJniirgGKDOHoAuyUV+NLoTs5j1Eq0SXW8h3Sqihi5+hyb+4mNxsflbZxuyp+5ilOX8CobpzLuX1D66lIvTCOyGxvExaTgrzUX0HV0uNuhJm7vuQS+yrJlFAVKtVcEWuhAlC8kaUZESs9MUDhG4XPUmoVuIQcHAtYdG2l7sqVeL5I+LJN6bskbbNcX+3bqp0we3Sx+Pd2xIacxhYO5X33v0e6Yv7Ib4b56P8m/Th8313ePC1OusdEeManPvypCkjXBVbmCvNvhvFXGgxFSQ8hqhB1zvw9Y2u7U4LyTzK7+wf+X51u4u1i6njTrdxkHkEVe4US22by3ftqqk8tixUq0k7yfKXuMY4CwUa39Dt6SzyoVoDUVwcPL+1JApy/Dn6QxB0RAKph8ObiDjUPZfbDf4DQ5gGpw+yUyjm2fwpP8+fwKbXeqRrDCCRu/u5jSBlF4UybS6X3hnIptblFsKn3lBUZ3QdWiJ2L3IfZ3VgA5pxLZtpl1upjj20HqWV1APlExpOiHTfCn62V5NHLS6kj/KiJ6Qlz0nd7pRuXUrIMbYuj9v6OUVISd3Z9Fpf6hoaSCjE2HpMn7hiEtWcHo80eTgtK6GRKMy593GwaNwDm7b936P2+jzEUGNfPq911TRaY759Hgu65PXkMz1eNvJtX7LW3lBM2ZsP5NDgfA4O9nxL+LTDODb9bV+gxPr8GeJb/hKqbvQHHBj2fUc4svN41Ny6aRw0zh7m+uXuXU4V7c3f8L4iq0tdbicMmX4AAnfUd42zSs+zzM/2G+yXULGpeyVfLmHiW75l9NaqSRTGNOkJYWYeZr3SbPouJQ4x8x6WQiKlrreU/l4V5Lhk6WDfivKJLTedQ0uPewkbF+SQZy05p9IbWsZczzbBJgmB8Pl43WlX+vthQ4g0nD2cgi6DMmEI0+D0QX5m6U16/gRyT7/0pFy9KdWy6z/g9L9+Bkpv5esQ2/glOAY16yvdsoTf12nN42Zcw3NExEtdbiPEuPpd2i32LiP3d85wipFCIyHVde9TOOQNJfTXYrB00zyKTyQIJiSUkWCOy8vS51FVHa5FEaybjqIe9JTkCYWIVcwm/+WDEE9IOKS85BnUatYx8nxz7qE455rPUEoFOX61+EecbXre7zco2AwphkXx35qp0sJHuZ6iQmnuH+htLCpClQW2zISEUVS1/wcOEe1Go3D2fid9GkAuP82TrvkYH9msoyilhEZS/0cxKM9JZT2ObedgkJtOf221Ghw0EpIg9INrIbpD68lJ1mtXun82M5nvzTWfSSrCoWn1ZMwV9q4gXJqyk9B5rz/y2se2U8367bPugeWqaTgFObnZ5PWsQUlXqdCI0oYYcfWDZ7YWFxO2TtvvHwdXl4hA4BSWkvCIQrI4i2Kn2meT2w4po5VFoir309vc3KgzMccZzWZQJgxhGlR9ZB7m1F5Wzq9koU6Fnu+I9O4wd7jyshekq95H8eRnooDWf0C+ssM1bOZFBbQcnH+T1OevEFNSN1oF4uqRa9u9BH/ULZ9J3e9C8Vz1PtWJOxfyWkWFkHKLQfR67v+BnFhsbcKsgZZojS+EpDOSKbRpewWbXfImQqrb5tJukpiE12pkIuozNw2CTtlF03/6QdRJowvIGXq8FOs41nSrJ6M6Jg93PUsj4qTx3wRX4kqo65Awinf6/BmidtD1DkLIbUa6Tff7lgdXCbcZScjzyBbpsjewMoyuCXlMuQQirNUK5bxzsdS4K+SVsov/plwq3baCqEDGIVRYs/746ZZlsp9+ELW+7EXIo9ONqPCoRGnyEO7jEEjWUa5h4OPSggCf2I0fcU3NBlD5LOFSlJnMQSkk3P8Z1kX5jnhV+ugGVG1YlP/a/N/d7BS/YfxEpu50vY3RZxMHUxgVU87BL7qWFHmIw0HjC/2q9yeIsywU+0rnkvOzCM0blAtDmAZVGxnJtC6c2IOyqdfebYuQUG+/1Dbs6BaXLCVO3ytfg5CSukkf3+Q2mK+ZwgaYsgtltPEjQmEXPUUIL3AQ8aAneY7tXxImHf4q/YBn9YE8f3yH0FjvPxGii67Bxuts9CUnhvR7BAU3bZRrUt58oNT3r/TOrXpH+vhmbm95MYrSUX2hEeRI3x4g1WmL8qrTVjq6GY/Y+AbStZ+hODrdiGId8Dfph7d5r5FxkG/3e8klZh7mdc65hEPC59fTG3nrMgqj6ndgHb97ldDiltnSOcMgDSfHXPdciGXixa7yOXsY+cDpo90xYCf2QHSJDSGkpB4cVFJ2YpeXdgClLqHWfppHAVfby8v4sD2u7ZxEtXL986S9SyGvRhe4zkUH1/j7R1eXfpp93/mHh+8g7x3fUPpXR3LTkrTsJSz74uqTS75rA8q+WnWe0xuCIt0yi4HTDnYtYkj42wN5/+URpgQ5Dn4KxR0Rw7qGl2PlGBrJZ7t7iXtbrZaE/NP9louRceU//gyFIUyDqo2NH7keoF//VbpiIpWRyevpD0zqwUb0S+DzlXFbARWSeeml3ViWvUAuz6kgPbyREV7LXgq+36J/SJe/jSo8sYeikQV/ozAmtj5FOtWTpElDXTPu7vfinuMpJsTbuBthXYmCpeUvEWqt3oQQ5NqpkG1hHkpp/XQIwOokHdvJxJSQcH6XsgsFmLYfMoyKd2d+ph3A7eWqqdK8Rwjz1WktXfKqtGmW1OVmafnLqJKrP2FOZEi4FB4rfXgD6jhlF79vMYhcoEfS0BchgWb9UHbN+vs37sUMlF7ydHALxZbZEKZDlhKqeeNH7pitH99mDaJr8V+i39IuELklCmIc7FpY+ratcwhnj/2QdfOGkOcMj+Y9dbu79GManI9RQouB+A3vWOCSpfP6Gz9miHd4NP/FlbAQzEnhQFLyuk/sJYrxc6HSkDBUrNPTeTJUq06r0Nd/Ze2tjlj5bfiYKSvFxRxCetz3y3o5T3MYwjSo2kgJqBBNt6XJIyCD9leTq5s/gbBsj3sZyxQRU/5zOajTGlXhmJtLfleevWX7dnpCSt8WFlV65FJ+BtdQmM+GuexFt68vdS85zfHfuK0ADbuwAc++k436nBEUMW2YASmHR5HvXPw0IdYmPdnks45BuDWb40i0Yz6VnA06ketzDhjtx9LH6Q2l6Cj9ICR8yb9R7pnJFFE57jZ7l9EGce0s6fWebObd75VUhKn70W2YCox4BTW5+Cle1+OVbl6A8t86B9U4aYhb6DL4GZRoXgY5u5JwQryOim7aGxUaiFWTpGs/5fa4+tzHCY+GVQu26gtEgy6lb2t0AWuZk8q6rPgXEYHeDxJ2Tbfpgfz+dQ4YzfrRb7n/ew4W+1diMNHnL8zZdPBzI7hCwspOK1SrLjW84Nf3do2r57dMzOT7eniz9PWf3d9/9yqFZa2G/LqvW4Vh+jANqjY6Xhf886Anyd1lHsLma937FAK90av0NIryEFtHunkhodH2YykcST9En5s3FMUWiD5/htya9afAaNQUNr9GXYPvd86lONrUakmObmcJdVNUKB3d7oYABz1J1WWPe3FbOb6T+Y5hUeQQc9IgwG1zyW+ueY9q1nrtsHw7shknnPajKfJY9z5rEBIuXfo6JLJltj+8mUTe76s/0Ye4Yz5jvJLXB4+Oiq3Hdeem8j7aj2ag81F/lagzazJlF/nWg6uxdNuxQDq0gZD58pcpTqlWg2KixEYUNGUe5qATiJg6krwUGjkFO96yzvkBxgYbZtJfe+1sxmPdslhSGYcaiarm1pe5PzfpSVhZguDfu5T3u+lj6Y3emB54w4hc3Lka27oR/yZcfngj5HbZGwzCbtjZDaeHx5QTEg5AZDxRhkAl2bQPPZ+Dnii/7eT/g4gYFGlkfNnj0LbM/uURmooi54R0bIe0YyE51/+m3uB/DKMwDao2EhrTEL/oSYpa6rTmjzw0PHjEVHExfqHD/1l+qX0g4uqzOeacIER6xB+GnT6a3N6+7yCk1pfQRB5dkxyqr4DXXfYSLRibPiH3ldRT6nSdtOBxqWEnTM3rtCbnFYiaLSDJWq1QofMmcJ/IBEJmB77H+m7eBAYBB+ZaJciz3wRUT2QC17j5M4g83YaoIhNQi6vfdR834DFUXvZx7p9us5kOeYH3tv97acEjqEVn/dqNRskGDpaWOAyUDAuungxJyys17YUCDatGa8mHN0K+/f8GyQz6h7RxppR4ltTrPgh3yHM4NhXkSKFRvLYTkpU42DgDlWu1IMy4ZTZKcO8K1Py1s7iukDDadHx5vLch/naZIh/h1+IiQsmB/rISIdY9Syj0CkTqfg5kTuXrj+/wWvt/wIu1MJdDSkWmitRoBhHbqzicJCaVXaz0W6Bpb1RlIJoN+Pn5sf8NctOYr7r0eX4OCWMCS+Nup7SzkCFMg6qNyFhUQd22hEY3fSIV5pR2uZHI0f2SP0aPh0KSIwE5S8cTduiLbJ6eEDbkVkPcCfWZRyGe3Uukeh1QTVlH6WNs3p+RW5OHU+mZvAE15g1BDYVXo1imZnPK/B1CzU2lGOSGL8mR3TifnGBkAjZ4Z/XjPls/l1TM6+1aTL4vMoENae00VOzwf9L+EYglz7CG08dQKNXfP23DycN1uZUQY2QCajq2Lu0RBbls6IE5xsSkYMN7yd/EHwmRffVnDiKNu6HGCnPoXZw5jveXsgvVl3FY+nES9m4rX6PHsH57FF73eyiW2rUYR6HQKNR2fAMs4aZezmts/1K68j0IKycF1dvqYkgteQPEm9SddZ45jo08vgFtIv0mkG8NzKlWKyNkun5GcJtIQQ7OQ22vpNI2ZTfFTN3vpRgo/CS5yNBwDmtl2dT91rA60iO7ZoqkYqnNFRxufgvkZZL7d+Ar4GB03dyTj86rZJiQrMHpgahECKtRV9Rfo66oKQeR8Zh8lxnOOwlKhsG8oYReC/Ol866FvA5vJOTpwOPF4HvPUmnHPEr4v32ODf/D66Xv35IuehKVOOgf0s2LURXeEGZENu1DyM8uUY3pKJUFj0opOwix3vAV5Dj1cojo7OEQdWEehN92FGsxcTBktdevIktW3BbmEhYtyObUn7IruCJz5Wu0fDTuxiHhpoUUKvkKUI7V/BZxMbVR2rsDBj9HxFG4U1QgfXaHm4vcu4yiJ6sjlbjZx1F5tVoSLj53FOsYHkvBU3ERa7J/JWH2mHoQuDcckrtpPjncOXe7ryGhRFsN4bNr2kt6dwQHhO1fQpKrJxOGd8L7aQekz37nN6u41X2e2udA2KVQxsQnj5fbj+/kc8054Z/icsI/b7IM+ArIHacfKu3a879AdE0chO7ZJN29iarq30rdFuaUNqpPP1j6tlMMRmEaVB1kHmXwsjcUdVNWTie2LkUn8x5CwR3ZLMnjqhCJcFvWUVxiarYgR1ReJWBkIm4+P75D20Dfv0pHtkoqxiRg6Ys83leA32pIBLmvj250n+OnrwgbH/iRMGd+Nrmzfg+jJHLTUGg7F6JO3r+S8GijCygicRAejUIsLkQdVasBcTg2c2kHME2443sp6wjKqbiIuZWBBHl4E+G3XYvc29qNln4KGF21+1t8dwNt93LTpZnXQ9ZJPaURL3MdUQkQaF4Gn8v3b/L87a7CAadmC3KvbS4rTdT7VjJrtN1VEFdhHqQ9+26cgSTaJcZ+xPrnpeK3e/7NHAIc9ecNpWWnwziuKegzTIDoV03kfToDmmu1giQTGjLculYrQtk7FpC79YZAmGcP988NjS0ducjPJje57EXef42ziBC0uIjB5A06cSj66SsOOB3HSRE5bjTCQV4GVdZz70MJtxxC3vp/rbYi4/83g6MjYqn8DQzntx1VtlH9KQRDmAZVA5mHpSmXuSOWWgxiwy5ZVRgZz+/qtCZcWK0W8xNn3cXcxfFLpOR10nsj3c277Sjyg45KCkS1RNRR19+hkN7q51ax1moljXoXNfHhDUzs6P9IsLmABCGm7CZ8GJVICHnFy2zwKTsJ0+1bzul+xjhaD9ZMkfr+hTYWexXEOvQFKmIbnO9vdwh1x1s5KC5C2W76mDmfe5aW7kNd+Bihr62f4+rTbAAKLXDsWeMLpJ0BBBpdi+dO2cG/+/1Ver2H2/7SoDMVvN/8HVKp01qa/zfW+sRuVGn3e1G9gSqiQScOGjWbkUfdtYjPYU+AQj2yhQPL0a0YK4yaInk9waHSokIOHD3uI5zt2M+Fx1CxmpHMc5zrnyLTrJ904V1Usabuw63n7GGEz3csoPk/ZTeHodXvStu/gPgHPErePKYWB7hvHid87Iwba9CZStNFT/IaI98hzO18b1dNlMbMhFgDkZ2CmYGzNlvnUFHd9y/BRVenC2LqYDM572EOta2GEgEqaVR/isEQpsGpjyKftHpK8DzC7V9KB9eREwxEYZ703SvSkmfd26ISyUlNHMzm/cUDwUpnwwyUY0nCLMgm9BoayeM2zAye/nB0KwU9EXGQpURupiyjBI9Xsn+Qhv2TcVOJjalKLfKhHMd+KG2fT0Xuumkolh3z6XuUcB+q2YLNpdtdEEfDLqjAQKMGCXu+Q+sIo+ZlSh2uZoN2CoRCo9iY67Unt5Z9QlryD8KyHi8qrP55qMTCPB7b/29Ut0oQ/fdvuGQpUYx0eAMKL7YuinvLZ+46FxfymY14Fbu9vAxUdtfbCH92vhn1vWU2ZFsSKTs5NGydw1zQUVP8zf4BPbP1z0NZj/2I95+TQnh7zj1St9/zPcg6yoGqx70cwJzP0yl2aXs5JD7gUcwaFvwNZSjx2PevlEZPZ52+eYIIwFl9uH3cLOn9Ue4otw0f0tPb6uLg7+7ylxjdFlgEdGRz6XDkzgV4CYeeZJZmVUZCIw51BdlEAUoa1Z+CMDlMg1MfvmQ7cQMAAA8kSURBVPzSpCCVDr1J5H7WfVDithMUxEQlSioOzm85CDS/9vlQF7PuRnXtmI+qyC3jcb6C4PFMG2YwQzKwNcDq6HdQOcgJ+pwRzMR0Nvv8LHJ7DTuRx6vdWrrjB0j+0Dp6HqdeDgEMeBSC/uJ+yKXXg+T8JDbxLrfgVJSbBslUq07v5JiZ0pgZ0tiZFNbsWCDNfxiFVFxIk/qtS5mgkpiEqguPoVK40YUcWBIb8zpRCS4pBCI/i2paj9ffb1liUsi2uZDwrcuk8Yul88cT0h75Nnm7kHDaUJqWYf7daihm4RJrUlxE/6bjRFP7bGZ5Ht6I0lw/HcV3aD1Dtvcup+eyRjNp+CschEqOvto6hz7Uy95GAcXU5rZAZB0jbF6QzYEgMYnXLMjme1pyXbbPJbQeCE8Iz3F8J9+d3HQOQyXRsEtwCDjrGG1BKbuDi6yqMiJiWOdfgywzD0v2Gg4fv9H6GIVpcOojLIpQWqDnqCS1HFT6viFhfqea/cG3RyVCijH1yEku/of7u+pNg1Vh9hHaBBwFtXsxodcO44LDreHRFIEENqSn7qMd4dal9JclNmYzfHsAvz+yFQu4ktMpTuxm813wmLR1NvnN82/BUs4bymsU+ShSuWoarSVLnoaER0/nd7mp5MGcMO3Zw3HBqdeO0OuCxwibzn+Utg2JfOahddLl7xD+fcff4F+zBep27VTu03okIcu8DEix7ahgW7WwKA4GO7+hXWPpC9LoaRDUvuWovwt+R9FOg060lDTqSnHT/Ank9rwh+M0WFRLKXPwk63T+TX716HfvadSVYip7NR65EfEcDNbPlGq3lN4PGOi9YSYzKkMiyXtGVWdyTW4ZbjjVm5ITXvEyZuzxlqvWHXi85Nk8XpT34U2u809IuPtZOajRLPiA5vFIvR9AVe9cwPP0eoDv5MC/U9Dly+dz73W/e/DKPEpefPdifm7Yxd+bepqqz1+K9IN8d52caFJ36fJJv/r6GIVpUDXQ+ELUVUwd8kpXTC679L5adZrWAz0wz7uGk//1X5CT7HILodGk7hRoXPd5cHHFwbXB4UYJEgyPgTibD4QwrvkUpRhVAxKr1YoNNqkHobrdi9n4ImLJbUlUy0bXLD15otkAQr/JG1CNHcZJkTHcb/xiwqDHfiI0uvDv0si3/JW43xIq9XhQTTsXSDWau+9v+Ctcz+y72LwTGkmbPw5+7SObKV6JrYcVXv3zuOb0ZCmpFwUo51wiLXkeEh76AtWmI14hn9riItTrwr/Ta5p2gM/m3Uto12jah1xyQS7PHVuXXsnqTaSEBhg0JDZFySY25ZCxZgo5z34PQ4xfP8Sa1O9AWHfFK4RKJw0ll7r9Kyptt35R+jux/SuINKaWO+YtPBoCdRCViInC6ndRJx/fTK/msH+6hSgeDyo2JJy1GvYSEYaDazCx3/YFJhbO5JGIWGngE/Tp9nuYA8NtK6TDW/icJJTyoidR551ukO5aJ921nkiAY2AhcThxyFKiUrik+j1T4SvAISqwgGjPUgq3fmV4ik/xMt5fG4MHDy7+4osy/qgMTn0U5nNa93gYqlteQ7WvgNDm8R0QbGQ8iibQFq+oyG9CHimFlRiBtP97VxE6aDmY3Nq2L8mBtblM+uAaKXUPRtpx9dlofXk8d24qxOAQcfZxcoUFWcx8zDqCj2vyRsKUPe+nUtfjpTK3ZIiqIJe+y8J8rjs3jfsVFbAeoVEQQvZxXr9aDSqK8zJYD28oa1BcJL3RM3hShTdU+v1ayDn7OAVDRT78Wg/8QFHSzQt4jaJCyCXzCI4+zfpxPetnEC68bYWkIlpB5k2QDq7i/fV6AKKpVgMlWR6Ki2kLmlgiehDfgJmY+1dK9TtKr10Y/PtRU6TmF2E4HzghRWJeZttRwZ9zkQ93mZwU1qcon5zknqXuff6wnQNY1lHWKyqR70s1//99hbQTZR3j+6giSV5C3DmpvFePl8fH1WNNclNRQiWHcF83h4NNefjqz6WNFNqP4UD0WxgLVCXkZ1F051ghOhj8NIfjCsCyrFW2bXf6ufuZkKxB1UFoeMXmWlbEhNrrLX+KSfUmKKcDP/BzWDXUwae3cYqNqU3eMGUnDfQRsZBWUPinUfBzVqvhtsFkJEuf3iG1G0Vl4ME1mGCPfKv8vjdnsw+NpCWhvNmIga02UYml3WV8PkwXpo9xC3J6Pcj9PB5ILTvFHUjtDeH+1WoFb8yhETz+67+6t0XGc6DJPEzOccS/UK4RMRWfeuHxoDBDwoKHOif1oO1k7TQGOsdZbu44qQeVsWERHGRWTaIgSyL83WJQ6UORNwRLvqhEDhVv9Aw2bG/Si/cYEla+kUBIaPnfs8DPJ/A7GxGHYl/xr4DnCaci9mRofVlpwjz3KkOWEt+tDtcGE6bHyzzbXxlGYRoYlIXMo2y6mYcp2vB4UR8JDdms9/8g1W5B835Z7SgnQ2E+OcWZ1/H8NVuQhyzZavBbIT8LUjyymY06umbw4SHnBEozZTfFNFGJZRNe2gHew4EfCPVe8hoh1cjYipncl3t9OVQdf3YH48+aD6RdZO590sXPQd6+XBRtWBTEVqOFFO3/HDKPcCjxeokwlGVoHogiH5/1x+NxdWrSi7BvvHXyx/23yDxK9e3GjyDWYf6RYiVJPRA5qdLmWeR1i3yMEGs7CrVrwPd58yzpu5dR8gMfY00reFCrqMKs8oRpWdYgSS8Jd+W3bNt+6mT3N4RpcErA55Oyj6KiQiNOaTuwkyLrOGFob+jJw+S/FEU+wp3F/jCnR5L8oefCHA4wxT5MdiJif53+vayjhLNDK+j7+v9BfhbK1uOt+GfvKySErGJ/8VIFPJHPJBT5OOh5Qn7xSLIzIiRrWVaIpFckDZB0QNIPlmXNsm17c+VemYHBzyAkpGJzC091/FazEr0hJxmW/Bu5wfycEv014czE/CUICa26B6v/Bbwhv/n6VPUAeGdJO2zb3mXbdr6k6ZJGVPI1GRgYGBichqjqhGlJCmy4O+C/zcDAwMDA4FdFlQ7Jyp/ZKIFSSVnLssZLGu//9299TQYGBgYGpyGqOmEekNQw4OcGkg6WvJNt229IekOi6Od/c2kGBgYGBqcTqjph/iCpuWVZTSTZkq6SNKZyL8nAwMDA4HRElc5h2rZdKOl3kr6StEXSDNu2N1XuVRkYGBgYnI6o6gpTtm3PlTS3sq/DwMDAwOD0RpVWmAYGBgYGBv8rGMI0MDAwMDCoAAxhGhgYGBgYVACGMA0MDAwMDCoAQ5gGBgYGBgYVgCFMAwMDAwODCqDKj/f6pbAsK0PStsq+jlMUNSUdq+yLOEVh1qZ8mLUpH2ZtyseptDaNbdv+2XE1Vb4P87/AtorMPTsTYVnWj2ZtyoZZm/Jh1qZ8mLUpH1VxbUxI1sDAwMDAoAIwhGlgYGBgYFABnImE+UZlX8ApDLM25cOsTfkwa1M+zNqUjyq3Nmdc0Y+BgYGBgcF/gzNRYRoYGBgYGPxinDFVspZlDZL0kqQQSW/Ztv1UJV9SpcGyrHckDZV0xLbtNv7bqkv6QFKSpD2SRtm2faKyrrGyYFlWQ0nvSqorqUjSG7Ztv2TWR7IsK1LSEkkRYu/40LbtCf55tNMlVZe0WtI1tm3nV96VVh4sywqR9KMk27btoWZtgGVZeyRlSPJJKrRtu1NV/Js6IxSm/0v8iqTBks6RNNqyrHMq96oqFZMkDSpx24OSFti23VzSAv/PZyIKJf3Btu2zJXWVdIf/u2LWR8qT1Ne27XaS2ksaZFlWV0n/kPSCf21OSLqxEq+xsnGXmM3rwKyNiz62bbcPaCWpcn9TZwRhSuosaYdt27v8p7vpkkZU8jVVGmzbXiIppcTNIyRN9v97sqRL/qcXdYrAtu1Dtm2v9v87Q2x+lsz6yLbtYtu2M/0/hvn/K5bUV9KH/tvPyLWRJMuyGkgaIukt/88embU5Garc39SZQpiWpP0BPx/w32bgoo5t24ckSENS7Uq+nkqHZVlJks6TtFJmfSQRrbEsa62kI5LmSdopKdW27UL/Xc7kv60XJf1RhPIlqYbM2jgolvS1ZVmrLMsa77+tyv1NnSmE6SnjNlMebFAuLMuKkfSRpLtt206v7Os5VWDbts+27faSGojIzdll3O2M+9uyLMupCVgVcLPZd1x0s227g0iL3WFZVs/KvqD/BmcKYR6Q1DDg5waSDlbStZyqOGxZVj1J8v//SCVfT6XBsqwwQZZTbdv+2H+zWZ8A2LadKmmRyPMmWJblFBCeqX9b3SQN9xe3TBeh2Bdl1kaSZNv2Qf//j0j6RBy2qtzf1JlCmD9Iam5ZVhPLssIlXSVpViVf06mGWZLG+f89TtJnlXgtlQZ/3ultSVts234+4Fdn/PpYllXLsqwE/7+jJPUXOd5vJF3uv9sZuTa2bf/Jtu0Gtm0nif1loW3bY2XWRpZlRVuWFev8W9JASRtVBf+mzhjjAsuyLhYnvhBJ79i2/XglX1KlwbKs9yX1FtMCDkuaIOlTSTMkNZK0T9IVtm2XLAw67WFZVndJ30raIDcX9WeRxzyj18eyrHNFcUaIOGzPsG37UcuymsptnVgj6WrbtvMq70orF5Zl9ZZ0n7+t5IxfG/8afOL/MVTSNNu2H7csq4aq2N/UGUOYBgYGBgYG/x+cKSFZAwMDAwOD/xcMYRoYGBgYGFQAhjANDAwMDAwqAEOYBgYGBgYGFYAhTAMDAwMDgwrAEKaBwWkIy7KSLMva+F8+tr5lWR/+/D0NDM4snDHjvQwMDCoGvyvL5T97RwODMwyGMA0MTl+EWpY1WRjIb5d0raTNkqZJ6iOmjYyX9KSkZpKesW37Nb/p/BxnVqqBgQEwIVkDg9MXLcUA7HMlpUu63X/7ftu2LxCORpOEmuwq6dHKuEgDg6oCozANDE5f7Ldte5n/3+9J+r3/346P8gZJMf65nxmWZeU6XrEGBgalYRSmgcHpi5K+l87PjpdpUcC/nZ/NIdrAoBwYwjQwOH3RyLKsC/z/Hi1paWVejIFBVYchTAOD0xdbJI2zLGu9mJbx70q+HgODKg0zrcTAwMDAwKACMArTwMDAwMCgAjCEaWBgYGBgUAEYwjQwMDAwMKgADGEaGBgYGBhUAIYwDQwMDAwMKgBDmAYGBgYGBhWAIUwDAwMDA4MKwBCmgYGBgYFBBfB/Td0tsRH39OEAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "#Setting X limit using \"plt.xlim\"\n", - "plt.figure(figsize=(7,7))\n", - "plt.xlim([0,55])\n", - "sns.scatterplot(x=insurance.bmi , y=insurance.charges , hue=insurance.smoker)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 970, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Showing two different grouping variables using \"hue\" amd \"style\" parameter\n", - "plt.figure(figsize=(10,10))\n", - "plt.gcf().text(.5, .9, \"Scatter Plot\", fontsize = 40, color='Black' ,ha='center', va='center')\n", - "sns.scatterplot(x=insurance.bmi , y=insurance.charges , hue=insurance.smoker,style=insurance.sex)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 220, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
genderrace/ethnicityparental level of educationlunchtest preparation coursemath scorereading scorewriting score
0femalegroup Bbachelor's degreestandardnone727274
1femalegroup Csome collegestandardcompleted699088
2femalegroup Bmaster's degreestandardnone909593
3malegroup Aassociate's degreefree/reducednone475744
4malegroup Csome collegestandardnone767875
\n", - "
" - ], - "text/plain": [ - " gender race/ethnicity parental level of education lunch \\\n", - "0 female group B bachelor's degree standard \n", - "1 female group C some college standard \n", - "2 female group B master's degree standard \n", - "3 male group A associate's degree free/reduced \n", - "4 male group C some college standard \n", - "\n", - " test preparation course math score reading score writing score \n", - "0 none 72 72 74 \n", - "1 completed 69 90 88 \n", - "2 none 90 95 93 \n", - "3 none 47 57 44 \n", - "4 none 76 78 75 " - ] - }, - "execution_count": 220, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "stdperf.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 221, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(9,9))\n", - "sns.scatterplot(x= stdperf['reading score'] , y= stdperf['writing score'] ,\n", - " hue=stdperf['test preparation course'],size = stdperf['math score'] , sizes = (10,200))\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 222, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
#NameType 1Type 2HPAttackDefenseSp. AtkSp. DefSpeedGenerationLegendaryTotal
01BulbasaurGrassPoison4549496565451False318
12IvysaurGrassPoison6062638080601False405
23VenusaurGrassPoison808283100100801False525
33VenusaurMega VenusaurGrassPoison80100123122120801False625
44CharmanderFireNaN3952436050651False309
\n", - "
" - ], - "text/plain": [ - " # Name Type 1 Type 2 HP Attack Defense Sp. Atk \\\n", - "0 1 Bulbasaur Grass Poison 45 49 49 65 \n", - "1 2 Ivysaur Grass Poison 60 62 63 80 \n", - "2 3 Venusaur Grass Poison 80 82 83 100 \n", - "3 3 VenusaurMega Venusaur Grass Poison 80 100 123 122 \n", - "4 4 Charmander Fire NaN 39 52 43 60 \n", - "\n", - " Sp. Def Speed Generation Legendary Total \n", - "0 65 45 1 False 318 \n", - "1 80 60 1 False 405 \n", - "2 100 80 1 False 525 \n", - "3 120 80 1 False 625 \n", - "4 50 65 1 False 309 " - ] - }, - "execution_count": 222, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "pokemon.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 223, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Varying the size of the points for a quantitative variable using \"size\" parameter\n", - "plt.figure(figsize=(9,9))\n", - "sns.scatterplot(x= pokemon['Speed'] , y= pokemon['Attack'] ,hue= pokemon['Legendary'] , \n", - " size = pokemon['Sp. Atk'] , sizes = (20,200))\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Relplot" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Relplot provides access to several different axes-level functions like line & scatter" - ] - }, - { - "cell_type": "code", - "execution_count": 224, - "metadata": {}, - "outputs": [], - "source": [ - "sns.set_style(\"white\") " - ] - }, - { - "cell_type": "code", - "execution_count": 225, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
AgeGenderPeriodUnemployed
016 to 19 yearsMen2005-01-0191000
120 to 24 yearsMen2005-01-01175000
225 to 34 yearsMen2005-01-01194000
335 to 44 yearsMen2005-01-01201000
445 to 54 yearsMen2005-01-01207000
\n", - "
" - ], - "text/plain": [ - " Age Gender Period Unemployed\n", - "0 16 to 19 years Men 2005-01-01 91000\n", - "1 20 to 24 years Men 2005-01-01 175000\n", - "2 25 to 34 years Men 2005-01-01 194000\n", - "3 35 to 44 years Men 2005-01-01 201000\n", - "4 45 to 54 years Men 2005-01-01 207000" - ] - }, - "execution_count": 225, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "employment.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 226, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Drawing scatter plot using relplot\n", - "plt.figure(figsize=(14,16))\n", - "sns.relplot(x=\"Period\" , y=\"Unemployed\" , hue=\"Gender\" ,data=employment , height=7 , aspect=2)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 227, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Drawing scatter plot using relplot\n", - "plt.figure(figsize=(14,16))\n", - "sns.relplot(x=\"bmi\" , y=\"charges\" , hue=\"smoker\" ,data=insurance , height=8 , aspect=1)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 228, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Use \"Pallete\" to specify the colors to be used for different levels of the hue\n", - "sns.set(rc={'xtick.labelsize':12,'ytick.labelsize':12,'axes.labelsize':12 , \"axes.grid\":False})\n", - "sns.relplot(x=\"bmi\" , y=\"charges\" , hue=\"smoker\" ,data=insurance , height=8 , aspect=1 , \n", - " palette=[\"#FF3333\" ,\"#00CC00\"])\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 229, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
SpeciesWeightLength1Length2Length3HeightWidth
0Bream242.023.225.430.011.52004.0200
1Bream290.024.026.331.212.48004.3056
2Bream340.023.926.531.112.37784.6961
3Bream363.026.329.033.512.73004.4555
4Bream430.026.529.034.012.44405.1340
\n", - "
" - ], - "text/plain": [ - " Species Weight Length1 Length2 Length3 Height Width\n", - "0 Bream 242.0 23.2 25.4 30.0 11.5200 4.0200\n", - "1 Bream 290.0 24.0 26.3 31.2 12.4800 4.3056\n", - "2 Bream 340.0 23.9 26.5 31.1 12.3778 4.6961\n", - "3 Bream 363.0 26.3 29.0 33.5 12.7300 4.4555\n", - "4 Bream 430.0 26.5 29.0 34.0 12.4440 5.1340" - ] - }, - "execution_count": 229, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "fish.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 981, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(14,16))\n", - "sns.relplot(x=\"Width\" , y=\"Height\" , hue=\"Species\" ,data=fish , height=8 , aspect=1)\n", - "plt.gcf().text(.5, .99, \"Rel Plot\", fontsize = 40, color='Black' ,ha='center', va='center')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 231, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Facet along the columns to show a categorical variable using \"col\" parameter\n", - "plt.figure(figsize=(10,10))\n", - "sns.set(rc={'xtick.labelsize':12,'ytick.labelsize':10,'axes.labelsize':10 , \"axes.grid\":False})\n", - "sns.relplot(x=\"Period\" , y=\"Unemployed\" , hue=\"Gender\" , col=\"Age\",kind='line', height=5, \n", - " aspect=.5 ,data=employment)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 232, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Facet along the columns to show a categorical variable using \"col\" parameter\n", - "sns.set(rc={'xtick.labelsize':16,'ytick.labelsize':16,'axes.labelsize':16 , \"axes.grid\":False})\n", - "sns.relplot(x=\"Period\" , y=\"Unemployed\" , hue=\"Gender\" , col=\"Age\",kind='line', height=6, \n", - " aspect=1 ,data=employment, col_wrap = 4 , linewidth =2)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 233, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
agesexbmichildrensmokerregioncharges
019female27.9000yessouthwest16884.92400
118male33.7701nosoutheast1725.55230
228male33.0003nosoutheast4449.46200
333male22.7050nonorthwest21984.47061
432male28.8800nonorthwest3866.85520
\n", - "
" - ], - "text/plain": [ - " age sex bmi children smoker region charges\n", - "0 19 female 27.900 0 yes southwest 16884.92400\n", - "1 18 male 33.770 1 no southeast 1725.55230\n", - "2 28 male 33.000 3 no southeast 4449.46200\n", - "3 33 male 22.705 0 no northwest 21984.47061\n", - "4 32 male 28.880 0 no northwest 3866.85520" - ] - }, - "execution_count": 233, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "insurance.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 234, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 234, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Facet along the columns and rows to show a categorical variable using \"col\" and \"row\" parameter\n", - "sns.set(rc={'xtick.labelsize':12,'ytick.labelsize':12,'axes.labelsize':12 , \"axes.grid\":False})\n", - "sns.relplot(x=\"bmi\", y=\"charges\", hue=\"sex\",\n", - " col=\"sex\", row=\"region\", data=insurance)" - ] - }, - { - "cell_type": "code", - "execution_count": 971, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 971, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Facet along the columns and rows to show a categorical variable using \"col\" and \"row\" parameter\n", - "sns.set(rc={'xtick.labelsize':14,'ytick.labelsize':14,'axes.labelsize':14 , \"axes.grid\":False})\n", - "sns.relplot(x=\"bmi\", y=\"charges\", hue=\"sex\",height=7, aspect=.6,\n", - " col=\"region\", row=\"sex\", data=insurance)" - ] - }, - { - "cell_type": "code", - "execution_count": 236, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
AgeGenderPeriodUnemployed
17725 to 34 yearsWomen2006-01-0192000
17835 to 44 yearsWomen2006-01-01134000
17945 to 54 yearsWomen2006-01-01110000
18055 to 64 yearsWomen2006-01-0185000
18165 years and overWomen2006-01-0161000
\n", - "
" - ], - "text/plain": [ - " Age Gender Period Unemployed\n", - "177 25 to 34 years Women 2006-01-01 92000\n", - "178 35 to 44 years Women 2006-01-01 134000\n", - "179 45 to 54 years Women 2006-01-01 110000\n", - "180 55 to 64 years Women 2006-01-01 85000\n", - "181 65 years and over Women 2006-01-01 61000" - ] - }, - "execution_count": 236, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "emp.tail()" - ] - }, - { - "cell_type": "code", - "execution_count": 237, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 237, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Limiting the number of columns using \"col_wrap\"\n", - "sns.relplot(x=\"Period\", y=\"Unemployed\", hue=\"Gender\",col=\"Age\" , col_wrap=3,kind=\"line\",linewidth = 2,\n", - " height=5, aspect=1, estimator=None, data=employment)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Bar Plot" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Bar Plot shows the relationship between a numerical variable and a categorical variable." - ] - }, - { - "cell_type": "code", - "execution_count": 731, - "metadata": {}, - "outputs": [], - "source": [ - "# Recover default matplotlib settings\n", - "mpl.rcParams.update(mpl.rcParamsDefault)\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "code", - "execution_count": 239, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(20,7))\n", - "sns.barplot(x=pokemon['Type 1'], y= pokemon['Attack'])\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As per the above Bar plot pokemon with Type-1 as $Dragon$ are best attackers" - ] - }, - { - "cell_type": "code", - "execution_count": 240, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAABJUAAAGtCAYAAACvJUW5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzt3Xm8bXVdP/7XFRxAHBGF3lKYP7XIKUVy1tRUnCBT00zRSMoxs7xq1pds+GbkmDlEomL5c0gtKccyzUrJEAdSy0pNeOMVIUUQlcD7/WOtA4fjOfeede/dZ+977/P5eJzHPnvttdf6rL32GvZrfT6ftWnr1q0BAAAAgCmuMu8CAAAAALD7ESoBAAAAMJlQCQAAAIDJhEoAAAAATCZUAgAAAGAyoRIAAAAAkwmVAAAAAJhMqAQAAADAZEIlAAAAACbbd94F2Bm3vOUttx566KHzLgYAAADAHuNTn/rUed190PbG261DpUMPPTTvfve7510MAAAAgD1GVf33esbT/A0AAACAyYRKAAAAAEwmVAIAAABgMqESAAAAAJMJlQAAAACYTKgEAAAAwGRCJQAAAAAmEyoBAAAAMJlQCQAAAIDJhEoAAAAATCZUAgAAAGAyoRIAAAAAkwmVAAAAAJhMqAQAAADAZEIlAAAAACbbd94FAAAAAFjN5s2bs2XLlhx88ME58cQT510cVhAqAQAAAAtpy5Yt6e55F4M1aP4GAAAAwGRCJQAAAAAmEyoBAAAAMJlQCQAAAIDJhEoAAAAATDazu79V1WuSPCjJud19yxWv/WqSP0hyUHefV1Wbkrw0yQOSXJzkcd19xqzKBgAAAMDOmWVNpdcluf/KgVV1aJKfSPKlZYOPSnKz8e/4JK+cYbkAAAAA2EkzC5W6+0NJ/meVl16cZHOSrcuGHZ3k9d29tbtPS3LdqjpkVmUDAAAAYOdsaJ9KVfWQJN3dn1z5UpKzlj0/exwGAAAAwAKaWZ9KK1XV/kmem+S+q7y8aZVhW1cZlqo6PkMTuVTJnQAAAADmYcNCpSQ3TXKTJJ8cw6AbJzmjqo7MUDPp0GXj3jjJOatNpLtPSnJSkhx11FGrBk8AAAAAzNaGhUrdfWaSGy49r6ovJjlivPvbqUmeUlVvSvJjSS7o7i9vVNkAAAAAmGZmfSpV1RuTfCTJLarq7Ko6bhujvyvJ55P8Z5I/SfKkWZULAAAAgJ03s5pK3f2o7bx+2LL/tyZ58qzKAgAAAMCutaF3fwMAAABgzyBUAgAAAGAyoRIAAAAAkwmVAAAAAJhMqAQAAADAZEIlAAAAACYTKgEAAAAwmVAJAAAAgMmESgAAAABMJlQCAAAAYDKhEgAAAACTCZUAAAAAmEyoBAAAAMBkQiUAAAAAJhMqAQAAADCZUAkAAACAyYRKAAAAAEwmVAIAAABgMqESAAAAAJMJlQAAAACYTKgEAAAAwGRCJQAAAAAmEyoBAAAAMJlQCQAAAIDJhEoAAAAATCZUAgAAAGAyoRIAAAAAkwmVAAAAAJhMqAQAAADAZPvOuwAAAADA7ukrL/7UTKd/2dcvufxxlvO60S/fembT3pOpqQQAAADAZEIlAAAAACYTKgEAAAAwmVAJAAAAgMmESgAAAABMJlQCAAAAYDKhEgAAAACTCZUAAAAAmEyoBAAAAMBkQiUAAAAAJhMqAQAAADCZUAkAAACAyfad1YSr6jVJHpTk3O6+5TjsD5I8OMklSf4ryeO7++vja89JclySy5I8rbvfO6uyAQAAALBzZllT6XVJ7r9i2N8kuWV33zrJ55I8J0mq6vAkj0zyI+N7XlFV+8ywbAAAAADshJmFSt39oST/s2LY+7r70vHpaUluPP5/dJI3dfd3uvsLSf4zyZGzKhsAAAAAO2dmzd/W4eeSvHn8vzKETEvOHod9j6o6Psnx4/+zLB8AAAAAa5hLqFRVz01yaZI3jIM2rTLa1tXe290nJTkpSY466qhVxwEAAABgtjY8VKqqYzN04H3v7l4Khc5Ocuiy0W6c5JyNLhsAAAAA6zPLjrq/R1XdP8mzkjykuy9e9tKpSR5ZVVevqpskuVmSj25k2QAAAABYv5nVVKqqNya5Z5IbVNXZSU7IcLe3qyf5m7E/pNO6+xe7+9NV9ZYkn8nQLO7J3X3ZrMoGAAAAwM6ZWajU3Y9aZfDJ2xj/d5P87qzKAwAAAMCus6HN3wAAAADYMwiVAAAAAJhMqAQAAADAZEIlAAAAACYTKgEAAAAwmVAJAAAAgMmESgAAAABMJlQCAAAAYDKhEgAAAACTCZUAAAAAmEyoBAAAAMBkQiUAAAAAJhMqAQAAADDZvvMuAAAAsGts3rw5W7ZsycEHH5wTTzxx3sUBYA8nVAIAgD3Eli1b0t3zLgYAewnN3wAAAACYTKgEAAAAwGRCJQAAAAAmEyoBAAAAMJmOugEAAICFdNB+17vSI4tFqAQAAAAspOfc8YnzLgLboPkbAAAAAJMJlQAAAACYTKgEAAAAwGRCJQAAAAAmEyoBAAAAMJlQCQAAAIDJhEoAAAAATCZUAgAAAGAyoRIAAAAAkwmVAAAAAJhMqAQAAADAZEIlAAAAACYTKgEAAAAwmVAJAAAAgMmESgAAAABMJlQCAAAAYDKhEgAAAACTCZUAAAAAmEyoBAAAAMBkQiUAAAAAJtt3VhOuqtckeVCSc7v7luOw6yd5c5LDknwxySO6+2tVtSnJS5M8IMnFSR7X3WfMqmwAAAAA7JxZ1lR6XZL7rxj27CTv7+6bJXn/+DxJjkpys/Hv+CSvnGG5AAAAANhJM6up1N0fqqrDVgw+Osk9x/9PSfLBJM8ah7++u7cmOa2qrltVh3T3l2dVPgAA2GgPfdtpM53+hRd9O0ny5Yu+PdN5vf2n7jizaQOw+9joPpVutBQUjY83HIdXkrOWjXf2OAwAAACABTSzmkoTbVpl2NbVRqyq4zM0kUuV3AkAAABgHja6ptJXquqQJBkfzx2Hn53k0GXj3TjJOatNoLtP6u4juvuIAw88cKaFBQAAAGB1Gx0qnZrk2PH/Y5O8Y9nwx1bVpqq6Y5IL9KcEAAAAsLhm1vytqt6YoVPuG1TV2UlOSPL8JG+pquOSfCnJw8fR35XkAUn+M8nFSR4/q3IBAAAAsPNmefe3R63x0r1XGXdrkifPqiwAAAAA7Fob3fwNAAAAgD2AUAkAAACAyYRKAAAAAEw2sz6VAIDFtHnz5mzZsiUHH3xwTjzxxHkXBwCA3ZRQCQD2Mlu2bEl3z7sYAADs5jR/AwAAAGAyoRIAAAAAkwmVAAAAAJhMqAQAAADAZDrqBgAAYLfhLqawOIRKAAAA7DbcxRQWh+ZvAAAAAEwmVAIAAABgMs3fAACA3Zo+dgDmQ6gEAADs1vSxAzAfmr8BAAAAMJlQCQAAAIDJhEoAAAAATCZUAgAAAGAyHXUDAMAe4irXut6VHgFgloRKAACwh7jmQx4/7yIAsBfR/A0AAACAyYRKAAAAAEwmVAIAAABgMqESAAAAAJMJlQAAAACYTKgEAAAAwGRCJQAAAAAmEyoBAAAAMNm+8y4AAAAAe45/ev1XZzr9b1942eWPs5zXXR570MymDXsKNZUAAAAAmExNJQAAgN3Q5s2bs2XLlhx88ME58cQT510cYC8kVAIAANgNbdmyJd0972IAezGhEgAsmAf85W/MdPqXfPP8JMk53zx/pvN61zG/PbNpAwAwf/pUAgAAAGAyoRIAAAAAkwmVAAAAAJhMqAQAAADAZEIlAAAAACZbV6hUVTeqqpOr6t3j88Or6rjZFg0AAACARbXemkqvS/LeJN83Pv9ckqfPokAAAAAALL591zneDbr7LVX1nCTp7kur6rIdnWlV/XKSn0+yNcmZSR6f5JAkb0py/SRnJHlMd1+yo/MAAAAAYHbWGyp9s6oOzBACparumOSCHZlhVVWSpyU5vLu/VVVvSfLIJA9I8uLuflNVvSrJcUleuSPzAAAAFsfT/uKsmU7/qxddevnjLOf1hz956MymDbA7Wm/zt2ckOTXJTavqn5K8PslTd2K++ybZr6r2TbJ/ki8nuVeSt46vn5LkmJ2YPgAAAAAztK6aSt19RlXdI8ktkmxK8u/d/b87MsPu7qp6QZIvJflWkvcl+ViSr3f3peNoZyepHZk+AAAAwO5s8+bN2bJlSw4++OCceOKJ8y7OmtZ797eHJ9mvuz+doQbRm6vqdjsyw6q6XpKjk9wkQ8ff10xy1Cqjbl3j/cdX1elVdfr555+/I0UAAACA3crmzZvz2Mc+Nps3b553UdgAW7ZsSXdny5Yt8y7KNq23+dtvdPeFVXXXJPfL0DxtR/s7uk+SL3T3V8faTm9Pcuck1x2bwyXJjZOcs9qbu/uk7j6iu4848MADd7AIAAAAsPvYXUIG9i7r7ah76U5vD0zyyu5+R1X95g7O80tJ7lhV+2do/nbvJKcn+UCSh2W4A9yxSd6xg9OHXWp3qXa4q+2tyw0AAMD6rLemUlfVHyd5RJJ3VdXVJ7z3yhPq/ucMHXKfkeTMcTonJXlWkmdU1X8mOTDJyTsyfdjV9tYrAnvrcgMAALA+662p9Igk90/ygu7+elUdkuSZOzrT7j4hyQkrBn8+yZE7Ok0AAAAANs66aht198UZmqN9s6q+P8lVk/zbLAsGAAAAwOJaV02lqnpqhppFX0ny3XHw1iS3nlG5AAAA4Htc95oHXekRmJ/1Nn/7pSS36O7zZ1kYAAAA2JZj7/vceRcBGK03VDoryQWzLMjuxF2xgD2N/RoAADDVekOlzyf5YFW9M8l3lgZ294tmUqoFt3RXLIA9hf0aAAAw1XpDpS+Nf1cb/wAAAADYi60rVOru5yVJVV2zu7852yIBAAAAsOjWe/e3OyU5OckBSb6/qm6T5Be6+0mzLBwAAOwIfcUBwOxdZZ3jvSTJ/ZKcnyTd/ckkd59VoQAAYGcs9RW3ZcuWeRcFAPZY6+1TKd19VlUtH3TZri8OAMBsqLkCALBrrTdUOquq7pxka1VdLcnTknx2dsViETkZB/Y09mt7F3c5BADYtdYbKv1ikpcmqSRnJ3lfkifPqlAsJifjwJ7Gfg0AAHbcNkOlqvr97n5Wkh/v7kdvUJkAgFm61tWzaXwEAIAdtb2aSg+oql9P8pwkf74B5YHJPvXKh8x0+pdccPH4eM5M53XrJ546s2kDLHe1Y35k3kVgA2nmCQDMyvZCpfckOS/JNavqG0k2Jdm69Njd155x+QAA2AmaeQIAs7LNUKm7n5nkmVX1ju4+eoPKBAAAAMCCu8p6Ruruo6vqB6rqPklSVftV1bVmWzQAAAAAFtW67v5WVU9IcnyS6ye5aZIbJ3lVknvPrmgAAAC7rze+7asznf6FF112+eMs5/WonzpoZtMGdm/rCpWSPDnJkUn+OUm6+z+q6oYzK9VO+uor/2ym07/sggsvf5zlvA564s/ObNrs/t578gNmOv2Lv3HJ+HjOTOd1v+PeNbNpAwAAMDvrav6W5DvdfcnSk6raN0OH3QAAAHN11WvfIFe7zo1y1WvfYN5FAdirrLem0t9X1a8l2a+qfiLJk5L81eyKBQAAsD6HHf3MeRcB8sWXbJnp9C/9+mWXP85yXoc9/eCZTZs9z3prKj07yVeTnJnkF5K8K8mvz6pQAAAAACy2ddVU6u7vVtVfJvnL7p5tb3MAAAAALLxthkpVtSnJCUmekmRTkk1VdVmSl3X3b21A+QBI8sI33m+m0//ahZeOjz3Tef3Ko947s2kDAAAba3vN356e5C5J7tDdB3b39ZP8WJK7VNUvz7x0AAAAACyk7YVKj03yqO7+wtKA7v58kp8dXwMAAABgL7S9PpWu2t3nrRzY3V+tqqvOqEzsoC2vOGGm07/sgvMvf5zlvA5+0vNmNm0AYDE85K1/PdPpX3zRN5Mk51z0zZnO69SHPWhm0waARbe9UOmSHXwN9hjX23/TlR4BAACA7YdKt6mqb6wyfFOSa8ygPLBwnnj3/eZdBAAAAFg42wyVunufjSoIAAAAALuP7dVUAoC5efxf3H+m0//KRf87PvZM5/Xan3zPzKYNAMDGO/dlfzvT6V/29Ysvf5zlvG741Pvs1PuFSgDAQnjg218x0+l/56ILkiTnXHTBTOf1zoc+adL4D3rrG2ZUksG3L7owSXLORRfOdF5//bBHz2zaAMBiusq8CwAAAADA7kdNJYBlNm/enC1btuTggw/OiSeeOO/iAAAALCyh0g44aP8DrvQI7Dm2bNmS7p53MQAAABaeUGkHPPfu95t3EQAAAADmSp9KAAAAAEymphKwqutcM0k2jY8AAABwZUIlYFWPuNfV5l0EAAAAFpjmbwAAAABMJlQCAAAAYDLN31i3G+x/jSs9AgAAAHuvuYRKVXXdJK9OcsskW5P8XJJ/T/LmJIcl+WKSR3T31+ZRPlb3nLvdct5FAAAA2CsduN8NrvQIi2BeNZVemuQ93f2wqrpakv2T/FqS93f386vq2UmeneRZcyofAAAALIxfudNz5l0E+B4b3qdSVV07yd2TnJwk3X1Jd389ydFJThlHOyXJMRtdNgAA9gybrnXtbLrOdbPpWteed1EAYI81j5pKP5jkq0leW1W3SfKxJL+U5Ebd/eUk6e4vV9UNV3tzVR2f5Pjx/40pMcAebv9rbUqydXwE2P3t9+CfmncRAGCPN49Qad8kt0vy1O7+56p6aYambuvS3SclOSlJjjrqqK2zKSKwqP70dfeb6fQv/Mal42PPdF6Pedx7ZzbtHXHkUfvMuwgAAMBuZsObvyU5O8nZ3f3P4/O3ZgiZvlJVhyTJ+HjuHMoGAAAAwDpseKjU3VuSnFVVtxgH3TvJZ5KcmuTYcdixSd6x0WUDYO+y77U3Zd/rDI8AAMA087r721OTvGG889vnkzw+Q8D1lqo6LsmXkjx8TmUDYC9xw6PndRiEjbPpWgdc6REAYFeZy9l0d38iyRGrvHTvjS4LAMCe7OoPvv+8iwDMyLWuddCVHgE2mku0AAAAu6GjHvLceRcB2MvNo6NuAAAAAHZzQiUAAAAAJhMqAQAAADCZPpUAgL3Cpmvvf6VHAAB2jlAJANgrXO0hd5t3EQAA9iiavwEAAAAwmZpKAMsccMCmJFvHRwAAANYiVAJY5r732WfeRQAAANgtaP4GAAAAwGRCJQAAAAAmEyoBAAAAMJlQCQAAAIDJhEoAAAAATCZUAgAAAGAyoRIAAAAAkwmVAAAAAJhMqAQAAADAZEIlAAAAACYTKgEAAAAwmVAJAAAAgMmESgAAAABMJlQCAAAAYDKhEgAAAACTCZUAAAAAmEyoBAAAAMBkQiUAAAAAJhMqAQAAADCZUAkAAACAyYRKAAAAAEwmVAIAAABgMqESAAAAAJMJlQAAAACYTKgEAAAAwGRCJQAAAAAmEyoBAAAAMNm+8y4AAAAAAFc4aP/rXOlxUQmVAAAAABbIr93lUfMuwrpo/gYAAADAZEIlAAAAACYTKgEAAAAw2dz6VKqqfZKcnqS7+0FVdZMkb0py/SRnJHlMd18yr/IBAAAAsLZ51lT6pSSfXfb895O8uLtvluRrSY6bS6kAAAAA2K65hEpVdeMkD0zy6vH5piT3SvLWcZRTkhwzj7IBAAAAsH3zqqn0kiSbk3x3fH5gkq9396Xj87OT1DwKBgAAAMD2bXioVFUPSnJud39s2eBNq4y6dY33H19Vp1fV6eeff/5MyggAAADAts2jo+67JHlIVT0gyTWSXDtDzaXrVtW+Y22lGyc5Z7U3d/dJSU5KkqOOOmrV4AkAAACA2drwmkrd/ZzuvnF3H5bkkUn+rrsfneQDSR42jnZskndsdNkAAAAAWJ953v1tpWcleUZV/WeGPpZOnnN5AAAAAFjDPJq/Xa67P5jkg+P/n09y5DzLAwAAAMD6LFJNJQAAAAB2E0IlAAAAACYTKgEAAAAwmVAJAAAAgMmESgAAAABMJlQCAAAAYDKhEgAAAACTCZUAAAAAmEyoBAAAAMBkQiUAAAAAJhMqAQAAADCZUAkAAACAyYRKAAAAAEwmVAIAAABgMqESAAAAAJMJlQAAAACYTKgEAAAAwGRCJQAAAAAmEyoBAAAAMJlQCQAAAIDJhEoAAAAATCZUAgAAAGAyoRIAAAAAkwmVAAAAAJhMqAQAAADAZEIlAAAAACYTKgEAAAAwmVAJAAAAgMmESgAAAABMJlQCAAAAYDKhEgAAAACTCZUAAAAAmEyoBAAAAMBkQiUAAAAAJhMqAQAAADCZUAkAAACAyYRKAAAAAEwmVAIAAABgMqESAAAAAJMJlQAAAACYTKgEAAAAwGRCJQAAAAAm23ejZ1hVhyZ5fZKDk3w3yUnd/dKqun6SNyc5LMkXkzyiu7+20eUDAAAAYPvmUVPp0iS/0t0/nOSOSZ5cVYcneXaS93f3zZK8f3wOAAAAwALa8FCpu7/c3WeM/1+Y5LNJKsnRSU4ZRzslyTEbXTYAAAAA1mfDm78tV1WHJfnRJP+c5Ebd/eVkCJ6q6oZrvOf4JMeP/29QSQEAAABYbm4ddVfVAUneluTp3f2N9b6vu0/q7iO6+4gDDzxwdgUEAAAAYE1zCZWq6qoZAqU3dPfbx8FfqapDxtcPSXLuPMoGAAAAwPZteKhUVZuSnJzks939omUvnZrk2PH/Y5O8Y6PLBgAAAMD6zKNPpbskeUySM6vqE+OwX0vy/CRvqarjknwpycPnUDYAAAAA1mHDQ6Xu/sckm9Z4+d4bWRYAAAAAdszcOuoGAAAAYPclVAIAAABgMqESAAAAAJMJlQAAAACYTKgEAAAAwGRCJQAAAAAmEyoBAAAAMJlQCQAAAIDJhEoAAAAATCZUAgAAAGAyoRIAAAAAkwmVAAAAAJhMqAQAAADAZEIlAAAAACYTKgEAAAAwmVAJAAAAgMmESgAAAABMJlQCAAAAYDKhEgAAAACTCZUAAAAAmEyoBAAAAMBkQiUAAAAAJhMqAQAAADCZUAkAAACAyYRKAAAAAEwmVAIAAABgMqESAAAAAJMJlQAAAACYTKgEAAAAwGRCJQAAAAAmEyoBAAAAMJlQCQAAAIDJhEoAAAAATCZUAgAAAGAyoRIAAAAAkwmVAAAAAJhMqAQAAADAZEIlAAAAACYTKgEAAAAwmVAJAAAAgMmESgAAAABMtu+8C7BSVd0/yUuT7JPk1d39/DkXCQAAAIAVFqqmUlXtk+TlSY5KcniSR1XV4fMtFQAAAAArLVSolOTIJP/Z3Z/v7kuSvCnJ0XMuEwAAAAArLFqoVEnOWvb87HEYAAAAAAtk09atW+ddhstV1cOT3K+7f358/pgkR3b3U5eNc3yS48ent0jy7xte0MENkpw3p3nPk+Xeu1juvYvl3rtY7r2L5d67WO69i+Xeu1juvcs8l/sHuvug7Y20aB11n53k0GXPb5zknOUjdPdJSU7ayEKtpqpO7+4j5l2OjWa59y6We+9iufculnvvYrn3LpZ772K59y6We++yOyz3ooVK/5LkZlV1kySd5JFJfma+RQIAAABgpYXqU6m7L03ylCTvTfLZJG/p7k/Pt1QAAAAArLRoNZXS3e9K8q55l2Md5t4Eb04s997Fcu9dLPfexXLvXSz33sVy710s997Fcu9dFn65F6qjbgAAAAB2DwvV/A0AAACA3cPCNX+bh6q6UZIXJ7ljkq8luSTJid39F3Mt2BxU1WVJzlw26JgMtzF8bHc/bT6l2jWq6sVJ/ru7XzI+f2+Ss7r758fnL0zS3f2iVd573SQ/092v2Mgyz9Kydb0pyWVJntLdH55vqXZeVW1N8qLu/pXx+a8mOaC7f3MDy/C6JH/d3W/dqHkum/fSet03Q990x3b3xdsY/8PdfeeNKt+utso+603d/fyq+mCSX+3u0ydO77ZJvm9sir3a60dkAfaHi3DcqqovJjmiu+d+e9/Vjl3d/cU1xv2+JH/Y3Q/biLLtjB09JlfVYRn2Qbdc5bXHJXlfd58zPn91hn3mZ3Zh0XeJqfuzCdP9zSQXdfcLVnltYfeJKz6PLyR5THd/fQem88HswP5xo621n0tynQz7nqfs5PQfl2Xbwu6gqi7q7gPmXY5dYdn3+apJLk1ySpKXdPd351qwOdkVn8e29v2Lqqqem+HGXJcl+W6SX0hypyQn7ej+fp7n4duyxjH9sAz74wdt432/mOTi7n79bEu44/b6UKmqNiX5yySndPfPjMN+IMlDVoy379iR+J7uW9192xXDvpjke048dsPP5MNJHp7kJVV1lQwn5tde9vqdkzx9jfdeN8mTkqw7VBq/W5sW+OB4+bquqvsl+b0k95hvkXaJ7yR5aFX93o782N0Nv9crLV+vb0jyi0m+Jyhdsqg/niZYbZ+1M26b5Iis0rff+N04PavsDzeS49aq1v09GH9Afk+gtKCf17qPyRM8Lsm/JjknSZYurCyoSfuzXWHB94nLP49Tkjw5ye/Ot0izsZ393IW7aDaPy7JtgQ23/Pt8wyT/f4bA8ITlIy3ovnkW1vV5rKWq9plh2Waiqu6U5EFJbtfd36mqGyS5WpI3J/mzJDt9EWHBfM8xfQwCt6m7XzWzEu0ie32olOReSS5ZvrK6+7+TvGy8gvHAJNdIcs2qekiSdyS5XoYU+de7+x1Vdc0kb0ly4yT7JPnt7n5zVT0/w8Hv0gxXQn51A5drl6mqe2ZMUMere9+XIVU9r6oek+T5Se6Z5OpJXt7dfzyfkm7XP2W44pUkP5LhROKQqrpehp3WDyf5bFW9PyvWcYZlvGlVfSLJ33T3M6vqmUkekWG5/6K7Txh3DO9O8oEMKfsxSf57oxZwJ1w7w1XAK63v8fkfJTm9u19XVQ/IcEJ/XpIzkvzgtpL1Obk0Q4d2v5zkuctfGE9IX5PkoCRfTfL47v7SeEXjf5L8aJIzqurCJDdJckiSmyd5RoYrpUcl6SQP7u7/rar/k+TBSfbLEFr+QncvUkd1/5Dk1klSVc9I8nPj8Fcvq7F3UXcfUFWHZDiIXzvDseGJ3f0PVfWoJL+WoUbbO7v7WUvvS/LSDCcD30pydHd/ZeMWbf2q6r5JnpdhW/2vDOv9oqq6Q4ZluGaGMPInkvxWkv2q6q7TcZnHAAARj0lEQVQZgtYfzpX3eSfliv3hAUleliGE2prked39tg1YpCnHrXtnuLJ/1FjG3xmPT/fM2tv5FzNcIX1whv3gw7v736rqwCRvzLD9fDTDd2JhjfvjP82wfpOxNubyK7mrfF6d5K3jfn8pyHhzd5+60eVfy4pj8kEZfngcmORfktw/ye3HUfepqj/JcMGkkxydYVmPSPKGqvpWhuPUu8fpnb7Wdl1VN03yhgznOO9O8ow51Jb4hyS3Xu2cK8Mx6Snd/ZNJUlU/kWEf9tCqun+S/zuOe15333uc3uFjjZ3vz1Ab4A/H915eE6SqNid5TIar5+/u7mdvzKKuy0dyxf59U1bZzsfX1lyG8QLbazPU2v71jS3+dm1vP/d9VfWeJDfNcA62OUlWO2aNP7ZPzhX76tckOSsrtoXu/taGLd0usNq6HbfVl2fYT1+c5And/W9zLOa6dPe5VXV8kn8Zf2scm3X8BkuSqvqNJI/OsE7PS/Kx7n7BWPP4VUn2z3Ds/7nu/tq43f9zkh/PcNH4uO7+hw1b2HVY5fP4gax+PLtnhtDpyxkuij1gaRpV9YNJ3pbk+O7+lw0s/hSHZNgvfydJuvu8qnpahvOuD1TVed3949s4j7t9ht8lB2RY94/r7i/PZUl20rg//vckd+7ur47PP5fh98dTMtauXev7W1X7J3ldkh/KULP3sCRP3qgaqfpUGsKFM7bx+p0yVLe+V5JvJ/nJ7r5dhhX5wvFAfv8k53T3bcbqhu+pqusn+ckkP9Ldt07yOzNdil1nv6r6xPi3VjOK22c40fyZJMcluaC775DkDkmeUFU32ajCTjFenb60qr4/w0n2RzJslHfKcGLxqQwH4NXW8bOT/Fd333YMlO6b5GZJjsywE799Vd19nNUtkry+u390PAFaVEvr+t+SvDrDifmaquoaSf44yVHdfdcMJyyL6uVJHl1V11kx/I8yrJtbZ/iB9IfLXrt5kvv02Gwuw4nqAzP8EPuzJB/o7ltl+KH1wKXpdfcdxu1+vww/xBZCVe2b4QfGmeNB9/FJfizDwekJVfWjK97yM0neO15BuU2ST9TQTOj3M5zc3zbJHarqmHH8ayY5rbtvk+RDSZ4w62Vaw/J91ieq6qeXvzhe9fr1DOv2dhlqeDyjqpauhP3SuAz3SfLNJP8nQ4hw26UfZbnyPm+538iw/7vV+J36u5kt5ZVNOW49NMO6W1rGPxgDxO05b/y8Xplk6YLICUn+sbt/NMmpGX6ML4rVjl3nJvmJcTl+Olfe3pdb/nm9OsO2knH/cefM94602zsmn5Dk78Zl/ItceZ3cLMOFnh9J8vUkP9VDU4DTkzx6/I6v/BG91nb90iQvHY/1G16rY/n+LKucc2XY9n54DNmSYR2+dnz+JxmW/TYZaisv+aEk98twHD+hqq66Yp5HZbgw9GPje0+c2QJONIYk986wHSZrbOfbWYZ9MxwHP7eAgVKy/f3cbTNs17dK8tNVdeg2jlm3TVLdfcvxOP7adWwLC20b6/akJE/t7ttn2HfvNt02dPfnM/w2veE4aLu/wWpokv5TGS4KPjTD+fyS1yd51nh8PjNXrvGzb3cfmaGFwrpqAm20FZ/Hto5nRyZ5bncfvjSgqm6RIVB6/AIHSknyviSHVtXnquoVVXWPMeA/J8mPj4HSWudxV81wYe9h4/f9NVn8mptrHtN7aNnyZxkC0mTYl3+yV291sdr390lJvjZ+3387V1xg2hBqKq1QVS9PctcM7bZfnqFWyv+ML29K8n/H8OC7SSrJjTLsqF5QVb+f4ernP4wnQN9O8uqqemeSv97gRdlR62lCcOqyg+99M1w5XGpKcJ0MJ7JfmFUBd9I/ZfiRcOcMyXaN/1+QoabJWut4pfuOfx8fnx+QYbm/lKHfptNmuAy7yvJqtndK8vqq2lYb7B9K8vnuXlq3b0xy/IzLuEO6+xtV9fokT8sQAi25U4aTjmS44rP8BPvPu/uyZc/f3UNtpDMzXOF+zzj8zAzpf5L8+HilcP8k10/y6SR/tSuXZQfsV0ONumS4sn9ykidmuJL7zSSpqrcnuVuu+P4mQy2H14wH6b/s7k9U1b2SfLC7vzq+7w1J7p6hScIluWK/9rEMtXzmYXv7rDsmOTzJP1VVMlSr/kiG8PfLSydb3f2NJBnHWWn5Pm+5+yR55NKT7v7ajizAztrOceuuSd44fre/UlV/n+ECwDe2M9m3j48fyxXbzN2X/u/ud1bVXJZ3Dat9D66a5I/Gq9WXZQiOV3P559Xdf19VL6+h6cFDk7yt59vsYnvf77tmuICV7n7PinXyhe5e2hd8LFfst7Zlre16qeZtMtSM+p6+iGZktf3ZYVlxzpUkVfWnSX62ql47lvexGYKoDy0dt5ZtF8lQi+U7Sb5TVedmONafvez1+2QIHy5e5b3zsvR5HJZh/fzNOHyt7fweWXsZ/jjJW7p70X+EJVl1P/f+7r5gfO0zGWpyHJjVj1m/neQHq+plSd6Z4Yfs7u57vp811J69c5I/X3Ysu/qcyrejlteAXc9vsLsmecfSMbqq/mp8vE6S63b334/vPyXJny+b9vJj3GEzWI5dZenz2Nbx7KPLzs2T4aLvOzKE6Z/emGLumGW1je6WISx8c1WtrBG6rfO4Wyb5m3H4PhlqbC2y7R3TX5Nh3b0kQ+uC164x3mrf37tmuACU7v7XqvrUTpd2AqHS8CPwp5aedPeTx0R0qarYN5eN++gMG+rtxx+bX0xyje7+3LhBPCDJ71XV+7r7t6rqyAxXkh6ZodravWa/OBti+WeyKcMVkffOqzATfTjDAfdWGZq/nZXkVzL8wHpN1ljHq0xnU5Lf6xVN/WpoVvHNVcZfaN39kfF7f1CG5mPLazEuLf9CN3VZxUsyXOVca4ecDNXgl6xcb0tVcb9bVf/bVzRr+26SfceaW6/I0FnoWTVUT17tu7LRVmuvvd11190fGk/WHpjkT6vqD7Lt4GH5Z3JZFvd4sinDiemjlg+sqlvnyut/W9bapjdNmMauNOW4tda6X2s7X/Kd8XHlul2k5p3b88tJvpKh9sZVMlzoWc3K9funGY4Fj8wVTUYX1ba27e8s+/+yDLUpt2fRtuvVTsBXPefKsK//qwzr+c+7+9Jx37fWd3bl57NyWee1fW/Lt7r7tuMP5r/O0KfSH2bt78G2luHDGS6MvLC719o25ml7+7nV1t+qn0MPTZ5uk6Fm2pMzdF2w6Nv29qy2bq+S5OvruDi8kGpornVZhlo5yTp+g2XHz03XOsYtjBWfxwlZ+3i28hh2QYbfN3fJsB0ttDEM/2CSD44Xco9dMcpa53G3SvLp7r7ThhR0A4y/J74yXtT9sVxRa2ml1b6/c/2dpvnbUGX6GlX1xGXD9l9j3OskOXfcmf14hqsiS3eSubi7/yzD1bvbjVcLrtPDHYSenqHq7Z7ovUmeuFRtvKpuXkN/B4vqnzI0Ufqf7r5svAJy3QxXNT+SNdZxhk4hr7VsOu9N8nPjek4NbpjdVFX9UIaE//wMfUAdXlVXH09cl/qf+LcMV/oOG5//9PdMaIGM6/YtGZpoLvlwrqhZ8ugk/7gTs1j6EX7e+D1Y5DtJfSjJMVW1/7h9/mSGq/6Xq6G/qXO7+08y1Aa4XYbmofeoqhuMzS0eleTvs3s5Lcldqur/S5LxM7h5hu/z99XQr1Kq6lpjDdOV2/q2vC/DBYOM07jeLi352qYctz6UoWnIPjU0Bbp7hv6Q1trOt+VDGU9wamh6sVHLu6Ouk6E22ncz9Duy3k5MX5fxpg2LfpU3wz7sEcnlfYetZ51M+Y4vOS1X/MB/5LZGnLXVzrmSy5u4n5OhmcTrxtE/kmEfdpPxvdefMKv3ZTjO778D752psYbO05L86nj+tdZ2vq1lODlD084/H/d9i2bKfm7JqsesMYy6Sg993v1Gxu9MdmxbWBTfs27HGrdfqKqHj8M2jWHawhu/t6/K0K3AakHoWufn/5jkwVV1jfFc7IHJ5dvI16rqbuN4j8ludP6yyucx5Xh2SYaapY+tqpXN9hdKVd2iqm62bNBtM5yfLN821zqP+/ckB9XQ2iJVddWq+pGNK/3MvDpDM7i3rGhBsT3LzwcOz1CBYsPs9aHSuKEek+Eg9IWq+miGKpLPWmX0NyQ5oqpOz3BivdTx3a2SfLSGKsnPzdB/0rWS/PVY9ezvM1wx3RO9OslnMnRu/K8ZqlMv4snJkjMz3PXttBXDLhjbrK66jrv7/AzVLv+1qv6gu9+XoQnAR8ZU/a3Z/U5MLm/Xm6FvmWPHoO2sDGHMpzJ8Hh9PkrFq8ZMy9Bn2jxmumFwwn6Kv2wszrO8lT0vy+HG7fEySX9rRCfdwG+c/yfD9+csMzccWUnefkeFH1kcznHS/urs/vmK0e2boR+njGX48vrSHzg6fk6Hj+U8mOaPHjjEXyMo+lZ6//MWxGcTjkrxxXO+nJfmh7r4kQzD6sqr6ZIZmJNfIsKyH1yr9M63id5Jcb9wvfDJD1e2Zm3jc+osM2/InM/xI29zdW9bazrfjeUnuXlVnZGj++6WdXpjZekWSY6vqtAxNBdZVi7SHDuc/m23XclwUz0ty33GdHJWh6v/27oz1uiSvGr/j66m9lAwh2zPG79ohme++f7VzriVvyNDp9GeSy7f/45O8fdxG37xyYmvp7vdk6LPo9HFeC3WzlXEf/skMId9a2/k2l6G7X5ShRu+f1tAp7MKYuJ9bes9ax6zKUAviExm+/88Z3/K6TN8WFsI21u2jkxw3ft8/naFfyEW1dPz+dJK/zRCUPW+Ncdc6P/+XDJ/DJzM0CTo9V+yfjs3Qv9inMoQVvzWrBdlFtvV5TDqejd0dPCjJL1fVIn8HDkhySlV9ZlxPhyf5zQx9g727qj6wnfO4hyX5/fH7/okMrVF2d6dm+FymnoO8IkPI9qkM+8lPZQOP1Zu2bl20mr3AoqqqA8b2z5sy9GnwH9394u29D2B3MV75PzPDLY4XOjivqqsnuWxs6nWnJK+cRdOX8TP5VndvrapHJnlUdy/cD5Ua7mL48e4+ed5lATbGsnPT/TPU2jt+vJgGu50aOp9/cXffbbsjX/l9+yS5and/u4a7QL4/yc3H8G3mFrlGCbB4nlBVx2boJO/jGWqmAewRquo+GfrXe9GiB0qj70/ylrGWySWZ3V0Yb5+hk9hNGe4kt3D90VTVxzJcvf+V7Y0L7FFOGpv7XCPJKQIldlc1dFL+xKzdl9K27J/kA2OT6E1JnrhRgVKiphIAAAAAO2Ch2k8DAAAAsHsQKgEAAAAwmVAJAAAAgMl01A0AsB1VdWCGu6kkycFJLkvy1fH5kbu6Q8yq+ukkJyT5oQx3ovvErpw+AMCuIFQCANiO7j4/yW2TpKp+M8lF3f2CGc7yzCTHZLgbHQDAQhIqAQDsoKr6vSRnd/fLx+e/n+S/k3wuyXOTXJDk5kk+kOQp3b21qo5K8n+SXD3JfyT5ue7+5vLpdvdnxult1KIAAEymTyUAgB336iSPS5Kq2ifJw5O8cXztx5I8PcmtkvxwkqOr6oZJnp3k3t19uySfSvJLG1xmAIBdQk0lAIAd1N3/VVUXVtWtkvxAko9299fGGkandfcXk6Sq3pTkruPbDk/y4XGcqyX5xw0vOADALiBUAgDYOSdnqK10WJI/XjZ864rxtibZlOQ93f2YDSkZAMAMaf4GALBz3pbkwRk68v7bZcPvWFXfPzaLe0SGGkkfTnKPqvrBJKmqa1bVzTa6wAAAu4JQCQBgJ3T3t5N8KMkbu/u7y176cJIXZriT2+eSnNrdX0lyXJI3V9Unx3FuvnKaVfXwqjo7yR2SvLeq3jnjxQAAmGzT1q0ra2YDALBeVXWVJJ9Ickx3f34cdp8Md3s7Zq6FAwCYITWVAAB20NhB939l6Cfp8/MuDwDARlJTCQAAAIDJ1FQCAAAAYDKhEgAAAACTCZUAAAAAmEyoBAAAAMBkQiUAAAAAJhMqAQAAADDZ/wOAeNXHkMrO4QAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(20,7))\n", - "sns.barplot(x=pokemon['Type 1'], y= pokemon['Defense'])\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 241, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Sorted Bar plot\n", - "plt.figure(figsize=(20,7))\n", - "order = pokemon.groupby(['Type 1']).mean().sort_values('Defense' , ascending = False).index.values\n", - "sns.barplot(x=pokemon['Type 1'], y= pokemon['Defense'] , order=order)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Pokemon with Type-2 as Steel have best defence" - ] - }, - { - "cell_type": "code", - "execution_count": 242, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(20,7))\n", - "sns.barplot(x=pokemon['Type 1'], y= pokemon['Speed'])\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Pokemons with Type-1 as Flying are the fastest" - ] - }, - { - "cell_type": "code", - "execution_count": 243, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Horizontal Bar plot\n", - "plt.figure(figsize=(8,10))\n", - "sns.barplot(x=pokemon['Speed'], y= pokemon['Type 1'])\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 244, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(11,7))\n", - "sns.barplot(x=\"Age\",y=\"Unemployed\", data=employment)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 245, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(20,7))\n", - "sns.countplot(x=pokemon['Type 1'])\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 246, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(20,7))\n", - "sns.countplot(x=pokemon['Type 1'] , order = pokemon['Type 1'].value_counts().index)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Pokemon with Type-1 as water & Normal are most common." - ] - }, - { - "cell_type": "code", - "execution_count": 247, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "#Changing the background of bar plot\n", - "plt.figure(figsize=(20,7))\n", - "sns.set(rc={\"axes.facecolor\":\"#283747\", \"axes.grid\":False,'xtick.labelsize':14,'ytick.labelsize':14})\n", - "sns.countplot(x=pokemon['Type 1'] , order = pokemon['Type 1'].value_counts().index)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 991, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(20,7))\n", - "sns.set(rc={\"axes.facecolor\":\"#283747\", \"axes.grid\":False,'xtick.labelsize':14,'ytick.labelsize':14})\n", - "plt.gcf().text(.5, .93, \"Bar Plot\", fontsize = 60, color='Black' ,ha='center', va='center')\n", - "sns.countplot(x=pokemon['Type 1'] , order = pokemon['Type 1'].value_counts().index , palette=\"spring\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 249, - "metadata": {}, - "outputs": [], - "source": [ - "mpl.rcParams.update(mpl.rcParamsDefault)\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "code", - "execution_count": 250, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(20,7))\n", - "sns.countplot(x=pokemon['Type 2'])\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As per above Count plot Type-2 Flying pokemon are most common" - ] - }, - { - "cell_type": "code", - "execution_count": 251, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
iddietpulsetimekind
01low fat851 minrest
11low fat8515 minrest
21low fat8830 minrest
32low fat901 minrest
42low fat9215 minrest
\n", - "
" - ], - "text/plain": [ - " id diet pulse time kind\n", - "0 1 low fat 85 1 min rest\n", - "1 1 low fat 85 15 min rest\n", - "2 1 low fat 88 30 min rest\n", - "3 2 low fat 90 1 min rest\n", - "4 2 low fat 92 15 min rest" - ] - }, - "execution_count": 251, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "exercise.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 252, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfgAAAF3CAYAAABJzllyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAHVZJREFUeJzt3X+0V3Wd7/EnggaC5HgScd7giF5SC7VGgtN1yvEHAkn+GH+k/ZAcGu+ssTuSVxGzX2tsXOmURXfuSlErvaurpmaCSYlGv5yE0FHzx3JKKjjvPKgQoAbJj3P/+H6xIx3gBOf73ed8eD7WYp3v3vuz935/WXud19mfvfdn9+vo6ECSJJVlt6oLkCRJPc+AlySpQAa8JEkFMuAlSSqQAS9JUoEMeEmSCmTAS5JUIANekqQCGfCSJBXIgJckqUADqi5gZ4wZM6Zj5MiRVZchSVLTPP744y9m5r7ba9enA37kyJHMmzev6jIkSWqaiPhNd9rZRS9JUoEMeEmSCmTAS5JUoD59Db4r69evp62tjXXr1lVdSq8xcOBARowYwe677151KZKkJiku4Nva2thrr7048MAD6devX9XlVK6jo4MVK1bQ1tbGqFGjqi5HktQkxXXRr1u3jpaWFsO9rl+/frS0tNijIUm7mOICHjDct+D/hyTteorroq/KF77wBQYPHsxLL73E+PHjefe7373VtrfddhvHHHMMw4cPb2KFkqRdiQHfwy655JLttrn99ts59NBDDXhJUsMU2UXfLLNmzeJd73oX73vf+3j22WcBmD59Ovfccw8Ajz/+OKeffjqTJk3i/e9/P8uXL+eee+7hscce46Mf/SgTJkxg7dq1VX4FSVKhPIPfQY8//jhz5szhvvvuY8OGDUyaNIkjjjjiteXr16/nE5/4BF/72tdoaWnh7rvv5qqrruKaa67h61//Op/85Cc58sgjK/wGkqSSGfA7aOHChUyaNIlBgwYBMGHChNctf/bZZ3nmmWc4++yzAdi0aRPDhg1rep2SpF2TAb8TtnV3ekdHB29+85uZO3duEyuSJHXXjBkzaG9vZ/jw4Vx99dVVl9PjvAa/g1pbW/nud7/L2rVrefnll5k/f/7rlh988MGsXLmSxYsXA7Uu+2eeeQaAwYMH8/LLLze9ZknSH7W3t5OZtLe3V11KQ3gGv4MOP/xw3vve93LiiScyYsQIxo8f/7rle+yxB9dddx2f+tSnWLNmDRs3buQjH/kIhxxyCGeddRYzZ85k4MCBzJkz57VufkmSeooBvxMuvPBCLrzwwq0uHzNmDN/61rf+ZP5JJ53ESSed1MjSJEm7OLvoJUkqkAEvSVKBDHhJkgpkwEuSVCADXpKkAhnwkiQVyIBvgNGjR/fo9ubOncsxxxzDGWecsdU2y5Yt46677urR/UqS+q7in4M/6pKbe3R7D//buT26ve649dZbufLKKzn66KO32mZzwJ922mlNrEyS1Ft5Bt9AHR0dXHHFFRx33HEcf/zx3H333QBcdtll3HfffQBMmzaNiy66CIBbbrmFq6666nXb+OIXv8iiRYuYOXMmV1xxBcuWLeO0005j4sSJTJw4kZ/97GcAXHnllSxatIgJEyYwe/bsJn5LSVJvVPwZfJXuvfdennzySebPn8/KlSt5z3veQ2trK62trSxcuJATTzyR9vZ2li9fDsCiRYs45ZRTXreNj33sYzz44IOvvV527dq13HLLLQwcOJAlS5ZwwQUXMG/ePD7+8Y9z7bXXcvPNPdtjIUnqmwz4Blq0aBGnnnoq/fv3Z99996W1tZXHHnuMcePGcf311/Nf//VfjB49mtWrV7N8+XIefvhhrrjiim1uc/369Vx++eU89dRT7LbbbixZsqRJ30aS1JcY8A3U0dHR5fz999+f1atXs2DBAlpbW1m1ahVz585l8ODBDBkyZJvbvP7669l3332ZP38+mzZt4qCDDmpE6ZKkPs5r8A3U2trKnDlz2LhxIytWrGDhwoW87W1vA+Coo47ihhtuYPz48YwbN45rr72WcePGbXeba9asYdiwYey2227ceeedbNy4EYAhQ4bwyiuvNPT7SJL6DgO+gSZPnsxhhx3GhAkTOOuss7j88ssZNmwYAOPHj2fjxo2MGjWKww8/nFWrVv3JK2e7MnXqVO644w6mTJnCkiVL2HPPPQE47LDD6N+/PyeccII32UmS6Le1buS+YPLkyR3z5s173bynn36aww47rKKKei//XyTp9c4991wyk4joUzcoR8TDmTl2e+08g5ckqUAGvCRJBTLgJUkqUMMek4uIrwJTgOczc0x93r8B7wVeBZ4FzsvMVfVllwHTgI3AP2fm9xpVmyRJpWvkc/BfB/4d6HznwnzgsszcEBFXAZcBl0bEW4CzgbcCfwncHxFvzsyNDaxPktRLLP2Xw5u+zw0r9wEGsGHlb5q+/wM+9fOG76NhXfSZ+SNg5Rbz7svMDfXJh4AR9c+nALdm5h8y81fAL4HtPxQuSZK6VOU1+L8HNj/jFsCyTsva6vN2OStWrGDKlCmceOKJLFy4cKvtrr/+etauXdvEyiRJfUklQ9VGxOXABuAb9Vn9umjW5QP6EXE+cH7983b31dPdLo3uVvnJT37CwQcfzKxZs7bZ7oYbbuD0009n0KBBDa1HktQ3Nf0MPiKmUrv57gOZuTnE24CRnZqNAH7b1fqZOTszx2bm2JaWlsYWuwOWLVvGMcccwyWXXMKxxx7LOeec89qZ9hNPPMGUKVM44YQTmDZtGqtWrXrduk888QSf/exn+f73v8+ECRNYu3YtM2fOZPLkyRx77LF8/vOfB+DGG29k+fLlnHnmmZxxxhlN/46SpN6vqQEfEZOAS4GTM/P3nRbNAc6OiDdExChgNLCombX1pF/96ldMnTqVBQsWMHToUO69914Apk+fzuWXX87999/PoYceyjXXXPO69caMGcPFF1/MySefzPz58xk0aBCXXnop8+bN4/777+ehhx7iqaeeYtq0aey3337cfvvt3HHHHVV8RUlSL9ewgI+IW4CfAodERFtETKN2V/1ewPyIeDQirgXIzCeBbwJPAd8FLujLd9CPHDmSMWPGAHDEEUewbNky1qxZw+rVq3nnO98JwJlnnrnNa+ybzZ07l4kTJzJx4kSeeeYZfvGLXzS0dklSGRp2DT4zz+li9o3baP+vwL82qp5mesMb3vDa5/79+7Nu3bod2s7SpUu57rrr+M53vsPee+/N9OnTd3hbkqRdiyPZNcnQoUN54xvf+NpZ+5133klra+s213nppZcYNGgQQ4cO5YUXXmDBggWvLRsyZAgvv/xyQ2uWJPVdldxFv6v60pe+xMyZM1m3bh0HHHDAn1yD39Jb3/pWxowZw7HHHssBBxzAO97xjteWfeADH+CDH/wgw4YN8zq8JOlP+LrYXYT/L5J6sypGspu5aB+Wrx3AfoM28LlxK7e/Qg/amUeufV2sJEm7MANekqQCGfCSJBWoyIDvy/cVNIL/H5K06yku4AcOHMiKFSsMtbqOjg5WrFjBwIEDqy5FktRExT0mN2LECNra2njhhReqLqXXGDhwICNGjNh+Q0lSMYoL+N13351Ro0ZVXYYkSZUqrotekiQZ8JIkFcmAlySpQAa8JEkFMuAlSSpQcXfRS5J2zIwZM2hvb2f48OFcffXVVZfTcG8auAnYUP9ZHgNekgRAe3s7mVl1GU1z8RGrqi6hoeyilySpQAa8JEkFMuAlSSqQAS9JUoEMeEmSCmTAS5JUIANekqQCGfCSJBXIgJckqUAGvCRJBTLgJUkqkAEvSVKBDHhJkgrk2+QkqZc66pKbm7q/vV58if7A0hdfavq+79qrqbvbJXgGL0lSgQx4SZIKZMBLklQgA16SpAIZ8JIkFciAlySpQAa8JEkFathz8BHxVWAK8HxmjqnP2we4DTgQ+DVwVmb+LiL6AbOA9wC/Bz6cmY80qjZJkkrXyDP4rwOTtpg3E3ggM0cDD9SnASYDo+v/zge+0sC6JEkqXsMCPjN/BKzcYvYpwE31zzcBp3aaf3NmdmTmQ8DeEbF/o2qTJKl0zR6qdr/MfA4gM5+LiGH1+QEs69SurT7vuSbXJ6mXmjFjBu3t7QwfPpyrr7666nKkXq+3jEXfr4t5HV01jIjzqXXjExGNrElSL9Le3k5mVl2G1Gc0+y765Zu73us/n6/PbwNGdmo3AvhtVxvIzNmZOTYzx7a0tDS0WEmS+qpmB/wcYGr981Tg7k7zz42IfhHRCqze3JUvSWqOTXsMZuMbhrJpj8FVl6Ie0MjH5G4B/hZ4U0S0AZ8GPgd8MyKmAUuBM+vN76X2iNwvqT0md16j6pIkde2V0SdWXYJ6UMMCPjPP2cqi47to2wFc0KhaJEna1TiSnSRJBTLgJUkqkAEvSVKBestz8JJ2QFWDvyz9l8Obtq/NNqzcBxjAhpW/afr+D/jUz5u6P6knGPBSH+bgL5K2xoBXQzisqCRVy4BXQ3hmKUnV8iY7SZIKZMBLklQgA16SpAIZ8JIkFcib7KQectQlNzd9n3u9+BL9gaUvvtTU/d+1V9N2JWkHeQYvSVKBPINvIp8Nl3bcmwZuAjbUf0raHgO+iap8NrzZQ3s6rKh62sVHrKq6BKlPsYtekqQCGfCSJBXIgJckqUAGvCRJBfImO6kP27TH4Nf9lKTNDHipD3tl9IlVlyCpl9plA35XGnUMHHlMknY1u2zAq7EclESSqmXAqyEclESSquVd9JIkFciAlySpQAa8JEkFMuAlSSqQN9k1kYOSSJKaxYBvIgclkSQ1i130kiQVyICXJKlABrwkSQUy4CVJKpABL0lSgQx4SZIKZMBLklQgA16SpAIZ8JIkFaiSkewi4mPAR4AO4OfAecD+wK3APsAjwIcy89Uq6pMkqa9r+hl8RATwz8DYzBwD9AfOBq4CvpiZo4HfAdOaXZskSaWoqot+ADAoIgYAewLPAccBd9SX3wScWlFtkiT1eU0P+MxM4PPAUmrBvhp4GFiVmRvqzdqAaHZtkiSVounX4CPiL4BTgFHAKuB2YHIXTTu2sv75wPn1zw2qUpKkvq2KLvoTgF9l5guZuR74FvDfgb3rXfYAI4DfdrVyZs7OzLGZObalpaU5FUuS1MdUEfBLgdaI2DMi+gHHA08BC4Az6m2mAndXUJskSUWo4hr8Qmo30z1C7RG53YDZwKXARRHxS6AFuLHZtUmSVIpKnoPPzE8Dn95i9hJgXAXlSJJUHEeykySpQAa8JEkFMuAlSSqQAS9JUoEMeEmSCmTAS5JUIANekqQCGfCSJBXIgJckqUAGvCRJBTLgJUkqULcDPiL+KiJOqH8eFBF7Na4sSZK0M7oV8BHxD9TeAHddfdYI4NuNKkqSJO2c7p7BXwAcDawByMxfAMMaVZQkSdo53Q34P2Tmq5snImIA0NGYkiRJ0s7qbsD/MCI+DgyKiAnA7cDcxpUlSZJ2RncDfibwAvBz4H8A9wKfaFRRkiRp5wzoTqPM3ARcD1wfEfsAIzLTLnpJknqpbgV8RPwAOLne/lHghYj4YWZe1MDaJEnSDupuF/0bM3MN8HfA1zLzKOCExpUlSZJ2RncDfkBE7A+cBdzTwHokSVIP6G7A/wvwPeCXmfmziDgI+EXjypIkSTujuzfZ3U7t0bjN00uA0xtVlCRJ2jnbDPiI+N9sY0CbzPznHq9IkiTttO2dwS9uShWSJKlHbTPgM/OmZhUiSZJ6Tnefg19AF131mXlcj1ckSZJ2WrcCHri40+eB1G6w29Dz5UiSpJ7Q3bvoH95i1oMR8cMG1CNJknpAd7vo9+k0uRswFhjekIokSdJO624X/cP88Rr8BuDXwLRGFCRJknZedwP+LcA/AX9DLeh/jI/QSZLUa3U34G8C1gBfrk+fA/xf4MxGFCVJknZOdwP+kMw8stP0goh4rBEFSZKkndfdl838Z0S0bp6IiPHAg40pSZIk7azunsGPB86NiKX16QOApyPi50BHZh7RkOokSdIO6W7AT2poFZIkqUd1d6Cb3zS6EEmS1HO6ew1ekiT1Id3tou9REbE3cAMwhtpz9X8PPAPcBhxIbSCdszLzd1XUJ0lSX1fVGfws4LuZeShwJPA0MBN4IDNHAw/UpyVJ0g5oesBHxFDg3cCNAJn5amauAk6hNqAO9Z+nNrs2SZJKUUUX/UHAC8DXIuJIauPcXwjsl5nPAWTmcxExrILaJEkqQhVd9AOAvwa+kplvB17hz+iOj4jzI2JxRCxesWJFo2qUJKlPqyLg24C2zFxYn76DWuAvj4j9Aeo/n+9q5cycnZljM3NsS0tLUwqWJKmvaXrAZ2Y7sCwiDqnPOh54CpgDTK3Pmwrc3ezaJEkqRSWPyQH/E/hGROwBLAHOo/bHxjcjYhqwFN9UJ0nSDqsk4DPzUWBsF4uOb3YtkiSVyJHsJEkqkAEvSVKBDHhJkgpkwEuSVCADXpKkAhnwkiQVyICXJKlABrwkSQUy4CVJKpABL0lSgQx4SZIKZMBLklQgA16SpAIZ8JIkFciAlySpQAa8JEkFMuAlSSqQAS9JUoEMeEmSCmTAS5JUIANekqQCGfCSJBXIgJckqUAGvCRJBTLgJUkqkAEvSVKBDHhJkgpkwEuSVCADXpKkAhnwkiQVyICXJKlABrwkSQUy4CVJKpABL0lSgQx4SZIKZMBLklQgA16SpAIZ8JIkFWhAVTuOiP7AYiAzc0pEjAJuBfYBHgE+lJmvVlWfJEl9WZVn8BcCT3eavgr4YmaOBn4HTKukKkmSClBJwEfECOAk4Ib6dD/gOOCOepObgFOrqE2SpBJUdQb/JWAGsKk+3QKsyswN9ek2IKooTJKkEjQ94CNiCvB8Zj7caXa/Lpp2bGX98yNicUQsXrFiRUNqlCSpr6viJrujgZMj4j3AQGAotTP6vSNiQP0sfgTw265WzszZwGyAyZMnd/lHgCRJu7qmn8Fn5mWZOSIzDwTOBr6fmR8AFgBn1JtNBe5udm2SJJWiNz0HfylwUUT8kto1+RsrrkeSpD6rsufgATLzB8AP6p+XAOOqrEeSpFL0pjN4SZLUQwx4SZIKZMBLklQgA16SpAIZ8JIkFciAlySpQAa8JEkFMuAlSSqQAS9JUoEMeEmSCmTAS5JUIANekqQCGfCSJBXIgJckqUAGvCRJBTLgJUkqkAEvSVKBDHhJkgpkwEuSVCADXpKkAhnwkiQVyICXJKlABrwkSQUy4CVJKpABL0lSgQx4SZIKZMBLklQgA16SpAIZ8JIkFciAlySpQAa8JEkFMuAlSSqQAS9JUoEMeEmSCmTAS5JUIANekqQCGfCSJBXIgJckqUAGvCRJBRrQ7B1GxEjgZmA4sAmYnZmzImIf4DbgQODXwFmZ+btm1ydJUgmqOIPfAPyvzDwMaAUuiIi3ADOBBzJzNPBAfVqSJO2Apgd8Zj6XmY/UP78EPA0EcApwU73ZTcCpza5NkqRSVHoNPiIOBN4OLAT2y8znoPZHADCswtIkSerTmn4NfrOIGALcCUzPzDUR0d31zgfOr39uXIGSJPVhlZzBR8Tu1ML9G5n5rfrs5RGxf335/sDzXa2bmbMzc2xmjm1paWlOwZIk9TFND/iI6AfcCDydmdd0WjQHmFr/PBW4u9m1SZJUiiq66I8GPgT8PCIerc/7OPA54JsRMQ1YCpxZQW2SJBWh6QGfmT8B+m1l8fHNrEWSpFI5kp0kSQUy4CVJKpABL0lSgQx4SZIKZMBLklQgA16SpAIZ8JIkFciAlySpQAa8JEkFMuAlSSqQAS9JUoEMeEmSCmTAS5JUIANekqQCGfCSJBXIgJckqUAGvCRJBTLgJUkqkAEvSVKBDHhJkgpkwEuSVCADXpKkAhnwkiQVyICXJKlABrwkSQUy4CVJKpABL0lSgQx4SZIKZMBLklQgA16SpAIZ8JIkFciAlySpQAa8JEkFMuAlSSqQAS9JUoEMeEmSCmTAS5JUIANekqQCGfCSJBVoQNUFbCkiJgGzgP7ADZn5uYpLkiSpz+lVZ/AR0R/4P8Bk4C3AORHxlmqrkiSp7+lVAQ+MA36ZmUsy81XgVuCUimuSJKnP6W0BH8CyTtNt9XmSJOnP0NuuwffrYl5H54mIOB84vz75ckQ80/CqCvBOeBPwYtV1NMV1/k3YaLvU8QQeU03gMfVn+avuNOptAd8GjOw0PQL4becGmTkbmN3MokoQEYszc2zVdagMHk/qaR5TPa+3BfzPgNERMQpI4Gzg/dWWJElS39OrrsFn5gbgo8D3gKeBb2bmk9VWJUlS39PbzuDJzHuBe6uuo0Be1lBP8nhST/OY6mH9Ojo6tt9KkiT1Kb2qi16SJPUMA34XFxGnOlqgticifhARY+ufX+5i+V9GxB3Nr0wli4gb/P2043rdNXjtnIjoB/TLzE3dXOVU4B7gqcZVpdJl5m+BM6quQ9Xagd8/25SZH+mJ7eyqDPgCRMSBwDxgAfBO4EsR8Y/AG4BngfMy8+WI+BxwMrABuA/4Vn36mIj4BHB6Zj5bwVdQk0TEDGBdZn45Ir4IHJmZx0XE8cB5wEvAO4BBwB2Z+eltbOtNwFzgs8CTwD2ZOSYiPkztuNoTOBi4KzNn1NeZBlxKbXyLXwB/yMyPNubbqhm6+P3zNuqDlkXEGcCUzPxwRHwdWAOMBYYDMzLzjoj4W+Az1Aa5GQM8DHwwMzsi4gfAxZm5uN5zNAuYAqwFTsnM5RFxMPANai8omwdclJlDmvDVez276MtxCHAzMAGYBpyQmX8NLAYuioh9gNOAt2bmEcBnM/M/gDnAJZn5NsN9l/Aj4F31z2OBIRGxO/A3wI+By+uDjRxB7Q+/I7raSETsB3wH+FRmfqeLJm8D3gccDrwvIkZGxF8CnwRaqR2nh/bc11LFDgFuzsy3A69so93+1I61KUDnN4W+HZhO7SVjBwFHd7HuYOChzDyS2nH8D/X5s4BZmfkOthgYbVdnwJfjN5n5ELVfnm8BHoyIR4Gp1IY1XAOsA26IiL8Dfl9ZparSw8BREbEX8Afgp9SC/l3UAv6siHgE+E/grdSOpS3tDjxA7Qxs/lb280Bmrs7MddQu//wVtZdJ/TAzV2bmeuD2Hvxeqtbm3z/b8+3M3JSZTwH7dZq/KDPb6l37jwIHdrHuq9QuJ0LtON7c5p388Vj6f39u4SWzi74cm/9q7gfMz8xztmwQEeOA46mNEPhR4LjmlafeIDPXR8SvqXXH/wfwOHAsta70tcDFwDsy83f1LtWBXWxmA7VfsBOBH25lV3/o9Hkjtd81Xb1rQmXofNbe+dnrLY+fzsdFv63M33y8bGl9ZnZsp4068Qy+PA8BR0fEfwOIiD0j4s0RMQR4Y30goenUulChds11r2pKVUV+RC3If0TtrP0fqZ01DaX2i3p1vQt+8lbW7wD+Hjg0Imb+GftdRK3b/y8iYgBw+g7Wr95teUQcFhG7Ubss2GgP8cdj6ewm7K/PMOALk5kvAB8GbomIx6kd/IdSC/F76vN+CHysvsqtwCUR8Z/1m1VUvh9Tuxb608xcTu3SzY8z8zFqXfNPAl8FHtzaBjJzI7VfpsdGxD91Z6eZmcCVwELgfmpd96t34nuod5pJrSv9+8BzTdjfdGr3GS2idlx7TNU5kp2kpomIIfUnOgYAdwFfzcy7qq5LfVdE7Amsrd91fzZwTmaeUnVdvYHXMCQ102ci4gRq12bvA75dcT3q+44C/r3+DP4qapePhGfwkiQVyWvwkiQVyICXJKlABrwkSQUy4CW9TkQcGBFPbDFvbER8+c/czmci4uKerU5Sd3kXvaTtyszF1N5rIKmPMOAlbVVEHATcSW2M72Myc0pEfAY4gNpLQQ4AvpSZX663vxw4F1gGvEBtSFtJFTDgJXUpIg6hNtLhecDewDGdFh9KbQz7vYBnIuIr1N5Adza1N4MNAB7BgJcq4zV4SV3ZF7ib2nu5H+1i+Xcy8w+Z+SLwPLU3g72L2rvff5+Za6i9ilhSRQx4SV1ZTa2bvav3csPW3/7lyFlSL2HAS+rKq8CpwLkR8f5urvMj4LSIGFR/3/x7G1adpO0y4CV1KTNfAaZQe/PgG7vR/hHgNmqvnr2T2lvrJFXEseglSSqQZ/CSJBXIgJckqUAGvCRJBTLgJUkqkAEvSVKBDHhJkgpkwEuSVCADXpKkAv1/IliLSGF09O8AAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Show groups with different colors using \"hue\"\n", - "plt.figure(figsize=(8,6))\n", - "sns.barplot(x=exercise.kind , y=exercise.pulse ,hue=exercise.diet)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 253, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
ticketrequestorRequestorSeniorityITOwnerFiledAgainstTicketTypeSeverityPrioritydaysOpenSatisfaction
0119291 - Junior50SystemsIssue2 - Normal0 - Unassigned31 - Unsatisfied
1215872 - Regular15SoftwareRequest1 - Minor1 - Low51 - Unsatisfied
239252 - Regular15Access/LoginRequest2 - Normal0 - Unassigned00 - Unknown
344134 - Management22SystemsRequest2 - Normal0 - Unassigned200 - Unknown
453181 - Junior22Access/LoginRequest2 - Normal1 - Low11 - Unsatisfied
\n", - "
" - ], - "text/plain": [ - " ticket requestor RequestorSeniority ITOwner FiledAgainst TicketType \\\n", - "0 1 1929 1 - Junior 50 Systems Issue \n", - "1 2 1587 2 - Regular 15 Software Request \n", - "2 3 925 2 - Regular 15 Access/Login Request \n", - "3 4 413 4 - Management 22 Systems Request \n", - "4 5 318 1 - Junior 22 Access/Login Request \n", - "\n", - " Severity Priority daysOpen Satisfaction \n", - "0 2 - Normal 0 - Unassigned 3 1 - Unsatisfied \n", - "1 1 - Minor 1 - Low 5 1 - Unsatisfied \n", - "2 2 - Normal 0 - Unassigned 0 0 - Unknown \n", - "3 2 - Normal 0 - Unassigned 20 0 - Unknown \n", - "4 2 - Normal 1 - Low 1 1 - Unsatisfied " - ] - }, - "execution_count": 253, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "helpdesk.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 254, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Show groups with different colors using \"hue\"\n", - "plt.figure(figsize=(10,6))\n", - "sns.barplot(x=helpdesk.TicketType , y=helpdesk.daysOpen , hue=helpdesk.FiledAgainst)\n", - "sns.despine()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Cat Plot" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Cat Plot provides access to several axes-level functions (\"point\", \"bar\", \"strip\", \"swarm\",\"box\", \"violin\", \"count\" or \"boxen\") that show the relationship between a numerical and one or more categorical variables" - ] - }, - { - "cell_type": "code", - "execution_count": 255, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Use Count Plot to visualize data\n", - "sns.catplot(y = \"Type 1\", kind = \"count\",data = pokemon)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 256, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "#Sorted Count Plot\n", - "sns.catplot(y = \"Type 1\", kind = \"count\",data = pokemon , order=pokemon['Type 1'].value_counts().index)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 257, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Use Voilin Plot to visualize data\n", - "plt.figure(figsize=(7,7))\n", - "sns.catplot(x=\"species\" , y = \"petal_width\" ,kind=\"violin\" ,data=iris)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 258, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsgAAAFgCAYAAACmDI9oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3Xt8HHd97//XzN5Xu9Lqasnji+K7EzuJ7ZAmXE5zkhKSOLTQQjgtJARaUmgh/Bp6aOgPSoC2gZbDpUDIBWhPCYGWUCDghtJAKIUm0JDESWzHjm1Zkseyrftt7ztz/pjVemTLtmTrar+fj8c8ZnZ3dua7jiK99dXn+/0arusiIiIiIiIec64bICIiIiIynyggi4iIiIj4KCCLiIiIiPgoIIuIiIiI+Cggi4iIiIj4KCCLiIiIiPgoIIuIiIiI+Cggi4iIiIj4KCCLiIiIiPgE57oBC9Gb3/xm92tf+9pcN0NEREREpsaYzEnqQT4DfX19c90EEREREZkhCsgiIiIiIj4KyCIiIiIiPgrIIiIiIiI+CsgiIiIiIj4KyCIiIiIiPgrIIiIiIiI+CsgiIiIiIj4KyHLWstksO3fupLu7G9d157o5IiIiImdFK+nJGctms3zhC1/g0R/8gHwuB8D69Rdyxx1/wtq1a+e4dSIiIiJnRj3Ickb6+vp45zvfxXe/+wij1a1kV19DbtnlvLjvAH/4znfy05/+dK6bKCIiInJGFJBlynK5HHfe+QHa2jvIrr2W/IpXUaq7gGLLxYxs/B1K8Xr+4sMf5sknn5zrpoqIiIhMmQKyTNmnPvUpXnxxF5kVv04ptXT8i8EI6TXXUYqm+MhHP8qRI0fmppEiIiIiZ0gBWabkiSee4NFHHyW/+FJKda0TnxQMk1l1Nelsnr/48IcplUqz2kYRERGRs6GALJOWTqf5m7/9W4jXUrA2nfJcN1pDZvnL2bVzJ9/+9rdnqYUiIiIiZ08BWSbtwQcfpLenh0zrq8AMnPb8Uv1KSjVLuO+++1VqISIiIguGArJMSldXF9/4p3+iWL8KJ9k0uTcZBrkLXkG+WOSee+6Z2QaKiIiITBMFZJmUBx54gJLjkl/6sim9z40kyTVfzOOPP86zzz47Q60TERERmT4KyHJa+/bt47Ef/Yhc00W4kaopv7/QcjFEEnzms3+nAXsiIiIy7ykgy2l96UtfwgiEKSzeeGYXCATJLnkZ+/ft5Yc//OH0Nk5ERERkmikgyynt2rWLn//85+SaN0AwesbXKdWvwE02ce+995FOp6exhSIiIiLTSwFZTunLX/4yRihKofmis7uQYZBd+mv09/fx9a9/fXoaJyIiIjIDFJDlpJ5//nl++ctfkmveCIHwWV/PSS6iWL+Shx76uqZ9ExERkXlLAVlO6stf/jJGOEZh0YXTds380pdRLDncc88Xp+2aIiIiItNJAVkm9PTTT/P000+Tbb4EAqFpu64bSZBr2cjjj/+YX/3qV9N2XREREZHpooAsJ3Bdl/sfeAAjUkVx0bppv35h8SUQreb/fOpTFAqFab++iIiIyNlQQJYT/OxnP2Pnjh1kWy4FMzj9NzCDZJdfycHOTr761a9O//VFREREzoICsoxTLBb54r33QixFsWntjN2nlFpKsX4V//jVr/LSSy/N2H1EREREpkoBWcbZtm0bBzs7yS65DIyZ/fLItV6BG4jwkY98lEwmM6P3EhEREZksBWSpGBwc5N777sepbqFUu3zmbxiMkl7x63R0dPDpT38a13Vn/p4iIiIip6GALBUPPPAAo6MjZJdfCYYxK/d0aizy1qX84Ac/4Jvf/Oas3FNERETkVBSQBYDt27fzyCOPUFh0EW68blbvXbA2U6xr5fNf+AI/+clPZvXeIiIiIsdTQBay2Sx/fffdEK0mv2TL7DfAMMituAon0cRdd93F448/PvttEBERESlTQBY+97nP0XXoEJnWV07roiBTEgiSWfsailWNfPiuu/jGN76hmmQRERGZEwrI57kf/ehHfO973yPfcjFOzeK5bUwgTGbtdRRTy7nnnnv44Ic+xMDAwNy2SURERM47Csjnsd27d/PXd9+Nk1xEYcllc90cTyBEbvU15Jdezs9+9nN+781v4V/+5V+04p6IiIjMGgXk89ShQ4d4//v/jIIZIbP6GjDn0ZeCYVBYfDGjF/0Wg0YVn/nMZ3jjTTfx4IMP0t3dPdetExERkXOcoTrPqbv++uvdRx99dK6bccaOHDnCH7/73XT3DTC6buusz1oxJa5LYPAg4a7nMYcOYRgGa9au5bItW1i3bh3Lly+nqamJeDw+1y0VERGR+W9S89gGZ7oVMr8cOHCAO+54H70DQ6TXXT+/wzGAYVBKLSWTWoqRHSTYu59ddie7d38dXKdyWigUJhKNEgqFCAQCBAImwWCIqnic6uokTU1NLFmyhDVr1rBhwwYFahERETkpBeTzyFNPPcWH/uLDpPMl0uuux6lqmOsmTYkbraFgbaJgbQKniJnux8gOYuZHyRezpEtFcEvguhgFB/IODI9iHuoj8Pwu3NwoAGYgwKZNm7jm6qu5+uqrFZZFRERkHJVYnIGFVmLhOA4PPfQQDzzwAG4sRXr1q3Gj1XPdrNlXzGGOdhMYPER4oB0yg0RjMW7cupWbbrqJ5ubmuW6hiIiIzKxJlVgoIJ+BhRSQDx8+zN13380zzzxDse4CciteBYHwXDdr7rku5shRQkd2EuxrwzQNrr/uOm655RZaWlrmunUiIiIyMxSQZ8pCCMilUonvfOc73HvffeSLJbJLr6DYuAaMSX1dnFeM3AihrucId+/GMODGrVu5+eabWbRo0Vw3TURERKaXAvJMme8B+bnnnuMzn/0se196iVKNRe6CV+JGknPdrHnPyI8Ssp8l1LObgGmy9YYb+L3f+z0WL57jBVRERERkuiggz5T5GpAPHDjAAw88wH/+539iRBJklr6MUt0K9RpPkZEbIXToWUI9ezBcl6uuuorXv/71XHLJJRj6txQREVnIFJBnynwLyLt37+ahhx7i8Z/8BCMQIte8kULzBgiE5rppC5qRGyV4ZAeR7t24xRwtixfzmmuv5VWvehWrVq1SWBYREVl4zp+AbFnWrcAPbds+NBv3mw8BOZ1O89Of/pTvPvIIO154ASMYJte0nkLzRghF57Rt55xSkWDffoI9ewkMeV9iNakUmzdtYv369axevZrly5dTX1+v0CwiIjK/nVcLhdwKvADMSkCeC67r0tXVxdNPP80TTzzBk7/4BYV8HmI15Jb9GsXGtRCc/dkpwu1PYA51YRTzuMHwjMyQ4VTVk19+5bRfd9ICQYqNa7xBjoUMwYFOegdtfvLEUzz++OOV00LhMPX1DTQ2NpCqqSGZTBKPx4lGo4TDYYLBYHkRkwCGYWCWl/c2TRPTNAkGg4RCIcLhMJFIhFgsRlVVFYlEgurqauLxuAK4iIjILJi3AdmyrCrgn4ElQAD4GLAX+BSQAHrwgvErgMuAr1mWlQGuBF4OfBLv8/038C7btnOWZX0c+E2giNfj/KeWZb0W+CAQBnqBN9u2fWS2Pudk3HfffXzv+9sYGhwAwIgkyKdWUmxYiZNYNKUa43D7E5ijvdPWNnO0m3gkzNbf3Mq2bdvIDPdN27Ur90j3TkubpyVoh2KVsJwDKGQw032Y2UEK2WEyuVHsA90ESgcxijkoFXBLBZiGv9QEAkGS1dWkamqor6+jtraWmpoaUqkUNTU1VFdXk0wmK6E6FosRjUapqqqqhHERERE5vXkbkIHrgEO2bW8FsCyrBngU+C3btrsty3oT8Fe2bb/dsqx3A39q2/ZTlmVFgX8ArrFte49lWf8IvKu8fz2wzrZt17KsVPk+PwOuKD/3B8D7gfcd3xjLsm4Dbisfz+TnPsEP/u2HDOSh0PpySskW3Fhq/gy8c122bt3K7bffDsDDDz88xw2aZaEYTo2FU3OarwnX8W3lsOy6gLcZrnvsdaeE4RShVMAoFcpBO4dRyJEtZukZyLC/pxMztwMK2dM2cd269dx//31n/VFFRETOF/M5ID8PfNKyrE8A3wf6gQ3Av5cDagDomuB9a4E227b3lB//X+CPgc8DWeBLlmVtK18TvB7qf7IsqwWvF7ltosbYtn0/cD94Nchn/emmwDAMzGIWc7QHzCClYAQ3fGbLI093qUL0+X9h27ZtAJX9dHPi9WQvvHFGrj1jnCJGMQ9OAaNUBKdUWQa7EogBcL3nXBdwwHG8cOyUMJwClPIYxTxGMYdRzBIoeXu3kAHHmVRTVqxcMVOfUkRE5Jw0bwNyufd3C3ADcDfw78AO27ZPl/Am7Fq1bbtoWdblwDXA/wLeDVwNfA74lG3bj1iWdRVw1/R8gunzzj+8jcce+xEv7HiBkW4v97uJJvJ1Kyg2rIRQbM7a5lS3MDLUxT8/8gPcYAySNdN/j6r6ab/mtChkCIz2YKb7MDIDmLlhgsU05DNeWcU0MAMB4vEqkskktalaUimvpKK2trayr6mpGVdiEY/HCQQC03J/ERGR89G8DciWZS0G+mzbftCyrBG88oZGy7KutG37CcuyQsAa27Z3AMPA2EoYLwKtlmWtsm17L3Az8B+WZSWAuG3b/2pZ1pN49cwANYBdPn7rLH28Kbn22mu59tprcRyH/fv388QTT/D44z9h794niRz8JcXaVgrNG3ESjbPetjkdPDfbnBKBoUME+jsIjXRBeqDyUipVy5LlFs3NzdTV1VEzwSC9UCh00gF6Y4P0gsFgZZBePB4nEoloYJ6IiMgsm7cBGdgI/K1lWQ5QAN6FN7ju78r1yEHgM8AOvJrje32D9N4GfNOyrLFBevcCdcB3yzXKBvAn5fvcVT7XBp4ELpiVT3cGTNNk1apVrFq1iptvvpm2tja+973vsW3bv5LZsZ9SjUXe2oyT1BLJ08lI9xE6sotwfxtuIUskEmXTpk1s2nQp69evZ+XKlSSTWqlQRETkXHFOzIM82+bDPMh+o6OjPPLII3ztoa8zNDhAsXYZ+aWXe4P55My4LoHBg4S6niMw1EUwFOJ/vOpVXHvttWzZsoVIJDLXLRQREZGpO38WCplt8y0gj8lkMnzrW9/iq199kEw2S2HRReSXbNaKelPhugQGOokcegZjpJv6hgZueuMbueGGG6ipmf76ahEREZlVCsgzZb4G5DH9/f3cf//93qwSkQTZ1ldSSi2Z62bNb65LYNAmYj+NMXKURc0tvPWWm3nNa15DKKRfMERERM4RCsgzZb4H5DHPP/88H//EJ+js6KDQtI78sisgMJ/LzudApcf4WYyRozQ2NfG2W2/luuuuIxjUv5WIiMg5RgF5piyUgAyQy+X48pe/zDe+8Q2I15Je/Ru4UZUKUMgS7N1LpPtFSA/Q2NTELTffzA033KAeYxERkXOXAvJMWUgBecwvf/lL7vrIRxnN5Eiv+p84NedRyYXrYhTSGJkBAiPd3lRtw13guqxdt443vuENXH311eoxFhEROfcpIM+UhRiQAbq6uvizO+/kQHs72Qt+nVLDyrlu0plxSpijvZjpHszsIEY+jVHMYjpFjPJyzQaut3qdU8Qt5LwlnMtaL7iAV7z85VxzzTWsWrVqDj+IiIiIzLJJBWR1mZ1HWlpa+MLnP88H/vzPeW7742RxKTUskIDoFAn0txPs2UdouKuyUl0kEqWxqZHaVAPxeJxwOEwgEMA0TUKhENFolOrqahoaGli6dCmrVq0ildL0dyIiInJyCsjnmWQyySf/9m/53+9/P9u3/wfZQIhS7fK5btbJlQqEDr9A5MhO3EKG+oYGXvXarWzevJn169fT1NSkleZERERkWikgn4ei0Sif+PjHec/t72Xvvp+QXn8jTlX9XDdrPNcl0LufWOcvcPNpLv+1K3jTm25i8+bNlWWaRURERGaCAvJ5Kh6P84mP3807brsNd+9jjF70OgjOk9XhSnki+/+TYF8ba9at4/9773u56KKL5rpVIiIicp5QV9x5rKGhgb/6y7/ELKSJ7P8pzIMBm0ZumKpd3yc80M5tt93GvV/8osKxiIiIzCoF5PPchRdeyLve+U6C/e0Eu/fMaVuM7CBVL24jTo5PfvKTvOUtbyEQCMxpm0REROT8o4AsvPGNb+TiSy4h2vkLjPzonLTByI1S9eKjVIVMPv+5z3HZZZfNSTtEREREFJAF0zS588/+jKAJ4QP/NfsNKOWJvfRDImaJz37m05qbWEREROaUArIAsGTJEt52660E+9sJDBycvRu7LpH9/0kg089ffuxjrF69evbuLSIiIjIBBWSpuOmmm1hsWUQ7nvRWoZsFwaMvEuxr4x3veAeXX375rNxTRERE5FQUkKUiHA7z3ttvh8wAwaMvzvj9jMwg0Y5f8LLLL+d3f/d3Z/x+IiIiIpOhgCzjXHHFFVx66Saih56FYn7mbuQ6RNt+SiwW4QN33qnFP0RERGTeUCqRcQzD4I/+6F24hQyhw8/P2H2CR1/EHD7Ce2+/nYaGhhm7j4iIiMhUKSDLCdatW8dVV11F5MgLUMhM/w0KGaL2r9i0aRPXXXfd9F9fRERE5CwoIMuE3v72t0OpSKjruWm/drjzvzGdInfccQeGYUz79UVERETOhgKyTKi1tZVrr72WyJFdGPn0tF3XHOkm1L2Hm266ieXLl0/bdUVERESmiwKynNStt96KgUOoa/v0XNB1iXQ8SXVNiltuuWV6rikiIiIyzRSQ5aQsy+L6668nfPTFaVmCOtDXhjl8hD+87R1UVVVNQwtFREREpp8CspzSLbfcgmlAyH7m7C7kFIke/G8uWLGCG264YXoaJyIiIjIDFJDllFpaWnjta19LqHsPRnbojK8TOrwDssO8593vJhAITGMLRURERKaXArKc1i233EIoGCR88Okzer+RTxPp2s4VV1zBZZddNs2tExEREZleCshyWg0NDbzhDb9DsHcf5mjPlN8fOvgUplviPe95zwy0TkRERGR6KSDLpLzlLW8hWZ0k0vELcN1Jv88cPkqo+yXe8IY3sHTp0hlsoYiIiMj0UECWSUkmk7zjD/4Ac6iLQF/b5N7klIgd+Bn1DfW87W1vm9kGioiIiEwTBWSZtBtvvJHVq9cQ63gSCtnTnh86tB3Sffzp+95HPB6fhRaKiIiInD0FZJm0YDDIn//5BzBLOSIHfn7KUgtz6BDhQ8/w6le/mle84hWz10gRERGRs6SALFOycuVKfv/3f59gX5vXQzwBIztIfN9PsCyL973vfbPcQhEREZGzo4AsU/bmN7+ZV7/61YQPPuUtIOLrSTZHe6l68V9JRIPc/dd/rdIKERERWXCCc90AWXgMw+D9738/ruvy2GOPEepvp1BtYeaGCfa3UV2T4jOf/hStra1z3VQRERGRKVNAljMSiUT40Ic+xJYtW/j2t7/Dnj3bSaVquea3f5u3v/3tJJPJuW6iiIiIyBkx3CnMaSue66+/3n300UfnuhnzSrFYJBjU71siIiIyrxmTOUk1yDItFI5FRETkXKGALCIiIiLio4AsIiIiIuKjgCwiIiIi4qOALCIiIiLio4AsIiIiIuKjgCwiIiIi4qOALCIiIiLio4AsIiIiIuKjgCwiIiIi4qOALCIiIiLio4AsIiIiIuKjgCwiIiIi4qOALCIiIiLio4AsIiIiIuKjgCwiIiIi4qOALCIiIiLio4AsIiIiIuKjgCwiIiIi4qOALCIiIiLio4AsIiIiIuKjgCwiIiIi4qOALCIiIiLio4AsIiIiIuKjgCwiIiIi4qOALCIiIiLio4AsIiIiIuKjgCwiIiIi4qOALCIiIiLio4AsIiIiIuKjgCwiIiIi4qOALCIiIiLio4AsIiIiIuKjgCwiIiIi4qOALCIiIiLio4AsIiIiIuKjgCwiIiIi4qOALCIiIiLio4AsIiIiIuKjgCwiIiIi4qOALCIiIiLio4AsIiIiIuKjgCwiIiIi4hOczEmWZb0X+HtgGPgSsAm407btH85g20RE5DRc16W/vx/btjl69ChHjx6lr6+PwcFBhoaGSKfTZDNpCvk8xVIJ13UwzQAB0yQUDhOJxohGo8TjcWKxGIlEgurq6spWU1NDKpUilUpRU1NDMDipHxsiIgvaZL/Tvd227c9alvUaoBF4G15gVkAWEZkl6XSaPXv2sGfPHvbv30/b/n20t7eTzmTHnRcOGCTDUBUsEQ04RAIuVaaLaYABuIDjQsExyJVg2DXJlgJkigajBZd8aeL7G4ZBdbKKurp66uobaGhooL6+noYG77ipqYnGxkbq6+sxTf2BUkQWrskGZKO8vwH4e9u2t1uWZZzqDSIicuZc16W9vZ0XXniBF154gZ07XqC9oxPXdQGoiRosied5ZUOJ5phDU7xEQ9ShLuoQP8tO3oIDIwWDkYLBcN5kuGAwlDcZyhsM5bMMjPYx2L+f9l0B+rNQcsa/PxgI0NTUQMviJSxevJglS5awZMkSli1bhmVZ6oUWkXlvst+lfmVZ1g+BC4APWJaVBJzTvEdERCapWCyyZ88ennvuObZv387zz21naHgEgGTYYGV1ji0XlLigukhrskQq4s5YW0Im1EZcaiMup/tW77hemO7PmfRlTXpzBj2ZAD3ZDN17D7Hn+SDD+WNtDQYCLF26hJWrVrNq1SpWrVrF2rVrqampmbHPIyIyVZMNyL8PXArst207bVlWPV6ZhYiInIF0Os3OnTt57rnneP7559nxwvNkc3kAFlXBpdU51i4psiZVpDnuYMzTv9mZBlSHXarDJZYnJ67NGC0YHE6bHBoNYI8GsEde4tmft/PYY49VzmlZ1MT6izawYcMGLrroIlavXq2eZhGZM5P97uMCFwI3Ah8FqoDoTDVKRORcksvlaGtrY/fu3ezevZudO16g7UA7ruvVBS9NOLyqMc/a2iJrU8Vyz+25oyrksrKmxMoaf4AeZaRg0D4coG0owP6hgzz7xFF+/OMfAxCNRLjooou4dNMmLr30UtavX084HJ6bDyAi553JBuR78P7OdjVeQB4GvgW8bIbaJSKyoIzNJtHV1cWhQ4fo7Oykvb2d/fv20nnQxnG8UoVE2GBFMs9vX1BkVU2RlTXFs64ZXqgSIZeL6opcVFcEcsAovVmDlwaD7O7Psvulp/jK00/jApFwiI0XX8zmzVvYvHkza9euJRAIzPEnEJFz1WS/Lf+abdubLct6BsC27X7LsvSrvIgseI7jkMvlyOVy5PP5yt5/nM1myWazpNNpRkdHGRkZYWhoiIGBAQYGBug5eoSevj4KhWLluoYBTXGwYnkuXV5iWaLEBdUlGqPzt1xiPqiPutRHC1yxqABkGCkY7O4PsqM/yK7dT3H/U78CoCoe49JNm9myZQtbtmyhtbUVQ/+wIjJNJhuQC5ZlBfBKLbAsqxEN0hOReahQKHD48OHKnMA9PT309fUxMDDA4OAgw0ODDA8PkU5nyGQy5PKFKd8jYHg9wcmwQzJY5IKIw+bFLvURh8aYQ2OsxKK4Q0gznZ21RMhlS1OBLU1eYB7MG+zqC/JCX44dz/ycn//85wDUpmrYtHkLm8olGcuWLVNgFpEzNtmA/HfAt4Emy7L+CngD8MEZa5WIyGkMDAx4cwG3tdHe3k5nRwedHe109/ZVpkIbEwsZVIddEsESiaBDXdAlmnCJ1bhEAt4WNiEUcAmZEDa9fSjgEja916JB77x40Hus7DU3asIuVzQXuKK5AKTpzpjs6Auysz/H0//140oNc22qhosvuZSNGzeyYcMGVq9eTSgUmtvGi8iCYRz/g+RkLMtaB1yDNyfyj2zb3jWTDZvPrr/+evfRRx+d62aInBccx+HgwYO89NJL7Nmzh71797Jv7x76+gcr58RCBi2xIs3xIotiXi/u2JzAdRGHsEpVzwuuC4fTJi8OBHmxP8ieoQjdae+1UCjI6tWrWbduPWvXrmXNmjUsW7ZMoVnk/DOp7o1TBmTLsqpt2x6yLKtuotdt2+47w8YtaArIIjOjWCzS3t7Onj17yoF4Ny/t2UMmmwMgYMKSKodliQJLEyWWJkosSZRIhV316MqE+rIGeweD7B0Ksm8wyIGRELmi93MvGAiwfPkyLlixkuXLl7N8+XKWLl2KZVlEo5qoSeQcNamfFqcrsXgIb2q3X1GuP/Zd3AVWnFHTzoBlWR8Ffmrb9mOnPXn8+64C/tS27RtnpGEiMmWu69Lb20tbWxttbW3s27ePfXtfoq2tjULRmwosEjBYlijyyoYCrckSrdUlrKoSQdX1yhTURV0ujxa4fJFXa+640DVq0j4SoGM4SOfgHp79rzYeO+4nS11tDS0tFouam1m0aFFlCe2GhgZqa2upq6sjFoupzlnkHDXpEovZUF6+2rBte9oGAE41IFuWFbRtu3iqc9SDLHJ6xWKR3t5ejhw5Upn6zLZtOtrb6ezsYDSdqZxbEzFYWpVnebLE8mSR5YkSLVUO5jmcPb66O0b78PTXfmSKBumiQTzoEgvOn+/vJ7M8WeLmtZnTnzjDskU4nA5wOGNyJB3gaMakO2PSmw/Rl/GW3z5eOBSiujpBTU2K6poUyWSSZDJJIpEgkUhQVVU1bovFYsTj8XF7LYYiMuumpQcZAMuyXg/82LbtwfLjFHCVbdvfOcn5nwDabdu+p/z4Lry5k03gJiACfNu27Q9bltUKPAo8DlwJvM6yrI8Al+H1Un/Ftu1PW5b1D8D3bdt+2LKslwGfxVuwJIdXG10Avlh+XxG4w7btx49rVx3wFbye7zRwm23bz5XbtxhoBXqA35vMv4uIeEH4wQcf5NChQwwMDNDX20NvTw/9A4M4vl/ADaAuBi2xAlfWlbCWOlhVJaxEiZrw9Aa5mQqf06l9OECmNP3d4bFYjK03bmXbtm1kRuY+eJ5O+3BgXv+3qg0VqA1ByTUoOnhb+bjkOhSGcxwZ7OWQa1BywSnvJ/sVHQoFiUWjRKNRbx+PE4vFvcexGJFIhGg0Om4fDoeJRCKVLRwOEw6HCYVClf3YFgwGCQaDhEIhAoEAwWCQQCBAIBBQ77fIKUz2V9cP27b97bEHtm0PWJb1YWDCgAx8A/gM3gIj4IXijwOvBC7H+1n5iGUYriIaAAAgAElEQVRZ/wPoANYCb7Nt+48sy9oCWLZtb4BKGK8oz7/8T8CbbNv+b8uyqoEM8N5y2zaWBxT+0LKsNce16yPAM7Ztv86yrKuBf8RbQhtgC/BK27Yn/IliWdZtwG3l45P9O4mcd/bv389XvvIVQia0VDnUhktsiDmkUuWBcpWpzzTt2WzYunUrt99+OwAPP/zwHLfm3BEwXAIBiARgMvHXxQvLjuuVdYyF57poiZc1FcgWDbIlg1zJIFca8Y5zBtm0QaYE/aUAwwWT4fzEvdfT7Y477uB1r3vdzN9IZIGYbECe6MfaSd9r2/YzlmU1WZa1GGgE+oGLgWuBZ8qnJYDVeAG53bbtJ8vP7wdWWJb1OWAb8MPjLr8W6LJt+7/L9xoCsCzrlcDnys+9aFlWO3B8QH4l8Dvlc35sWVa9ZVk15dceOVk4Lp9/P3A/eCUWJztP5HwzNgtAwYGOYZP+SIBU3iGVKzKYcxiIOgwXHEYKJRbFHKpnYUDdfPiT/en85VMJXhyY/t8Ytm3bNm4/3y1PlvjgZSNz3Yyz5rqQcyBdMBgtGpVSl0x5y5aO7fcPBcsBGXIlg6xjkiuZ5ByTbBFyRXdWQrHfokWLZveGIvPcZAPyU5ZlfQr4At4vxu/BG7h3Kg/jzZfcjNej3Arcbdv2ff6TyiUWo2OPy6v0XQK8BvhjvN7nt/veMjZA8HiT+ZE70Tlj1xqd4DUROY3W1lb+5m/+hq6uLq/Eoq+P3t5euo8eYfvRo/QfGhx3fixk0BIvsjhexKoqsaTKYWmySH3k/JqJYnmyNCPXzRSL/Mf3/4mmoEssNf9/l5+pf4fp4LqQLhr0Zk36cwZ9OZOBnMlQ3mAwbzJcMBguBhkpmIzkXYqTCLWxaIRYNEo8HieaiBGvStAYixGLxYiOlVr4jv3lFROVWIwd+0srTFN/qhE5W5MNyO8BPoRX2gBer+7pFgr5BvAA0AD8OrAR+JhlWV+zbXvE8uoUTljCyrKsBiBv2/a3LMvaB/zDcae8CCy2LOtl5RKLJF6JxU+BNwM/LpdWLAN249U1jxk752PlwXs95WnsJvNvICITMAyDK6644qSv53I5jhw5wqFDhzh48CCdnZ10dHSwq20/P+vqr5xXFTJYmijQmiiyPFmitbrI4rhD4Bz9Wb8QernPF4N5A3skQFfaG6B3JGNyNBuiO2OSLZ74S0aiKk5tbS21zXVcUJOipqaG6urq0w7Si0ajCq8iC8SkArJt26PAnZZlJWzbntTfwmzb3lEOr7Zt211Al2VZ64EnyoF0BHgLcHz3gQX8vWVZY99FPnDcdfOWZb0J+JxlWTG8cPwbePXO91qW9TzeIL1bbdvOHRd+7ypf+zm8QXpvncxnEZEzF4lEWLZsGcuWLTvhteHhYQ4cOMC+ffvYu3cvL720h8f37SPX6f3uHArAskSpHJq94Lw0UdLCH3JGHBcOjZrsHwrSMRygYyRIZzrEcO5YCA6FgixuaWHp6qVc3tJCc3MzTU1NNDY20tDQQF1dHeFweA4/hYjMhklN82ZZ1suBLwEJ27aXlUsg/tC27T+a6QbOR5rmTWTmlEolOjs72bNnT3nbzZ7de0hnvB5X04CWKpelVd5iIVaVtzXGHM2RLOMM5Q32DAQrC4W0DYXIlbyfeZFwiBUrVrBy1WpaW1tpbW1l+fLlNDY2qpdX5Nw2fdO8AZ/Gqwl+BMC27e3lGShERKZVIBCoBJZrr70W8BYW6erqOrbU9L597H1pD0/u6z72PgOaqqApUqAxVvItNe1SHXaoCbvEg+dXnfP5pi9rsKs/5C01PRCma9T7jx0MBFi9ehU3Xr2BdevWsXbtWpYuXUogoD9FiMjEJj1DuW3bnceVK8zfkRUick4xDIPFixezePFirrrqqsrz6XSaAwcO0N7eTmdnJ52dnRyyD/LEoUPjFiI5dh1IhAziIZdYwCFqlogEIBxwCZsu4QCETJeQ6e3DpvdapLJBPOgF7aqQQzLklqf9krkwlDfY2R9kZ1+InQNhDpcDcVU8xsWXXMJvXnwJF198MWvWrCESicxxa0VkIZlsQO4sl1m45XmIbwd2zVyzREROLx6Pc+GFF3LhhRee8Nro6Cjd3d309PTQ19dHf38/Q0NDDA8PMzIyQjqdJp0eJZPJMJDJkMtmKeQK5PJ58vkC+cIJY4gnFAkapCIutaEi9VGv1KMp5tASL7G4yqEqNP9nklgoMkXYPRBkR1+IHf1hOoa9Uoh4LMoll27idzZvZtOmTaxcuVK9wyJyViYbkN+Jt3KdBdjAv+FNwSYiMi+NzRzQ2tp6Ru93XZd8Pk8+nyebzZLNZkmn04yMjDAyMsLw8DADAwMMDAzQ09NDd/dRXjp8mCcO9I5bQbA2arCkKs/yhDczxwXJEk0xR6Uek5AtwUsDQXb1B9k1EGbfYADH9QbSbdiwgWu3XMaWLVtYu3atlmwWkWk12VksevCmRxMROS8YhlGZazaZTE76fYVCgcOHD9PZ2Ul7ezttbW3s2/sS/3bgAIV2rzItGTZYWZ1jVXWJNakiK2uKKtUA+nMGeweDvDQQZPdgiANDAUoumKbJurVrefNrL2Pz5s1s2LBBJRMiMqMmO4vFCrwe5CvwFtZ4AvgT27b3z2zz5ifNYiEiU1UoFNi/fz+7d+9m586d7Hjhedo7OgFvgGFrdYm1qQJrU0XWpookzvHSjMG8QftwgAPDAdqGgrQNh+kpl42HggHWrV/PJZdcyiWXXMLGjRuJx+Nz22AROVdM6u93kw3IT+Ktovf18lP/C3iPbdu/dsbNW8AUkEVkOgwNDbFjxw6ee+45nntuOy/u2kWh6PUyL0m4rKnJsyZVZE1NkcYFWJZRcqA3a3IkY9KVDtA1amKng9ijIQZ9cw+3NC9i/YUXsX79ejZs2MDq1as117CIzJRpnebNsG37q77HD1qW9e6pt0lERMZUV1dz5ZVXcuWV3oKfuVyOF198ke3bt/Pc9u08+cIL/Nj2ulWrIwYrkzlakyUuqC6xbI6X53ZcGC4YDOS8ZZj7cya92WNbTy5EbwZKvj6YeCzKsmXLecUVK1mxYgWrV69m1apVUyphERGZDZPtQf44MIC3fLQLvAmI4PUqY9t23wy2cd5RD7KIzIZSqURbWxs7duxg586d7NzxAh2dBxn7vh0LGiyuKtIcK7Io7lAfdaiLOKQi3hR0iZA7qcVTHBdyJcgUDdLlbaRgMlwwGM4bDBVMhvMGg3mToUKAwXyAwZyLc9yPD8MwqKtN0dzcQsvixTQ3N7N48WIsy2Lp0qXU19djLLRucBE510xriUWb7+HYG8Zu4Nq2vWJqbVvYFJBFZK5kMhn27t3L/v37aWtr48CBNg52dtLd08tE389DpjcVXcj0ViE0DS8QOy4UHcg7kC+6nOonQSgUpLamhlRdHXV19dTV1VFf7+0bGhoqW319vWaTEJH5blpLLP4M+IFt20OWZX0I2Ax8zLbtp8+0dSIiMnWxWIyNGzeycePGcc/n83l6eno4evQofX19DA4OMjQ0RDqdJpPJUCwWKZVKOI6DaZqYpkkoFCISiRCNRonH48TjcRKJBMlkkmQySSqVoqamhlgspp5fETmvTDYgf9C27X+2LOuVwKuB/wN8ETgvB+mJiMw34XC4stqgiIicnUlUpwHHlpXeCtxr2/Z3AQ0xFhEREZFzzmQDsm1Z1n3ATcC/WpYVmcJ7RUREREQWjMmG3Jvwlpe+zrbtAaAO+N8z1ioRERERkTky2aWm08C/+B53AV0z1SgRERERkbmiMgkRERERER8FZBERERERHwVkEREREREfBWQRERERER8FZBERERERHwVkEREREREfBWQRERERER8FZBERERERHwVkEREREREfBWQRERERER8FZBERERERHwVkEREREREfBWQRERERER8FZBERERERHwVkEREREREfBWQRERERER8FZBERERERHwVkEREREREfBWQRERERER8FZBERERERHwVkEREREREfBWQRERERER8FZBERERERHwVkEREREREfBWQRERERER8FZBERERERHwVkEREREREfBWQRERERER8FZBERERERHwVkEREREREfBWQRERERER8FZBERERERHwVkEREREREfBWQRERERER8FZBERERERHwVkEREREREfBWQRERERER8FZBERERERHwVkEREREREfBWQRERERER8FZBERERERHwVkEREREREfBWQRERERER8FZBERERERHwVkEREREREfBWQRERERER8FZBERERERHwVkEREREREfBWQRERERER8FZBERERERHwVkEREREREfBWQRERERER8FZBERERERHwVkEREREREfBWQRERERER8FZBERERERHwVkEREREREfBWQRERERER8FZBERERERHwVkEREREREfBWQRERERER8FZBERERERHwVkEREREREfBWQRERERER8FZBERERERHwVkEREREREfBWQRERERER8FZBERERERHwVkERERERGf4Fw3QERE5Hzhui7pdJre3l76+/sZGhpicHCQwcFBRkdHGRkZYXR0lGw2W9ly+Rz5Qp5ioUixWMRxHFxcXMcFwDANDAzMgEkwECQQCBAMBgmFQkTCEUKhEOFweNwWiUQq+2g0WtmPHfsf+18fe59hGHP8LykysxSQRUREpkmxWOTo0aN0dXVVtqNHj3LkyBEOHzlMb28vhXxh4jcbYIZNCIEbdHFNFzfoen/rNcE1XQgdO3cc99hmFAzIAY63GY5R2ShR2dySi1typ/wZDcMgFA6NC9mVQB05FqKP30KhUCWsjwX4sW0s1I9tY48DgUBlM01z3P5Ux/7rmab+WC5Tp4AsIiIyBY7jcPToUTo6Oujs7OTgwYN0dnbSebCTI0eO4JScYycbYMZNnJiDE3OgFYh6mxtxIYK3hYEAlIzSWbfPZQqh1+VYaC4yLkCPPTZKxvjXilAqlciWspXnjKwBo96x6ZheMC8ZXkj3h3FnokbMLNM0CQTLgTkUrIT0SDhCNBIlGosSi8aIRqPEYrHKVlVVRVVVFYlEgkQiQTKZpLq6murqapLJJIFAYPY/jMwaBWQREZEJ5HI5Ojs7aW9vp6Ojg46ODtoOtNHZ2TmuF9gIGbgJF6fKgTVAFbhVLlQBMSiZZx96Z4yBlwSCeEF9ApMJ3P5znFOlYJdKz/aEmzvB/vhjFwzXOOG5Cd/jgOM6FJ0iOSfnBfpyaDcKBmSA3nIve8nAKHq/DDgF55Rh3jAM4lVxampqqKuto66ujtraWurq6ipbfX09DQ0N1NXVEQwqbi00+i8mIiLnLcdx6O7u9nqAOzu9INzZwYEDB+jp7sF1jwU/M2FSSpRwl7uQBDfp7YlyYsmDTMwAAuXtLEypl/xMrjEWsAvlLe9tlfKVPAznhhnODWMfsTE7TYycgZM9MVUbhkF1qpqmxiYWNS2isbGRxsZGmpqaKltjYyOhUOiE98rcUUAWEZFzluu6jIyMnFAXbNs2B+2DdHV1USwUK+cbQQM36eIkHbiQcUG4FJjHPcEyvfxBPnrs6YlCtYt7rNfcwQvQWSADRsaALPRn+hkYGmDv0b0YaQMnPz5IG4ZBTW0NzYuaaWluoampiUWLFrFo0aLKcU1NjQZHziIFZBERWXAcx2F4eJjBwUH6+voYGBigr6+P3t5eent76enpoetwF93d3WQz2XHvNYIGJMCpcnAvKPcGJ9QbLNPABGLlrXZ8oB4XpItAGi9Epw1IQ1+6j/7efvbYe3DTLm5xfBgPhUM0NDbQ0tzCoqZF43qgx3qhq6qqFKKnyZwHZMuyFgN/Z9v2G6b4vi8Bn7Jte+cpznknkLZt+x/PspkiInKWXNcln8+Ty+XIZDKVaczGjjOZDJlMhnQ6TTqdZnR0tLKNjIwwODTI0NAQQ0NDjI6Mjit/qDDAjJk4UQc36uJaLsSBuK8uOIxCsMytIFDtbROGaBevrCPtbUbaIJfOYadtug50Ye4ycdInlnNEohEaGhoqpRz19fWVWuix47q6OmKx2Cx90IXLmPAbzDxgWVbQtu3i6c+cfddff7376KOPznUzRESmheM45PN5b87dXO7Y/Lvl44n2/vP87x17PpPNjHsun8uTz+cnDrUnYQQMjLABQXBCDm7IxQ25x2Z9KO/daPm5aPm5eRh+jWcNjIF52LDjjdXchjg2pdx5xk25uJfOz2w0joNXylEO0GSolHUYGQMzVw7REww2jEQjxwYV1taRSqVIpVLU1NRQXV1NKpUaN2tHIpE4lwYaTup/xFn9tJZlfQJot237nvLju4Bh4G22bW+wLOtWYCvet7kqy7J+A/g88OtAG94fL75i2/bDlmX9BPhT27afsixrBPgscCPel8hv2bZ9pHz9Edu2P2lZ1irgXqARbxzrG4EjwHeBWrxvBR+0bfu7M/8vISLnI9d1cRyHUql0wr5YLFIqlSrHx2+FQoFisUg+n688zufzFAqFyvFY76z/2L9lc9lx4XcsuBYKJ5mXdzKM4zbANdxjP4LGnh/70/NE7znJ5hrHhRQHjFx5kNS4JiyA4DlQHuA1z8ViMbZu3cq2bdvIDGTmujlzY4B5/ctMJcCbHPvryHG90AAlSsd6ojNAtjwdXxYy2QyZbIau7i5M2zfA8BS/F4QjYW/qu0QViaoEiaoE8XiceDw+bnq8SCRCLBY7YUGasen1xua+HpsLO5VKEYmcZAqVOTTbvw58A/gMcE/58U3AO4G3+c65ErjYtu0+y7LegDdr5EagCdgFfGWC61YBT9q2/f9blvU3wDuAvzzunK8BH7dt+9uWZUXxvrTywOtt2x6yLKsBeNKyrEds2z7hS8SyrNuA28rHU//kInJecF2Xt771rRw4cGCumwJBvB7YMDhBpzLoyA2U621T3jmVwUi+YzfoQgCM/QbGiDFhEF4IuVSmZuvWrdx+++0APPzww3PcGjlrBsfm2ubEQYbj6qJdvNroXHkrgJE3KsfZQpZsIUtfvg/6wDhiYOQM3KzrdTueIWuJxdcf+vqZX2CGzGpAtm37Gcuymsp1x41AP9Bx3Gn/btt2X/n4lcA3bdt2gMOWZT1+kkvnge+Xj38FvNr/omVZScCybfvb5XZky8+HgL+2LOt/4P0RwgIWAYcnaPv9wP3glVhM/lOLyPnmwgsvnB8BuYg30CddXo44aGAEjEoIdgKOF5b9wbkcko2AV9pAPbhN7rjQfHyYHreZKDhPwPyJCd1z3YrT27Zt27j9eSkFzlVzsKLJXClxLBTnfKE4z/jp7QpgFs3KsVNwplQydTKtra1nfY2ZMBcFJQ8DbwCa8XqUjzfqO57st9mCr9e3xImf62TXeTNeUN9i23bBsqwDjJvQRURkagzD4M477+TOO++cluu5rjuu1MJfVnF8ecXxZRb+/bhSC1+JRWXAXK48WG7QqynO5/I4zhmEBKNcOxw0KiHaNV2cgHNC73QlaB+3ucHykspBjtXChljQwdtNLYx+lXQhzTcf/abX45iY69bMjYXy3+qUXLyQO1ZaUZ5ubqzMwsgamHkTN+viFk7+eWPxGIlkgprqGpKJZGVVwXg8TlVV1bgSi7GVCKPRaGX58bHNX16xUJb+nouA/A3gAaABr7b4VIUnPwPealnW/8ULslcBD031huUSioOWZb3Otu3vWJYVwfvWXAMcLYfj/wksn+q1RURmkmEYlZq92VYoFE45QG+isD3ROZUBfbljM1ZkR7Lksjly2dykg7gZNr1ykZCDG3Zxw+MH57lR1zuOeY+ZRz+H3UvdaVncQgSXyoA80uXwW54yzsyYmFkTJzPx4LyqRJU3q8Xyhsrqf7W1tZUBeqlUiurqampqas61gXlTNuuf3LbtHeWSB9u27S7LslpPcfq3gGuAF4A9wC+AwTO89c3AfZZlfRRvjO4b8eqSv2dZ1lPAs8CLZ3htEZFzzlgwTyRmrivRdV0KhcIJ07yNjo5W9iMjI4yMjDA8POxN9zY4yMDgAAMDAwz2DpJJTzyYzIyXp3uLu7hxd/xUb1XMg4lORSZQYNz0bmPHZrocfieYmSISidDQ2MCi5d70bg0NDTQ0NFSmemtoaKC2tpZwODwHH2hhmrfTvI2xLCth2/aIZVn1wC+BV9i2fUKN8GzSNG8iIvNHLpebcKGQ7u5ujhw54i0YcrT7hNk6zLiJE3dwEs6xFfMSeNtZLoUsMqEix6ZjSxvjFgsxMyakOaHkIRAIUN9QT3NzM82Lmiur6/m3RCKhBUImb/5N83aGvm9ZVgpv1suPzXU4FhGR+SUSiVSW5T0Z13Xp7+8ft9T0oUOHOHjwIJ0HOxk4MHDsZAPMhEmpqoRbXV5pr7w/ZVGgnL+KeDW+5brfsenUxuYlNnMmRsbAyZ1Y95CsTnrhd3VzJfA2Nx8LwnV1dQumbvdcMu8Dsm3bV811G0REZGEzDMNbFKGujosuuuiE10dHRzl48CDt7e10dnbS0dHBgfYDHGw7OK7n2YyYOAkHJ+nrdU7ilWyo13nhcvGG+BfxShzG9oVjMzhUZnUoePNxG3nfQLfiiX+NNwyDVG2KpsamStnD2JLQjY2NleP5OAewLICALCIiMtOqqqpYu3Yta9euHfe84zgcOXKE9vZ2Ojo66OjooL29nbYDbQwdGBp3rpkwKcVLuIljdc5uVXmp63m6wt+MGAubTnnvP3ZO3AzHOPbYPcX++OPjN99rhmMce27sPq6B4RjH7ldum1t0cUuTKzeNxWMkEglvcFuqtjKwbWxVulQqVVnSOZVKEQjot6aFSgFZRETkJEzTpKWlhZaWFq644opxrw0PD3slGp2dHDx4ENu26ezsxD5kM7x/+LgL+QYNRt1jy2NHwI24XhGhf0q7INM7p/RYUCydYiuCUTKO9aT6nh87NopG5dh0zGPnl/BCZhFcZ2bGNhmGgWmamAHT25smgUCAQCAw7nhsG1upLRAIEAlHKo/D4fC4LRqNVqYm809bFo/HSSQSVFVVVaY3O59ndTjf6L+0iIjIGUgmk6xfv57169ef8Fo6na7UOx89erSy9fT00NPbQ++h3pPOvuFnBMtzSpscC8z+1Qzh2PLAx/ewlryw6pbcUy4hfCrBYJBwpBwkY16QjEaixKLj57sdW07Y/zgUCo2bA9e/zLB/CwaD47axcHt84NUgNJlNCsgiIiLTLB6Ps3LlSlauXHnSc/L5PENDQwwODjI0NMTIyAijo6OMjo6SyWTGzSVdKpUoFAoUi0Vc18VxHBzHwTRNDMOobP5gORZMg8HguB7T4wOtP+j6e1MjkYh6TOW8pa98ERGRORAOhyvz1YrI/KJ5Q0REREREfBSQRURERER8FJBFRERERHwUkEVEREREfBSQRURERER8FJBFRERERHwUkEVEREREfBSQRURERER8FJBFRERERHwUkEVEREREfBSQRURERER8FJBFRERERHwUkEVEREREfBSQRURERER8FJBFRERERHwUkEVE5P+1d7chk9VlHMe/y7plYRhpqP3KtJLyAVN8SDNlo15omEu1kFLpRmCFFdKDhS8qhEAJNFkrUZPNlAw2s12zJOmF24OiLOvaatSSil4t5K7hA5m1ub0457bDuHvvLDpzzjrfD9xw7jP/uc/FXPzv+c1/zpyRJHUYkCVJkqQOA7IkSZLUYUCWJEmSOgzIkiRJUocBWZIkSeowIEuSJEkdBmRJkiSpw4AsSZIkdRiQJUmSpA4DsiRJktRhQJYkSZI6DMiSJElShwFZkiRJ6jAgS5IkSR0GZEmSJKnDgCxJkiR1GJAlSZKkDgOyJEmS1GFAliRJkjoMyJIkSVKHAVmSJEnqMCBLkiRJHQu2bdvWdw27nSSPAQ9P8ZD7ApuneDyNz94Ml70ZNvszXPZm2OzPi7O5qk7d2SAD8m4gyT1VdWzfdeiF7M1w2Zthsz/DZW+Gzf5Mh6dYSJIkSR0GZEmSJKnDgLx7uKrvArRD9ma47M2w2Z/hsjfDZn+mwHOQJUmSpA5XkCVJkqQOA7IkSZLUsUffBaiR5FTgcmAhcE1VXTxy+yuB64BjgC3AR6vqoWnXOavG6M8y4NtAtbuuqKprplrkjEpyLXA68PeqOmI7ty+g6d0HgH8Cy6pq7XSrnE1j9GYx8HPgwXbXTVV10fQqnF1J3kTznLI/8BxwVVVdPjLGudODMXuzGOfORLmCPABJFgLfBU4DDgPOSnLYyLBPAf+oqrcBlwGXTLfK2TVmfwB+UlVHtT+G4+lZAcx30ffTgEPan3OB70+hJjVWMH9vANZ05o1P8NOzFfhSVR0KnACct53/a86dfozTG3DuTJQBeRiOBzZW1V+r6t/AjcCSkTFLgB+22yuB97Wv7jV54/RHPamqO4DH5xmyBLiuqrZV1Z3Aa5McMJ3qZtsYvVFPqmrT3GpwVT0FPABkZJhzpwdj9kYTZkAehgCPdH5/lBdOhufHVNVW4Algn6lUp3H6A/CRJOuTrGzfItMwjNs/9ePEJPcm+WWSw/suZhYlOQg4Grhr9CacO72apzfg3JkoA/IwbG8lePT6e+OM0WSM89ivBg6qqiOB2/n/ar/659wZrrXAm6vqncBy4Oae65k5SfYCfgqcX1VPjtzs3OnRTnrj3JkwA/IwPAp0VxzfCPxtR2OS7AHsjW9dTstO+1NVW6rq2fbXq2k+TKlhGGd+qQdV9WRVPd1u3wosSrJvz2XNjCSLaALYDVV103aGOHd6srPeOHcmz4A8DHcDhyQ5OMkrgDOBVSNjVgHntNtLgd9Ula/kp2On/Rk5L+8MmnPGNAyrgLOTLEhyAvBEVW3quyhBkv3nPkuR5Hia56Qt/VY1G9rH/QfAA1V16Q6GOXd6ME5vnDuT52XeBqCqtib5HHAbzWXErq2qDUkuAu6pqlU0k+VHSTbSrByf2V/Fs2XM/nwhyRk0nzU2ohQAAAMrSURBVD5+HFjWW8EzJsmPgcXAvkkeBb4BLAKoqiuBW2kuU7WR5lJVn+yn0tkzRm+WAp9NshV4BjjTF/5TcxLwCeC+JOvafRcCB4Jzp2fj9Ma5M2F+1bQkSZLU4SkWkiRJUocBWZIkSeowIEuSJEkdBmRJkiSpw4AsSZIkdRiQJUmSpA4DsiS9jCRZluQNY4xbkWTpizjORUnev539i5Pc0tl+90t1TEmaFr8oRJJeXpYBf2TCXwlcVV8fY9hi4Gng95OsRZJeagZkSRqwJAcBvwLuAo4G/gycDRwKXArsBWymCcYnAccCNyR5BjgR+ArwQeBVNEH10zv7xq32q2u/VlUfTrIEuBHYm+Zdx/ur6i1JVgC3VNXKJKcC32nrWNup+zPAf5N8HPh8++dPSfJFYH/ggqpa+WIeH0maBE+xkKTheztwVVUdCTwJnAcsB5ZW1THAtcC32rB5D/Cxqjqqqp4Brqiq46rqCJqQfPoYx1tLE8YBTqZZkT4OeBdNUH9ekj2Bq2lC+Mk0wZeqegi4ErisrWVNe5cDgPe0dVy8qw+EJE2DK8iSNHyPVNXv2u3rgQuBI4BfJwFYCGzawX3fm+QC4NXA64ANwOr5DlZVW5NsTHIocDzNSvUp7XHWjAx/B/BgVf0FIMn1wLnz/Pmbq+o54P4k+81XhyT1xYAsScM3ekrEU8CGqjpxvju1q7vfA46tqkeSfBPYc8xjrgFOA/4D3A6soAnIXx6jvvk829lesAv3k6Sp8RQLSRq+A5PMheGzgDuB18/tS7IoyeHt7U8Br2m358Lw5iR7AbtyBYk7gPOBP1TVY8A+NKvFG0bG/Qk4OMlbO/XN6dYiSbsNA7IkDd8DwDlJ1tOcJrGcJuxekuReYB0wdzm1FcCVSdbRrNZeDdwH3AzcvQvHvAvYjyYoA6wH1o9+wK+q/kVzSsUvkvwWeLhz82rgQ0nWJTl5F44tSb1asG3brrwzJkmapvZqELe0H7KTJE2BK8iSJElShyvIkjTDkvwMOHhk91er6rY+6pGkITAgS5IkSR2eYiFJkiR1GJAlSZKkDgOyJEmS1GFAliRJkjr+BwOt+2BYw9rLAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(11,9))\n", - "sns.catplot(x = \"petal_width\" , y=\"species\" ,kind=\"violin\" ,data=iris ,\n", - " height=5, aspect=2)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 259, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
iddietpulsetimekind
01low fat851 minrest
11low fat8515 minrest
21low fat8830 minrest
32low fat901 minrest
42low fat9215 minrest
\n", - "
" - ], - "text/plain": [ - " id diet pulse time kind\n", - "0 1 low fat 85 1 min rest\n", - "1 1 low fat 85 15 min rest\n", - "2 1 low fat 88 30 min rest\n", - "3 2 low fat 90 1 min rest\n", - "4 2 low fat 92 15 min rest" - ] - }, - "execution_count": 259, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "exercise.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 260, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 260, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Facet along the columns to show a categorical variable using \"col\" parameter\n", - "sns.catplot(x='kind' , y='pulse' , data=exercise , col=\"diet\")" - ] - }, - { - "cell_type": "code", - "execution_count": 261, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
ticketrequestorRequestorSeniorityITOwnerFiledAgainstTicketTypeSeverityPrioritydaysOpenSatisfaction
0119291 - Junior50SystemsIssue2 - Normal0 - Unassigned31 - Unsatisfied
1215872 - Regular15SoftwareRequest1 - Minor1 - Low51 - Unsatisfied
239252 - Regular15Access/LoginRequest2 - Normal0 - Unassigned00 - Unknown
344134 - Management22SystemsRequest2 - Normal0 - Unassigned200 - Unknown
453181 - Junior22Access/LoginRequest2 - Normal1 - Low11 - Unsatisfied
\n", - "
" - ], - "text/plain": [ - " ticket requestor RequestorSeniority ITOwner FiledAgainst TicketType \\\n", - "0 1 1929 1 - Junior 50 Systems Issue \n", - "1 2 1587 2 - Regular 15 Software Request \n", - "2 3 925 2 - Regular 15 Access/Login Request \n", - "3 4 413 4 - Management 22 Systems Request \n", - "4 5 318 1 - Junior 22 Access/Login Request \n", - "\n", - " Severity Priority daysOpen Satisfaction \n", - "0 2 - Normal 0 - Unassigned 3 1 - Unsatisfied \n", - "1 1 - Minor 1 - Low 5 1 - Unsatisfied \n", - "2 2 - Normal 0 - Unassigned 0 0 - Unknown \n", - "3 2 - Normal 0 - Unassigned 20 0 - Unknown \n", - "4 2 - Normal 1 - Low 1 1 - Unsatisfied " - ] - }, - "execution_count": 261, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "helpdesk.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 738, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "\"\"\" Facet along the columns to show a categorical variable using \"col\" parameter and \n", - "Limiting the number of columns using \"col_wrap\" \"\"\"\n", - "\n", - "plt.figure(figsize=(20,10))\n", - "sns.catplot(\"Priority\", col=\"FiledAgainst\",col_wrap=2,\n", - " data=helpdesk,kind=\"count\",height=5, aspect=1)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 263, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
AgeGenderPeriodUnemployed
016 to 19 yearsMen2005-01-0191000
120 to 24 yearsMen2005-01-01175000
225 to 34 yearsMen2005-01-01194000
335 to 44 yearsMen2005-01-01201000
445 to 54 yearsMen2005-01-01207000
\n", - "
" - ], - "text/plain": [ - " Age Gender Period Unemployed\n", - "0 16 to 19 years Men 2005-01-01 91000\n", - "1 20 to 24 years Men 2005-01-01 175000\n", - "2 25 to 34 years Men 2005-01-01 194000\n", - "3 35 to 44 years Men 2005-01-01 201000\n", - "4 45 to 54 years Men 2005-01-01 207000" - ] - }, - "execution_count": 263, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "employment.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 729, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Facet along the columns to show a categorical variable using \"col\" parameter\n", - "sns.set(rc={'xtick.labelsize':15,'ytick.labelsize':15,'axes.labelsize':15 , \"axes.facecolor\":\"#f2eee3\" , \"axes.grid\":False})\n", - "sns.catplot(x=\"Gender\", y=\"Unemployed\", col=\"Age\",data=employment,kind=\"bar\",height=6 , aspect=.5 , palette=\"bright\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Dist Plot" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Dist plot is used to plot a univariate distribution of observations." - ] - }, - { - "cell_type": "code", - "execution_count": 740, - "metadata": {}, - "outputs": [], - "source": [ - "# Recover default matplotlib settings\n", - "mpl.rcParams.update(mpl.rcParamsDefault)\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "code", - "execution_count": 269, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "num = np.random.normal(1,10,1000)\n", - "sns.distplot(num)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 270, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "sns.distplot(num,kde=True) # Histogram with a kernel density estimate (Density Curve)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 271, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "sns.distplot(num,kde=False) # Histogram without a kernel density estimate (Density Curve)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 272, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "sns.distplot(num,kde=False,rug=True) # Histogram with Rugplot\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 273, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "sns.distplot(num,kde=True,rug=True,hist=False) # Histogram with Rugplot & KDE\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 274, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
longitudelatitudehousing_median_agetotal_roomstotal_bedroomspopulationhouseholdsmedian_incomemedian_house_valueocean_proximity
0-122.2337.8841.0880.0129.0322.0126.08.3252452600.0NEAR BAY
1-122.2237.8621.07099.01106.02401.01138.08.3014358500.0NEAR BAY
2-122.2437.8552.01467.0190.0496.0177.07.2574352100.0NEAR BAY
3-122.2537.8552.01274.0235.0558.0219.05.6431341300.0NEAR BAY
4-122.2537.8552.01627.0280.0565.0259.03.8462342200.0NEAR BAY
\n", - "
" - ], - "text/plain": [ - " longitude latitude housing_median_age total_rooms total_bedrooms \\\n", - "0 -122.23 37.88 41.0 880.0 129.0 \n", - "1 -122.22 37.86 21.0 7099.0 1106.0 \n", - "2 -122.24 37.85 52.0 1467.0 190.0 \n", - "3 -122.25 37.85 52.0 1274.0 235.0 \n", - "4 -122.25 37.85 52.0 1627.0 280.0 \n", - "\n", - " population households median_income median_house_value ocean_proximity \n", - "0 322.0 126.0 8.3252 452600.0 NEAR BAY \n", - "1 2401.0 1138.0 8.3014 358500.0 NEAR BAY \n", - "2 496.0 177.0 7.2574 352100.0 NEAR BAY \n", - "3 558.0 219.0 5.6431 341300.0 NEAR BAY \n", - "4 565.0 259.0 3.8462 342200.0 NEAR BAY " - ] - }, - "execution_count": 274, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "#Housing Dataset\n", - "housing.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 275, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "housing.hist(bins=40 , figsize=(20,20)) #Pandas Hist function\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 276, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(11,7))\n", - "sns.distplot( housing[\"median_income\"])\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 277, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(11,7))\n", - "sns.distplot( housing[\"median_income\"] , bins=20)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 278, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(11,7))\n", - "sns.distplot( housing[\"median_income\"] ,bins=20 , hist_kws=dict(edgecolor = '#9dab86' ,linewidth=2))\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 755, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#Changing the color of all the plot elements using \"color\" parameter\n", - "plt.figure(figsize=(11,7))\n", - "sns.distplot( housing[\"median_income\"] ,bins=20 , hist_kws=dict(edgecolor = '#9dab86' ,linewidth=2) , color='green')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 741, - "metadata": {}, - "outputs": [], - "source": [ - "sns.set(style=\"white\", color_codes=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 742, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAABKEAAAR1CAYAAABiaNYeAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3Xl0nPV99/3PLBqNRvs2kvcdeTd2CDgOMUuJBY6FwXEbAnfMk7YOkDt163PffpoEbkizNEt54t5tEk7xSUPT2j2mFHCcRTjgQErtQMAmeJUxsi1bsmZGGmk0kmZGsz1/yBqwLdmWNKNrNPN+naNzfOm6ZvQVxhrN5/p9vz9TPB6PCwAAAAAAAEghs9EFAAAAAAAAIPMRQgEAAAAAACDlCKEAAAAAAACQcoRQAAAAAAAASDlCKAAAAAAAAKQcIRQAAAAAAABSjhAKAAAAAAAAKUcIBQAAAAAAgJQjhAIAAAAAAEDKEUIBAAAAAAAg5QihAAAAAAAAkHJWowtItWAwqMOHD6uyslIWi8XocgAgbUSjUXk8Hi1cuFB2u93ocgzBawQADI3XCV4nAOBKRvI6kfEh1OHDh/XAAw8YXQYApK3t27frhhtuMLoMQ/AaAQBXx+sErxMAcCXDeZ3I+BCqsrJSUv9/lOrqaoOrAYD00draqgceeCDxczIb8RoBAEPjdYLXCQC4kpG8TmR8CDWwbLa6ulqTJ082uBoASD/Z3F7AawQAXB2vE7xOAMCVDOd1gsHkAAAAAAAASDlCKAAAAAAAAKQcIRQAAAAAAABSjhAKAAAAAAAAKUcIBQAAAAAAgJQjhAIAAAAAAEDKEUIBAAAAAAAg5QihAAAAAAAAkHKEUAAAAAAAAEg5QigAAAAAAACkHCEUAAAAAAAAUo4QCgAAAAAAAClnNboAAMnl7+1TIBgZ9Fye3apCh22MKwKQSfgZAwAAkDxD/W6Vqb9XEUIBGSYQjOhAg3vQc8tqnBn5gwzA2OFnDAAAQPIM9btVpv5eRTseAAAAAAAAUo4QCgAAAAAAAClHOx4AAAAAABgSMyGRLGkRQu3evVtPPfWUIpGIHnzwQT3wwAMXnW9sbNQTTzwhn8+nyspKff/731dxcbFB1QIAAAAAkD2YCYlkMbwdz+VyaevWrdqxY4defPFF7dy5UydPnkycj8fjeuSRR7Rx40b97Gc/07x58/T0008bWDEAAAAAAACGy/AQat++fVq+fLlKSkrkcDhUW1ur+vr6xPkjR47I4XBo5cqVkqSHH374spVSAAAAAAAASG+Gh1But1uVlZWJY6fTKZfLlThuampSRUWFvvrVr+ree+/VE088IYfDYUSpAAAAAAAAGCHDQ6hYLCaTyZQ4jsfjFx1HIhG9+eab+uxnP6sXXnhBU6ZM0Xe+8x0jSgUAAAAApDF/b5/c3t5BP/y9fUaXB2Q9wweTV1dX66233kocezweOZ3OxHFlZaWmTZumRYsWSZLWrFmjTZs2jXmdAAAAAID0xgBtIL0ZvhJqxYoV2r9/v7xerwKBgPbs2ZOY/yRJS5culdfr1fHjxyVJe/fu1YIFC4wqFwAAAAAAACNg+Eqoqqoqbd68WRs2bFA4HNb69eu1ePFibdy4UZs2bdKiRYv0wx/+UI899pgCgYCqq6v1ve99z+iyAQAAAAAAMAyGh1CSVFdXp7q6uos+t23btsSflyxZoueee26sywIAAAAAAECSGN6OBwAAAAAAgMxHCAUAAAAAAICUI4QCAAAAAABAyhFCAQAAAAAAIOUIoQAAAAAAAJByhFAAAAAAAABIOUIoAEDa2717t1avXq1Vq1Zp+/btl50/cuSIPv3pT+vuu+/WQw89pK6uLgOqBAAAAHAlhFAAgLTmcrm0detW7dixQy+++KJ27typkydPXnTNt771LW3atEk/+9nPNGPGDP34xz82qFoAAAAAQyGEAgCktX379mn58uUqKSmRw+FQbW2t6uvrL7omFoupp6dHkhQIBGS3240oFQAAAMAVEEIBANKa2+1WZWVl4tjpdMrlcl10zZe//GU99thjuvnmm7Vv3z7dd999Y10mAAAAgKsghAIApLVYLCaTyZQ4jsfjFx0Hg0E9+uijeuaZZ/T666/r/vvv11//9V8bUSoAAACAKyCEAgCkterqank8nsSxx+OR0+lMHJ84cUK5ublavHixJOkzn/mM3nzzzTGvEwAAAMCVEUIBANLaihUrtH//fnm9XgUCAe3Zs0crV65MnJ82bZpaW1vV2NgoSXrllVe0aNEio8oFAAAAMASr0QUAAHAlVVVV2rx5szZs2KBwOKz169dr8eLF2rhxozZt2qRFixbp29/+tv7qr/5K8Xhc5eXl+tu//VujywYAAABwCUIoAEDaq6urU11d3UWf27ZtW+LPt9xyi2655ZaxLgsAAADAMNCOBwAAAAAAgJQjhAIAAAAAAEDKEUIBAAAAAAAg5QihAAAAAAAAkHKEUAAAAAAAAEg5QigAAAAAAACkHCEUAAAAAAAAUo4QCgAAAAAAAClHCAUAAAAAAICUI4QCAAAAAABAyhFCAQAAABgXdu/erdWrV2vVqlXavn37ZeePHTumdevWqba2Vo8++qgikchF548ePaqFCxeOVbkAgEsQQgEAAABIey6XS1u3btWOHTv04osvaufOnTp58uRF12zZskWPP/64XnrpJcXjcT377LOJc4FAQN/4xjcUDofHunQAwAWEUAAAAADS3r59+7R8+XKVlJTI4XCotrZW9fX1ifPNzc0KBoO6/vrrJUnr1q276Px3vvMdPfjgg2NeNwDgA4RQAAAAANKe2+1WZWVl4tjpdMrlcg15vrKyMnH+lVdeUTAY1J133jl2BQMALmM1ugAAAAAAuJpYLCaTyZQ4jsfjFx0Pdd7j8eipp57SM888M5blAgAGwUooAAAAAGmvurpaHo8ncezxeOR0Ooc839bWJqfTqVdffVWdnZ164IEHtHbtWknS2rVr1d3dPXbFAwAkEUIBAAAAGAdWrFih/fv3y+v1KhAIaM+ePVq5cmXi/KRJk5Sbm6u3335bkrRr1y6tXLlSf/zHf6yXX35Zu3bt0q5duxLnCgoKDPk+ACCbEUIBAAAASHtVVVXavHmzNmzYoHvuuUdr1qzR4sWLtXHjRh06dEiS9OSTT+rb3/627rzzTvX29mrDhg0GVw0A+DBmQgEAAAAYF+rq6lRXV3fR57Zt25b489y5c/Xcc89d8TkaGhpSUhsA4OpYCQUAAAAAAICUI4QCAAAAAABAytGOBwAAAABAmvL39ikQjAx6Ls9uVaHDNsYVASNHCAUAAAAAQJoKBCM60OAe9NyyGichFMYV2vEAAAAAAACQcoRQAAAAAAAASLm0CKF2796t1atXa9WqVdq+fftl53/wgx/otttu09q1a7V27dpBrwEAAAAAAED6MnwmlMvl0tatW/X888/LZrPpvvvu00033aTZs2cnrjl8+LC+//3va+nSpQZWCgAAAAAAgJEyfCXUvn37tHz5cpWUlMjhcKi2tlb19fUXXXP48GH90z/9k+rq6vT1r39doVDIoGoBAAAAAAAwEoaHUG63W5WVlYljp9Mpl8uVOO7p6dG8efO0ZcsWvfDCC+rq6tKPfvQjI0oFAAAAAADACBkeQsViMZlMpsRxPB6/6Dg/P1/btm3TrFmzZLVa9ad/+qd67bXXjCgVAAAAAAAAI2R4CFVdXS2Px5M49ng8cjqdieOWlhY999xzieN4PC6r1fBRVgAAAAAAABgGw0OoFStWaP/+/fJ6vQoEAtqzZ49WrlyZOG+32/V3f/d3Onv2rOLxuLZv365PfvKTBlYMAAAAAACA4TI8hKqqqtLmzZu1YcMG3XPPPVqzZo0WL16sjRs36tChQyorK9PXv/51PfLII7rzzjsVj8f1+c9/3uiyAQAAAAAAMAxp0ddWV1enurq6iz63bdu2xJ9ra2tVW1s71mUBAAAAAAAgSQxfCQUAAAAAAIDMRwgFAAAAAACAlCOEAgAAAAAAQMoRQgEAAAAAACDlCKEAAAAAAACQcoRQAAAAAAAASDlCKAAAAAAAAKQcIRQAAAAAAABSjhAKAAAAAAAAKUcIBQAAAAAAgJQjhAIAAAAAAEDKEUIBAAAAAAAg5QihAAAAAAAAkHKEUAAAAAAAAEg5QigAAAAAAACkHCEUAAAAAAAAUo4QCgAAAAAAAClHCAUAAAAAAICUI4QCAAAAAABAylmNLgAAAAAAgHTk7+1TIBgZ9Fye3apCh22MKwLGN0IoAAAAAAAGEQhGdKDBPei5ZTVOQihgmGjHAwAAAAAAQMoRQgEAAAAAACDlaMcDAAAAAAAjFo3GdLixXa3tPer0h7T64zNoVcSgCKEAAAAAAMCIff/fD+i3B5sTx+83+/SVBz8qk8lkYFVIR7TjAQAAAACAETnY4NZvDzbr3ltn68ePfVIbVs/T/kPn9eqBc0aXhjRECAUAAAAAAIYt1BfVv9Yf0/QJRdqwep6cpQ6tu22O5k0v0z89/67aOgNGl4g0QwgFAEh7u3fv1urVq7Vq1Spt3779svONjY363Oc+p7vvvlt/9md/Jp/PZ0CVAAAA6c/f2ye3t3fQD39v37Cea9+hFvl7wvrLzyyV1dIfL1jMJm3+7DJFY3E98/OjKa8B4wszoQAAac3lcmnr1q16/vnnZbPZdN999+mmm27S7NmzJUnxeFyPPPKIHn30Ua1cuVJPPvmknn76aW3ZssXgygEAANJPIBjRgQb3oOeW1TiveaB4TzCsY6e9uv2GKZo9peSicxMq8nXbR6boN2+fVbAvIrvt4ughWTVg/GElFAAgre3bt0/Lly9XSUmJHA6HamtrVV9fnzh/5MgRORwOrVy5UpL08MMP64EHHjCqXAAAgKzQcKZD8bh027Ipg57/+OKJCvZFdXCIsAnZiRAKAJDW3G63KisrE8dOp1Mulytx3NTUpIqKCn31q1/VvffeqyeeeEIOh8OIUgEAALJCPB7XsdNeTSh3aEJF/qDXLJxVrkKHTfvePT/G1SGdEUIBANJaLBa7aHvfeDx+0XEkEtGbb76pz372s3rhhRc0ZcoUfec73zGiVAAAgKzQ2t6rTn9Ic6eXDXmNxWLW8oXVeuNIq8KR6BhWh3RGCAUASGvV1dXyeDyJY4/HI6fTmTiurKzUtGnTtGjRIknSmjVr9O677455nQAAANni2GmvrBbzZbOgLrVi8UQFQhEdPOG54nXIHoRQAIC0tmLFCu3fv19er1eBQEB79uxJzH+SpKVLl8rr9er48eOSpL1792rBggVGlQsAAJDR+iJRnTzXqTlTSmSzWq547ZI5lcq3W7Xv3ZYxqg7pjt3xAABpraqqSps3b9aGDRsUDoe1fv16LV68WBs3btSmTZu0aNEi/fCHP9Rjjz2mQCCg6upqfe973zO6bAAAgIx05nyXwpGY5k4rveq1OVazblo4Qb873KpoNCaLhXUw2Y4QCgCQ9urq6lRXV3fR57Zt25b485IlS/Tcc8+NdVkAAABZ51RLl/JyraoeYiD5pZbWOLX3rbM60+rXzEnFKa4O6Y4YEgAAAAAAXFU0FldTq1/Tqgtl/tBGMVcy78Lw8uNnvKksDeMEIRQAAAAAALiq8209CoWjmjHx2lc0OUvzVFqYq2OnCaFACAUAAAAAAK7B6RafLGaTJlcVXPNjTCaT5k4vU8PpjhRWhvGCEAoAAAAAAFxRPB7XqfNdmuwsuOqueJeaO61M59t71OEPpqg6jBdpEULt3r1bq1ev1qpVq7R9+/Yhr3v11Vd1++23j2FlAAAAAACgwx9SV0+fpg+jFW9AYi4Uq6GynuEhlMvl0tatW7Vjxw69+OKL2rlzp06ePHnZdW1tbfrud79rQIUAAAAA0sHVbl4fO3ZM69atU21trR599FFFIhFJ0ltvvaV169aprq5ODz/8sHw+31iXDox7p1r6/91Mn1A07MfOmlwsq8WkBoaTZz3DQ6h9+/Zp+fLlKikpkcPhUG1trerr6y+77rHHHtOXvvQlAyoEAAAAYLRruXm9ZcsWPf7443rppZcUj8f17LPPSpK+8pWv6Hvf+552796t2bNn68c//rER3wIwrp1p9auiJE8FeTnDfqwtx6JZk0sYTg7jQyi3263KysrEsdPplMvluuian/70p5o/f76WLFky1uUBAAAASANXu3nd3NysYDCo66+/XpK0bt26xPlf/vKXmj17tsLhsFwul4qKhr+SA8hmvcGwXO09mlpVOKzH+Xv75Pb2yu3t1dSqQr13tlMtnm6FwtEUVYp0Z3gIFYvFZDKZEsfxePyi4xMnTmjPnj364he/aER5AAAAANLA1W5eX3q+srIycT4nJ0cNDQ265ZZb9MYbb+hTn/rU2BUOZIDjpzsUi0tTq4cXQgWCER1ocOtAg1tms0nhSEy/frNJkWgsRZUi3RkeQlVXV8vj8SSOPR6PnE5n4ri+vl4ej0ef/vSn9YUvfEFut1v333+/EaUC41KoL6reYNjoMgAAAEblajevr3a+pqZG+/bt0xe/+EVt3rx5bIoGMsThxjblWM2qLneM+Dmqyvof6/L2JqssjEOGh1ArVqzQ/v375fV6FQgEtGfPHq1cuTJxftOmTXrppZe0a9cuPf3003I6ndqxY4eBFQPjRzwe1+7XG/X8qycVj8eNLgcAAGDErnbz+tLzbW1tcjqdCoVCevnllxOfv/vuu9XQ0DA2RQMZIB6P63BjuyY7C2QxjzxCKMjLUa7NonZfIInVYbwxPISqqqrS5s2btWHDBt1zzz1as2aNFi9erI0bN+rQoUNGlweMa+83++Ty9srX3aemVr/R5QAAAIzY1W5eT5o0Sbm5uXr77bclSbt27dLKlStltVr1N3/zNzp8+LAk6Ve/+pWWLVtmyPeA7PDhOUiXfvh7+4wub9iaPd1q9wWHPQ/qUiaTSRXFeWrrJITKZlajC5Ckuro61dXVXfS5bdu2XXbd5MmTtXfv3rEqCxjXorG4fnf4vMqK7Ar2RXS4sV333jrb6LIAAABG5MM3r8PhsNavX5+4eb1p0yYtWrRITz75pB577DF1d3drwYIF2rBhgywWi7Zu3arHH39c0WhUVVVV+ta3vmX0t4MMNjAHaTDLapwqdNjGuKLROXC8/3sZ7jyowVQU23XkVLtiMbo0slVahFAAku/YqXb5uvv0qRUz5Oro1VvHXPJ0BuQsG3kfNwAAgJGudvN67ty5eu655y573A033KDnn38+5fUBmehAg1tVZQ4V5eeO+rnKS/IUicbl6WAuVLYyvB0PQPLFYnH9/phLE8rzNW1CoRbMKJPJJL124JzRpQEAAAAYJ/rCUR16v10LZ5Yn5fkqiu2SpGZPT1KeD+MPIRSQgXw9IfUGI5o/o0wmk0kFDptmTCjWf73TrGa3PyN60wEAAICRYtOea3OksV194agWJCmEKiuyy2zqnzOF7EQ7HpCBOrpCkvp/yA+omVaqxhaf9rzRpAkV+RddPx570wEAAIDhamrt0s/+q1G/PXhOn/r4TH3urnkym01Gl5W2DjS4ZbWYNXdamY6cah/0mkg0Jrd38Pa6UDh60bHFYlZJoV3Nnm5dN7U06fUi/RFCARnI2xWUJJUUfdC3XVGSlzh3aQgFAAAAZLr/eqdZz/ziqGxWs+ZMLdVze9/T+bYebb5/mXJzLEaXl5YONLi1YGaZcm1D//cJhaN692TboOdqpl0eNFWU2FkJlcUIoYAM5O0KqtCRI5v1gxeLQkeObDlmtV8IqAAAAIBs0ReO6rnfvKf5M8r01f/nRhXl27Trt+/rn3cfUeRfY3rsT28yusS04+kIqKnVrz+6YWpSn7e8OE8nmjoVDEVkzyWSyDbMhAIyUIc/qNIPteJJkslk0oTyfHl9hFAAAADILgdPeNTdG9af3b1QxQW5MplMuueW2frcXfP0xpFWHRpiJU82O3jCLUlaNteZ1OetKO7v0GjzBZL6vBgfCKGADBOLxdXRFVJZof2yc9Xl+YlWPQAAACAb9AbDeueERzfMq7psDtHdK2epvNiuf/nlUYaVX+JAg1tlRXZNqy5M6vNWlPS/T2nr5H1JNiKEAjJMmy+gaCyu0g/NgxowoSJfgVBEgVDEgMoAAACAsffWMZeisZjW3TrrsnO5ORZ9dtVcNZzp0O8OtxpQXXqKRmN654RHy2qcMpmSO7jdYc9RoSNH7ayEykqEUECGafH0SLp4Z7wBAwPJWQ0FAACAbBCNxdRwpkPXTS1VVdngm/Pc8dEpmlRZoH/91VFFY6yGkqQTTZ3qCYS1rCa5rXgDJlYWqJ0xIVmJEArIMC1t/TtNXDoTSpImlF8IofiBDwAAgCzQ7O5RXySmWZOKh7zGYjHr/toanXV162CDewyrS19vHm2V2WzS0prKlDz/hPJ8dfiDtEBmIUIoIMOcb+tRfl7OoNvMFhfYZMsxsxIKAAAAWeHUeZ+sFrOmVF15rtHHFk1UcYFNe944M0aVpbc3j7Zq4cxyFThsKXn+CRX5ikTj6urpS8nzI30RQgEZpqWtR2WFl8+Dkvp3yCsrsqudEAoAAAAZLh6P61RLl6ZWFcpqufJb3xyrWbffMFVvHmlVR5b/rtza3qOmVr9uXFCdsq9RXe6QxJiQbEQIBWSQWCyu8209g7biDSgrssvbxdJXAAAAZDZPR0A9gbBmTCy6putX3TRV0Vhcr7x1NsWVpbc3j/QPaL9xfipDKGbVZitCKCCDtHUGFApHBx1KPqCsyK5QX1S97JAHAACADHaqxSeTpOkTri2Emuws1IKZ5drzxpmsvmH7xpFWTakqTGxqlAp5uVYV5OUQQmUhQigggzS5/JKk0qLB2/Ekqby4P6BiODkAAAAyWWNLlyZU5Muea73mx9Qun6bzbT069H5bCitLX73BsI40tuumFLbiDRjo0EB2IYQCMsj5th5JUknB0CHUwCopfuADAAAgU3X19MnbFdSMiUPvijeYFYsnymG36jdvnUtRZent0PvtisbiKW3FG1BWZFdHV0ixLF51lo0IoYAM0u4LyGoxKe8Kd3vycq2y5Zjl6w6NYWUAAADA2Dnf1i1JmuwsGNbjcnMsWrFoovYdalFfOJqK0tLawQa3igtsum5aacq/VlmxXdFYXF3d7JCXTQihgAzS3hVUSUGuTCbTkNeYTCYVOmzy94bHsDIAAABg7Jxv75XNalZZ8dCzUody67LJ6g1G9PtjrhRUlr76IlH94T2PViyeKIt56PcTyUKHRnYihAIyiNcXVEnh1V9oi/Jt6urhjgMAAAAyU2t7j6rL82W+ws3ZoSycXaGyoly9diC7WvJOtXSpLxLTLUsnj8nXG5hjSwiVXQihgAzS1hlQaeHQ86AG9K+E6svqXT8AjM6Z1i7CbABAWgr1RdXuC6q63DGix1vMJn3i+sn6/VGXeoPZ0z3wXlOHyorsmje9bEy+ns1qUaHDRgiVZQihgAwRj8f72/GuIYQqyrcpHIkp1Jd9fe4ARq+1vUc/f/2Ufnswu+4QAwDGh1Zv/2Y91eX5I36OW5ZNUiQa09vH3ckqK60FQhE1ufy6aUG1zGPQijegrCiXECrLEEIBGaInGFGoL3rNK6EkqauXVQwAhicSjek3b/eHT2da/ayGAgCknda2HpkkVY1wJZQkzZ5cokmV+frdkdbkFZbG3j/XqXhcumlB6nfF+7CyIrs6/CHFYnRoZAtCKCBDtPsCknRNM6EK8/tDKD9vHgEM06/2nZa3K6hblk6SJB071W5wRQAAXOx8e6/KS/Jks1pG/Bwmk0m3LJ2shtNedQcyvyXvRFOnSotyh72b4GiVFdsVi8XZuTuLEEIBGaLd17+M9VpWQhWxEgrACLS29+jn/92oOVNKtHBWhaZVF+roaa+i3L0EAKSJaCwml7dXE0axCmrALcsmKy7p5NnO0ReWxrxdQZ1v71HN1NIr7rKdCgM75LXTkpc1CKGADOG9sBLqWkKoXJtFNqtZ/t7Mv6sDIHkOnvAoEo3rxgtL9RfMLFdvMKIz57sMrgwAgH5nXd2KRGOaUDHyeVADJlYWaMaEIp1o6khCZenr3ZNtsphNmj+jfMy/dumFLg7mQmUPQiggQ7RdWAl1LYPJpf6WPNrxAAzHqWaf8nKtKr7Q0jutukj5eTk60khLHgAgPbx/rn/V0miGkn/YTQsnyNMZUIcBIUk4EtV//6FFvz14Tufc3SnZqS/YF1HDGa+um1qqvFxr0p//anKsZhXls0NeNhn7/8sApES7L6iifJtyrrH3vdBhk592PADD0Nji09SqwsRSfbPZpNmTi3Xo/XYGigIA0sLp1i457NbERjyjdeP8Ku38dYNOnO0cs6HdoXBU//7Scf36zaaLNgAxm6TFcyr10XlVsuWMfN7Vhx1t9CoSjWvJnIqkPN9IlBXZCaGyCCEUkCHafQGVF199KPmAonybmj3disd54wjg6qKxuE6f79LK6ydd9Pny4jzFYnF2yQMApIWzrX5VlOQl7fmKC/qHdZ9o6tCN86tSPjOpOxDWN//5DR091a6PLZqg2uXTlZtj0b53W/Te2U69c8KjE00duuOjUzWlqnBUXysai+vQ+22aVFmg8uLk/TcbrrIiu5pauxSNxWQx06yV6fgbBjJEuy84rBePQodN4UhMoXA0hVUByBQtnm6F+qKX/cI7MFDU6+cOJgDAWOFIVC1tPapIcqBy3dRSdfX0qbW9N6nPe6kOf1Bf/dHrajjj1Zb/cYO+8uCNWlbjVGVJnqZUFer2G6Zo/e1zZLdZ9fPXT6nhzOhmVZ1o6lB3IGzoKijpwg55canTzw2tbEAIBWQIry847JVQkpgLBeCaNDb7JElTLwmhBjZDMGJWBgAAH9bU6lc0Fk/qSihJmjm5WDlWs46eSt0MxEg0pr/9yZtqaevR//nT5frEJSuPB1SVObTu1tmaUOHQy79v0q/2nx7R1wv1RbX/0HlVlzk0fULRyAtPgsQNLX6XyAqEUEAGCEdi6uwOqbzo2kOoQkeOJLFDHoBrcqrFJ6vFfNluQ7YciwrycuTtChlUGQAA/U619N8wqUxyCGWzWjRnSolOnutMWRfBT395TMdjxsBAAAAgAElEQVTPdOgv/2Spls11XvHaXJtFdTfP1JwpJXpu73v69z0Nwx6x8cbRVgVDEa1cOinlLYZXU1qYK5MIobIFM6GADDCwAqFsOO14F1ZCMccFwLV4v9mnqdWFslouv39VWpSrDtrxAAAGa2zpUm6ORUUFgw8lj0Rjcnsvb6nLu4ZB5gtmlOvoKa/ea+rQwlnJbV974/B5vfDqSd21Yro+sXTwFVCXsljMuuPGqaoszdOOl44rHInqc3fNu6ZAqanVr8Mn27RwVrkqSx2jLX/UrBazigtyCaGyBCEUkAHafAFJGlY7Xm6ORTlWMzvkAbiqeDyuUy0+3Th/8F2BygrtOnLKqxgbHQAADNTY7NNkZ4HMQwQxoXBU755su+zzy2qcVw2hKkvzVFFi19FT3qSGUB3+oP7vzoOaOalYf373wmE91mwy6fNrFqjQYdN/vPKeOv0hfXH9kkFvGA3o9If09IuHlGuz6MYx2u3vWrBDXvagHQ/IAO2+/h/YwwmhTCaTivJtrIQCcFXerqB83X2aMbF40POlRXZFojF5ffzyCAAwxsANk9HuGDcUk8mk+dPL5ekMyNORvAHlT79wSIFQVP/7gY/IlmMZ9uPNJpP+5/ol+uyqGv36zSZ9bdt++boHb5H39/bp//zTPrX7ArrrY9Nlt6XPmpSyolz5ukOKRmNGl4IUI4QCMsAHIdTw+t8LHTZWQgG4qoGh5DMnDRVC9Q8nP9/WM2Y1AQDwYS5vr3qDkcs20Eim66aWymoxDbqaaiT2Hzqv1//QovtWXTeq8MxkMun+2rna/NmlOtLYroe+/bKe/81JhSP986uisbj2Hzqvr/7ov9Xs6dZf/Mn1mlhZkJTvIVnKiu2Kx6UOPzMmM136RJ8YV/y9fQoEI4Oeu5aeaiRXuy+gHKtZhY4cBUOD/70MptCRw5tGAFfVeGHQ64yJReoeZDODssL+VZgtbd1jWhcAAAMGhpJPqSpU5xArgUYr12bR/BnlOvx+mz46RIv6teru7dNT//kHzZhYpE/fNicp9d1+w1TNnlyin/z8qH7y8yP6l18eVUWxXdFYXO2+oCpK8vTo52/UFGehDjS4k/I1k4Ud8rIHIRRGJBCMDPmD61p6qpFcXl9Q5cX2Ye9sUeCwKRSOKjCM4ApA9mk675ezzCGHPWfQEMqea1VerlUthNoAAIM0NnfJbJImOQtSFkJJ0vXXVerw++1654Rbty6bPOLn+efdR+Tr6dPjf778ijOchmtqdZGe+PPl+sN7Hr17sk3ujl6F+qK6ddlk3bSgWhaLedDh7EYrKcyV2WRKdHggcxFCARmgvSuYuHswHIWOHEn9dxymTShKdlkAMoTL26sJ5VfePaesKJeVlQAAw5xq8WmSs0C5I5irNByFDptqppXq6CmvfN0hOcuGv7vcOyfc+vWbTVp/+xzNnlySgiqlJXMqtWROZUqeOxUsZrNKi3ITGy4hczETCsgAnf6QSguHH0IV5PWvWGPZK4ArcXf0ynmVLZxLi+xqaetRnB3yAAAGeL/Zp5kTUxPoXGpZjVOxWFx73mwa9mODfRH943/8QZMqC/TZVTUpqG78Ki/OU3snIVSmI4QCMkBnd0glhbnDflzBwEoolr0CGEIoHFWH/+p3essK7QqEIoTaAIAx19XTp7bOgGZOGpuV/SWFuZo9pUSv/L5JLZ7hzUN89uUT8nT0atNnrh/RbniZrKLYrp5gZEQbJ/l7++T29g76wUZM6SUtQqjdu3dr9erVWrVqlbZv337Z+V//+teqq6vTpz71KX35y19WXx//EwEDwpGYegJhFRcMP4TKt+fIJFZCAfjApb/ENZz2SpLsNovc3l6FwtFBHzewQ945N8PJAQBj61RiA43Bd3FNhY8vniirxax/ePYdxWLXtgq4oalDrx1s1rpbZ2v+jPIUVzj+VJT07/Q9kt8lBmYWD/Yx1IZaMIbhIZTL5dLWrVu1Y8cOvfjii9q5c6dOnjyZON/b26uvf/3r+slPfqJf/OIXCoVCeuGFFwysGFcTicZIoMeQ78LgxZGshDKbTcrPyyGEApBw6S9xvzvcKql/xeSBBrci0digjxvYkMLTwTJ6AMDYMiKEys/L0WfuuE5HGttV/7vTV72+3RfUq2+f03VTS/S5u+alvsBxqLy4f7zIWZff4EqQSoYPJt+3b5+WL1+ukpL+/t3a2lrV19frS1/6kiTJ4XBo7969ysnJUSAQUHt7u4qKGKCczkLhqN492XbZ59k1LzU6/RdCqBGshJL6h5O3E0IBGMLADYTC/Cv//C7I62/vZaAoAGCsNTb7VFZkV0lh7pju/Hbzkol654RHz/z8iOZOK9PMSYOHYF09ffrlvlPKsZr10D2LZUnibniZxGHPkcNu1Vn32IRQ/t6+IVdJ5dmtvHdNEcP/73e73aqs/GBqv9PplMvluuianJwcvfbaa7r11lvV0dGhm2++eazLBNLWwBa0pSNYCSVJBQ6bOgihAAyhq6dPZlP/Hd8rsVjMKsq3sRIKADDmTrV0DRkApZLJZNJf/Mn1yrfn6Cs/el2H3r/8Rryno1f/+Zv3FOqLavWK6SPqXsgmFcV5Ousam9Z+WviMYXgIFYvFZDKZEsfxePyi4wG33HKL3njjDd1222362te+NoYVAultYCXUSGZCSf2rF7xdwWvuZQeQXfy9fSpw2GQe5LX5UmVFdrWxqw0AYAz1haM66/JrxkRjumWcZQ597y9WqqzIriee3q9/+cVRHT/j1fm2Hv32nWa98Nr7MptMWnfbbFWX5xtS43hSXmzX+bbuIdv/Mf4ZHkJVV1fL4/Ekjj0ej5xOZ+K4s7NTr7/+euK4rq5ODQ0NY1ojkM46RzETSupfCRWJxhOzpQDgw/y9fde8HL2syC4PIRQAYAw1ufyKxuKGrIQaUFmap+9+6RNaMqdSz796Un/3b2/r+VdP6mhju6ZWFerTt89RWZHdsPrGk/KSPEWicTY6yWCGh1ArVqzQ/v375fV6FQgEtGfPHq1cuTJxPh6Pa8uWLWppaZEk1dfXa9myZUaVC6SdTn9IuTaL8nJHNuKt0NHfYsMbRwCD8ff0qTD/yq14A0qLclkJBQAYU6ea+4eSzxzDoeSDKcq36Yk/X64dX79LX1q/RJ+8cao+X7dAd35semJuIq6u4sJw8oFh88g8hodQVVVV2rx5szZs2KB77rlHa9as0eLFi7Vx40YdOnRIpaWl+sY3vqGHHnpId999t06dOqUtW7YYXTaQNjr9oREPJZc+GCZMCIV0tnv3bq1evVqrVq3S9u3bh7zu1Vdf1e233z6GlWW2aDSmnmBkWCuhAqGIegLhFFcGAEC/xhaf8nItadPqlp+Xo6U1Tl03tVS5ORajyxl3SgrtslpMOtXSZXQpSBHDd8eT+lvs6urqLvrctm3bEn++4447dMcdd4x1WcC44OseXQg18OaS1QtIVy6XS1u3btXzzz8vm82m++67TzfddJNmz5590XVtbW367ne/a1CVmcl/IUwqGkYIJfX/PLnaIHMAAJKhsdmn6ROKZTZffXYh0p/FbNLEigJWQmUww1dCARidzu7QqHbZyLVZZMsxs6MV0ta+ffu0fPlylZSUyOFwqLa2VvX19Zdd99hjj+lLX/qSARVmLn9PnySpMH94IRQrKwEAYyEWixu2Mx5SZ9qEIp0826l4nI2TMhEhFDDOdfpHF0KZTKYLw4R7h/1Yf2+f3N7eQT/8vX0jrgn4MLfbrcrKysSx0+mUy+W66Jqf/vSnmj9/vpYsWTLW5WW0gX/Hw2nHkwihAABjw+XtVSAU0QyD50EhuWZOLFJ3IKyWth6jS0EKpEU7HoCRicbi6uoJqXgU7XjSyLdVDwQjOtDgHvTcshrnNb9xBa4kFovJZPpgiX08Hr/o+MSJE9qzZ4+eeeYZtba2GlFixvL39Mlk0jUPVC0pyJXZbKK9FwAwJhovtGzNnFRkcCVIpoGVbSeaOjSpssDgapBsrIQCxjF/T59icY1qJpR0YVt12vGQpqqrq+XxeBLHHo9HTqczcVxfXy+Px6NPf/rT+sIXviC3263777/fiFIzTldvWAV5Odc8Z8NsNo041AYAYLhONftkNps0tZoQKpNMrCiQ3WbRiTMdRpeCFCCEAsaxzu6QJI2qHU/qD6E6/CGFI9FklAUk1YoVK7R//355vV4FAgHt2bNHK1euTJzftGmTXnrpJe3atUtPP/20nE6nduzYYWDFmcPf0zfsFY2VJXmEUACAMdHY4tNkZwG70GUYs9mk2VNK1NBECJWJCKGAcazTH5SUnBBKktp9wVHXBCRbVVWVNm/erA0bNuiee+7RmjVrtHjxYm3cuFGHDh0yuryM5u/tU9E1DiUfUFGSx0woAMCYONXs00zmQWWkmqmlOtXi4yZ5BmImFDCOdXb3Dw0ebTteeXF/COXu6FV1ef6o6wKSra6uTnV1dRd9btu2bZddN3nyZO3du3esysposVhcPYGwCoa5EqqiJE9vHD5/2ewuAACSydcdUpsvyFDyDDVnaqki0bgam32qmVZmdDlIIlZCAeNYpz857XgVJXmSJLd3+DvkAchMvcGw4rr2oeQDKkrs6ovE1NXDDpkAgNQ53dIliaHkmapmaqkk0ZKXgQihgHGs0x+U1WIa9pvES5UV2WU2Sa2EUAAu6A6EJUn59uH9fKm8EGqz2QGAVNi9e7dWr16tVatWafv27ZedP3bsmNatW6fa2lo9+uijikQikqS3335b69ev19q1a/Xggw+qubl5rEtHkg3sjMdKqMxUUZKnsiK73mvqNLoUJBkhFDCOdXaHVFyQO+qWF6vFrLLiPFZCAUjoDfa/ccvPG17n/sDKSuZCAUg2l8ulrVu3aseOHXrxxRe1c+dOnTx58qJrtmzZoscff1wvvfSS4vG4nn322cTnv/nNb2rXrl2qq6vTN7/5TSO+BSRRY7NPFcV2FY9yLAXS13VTGU6eiQihgHHM192XtBfeqjKHXIRQAC5IrIQa5krLyhKHJLFDHoCk27dvn5YvX66SkhI5HA7V1taqvr4+cb65uVnBYFDXX3+9JGndunWqr69XX1+f/vIv/1Jz586VJNXU1Oj8+fOGfA9InsYWn2ZMYhVUJrtuaqnOt/XId2FHcGQGQihgHOv0B0c9D2pAVZmDlVAAEnoCYZlNJuXlDm8lVHGBTTlWMyEUgKRzu92qrKxMHDudTrlcriHPV1ZWyuVyyWazae3atZKkWCymH/zgB7rjjjvGrnAkXSgc1Tl3d9J2xotEY3J7ewf9CIXZnc0oC2dWSJIOv99ucCVIJnbHA8axTn9IU6uTM4yxqsyh9q6gwpGocqyWpDwngPGrJxCWI8867HZfk8mk8mK72nyEUACSKxaLXfQz6dJdOK92vq+vT1/+8pcViUT00EMPjU3RSImm1i7FYvGkrYQKhaN692TboOdqppUm5WtcC39vnwIX2uE/LFuDsDlTS5SXa9XBE259fMlEo8tBkhBCAeNUPB5XZ3efSpLUjucsdSge75/jMrGiICnPCWD86gmGVTDMoeQDSgvt6uhi6TyA5KqurtZbb72VOPZ4PHI6nRed93g8ieO2trbE+Z6eHj3yyCMqKSnRU089pZyc0W3qAmM1Nl/YGS/DhpIHghEdaHBf9vmxDMIGVoVdyoggzGoxa/HsCv3hPc/VL8a4QTseME71BCOKRGPJa8cr75/j4mqnJQ9A/0qo4c6DGlBWbJe3K5jkigBkuxUrVmj//v3yer0KBALas2ePVq5cmTg/adIk5ebm6u2335Yk7dq1K3F+y5YtmjZtmv7+7/9eNpvNkPqRPI3NncrLtaqqzGF0KRknFI7qQIP7so9INGZIPUvmVKq1vVet7T2GfH0kHyEUME51+vvf4CUthCrtfxF3dxBCAegfTD7iEKqIEApA8lVVVWnz5s3asGGD7rnnHq1Zs0aLFy/Wxo0bdejQIUnSk08+qW9/+9u688471dvbqw0bNujo0aN65ZVXdODAAd17771au3atNm7caPB3g9F4/5xPsyYXy2we3Q7RSH/XX9c/5+2dE6yGyhS04wHjVKe/v9UlWe145cV2WcwmdsgDoL5wVOFIbFQhVCAUUSAUGfZgcwC4krq6OtXV1V30uW3btiX+PHfuXD333HMXnZ8/f74aGhrGpD6kXiQaU2OLT5/6+AyjS8EYmOwsUHmxXe+859GdH5tudDlIAlZCIama3d3af+i8whFjlmtmE193n6TkrYSyWMyqKMkjhAKgnmBYkkYRQvX/XOpgNRQAIMnOuvwKR2KaPbnE6FIwBkwmk66/rlLvvudRNBY3uhwkAbcnkTSBUES/2n9aoXBUuTaLFs+q0EfnVw17ZyVcm0Q7XpJWQkn9O+QRQgHoCfSHUCMdTF5WZJckebuCmljJRgepMtQuSpKUZ7eq0MHcGwCZ572znZKk2VMIobLF9XMq9crvz+pUs4+/9wxACIWkefNIq/oiUf2Pu+bq9Xda9PtjLlWW5mlGhu1akS46ukMymaSi/OS9yagqc+itY66kPR+A8WkghBrpSqjSD4VQSJ2hdlGSpGU1TkIoABnp5LlOOexWTSjPN7oUjJElF+ZCvXXcRQiVAWjHQ1K0dQZ0pLFdC2dV6Mb51brrY9NVkJejd0+2GV1axur0h1SUb5PFkrx/xlVlDnX4Q4ZswQogfXQnQqiR3av6YCVUKGk1AQAgSSfPdmrWpBKGkmeR0kK7Fsws12sHzikepyVvvCOEwqjF43G9/ocW2WwW3Ti/SpJkNpu0cFa5zrm71e7jTngq+LpDKk5iK54kOS9sc+umJQ/Iaj3BiGw5ZuVYLSN6fEFejnKsZmZCAQCSKhyJ6fT5Ls2aTKdFtrl12WSdc3fr/XM+o0vBKBFCYdQ6/SE1e7r1kblO2W0f3DWfP6NcFrNJh95nNVQqdPpDSZ0HJfWvhJIkdwchFJDNegLhEbfiSf1DREuL7LTjAQCSqqm1S+FITHNoyco6Ny+ZKKvFrN8cOGt0KRglQiiM2jl3tyRp5iWzn/JyrbpuaqkaznQo2Df44FSMXGd3KGk74w0YCKEYTg5kt55AWPkjHEo+oJwQCgCQZCcvrIJhZ7zsU+Cw6aPzq/Tbg82KRtmJfTwjhMKonXX7VeiwDdoatmh2hSLRmBrOdBhQWWbr9Cc/hCottCvHalZrOyEUkM16AmEVjGIllCSVFuUSQgEAkurkuU7l262qZih5VrrtI5PV6Q/pnfc8RpeCUSCEwqjE4nG1eHo02Tn4FtyVJXkqLcxVU6t/jCvLbMFQRMG+aNLb8cxmkyZW5Kv5wuo2ANknFo+rJzi6djxJKiu0MxMKAJBUJ891atZkhpJnqxvmVakgL0d736IlbzwjhMKoeDoCCoWjQ4ZQkjSlqlAtbd0KR9hxLVk6u/t3nEp2CCX1/32ddREaAtnK39OneFyjbscrK7arJxihHRsAkBShcFSnW3zMg8piOVaLbrthiv77Dy1qaeOm+XhFCIVROefuDyuuFkJFonG9d7ZzrMrKeIkQKsnteJI0tapQrd4ehcKEhkA26vD3/3wZ7Uqo0kJ7//N1hUZdEwAAJ892KhKNa970MqNLgYHW3z5HVqtZ2+uPG10KRogQCqNyzt2t8mK7HFe4Yz6xMl9mk0lHTnnHsLLM5rvwJnGwOVyjNaW6UPG4aMkDslSnv7+FbtTteMX9IRRzoQAAyXD0VLskaS4hVFYrK7Lr7k/M1G8PNqux2Wd0ORgBQiiMWCQa0/m2Hk2uHHoVlCTZrBZNqHDoSGP7GFWW+VK5EmpKVaEkqYmWPCArdV4IuUc7mLysiBAKAHB1/t4+ub29g374e/sS1x077dWkyvyU3ITF+LLutjkqyMvRv/7qmNGlYASsRheA8au1vUfRWFyTnYVXvXZKVaF+d7hVHf5gokUDIzfwJjEVM6EmVhTIbDYxFwrIUh3+kEyS8nJH9yvCQAjFcHIAwJUEghEdaHAPem5ZjVOFDptisbiOn/bqpgUTxrg6pKOCvBytv32OnvnFUe1966xuv2GK0SVhGFgJhRFrbe+V1N9udzUDq2v+cILtNJOh0x9Svt0qW44l6c+dYzVrYkU+IRSQpTr8ITns1lHvPFToyJHVYmYlFABg1Jo93fL3hjVvBq146Hf3yllaPLtC//jsQR1+v83ocjAMhFAYsbbOgIrybdcUhFSW5KkgL0cHCaGSos0XUIHDNuiy5WQMFGeHPCB7dXaHRj0PSpJMJpNKi3IJoQAAo3bsdP9sWYaSY0CO1ayvPPhRVZfn62+feVPnmGc7btCOhxFr9wVVUZJ3TdeaTCbNm16mP7znUTwel8k0ujvs2a6jKySzyTTo0uWaaaWjfv4pVYV640irwpGYcqxk1UA26fQnJ4SS+lvy2B0PADBax055VeiwXXFH7vEiEo3J7e0d9By7Uw9PgcOmJ/58ubb8w3/pG//8hj46v0rXz6kc9WpupBYhFEYk1BdVZ3dIc6aWXPNjrptaqt8fc8nl7VV1+dVb+DC0rp4+Oeyp++c7papQsVhcLW3dmlZdlLKvAyD9dPiDmjmpOCnPVVZk584kAGDUjp1u17zpZRlxIzsUjurdk4O3j43kZvJQoVae3apCh23YzzfeVJfn6//+r1v19/9+QPsPnVfDmQ4tmlWu66aWpmR0CUaPEAoj0uzpf1NRUXxtK6Ekac6U/sDq6CkvIdQo+XpCKi9J3YD3qRdmeJ11+QmhgCwSCkfVG4wo3568lVCHhvhFGwCAa+HrDqnZ06M/+uhUo0tJS0OFWgND3bNBWZFd/3P9Ev3H3vf01jGXXjvYrP9+97zmTCnRgpnlisfjRpeIDyGEwoicdffPCyovvvYgZJKzQPl5OTp6qp0dDEYhHImpNxgZ9c5VVzLJWSCTSTrb6peWpOzLAEgz7b6ApP5dZ5KhtChX3YGwQuGocrkbCQAYgSON7ZKk+TPKDa4E6cxkMmn25BLNmlQsd0dARxrb9d7ZTh077dUbR1q15uYZunXZZDmSdKMNI0cIhRE55+5WjtWsovxrT9fNF+ZCDbyQYGS6evrnqzhSGELl5lhUXZavJoaTA1nF6+sfIp60mVCF/TcqOrqCrIAFAIzIwRMe5eVakjL3NJtk6+wpk8mkqjKHqsocunnJRJ1o6lBjS5ee+s93teOl4/rfD3xE11/nNLrMrEYIhRE56/KrvNg+7L7sBTPL9dYxl3zdIRUX5KaouszW4b8QQqU4xZ9SVUgIBWSZ9mSHUMUDIVSIEAoAMGzxeFwHGtxaPLtSVgub5QxHsmdPjUe2HIsWzqrQ5+6ap87ukP7h2Xf0+NP79UDtXP3xH11ndHlZi3/JGLZ4PK5z7u5hzYMaMH9G/7aqR0+xGmqkfN39IVQq2/EkacakIp1zd6s3GE7p1wGQPpIeQhX1h1DermBSng8AkF3cHb1ye3u1tIaVKxg5k8mkmmll+v82rdTK6yfr3+qP619/dczosrJWWoRQu3fv1urVq7Vq1Spt3779svMvv/yy1q5dq7vvvltf/OIX5fP5DKgSAzwdAQVCkWHNgxowZ0qJcqxmHWn0pqCy7NB5YSVUXgp3x5OkRbMqFIvFdfQUf1dAtmjvCig3xyKbNTm/HhBCAQBG4/D7/Teul9ZUGlzJ4AZa3i79yOR2t/HMnmvV/3pgme762HQ9t/c9vfr2WaNLGlSmD1I3PIRyuVzaunWrduzYoRdffFE7d+7UyZMnE+e7u7v1ta99TU8//bR+9rOfqaamRv/4j/9oYMU41dIfAlaUDH8lVI7VouumluoIK6FGLNGOl+KVUHOnl8lqMQ+5jBdA5vH6giopzE3aFtiFDpssZhMhFABgRI6cald1uUMTKwqMLmVQoXBUBxrcl31EojGjS8MQTCaTHrp3kW6YV6V/e+m4zpzvMrqkixw/49U/7z6i0y3pVVcyGR5C7du3T8uXL1dJSYkcDodqa2tVX1+fOB8Oh/XEE0+oqqpKklRTU6Pz588bVS4knb7wD3XgDvdwLZhZrsZmnwKhSDLLyhodXUHZbRbZUrzTVG5O/wDIQ+8TQgHZov1CCJUsZrNJpUV2QigAwLBFYzEdP9OhpQyRRpJZLGb9v5+7QZMrC/TKW2cVTJP3pY3NPu39/Vn1RWKq/91pNZzJzI4Uw0Mot9utysoPllc6nU65XK7EcWlpqT75yU9KkoLBoJ5++mndcccdY14nPnCqpUvO0rwRhyALZpQrFovr+OnM/EeVau1dyX2TeCWLZlWo8VynegLMhQKyQXtXUKVJ/vlSVpRLCAUAacrf2zdoO5nb2yt/b5+htbW29yrUF03bVjyMb3m5Vv3Z3QsV6ovo9XdbjC5Hze5uvfTGGTnLHHqgdq6KCmz6h2ffUWNz5o0iMjyEisViFy37j8fjg7YB+P1+feELX9DcuXN17733jmWJuESTq0sTK0e+JHbu9FKZTaIlb4S8vuCY7Sy4aHa5YnH+roBsEI/HL7TjjWyVqzT4bAyHPUeejoDhb2YAAJcLBCODtpMdaHArEDR2dUhTq19mk0mLZxNCITWmVBVqWY1TDWc6DG/L23eoRQV5OVpz8wwV5dt09ydmyWo1a+fLDYbWlQqGh1DV1dXyeDyJY4/HI6fz4iWXbrdb999/v2pqavStb31rrEvEh0SjMZ1v6xnVVtsOe45mTCrWUYaTj4i3K6iSMQqh5k4rU47VrEPMhQIyXldPnyLR2Kh+vgw2GyMSiandFzD8zQwAYPyIx+NqbPbpuqklSduxFRjMDfOqVFqUq1cPnjNsllezp1vujoAWz66Q3dY/97cgL0cfqXHqYINb4UhmDbo3PIRasWKF9u/fL6/Xq0AgoD179mjlypWJ89FoVA8//LDuuusuPfroo0kbloqRcXX0KhKNq7rMMarnWTCjXA1NHQpHGNo3HPF4vD+EGqN2PNv/zxunUFUAACAASURBVN6dh7dVX3kD/17tqyXZlizb8r5mcxw7i7NCCBCWhK20w1CalhZ42077TpkO7TylQ+Ft+9LOS2GmtNMWpu3AsJQ9EJYsECCQPc7mxPu+S7IlWZa1S/f9Q7HJ4t2SrpbzeR6RxJLuPcHxvbrnnt851BeKkKQxvmQu3MvxZBIh3N4AHe8JIYTM2tCIGzaHB6sW67kOhSQ4Pp+HqyoNcDh9nF3zHDrbDx4DlOZqLvn68hItXJ4A6toSa1UK50mojIwMPPjgg9ixYwduu+02bNu2DRUVFbj//vtRV1eH/fv3o76+Hnv27MGtt96KW2+9FQ8//DDXYSetPpMDABZUCQUAiwvT4PUF0NZnC0dYScPh8sHnX1ilwlwtK0pHe98IHNQXipCENjwSSkKFO8ktl4bu6I2MecK6XUIIIYmrtccGhgGqy6kpOYm8bJ0CuRlK1Daa4PFFt+ooEAjicN0A8jJTIL1s+vmi/FSIhHwcPz8Y1ZgiLbIz3mdp+/bt2L59+yVfe/bZZwEAy5YtQ2NjIxdhkUn0mceTULIF9fdYXJAKAKhvH0Z5XmpYYksGlghdJE5neYkWL+9twuGz/bhuTV7U9ksIia7hEReAUCWUfSx8/ZtkktAyCtsoJaEIISTRjTq9ky6/lkoEUMpEs9oGy7Jo7bXBoFNM+Z6p9gMg6kkEkhhqlurx6kctON1kwpqlmVHb76lmM0bGvFhXkXXFcyIhHytKtThaP4gHbl+WMKvCYiIJReJHr8kBpUw465PIVDRKCbLS5TjfbsEdm8MUXBIYvrBcRq0QR60yaXFBKgqzVXh9fwuuWZULPi8xDn6EkEuNJ7lDgw9Gw7ZdueRCJZSDklCEEJLoxhudX66qTDfr6weT1QX7mHfaKqip9gMAZXmaSb9OyHS0GhmKDWqcbhnC0uL0qO33w+PdUMiEyMtUTvr8qsV6HD0/iM4BOwqyVFGLK5I4X45H4kuf2QGDbvIfkLlaUpiG+o5hBINsWLaXDLiohGIYBl/ZUor+oTEcioHxpYSQyBi+MPRAwA/vR4PxhrIjDpqORwghZGatPTbwGAaF2YlxwU3ix5olegQCQZxpNs/84jBwefw4em4QaxbrwedN/vlr1eIMAMCxBFqSR0koMid9JgeytYqwbGtxQRocLh96jOG7457oxhsHq6LYEwoAapZlIlurwGsfNYNlKWlISCIaHnEjVSUJ+3alYgEYhpbjEUIImVnwwlK8nAzFxJQwQqJFrRSjyKDG+fZhON2RX3VypsUMfyCIqrKpq/5SUyQozVXjWD0loUgScrp9sI56kK0LTxJqSWEaAOB8R2J1+48ki90NuVQIsZAf1f3yeQy+vKUEHf12HG8wRnXfhJDoMFud0KqlYd8uwzCQSYSw0XI8QgghM+gcsMPh8qE8n3rGEm5UlWnh9QfxycneiO/rRIMRUrEAxTnqaV+3vESL1t4ReBOk3xklocis9V6YjBeuSih9mgzpKgnOtESn3DERWOxupKaEv1JhNq6qMiAzXY7/+NspdPSPcBIDISRyzDYXtJrwJ6GAUF8o6glFCCFkJnWtQ1BIhShMkN43JP5oNTLk6BT48Fh3RJM+LMuitsGIylLtjK0Qig1qBIMsOgfsEYsnmigJRWZtfDKeIUyVUAzDoKo8A2eazQgEgmHZZqKzjLiRxlESSsDn4dH7ayAS8PDwHw5RIoqQBDLm8sHp9kOrlkVk+1QJRQghZCYWuxu9JgeWFqWBR4NwCIdWlOkwMubF/hM9EdtH1+AohkbcqC7PmPG14/3R2vsS4/qLklBk1vpMDvB4DPRp8rBts6pMhzG3H03d1rBtM5EN2yPTs2W2stIV+L/f3QCxiI+H/3AwYQ6EhCQ7s80FABFZjgeEmpNTEooQQsh0zrYOgc9jsLggjetQSJIz6BTI0yvx9oG2iA3Rqr3Q4mTloqn7QY3LSJVBLhWiLUGuvSgJRWat1+RARqoMQkH4/tksL9WCx2NwsnHyEavkC8EgC9sod8vxxmWmy/H4d9dDIRXhiRdrqbE8IQlgaDwJFaHleDKJAA6nDz4/Vb0SQgi5kscbQFOXFSW5akjF1JCccIthGFy/Jg+9JgdONUfmOvVEoxEFWSlIU8382YthGBRlq9DWa4tILNFGSSgya33m8E3GG6eQClGWq0FtEyWhZjLq9MIfYDlPQgGAPk2OX39vA7QaKd79vAODw2Nch0QIWQCz1QkgckkouUQIgCbkEUIImdzZ1tCUsIpiLdehEAIAWLkoA6kpYrxzoD3s2x5z+VDfYcHKRTMvxRtXmK1C54Ad/gRoY0NJKDIrwSCLfrMjbP2gLlZdrkNbr42a1s7AYncDAKfL8S6mSZHgR/eshFQiwGen+8CykSlVJYREntnmAp/HQK2MzPFlPAllsbsisn1CCCHxa3TMi1PNZhRlqyK2LJzEF38gCJPFOelj1OmNSgwCPg83rS/AySZT2Fd+nG42IxhkZ9UPalxRtgo+f3BiWFg8oyQUmZUhmwtefzDslVBAqPEbywKnmmlK3nSGR0JJKK4ak09GLhWiZqkeJqsLzd2JUR5KSDIyW11IU0vBj1AjWLk0tLRiPJlOwsNocWLv0S788c2z+Ox0H3z+xBjdTAhJLu8d6oDfH8SaJXquQyExwuML4GSTadKHy+2PWhw31ORDKOBh12fhrYY60WCEXCpEeZ5m1u8pMqgBAO198X/NRUkoMivjk/EikYQqNqiRIhfhZKMx7NtOJBOVUDGUhAKAslwNtBopjpwboH4vhMQps80V0bvPcmmoEmrIRkmocHn/UAf+9U+H0NFvR06GEmdbh/C3fc0wXVhaSQgh8cBkceLj2h6U56dCE2OfcQlRKcS4usqAj070hK0Ci2VZ1DYasaJUCz5/9umYLK0CYhEfbb3x35ycklBkVvqHQj1/srThm4w3jsdjsKJUh9pGEwIJsMY1UsaTUJoUMceRXIphGGyoyILD5cOZFqpmIyQeRToJJRULIOAzGB6h5XjhMDg8hj+/fQ5leRrcc2M5bl5fgNuvKkIwyGLf0W4EgnQuJYTEh+ffbwDAYPXi2S9LImSuplre5/HNXEF8y6YieH0B7DnSFZZY2vtGYB31zKkfFADweQwKMlMSYkIeJaHIrPQPOSAW8SNWhbN+eRbsY16caRmKyPYTgWXEjRS5CEIBn+tQrpClVcCgU6Cxy0K9oQiJM4Egi2GbK2JNyYFQslqjlMBsoyTUQrEsiz+8eRZ8PoNvblsy0W8rS6vAVVUG2BwenGsb5jhKQgiZWW2jEZ+e6sWNa/OhkIm4DocksKmW982myXd+ZgqWl6Tjvc/bw9IU/MSF1T9V5bo5v7cwW4X2vhEEg/F9vUVJKDIr/eYxZKbJwTCR6ReycpEOcokAn57qjcj2E4HF7o65pXgXKzaoMeLwUs8XQuKMbdSNQJCNeDNYTYp4orcdmb9DZwdwstGEe25YdMXSlTy9ErkZShyvN0atcSshhMyHy+PH718/g5wMBW5eX8B1OIRM65ZNRRgaceNw3cCCt1XbYEJxjhqaeQyDKTKo4fL4MWiJ78nklIQis9JvdkRkKd44oYCPdRVZOFw3MKuyyGQ0POKKWBIqHBMoCrJSACAhSkQJSSZma6g6SauRRXQ/qSlUCbVQ/kAQ//V2HQqzVJNetDEMg3UVWfD6A3j7QBsHERJCyOy88EEDhmwufP/LKyAU0CUpiW0ryzOQmS7HOws8t9rHvGjqsmDlHKbiXWz8equz376gOLhGP/FkRoFAEEaLMyJNyS+2aUU2XB4/TjRQg/LJGC1OZKRG5iIxHBMoZBIhMtPlaKckFCFxZSIJFelKKKUElhFX3JeQc+nouUEMjbjx1RvLp2xmmqaSYElBGg6c6oNt1BPlCAkhZGanm03Y9Xk7blpXgEUFqVyHQ8iMeDwG2zcUorHLiuZu67y3c6rJhCALVC+a+1I8ADDolACAHtPovGOIBZSEIjMyWp0IBFlkpS+sEmqmaptlxVqolWJ8epKW5F3O4fJh1OmDPi2ylQoLVZStwvCIGzYHXfgQEi/MttA0tfQIJ6FSUyTwB1iM0PFh3nYf7oRWI0X1DHdQlxWnIxBksf9Ed3QCI4SQWbLa3fjNSydh0CnxjW2LuQ6HkFnbsioHcqkQb3zcMu9tnGgwQikToSRHM6/3S8UCpKul6DU65h1DLKAkFJlRvzm05jQzfWGVUDNV2/B5DDZWZuNEgxFjLl84Qk8YxuHQ9yAjLXJLIsOhMFsFAFQNRUgcMdtckEkEkEuFEd2PRhma7DlEE/Lmpd/swOkWM7auyQOfN31/xtQUCUpy1Nh7tIuGRRBCYkYgyOI3L9XC6fbjxztWQiIScB0SIbMmkwixbX0BDtcNoHcelUhujx9Hzw+gZql+xvP4dHJ0CqqEIomvfyiUaY1kT6hxV1cZ4PMH8UltT8T3FU+MllClQqSW44WLUiaCTiOlJBQhccRsdUV8KR6AiZ52Q9QXal52H+kCj8fgujV5s3r9xsps9JnHUN9hiXBkhBAyOy/vacSZliE8cNsy5OlTuA6HkDnbvrEQQgEfb37cOuf3Hj0/CJcngM3VOQuKISdDiV6TI67bG1ASisyo3zwGmUQAtUIc8X2V5mpQmqvGrs874voHK9wGh0NJKH2MV0IBQEGWCkaLEw6azETCaNeuXbjppptw/fXX48UXX7zi+Q8//BC33norbrnlFnz3u9/FyAglQmfLbHNFvCk5gIlJbkM2mpA3Vz5/AB8e60bNUv2sB1SsLM+ATCLAniOdkQ2OEEJm4Vj9IF75sBnXrc7F9WtyuQ6HkHlRKcS4fnUuPq7tmfNNtU9O9iJdJcGSwrQFxWDIUMLjDcT1TT1KQpEZ9ZsdyEqXg2HmXzY4F9s3FKLP7MCpZlNU9hcPjJYxKKRCKCK8XCYcxnuH0ZQ8Ei5GoxFPPfUUXnrpJezcuROvvPIKWlu/uAPlcDjw6KOP4plnnsE777yDsrIyPP300xxGHF+iVQmllAkh4PMwTMvx5uzo+UGMOr24oSZ/1u8Ri/i4qsqAg2f64aAl7oQQDpmsTvx113ksyk/Fd75UEbVrCkIi4barixFkgbc+nX01lG3Ug5NNJlxVZQBvAUvxgNByPCC+m5NTEorMqH9oDFkL7Ac1F+uXZ0OjFGPXZ+1R22esG7Q4kRHjTcnHaTUy8BigtdfGdSgkQRw6dAg1NTVQq9WQyWTYunUrdu/ePfG8z+fDz372M2RkhJo1l5WVYWBggKtw44rL48eo0xvxpuQAwDAM0tUSmOP4zh1XDp7ph1ohRkWJdk7vu351Hrz+ID4/3RehyAghZHr2MQ/eO9gBhUyEn3xjNYQCPtchEbIgGakyXFOdg/cPdmLwQt/ecaNO76RDuD44FFrls9CleEBoOR4A9MRxc3JKQpFp+fxBmK1OZEahH9Q4oYCHG9cVoLbRhD5z/P5whZNxeAz61NhfigeEvn/pahkloUjYmEwmaLVfXHzrdDoYjcaJP2s0Glx33XUAALfbjWeeeQbXXntt1OOMRwNDoQ9P0ej5B4Qm8A2P0HK8ufD4AjjRYETNssw5NzItMqiQrZXjM0pCEUI44PL48c5n7QgEWDx41wqolZFv7UFINNxzYzl4PAbPvVd/ydddbv+kQ7g+OtGDHJ0CeZkL74WmUoihlInm1Rw9VlASikxrcHgMQRZRrYQCgBvW5kHA5+GdA21R3W8sCgZZGC0u6OOkEgoAMtNk6Oi3wx8Ich0KSQDBYPCS0n2WZSct5R8dHcUDDzyA8vJy3H777dEMMW6ND57I1kbnGJ+uklIl1BydajLB7Q1g3bLMOb+XYRhsqMzGubYhWO2U/COJYaYegQ0NDbjjjjuwdetWPPzww/D7/Zc8/+///u+0ZDsKPL4A3v28HWMuH25eX4CseZ5n/IHgpJUlHl8gzBGTeBEL/ybSVFJ8aXMxPj/Tj4YZBoD0mx0wWpxYW5EVtv3nZCjQa4rfYg1KQpFp9ZvHL1CiW4WjUUqwudqAD491o9c0OumBxmRxYjQJml9b7G74A8GYn4x3MX26HD5/kKbkkbDQ6/Uwm80TfzabzdDpdJe8xmQy4e6770ZZWRl++ctfRjvEuDVebZoZpaEH6WopLCMuGjwxBwfP9kMhFWJZcfq83r+pMhtBNrQdQuLdTD0CAeChhx7CI488gj179oBlWbz66qsAQjcqfvKTn+Cvf/0rF6EnFY8vgF2ftWPI5sLWNfnITJ//OcbjC0xaWUI3OpNXrPybuOPqYqSmSPBf79QhMMXnmiDL4rMzofP41VWGsO07J0OJHiNVQpEE1T+xVCO6lVAAcMfmYvgCQbz7WcekB5qTTSa43P6ZNxTnjJbQZLyMOJiMN278grahk0aDk4Vbt24dDh8+DIvFApfLhb1792LTpk0TzwcCAXz729/GjTfeiIcffpgans5Bv3kMaSoJJGJBVPaXrpLAH2Ax4vBEZX/xzucP4vj5QaxZqoeAP7+PbLn6FOTplbQkjySEmXoE9vX1we12o7KyEgBwxx13TDz/0UcfIT8/H/feey8nsScLp9uHdw60w2x1YevafORnLXz5ESGxSCIW4N7tS9DcbcN/v3t+0tc0dVkxZHNh7bJMiIXh64dm0ClhH/PG7ecpSkKRafWZHVDKRFDKRFHft0GnxLplWdhf2wNvEpfcjje808dRJZRcKkSaSkJJKBIWGRkZePDBB7Fjxw7cdttt2LZtGyoqKnD//fejrq4O+/fvR319Pfbs2YNbb70Vt956Kx5++GGuw44Loemn0bvJMN4AfYgm5M3KmRYzxtx+rF9gCf/GFdmo77DAbKX/7yS+zdQj8PLntVrtxPO33XYbHnjgAfD51Bg7UkxWJx5//jiGbC7csDYPhVkqrkMiJKKurjJg24YC7Py0DfuOdl3ynNcXwJFzA8hIlaEkRx3W/eZkhD67xeuSvOjc+iRxq9fkgEEX/SqocXdeU4KDZ/txrn0YVWW6md+QgAaHnWCY0NS5eFJsUKOhwzJl/x5C5mL79u3Yvn37JV979tlnAQDLli1DY2MjF2HFvT7zGNZVzL3X0HyljSehbC6U5Giitt94dehsP2QSASpL5zYV73IbK7PxwgeNOHi2D7ddVRym6AiJvpl6BM62hyAJv7ZeG/7Pn4/A5Qlg+8YCGHRKrkMiJCruu2Upek0O/OcbZ3DLxiKkKESw2t345GQvnG4/blybH/bj0PjPV49xFEsK08K67WigSigyrT6zIyoNa6dqMJciF6E8X4MzLeakXftttIwhXS2FUBBfP67FBjUsdjfdeSckRo06vRh1eqNaCaWdSEJRk+yZBAJBHDk3iFWL9AseaZ6VrkCxQYUDp2hJHolvM/UIvPz5oaGhK3oIkvDbd7QLP3r6M/B4PPzLjlWUgCJJhc/n4cdfW4mlhel485NWPPdePd4+0A6WBW7ZWAh9BFqqaNVSiEV89MTphDyqhCJTGnP5YBv1RKUSyuML4Gzr0KTPXbsqF7977Qwau6xYGoeZ3oUaHHbGVVPycUWGUAl2Q6cFujiMn5BEx8XgiRS5CAI+D0M0IW9G59qGMer0zrtSbfzmzrgVpTq8tr8F59uGkJuZwskye0IWat26dXj66adhsVgglUqxd+9e/PznP594Pjs7G2KxGLW1taiursbbb799SQ9BEl5Otw/P7KzDR8d7sLwkHT/8ajV8viBMVufMbyYkgShkIvz82+twtsWMNz5uhUjIw/IS7bz7Oc6Ex2OQrVWg1xify/Hiq7SCRNX41KRsDpfjAUBJjho6jQynmkxJOVHJaHFCnxo/TcnHZWsVEPB5aKMJeYTEJC4GTzAMA61aSkmoWThY1w+xiI+q8vlVcVw+PWi8+fzOA21JMdSDJKaZegQCwBNPPIHHH38cN9xwA5xOJ3bs2MFx1InpXNsQ/vdvPsH+Ez2467oyPPbAOmiUEq7DIoRT+jQ51i7LRHV5RsQSUONydEqqhCKJZ7zRWTSW402HYRhUl+vwweFOtPXZkqqPiMcXgMXuhj4t/iqJBHwe8rNS0NZr4zoUQsgk+swO8BhEpEx8OhmpMgxaxqK6z3gTDLI4UjeAleUZ8PmDsDsmryrwzGFoR4pcBH2qDC09dEwm8W26HoEAUF5ejtdff33K93//+9+PWGzJwOsL4H8+aMDbB9qgT5XjV/+wAYsLkm+lAiFcy8lQ4NNTvXB5/JBGacpxuMRXtCSq+swO8HhM1C9QJlOQlQKNUozaRhOKDeqkaTI5cKFSIRa+B/NRlK3C52f6qTEoITFowDwGXaos6v3m9OlyHDzTH9V9xpuGTgusox6sq8iEy+3HySbTpK8ry5vbTZniHDU+P9OPgaExWiZNCJmz1h4bnny5Fj1GB25cl497ty2Z9cXv5UuELzaXhDohJMSQEeq91mdyoDjM0/cijZJQZEqdA3Zo1VJY7Vc2kI32yYJhGKwo02H/iR70GEeRq0+J6v650t4XumNdkBWff98igxp7jnTBZHXFZV8rQmLBqNM75fIpqUQw794+fUOOqDYlH5eZJsOo04sxlw9yqTDq+48Hh+r6IRTwsHJRBhxOX9i2W2wIJaGO1Q9i+QIn7hFCksu+o134zzfOQqUQ4bEH1s55avV0/V/nmlAnhAA5F1rm9JhGKQlFEkefyQGpWDDpHVguThaluWocrhvA2dahpElCtfWNQCTkIztOp4wUZYeak7f12igJRcg8TVcJU1Wmm1cSimVZ9JvHsCg/daHhzdl4ZefA8BiKDfH1oSkaWJbFobMDWFGqg0wiDGsSSi4VIitdjmP1g7jv1qVUoUoImVEgEMQzO+vw/qFOVJZo8dDXViJFToMNCOFaZroCPB6DHmP89YWixuRkUoEgC6PFCbVCzHUoE/g8HpYUpqFrcBQjDg/X4URFe98ICjJTwOfF54VCfmYKeDyGmpMTEmNsox64PH5uKqHSQ0mowWHqCzWZlh4bhmyueU/Fm0lprgaDw040d1sjsn1CSOIIsix+++ppvH+oE7ddVYRH76+hBBQhMUIo4CEzTT7RxzmeUBKKTMpsdcIfCEKtjJ0kFAAsLUwDjwmNrk50LMuio28EhReqieKRSMhHboaSmpMTEmPGJ+NxMXhivCpyvOcdudShs/3g8xisWaKPyPZLctQQCXnYd6w7ItsnhCQGlmXx4u5G7D/Rg7u3luNbtywFP8LTvgiJJeN9zCZ7jDq9XIcHINScvDcOJ+TRcjwyqT5zKKOqibEklFwqRGG2Cg2dFqyO0Af0WGG0ODHm9sd1EgoACrNVONlooubkhMSQ8dLtLG30hx7IJEKoFWIMDk/eoDYZjff9YlkWn53uw6L8VDjdfjjd/rD3YBQJ+Vi1SI8Dp3rxrVuWTtpUOFJ9yAgh8aO20YSj5wfxpc3FuOu6Uq7DISTqputjNt92COGWk6HE8Xoj/IEgBHGUJI6fSElU9V0o64u1SigAWFaUDo8vkPBLCcaXsMV7EqrIoILN4YFlkgb3hBButPbaoJAKOevVpk+T0XK8i4z3/dp3rBsmqwvpailONplwsskEfyAY9v1trMyCyxPAwTN908Yz2WOq5BQhJHH0Dzlw7Pwgapbq8fWbF9NNREJilEGnRCDIxl11OSWhyKR6zQ7IJIJZj12Npsx0OdJUEtS1DYFlWa7DiZj2vhHweAzyM+O7CXtRdqjxMPWFIiR2tHTbUJKj5uzCQp8uxwAloa7Q1msDg8jffCg2qJGtVWDvUVqSRwi5lNvrx75j3VDKRbjnhkWUgCIkhhkuTMiLtyV5MZGE2rVrF2666SZcf/31ePHFF6d83Y9+9CO8+eabUYwsefWZHNCnymPyxMMwDCqK0zE84kZLT+L2GmrvG0GOTgGRkM91KAtSkJUChgHaeikJRUgscHv96By0oySXu5HYmWlyDNlc8PnDu9Qs3rX1jSBLK4/4DSCGYXD9mlw0dFricqoOISRyDpzqg9Plw/Vr8mLyZjQh5AvjSageY3w1J+c8CWU0GvHUU0/hpZdews6dO/HKK6+gtbX1itd8+9vfxp49eziKMvn0GEehT+dmmcZslORoIBbysf9ED9ehREx7nw0Fcb4UDwj1f8lKV6C9L3EThoTEk44+O4JBFqU5as5i0KfJwbKh3nckxGJ3wzrqQWF2dL4v16zMhVDAwzuftUdlf4SQ2NdndqClx4bq8gzOlmsTQmZPJhEiXSVBD1VCzc2hQ4dQU1MDtVoNmUyGrVu3Yvfu3Ze8ZteuXdiyZQtuvPFGjqJMLiMOD6yjHhg4mJo0W0IBD4sKUlHbaMLwiIvrcMLOOuqGxe5BUQwkoaabDDHbhrlFBhUtxyMkRjT3hPrpcV0JBYCak19kvLI3Wsd9tVKMLaty8eGxburZRwgBy7I4eKYfCqkQVeU6rsMhhMySIUOJ3jirauY8CWUymaDVaif+rNPpYDQaL3nNfffdhy9/+cvRDi1pdQ3aAQDZOiXHkUxvaWEaWJbFB4c7uQ4l7NpjqCm5xxeYskHtbBvmFmWrYba6MOLwRDhaQshMmrutSFdJkJoi4SyG8UrbeGukGSksy6K52wqDTgG5VBi1/d5xdTGCwSDeOdAWtX0SQmJTU5cVZpsLNcsy42rKFiHJLidDiV6TA8Fg/PRK5vwIEwwGL+k7RGPcudc1EMqkxnIlFACoFGJUFKdjz+GuhOsrMn5HvDCL+yRUOBQZQn+PdqqGIoRzLT02TqugAECtEEMi4tOEvAtae22wj3lRnhfd70tmuhwblmfj/UOdcLh8Ud03ISR2+PxBHDk3AJ1GxulSbULI3OXoFHB7AxiKo9VBnCeh9Ho9zGbzxJ/NZjN0OioB5VLXoB1KmQgqhYjrUGZ0zapc2BweHDzTz3UoYXW8fhAlOWooZLH/PZiN8YouWpJHCLdGnV4MDI2hhOOLDIZhoE+jCXnjDtcNLojDgAAAIABJREFUQMDncdIH8M4tJXB5/Hjvc+oNRUiyqu8Yxpjbj/UVmVQMQEicMWSEVi/1xlFzcs6TUOvWrcPhw4dhsVjgcrmwd+9ebNq0ieuwklrngB15mcq4OAktLkhFtlaBdz/v4DqUsBkecaG524Y1S/VchxI2SpkIulQZ2nqpOTkhXBqvsizluBIKCFXhUCUU4PUFcLzBiMJsFUSC6E9DLchSYfViPd78pBXWUeoNRUiy8QeCON1sRma6HFkxvgqCEHKlnAstdOKpOTnnSaiMjAw8+OCD2LFjB2677TZs27YNFRUVuP/++1FXV8d1eEknGGTRPWhHvj6F61Bmhccw2LahAE3dVjR3W7kOJyyO1Yd6otUszeQ4kvAqyqbm5IRwreXCcbLYwP1yC32aHIPDTgTiqIdBJByvN8Lp9qOMw8TgN29ZAq8vgP95v4GzGAgh3Dh2fhAOlw9VZbQShZDZmmpw02yHNoWTSiGCUiZETxw1JxdwHQAAbN++Hdu3b7/ka88+++wVr/vVr34VrZCSlsnqhMsTQF5mfCShAOCalTl4/v16vPt5O/7p7mquw1mwI+cGkJkmR25GbDeGn6sigwqH6wYw5vJFtfEuIeQLjV1WZGuj2/x6KrkZCvj8QQwOjyE7ie++f3i8GyqFCIYM7v4fZGsV2L6xCDs/bcUNa/OhVog5i4UQEj3BIIsPjnQiTSVBnj6xPncSEkkeXwBnW4eu+HpZlHs7AqEWBwZdqDl5vOC8EorElu7BUAY1P46SUDKJEFtW5uKz0/1xv5TA6fbhbMsQ1izVx8VyyLkoyg5VXrT3UzUUIVxwOL043WxG9aLYuNudf2HwQkcSHxMGhsZQ22jEpkoDeBwf8++6rhQqhRjP7KxDkE3u6jRCksWJBiP6zWNYUaZLuM+dhCSTnAxlXFVCURKKXKJzwA4AyI2zuyE3byhAIBjEewfjuzfUySYT/IFgwi3FA2hCHiFcO1Q3AH8giKurDFyHAgDIzVCCx2PQ2W/nOhTOvHuwHTyGiYnviUwixL3blqCpy4q9R7u4DocQEgW7Pm9HaookJpZoE0LmLydDAfuYFyMOD9ehzAolocglugbs0GmkkEm4X6oxG+PrcUUCPlaU6rDrs3Z0Ddhhsjgx6vRyHd6MRp3eS9YRf1LbC4VMiLQUSVzEPxcapQSpKRJqTk4IRz492YusdHnMXGyIhHxkaxXoSNIklNPtw4fHurFheTbUythY/ra52oC1yzLx5setGLLFz6hnQsjcDQyN4XSzGZsqs8HnURUUIfHMcKE5ebwsyaMkFLlE56A9rvpBeXwBnGwy4WSTCYXZKjjdfry0pxEnm0xwuf1chzcjl9s/Ef8nJ3txosGIPH0KTreY4yL+uSoyUHNyQrgwPOJCXdsQNq0wxNSSi4KsFHQMJOcxYf+JHjjdfmzfWMB1KBMYhsE/3LkcCqkQ+451wx8Ich0SISRC9hzpBI/HYENlFtehEEIWyKAL9ZXsjZMJeZSEIhN8/iD6TI646gd1sYxUGQw6BU63mBGIww/Ox84PAgCqy2OjX0skFGWr0WschduTeAk2QmLZZ6f7wbLAphXZXIdyiYIsFcxWFxwJVvk5k2CQxbuft6MsV4OyvFSuw7mESiHGN7cvgcXuxuG6Aa7DIYREgM8fxEfHe7B6cQY0Ssmc3395JT/X08EISXY6jQwiIR89RqqEInGm1zSKQJBFnj4+k1AAUFWmg9PtR2OXletQ5sRsdaKp24rlJVooZSKuw4mYklw1gizQSkvyCImqT0/1osigQk6MTd0syAqdbzoGkmtJ3oFTvegzj+HWTUVchzKppUXpWFacjrOtQxMDSwghiePIuQHYHB5srcmf1/svruS//EEVlIREH4/HwKBVoIcqoUi8abqQuCnJjY1+IfNh0CmQkSrDiQZjRO7ETHXnZyH9m1iWxaG6AUhEfFQlcBUUAJTlhsaWxluSkJB4drhuAK09NlxdlcN1KFcoSLAJedNVB4yfJ3z+IF7Y3YjCLBXWL4/dZTDrlmVCkyLGRye6qXqVkASz+3AndBopVpQl9udOQpKJIUOB3jiZkCfgOgASO5q7rVDKRMhMk3MdyrwxDIN1yzLx1qdt2Hu0C9+6ZWlYtz9+5+dyVWW6eVcw1Taa0GtyYMPyLIiF/IWGGNNUCjGy0uVo7LRwHQohSWFweAz/8beTKM5R4+b1+VyHcwWNUowUuShhJuRNdY4AvjhP7DnSCaPFiUfvrwEvhpsBC/g8XLc6D69/1IKPT/bihpq8mOonRgiZn36zA2dbh3DPjeUzNiQfHwB0OVpyR0jsyclQ4sCpPrg9fkjEsZ3moUooMqGp24qyPE3cf8jM0ipQlK3CB4c6YbG7uQ5nSizLYuenbTh6fhBleRosK07nOqSoKMvToKnbCpZluQ6FkITm8QXw6+ePAwyDH39tJYSC2EtyMwxzoTl5YiShZuLy+PHKvmYsK0pHVRxUIGjVUqxZqkd73wiauqmClZBEsOdIF/g8BtetzpvxtRcPAKIld4TEtpzxCXnm2O8LFdspMhI1TrcPPcZRbFgeW01r52vtsky8vLcJL3zQgP/9dyu4DucKXYN2vLynCQfP9mNRfiqurjaAF+fJv9kqz0/Fx7W9MFqc0Mdx1R0hscBid+NUswkOpw8ujx8iIR9SsQDtfSM4XNePMbcfP713dUz/rBVkqfD+wQ4EAkHw+Yl9b+yVfU2wOTx4+Jur4+aGT2WpFp0Ddhw41YesdAXX4RBCFsDnD+DD491YvUSP1JS5NyQnhMSuXH0oCdU1YEexIbbb61ASigAAWrptYNlQlUoiUCnE2LIqB/uOdWNzdU7Eq4xYlkX/kAOd/Xb4A0EEWUAs5EMhFUIo5CEQYOHy+NHWZ0N9hwWnmkyQiPi4dVMhsrWKuLkYCYfyC5OgmrqsMX1hTEgsc3n8qG0w4k9vnYU/cGVVoUwiQM3STGxZlYOKYi0HEc5eQVYKvP4g+ofGYq5xejh19I/grU9acf2avInjYDzgMQyuXZWLv+1rwkfHu7GpMjFuVhGSjA7XDcA+5sUN82xITgiJXVlaBSQiPlp7bdiyKpfrcKZFSSgCABNl9qW5iZGEAoDbNhXjXNswnnz5JJ7+581QSIVh38eYy4faRiOef78eo07frN6TrVXgzmtKcNtVxXB7pu4fEu+m6iMgFfMhFvHR2GXBVVUGDiIjJL45nF688XErxlw+rF+ehbu3lkOrlkIs4sMfCMLp9kMmEUIoiI+qovHm5G29toRNQgUCQfxl13mkpkjwze1LuA5nzlLkImyszMb+Ez3Ye6wLO25azHVIhJB52H24CxmpMlSWxvbNCULI3PF5DIoMarT2xP4UckpCEQChqhSDThGRRA1XxCI+fvjVajz09Gf44xtn8c/3VIdt24FAEMfqjTjTYgbLsli1WI+VizJQbFBDLOKDYQCPNwCn2w+PLwABn4FIyEeuPuWS/8eJPHHI4wvgbOvQpM/lZ6bQhDxC5sHrC+Ddgx3w+AK485oS3LA2H7pU2cTzQgEfKkXs9X6aTq4+BXKJAHVtw7i6OvYm+IXDsXoj+ofG8LP7aiCPgfPsVDcJxk3WdLg8T4POfjve+qQVGyuzJ5KHhJD40GsaRV3bEHbctCimhyIQQuav2KDGB4c7Y77FASWhCFiWRXO3FVXlsd8kda5KczW4+/oyvLC7EUuK0nDj2vwFb9M+5sWeI10wWZ0ozdVg9eIMbKzMhuCyH3SRgA+lTASpRDDvyXmJqihbhT1HuuDxBRJ+IiAh4RIMsth9uBNWuxs3ry+8JPkUz/g8BhUlWpxuNoFl2YRbntzZb8fJJhM2Ls/CykUZXIcDYPqbBMDkS/MZhsHV1Qa8vr8FT750Ek/+YFNMNrsnhExuvCH5tTG+TIeQRDXdDaBwTZwsNqjg9QXQY3IgPzMlLNuMBEpCERgtTtgcnoTpB3W5O68pQUOnBX984wxUchHWVWTNe1uNnRa8+lEz2CCLG9bmoSg71PRtug/0FcXpcLknr3hK1hG3RdkqBIIsWntsWFKYxnU4hMSFurYh9Jgc2FxtmGg+Od0HmnhKgC8v0eJw3QAGhscSqvm1bdSDfce7oFVLcffWcq7DWTCpWIBv3LwYv331NF74oBH3xuHSQkKSkdcXwEfHu1GzNBMaakhOCCemu14M13V4cU7o2rS1x0pJKBLbmi/0gypLoH5QF+PzefiXHavwr386hP/3Qi0evU+I5fNYC//hsS787rUzSFGIcNPaAqiV4lm9LxoHnHgznrw73z5MSShCZsHp9uFY/SByMhRYlP9FU+vpji9VZbq4SUKtuHBMPtNsTpgklNcXwAeHO8FjGNywNh+iBKn6XF6ixQ1r8/HWp61YtTgDS4siO/iDELJwh+oGMOr04Ya1eVyHQgiJoKx0BaRiAVp6bLh2dez+vMfuQkESNefbhyER8ZEXw9nShZKIBXjkvhpka+V49L8OY8+Rzlm/1x8I4s/vnMN/vHIaZXkafGlzyawTUGRySrkIRQZVwjZlJyTcjp4fhN8fxIbl2Qm3XA0AMtPl0GqkON1i5jqUsAgEg/jgcCdso25cvyYPKfL4SAbO1je3L4E+VY6n/nYKTvfshnIQQriz+3An9GmymJ+WSghZGB6PQbFBjdbe2G5OTkmoJMeyLGobTago1l7R0yjRKGUi/OofNqCiWIvfvXYGv3vtNByu6T88Dw6P4V9+9zl2ftqGm9cX4B//bgX1MAqTqjIdGjotGJvhe0BIsuvsH0F9hwXLirVITdBlFAzDoLJEi7MtQwgEWa7DWRCWZfHxiV70mhzYXJ2TkBP/pGIB/unuKgxZnXh25zmuwyGETKPHOIrz7cPYWpNPDckJSQJFBhU6+u3wB4JchzKlxM46kBn1mR0wWpyoXpR4Tckno5CJ8Mh9Ndi+oQB7jnThW7/Yi+ffr0dLtxUmixMmixOjTi9MVieefbsO33/iY/SYRvHjHSvx7TsqEj5RF03V5RkIBlmcSZDKB0Ii5a1P2yAR8bFqcWw0tY6U5SVaOFw+tPfF9t27mRyuG0BTtxVrluhRftHSyURTnp+KL11Tgg+Pd+PIuQGuwyGETGH34U4I+NSQnJBkUZKjhs8fRPfgKNehTIl6QiW52sbQcqjq8sS+uLkYn8fgtquKIZUIcaRuAK991ILXPmqBSiGCTCyAzx+Exe4GwzDYuCIbX91aDn2anOuwE05ZngYyiQAnm0wLahZPSCJr7bHhXPswapbqE74Kc3lJaJnI6WYzSnLis1/e+4c6cKrZjCWFaahOwImzl/v768tR22jC7147jfK8VFqqTkiMcXn8+PB4N9ZVZNHPJyFJYrw5eUuPDYXZKo6jmRyVdSS52gYjcjIUyEiQUd9zoVVLsX1jIb6ypQTrlmVCo5SE1tHmaHDXdWV45ifX4od3V1MCKkIEfB6Wl2hR2xgay04IudJr+5shFQuSovmzWilGYZYKR88Nch3KvHxwuBNvfNyKkhw1rlqRmL27LicU8PDDu6vgdPvxu9dO07GckBjzcW0PnG4/tm8o5DoUQkiUZKbJIZcI0NJj5TqUKVElVBJze/yoaxvGtg0FXIcSEdONLvf4AhO/12pk0GpkWFEW+nNVmQ66JEzKcaG6XIfDdQPoMY4iV5+4jfEJmY8e4ygO1w3gpnUFCV8FNW7L6hw8u/McWntsE3fy4sGBU734wxtnUFGcjnUVWUmRgBqXq0/B129ejP96+xx2fdaOWzYVcR0SIQSh/nTvft6OYoMqaacxE5KMGIbBooI0nGubfHpyLKBKqCR2tm0I/kAwYZcMeHwBnGwyTfqI5UZtyWRFWejfHk3JI+RKr+9vgVDAx3UJ0sdj/MbAZI9RpxcAsGVlLiQiPt472MFxtLN3osGIJ186icUFafjOHRXgJ2Hj31s2FqJmqR5/2XUe59uHuQ6HEALgTIsZPUYHtm0oTKrEOCEEqCzVos88BpN18oIMrlESKonVNhghEfGxpDCN61BIktJpZMjJUOLo+fhcfkNIpBgtTnxyshc31ORBKRdxHU5YTHdjwOX2AwDkUiE2V+fg01O9sI95OY54ZnWtQ3j8uePIz0rBI99aA9E0FWvTJeEurs6NRwzD4Ad3VSEjVYZfP38cFrub65AISXrvft6BFLkIGyuzuQ6FEBJllaVf9NmMRZSESlKBIItj9UZUFGshFCTHMg8Sm66qysa5tmEMDI1xHQohMeOtT1rBY4Dbry6OyPZHnd6YTYjcvL4APn8Q+452zfja6f4e49VVkXK+fRiP/fkI9GkyPHb/Wsgkwmlfn+jVuXKpED/5xmo4PX78/M9H4PL4uQ6JkKTVYxzFsfpB3LA2f9rkOCEkMeVmKJGaIqYkFIktp5pMGLK5sHmlgetQSJK7dlUueDwGe2dxwUlIMrDa3dh7tAvXrMxFulo67+1MV3ljG/XEbEIkLzMFy4rS8f6hDvj80yfEXG7/jNVVkVDfMYxHnz0MrVqKX3x7HVQKmjoFhL53P/7aSrT32/Gr545z/m+JkGT12kfNEAn5uGUjNSQnJBkxDIPlJVqcaTEjGIy9oSGUhEpSuw93Qq0QY82STK5DIVNI5KUbF0tTSbFqUQY+PNYNn58uWAh5+0AbAoEgvrR5YVVQ8Vx5c+c1JTBZXXjuvQauQ7lCY5cFjz57BGkqCX75nfXQKCVchxQzRp1e5OlTsOPGRTjZZMKvnz+OgSFHVCrTCCEhg8Nj+PRUH26oyacEOSFJrLJUB/uYF+39I1yHcgWajpeEhkdcON5gxO1XFUEooDzk5WY7VS/SPL4AzrZOPtUg0aacbK3Jw9HzgzhWP4j1FVlch0MIZxxOL94/1IkNy7ORpVVwHQ5nqsp12La+AG8faMPyknSsWqznOiQAQHO3FT975jDUCjF++Z31SE2hBNTFxivT5FIhapbqceTcIMw2F65bnYtVi/RQyhKjvxkhsez1/S3gMQxuv5omVRKSzC7uC1VsiK2Jw5SESkL7jnUjGGSxtSaf61BiUjIlf2JFVXkG0lUS7D3SRUkoktR2HmiDy+PHnVtKuA6Fc/duX4LzHcN46uVTePIHm6BPk3Maz9lWM37xl2NIkYvwy++sR5pq/ksl49lsb9RUl2eAx2Nw6OwA/P5OVBRpoxUiIUnLbHXho+PduG5NXtIeowghIakpEuTplTjTbMad18TW50oqg0kygSCLPUe6UFmqRWa6PKab05LkwecxuH5NHk41m9ARgyWjhESDfcyLdw60Y/3yLBRkqbgOh3MiIR8/+tpKBIJB/ODJT/DJyV7OYjl4ph8/e+YI0tVS/PSbq8GybNKeN+eyzHNFqQ5XVRnQNTiKx587BuMUyStCSHj8zwf1ABh8aXNsXXASQrixokyH8x3DGHP5uA7lElQJlWQOnOrFkM2F+25dCuCL0vnJUNUPiaZtGwvx7sEO/OGNs/j19zaAYRiuQyIkqt76pBVurx9/f30Z16HEDINOif/4p6vx5Esn8ZsXa/HhsS5sWmHAmiX6qPQ6CQZZvL6/BS/sbkB5Xir+9Vtr6Lw5R0sL06CUCbH/RA8efOpT/PCrVaguz+A6LEISTlOXBR/X9uKmdflggEsqFnk8IDhFK8BkSJ4Tkqw2rcjGzk/bcOBUL25cV8B1OBMoCZVEnG4f/vvd8yjNVWPtUmpITmKLUibCN25ejN++ehr7T/Rgy6pcrkMiJGpsox7s+rwdmyoNyNOncB1OTNGnyfH4d9fj7QNteP9QJ55+9TSeBqBLlSErXQ4Bn4d0tQTpKilS5KKwJbDHXD489fJJHD0/iE0rsvH9r1RCIhJEdOpeosrTp+Cn967Gn96qw6PPHsGNa/Nx7/YlkIrpYygh4RAMsnh25zmo5CJkaxVXJMrL8jRo6rJO+l5KnhOSuIoNahRkpWDv0S5KQhFuvLKvGRa7Bw/fuwY8HlWZkNizZVUu9h7twl/fPY81SzOhkAq5DomQqHjlwyb4fAHcdX0p16HEJD6fhzs2l+D2q4vR1jeCU00mtPeNoK13BIPDYxgfPiwU8JCuliJPr0RGqgxajXTOSSmWZbH/RA/++9162Me8uOu6Mly7Kgd2hxd2eKlqYJ4yUuV48gdX4X8+aMDbB9pQ22jEN7cvxbqKTKp8JWSBPjnZi6ZuK+7dtgQiIZ/rcAghMYJhQi1P/vRWHdp6bSiKkQbllIRKEr2mUbzzWRuuXZWL0ly640FiE4/H4DtfWo4Hn/oE/++FE/jpvWtogiNJeK29Nrx/sANb1+bDoFNyHU5MYxgGxQb1xJQXk8WJo+cHYbG7MTziwpDNBaPFiSPnBnHk3CAy0+RYvUSPNUv0WFyQCj5/6uMJy7I42zKENz9pxckmE9LVEtyxuRhpKglONZsnXkdVA/MnEvLxrVuWomZpJv745ln86vnjWFqUhq/duAiLC9K4Do+QuGS2uvDszjqU5qqxriITpy86XhFCyNVVBvxl13nsPdqF71ASKrmNOr2TlvRLJYKwjzAec/nw6+dPQCzkY8fNi8K6bULCrTBbhe/eWYnfvXYaT7x4Aj+6Z+W0F46ExLNAkMXvXz8DlUKMHTct5jqcuCQU8JCRKkNGqmziaw6XD8Egi/qOYbx3sANvH2iDQipEdXkGigwq5OlTIJMIEGRZWOxuNHZacbLJhB7jKFQKEb6ypQRpKilVDYfRxVP1tGopfvKNVfjsVB92HmjDj3/3OZYVpeOOzcWoKtPR/3dCZikQZPHky7XwB4L44d3V4FFVISHkMgqZCOsrsvDpyV7cu30JJCLuU0DcR5CkpmpsWlWmC2sSyusL4Bd/PYoe4ygeua8GGqUkbNsmJBJGnV6sKNXirutK8bd9zfj5X47iGzcvhkwijEiSlhAu7T7UgdYeGx66pzqpl59enKC43Hx+7hVSIarKdPjKtaVwefw41WTC0fODON1swqenrpyyJxLwUJKrwT/+XSU2rTDANuqZsvk4mR+PL4CzrUOXfC1FIcbfX18G+5gXe4924bH/OgJ9mgxba/KxaUU2dBrZFFsjhADA6/ubca5tGP/4dyuQpVVMeRwlhCS369fk4ZOTvdh3tBvbNxZyHQ4loRLZeFPVc23D+OHdVagq03EdEiEzGk/QpqmkWFeRicN1A2jssmJzlQG3X10854vRqaoOgchUHhIyW50Ddjz3fj0qS7XYWJnNdTicmixBMa6iOH3Kn+HZ9GeSigVYV5GFdRVZAIARhwc9xlF4fAHwGAZKmQh5mSm09JcjQgEf163Ow1euLcORugG8d6gDz71Xj+feq8ei/FSsWpyB6vIM5GemzKlCarpjP0DHfxL/Pjvdh5d2N2JTZTa2rMrhOhxCSAxbWpSGyhItXtjdgPXLs5Cawm1hCiWhElRd2xCeevkkhm0u/K/bl+Hqajo5kfizolSH7HQFPjzRjXcPdqCxy4IvbynFmiX6WS/Rm26cergrDwmZrRGHBz//y1FIxQL84K4V1Jh5GtMlqObTn0mlEEOlEC80LBJG/kAQVrsbZXkalOVpYLY6cazeiBMNRjz/fgOef78BcqkQpTlqFOeokZUuR0aaHCq5CHKpEHweD4FgED5/EA6nD3anF30mBxq7LPB4A3B7/HD7AvB4A/B4/WAYBqkqCZQyEdJVUug0UuTqU5CVLgePx1CCisS8Y/WD+M2LtSjPT8X3v1JJ5xBCyLQYhsF3vlSB7z3xMf789jk89LWVnMZDSSiOub1+GIedsDk8GHF4cLrZDJGQB5GQD41SglSVBFlpcmRpFUhTSaa9C+jzB3GiwYjdhztxssmEzHQ5fv39jciepjyXpvwQLky39Obyf5O6VBm+sqUU9R3DaOi04vHnjk/0dqks1aIwW4WcDAWEApoGQ+KDzx/A488dh83uxuP/sAFpKinXISWkcC/xI5EzWaIxM12O7RsLUZStQo9pFPUdFjR3W/Hmx60IBNkptjQ5oYAHsYgPiUgAsZAPlmUx4vCgs98Oh8s38ToBnwd9mgxrluixriILRQY1+NSfisSYg2f68ZuXalGQlYJHvlUDiZgu5wghM8vSKvDlLaV4aU8jtqzKRVU5d6uk6KjFga5BO/Yc7sLR8wMwWV0TXxcJeJBLhRAK+fB6AxgZ84C96HOWSMBDllYBnUYGpVwIuUQInz8Il9ePXuMoOgdG4Q8Eka6S4Ks3lOO2TUWQiAUwWZxTVoLQlB/ChblWNgj4PFQUa7HjxsXoHLTjcN0ATjQYJ3q7MAyQIhchRS6GRMSHgM+78GAQCLJwOH3g8QCJSACFTIgUuQg6jQwsO7cLGUIWymp34//+9zE0dlnxz1+tpmmlETTdcYaqIOOHSiFGSa4G16zMBRBKLpqtLhgtYxh1+iaa0PN4DIR8HpQyIRQyEXy+ANr7RyAW8cHnXVk5W5anQVOXFYFgEHaHFyarC0arE30mB974uBVvfNwKuVSIZUVpWF6ixfISLQw6BVWcEM74/EH897vn8c5n7SjL1eCR+2ogT+JegoSQubvzmmIcONWLf3vhBB69vwbleamcxBETSahdu3bhD3/4A/x+P77+9a/jq1/96iXPNzQ04OGHH8bY2BhWrlyJxx57DAJBTIQ+KyzLontwFAfP9uPg2X50D46CYQB9qhyrF2cgS6tAaooEEhEf1eUZ0F2Y8BMIBGGxe9A/5ED/0Bj6zQ70mR0w25xo7/PC6fFDJOBDJOIjM02GWzcVYnFhGqrLdDRNjCQkHo9BzdJM1CzNRCDIot/sQGe/Hd3G0YlqQo8vgEAgCH+AhdMTWoYx6gxdpLg8/ksqrXZ+2oayPA1Kc794pMjpwjQWJcJ54nz7MJ544QRGXT78y45VWL88i+uQCIk7Aj4PmelyZKbLp+375PEFMDiLJs18Hg+aFAk0KZKJmyBF2Sr0D43hTIsZZ1rMOHJuEACQmiLB8pJ0LClMR1G2CnkEHMtGAAAgAElEQVSZSqrC5cB8zwf9/f146KGHMDw8jIKCAjzxxBOQy+Uc/S1mj2VZHD0/iP/5oAHdg6O4ZWMhvrFtCfWxI4TMmVDAx6P3r8W//vEQ/vWPh/DTe9dgeak26nFw/gndaDTiqaeewptvvgmRSIS77roLa9asQXFx8cRrHnroIfziF79AZWUlfvKTn+DVV1/F3XffzWHUMwsEgmjrG8HR84M4eKYffWYHGAZYXJCGb9++DKW5GrT1jVzxvsmWD2SmyZGZJseqRToEg5Pvj8fDxHPDI+5LnqMldyRRXP7zIRbyJ3qITLW85vJKQJ8/ANuoB0arC8FAED0mB17Z14Tx1R1Z6XKU5mlQlquBQaeAPk2ONJWUPuxxKJ7PEyzLoqnLir/ta0JtowlajRT/9r2NKMxWcR1aUptuqR5A581YMtPy7fPtw5M+t5BKb7lUiEX5qViUn4q/u7YUZpsLDR0WNHRacKLBiI9rQ1W4PAZIVUmhVV94aKRITZFALhV+8ZB88XuZWDCn5urkSgs5Hzz22GO4++67cfPNN+P3v/89/vM//xMPPfQQh3+b6Vnsbhw804/9J7rR2juCbK0cP713NdYszeQ6NEJIHMtIleFX39uAR/50CI88exibqw2467oy6NOil5TnPAl16NAh1NTUQK1WAwC2bt2K3bt343vf+x4AoK+vD263G5WVlQCAO+64A7/97W85v7gIBlmMuX0YHfPCPuaF3enFsM2FHpMDXQN2NHdb4fYGwGOApUXpuHVTIWqWZkJzoRP9dB+oplum1NRlnddzhCSCcCyvEQr40Gpk0GpkqCrTQZcqg8vjR2uvDU1dVjR1WXCm2YxPai8d4y4R8SGTCCEU8MDjMeBfeIwv/ePzQ78XC/mQiAUQCr5YEigU8CGXCqG4cCGikIUuTMZ/FQp4Ew8Bn0fLPS4T6+eJYJCF2+uH0+2H0+2Dxe5Gr8mB9r4R1DYaYbF7oJQJ8fWbF+Pm9QWQUv8Ozk13LAHovBlLwt2Yfr77VMpFWL1EjwduX4Ygy6K9bwSdA3aYrS4M2Vxo6bHhUN0A/IEp7hZeIBULIBULIJN88atSJoJaKb4kYRX6vSCUvLpwnhAJ+KFfhcl7rpjv+eDLX/4yjh8/jt///vcTX7/nnnsinoRyefw402KGUiZCmkoCqVgA0YW+ZB5vAB5f6OH2+DE84obJ6gpdR/RY0WMcBcsC+Zkp+P5XKrFlZQ6tdCCEhEVqigS/+ocNeHlfE3Yf6sQntb34t+9vjFqbCM4/CZtMJmi1X5SA6XQ6nD17dsrntVotjEbjrLcfCITuZg4ODs4prpExD5588SRGnV4EgiyCFz0CbOjXyYiFfGSmy7GqWIWSHA3K8zUTF8Zj9iGM2UOvGx5xY9h85YeqQbELw+YrK6QS4blYiSMSz8VKHPN9LlbiWMhzvXIvBgau/HDm9QUwbJ48QXv5e0oyGJRkpOHmValwe/0Yc/lhsjoxMuaB0+WHy+OHPxCE0+2Fxe6Bd/yYEGTBsqFjg4DPC30tEEQgwMLPsvD7gvD6Z19ZwefzIOQz4PN5YBiAAcDgwsXGhT+P/4fHAHdsLsHaZXO/Mzp+XBw/TsaqSJ4n5nuOAIBekwO/efEERp2+SZ+XSoRYXJCKm1ZmorpcB4lYgGHz3Pcz1fkCiP7PGRf7pL8j/f1j6e/YL/eCz+dBKQCW5QiBHCGAlAvPsnC6fHB7A3B5/HCNT+bz+DHq8qHP7IDP54fP74HXFcCwPYgBfwBg8f/Zu/P4qKr7/+OvmcxkI2CkZkH0a9UqUBZRYwWEUDdCSEIgilAo1KpQrRXFskNRNi0YhWJxrdKK0IIUEvEHgbqARSibytJGFJAdshgwe2a7vz/CjAlZSCCTyZD38/HwYe69c2c+Z5jMyf3czzmHMruLkjI79Zmq0BpgJsBiPtsdlPcSFfNS7v7DbDbzUGJHOl7/o7o/ufu9aGL9xIX2B6dPnyYsLMwzTLux+ont/83i9bTd539gBWGhVq698jL6xVzOLe0iuTIiDICTJ0+c99zGur5oCn9r6vn8I4am/nxNIYbajp1s5cBWHFztOQ0h/tbL6X5jCNszs3GWnubYsaJ6P8eF9BM+T0K5XK5Kd3IMw6i0fb7j55OTkwNQZby4N30FfNJoryYizd3n6Rd3fk5ODtdcc03DBOMF3uwnvN1H/A9Y4ZVnFhGpu9HvX9z5TaWfuND+oLp+oan0E9XZ02ivJCLSMOrTT/g8CRUdHc2OHTs82zk5OURGRlY67v7yB8jNza10/Hw6derEkiVLiIiIICBAk0eKiLg5nU5ycnLo1KmTr0OplTf7CfURIiI1a2r9xIX2B61bt6agoACn00lAQECV82qjfkJEpGYX0k/4PAnVo0cPXn75ZfLy8ggJCWH9+vXMnDnTc7xt27YEBQWxc+dObr31VtLT04mNja3z8wcHBxMTE+ON0EVE/F5TuLN9Pt7sJ9RHiIjUrin1ExfaH1itVmJiYlizZg1JSUmkpaWpnxARaSD17SdMhlGf0efesXr1al5//XXsdjv3338/I0eOZOTIkYwePZrOnTvz1VdfMXXqVAoLC+nYsSPPP/88gYFaRl1EpLlQPyEiInDh/cHx48eZOHEi3333HW3atOGll17issu0UqmISGNrEkkoERERERERERG5tGmdTxERERERERER8ToloURERERERERExOuUhBIREREREREREa9TEkpERERERERERLxOSagmZP78+bz88sue7QMHDjBs2DCSk5MZPHgwmZmZlR5fWFjIPffcw9atWxs71FrVtR3Z2dk8/PDDJCcnM3DgQLZs2eKrkGtU17bYbDbGjRtHfHw8AwcO5MCBA74KuUbntsXtvffeY+LEiZ5tm83G73//e5KSkkhOTmbz5s2NGeZ51acds2bNYsCAASQkJLBp06bGDLNO6toWt6b6Oy9V/elPf6Jfv34kJCSwaNEiAJYtW0ZiYiJJSUlMmjQJm83m4yjrp7o2ub377rsMHz7cR5FduOra9MUXX/DAAw+QkJDA008/fUn8O23atIn+/fuTmJjI+PHj/a5NbnPmzPF8N2ZmZpKSkkJcXBxTpkzB4XD4OLr6q9ieDz/8kOTkZPr3789vf/tbvv/+ex9HJ03V6tWr6devH3369GHJkiW+DqfOCgsLSUxM5NixYwBs3ryZpKQk+vTpw7x583wcXe3+/Oc/k5CQQEJCAnPnzgX8K36ovm/wtzb4cx8wfPhwEhISSE5OJjk5mV27dvnV7/LHH39MSkoK8fHxzJo1C7jIz48hPpefn29MmjTJ6NKli7FgwQLP/iFDhhiffPKJYRiGsXnzZiMpKanSeePHjzduu+024z//+U9jhluj+rbj97//vfHuu+8ahmEYBw4cMHr06GE4HI5Gj7s69W3LX/7yF+MPf/iDYRiGsW3bNmPQoEGNHnNNampLaWmp8cILLxhdu3Y1JkyY4Nm/fPly46mnnjIMwzC++uoro1evXo0ec3Xq246FCxcaTz/9tOFyuYyvv/7a6Nmzp+FyuXwRehX1bYtbU/udl+pt3brVGDJkiGG3242SkhLjzjvvNA4cOGDce++9RkFBgeFyuYzx48cbixYt8nWodVZTmwzDML755hujV69exi9/+UsfR1k/1bUpMzPTuOOOO4zMzEzDMAxjzJgxxpIlS3wcad3V9O8UGxtr7N+/3zAMw3jiiSeM5cuX+zjS+tu8ebNx++23e74bExISjC+++MIwDMOYNGmSX/07GUbl9hQUFBh33HGHcerUKcMwDGP+/PnGzJkzfRyhNEWnTp0y7rzzTuP06dNGUVGRkZSUZHzzzTe+Duu8vvzySyMxMdHo2LGjcfToUaOkpMTo3bu3ceTIEcNutxsPPfSQsWHDBl+HWa3PPvvMGDx4sFFWVmbYbDZjxIgRxurVq/0mfsOoub/zpzb4cx/gcrmMnj17Gna73bPPn36Xjxw5YvTs2dM4efKkYbPZjF/84hfGhg0bLurzo0qoJuCjjz7ixz/+Mb/+9a8r7R80aBC9evUCoF27dpw8edJzbM2aNbRo0YJ27do1aqy1qW877r33XhITEwG45pprKCsro7i4uHGDrkF927Jhwwb69+8PwG233UZeXh4nTpxo3KBrUFNbtm/fjsvlYty4cZX2u1wuSkpKcDqdlJSUEBwc3Jjh1qi+7Vi7di0jR47EZDJxww03sGjRIgzDaMyQa1TftkDT/J2X6v3sZz/jnXfewWKx8N133+F0OgkKCuKZZ54hLCwMk8nEjTfe2GS+I+qiujaFhoZis9mYNm0ao0eP9nWI9VZdmzIzM+natSvt27cHYOrUqdx7770+jrTuavp3cjqdFBYW4nQ6KSsrIygoyNeh1suZM2eYN28ejz76KADHjx+ntLSUrl27ApCSkkJGRoYvQ6yXc9tjt9t55plniIqKAqr+zSfitnnzZrp160Z4eDihoaHExcX5xWd/+fLlPPPMM0RGRgKwe/durrnmGq6++mosFgtJSUlNth0RERFMnDiRwMBArFYr119/PYcOHfKb+KH6viE/P99v2uDvfcDBgwcBeOihh+jfvz/vvvuuX/0u/+tf/6Jfv35ER0djtVqZN28eISEhF/X5URKqCRgwYACjRo0iICCg0v6UlBTPvgULFnDPPfcAcOLECf72t78xfvz4Ro+1NvVtR1xcHJdddhkAb731Fh06dKBly5aNG3QN6tuW7OxsIiIiPI+LiIjg1KlTjRdwLWpqS8+ePRk/fnyVJNPAgQM5c+YMvXr14pe//CVjx45tzHBrVN92HD58mO3btzN06FAGDx5Mbm4uZnPT+Mqrb1ua6u+81MxqtbJgwQISEhLo3r07V155JXfccQcAeXl5LFmyhLvvvtvHUdbPuW2KiorixRdf5L777uPqq6/2dXgX5Nw25eTkEBoaypgxY0hOTubll1+mVatWvg6zXqr7d3r22WcZPnw4vXr14vTp0/Tt29fXYdbLtGnTGDNmjOfforo+Nysry1fh1du57bn88ss9yc7S0lLeeOMNz98XIhWd+9mPjIz0i8/+7NmziYmJ8Wz7UztuuOEGT7Lj0KFDrF27FpPJ5Dfxu53bN/jTv4G/9wH5+fl0796dhQsX8te//pV//OMfnDhxwm/e/8OHD+N0Onn00UdJTk5m6dKlF/35aRpXZM3E2rVriY2NrfTfgw8+WOs5hmEwZ84cdu3axeTJk3G5XEyZMoU//OEPPqtQaYh2VPTXv/6VZcuWecZYN6aGaothGJhMpkqPaeyEx4W0pTp//vOf6dq1K5999hmrV69m9uzZHD9+vOEDrkFDtcPpdHLq1CmWLFnC9OnTGTt2LAUFBQ0fcC0aoi1N4XdeLszo0aPZsmULJ0+eZPny5QBkZWXxq1/9ivvuu4/bb7/dxxHWX8U2LVu2jJMnT3Lffff5OqyLUrFNNpuNTZs28fTTT7Ny5UpKSkp44403fB1ivVVs08KFC0lNTeWDDz5g06ZN3HTTTTz//PO+DrHO3nvvPdq0aUP37t09+1wuV5U+t+J2U1Zde9wKCgoYNWoU7du3Z+DAgT6ITpo6f/7sV+SP7fjmm2946KGHGD9+PFdffbXfxQ+V+4ZDhw75RRsuhT7g5ptvZu7cubRs2ZLWrVtz//33s2DBAr9pg9PpZMuWLTz33HMsW7aM3bt3c/To0YuK3+KNQKV68fHxxMfH1/nxDoeDCRMmkJWVxTvvvEPLli3Zv38/Bw8eZMqUKQAcOXKEqVOnMnPmTLp16+at0CtpiHa4zZ07l40bN7JkyRKio6O9EW6tGqotUVFRZGdn83//938A5ObmekqOG0t921KTjz76iHnz5mEymbj22mu56aab2L17N23btm2AKM+vodpxxRVXkJCQgMlkon379kRHR/Ptt9/SpUuXBoiybhqiLQcPHvT577zUz4EDB7DZbHTo0IGQkBD69OnDvn37OHDgAI888gjDhw/noYce8nWY9VJdm3bt2sU333xDcnIyxcXF5Obm8tRTTzF//nxfh1sn1bVpzpw53HHHHZ7Krvj4eN59910fR1p31bVp6dKl3HjjjZ7+6YEHHuCpp57ycaR1t2bNGnJyckhOTub777+nuLgYk8lETk6O5zG+6HMvVHXtee6553jkkUd4+OGH6datW5WbdSJu0dHR7Nixw7Odk5PjN5/9iqKjoyv9Djf1duzcuZPRo0czefJkEhIS2LZtm1/FX13fkJGRUakiv6m24VLoA3bs2IHdbvck0gzDoG3btn7zGbriiivo3r07rVu3BuCee+656M+PKqGasDlz5lBYWMjbb7/tSXb85Cc/YePGjaSnp5Oenk6nTp2YNWtWk74Yra4dUF4BtXXrVv7+97/7JAF1IWpqS+/evUlPTwfKv2iCgoK48sorfRXmRWnfvj0ffvghUD5saO/evXTo0MHHUdXfnXfeyZo1awA4evQoJ0+e5Nprr/VxVPXnj7/zzd2xY8eYOnUqNpsNm83GRx99RJcuXXj44Yd58skn/S4BBdW3qWfPnqxdu5b09HRmzZpFp06d/CYBBdW3acaMGfz3v//1zMfzySef0LFjRx9HWnfVtal///7s3r2b3NxcoPxGQ+fOnX0cad0tWrSIDz74gPT0dEaPHs1dd93F888/T1BQEDt37gQgPT2d2NhYH0daN9W1Z8KECTz66KPEx8czZcqUJns3XHyvR48ebNmyhby8PEpKSli/fr3ffPYruummm/j22289w3w++OCDJtuOkydP8vjjj5OamkpCQgLgX/FD9X3DkCFD/KINl0IfUFBQwNy5cykrK6OwsJBVq1bxwgsv+M3v8p133smmTZvIz8/H6XTy73//m759+17U50eVUE2Ue86Qq666ikGDBnn2uxMd/qKmdqSlpbFw4ULCwsIqLev9xhtveCbmbGpq+zcZPnw406ZNIyEhgcDAQJ8MLWwokyZN4g9/+AMJCQmYzWaefvppfvzjH/s6rHobO3YsM2bM8PzBMGvWrCYz55hc2nr37s3u3bsZMGAAAQEB9OnThzNnzpCbm8uiRYs8SyPfddddPPnkkz6Otm6qa5P7d8tfVdemAQMGEB4ezqOPPkpZWRkdOnRgwoQJvg61zqpr029+8xsiIyMZMWIEAQEBXHPNNcyYMcPXoV601NRUpk6dSmFhIR07dmTEiBG+DumCffzxx/zvf//D6XSybt06ADp16sTs2bN9HJk0NVFRUYwZM4YRI0Zgt9u5//77G7XCu6EEBQXxxz/+kSeeeIKysjJ69+7dZOeqe+uttygrK+OPf/yjZ9+QIUP8Jn6ouQ9v3bq137ThXP7UB9x5553s2rWLAQMG4HK5GDp0KLfeeqvf/C7fdNNNPPLIIwwdOhS73c4dd9zBL37xC6677roL/vyYjKayXJSIiIiIiIiIiFyyNBxPRERERERERES8TkkoERERERERERHxOiWhRERERERERETE65SEEhERERERERERr1MSSkREREREREREvE5JKBEREZGLtHXrVhITE2t9zJ///Gc+/PBDAP70pz+RlpZWZX993HzzzRw7dqz+wYqIXMLq8n18sfbs2cPo0aO9+hoNJS8vj3bt2gHw0UcfMWvWLB9HJM2dklAi5/BWxzVlyhQ2b94MwNSpU9m7d2+9zq/YgYiIiP/ZunUrDocDgCeffJIBAwZU2S8iIk1f586dWbBgga/DqLe7776bqVOn+joMaeYsvg5ApLmYPXu25+fNmzczePBgH0YjIiLe8O233zJjxgyKiorIycmhffv2zJ8/nxUrVrB3717mzp1LQEAAH330ETfccAPBwcHV7n/44YcBmDhxomd7x44dzJw5E5PJROfOnXG5XJ7X/fjjj3n11Vex2+0EBwczYcIEbr75Zl+9DSIiPlVcXMyYMWM4ePAgZWVlzJo1i3bt2jF9+nS++uorTCYTvXr14umnn8ZisdCuXTu2bNlC69atATzbQUFBTJo0icOHD2M2m+nYsSMzZsxg+/btzJw5kw8++ICJEycSFhbGvn37OHXqFO3atWPOnDm0aNGCjRs3kpqaitlspkOHDmzevJmlS5dy1VVX1Rj78OHD6dixI19++SV5eXk88MAD5Obmsm3bNkpKSpg/fz7t2rWjoKCA2bNn8/XXX2O32+nevTvjx4/HYrGwfv165s2bR0hICJ06dfI898qVK1m3bh2vv/46X375JS+88AI2m42cnBx69OjBc889x7Fjx3jwwQfp3bs3u3btIj8/n3HjxnHvvffW+p5/8sknvP7669hsNvLy8hgwYABPPfUUAG+88QYrVqygRYsWxMTE8NFHH/Hxxx9js9lITU1l+/btOJ1OfvrTnzJ16lTCwsIa4FMgTZUqoURqUFBQwNixY0lMTCQpKYm5c+d67lR37tyZl19+mSFDhnDXXXexdOlSAJxOJ88//zz33nsvKSkpPPvsswwfPhwo71AyMjKYN28e2dnZjB07ll27dnn2u1XcXr9+PfHx8aSkpDB//vxK8b333nukpKQwYMAAHnzwQQ4cONAYb4uIiNRi+fLlDBgwgOXLl7N+/XqOHTvGhg0bGDZsGJ06dWL8+PGV/pCvaf+5bDYbTz75JBMnTiQtLY3bb7+d0tJSAA4dOsS8efN44403SEtLY+bMmTzxxBMUFxd7vb0iIk3RqVOnePDBB0lPT2fIkCG8/PLLzJo1i/DwcFavXs0///lP9u3bx9tvv13r8/zrX/+iqKiI9PR0VqxYAcDRo0erPG7v3r289dZbrFmzhuPHj5ORkcHp06cZP348L7zwAunp6dx+++1kZWXVKf7jx4/zj3/8gxdeeIEXXniBn/3sZ6xcuZJevXrx7rvvAvDcc8/RsWNHVq5cSVpaGqdPn2bRokXk5uYyefJkXn75ZVauXEnbtm2rfY133nmH0aNH89577/H//t//4+OPP/aM1Dh69Cg9e/ZkxYoV/P73v+e5556rNV7DMHj77bf54x//yMqVK1m2bBlvvPEGeXl5/Pvf/2blypWsWLGClStXUlRU5DnvjTfeICAggJUrV/L+++8TGRlJampqnd4j8V+qhBKpQcWOym6389hjj/H2228zatQobDYbl19+Of/4xz/Yu3cvv/jFL7jvvvtYtWoV//3vf/nggw8wmUw89thjVZ53zJgxrF69mtTUVDp37lzj67s7kH/84x/85Cc/4fXXX/cc27ZtG2lpaSxZsoSQkBA2bdrE7373O9auXeuV90JEROpm3LhxfPbZZ7z55pscOnSI7OzsBkkGff3111gsFrp37w5AYmIi06ZNA+Czzz4jOzubBx980PN4k8nEkSNHaN++/UW/toiIv7n66qu56aabAGjfvj3//Oc/+frrr/n73/+OyWQiMDCQIUOG8Le//Y1Ro0bV+Dy33nor8+bNY/jw4fTo0YNf/epXXHPNNZw6darS43r16kVgYCAAN954I99//z07duzg+uuv93wPDxw4sM7zMblvSlx99dWe5wf4v//7P7Zt2wbAhg0b2LNnjyc55r4xsXPnTm688UZ+8pOfADB48GBeeumlKq/xxz/+kU8//ZTXXnvNUzFWXFxMeHg4VquV3r17A/DTn/6UM2fO1BqvyWTitddeY8OGDXzwwQccOHAAwzAoKSlh48aN9O3bl1atWgHlN1/+85//eNpQUFDgmbLEbrfzox/9qE7vkfgvJaFEavDpp5/W2lHdfffdAHTs2BGbzUZxcTEbN24kOTmZoKAgoPxLf/HixRf0+rV1IBs2bODw4cMMGTLE8/j8/HzOnDlDeHj4BbdZREQuztNPP43T6SQ+Pp6f//znnDx5EsMw6ny+yWSq9Hi73e75+dznsVjK/4xzuVx07969UsXsyZMniYyMvNBmiIj4NavV6vnZ/b3qcrkwmUye/S6Xq9r5+Gw2m+fnq6++mn/9619s3bqV//znP/z6179mxowZtGjRotI5wcHBVV4vICCgyve22Vy3gUjuhFZ17akY/5/+9Ceuv/56oPxawGQysXnz5kqv6+4rzvXLX/6Sdu3a0atXL+Lj49m1a5fnPKvV6om14ntWk+LiYgYOHMg999xDTEwM9913Hx9++CGGYWCxWCrFExAQUKkNkydP9iS8ioqKKCsrO+/riX/TcDyRGpyvo3InmtyPcX/JVlTXjqYuFxwVn9vlcpGcnEx6ejrp6emsWrWKf/7zn1x22WV1ej0REfGOTZs28fjjj9OvXz8Adu3ahdPpBMr/8K7ugqfi/ssvv9wzHCIrK8tzx7tdu3YYhsHGjRuB8hWOvv/+ewC6d+/OZ5995hmWvXHjRvr37++5Ky4iItCzZ0/effddDMPAZrOxfPlyevToAUDr1q3Zs2cPAB988IHnnKVLlzJp0iR69uzJuHHj6NmzJ//73//q9Hq33HILhw4d4quvvgJg3bp1nkRRQ7Xnr3/9q6c9jz32GO+++y633XYb+/fv97zuypUrq5ybn5/Pnj17GDt2LH369OHUqVMcOXKk0lyD9XH48GEKCwt56qmnuOuuu9i6dSs2mw2Xy0Xv3r1Zv349BQUFAJ7KLXcblixZ4nnsH/7wh2qrtuTSokookRq4O6rJkydjt9srdVQ16d27N+np6SQnJ2M2m1m1alW1j6t4wdG6dWv27t1LfHw8+/fvZ9++fQDcdtttTJ06la+++or27dtX6kB69uzJ1KlT+dWvfkVkZCR///vfeeeddyrNLSUiIo1vzJgxPP7444SGhhIWFsZtt93GkSNHALjrrrt46aWXKt1sOHf/8OHDGTt2LHFxcVx11VV069YNKL8rvXDhQp599lleeuklOnTo4Bmy8JOf/IQZM2bw9NNPe26IvPrqq1Xu1IuINGdTp05l1qxZJCUlYbfb6dWrF48++qjn2IwZM2jVqhU9evQgIiICgAEDBrBt2zb69etHSNmJXKEAACAASURBVEgIbdq0Yfjw4Z4ET23Cw8N56aWXmDBhAmazmU6dOmGxWAgJCWmQ9kyZMoXZs2d72tOjRw8eeeQRrFYrqampjB07FqvVym233Vbl3FatWjFq1CgGDhxIaGgoUVFR3HLLLRw+fNgzBLA+2rVrx89//nPi4+MJDAz0jOY4fPgwvXr14oEHHmDw4MEEBwdzww03eN6D3/72t8yZM4eBAwfidDrp0KEDEydOvOj3Rpo2k1GfGnGRZmDr1q3MnDmTxYsXM2vWLPbt2+fpqMaPH09gYGCNK2iEh4fz4osv8sknnxAaGspVV11FcXExb7zxBsOHD2fYsGH07duXuXPnsn79ep599lmuuOIKJk6ciMPh4LrrrqOkpIT77ruPvn37snHjRl544QVPB/K3v/3Nk6RasmSJZ7hgWFgYM2bM4IYbbvDlWyciIiIiIkBhYSGvvPIKTzzxBCEhIfz3v//lN7/5Df/+978brBrKH+zZs4cvvviCESNGALBo0SJ27dpVZdElaT6UhBJpQJs2beK7774jOTkZKJ/cPCgoiHHjxvk4MhERERERaUzz5s3jww8/xGKxYLFYmDRpEg6Hg+eff77ax99+++1Mnjy5kaOsm/fff5+33nqr2mNJSUk88sgj1R4rLCxk8uTJHDx4EJPJRJs2bZg5cyZRUVHeDFeaMCWhRBpQVlYWEydOJDc3F5fLRfv27Xn22Wdp2bKlr0MTERERERER8SkloURERERERERExOu0Op6IiIiIiIiIiHidklAiIiIiIiIiIuJ1SkKJiIiIiIiIiIjXKQklIiIiIiIiIiJepySUiIiIiIiIiIh4nZJQIiIiIiIiIiLidUpCiYiIiIiIiIiI1ykJJSIiIiIiIiIiXqcklIiIiIiIiIiIeJ2SUCIiIiIiIiIi4nVKQomIiIiIiIiIiNcpCSUiIiIiIiIiIl6nJJSIiIiIiIiIiHidklAiIiIiIiIiIuJ1SkKJiIiIiIiIiIjXKQklIiIiIiIiIiJepySUiIiIiIiIiIh4nZJQIiIiIiIiIiLidUpCiYiIiIiIiIiI1ykJJSIiIiIiIiIiXqcklIiIiIiIiIiIeJ2SUCIiIiIiIiIi4nVKQomIiIiIiIiIiNcpCSUiIiIiIiIiIl6nJJSIiIiIiIiIiHidklAiIiIiIiIiIuJ1SkKJiIiIiIiIiIjXKQklIiIiIiIiIiJeZ/F1AN5WWlrK3r17iYiIICAgwNfhiIg0GU6nk5ycHDp16kRwcLCvw/EJ9REiIjVTP6F+QkSkNhfST1zySai9e/cybNgwX4chItJkLVmyhJiYGF+H4RPqI0REzk/9hPoJEZHa1KefuOSTUBEREUD5mxIdHe3jaEREmo5Tp04xbNgwz/dkc6Q+QkSkZuon1E+IiNTmQvqJSz4J5S6bjY6O5qqrrvJxNCIiTU9zHl6gPkJE5Pwutp9YvXo1r776Kg6Hg1/96ldVKosyMzOZMmUKRUVFxMTEMH36dCwWCydOnGDcuHF89913XHvttaSmptKiRQsOHDjAtGnTKCwsJDg4mGeffZYOHTpgs9mYMmUKe/fuJTg4mNTUVK6//noMw2Du3Ll88sknmM1mZs6cya233lqvtqufEBGpWX36CU1MLiIiIiIiXpGVlcW8efNYunQpaWlpLFu2jP3791d6zLhx45g2bRrr1q3DMAyWL18OwPTp0xk6dCgZGRl06tSJV155BYCpU6cycuRI0tPTeeqpp5gwYQIAixcvJiQkhLVr1zJ58mQmTZoEwLp16zhw4ABr1qxh4cKFTJo0CYfD0YjvgoiIuCkJJSIiIiIiXrF582a6detGeHg4oaGhxMXFkZGR4Tl+/PhxSktL6dq1KwApKSlkZGRgt9vZvn07cXFxlfYDDBo0iF69egHQrl07Tp48CcCGDRvo378/ALfddht5eXmcOHGCjRs30q9fP8xmM9deey1t2rThiy++aLT3QEREfqAklIiIiIiIeEV2dnaluUIiIyPJysqq8XhERARZWVmcPn2asLAwLBZLpf1QnpByD/1YsGAB99xzT43PderUKbKzs4mMjKyyX0REGt8lPyeUiIiIiIj4hsvlwmQyebYNw6i0XdPxcx8HVHnc3Llz2bVrF++88061z20YBmazudrXMJt1L15ExBf07SsiIiIiIl4RHR1NTk6OZzsnJ6dSVdK5x3Nzc4mMjKR169YUFBTgdDqrnOdwOBg7dix79uzhnXfeoWXLlgBERUWRnZ1d5bmio6Or3S8iIo1PSSgREREREfGKHj16sGXLFvLy8igpKWH9+vXExsZ6jrdt25agoCB27twJQHp6OrGxsVitVmJiYlizZg0AaWlpnvPmzJlDYWEhb7/9ticBBdC7d2/S09MB2LFjB0FBQVx55ZXExsayevVqnE4nhw8f5tChQ3Tu3Lmx3gIREalAw/FERERERMQroqKiGDNmDCNGjMBut3P//ffTpUsXRo4cyejRo+ncuTOpqalMnTqVwsJCOnbsyIgRIwB45plnmDhxIq+++ipt2rThpZdeIi8vjyVLlnDVVVcxaNAgz+ukp6czfPhwpk2bRkJCAoGBgcydOxeAvn37snv3bs+k5bNnzyY4OLjx3wwREVESSkREREREvCcpKYmkpKRK+958803Pz+3bt2fFihVVzmvbti2LFy+usv9///tfta8TFBTEnDlzquw3mUxMmDCBCRMm1Dd0ERFpYBqOJyIiIiIiIiIiXqcklIiIiIiIiIiIeJ2SUCIiIiIiIiIi4nVKQnnRh9sO85+9J30dhoiI+NCyD/fx9ZHTvg5DREQuASdzi1i4Yhd2h9PXoYiIXBAlobxoxcff8MGmg74OQ0REfGjpun1s+PyYr8MQERE/ZxgGf37vSzK2HOLbE/m+DkdE5IJodTwvyi+yERCgPJ+ISHPldBm4XAZnCsp8HYqIiPipgmIbJaUOtmdmsXt/LgD7j52hzRUtaBka6OPoRETqRxkSL3E6XRSW2HXhISLSjDmdLgC+L1RfICIiF6ak1MHW/57k3bWZXBZWnnTasz+XklKHjyMTEak/JaG8pLDEjmGUV0M5zl6EiIhI8+L+/j+tGxIiInIRvtiXQ2GJnbtiribAbKKg2O7rkERELoiSUF6SX2Tz/Kw74CIizZPdoUooERG5eKfyioi4PIQrrwgjLNRKYYnt/CeJiDRBSkJ5ScUklO6Ai4g0T+5KqIJim2donoiISH3Z7C6CrQEAhIUEUqhKKBHxU0pCeUnFu96aF0pEpHlyOA0Az/BsERGRC2FzOAk8m4RqGWqlqERJKBHxT0pCeUnFi40zBaU+jERERHyl4pyAZzQkT0RELpDd7sJqLb90CwspT0I5XaqwFRH/oySUl2g4noiIOBwVklDqC0RE5ALZ7E4CLeWVUC1CAzGA7wtVYSsi/sfi6wAuVflFNkKCAgCTLjxERJopuyqhRETkIrkMA5vD5RmOFxZiBSAvX6MtRMT/KAnlJflFZbRsEYTFbFIllIhIM1VxOJ5WyBMRkQtRZnMCEGgpH8TSMlRJKBHxX0pCeUl+kY1WLQIJtJg5rTmhRESaJQ3HExGRi1Va5gCoUAkVCCgJJSL+SXNCeYk7CXV5y2BdeIiINFOamFxERC5Wic2dhDJ7/m+1mDmdr35FRPyPklBekl9k47IWgVzeMkjD8UREmimH0wDAZFIllIiIXJjSsvLheNazE5ObTCbCQqyqhBIRv6QklJeUV0IFEd4yiKISO3aH09chiYhII7OfHY53ectgzQklIiIXpKSsciUUlE9OflpJKBHxQ3VKQq1evZp+/frRp08flixZUuV4ZmYmKSkpxMXFMWXKFByO8i/KEydOMGzYMPr27ctjjz1GUVERAPn5+YwaNYr4+HiGDRtGTk4OANnZ2Tz44IP079+fQYMGkZmZCYDdbueWW24hOTnZ85/T2XSTOnaHk5IyB61aBBLeMhhA1VAiIs2QezjeFeEami0iIhfGMxzvbCUUQFhooCqhRMQvnTcJlZWVxbx581i6dClpaWksW7aM/fv3V3rMuHHjmDZtGuvWrcMwDJYvXw7A9OnTGTp0KBkZGXTq1IlXXnkFgPnz5xMTE8PatWsZNGgQs2fPBmDevHnExcXx/vvv88QTTzB9+nQA9u3bx80330x6errnv4CAAJqq/CIbwNk5oYIADcMQEWmOfkhChXCm0IZhGD6OSERE/M25E5NDeSVUfpHNU3ErIuIvzpuE2rx5M926dSM8PJzQ0FDi4uLIyMjwHD9+/DilpaV07doVgJSUFDIyMrDb7Wzfvp24uLhK+wE2bNhAUlISAImJiXz66afY7XZmz57N4MGDATh27BitWrUCYM+ePeTl5ZGSksIDDzzAtm3bGvAtaHgVk1DhSkKJiDRb7tXxrrgsBIfTRVGpw8cRiYiIvyk5OydUpeF4oVYM4LvvS3wUlYjIhbGc7wHZ2dlERER4tiMjI9m9e3eNxyMiIsjKyuL06dOEhYVhsVgq7T/3HIvFQlhYGHl5eURFRQHQt29fjh8/7qmcMplM3H333fzmN7/hm2++YeTIkaxevZrWrVtfbPu9Ir+wYiWUezieymVFRJobdyXUjy4LAeD7wjLCQqy+DElERPyMuxLKWnE4XkggAN99X0r0j1r4JC4RkQtx3iSUy+XCZDJ5tg3DqLRd0/FzHwdU2a54jtn8Q2Y/IyODzMxMHnroIdauXcuQIUM8x37605/SpUsXPv/8c+655546NLHxVa6EKu8gVAklItL82M8moSLCy5NQZwrKaBsR5suQRETEz5TYHFgCTASYf7iWCgstv6GRc0aVUCLiX847HC86OtozcThATk4OkZGRNR7Pzc0lMjKS1q1bU1BQ4JlAvOJ5kZGR5ObmAuBwOCgqKiI8PJwNGzZ4Ji/v0KEDV155JUePHiUtLY0jR454XsMwDKzWpnsnOb+oPOHUqkUQVktA+eoVSkKJiDQ7Dkf5HFA/Ci+vij2jFfJERKSeSssclaqgAE9Vba6SUCLiZ86bhOrRowdbtmwhLy+PkpIS1q9fT2xsrOd427ZtCQoKYufOnQCkp6cTGxuL1WolJiaGNWvWAJCWluY5r3fv3qSlpQGwZs0aYmJisFqtrFq1yjOp+f79+8nNzeW6665j3759vP322wAcPHiQzMxMbr311gZ8GxqWuxIKDLLzimkZGsip74rIzismO6+YgmJbreeLiMiloeLE5KCqWBERqb+SMkel+aCgfJLyQKuZ73VzQ0T8zHmH40VFRTFmzBhGjBiB3W7n/vvvp0uXLowcOZLRo0fTuXNnUlNTmTp1KoWFhXTs2JERI0YA8MwzzzBx4kReffVV2rRpw0svvQTAk08+ycSJE0lISKBly5akpqYCMHnyZCZPnsyqVasICgrixRdfpEWLFjz++ONMnjyZxMRETCYTc+bMISys6Q5nyC+yERZixWZ38fm+bMxmOJFTxOf7sgG4pV0kLUMDfRyliIh4mzsJ1bpVMCYTulgQEZF6KylzVloZz61FsJXCYrsPIhIRuXDnTUIBJCUleVazc3vzzTc9P7dv354VK1ZUOa9t27YsXry4yv7w8HBee+21KvujoqJ46623quwPCwtjwYIFdQm1ScgvstGqxQ9JppAgKzlnin0YkYiI+ILD6cISYMISYKZlaKAqoUREpN5KbQ4CLdUkoUKsGmEhIn7nvMPxpP7yi2xcFhbk2Q4NtlCsZblFRJodu8OFJaC8q70sLEhzQomISL1VNxwPzlZClagSSkT8i5JQXnBuJVRosAW7w4Xd4fJhVCIi0tgcThcBAWay84oJDbaQc7pE8wOKiEi9lJapEkpELh1KQnlBflFZpSRUUGD5qEeb3emrkEREfGL16tX069ePPn36sGTJkirHMzMzSUlJIS4ujilTpuBwlFeNnjhxgmHDhtG3b18ee+wxz8qp+fn5jBo1ivj4eIYNG+ZZndVmszFr1iwGDBhAQkICmzZtarxG1sLhNAgwm/h8XzZOp0HOmWI+35fN5/uyKVGFrIg0Iw3dH7i99957TJw40bP96KOPkpycTHJyMklJSbRr1449e/Zgt9u55ZZbPMeSk5M9q3g3dSU2Zw2VUBYKlYQSET+jJFQDMwyD78+phAo622mUKQklIs1IVlYW8+bNY+nSpaSlpbFs2TL2799f6THjxo1j2rRprFu3DsMwPCukTp8+naFDh5KRkUGnTp145ZVXAJg/fz4xMTGsXbuWQYMGMXv2bAD+8pe/cPr0aVatWsX8+fOZNGkShmE0boOr4agwHC/QalZFrIg0S97oD8rKykhNTeW5556r9DyvvfYa6enppKenc8899/DAAw/QuXNn9u3bx8033+w5lp6eTkBA1eqipsYwDErLHFhrrITScDwR8S9KQjWwUpsTu8N1ThKqvNMosykJJSLNx+bNm+nWrRvh4eGEhoYSFxdHRkaG5/jx48cpLS2la9euAKSkpJCRkYHdbmf79u3ExcVV2g+wYcMGz0IZiYmJfPrpp9jtdtauXcvIkSMxmUzccMMNLFq0qGkkoc5OTA4QEGD2rJYnItKceKM/2L59Oy6Xi3HjxlX7mgcPHiQtLY0JEyYAsGfPHvLy8khJSeGBBx5g27Zt3mxyg7E5XDhdRvWVUCFW7A6XbnSLiF9REqqB5ReVl8RWTEK5l1RVByEizUl2djYRERGe7cjISLKysmo8HhERQVZWFqdPnyYsLAyLxVJp/7nnWCwWwsLCyMvL4/Dhw2zfvp2hQ4cyePBgcnNzMZt938XZz84JBWAxm3A4fZ8YExFpbN7oD3r27Mn48eMJDg6u9jVfeeUVHn74YcLCwgAwmUzcfffdLFu2jGeffZYxY8aQl5fX4G1taMWl5ZVO7uuJiloEWwE0JE9E/IrF1wFcakrKysevh5ztFACCz84JpSSUiDQnLpcLk8nk2TYMo9J2TcfPfRxQZbviOWazGafTyalTp1iyZAn79u3jkUceYe3atbRs2bKBW1U/DocLi7k8dkuAGZfLwGUYmGtoj4jIpagx+oOKvv/+ez777DPPkG2AIUOGeH7+6U9/SpcuXfj888+55557LqhNjcU9f2BNE5MDFBTb+dFlIY0al4jIhfL9beJLjHvy8aAKdyvc5bM2DccTkWYkOjraM3E4QE5ODpGRkTUez83NJTIyktatW1NQUOCZMLbieZGRkeTm5gLgcDgoKioiPDycK664goSEBEwmE+3btyc6Oppvv/22MZpZK7vzhzmh3P93akieiDQz3ugParNx40ZiY2MJCgry7EtLS+PIkSOebcMwsFqt1Z3epBS7k1A1DMcDtEKeiPgVJaEamDsJZbX88NYGaTieiDRDPXr0YMuWLeTl5VFSUsL69euJjY31HG/bti1BQUHs3LkTgPT0dGJjY7FarcTExLBmzRqg/MLBfV7v3r1JS0sDYM2aNcTExGC1Wrnzzjs9jz969CgnT57k2muvbczmVsvh+GE4XsDZuaE0JE9Emhtv9Ae1+fLLL4mJiam0b9++fbz99ttA+XxRmZmZ3HrrrQ3VRK8pLjs7HK+6SigNxxMRP6QkVAOz2cvvcFeshAoIMGMJMCkJJSLNSlRUFGPGjGHEiBEMGDCAxMREunTpwsiRI9mzZw8AqampPP/88/Tt25fi4mJGjBgBwDPPPMPy5cvp168fO3bs4KmnngLgySef5MsvvyQhIYGlS5cybdo0AMaOHUt2djYJCQk8+uijzJo1y+dD8aDyxOTuSihNTi4izY03+oPaHD16lKioqEr7Hn/8cfLy8khMTOTJJ59kzpw5nvmimrLaKqFCQ8qn/NAKeSLiTzQnVAOzOapWQkH5ZIJaHU9EmpukpCTPanZub775pufn9u3bs2LFiirntW3blsWLF1fZHx4ezmuvvVZlf1hYGHPnzm2AiBuWw+ny3L3+YTieKqFEpPlp6P7ALSUlhZSUlBqf1y0sLIwFCxbUN2yfcyehrJqYXEQuEaqEamD2s5VQ565gERQY4BmqJyIizYPDYXiG4Vk8w/FUCSUiInVT4l4dz1L1si04MIAAs4nCElVCiYj/UBKqgbmH3FVJQlkDNBxPRKSZqTgxeYCG44mISD0Vl7mH41WthDKZTLQMDdRwPBHxK0pCNTD72eF4596tUBJKRKT5cVSzOp4mJhcRkboqLnUQYDYRYDZVezws1KrV8UTErygJ1cDKahiOpzmhRESaH4fTpeF4IiJywYpL7YQEWTCZqk9CtQwN1JxQIuJXlIRqYJ5KqHNWsAgKVCWUiEhz43C4sJgrV0I5XUpCiYhI3RSXOQgOqnktqfJKKA3HExH/oSRUAyuzOzGZfrjYcAuyBmCzOTEMDcMQEWkuNBxPREQuRkmpg5DAqvNBuakSSkT8jZJQDcxud2G1BFQpmQ2yBmAAdofugIuINBcVh+O5/+/UcDwREamj4lJVQonIpUVJqAZmczirXUI16OwdDA3JExFpPuwOo5pKKCWhRESkborLyueEqklYSCAlZQ71LSLiN5SEamA2u6vaJVTd+zQ5uYhI82AYxtnheOdOTK7heCIiUjfFpY4ak1AOpwvOTvVx+EQ+2XnFWilPRJo8JaEamM3hrDIpOZQPxwOwqRJKRKRZcLrKLwwCVAklIiIXqKTUQXANc0KV2Z3knCkBYFvmKT7fl01JqaMxwxMRqTcloRqYze7EaqnaUWg4nohI8+I4OwegO/lkMpkwm02aE0pEROqsuLT24XieawyNthARP6EkVAOz2V0E1VIJpSSUiEjz4K54cg/Dc/+s4XgiIlIXDqcLm8NV68TkwYHlx0qVhBIRP6EkVAOzO2qohNKcUCIizYr9bBIqwPxDV2sJMGs4noiI1Ik7sVTdfLNuP1RCaRieiPgHJaEaWHklVC0Tk6sSSkSkWXA4yiueKldCmVUJJSIidWI/e91Q3crbbu75olQJJSL+QkmoBmZzOLFWMxzPbDZhtZixqYMQEWkWfhiO90OfEBCgOaFERKRu3Devqxtl4ea+0a0klIj4CyWhGpjN7iSwho4iyBqgSigRkWbCnYQKCNBwPBERqT/72QUurLVUQplNpvJrDA3HExE/oSRUA7PZXQRWUwkF5WO2lYQSEWkeqp2Y3KzheCIiUje2OgzHA11jiIh/URKqgdnszhonDwy0BmhichGRZsJ9B9tSqRLKpEooERGpE5v9/JVQUD4vlIbjiYi/UBKqgdkcrhqTUBqOJyLSfFQ3HC9Aw/FERKSObA73nFB1qIRSEkpE/ISSUA3MbnfWWDIbZA3wlNWKiMilrdrheAFmnBqOJyIidWCrw8TkAMGBFko1J5SI+AkloRqQYRjYHK4aOwqN1xYRaT4cjvJkk4bjiYjIhbDVYWJyKJ/ywz10T0SkqatTEmr16tX069ePPn36sGTJkirHMzMzSUlJIS4ujilTpuBwlGfiT5w4wbBhw+jbty+PPfYYRUVFAOTn5zNq1Cji4+MZNmwYOTk5AGRnZ/Pggw/Sv39/Bg0aRGZmJlCe3JkzZw59+/alX79+7Ny5s0Ea39Dc83/UNDG5u4NwuXQXXETkUuephDJXroRSEkpEROrCbq/jcDyrWTe6RcRvnDcJlZWVxbx581i6dClpaWksW7aM/fv3V3rMuHHjmDZtGuvWrcMwDJYvXw7A9OnTGTp0KBkZGXTq1IlXXnkFgPnz5xMTE8PatWsZNGgQs2fPBmDevHnExcXx/vvv88QTTzB9+nQA1q1bx4EDB1izZg0LFy5k0qRJnkRXU+JZwaKWOaEASsqaXuwiItKw7DXOCaUbESIicn5ldvcN7tqH4wVaA3C5DN3kEBG/cN4k1ObNm+nWrRvh4eGEhoYSFxdHRkaG5/jx48cpLS2la9euAKSkpJCRkYHdbmf79u3ExcVV2g+wYcMGkpKSAEhMTOTTTz/Fbrcze/ZsBg8eDMCxY8do1aoVABs3bqRfv36YzWauvfZa2rRpwxdffNGAb0PDsDlq7yiCAsv3FysJJSJyyXPUsDqe0+nCMJSIEhGR2tndE5MHnH84HqBqKBHxC5bzPSA7O5uIiAjPdmRkJLt3767xeEREBFlZWZw+fZqwsDAsFkul/eeeY7FYCAsLIy8vj6ioKAD69u3L8ePHPZVT2dnZREZGVnqNU6dOXXCjvcVTCVXLxOQAxaX2RotJRER8o6aJyQ3ApSSUiIich3ueJ2sNU324ua8xtACSiPiD8yahXC4XJtMPf0AbhlFpu6bj5z4OqLJd8Ryz+Ycv14yMDDIzM3nooYdYu3Ztta9R8fFNxQ9JqPMMxytVJZSIyKXOUc1wPHdVlIbkiYjI+dgcdZsTKtCThNJwPBFp+s6byYmOjvZMHA6Qk5NTqSrp3OO5ublERkbSunVrCgoKcDqdVc6LjIwkNzcXAIfDQVFREeHh4WzYsMEzeXmHDh248sorOXr0KNHR0WRnZ1d5jabGdr6Jyc8OxytSJZSIyCWvpuF4gObtEBGR87LZnZjNJgLOc/Pdfe2hSigR8QfnTUL16NGDLVu2kJeXR0lJCevXryc2NtZzvG3btgQFBXlWrEtPTyc2Nhar1UpMTAxr1qwBIC0tzXNe7969SUtLA2DNmjXExMRgtVpZtWqVZ1Lz/fv3k5uby3XXXUdsbCyrV6/G6XRy+PBhDh06ROfOnRv2nWgA7i9+63kmJi9WJZSIyCXPfrbaqeJwPHdVlFNJKBEROQ+b3UXQeYbiwQ/XGJoTSkT8wXmH40VFRTFmzBhGjBiB3W7n/vvvp0uXLowcOZLRo0fTuXNnUlNTmTp1KoWFhXTs2JERI0YA8MwzzzBx4kReffVV2rRpw0svvQTAk08+ycSJE0lISKBly5akpqYCMHnyZCZPnsyqVasICgrixRdfpEWLFvTt25fdu3fTv39/AGbPnk1wcLC33pMLZj9bAhtUQxLKfZdCq+OJr2HIGQAAIABJREFUiFz6qh+O566E0nA8ERGpnc3hxFrDNB8VBWpOKBHxI+dNQgEkJSV5VrNze/PNNz0/t2/fnhUrVlQ5r23btixevLjK/vDwcF577bUq+6Oionjrrbeq7DeZTEyYMIEJEybUJVyfOd+4bXcHoSSUiMilr6aJySseExERqYnd7qpxwaOKVAklIv6k6c3u7cfckwEG1lAJZTaZsASYlYQSEWkGHA4XZhOV5vJQEkpEROrKZnfWeF1RkdVixgTYbEpCiUjTpyRUA3JXQtU0MTlAkFVJKBGR5sDhdFWalBwg4GxVlFPD8USkmVm9ejX9+vWjT58+LFmypMrxzMxMUlJSiIuLY8qUKTgc5X8vnzhxgmHDhtG3b18ee+wxzyJGbu+99x4TJ070bB8/fpybb76Z5ORkkpOTefjhhwGw2WyMGzeO+Ph4Bg4cyIEDB7zY2oZhc9QtCWUymQi0BlDm0A0OEWn6lIRqQO5x2IG1jN0OtAYoCSUi0gzYnS4s5wyjUCWUiDRHWVlZzJs3j6VLl5KWlsayZcvYv39/pceMGzeOadOmsW7dOgzD8CxWNH36dIYOHUpGRgadOnXilVdeAaCsrIzU1FSee+65Ss+zd+9ekpKSSE9PJz093TPVx+LFiwkJCWHt2rVMnjyZSZMmNULLL47N4ar15nZFgVaz5oQSEb+gJFQDOt9wPPcxJaFERC59DkfVSigloUSkOdq8eTPdunUjPDyc0NBQ4uLiyMjI8Bw/fvw4paWldO3aFYCUlBQyMjKw2+1s376duLi4SvsBtm/fjsvlYty4cZVea8+ePXz99dckJyczYsQI9u3bB8CGDRs8ixzddttt5OXlceLECa+3/WLY7HWbmBzKrzHKNBxPRPyAklAN6IdKqJrf1kANxxMRaRYcTqOaJJRWxxOR5ic7O5uIiAjPdmRkJFlZWTUej4iIICsri9OnTxMWFobFYqm0H6Bnz56MHz++yorZQUFB9O/fn1WrVvHwww/z+OOPY7PZqn2NU6dOeaW9DaWuE5ND+eTkqoQSEX+gJFQDKCi2kZ1XzOmCUgDOFJSRnVdc7QoVqoQSEWkeHNUMxws4m5RyqhJKRJoRl8uFyfTDSqGGYVTarun4uY8Dqmyf64knnmDo0KGYzWZ69+5NaGgoBw8erPJchmFgNjftS6GyOk5MDuXXGO75aUVEmrKm/c3rJ0pKHXy+L5ujWYWYTSa+/CaHz/dlVzvcIsgaQEmpklAiIpc6h8OFNaDyxdIPw/FUCSUizUd0dDQ5OTme7ZycHCIjI2s8npubS2RkJK1bt6agoACn01ntedVZvHgxp0+f9mwbhoHFYiEqKors7Owqr9GU2es4MTmUX2OU2XSDQ0SaPiWhGpDT6fKsfFQTqyWAEpuSUCLSPDT0akj5+fmMGjWK+Ph4hg0b5rloqWk1JF+yV7M63g/D8XShICLNR48ePdiyZQt5eXmUlJSwfv16YmNjPcfbtm1LUFAQO3fuBCA9PZ3Y2FisVisxMTGsWbMGgLS0tErnVWf79u2sWLECgG3btuFyubjuuuvo3bs36enpAOzYsYOgoCCuvPJKbzS3wdgcLqx1HI6niclFxF8oCdWAHK6q83+cK8hqxmZ36QJERC553lgNaf78+cTExLB27VoGDRrE7NmzgZpXQ/Kl6objmU0mTGg4nog0L1FRUYwZM4YRI0YwYMAAEhMT6dKlCyNHjmTPnj0ApKam8vzzz9O3b1+Ki4sZMWIEAM888wzLly+nX79+7Nixg6eeeqrW15oyZQqbN28mMTGROXPm8OKLL2I2mxk+fDg2m42EhARmz57N3Llzvd7ui2WzOwmqz3A8uxPDUKWtiDRtFl8HcCmpSyWUu6S2uNRBqxaBjRGWiIhPVFwNCfCshvS73/0OqH41pAULFjBo0CC2b9/OwoULPft/+ctfMm7cODZs2OCpqEpMTGTGjBnY7fZKqyFddtllTJkyhXbt2vmg1T+obnU8k8lEQIBZw/FEpNlJSkoiKSmp0r4333zT83P79u09FUwVtW3blsWLF9f4vCkpKaSkpHi2o6KiWLRoUZXHBQUFMWfOnAsJ3WdsdhdWa90nJjeAUq2QJyJNnCqhGpDDaWA5zwSHPySh7I0RkoiIz3hjNaSK51gsFsLCwsjLy6txNSRfqm51PCgfkudwqRJKRERqZ3fUrxIK0AJIItLkKQnVgJyuulRClb/lxZqcXEQucY2xGpJ7daOaVkPyJYfThbXaJJRZQ7JFRKRWTpeBw2lgtSgJJSKXFiWhGpCjmklozxV4tiMpUiWUiFzivLEaUmRkJLm5uQA4HA6KiooIDw+vcTUkX7JXMycUlCehnBqOJyIitbCfnWQ8sI4TkwdVmPJDRKQpUxKqATmdhmflo5p4OogSJaFE5NLmjdWQevfuTVpaGgBr1qwhJiYGq9Va42pIvlQ+J1TVPiEg4P+zd++xUd13/v+fc/dlAMddj6H+dqOuVC1pCaKtq7BRZaQ2jY0xIbFKt8IbZ6WI7Ga7LaGKcyPrFHVpNhEpqFII2ijZrChUELRrL5Ix+Yvmu4VNISy/0J/40YVsb7jxJeNg47mey++P8YzxDXuuHo9fDymqZ87czlSaw3mf9/v1cagTSkREbiuaLELNexwvcVoXjuocQ0SKm4pQOWSYFq55ZkKN6SqFiJS4fKyGtGPHDi5evMimTZs4cuQInZ2dwOyrIS2k2bpjNY4nIiJziRuJ44Q3jWBy0DieiBQ/rY6XQ6ZlzzsTKqxxPBFZAnK9GlJVVRUHDx6cdv9sqyEtJGPWcTyHVscTEZHbihmJTqh5Z0J5NY4nIouDOqFyaF6ZUOqEEhFZEgxj5mByl8uJqU4oERG5jVg8cZyY7+p46oQSkcVCRagcMs25O6HcLidul4OQOqFEREqaYdq3GcdTJ5SIiMwuNp4J5ZnnOJ7L6cDpcKgIJSJFT0WoHJpPJxRAmc+tVlkRkRI3++p4CiYXEZHbS2ZC+eY5judwOPB5XTrHEJGipyJUDhmmPWcwOUCFz82YOqFEREqagslFRCRT0TQ7oSCRPatOKBEpdipC5ZBpzbwc91Tl6oQSESl5hjHzMSGRCaVxPBERmV18vAjlnWcnFCSyZ3WOISLFTkWoHDEtG9tm3uN4Y2F1QomIlCrLsjEte8ZgcrdT43giInJ7yWBybzqdUG4X4ajOMUSkuKkIlSPJlY5czvl1QqlVVkSkdJlW4pgwcyaUE9OysWx1Q4mIyMxixngn1DxXxwMSmVA6xxCRIqciVI6YVuJkYj6dUMqEEhEpbclA2dkyoW59jIiIyFSx8WOEZ4aLGbPxepyENY4nIkVORagcSY5WuOabCaVxPBGRkmWYs1+YSB4nknkfIiIiU8XGjxG+dDqh3OqEEpHipyJUjpi3OeGYqsznJhQ1sDWKISJSkpIXJmYbx4OJq9wiIiJTxVKr46URTO51EY2ZqQkNEZFipCJUjqTTCVXhc2PbKBdKRKREGckxihmOCRPjeOqEEhGRmaWCydMYx0t2TYUV+yEiRUxFqBxJFaGcc3+l5T43gJZQFREpUalOqBkzoRKFqeQJhoiIyFRxw8TjduJwzH2BOykZYn5TsR8iUsRUhMqRdILJy8sSRSiFk4uIlKb4bcbxXAomFxGROcQMK60uKJjohNKFbhEpZipC5cjEVe95BJN7E0UorV4hIlKajNusjudJZUJpHE9ERGYWi5upzqb5muiEiuXjI4mI5ISKUDmSDCZ3qRNKRGTJu+043viV7ZhWxxMRkVnE4mZaoeQAZd7xIlRI5xgiUrxUhMqR1AmHcx6dUMlMqLA6oURESpExfmHCc7tMKI3jiYjILGKGhc+T5jieV5lQIlL85vXLduLECZqbm7n//vs5fPjwtO2XL1+mtbWVxsZGdu3ahWEkiit9fX20tbXR1NTE448/ztjYGAAjIyM89thjbNy4kba2NgYHBwEYGBjg0UcfZcuWLTz00EOcPXsWgHg8zpe+9CW2bNmS+s80i+sKcjITal6dUMkiVFQHCBGRUpQax5shzyPZHaVOKBERmU0sbuJxp9cJlcyEuhnSOJ6IFK85Kyb9/f3s27ePI0eO0NXVxdGjR7l69eqkx3R0dNDZ2cmpU6ewbZtjx44BsHv3brZt20Zvby9r1qzhwIEDAOzfv5/6+npOnjzJ1q1b2bNnDwAvv/wyX/va1+ju7uaVV17hySefxDRNrly5whe/+EW6u7tT/7lc6f0o55uZTibUeBFqTJ1QIiIlKX6bY8JEEUqdUCIiMrN4PP1gco/bicvpUCeUiBS1OX/Zzpw5w/r166mqqqKiooLGxkZ6e3tT269fv04kEmHdunUAtLa20tvbSzwe59y5czQ2Nk66H+D06dNs3rwZgJaWFt59913i8Tjf+MY3aGlpAeDOO+8kGo0SCoW4dOkSwWCQ1tZWvvWtb/HLX/4yt99CDhhpZEL5vC4cDggpE0pEpCQpE0pERLIRzSCY3OFwUFHmViaUiBS1OSsmAwMD1NTUpG4HAgH6+/tn3V5TU0N/fz/Dw8P4/X7cbvek+6c+x+124/f7CQaDNDY2smLFCgDeeOMN7rrrLpYtW4bD4eDrX/86R48e5Qc/+AE7d+4kGAzmYPdzJ53V8ZwOBxU+t4LJRURK1O0Wq0geJ+LKhBIRkVnEjfSLUAAVZR5GNY4nIkXMPdcDLMvC4ZgorNi2Pen2bNunPg6YdvvW5zidE/9Qf+uttzh69Cg//elPAfj2t7+d2vb5z3+etWvXcuHCBe677765Pn7BJDOhnLPs41TlZR5CEY3jiYiUItNKFJhcMyxW4XQ4cDgSV7lFRERmEjMsPGmO4wFUlns0jiciRW3OX7aVK1emgsMBBgcHCQQCs24fGhoiEAhQXV3N6OhoKkD81ucFAgGGhoYAMAyDsbExqqqqgEQu1Ntvv83hw4dZtWoVAF1dXfzud79LvYdt23g8nox3Oh9M08LldMxaaJuqssytcTwRkRI1sVjF9GOCw+HA7XJqHE9ERGYVi5upoPF0VJa5VYQSkaI2ZxHq3nvv5ezZswSDQcLhMO+88w4NDQ2p7XV1dfh8Pt5//30Auru7aWhowOPxUF9fT09PD5AoJCWft2HDBrq6ugDo6emhvr4ej8fDW2+9xXvvvcfPfvYzVq5cmXqPK1eu8OabbwLw4YcfcvnyZb785S/n6CvIDdOyZzzZmE2FOqFEREpWahzPOfNh1u1yahxPRERmFYtn1glVUebR6ngiUtTmHMerra1l586dtLe3E4/H+eY3v8natWvZvn073/ve97j77rvZu3cvzz//PDdv3uQLX/gC7e3tALzwwgs888wzvPbaa6xatYof//jHAOzYsYNnnnmGTZs2sWzZMvbu3Ytt27z66qv4/X4efvjh1Pv/8z//M9/5znd47rnnaGlpweFw8NJLL+H3+/P0lWTGMK1ZTzZmUlHm5pOb0Tx+IhERWSipTiinA2v871upE0pERG4nbmTYCVXuUTC5iBS1OYtQAJs3b06tZpf0+uuvp/5evXo1x48fn/a8uro6Dh06NO3+qqoqDh48OO3+c+fOzfoZfvKTn8znoy4YK81OqMoyD31DY3n8RCIislCsWzKhZixCuR3KhBKRJeXEiRO89tprGIbBI488Qltb26Ttly9fZteuXYyNjVFfX8/u3btxu9309fXR0dHBxx9/zGc/+1n27t1LZWVl6nlvv/0277//Pv/0T/8EJBZAevbZZxkaGsLpdPLUU0/xF3/xF8Tjce655x4+85nPpJ77b//2b7hc6Rd6CiEat/BkOI43FoljWTbOGXIJRUQWWvo9njIj07JnDKCdTUW5R5lQIiIlKrVYxSzHBY/LSSyucTwRWRr6+/vZt28fR44coauri6NHj3L16tVJj+no6KCzs5NTp05h2zbHjh0DYPfu3Wzbto3e3l7WrFnDgQMHAIhGo+zdu5cf/ehHk17n5Zdf5mtf+xrd3d288sorPPnkk5imyZUrV/jiF79Id3d36r9iLUDZtp1YHS/DcTzbRucZIlK0VITKEdO00xrHqyxzMxZWJpSISCmaCCaf+bjgcjmJG+qEEpGl4cyZM6xfv56qqioqKipobGykt7c3tf369etEIhHWrVsHQGtrK729vcTjcc6dO0djY+Ok+yExQWFZFh0dHZPe6xvf+AYtLS0A3HnnnUSjUUKhEJcuXSIYDNLa2sq3vvUtfvnLXxZi1zNimBa2Dd4Mx/EAhZOLSNFSESpHDMvCncY4XnmZG8O0dBIiIlKCJoLJ1QklIjIwMEBNTU3qdiAQoL+/f9btNTU19Pf3Mzw8jN/vx+12T7of4Ktf/SpPPfUUZWVlk96rsbGRFStWAPDGG29w1113sWzZMhwOB1//+tc5evQoP/jBD9i5cyfBYDBv+5yN5PHB60n/VK2yLPFdKRdKRIrVvDKhZG6JTqj0MqEAxsIGVcuKsxVYREQyY96SCTUTt8tJTBchRGSJsCwLh2Pi99C27Um3Z9s+9XHAtNuzeeuttzh69Cg//elPAfj2t7+d2vb5z3+etWvXcuHCBe67776M9imfkscHjzv9c4SK8XOMUa2QJyJFSp1QOWJZFs60VsdLHCA0ry0iUnos6/adUC6XQ6vjiciSsXLlSgYHB1O3BwcHCQQCs24fGhoiEAhQXV3N6OgopmnO+LzZvPzyy7z99tscPnyYVatWAdDV1cXvfve71GNs28bj8WS9b/mQ7ITyZdIJpXE8ESlyKkLliGnZaY3jVYy3yo6pCCUiUnLmDCZ3axxPRJaOe++9l7NnzxIMBgmHw7zzzjs0NDSkttfV1eHz+Xj//fcB6O7upqGhAY/HQ319PT09PUCikHTr82by1ltv8d577/Gzn/2MlStXpu6/cuUKb775JgAffvghly9f5stf/nKudzUnkhcpMuuEGh/HUxFKRIqUxvFyxEg7mDzZCaVwchGRUmOOL40929iIxvFEZCmpra1l586dtLe3E4/H+eY3v8natWvZvn073/ve97j77rvZu3cvzz//PDdv3uQLX/gC7e3tALzwwgs888wzvPbaa6xatYof//jHs76Pbdu8+uqr+P1+Hn744dT9//zP/8x3vvMdnnvuOVpaWnA4HLz00kv4/f6873sm4kYyEyqDYPLxc4ybGscTkSKlIlSOmJaFK4NOKI3jiYiUHtO0bpsT6NY4nogsMZs3b2bz5s2T7nv99ddTf69evZrjx49Pe15dXR2HDh2a9XVbW1tpbW0FEnlR586dm/WxP/nJT9L92AsieXzIJJjc63HhdTsVTC4iRUvjeDliWmkGk5dPBJOLiEhpmeuY4HY5MUw7NbYnIiKSlOyU9WYwjgfgr/BoHE9EipaKUDlimjYu1/y/znLfeCdUVAcIEZFSY82jCAWoG0pERKZJZgZm0gkFUFnu1ep4IlK0VITKEdO6/ejFVMlOKGVCiYiUnkQm1OyH2GQRKhpTEUpERCabGMfLrBNqWYWHMXVCiUiRUhEqR0wzvXE8t8uJ1+PSAUJEStqJEydobm7m/vvv5/Dhw9O2X758mdbWVhobG9m1axeGkSjM9/X10dbWRlNTE48//jhjY2MAjIyM8Nhjj7Fx40ba2tomLekNcPPmTe677z7ee++9/O/cbZiWfducQLdbnVAiIjKz2Hgwuced2amav9yrTCgRKVoqQuWAbdtpZ0IBVJa51QklIiWrv7+fffv2ceTIEbq6ujh69ChXr16d9JiOjg46Ozs5deoUtm1z7NgxAHbv3s22bdvo7e1lzZo1HDhwAID9+/dTX1/PyZMn2bp1K3v27Jn0ej/84Q8ZGRkpzA7exnyCyQGiKkKJiMgUqU6oLDKhRsMaxxOR4qQiVA4kg2XTyYSCxAp5Wh1PRErVmTNnWL9+PVVVVVRUVNDY2Ehvb29q+/Xr14lEIqxbtw5IrHDU29tLPB7n3LlzNDY2Trof4PTp06nVlVpaWnj33XeJxxO/oz09PVRWVvLnf/7nhdzNGc0nmBw0jiciItMli1A+bxbB5OqEEpEipSJUDsTHW2bn2wllmBYDwRBet4tPRqMMBEMMBEMKEBSRkjIwMEBNTU3qdiAQoL+/f9btNTU19Pf3Mzw8jN/vx+12T7p/6nPcbjd+v59gMEhfXx//+q//ylNPPVWIXZtTIph8HplQ6oQSEZEpss2E8pd7CUcNDNPK5ccSEckJFaFyIPkDf7v8j1tF4yYXrgwQNy0GPwlz4coAF64MENZonoiUEMuycDgmfhdt2550e7btUx8HTLt963MAdu3axT/8wz9QVlaWy13IWCKYfB6dUCpCiYjIFMku2cyLUIkFkJQ9KyLFSEWoHDBSnVDpfZ1ej0uhtCJSslauXDkpOHxwcJBAIDDr9qGhIQKBANXV1YyOjmKa5rTnBQIBhoaGADAMg7GxMYaHh/nwww/ZtWsXW7Zs4Ve/+hXPP/88//Vf/1WI3ZyRaVnzCibXOJ6IiEwVjZu4Xc6082aT/BWJItRNFaFEpAipCJUD8TQ7oZK8Hmdq9QsRkVJz7733cvbsWYLBIOFwmHfeeYeGhobU9rq6Onw+H++//z4A3d3dNDQ04PF4qK+vp6enB4Curq7U8zZs2EBXVxeQyICqr69n9erV/PznP6e7u5vu7m7WrFnDP/7jP7J+/foC7/GEuVZMVTC5iIjMJho3M86DAlhW4QXgpqI+RKQIqQiVA0aamVBJPrc6oUSkdNXW1rJz507a29t58MEHaWlpYe3atWzfvp1Lly4BsHfvXl588UWampoIhUK0t7cD8MILL3Ds2DGam5s5f/48TzzxBAA7duzg4sWLbNq0iSNHjtDZ2blg+3c78w0m1zFARESmisZMfBmO4sHEON6owslFpAi5F/oDlIJUJ1QG43hxw8KybZyz5J2IiCxmmzdvTq1ml/T666+n/l69ejXHjx+f9ry6ujoOHTo07f6qqioOHjx42/ec6XmFNlcwuUer44mIyCxicSurIlRlucbxRKR4qRMqB9INJk9Khg3G4xrJExEpJaZl3TaY3KVgchERmUU0buRkHG9M43giUoRUhMqBeMbB5DoJEREpRaZl3z6YPJkJpU4oERGZIha3UucJmUgGk4+qE0pEipCKUDmQaSZUshNKmSAiIqVlrmByh8OB1+3U77+IiEwTjZv4PJmnprhdTsp9LkbVCSUiRUhFqBzIeBzPrSKUiEgpmisTChIXItQJKyIiU0XjZladUADLK32M3FQRSkSKj4pQORA3bSDzcbyYoUwoEZFSMlcmFIDH7dQ4noiITBONmVllQgGs8Hu5cTOao08kIpI7Wh0vB+JG4iQi3U4on8bxRERKkmndfhwPEp1Q+v0XEZGk0VCMcMQgHDWwLBgIhoDM8mOXV/oI3ojk+iOKiGRNnVA5oEwoERG51VzB5KBxPBERmSwcMbhwZYCxcJyRsSgXrgxw4cpAKvojHVV+HzfG1AklIsVHRagcMFLjeOkWocbH8eIaxxMRKSWJYPI5MqE0jiciIjMwTQu3K7vTtMQ4XgzbtnP0qUREckPjeDkQH786ke7Bwu1y4nBk1mIrIiLFy5rnOJ5+/0VEZCojiyKUYVoMBEO4nA4M0+K3fxyhosxDeZmbZRXeHH9SEZH0qRMqBzIdx3M4HIlMEEMnISIipWQ+weRej1NFKBERmcS0bCw7/YvbSdG4yYUrA3w8ksiD+q//9yMuXBkgHDFy+TFFRDKmIlQOxMeLUHOdcMzEp2BaEZGSM69gcrdL43giIjKJmZywcKd/XnGrcm9i4EXFJxEpNipC5YBhWricDhyO9A8WHrdTmVAiIiUmEUw+RyaUxvFERGSKZMyHJ8tMqPKy8SJUTEUoESku8/p1O3HiBM3Nzdx///0cPnx42vbLly/T2tpKY2Mju3btwjASP3Z9fX20tbXR1NTE448/ztjYGAAjIyM89thjbNy4kba2NgYHBwEYGBjg0UcfZcuWLTz00EOcPXsWANu2eemll2hqaqK5uZn3338/JzufK8kiVCbUCSUiUnoSweRzj+Pp919ERG6V7ISa60LGXMp9iSJUJKoilIgUlzl/3fr7+9m3bx9Hjhyhq6uLo0ePcvXq1UmP6ejooLOzk1OnTmHbNseOHQNg9+7dbNu2jd7eXtasWcOBAwcA2L9/P/X19Zw8eZKtW7eyZ88eAF5++WW+9rWv0d3dzSuvvMKTTz6JaZqcOnWKa9eu0dPTw6uvvsqzzz6bKnQVg7hhZXyg0JVwEZHSY1lzX5zwuPX7LyIik8WNxGp22a6OlyxChTSOJyJFZs5ftzNnzrB+/XqqqqqoqKigsbGR3t7e1Pbr168TiURYt24dAK2trfT29hKPxzl37hyNjY2T7gc4ffo0mzdvBqClpYV3332XeDzON77xDVpaWgC48847iUajhEIhfv7zn9Pc3IzT6eSzn/0sq1at4r//+79z+01kIW5k3gmVuBKucTwRkVJiWvacOYE+j5NozNTy2SIikpLKhHJllwnldjnxuJ3qhBKRojNnEWpgYICamprU7UAgQH9//6zba2pq6O/vZ3h4GL/fj9vtnnT/1Oe43W78fj/BYJDGxkZWrFgBwBtvvMFdd93FsmXLGBgYIBAITHqPjz76KJv9zinDtHBleKDQ6ngiIqVnXsHkHhcAMUMXIkREJMFIFaGyj+4t97kJqQglIkXGPdcDLMuaFLht2/ak27Ntn/o4YNbgbtu2cTonfmjfeustjh49yk9/+tNZ3+PWxy+0RCdUhuN47kQmlK6Ei4iUjvkGkwPE4ia+8b9FRGRpy3URSp1QIlJs5vx1W7lyZSo4HGBwcHBSV9LU7UNDQwQCAaqrqxkdHcU0zWnPCwQCDA0NAWAYBmNjY1RVVQGJXKi3336bw4cPs2rVqtR7DAwMTHuPYpFtMLltTxxwRERkcbNtG2senVAed+KLs5uUAAAgAElEQVQQHI2pG1ZERBIMczwTyp2bIpRWxxORYjPnr9u9997L2bNnCQaDhMNh3nnnHRoaGlLb6+rq8Pl8qRXruru7aWhowOPxUF9fT09PDwBdXV2p523YsIGuri4Aenp6qK+vx+Px8NZbb/Hee+/xs5/9jJUrV6beo6GhgRMnTmCaJr/97W/5zW9+w9133527byFL2RShvJ7E/wXKhRIRKQ2WlTiBmOu4kOx+Uji5iJS6XK+0nfT222/zzDPPpG7HYjE6OjrYuHEjDz30ENeuXQOKf6XtWxk5yoSC8SKUgslFpMjMWYSqra1l586dtLe38+CDD9LS0sLatWvZvn07ly5dAmDv3r28+OKLNDU1EQqFaG9vB+CFF17g2LFjNDc3c/78eZ544gkAduzYwcWLF9m0aRNHjhyhs7MT27Z59dVXCQaDPPzww2zZsoUtW7bQ399PU1MTn/vc53jggQf4u7/7O/bs2UNZWVkev5b0ZLM6ns+bOAmJ6Eq4iEhJMMeLUHMFk3vdE+N4IiKlKh8rbUejUfbu3cuPfvSjSa9z6NAhysvLOXnyJM899xzPPvssQNGvtH2r3I7juQhHFfshIsVlzkwogM2bN6dWs0t6/fXXU3+vXr2a48ePT3teXV0dhw4dmnZ/VVUVBw8enHb/uXPnZv0MTz/9NE8//fR8Pm7BGVmsjlfmTfxfEFWrrIhISTBTnVC3P4HweDSOJyKl79aVtoHUStt///d/D8y80vZPfvITtm7dyrlz53j11VdT9//VX/0VHR0dnDt3Dsuy6Ojo4IMPPki91+nTp9mxYwcAX/nKVwgGg/T19c260vZXvvKVQn4V85LLIlSZz41l25q4EJGiUjzp3otYPIvV8VKdULoSLiJSElJFqDmOC8lgchWhRKSU5WOl7a9+9as89dRT0yYjZnqtjz76qOhX2r6VYYxnQuWgCFXhS3x3YYWTi0gRUREqBxKZUBmO4+kkRESkpJjjV7HnzIRKBpPrIoSIlLBCrLQ922snV9Qu9pW2bxXPYSZUmYpQIlKEivPXd5ExjMw7oSbG8XQSIiJSCuYbTO5RMLmILAH5WGl7NrW1tTOuqF3sK23fyhxf8Giugtt8qBNKRIqRilA5EM8iE8rrceIAIsqEEhEpCRPB5Lc/xGocT0SWgnystD2bDRs20N3dDcD58+fx+Xx8+tOfLvqVtm9lmBZud25O0dQJJSLFaF7B5HJ7cTPzIpTD4cDndelKuIhIiTDn2Qnl1TieiCwBt660HY/H+eY3v5laaft73/sed999N3v37uX555/n5s2bfOELX5i00vYzzzzDa6+9xqpVq/jxj3982/d6+OGH6ezsZNOmTXi9Xl5++WUAmpqa+OCDD3jggQcAim6l7VsZpp2TPCiAchWhRKQIqQiVA4Zp4criYOHzunQlXESkRJjWeCbUPIPJYypCiUiJy/VK20mtra20trambvt8Pl566aVpj3M4HEW90vatDNPKSR4UJMLNPW6nilAiUlQ0jpcDhmFn3AkF4PO4NY4nIlIiTHOenVAedUKJiMhkiSJU7k7Ryn1uFaFEpKioCJUl07SwbDvj1fEAytQJJSJSMiaCyW9/XHA5nbhdDv3+i4hIimGoCCUipU1FqCzFjfmNXdyOz+siopMQEZGSMBFMPvdxwedRJqCIiEzIZSYUqAglIsVHRagsxc3xIlQW43jqhBIRKR3zzYQC8HndRHRyICIi43KZCQUqQolI8VERKksTnVDZBJO7icZNLNvO1ccSEZEFMt/V8UAnByIiMlmuM6EqyhLHGZ1niEixUBEqS8lVjbILJk+skBSO6ERERGSxm28wOUC5T+PYIiIywTAt3O7cjuPZNoyF4jl7TRGRbKgIlaVUJ1SW43gAYxEdHEREFrv5BpMDlPs86oQSEZGUXGdCVZR5ALgxFsvZa4qIZENFqCwZ45lQ2RwsfONFqFBYRSgRkcUumQk1n2DyMp9LRSgREUnJdSZURZkbgJGxaM5eU0QkGypCZSnZCTWfk43ZJItQNzWOJyKy6KUyoeZxElHuVSaUiIgk2LaNYeQ+EwpgRJ1QIlIkVITKUi4yocq8iYPDmDqhREQWvbSCycu0Op6IiCSYlo1NdhMWU6XG8W6qE0pEioOKUFlKdkLlZBxPmVAiUmJOnDhBc3Mz999/P4cPH562/fLly7S2ttLY2MiuXbswjERBpq+vj7a2Npqamnj88ccZGxsDYGRkhMcee4yNGzfS1tbG4OAgAAMDA/z1X/81DzzwAFu3buXy5cuF28kpJoLJ5z4ulHndRGIqQomIyMTF7VwWobxuJy6nQ5lQIlI0VITKUtzMQTD5+Op46oQSkVLS39/Pvn37OHLkCF1dXRw9epSrV69OekxHRwednZ2cOnUK27Y5duwYALt372bbtm309vayZs0aDhw4AMD+/fupr6/n5MmTbN26lT179gCwb98+Ghsb+Y//+A+++93vsnv37sLu7C2Sy2DPb3U8N+GomQozFxGRpSsWT17czl0mlMPhoKLMrXE8ESkaKkJlKbU6XhYHC5fLidvl1Op4IlJSzpw5w/r166mqqqKiooLGxkZ6e3tT269fv04kEmHdunUAtLa20tvbSzwe59y5czQ2Nk66H+D06dNs3rwZgJaWFt59913i8Th79uzhL//yLwH4wx/+wPLlywu5q5NY451Q88kKLPclLkJEx69+i4jI0hUzxjuh3Lk9RSv3eTSOJyJFw73QH2Cxi6cyobI7WJR5XYyFNZIhIqVjYGCAmpqa1O1AIMAHH3ww6/aamhr6+/sZHh7G7/fjdrsn3T/1OW63G7/fTzAYpLa2FoCmpiauX7+e6pxaCMnV8eYVTO5L7GM4aqT+FhGRpWmiEyq3RSh1QolIMVEnVJZy0QkFiVwodUKJSCmxLAuHY+K30bbtSbdn2z71ccC027c+x3nLRYDe3l6OHTvGU089xSeffJKrXUnLRDD5PDKhxgtPCicXEZF8ZEKBilAiUlxUhMpSLjKhAHwelzKhRKSkrFy5MhUcDjA4OEggEJh1+9DQEIFAgOrqakZHRzFNc9rzAoEAQ0NDABiGwdjYGFVVVZw+fToVXn7XXXfx6U9/mt///vd538eZpLM6XnJ11LCKUCIiS148OY6Xw0woSKyQNxqKpY5PIiILSUWoLCXbZrMfx3MTiugkRERKx7333svZs2cJBoOEw2HeeecdGhoaUtvr6urw+Xy8//77AHR3d9PQ0IDH46G+vp6enh4Aurq6Us/bsGEDXV1dAPT09FBfX4/H4+Hf//3fU6HmV69eZWhoiD/7sz8r5O6mpFOEqvCpCCUiIgn5HMezbRhRLpSIFAEVobKUvGKRk3E8dUKJSAmpra1l586dtLe38+CDD9LS0sLatWvZvn07ly5dAmDv3r28+OKLNDU1EQqFaG9vB+CFF17g2LFjNDc3c/78eZ544gkAduzYwcWLF9m0aRNHjhyhs7MTgOeee47//M//5IEHHuDZZ5/llVdeobKyckH22xrvkJ0rmNwwrVTx6aOPxxgIhhgNaVxCRGSpSgWT57oINX7BY3hURSgRWXhKQc2SYeRoHE+ZUCJSgjZv3pxazS7p9ddfT/29evVqjh8/Pu15dXV1HDp0aNr9VVVVHDx4cNr9tbW1vPHGGzn4xNlLdULNcRIRjZt82HcDgMu/CWKYNl/68wDLKrx5/4wiIlJ88tcJ5QHgExWhRKQIqBMqS3HTwuV0zBqaO19lXhdxw9Iy3SIii1w643ie8WW4k4tciIjI0jURTJ7rTKhkJ1Qkp68rIpIJFaGyFItbuN3Zf42+8XDamxrFEBFZ1FSEEhGRTMTGjwW5OLe4Vfl4EUqdUCJSDDSOl6W4YaZOIrLh87gAuBmK86kV5Vm/noiIFNZoKEY4YqSCXz++EcbldN62w9XjTvz2qwglIiITnVC5LUJ53S58HpcyoUSkKKgIlaW4YeHJwYGizDtehFI4uYjIohSOGFy4MsAfBm8CcPHXgzgcDv78zjtmfY7L6cDldKQWuRARkaUrteBRllmzM1le6VUnlIgUBY3jZSluWjm5WpEsQmllJBGRxc22bBwO5p0V6HE7UyMYIiKydEXjifOKbLNmZ7LC71UmlIgUBRWhshTPWSZUchxPRSgRkcXMssGZxgmEx+3UOJ6IiBA3zJyHkictr/RpHE9EisK8qicnTpygubmZ+++/n8OHD0/bfvnyZVpbW2lsbGTXrl0YhgFAX18fbW1tNDU18fjjjzM2NgbAyMgIjz32GBs3bqStrY3BwcFJr/eLX/yCRx55JHU7Ho/zpS99iS1btqT+M83iGF3I1TheMph8ZEzjeCIii5ll22ldxfa4XcTjKkKJiCx1sXhuJixmonE8ESkWc/7K9ff3s2/fPo4cOUJXVxdHjx7l6tWrkx7T0dFBZ2cnp06dwrZtjh07BsDu3bvZtm0bvb29rFmzhgMHDgCwf/9+6uvrOXnyJFu3bmXPnj0AWJbFm2++yfe//30sa+If5FeuXOGLX/wi3d3dqf9cLlfOvoRsxA0zJ51QXrcTt8vByJgODiIii5lt2TjTOCwkOqGK48KKiIgsnJhh5q0ItcLvZTQUwzB10UNEFtacv3Jnzpxh/fr1VFVVUVFRQWNjI729vant169fJxKJsG7dOgBaW1vp7e0lHo9z7tw5GhsbJ90PcPr0aTZv3gxAS0sL7777LvF4nGvXrnHt2jV++MMfTvoMly5dIhgM0trayre+9S1++ctf5mbvcyBu5qYTyuFwsKzCyyc3VYQSEVnMLNtOaxzPq0woEREhsTqe252/cTyAGzrXEJEFNmf1ZGBggJqamtTtQCBAf3//rNtramro7+9neHgYv9+P2+2edP/U57jdbvx+P8FgkM997nPs2bOHFStWTPoMDoeDr3/96xw9epQf/OAH7Ny5k2AwmMVu506uMqEg0SZ746YyoUREFjPLnn8oOYyP46kIJSKy5MUNC3c6rbRpWFHpBWB4REUoEVlY7rkeYFnWpH9M21OyLmbbPvVxMPs/ym3bxnmbH9xvf/vbqb8///nPs3btWi5cuMB9990318fPu7hhUe6b82ucl2UVXl2dEBFZ5BLHtDSKUB4Fk4uICESiJp4cXdyeaoU/0QkV1Ap5IrLA5qyerFy5kvPnz6duDw4OEggEJm2/NVh8aGiIQCBAdXU1o6OjmKaJy+Wa9LxAIMDQ0BArV67EMAzGxsaoqqqa9TN0dXXxpS99iT/90z8FEv/A93g86e9tHsTN3GRCQaIT6uofPsnJa4mIyMKwLJs0alDKhBKRJeHEiRO89tprGIbBI488Qltb26Ttly9fZteuXYyNjVFfX8/u3btxu9309fXR0dHBxx9/zGc/+1n27t1LZWUlIyMjPPnkk/z+97+nurqa/fv3U1NTw9/+7d/yxz/+EUhcLP/1r3/N8ePHWb16Nffccw+f+cxnUu/5b//2b0WTMwsQiRk5u7g9VdWyRBFqeERFKBFZWHNWT+69917Onj1LMBgkHA7zzjvv0NDQkNpeV1eHz+fj/fffB6C7u5uGhgY8Hg/19fX09PQAiUJS8nkbNmygq6sLgJ6eHurr629bVLpy5QpvvvkmAB9++CGXL1/my1/+coa7nFvRuJWzKxbLKr18cjOGbds5eT0RESm8tMfxXOqEEpHSVsiFjg4ePJhayOi+++7jW9/6FnfffXdRL3SUFI4aeeuEWj4+jhe8oSKUiCysOX/lamtr2blzJ+3t7Tz44IO0tLSwdu1atm/fzqVLlwDYu3cvL774Ik1NTYRCIdrb2wF44YUXOHbsGM3NzZw/f54nnngCgB07dnDx4kU2bdrEkSNH6OzsvO1n+M53vkMwGKSlpYUdO3bw0ksv4ff7s933nAhHDMq8uTmALavwEoubRGK6Ii4islilO47n9bgwLRvT0gUIESlNhVzoKOnDDz+kq6uLp59+GijuhY6SIjETryc/hTG3y0mV38fH6oQSkQU2r37PzZs3p37kk15//fXU36tXr+b48ePTnldXV8ehQ4em3V9VVcXBgwdnfb977rmHe+65J3Xb7/fzk5/8ZD4fteDCUYMyb+4yoSCxakW+WnFFRCS/EuN46QSTJ64HaSRPRErVTAsdffDBB7Nuz2aho9raWgAOHDjAo48+mrpwnVzo6G/+5m/4n//5H7Zv386JEyeorq7O787Pk23bRGL564QCuGO5T8HkIrLg8vcrtwTEDQvDtHLWCbW8MjGS+InCyUVEFi3LtkmjBnVLEUojeSJSmgq90NGNGzf4xS9+wdatW1Pbv/3tb/P3f//3eDyeSQsdFYtozMS2yVsnFED18jKCI+G8vb6IyHyoCJWFcNQAoCxHXUvLk51QoypCiYgsVrZNeqvjqQglIiVu6kJGmSx0NPV5yYWOgGkLHf385z+noaEBn8+Xes2uri5+97vfpW4X00JHAKHx8wpvHjuhEkUojeOJyMJSESoLqSJUrjKhxgMDb4zFcvJ6IiJSeOmP4yWOISpCiUipKvRCRxcvXqS+vn7SZyjmhY5g4rzCk+dOqE9Go8ogFJEFpSJUFnLdCXVrJpSIiCxOlm2TRiNU6qp3LK5MKBEpTYVe6Oj3v/99KhsqqZgXOgIIRRKh6nnthFpRhmXrXENEFpbSr7MQjiQ7odw5OXnwelyU+9zKhBIRWcRmyjC5ndQ4nqlOKBEpXYVc6OjW100q5oWOYOLitted304ogOCNSOpvEZFCUydUFkLRxBWLXI3jAVT5fdwY1TieiMhiZVnpZkKNj+PFVYQSEVmqQuMXt72e/GZCAQRHlQslIgtHRagsTGRC5a6hbLnfqxZZEZFFLDGOl0kwucbxRESWqlQmVIE6oUREFoqKUFlIjeP5ctsJpXE8EZHFKzGON//HezxaHU9EZKkrRCdU1TIfDgdaIU9EFpSKUFnIRyfUCr9PnVAiIouYZdvpjeO5xoPJVYQSEVmyCtEJ5XY5WeH3qQglIgtKRagsTBShcnewWOH3MjIWw9LSqSIii5JlkVYwucPhwON2qhNKRGQJC0XiOB0O3K40WmkzUL2sTEUoEVlQKkJlIRw18LiduF25+xqr/D5My2ZsfJlWERFZXGzbJo1GKIDxIpQyoURElqpw1KDM50rrIkY6DNNiIBiistzDQDCU+m80pAWRRKSwVITKQihqUO7L3SgeJMbxAD4Z1UieiMhiZNl22icR6oQSEVnaQhEjpxEfU0XjJheuDGBaFoOfhLlwZYALVwZSGbciIoWiIlQWwnkoQlWNF6GUCyUisjhZFmllQkEiA0RFKBGRpSvZCZVvFWUewhFD0R8ismBUhMpCOJKHTqhlySKUWmNFRBajxDheJp1QGscTEVmqwhGD8jx2QiVVlrmxmci2FREpNBWhshCOGlSU5bgIVekF4BN1QomILEqJcbz0nuPVOJ6IyJIWisYpy/HF7ZlUlnsAGAsrf1ZEFkb+f+lKWDhqsHy8aJQLhmlhWomTkL7BmwwEQwCUl7lZVpG79xERkfyxLDuDcTwnN8ZUhBIRWarCUaMg/96vLBsvQmkRJBFZIOqEykIox+N40bjJ//M/Q5R5XXzYd0OBgSIii5Btk8E4njKhRESWsnwHkydVJDuhdH4hIgtERags5COYHKDc51bhSURkkcpkdTyv20ksrkwoEZGlKl/nFVNVjL+HxvFEZKGoCJWFcNSgPMeZUJAoQoUUFigisihZlk2a03h4vYlOqORItoiILB22bSdWx/Pmf3U8p9NBRZlbRSgRWTAqQmXItm0isfxcsago8xDSnLaIyKJk2+lnQvk8iROPcFTdUCIiS00kZmLbFKQTChILId3QIkgiskBUhMpQ8mBRkYeDRWW5m7GwgW3bOX9tERHJH9u2sWzSHsdLFaF0AUJEZMlJXnwuRCcUwAq/Tytxi8iCUREqQ+Hxcbl8XLGoLPdgmBYxhdSKiCwqyUsH6QaTe8dPPDSKLSKy9CTPK8oK1Qnl9xGKGMQMdd+KSOGpCJWhvBahkkunalZbRBa5EydO0NzczP3338/hw4enbb98+TKtra00Njaya9cuDCPx29rX10dbWxtNTU08/vjjjI2NATAyMsJjjz3Gxo0baWtrY3BwEICBgQEeffRRtmzZwkMPPcTZs2cLt5O3sK1EGcqZ5tF1ohNKRSgRkaUmFMnfecVMqpb5ALhxM1aQ9xMRuZWKUBkK5/FgUVmuIpSILH79/f3s27ePI0eO0NXVxdGjR7l69eqkx3R0dNDZ2cmpU6ewbZtjx44BsHv3brZt20Zvby9r1qzhwIEDAOzfv5/6+npOnjzJ1q1b2bNnDwAvv/wyX/va1+ju7uaVV17hySefxDQLf4XXGh+jznQcL6QilIjIkpPqhCrgOB6gXCgRWRAqQmUo1QmVh9XxUkUoZYOIyCJ25swZ1q9fT1VVFRUVFTQ2NtLb25vafv36dSKRCOvWrQOgtbWV3t5e4vE4586do7GxcdL9AKdPn2bz5s0AtLS08O677xKPx/nGN75BS0sLAHfeeSfRaJRQKFTI3QVgvBEq/XG8ZBEqqt99EZGlJnkBonDjeF4APhlVEUpECk9FqAwli1AVPk/OX7tyvLClTigRWcwGBgaoqalJ3Q4EAvT398+6vaamhv7+foaHh/H7/bjd7kn3T32O2+3G7/cTDAZpbGxkxYoVALzxxhvcddddLFu2LO/7OFXG43hedUKJiCxVE51QhSlCed0uKsvc6oQSkQVRmF+6EpRcxSIfnVAetwuvx8mYTkZEZBGzLGvSWJpt25Nuz7Z96uNg9vE227Zx3lLxeeuttzh69Cg//elPc7UbaUmO46XdCeVO7IOKUCIiS09yZdRCZUJBYiRPRSgRWQjqhMpQPoPJIRFOrk4oEVnMVq5cmQoOBxgcHCQQCMy6fWhoiEAgQHV1NaOjo6lMp1ufFwgEGBoaAsAwDMbGxqiqqgISuVBvv/02hw8fZtWqVXnfv5kkx/HSzYRyOBx4PU6N44mILEGhAmdCQSKc/BMFk4vIAlARKkN5L0KVqwglIovbvffey9mzZwkGg4TDYd555x0aGhpS2+vq6vD5fLz//vsAdHd309DQgMfjob6+np6eHgC6urpSz9uwYQNdXV0A9PT0UF9fj8fj4a233uK9997jZz/7GStXrizwnk6wUuN46RWhIBFOrtXxRESWnnDUwOV04HEX7tRshd9HOGqkzmlERApFRagMhaIGDkf+rlhUlnsUTC4ii1ptbS07d+6kvb2dBx98kJaWFtauXcv27du5dOkSAHv37uXFF1+kqamJUChEe3s7AC+88ALHjh2jubmZ8+fP88QTTwCwY8cOLl68yKZNmzhy5AidnZ3Yts2rr75KMBjk4YcfZsuWLWzZsmVS/lSh2KlxvPSf6/W4NI4nIrIEhSMG5T532l202agaXyGvP1j4RTxEZGlTJlSGwlGDMm/+DhaVZR5CYSN1QiMishht3rw5tZpd0uuvv576e/Xq1Rw/fnza8+rq6jh06NC0+6uqqjh48OC0+8+dO5eDT5u9ZCZUJscGn8elK9IiIktQKGpQkYec2dtJrpCnIpSIFJo6oTKUvGKRL5XlHizb1gmJiMgiYlmJ/81oHM/rSi16ISIiS0c4mt/zipmsGO+EGlARSkQKbF5FqBMnTtDc3Mz999/P4cOHp22/fPkyra2tNDY2smvXLgwjUTjp6+ujra2NpqYmHn/8ccbGxgAYGRnhscceY+PGjbS1tU0KpgX4xS9+wSOPPJK6bds2L730Ek1NTTQ3N6fyQxZSvg8WleWJ19YKeSIii4ed4ep4kOiECunCg4jIkhOKxKko8xT0Pd0uJ/5yDx+pCCUiBTZnEaq/v599+/Zx5MgRurq6OHr0KFevXp30mI6ODjo7Ozl16hS2bXPs2DEAdu/ezbZt2+jt7WXNmjUcOHAAgP3791NfX8/JkyfZunUre/bsARLLdb/55pt8//vfx0peTgZOnTrFtWvX6Onp4dVXX+XZZ59NFboWSjhqUJ7HttnK8QORwslFRBaPiXG89J+rTCgRkaVpITqhINENpU4oESm0OYtQZ86cYf369VRVVVFRUUFjYyO9vb2p7devXycSibBu3ToAWltb6e3tJR6Pc+7cORobGyfdD3D69OlURkhLSwvvvvsu8Xica9euce3aNX74wx9O+gw///nPaW5uxul08tnPfpZVq1bx3//937n5BjIUjhpU5HkcD1SEEhFZTFKr42XYCRWJGqnXEBGRpSEUye/F7dlULfPRP6wilIgU1pxFqIGBAWpqalK3A4HApBWHpm6vqamhv7+f4eFh/H4/brd70v1Tn+N2u/H7/QSDQT73uc+xZ88eVqxYMe0zBAKBSe/x0UcfZbK/OZPvKxbJllytkCcisngk15LINBPKBo3kiUhJKlS8x/Xr1/niF7+YWin10UcfBSAWi9HR0cHGjRt56KGHuHbtWoH2fG75vrg9mxV+L2PhOKOhWMHfW0SWrjmLUJZlTVrlx7btSbdn2z71cTD7akG2beN0zv5RZnqP2z2+EPJ9xcLldFDuc6sTSkRkEclmdTyvxwWoA1ZESk8h4z1+9atfsXnzZrq7u+nu7uaNN94A4NChQ5SXl3Py5Emee+45nn322QJ+A7e3YJ1Q4+HkfYM3C/7eIrJ0zVnJWbly5aTg8MHBwUldSVO3Dw0NEQgEqK6uZnR0FNM0pz0vEAgwNDQEgGEYjI2NUVVVddvPMDAwMO09FlIhZrcry1WEEhFZTCbG8dJ/rk9FKBEpUYWM97h06RK//vWv2bJlC+3t7Vy5ciX1+AceeACAr3zlKwSDQfr6+gr2HczGsmwisYXLhALoGxor+HuLyNI1ZxHq3nvv5ezZswSDQcLhMO+88w4NDQ2p7XV1dfh8vtSKdd3d3TQ0NODxeKivr6enpweArq6u1JNAirgAACAASURBVPM2bNhAV1cXAD09PdTX1+PxzL4iRENDAydOnMA0TX7729/ym9/8hrvvvjvzvc6BQrTNVpZ5tDqeiMgiklodL4MqlDqhRKRUFTLew+fz8cADD/Dv//7vPProo3znO98hFovN+B4LHe8BEIkZ2DZU+Aq7Oh7AikovDgf0DaoIJSKFM2cVpba2lp07d9Le3k48Hueb3/wma9euZfv27Xzve9/j7rvvZu/evTz//PPcvHmTL3zhC7S3twPwwgsv8Mwzz/Daa6+xatUqfvzjHwOwY8cOnnnmGTZt2sSyZcvYu3fvbT9DU1MTH3zwQerqxZ49eygrK8t23zNmmBZxwypAJ5SHgeFwXt9DRERyJ5kpnsk4ns+TuC6kLEARKTWFjPf47ne/m7pvw4YNvPLKK3z44YfTXqsY4j0AxsKJC86V5YXvhHK5nHxqeRl9QxrHE5HCmdev3ebNm1Ptrkmvv/566u/Vq1dz/Pjxac+rq6vj0KFD0+6vqqri4MGDs77fPffcwz333JO67XA4ePrpp3n66afn83HzLjweGpv3IlSZh3DUwDCtvL6PiIjkRjITKqNxPK86oUSkNK1cuZLz58+nbmcS7+FyuWaM91i5cuWkeI9Dhw7R0tLCHXfcASSKTW63m9raWgYGBvjTP/3TSe+x0IZHIwDcsWxhLrAHqis0jiciBbXw5f9FKBwpUBGqPNGWe+NmNK/vIyIiuWFbGscTEZmqkPEe586dS10c/+Uvf4llWfzZn/0ZGzZsoLu7G4Dz58/j8/n49Kc/XbDvYDbDI+NFqOW+BXn/2uoK/jh4MzVOLiKSbypCZSDVCZXnVSyWV3oBNJInIrJIaHU8EZHpbo33ePDBB2lpaUnFe1y6dAmAvXv38uKLL9LU1EQoFJoU73Hs2DGam5s5f/48TzzxBJCI97h48SKbNm3iyJEjdHZ2ArBr1y7OnDlDS0sLL730Eq+88gpOp5OHH36YWCzGpk2b2LNnDy+//PLCfBlTDI8mLjYvVCdUbXUFYxGDkbHYgry/iCw9hR8+XuRGQzGujy9jGo2ZDARDRONmXt7rjmWJKyIffawWWRGRxSCZCeXMoAjldDgo97m5qUwoESlBhYr3qK2t5V/+5V+m3e/z+XjppZcy+eh5leyEqlrmI3gjUvD3D9xRASTCyZOr5YmI5JM6odIUjhj86trHAPzuo1EuXBnIW2ZTZbkHt8vJH1WEEhFZFCbG8TJ7frnPrU4oEZElZHg0yvJKL27XwpyWrfzUeBFK4eQiUiAqQmUgbiQ6nzzu/H59DoeDO5b7+OjjUF7fR0REciObcTyAijIVoURElpLgSITq5Qu36venVpTjdDoUTi4iBaMiVAZiRqLzKZnfkU9Vfp/G8UREFgk7i3E8SHZCGTn8RCIiUsw+GY1StWzhxuDcLie11RX0DaoTSkQKQ0WoDMTGM6C8ee6EgkRI4cc3IkRiOikRESl2yU6oTFbHA3VCiYgsNcHRSCoHdqF8+k8q1QklIgWjIlQG4uOdUB5P/r++5JWRP+rAICJS9CwrOY6X2fMryjyMKZhcRGRJsG2b4ZHogo7jAXy6xs8fh25iJ9t5RUTySEWoDMQNE6fTgSvT5Nk0JK+M/KFfLbIiIsUu23G8CgWTi4gsGWPhOIZpUbVsgYtQf1JJOGryyWh0QT+HiCwNKkJlIGZYBRnFg0QnlAP4w8BoQd5PREQyl4txvFAknuqoEhGR0hUciQBQvXyhx/H8AFxXLpSIFICKUBmIxy087vyHkkMiLPBTK8r4gw4KIiJFb2IcL8Ng8jIPlo1yAEVEloDh8c6jOxa4E6oukChC/WFA5xsikn8qQmUgZph4C5AHlbTyU5U6KIiILALJPI0MG6Go8LkBuKmRPBGRkjc83gl1xwJ2QhmmhW3b+Dwurvx2mIFgiIFgiNFQbME+k4iUNhWhMhA3LDwFGseDRBHq+uBNjWeIiBQ5ywYHmXdCVZQlilDKhRIRKX3F0AkVjZtc/PUgK/xe/r/fBrlwZYALVwYIR9SRKyL5oSJUBmJxC2+BxvEAVn2qgmjM5OMbkYK9p4iIpM+ybByZtkEB5eqEEhFZMoIjEbweV+oCxEKqXl6WyqgSEcknFaEyEDfMwnZC/UklANcHFU4uIlLMbNvOeGU8gOWViZGMYZ0IiIiUrNFQjIFgiI8+HmN5pZfB4TADwRDRuLlgn+mO5WWEIoYyCUUk71SEykDMsPAUMhOqOlGEUi6UiEhxs2w74zwogD+pSoxk9AdDOfpEIiJSbMIRgwtXBvh9/03cLkdqBM4wrQX7TNXLE8ef4ZHogn0GEVkaVITKQDxuFnQcb4XfS0WZW0UoEZEiZ9lkNY5X5nWzvNKrIpSIyBIQisapKPMs9McAJopQGskTkXxTESpNtm0TNyy8BRzHczgc1NX4ua4ilIhIUbOt7MbxAGqrKxhQEUpEpOSFwgaVRZAHBbCswoPb5VQRSkTyTkWoNMXiFjbg8RSuEwrg/wT8/GFAmVAiIsUs23E8SBSh1AklIlLaTNMiGjeLphPK4XBQvdynIpSI5J2KUGlKhvUVshMKoC7gZ+hGhHBUYYEiIsXKsrNbHQ/GO6GGw1iWnaNPJSIixWYskvg3fTGsjJdUvbxMC2OISN6pCJWmZBHKU8BMKID/E1gGwPVBjeSJiBQr2yIn43iGaTE8qhMBEZFSFYrEAYqmEwoSK+SNRQyisYVbpU9ESp+KUGmKRBM/yoVcHc8wLSp8iaskl//3YwaCIUZDsYK9v4iIzE9iHC+7IlSgugKAjz7WSJ6ISKkKjXdCFUsmFCicXEQKQ0WoNC3EOF40btI3eBMHcOHKIBeuDBCOaCxPRKTYJMbxsnuN2vEi1MCwilAiIqWqGDuhqpf7ABWhRCS/VIRKU2S8PbXQ43gul5NllV4+0XiGiEjRMk0bV5aZUIE7EkUohZOLiJSu8Ph0RZmveDqhllV4tUKeiOSdilBpWqhgcoA7lvkYHo0W/H1FRGR+4oaFx5XdRQqvx0X1ch/9GscTESlZkZiB1+3M+sJFLjkcDj61ooyhT8IL/VFEpISpCJWmiUyownZCAVQtK+PGzSi2rRWTRESKkWFaeHJwkaK2ulLjeCIiJSwSM4qqCyopoBVaRSTPVIRKU3iBO6EM02Y0FC/4e4uIyNzihoU7B8eHwB0VfKRxPBGRkhWJmpR5C39Rey61dyRWaO0b0orcIpIfKkKlKdUJtUBFKEC5UCKyaJw4cYLm5mbuv/9+Dh8+PG375cuXaW1tpbGxkV27dmEYiUJ/X18fbW1tNDU18fjjjzM2NgbAyMgIjz32GBs3bqStrY3BwcFJr/eLX/yCRx55JP87NovEOF7mxwfDtBgIhvBXeBgaDvPHoZtaEVVEpARFYgZl3uLrhEoujvG/fSML/ElEpFSpCJWmSMzA43biyHIJ7kxUjRehlAslIotBf38/+/bt48iRI3R1dXH06FGuXr066TEdHR10dnZy6tQpbNvm2LFjAOzevZtt27bR29vLmjVrOHDgAAD79++nvr6ekydPsnXrVvbs2QOAZVm8+eabfP/738eyrMLu6C2yHceLxk0uXBkgFIlj2Tb/92KfVkQVESlBkZhJma/4OqFW+L34PC7+t+/GQn8UESlRKkKlKRIzF6QLCqDc58bncfGJilAisgicOXOG9evXU1VVRUVFBY2NjfT29qa2X79+nUgkwrp16wBobW2lt7eXeDzOuXPnaGxsnHQ/wOnTp9m8eTMALS0tvPvuu8Tjca5du8a1a9f44Q9/WOC9nCxX43jLKrwAjIypA0pEpBRFosXZCeVwOAhUl/PhdRWhRCQ/VIRKU2Ili4W5auFwOKjSCnkiskgMDAxQU1OTuh0IBOjv7591e01NDf39/QwPD+P3+3G73ZPun/oct9uN3+8nGAzyuc99jj179rBixYpC7NqMLNtOdEJlMY6XtLwyUYTSGJ6ISOkxTIuYYRVlEQoSuVDXB8eIRNWFKyK5pyJUmiJRE49n4b625LKpllbIE5EiZ1nWpNFl27Yn3Z5t+9THAbOOQNu2jdNZHIeyWDyRGZiLTih/hRcH6oQSESlFY+HEIkPFOI4HiRXyLNvmmrqhRCQP5vUv5UIFy8ZiMTo6Oti4cSMPPfQQ165dA/j/2bvz+KjKs//jn1kzWSALJCRskR1lESXIIou4hCUggtpSEa0+j1v15/aIglp3a6VUFIoLrdZWsQUVSbGsLSIqyKYIKCCCIBDIQkL2zHp+f4SMBAJJIJOZJN/365UXzMxZrtwM93XOdc59H9xuNxdffDHjxo3z/3i93jppgNoqvxMqeCc8SS0icbq9ZGQXBy0GEZGaSExMrDRxeHZ2NgkJCaf9PCcnh4SEBOLi4igsLPT38yeul5CQQE5ODgAej4fi4mJiYmLq49epltNVHm9d5AiL2URUhJ08PYhCRKTRKaooQoXg0/Hg58nJdx/IC3IkItIYVXukXJ8Ty77zzjuEh4ezdOlSHn30UaZNmwbArl27uOiii0hPT/f/WCzB6bTL54QKXsJIahkJwA9KCiIS4gYNGsS6devIzc2ltLSUFStWMHToUP/nbdq0ISwsjM2bNwOQnp7O0KFDsdlspKSksGTJEgAWLVrkX2/YsGEsWrQIgCVLlpCSkoLNZqvn36xqdXknFEBiiwiO5BRj6M5XEZFG5eciVGgOx4tw2GgR7WDXfp1viEjdq/ZIuT4nll29ejVXX301AP369SM3N5eMjAy2bdtGbm4uEyZM4Be/+AUbNmyo21aoBefxp+MFS/NIOxEOK98fOBa0GEREaqJVq1Y88MAD3HTTTVxzzTWMGTOG3r17c9ttt7Ft2zYAZsyYwQsvvMDIkSMpKSnhpptuAuDJJ59kwYIFjB49mk2bNnH//fcDcN9997FlyxbS0tJ47733eOKJJ4L2+53MebwIVRdzQgG0bhlJcZlHQ/JEpFGor5EVWVlZ/M///A/jxo1j/PjxrFu3DgitkRXFJaF9JxRAh9bRfP+TilAiUveqLb9XNbHs1q1bT/v5uUwsW9W2jhw5gslk4oorruCOO+5g9+7d3HbbbSxevJi4uLhz/PVrr8zlJd4WvIRhMplIahnJbhWhRKQBGDt2rP+iQ4U///nP/r93796dDz744JT12rRpwzvvvHPK+zExMbz++uun3V///v3p37//OUR89spcdXsnVMWdrxk5Gn4tIg1bxciKhQsXYrfbmThxIv3796dz587+ZaZMmcJzzz1Hnz59ePTRR1mwYAE33HCDf2RFWloac+bM4dVXX2XKlCn+kRVz585l0aJFPP/887z88stMnz6dyy+/nEmTJrF3714mT57MmjVr/CMr3nzzzSC2RLmi0vKLC46w0LwTCuD85Fg27cjk271H6dGxRbDDEZFGpNoj5fqcWPbkdSrenzhxIvfccw82m40LLriA3r1789VXX9X8t6xDpc7g3gkF5VfHcwvKyMorCWocIiLyM1cd3wkV19xBmN3CYRWhRKSBq8+RFVdddRVjxowBIDk5GafTSUlJSUiNrAj14XgAA3u3JiYqjH+u3BXsUESkkan2SLk+J5Zt1aoVWVlZp2xr0aJF/PTTT/73DcMIyhwgXq8Pt8cX1InJoXxycoDv9h4NahwiIvKzionJ6+pChclkIqlFJBk5RXWyPRGRYKlqZEXFCImqPj+XkRUjRowgOjoagDfffJPzzz+fZs2a+UdWzJ8/n6eeeooHHniA3NzcgP/uVSkqdWMxm4J+YftMwmwWxl/WiS3fZ7Nrf3DaSUQap2p7vvqcWHbYsGGkp6cDsGnTJsLCwmjdujW7du3irbfeAmDv3r3s2LGDvn371mEz1Eyps3xsuj2Iw/EAWsSEEx5m5bsflRBEREKFf06oOnx4ReuWkeQXucgvctbZNkVE6lt9jqyo8PbbbzN//nymT58OEFIjK4pK3CE9FA/A4/XRt3srIsNtvLNkB1m5JRSWaI5CETl31Rah6nNi2cmTJ+NyuUhLS+P555/3J427776b3NxcxowZw3333ceLL75IVFRUQBrkTEqOF6GCfdXCbDLRqU003/6oO6FEREKFs47nhIKf54XSwyhEpCGrz5EVANOnT+f9999n3rx5JCUlAYTMyAoonxMqlCclh/ILKzv25dKzYwu++SGHpev2UVrmCXZYItII1KgEX18Ty4aFhfHiiy+e8n5UVBSzZs2qSagBVeovQgU/aXRpF8NHn+6hoNhF80h7sMMREWny6vrpeADxsRFYLWZ2/5QHl3aos+2KiNSnQYMGMXv2bHJzcwkPD2fFihU8++yz/s9PHFnRt2/fKkdWjB07tsqRFXfeeWelkRVvv/0269ev5x//+AfNmzf372PXrl1s2bKFp556KqgjKwCKS90hPR/UiXp1bsn2PTms3LCfyy5uG+xwRKQRCN2ByCHIPxwvBMZvdz+v/MmAX+3MrGZJERGpDxVFqLq8E8piNpHYIkKPyRaRBq2+RlYYhsGcOXPIzc1l8uTJjBs3jnHjxpGZmRkyIyugfE4oR1jwL2rXRJjNwlWXJFNQ5OK95TuDHY6INAINowQfIipuQbXZgl+E6tgmmrjmDr7YmsFlfdsFOxwRkSbP6fJiNpuwmKuer+RsJbWMZNN3mRSVuokKD87QERGRc1VfIys2btx42hhCYWQFlBehWkSHBzuMGmuTEEXK+a1Yu+0wqzYd4PIUnXuIyNkLfjWlAfn5TqjgX7kwm0wM6p3E5p1ZlJS5gx2OiEiT53R763QoXoXWLaMwgJ379DAKEZGGzuczjg/HC/75RG2kXNCKjm2i+du/v8Pt8QU7HBFpwFSEqoXSEJmYvMKlvVvj9vjYvCMr2KGIiDR5Tpc3IPmhVVwEFrOJb/fqYRQiIg1dcZkbw4DwEH863snMJhNXD+lIbkEZn351MNjhiEgDFhrVlAbCfyeULTSuXJzfoQUxzcL4YmtGsEMREWnyXO7AFKFsVjPJSc1VhBIRaQQKi10ADe5OKICeHVtwXlJzPvr0B3w+I9jhiEgDpSJULZSUhdadUBaziYG9kti0M5Mypx6ZKiISTGUub51OSn6iru1j2X0gzz/5uYiINEwFJeVFqLAG8nS8E5lMJiYM78xPRwrZrIcjichZCo1qSgNR6vRgCcCks2fD4/WRlVtCjw4tcLq8rNp0gKzcEgqPJzYREalfrgDNCQXQtV0MHq+hp+SJiDRwBQ34TiiAIX3a0DImnA8/+SHYoYhIA6UiVC0UlboJd1gxmYJfhHK6vXy1K4vi409L+ufKXaz/9rD/CX4iIlK/nO7A3QnVuW0MJhMakici0sBVDMdraHNCVbBazFwzrBPf7j3Krv16YIaI1J6KULVwrLCM5pH2YIdRidls4vKUduQVOvn8G80NJSISLM4AzQkFEBluIzlR80KJiDR0FaMWHA1wOF7FSIyLusYT4bDyjxW7NBJDRGpNRahaOFboJDoyLNhhnKJdq2Zc3C2e737M1fhsEZEgcboCNxwPoEfHFuzcl4vXq0dji4g0VAXFLswmE3ZbwzsNqxiJ8d2PuZx/Xhybd2axatMBjcQQkVppeL1fEB0rcobcnVAVLumRSEJsOH9fuoOiUnewwxERaXICeScUQI8OLShzedlzKD9g+xARkcAqKHYRGR4a03uci16dW2Ixm9iyOzvYoYhIA6MiVC0cKwzdIpTFbOayi9tSXOLm/f98H+xwRESaHKfLizWAd0L17NwCgK+/zwrYPkREJLAKS1xEhYfm+URtRDpsdEuOZee+XPKLnMEOR0QaEBWhaqjU6aHM5Q3ZIhRAfGwEg3q35l+f7eXI0eJghyMi0mR4vT48Xl9A74SKbeagS7sYNn2nYdciIg1VYbGbqAhbsMOoExd1TcBnGLyzdAc+nxHscESkgVARqoaOFZZX+JuH4JxQJxo/rBMWi4m3//1dsEMREWkyylxeAGzWwDxyu2Iy2PPPi2PX/jz2HDimyWBFRBqgvMIymkWE7kXt2ohpFsalvVvz9ffZ/HPlrmCHIyINhIpQNVRRhIqOCu2kEdvcwbWXdeaLbzKYv3IXXl2VEBEJuDJX+aSs1gDdCVUxGWyY3YIBLP5iL1/tytJksCIiDYhhGGTlldIyxhHsUOpM784tubR3a/6xYhdrt+pJ3SJSPRWhauhYURlASA/Hg/Kr5UMvakP/Hom8u2wnj8z+jF37c3W1XEQkgJwVd0IFcE4ogPiYcCIcVvYfLgjofkREpO7lF7lwub20iA4Pdih1xmQyMXlUd7q2j2HWgi0czS8NdkgiEuJUhKqhn4fjhXYRyun2sm3PUfp2T+CKfu3Ycyif6e9sokhFKBGRgPl5OF5g06rJZCI5sTk/HSnUna4iIg1MVl4JAC2jG8+dUFA+FP3/buiL2+NjzgffYBjKTyJyeipC1VBFEaqhjOE2mUx0T47j8pR2ZOWVsmzd/mCHJCLSaJU6y4fFBboIBXBeUnNcHh+Hc/QAChGRhqSiCNWY7oSC8pEYVouZCZd1YuN3maR/ukfzForIaakIVUN5hU6aRdgD+vjtQOjSLobObaNJX7OHfRq+ISISEBXD8eojR7RtFYXZbGLPwWMB35eIiNSdrNyKIlTjuhOqYt7CuOYOklpE8rcl3/H0m1/yzxW7yC9yBjs8EQkxDauiEkTHipzENg/tJ+OdztCL2hIZbmPme1/hdHuDHY6ISKNTMTF5fdwJZbda6J4cy/a9R1n/7eGA709EROpGVl4pkQ4rEQ5bsEMJCJPJRGr/9nRtH0tRiZvFn+/lqb98qfMPEalERagaOlboJCaqYRahwsOs/DrtAvZm5POqxmmLiNS5ijmhAvV0vJMN7dOG1i0jeWvxt2z7Iade9ikiIucmM7eEhLiIYIcRUFERdob3bcevUrtx97UX8sOBY/zp/S06/xARPxWhauhYoZOYZg2zCAVwYZd4bkjtxqpNB/j3Fz8GOxwRkUalPu+EArBYzIwadB7xsRE8//YGDXcQEWkAsvNKSIht3EWoE13ULYFJI7uzevNB0tfsCXY4IhIiVISqoWNFZQ26COXx+hie0o4+XeL5S/p2lq/bpwkDRUTqSJnz+NPx6nHeQIfdym8m9KbU6eGfK3bV235FRKT2DMMgK6/x3wl1Io/Xx/CL29K3ewJ/XfwdX3xzSOcfIqIiVE2UOT2UOr3ENmu4kwg63V62fJ9NygWtaBHtYM6H3/Deip2UlnmCHZqISIPnPH4nVH0Nx6vQOj6K1P7JLF23j0PZRfW6bxERqbmiUjelTm+TuhPK6fby9ffZXNwtgagIG7Pf/4Yvtmbo/EOkiVMRqgaOHR/m0FDnhDpRmM3CuKGdaBMfxX83lg/N8/k0RltE5FyUubzYrGbMJlO97/uG1G7YbWb+9u/v6n3fIiJSM5nHn4yXEBse5Ejqn91mYeSAZEqdHlZu2O8fwi4iTZOKUDVwrPB4EaoBD8c7kd1mYcylHejSLoaFq3/gybnryC0oC3ZYIiINVqnLQ5jNUu/79Xh9uD0+RvQ/j3XbDvPZ1wc11EFEJARl5x0vQjWh4Xgnio+NYGifNhzILGLaq1/wrzV72H+4gKzcEtZty+DJueuY+PgS0tfs0STmIo2cNdgBNAR5jawIBeWT2l51SXsG9UriHyu/5//N+IT7Jl7EJRckBjs0EZEGx+nyEmav/yKU0+1l6w85JMSF0zzSzusfbeOXV3ZlQM8kmkXY6z0eERGpWmZuKQAJsRGUOZvmnUA9OragRbSDb/ce5c/p2yt91iLawXlJzflL+na+3XuUe3/RhyjlMZFGSUWoGqgYjhfbLAyvt/FU5k0mE4N6t6ZLu1jeWLSNZ99cz+Up7biyX3uSk5rRPLLxFN1ERAKpLEh3QlWwWS1c2a89H63+gc+/yWBAz6SgxSIiIqfKzishPMxCswhbky1CASS2iOSqS9pzILOIowVllDk9REfZ6dW5BRgmVmz4iQ9X7ebO3/+XX6V2Y8hFbXROItLIqAhVA8eOD1WLjgojN79xDVtzur0cPlpM2qDyoRyrNh1g1aYDREfZGXJhG667ogstopve2HURkdooc3mDWoQCSGoZycXdE9i8M4t5y3dis5rxeH0M6dOGPl0TsJjrf74qEREpl5lbQnxsBKYgzB0YalweH8eKnFjMJiLDbXi8BiVlXnbtzyM+Jpxrh3fmk80Hef2jbXz+TQa3jO1B1/axwQ5bROqIilA1kFfkpFmEHWs9Pnq7vlksZgb3aUPPTi05mF1ESambpev2sWL9fq7qn8zAXklc0CEOmzW4J1kiIqGozOnBHoTheCfrd0ErMnKKWbXpADFRYbi9Pv678QDxseHcc30fLu6WEOwQRUSapOy80ib1ZLxzER8bwXWXd2Hbnhy2fJ/N/72yhr7dE/hVaje6JccFOzwROUcqQtXAsUJno5oP6kximoUR0yyM3p1bkldQxuLPf2TZun38+4sfCbNZaBnjICrCTnxMOOe1bk5CbAQFxS7yi5yE2SxER4XRrlUzuifHYmnERTsRkROVubw0C7cFOwwsZjPjh3Xigg5xhIfZcHt8bNmdzeLP9vLsm1/ywA0XM7RP22CHKSLS5GTmldD9PN3NU1Nms4kLu8Qz8apubPjuCB+t3sNDsz7j4m4JDOyVRFy0g0iHDafbi9fro12rZrSK051mIg2BilA1cKzQSWwTKUJVcLq9HMgqok/XeC7oGMehrCKcLi8FJS6KS93s2p/H599k+Jc3m0z4TniSRVS4jb7nJ5A2qCPdz4tVQhCRRs3p8tAi2hHsMIDy+f58Bny1KwsAi9nEyIHJ/Ouzvbw07ys8Hh/DLm6n4XkiIvWkpMxNcambVk30yXjnwmY1M+yitvTvkcgnmw+y/Mt9/vx2smYRdrq2j6Fr+1g6tYmmdXwUreIisAd5uLyIVFajItTixYt57bXX8Hg8RbOD4gAAIABJREFU3HzzzUyaNKnS5zt27OCxxx6juLiYlJQUnn76aaxWKxkZGUyZMoWjR4/SoUMHZsyYQWRkJAUFBTz00EMcOHCAuLg4Xn75ZeLj43G5XDz22GNs374dh8PBjBkz6NSpE4ZhMH36dD755BPMZjPPPvssffv2DUiDnMznMzhaUEb35KZ75cJutdChdTTdkmPZtT/P/77L7aW41E2vzi05kFmIz2dQ4vSQmVvCjxn5rN9+hE+/OsR5Sc25sEs8bRKiOC+xOZ3aRisZiDQRwc4f9SUU5oQ6E4fdytVDOvLJpoPM/MfXvLd8F5f1bYsJE6VODx3bRHNJj0SiQuBuLhFpfIKdC4J5LgHw8ec/AtChdXS97bOxqHgKLECruAhuHHk+JU4PrVtG4nJ7/ecUB7OK+DEjnx8zCvhqZxYVl8bNJhM9Orbgin7t6HdBIhEOq3+KFcMwKC7zcPRYKWazSQUrkXpSbREqMzOTmTNnsnDhQux2OxMnTqR///507tzZv8yUKVN47rnn6NOnD48++igLFizghhtu4Omnn+aGG24gLS2NOXPm8OqrrzJlyhRefvllUlJSmDt3LosWLeL555/n5Zdf5p133iE8PJylS5eyceNGpk2bxoIFC1i+fDl79uxhyZIl7N+/nzvuuIMlS5ZgtQb2Ri7DMPjLv7aTlVvCdZd3Cei+GiK7zYLdZiEy3IbJZMJiMdEswk6zCDud28bQtX0Mm3dk8fnWDJau/RGXxweAxWLivKTyoXxxzR04XV5yC8pwur1EhduIDLcRFWEjKtxOmM2MxWLGajFjtZiwWc20jAknMS6SMLsFj9eHxWwmOsruv9vKOH5Hlslk8ieXgiInjjArzSNPP7fXieuJyLkLhfxRX8qcwX06Xk047FYeuvFitv1wlP9s/In5K78Hyq8yuz0+rBYT8ceHWLvcXpITm9G5XSzhYVbcHi/5RS4OZBaSlVeCxWwmzG6hfWIzLuoaz0VdE2if2Ez9p4icIhRyQbDOJQC+/ymP95bvZGifNvTpGh/w/TV2ZrOJqHAbSS0j2bU/jzKXF4DmkXYu7BLPL67syrY9OeTml5Ff7OLosVK+P3CMbf/M8W/DajFjMoFhgMfrq7T9FtEOEltE0iougmYRdhxhFpwuL0eOFpOTX4bH48PrM/B6y/+MjrJzUbcE+nSJJ7a5g4gwK+EOK2E2S5U50e3xUVTi8q9bMd+u2+PDbELTmUiTUG3Pu3btWgYMGEBMTAwAI0aMYNmyZdxzzz0AHDp0iLKyMvr06QPAhAkTmDVrFtdffz0bN25kzpw5/vdvvPFGpkyZwurVq5k3bx4AY8aM4ZlnnsHtdrN69Wruu+8+APr160dubi4ZGRl8+umnjB49GrPZTIcOHUhKSuLrr7+mX79+dd8iJ3h32U4Wf7aXcUM7MXJAckD31RiZTCaaRdoZNfA8DMOgsMRNTn4phs/gQFYR+48U8M3ubP9cUnabmUPZTkrKPBSXuXEeTyo1YbOaiW3uwOXyUlRa3rHbLGYMyjv1E0WF24iOshMZbsPnM/B4DYpKXOQXu/D5DCIc5UWwuOYOWjR34DMMSp0eCopdHM0vpbjMQ5uWUZzXujlRxwtwJlP5lRaTCf/rij8ddivxMeG0jAnHZjVjNpsoLnWTV1BGQYkLp8uLx2tgs5px2C2UOj3k5pcX5ZJaRtK6ZRRhdgtmswmLyYTZfPzHZMJsLk/GJlPF6/LCm9PlxenyYmBgNpuOJzw3ZS4PUeF2mkXasFksx/+dABMYPih1eihxurFZzDSLtBMeZsXrNfD4fHi9Bj6fgYHh35/JBCZMmMzlvz+U/+n1+SguLf93NJtN2CxmrFZz+Z8WMzZr+euanK6WOj0cLSijqMSF3WbBYbfisFsID7NitZrBAAODitGghmFgnHmTmKj871Tp3+74MhXbMIxTt3bivjhp+ar2AT9v2+sz8Hh9eLzlbVrxd4/XIMxuISrc5n+qmddrYLGYsFrMx+889ODx+ogMtxHhsOL2+HC6vXRtHxuSBZBQyB+tW7cO2O+XV1jGR6v3kBAbXn4nVAhMTF4dj7e8T0jtn8zwvm39RflmEXa27M4mt6Ds+IM4TPyUWcSarw/i8fiwWs1EOsoP+ju1icagvPBWccUZvi2fT7BTS8Id1p//L5nA6fKSnVdKXmEZyUnN6dWxBc2jwigqcVFY4qbw+DDvyHAbMVFhRITbsB3/3ltO6DMsZhOGAU63B4/XIMJhJdJhw2op71dLnR6yj5X65ygMD7MS4bASHmb1X9mu6v/ziWpSRKtqEdNJvZmvoh92e7HbzESElf+/rlGnJwHh8xm43F5cbh+YyoepVnx3LMfzaF2psy3V0YbMJhNtE6KCViQOhVwQrHOJUqeHGfM2Exft4K7rLlShvp7YrRYSW0SS2CIS2scyoFcSNouZrLxSypwenG4vBuX/xZpF2Iht7sDnM8jOKyX7WCk5x0rY8n02JcfPR6xWM/Ex4cRFO7CG27Ac7zcsFjPZeSUs+M/3/gs7FSxmU3kOctgIs1koLXNTVOr2F80qhIdZcHvKjwOh/JwmwmGleWQY0VF2oqPCiI4sP29x2K1YLSaKyzyUlLmxWsovCDns5UUvq8VEUWn50M+i4z8YlF/gP36hPzLchtVS8T00VSrGebw+TKbyIp3FXH4DgMXy8/H6iV9ff94zVf7M8HH8vMGH21terDMBVqsFm9V8yg+A12v4j4+9PsOfw21Wc/lxvVEeY5XH+8ffr44JEyeF7Gec5sWJ2610+HCaZYDjOaX8mKXinA0D/7Q1FX+az3AeUrFM+e9tVP27n9QmJ7eH4TvhsxPWqVjfZjX7j4+8PgOLufwmkfrqo6otQmVlZREf/3PVPiEhga1bt5728/j4eDIzM8nLyyMqKsp/haHi/ZPXsVqtREVFkZubW+W2jhw5QlZWFgkJCae8XxNeb/l/9JouXyEnv4x5//qSIX3aMOLiaA4dOgTA0fwyjmbnVFr2SFgpR7PzT9lGIN9vqPuMtkHHttHEhJUBUcd/ynVsG83egz8v7zMM2rdqxp5D+Rg+Ax/g8fgoLnUTFVFeQLJYzHi9PvKLXRQUuQiLMeMICy8vhBy/shEVYScqvHziwqISN8VlHopKSykrKcJiMmEzm2gdbaVrYhgmswmny0tJWSn5ufkcOODCbDaVd4YOG+1j7YTZbWTlHePLzYdwun0ndATlMRr+jsOgmvOd03LYrVitJopK3Ge3AWlSxlzagWsu61z9giep6Bcr+sm6Fgr5o7oi1NnmCIDDOcUsX7OF/CIXAJ7S5hzNLj1luVDv2wFi2kYTG1ZGbDxA+e8Tl2xjwqUdK/XL5Vz+/rp9XBTFZWEczimmuNTNpq3f4/WV970VBz42s4mYZg4iw218vS2T1eu2V9paRQG+zOnFfdIVaRGpGzenXcCQPm1qvV5d5IlQyAXBOJcAWLs1gwMHDjDlxhSOHc3k2PH3qzqfgNA5Xm9s24by84wsVz4OEzjsP7+392A++bkFADhM0C4WhvVK8Oe+iiKDCdMp5yrgIznOwdj+Ldi4IxO324vb48Pt9tE8yo7T7cPpcuF0e4mNthLRykaEIwKH3YrFXF4wKilzY7WaCbNZMHzg9Hgpc3ooKi0iL8fNwYNuCkvcOF0e/3mFyQRhdis+r4HLc+r/TXNFASzMenzYvZtSp/eUu75ETvTAxIvp0alFrdc7mzxRbRHK5/NVqogZhlHp9ek+P3k5OP0VRsMwMJvNp6xT8X5V+zCba3arYnZ2NsApY89r6sdV8PeXzmpVEZF6MXsVzH727NfPzs4mObnu7/YMhfxRnXPNESf606pz3oSISEA8dY7907nkiVDIBcE8lwC4679nvaqISL24tx7zRLVFqMTERDZt2lRp4ydeSUhMTPR3zgA5OTkkJCQQFxdHYWEhXq8Xi8VSab2EhARycnJITEzE4/FQXFxMTEwMrVq1Iisri/bt21faVmJiIllZWafsoyZ69uzJvHnziI+Px2IJ/aESIiL1xev1kp2dTc+ePQOy/VDIH9VRjhAROb26yBOhkAt0LiEiEhhnkyeqLUINGjSI2bNnk5ubS3h4OCtWrODZZ3++5N6mTRvCwsLYvHkzffv2JT09naFDh2Kz2UhJSWHJkiWMHTuWRYsWMXToUACGDRvGokWLuPPOO1myZAkpKSnYbDaGDRtGeno6KSkpbNq0ibCwMFq3bs3QoUP58MMPGTNmDAcPHmTfvn306tWrRr+gw+EgJSWlxg0iItKUBOIOqAqhkD+qoxwhInJm55onQiEX6FxCRCRwapsnTEZ1s3RS/ljVN954A7fbzXXXXcdtt93Gbbfdxr333kuvXr3YuXMnjz/+OEVFRfTo0YMXXngBu93OoUOHmDp1KkePHiUpKYmXXnqJ6Ohojh07xtSpUzlw4ADNmjVjxowZtG3bFqfTyRNPPMH27dux2+0899xz9OjRw/9Y1TVr1gAwbdo0Bg8efHYtJCIi9SbY+UNERIIv2LlA5xIiIqGjRkUoERERERERERGRc1GzGflERERERERERETOgYpQIiIiIiIiIiIScCpCiYiIiIiIiIhIwKkIJSIiIiIiIiIiAaciVA0tXryY0aNHk5qayrx58wK+v8mTJ5OWlsa4ceMYN24c33zzzWljWLt2LWPHjiU1NZWZM2f639+xYwcTJkxgxIgRPPbYY3g8nlrHUVRU5H+c7dnsKyMjg0mTJjFy5EjuuusuiouLASgoKOD2229n1KhRTJo0iezs7LOOadq0aaSmpvrbauXKlXUaa3X+9Kc/kZaWRlpaGtOnTw+JdqoqpmC30yuvvMLo0aNJS0vjr3/9a0i0U1UxBbudKrz44otMnTq1TtvD5XIxZcoURo0axfjx49mzZ0+tYpKq1Xd+OFmo5IuqhGIOqS7GUOkDKoRijqlJjKHWjhCaeagmMYZiW8rZC3bOOJNA9dmBFsh+sj4Esm+qL4E4bq0PoXwMVZ1Vq1YxYcIERo0axXPPPXdWMQbte2NItY4cOWIMHz7cyMvLM4qLi42xY8cau3fvDtj+fD6fMXjwYMPtdlcbQ2lpqTFs2DDjp59+Mtxut3Hrrbcaq1evNgzDMNLS0oyvv/7aMAzDmDZtmjFv3rxaxbFlyxZjzJgxRo8ePYwDBw6c1b5uv/124+OPPzYMwzD+9Kc/GdOnTzcMwzCefvpp44033jAMwzA++ugj47777jurmAzDMMaMGWNkZmZWWq4uYz2TL774wvjlL39pOJ1Ow+VyGTfddJOxePHioLZTVTGtWLEiqO20fv16Y+LEiYbb7TZKS0uN4cOHGzt27AhqO1UV0549e4LaThXWrl1r9O/f33jkkUfqtD3+8pe/GL/97W8NwzCMDRs2GNdff32NY5Kq1Xd+OFmo5IuqhGIOqS5GwwhuTjlZKOaYmsQY7JxTlVDMQzWJMVTyktSNYOeMMwlknx1Ige4nAy3QfVN9CNRxa6CF8jFUdX766Sdj8ODBxuHDhw2Xy2X86le/MlavXt1gvje6E6oG1q5dy4ABA4iJiSEiIoIRI0awbNmygO1v7969ANx6661cffXVvPvuu6eNYevWrSQnJ9OuXTusVitjx45l2bJlHDp0iLKyMvr06QPAhAkTah3zggULePLJJ0lISACo9b7cbjcbN25kxIgRp8SwevVqxo4dC8CYMWNYs2YNbre71jGVlpaSkZHBo48+ytixY5k1axY+n69OYz2T+Ph4pk6dit1ux2az0alTJ/bt2xfUdqoqpoyMjKC20yWXXMLf//53rFYrR48exev1UlBQENR2qiomh8MR1HYCOHbsGDNnzuTOO+8EqNP2WL16NVdffTUA/fr1Izc3l4yMjBrFJVWr7/xwslDJF1UJxRxSXYzBziknC8UcU5MYg51zqhKKeagmMYZCXpK6E+yccSaB7LMDKdD9ZKAFum8KtEAetwZaKB9DVWflypWMHj2axMREbDYbM2fOJDw8vMF8b1SEqoGsrCzi4+P9rxMSEsjMzAzY/goKChg4cCBz5szh7bff5p///CcZGRlVxnC62E5+Pz4+vtYxP//886SkpPhf13ZfeXl5REVFYbVaT4nhxHWsVitRUVHk5ubWOqacnBwGDBjA7373OxYsWMCmTZv44IMP6jTWM+nSpYv/P/S+fftYunQpJpMpqO1UVUxDhgwJajsB2Gw2Zs2aRVpaGgMHDgyJ79PJMXk8nqC30xNPPMEDDzxA8+bNT/ndzrU9qtrWkSNHahSXVK2+88PJQiVfVCUUc0h1MQY7p5wsFHNMTWIMhZxTlVDMQ9XFGAp5SepOsHPGmQSyzw6kQPeT9SGQfVOgBfK4NdBC+RiqOvv378fr9XLnnXcybtw43nvvvQb1vVERqgZ8Ph8mk8n/2jCMSq/r2kUXXcT06dNp1qwZcXFxXHfddcyaNavKGE4XWyBiru2+qtrn6WIwDAOzufZfx3bt2jFnzhwSEhIIDw9n8uTJfPrppwGNtSq7d+/m1ltv5eGHH6Zdu3Yh0U4nxtSxY8eQaKd7772XdevWcfjwYfbt2xcS7XRiTOvWrQtqO73//vskJSUxcOBA/3t12R4nr3O2/+/kZ/WdH04WqvmiKqGYQ04WKjnlZKGYY84UY6jknKqEYh46U4zBzktSt4KdM2qjoX3H6qufDJT66pvqUqCPWwOtIR1Dnczr9bJu3Tp+97vfMX/+fLZu3cqBAwcaxPcGVISqkcTExEoTpGVnZ/tvVQ2ETZs2sW7dOv9rwzBo06ZNlTGcLraT38/JyTnnmGu7r7i4OAoLC/F6vZWWh/LKbE5ODgAej4fi4mJiYmJqHdOuXbtYvny5/7VhGFit1jqNtTqbN2/m17/+Nf/3f//H+PHjQ6KdTo4p2O20Z88eduzYAUB4eDipqamsX78+qO1UVUxLliwJajstWbKEL774gnHjxjFr1ixWrVrFBx98UGft0apVK7Kysk7Zlpy9+s4PJwvVfFGVUOgbqxPsvrIqoZhjqosxFNsxFPNQTWIMdl6SuhXsnFEbDek7Fsh+MtAC3TcFUqCPWwOtIR1Dnaxly5YMHDiQuLg4HA4HV155JWvXrm0Q3xtQEapGBg0axLp168jNzaW0tJQVK1YwdOjQgO2vsLCQ6dOn43Q6KSoq4qOPPuIPf/hDlTFceOGF/Pjjj/5b8j7++GOGDh1KmzZtCAsLY/PmzQCkp6efc8y13ZfNZiMlJYUlS5YAsGjRIn8Mw4YNY9GiRUB5B5aSkoLNZqt1TIZh8Lvf/Y78/Hzcbjfz58/nqquuqtNYz+Tw4cPcfffdzJgxg7S0tJBop6piCnY7HTx4kMcffxyXy4XL5eK///0vEydODGo7VRVTv379gtpOf/3rX/n4449JT0/n3nvv5fLLL+eFF16os/YYNmwY6enpQHniDQsLo3Xr1tXGJadX3/nhZKGaL6oS7L6xJoLdV54sFHNMTWIMtXaE0MxDNYkx2HlJ6lawc0ZtNJTvWKD7yUALdN8USIE+bg20hnQMdbLhw4fz+eefU1BQgNfr5bPPPmPkyJEN4nsD6Ol4NfWvf/3LSEtLM1JTU425c+cGfH8zZ840Ro4caaSmphpvv/32GWNYu3atMXbsWCM1NdV4/vnnDZ/PZxiGYezYscO49tprjREjRhgPPvig4XQ6zyqW4cOH+58aVNt9HTx40LjxxhuNUaNGGbfeeqtx7NgxwzAMIy8vz7jjjjuM0aNHG7/85S/92z+bmN59911j1KhRxlVXXWX84Q9/OOt2OV2sZ/Lss88affr0Ma6++mr/z3vvvRfUdjpdTMFsJ8MwjFmzZhmjRo0yxowZY8yaNatO932236eqYgp2O1X48MMP/U8Zqav2KCsrMx5++GFj9OjRxjXXXGNs3769VjFJ1eo7P5wslPJFVUIxh5wpxlDpAwwjNHNMTWMMpXasEIp5qCYxhmJbytkLds6oTiD67EAKdD9ZHwLZN9WXQBy31odQP4Y6k/fff98f59NPP214vd4G870xGYZh1E+5S0REREREREREmioNxxMRERERERERkYBTEUpERERERERERAJORSgREREREREREQk4FaFERERERERERCTgVIQSEREREREREZGAUxFKREREJERMnTqVN99884zLFBYWctNNN/lfjxs3joKCgkCHJiIiJ1m/fj1jxowJ2v5nz57NM888U6t1zhTzHXfcwcKFC+siNJHTUhFKmqxbb72V3Nzcc14m2MlHRESalvz8fLZt2+Z/nZ6eTvPmzYMYkYiIiEjNWIMdgEiwfPHFF3WyjIiINH7r169nxowZtG7dmr179+JwOPj9739PQkICTz/9NDt37sRkMjFkyBAefPBBrFYrF1xwAbfddhufffYZJSUlPPjgg6SmprJw4UKWL1/OG2+8AXDK6woffPAB8+fPx+12k5+fz2233cYNN9zAtGnTKCsrY9y4cSxcuJALLriAdevWERcXx5w5c/j3v/+NxWKhQ4cO/Pa3vyU+Pp7JkyfTp08fvvrqKw4fPszAgQN59tlnMZt1PVJE5FyUlJTwwAMPsHfvXpxOJ8899xzdunU7bW7o1q2bv88G/K/DwsKYNm0a+/fvx2w206NHD5555hnMZjOrVq3itddew+1243A4eOSRR7jooosA2Lt3L5MnTyY7O5uWLVvy0ksvkZCQwO7du3nmmWc4duwYJpOJW2+9lWuuuaZS7JmZmUydOpWsrCxat27N0aNH/Z/NmjWLlStXYrPZiI2N5YUXXiAhIaH+GlYaLRWhpEmaNm0aADfffDO//e1vmT179ikd9InLzJ07l507d/LGG2/gcrnIzc3lmmuu4f7776/xPnv27MkVV1zBzp07mTFjBk6nk+nTp1NaWorNZuP+++9n6NChAGc8iejRowdbtmwhNzeXX/ziF+Tk5LBhwwZKS0t5+eWX6datGytWrOC1117DZDJhsVh4+OGH6devX903pIhIE7J9+3YeeeQRUlJS+Mc//sGUKVPo0qULMTExLF68GLfbzV133cVbb73F7bffjtfrJTw8nIULF7Jz505uvPFGUlJSarSv4uJi3n//febOnUtsbCxbtmzhlltu4YYbbuCFF15g7NixpKenV1rnww8/5LPPPuODDz4gIiKC2bNnVxre99NPP/HOO+9QUlLCqFGj2LBhAwMGDKjzdhIRaUqOHDnCzJkzufDCC3n77beZPXs2iYmJp80Np7Ny5UqKi4tJT0/H6/Xy5JNPcuDAAQzDYObMmfz9738nNjaW3bt3c8stt7BixQoADhw4wPvvv09cXBy/+c1veP/997njjju46667ePjhh0lNTSUzM5Prr7+e5OTkSvt85plnuPDCC7n//vvZv3+/v0h1+PBh/va3v7Fu3TrsdjtvvfUWW7du5corrwxcQ0qToctf0iS98MILAPztb3/j0UcfZfLkySxevJg///nPvPTSS3z99deVlklMTOStt97i97//PQsXLmT+/PnMnTu32qF6J3K73QwfPpzly5fTtm1b7r33Xh577DEWL17Miy++yJQpUzhw4EClk4jFixfTpUsXpk6d6t/OoUOH+Oc//8kf/vAH/vCHP3DJJZewcOFChgwZwrvvvgvA9OnTefLJJ1m4cCH33Xcf69evr8PWExFpmrp37+4vIl177bXs2LGDjz/+mBtvvBGTyYTdbmfixImsWbPGv86NN97oX7dr165s3LixRvuKjIzk9ddf59NPP+Xll1/m9ddfp6Sk5IzrrFmzhgkTJhAREQHATTfdxJdffonL5QJg+PDhmM1moqKiSE5OJj8/v9ZtICIilbVr144LL7wQKO/rc3NzWbNmzRlzQ1X69u3LDz/8wOTJk5k7dy4333wzycnJfPHFF2RlZfHrX/+acePG8dBDD2Eymfjpp58AuPTSS/13VVXsf9++fTidTlJTUwFo1aoVqampfPbZZ5X2uXbtWiZMmABAcnIy/fv39y/fvXt3xo8fz4svvsj555+vApTUGRWhpEnbs2dPjTpok8nE66+/zrfffsuf/vQnfv/732MYBqWlpbXaX8XJy9atW2nfvr0/YXXp0oWLL76YDRs2VHsScdVVVwHlCQ9gyJAhALRv395/QpGWlsY999zDY489RkFBAbfddlut20ZERCqzWCynvGcYBiaTyf/a5/Ph8XiqXMfn82GxWDCZTBiG4X/f7Xafst0jR45wzTXXcOjQIfr27VujO299Pt8ZY3E4HP6/nxyDiIicHZvN5v97Rd9aXX9coeL4HsqP7VeuXMntt99OUVERt9xyC6tWrcLn8zFw4EDS09P9PwsWLKBLly4AWK0/D26q2L/X6620fyjPVyfHcHIuqNiW2Wzm3Xff5YUXXiAmJobf/e53TJ8+/WyaR+QUKkJJk2YymWrUQZeUlDB+/Hi+/fZbLrjgAh5++GGsVmutD+ArCktnSgzVJS273V5pvRMTX4UHHniA9957j549e7Jw4UImTZpUqzhFRORUO3fuZOfOnQDMnz+fiy66iFGjRvHuu+9iGAYul4sFCxYwaNAg/zqLFi0C4Ntvv+XHH3+kX79+xMXFsXv3bpxOJ263m+XLl5+yr+3bt/uHVgwePJhPPvkEKM8fVqsVr9d7Sg4aMmQIH374of+OqXfeeYd+/fqdkjdERCSwBg8efNrcEBcX53+4xMcff+xf57333mPatGkMHjyYKVOmMHjwYL777jsGDhzIF198wZ49ewD49NNPufrqqykrKzvt/jt27IjVavUP2cvMzGT58uWV8hOU54358+cDkJGR4R89sXPnTsaMGUOnTp244447+PWvf13pgRgi50JzQkmTZbFYaNOmjb+DrhgvvXz5cmbMmOFfxuPxsH//foqKirj//vux2+0sWrQIl8uFz+c7q3336dOHvXv3snXrVnr37s3u3bvZuHEjjzxOl+sLAAAgAElEQVTyCCaTiQ8//JC0tDQiIiJqfRLh8XhITU3ltdde41e/+hWDBw9m9OjRuFwunYiIiJyDli1b8vLLL3Po0CHi4uKYPn06kZGRPPfcc4wdOxa3282QIUO48847/et89dVXLFiwAJ/Px8yZM4mOjubSSy+lX79+jBo1ivj4ePr378+uXbsq7evSSy/lgw8+YOTIkZhMJi655BLi4uLYv38/ycnJ9O7dm7S0NObNm+df57rrruPw4cNcf/31+Hw+kpOT/flMRETqz+OPP37a3PD444/zzDPP0Lx5cwYNGkR8fDwA11xzDRs2bGD06NGEh4eTlJTE5MmTiY6O5plnnuHBBx/EMAysViuvvfYakZGRp92/zWbj1Vdf5bnnnmP27Nl4vV7uvvtuBgwYUGmajieffJJp06YxatQoEhMT6d69O1A+rG/UqFFce+21RERE4HA4ePzxxwPYYtKUmAzdiy1N1IMPPsi3337LK6+8wnPPPUd+fj5er5fJkyfzq1/96pRl/v73v7N+/Xrsdjtdu3blhx9+YOrUqdjtdp599tlKVzKqcvKTML788kv++Mc/UlZWhslk4p577iE1NRWfz8fs2bNZsWKF/yTiqaeeIjExkcmTJzNp0iRGjhxJbm4uAwcO9J+4vPvuu2zYsIFZs2bxn//8h1deeQWr1YrJZOKWW25h7NixgW1QEZFGbP369TXq6090cr8vIiIi0tSpCCUiIiJSDRWhRERERM6dilAideQvf/kLixcvrvKz//mf/+Hqq6+u54hEREREREREQoeKUCIiIiIiIiIiEnB6Op6IiIiIiIiIiAScilAiIiIiIiIiIhJwKkKJiIiIiIiIiEjAqQglIiIiIiIiIiIBpyKUiIiIiIiIiIgEnIpQIiIiIiIiIiIScCpCiYiIiIiIiIhIwKkIJSIiIiIiIiIiAacilIiIiIiIiIiIBJyKUCIiIiIiIiIiEnAqQomIiIiIiIiISMCpCCUiIiIiIiIiIgGnIpSIiIiIiIiIiAScilAiIiIiIiIiIhJwKkKJiIiIiIiIiEjAqQglIiIiIiIiIiIBpyKUiIiIiIiIiIgEnIpQIiIiIiIiIiIScCpCiYiIiIiIiIhIwKkIJSIiIiIiIiIiAacilIiIiIiIiIiIBJyKUCIiIiIiIiIiEnAqQomIiIiIiIiISMCpCCUiIiIiIiIiIgGnIpSIiIiIiIiIiAScilAiIiIiIiIiIhJwKkKJiIiIiIiIiEjAqQglIiIiIiIiIiIBZw12AIFWVlbG9u3biY+Px2KxBDscEZGQ4fV6yc7OpmfPnjgcjmCHExTKESIip6c8oTwhInImZ5MnGn0Ravv27UyaNCnYYYiIhKx58+aRkpIS7DCCQjlCRKR6yhPKEyIiZ1KbPNHoi1Dx8fFAeaMkJiYGORoRkdBx5MgRJk2a5O8nmyLlCBGR01OeUJ4QETmTs8kTjb4IVXHbbGJiIm3btg1yNCIioacpDy9QjhARqZ7yhPKEiMiZ1CZPaGJyEREREREREREJOBWhREREREREREQk4FSEEhERERERERGRgFMRSkREREREREREAk5FKBERERERERERCTgVoUREREREREREJOBUhBIRERERERERkYBTEUpERERERERERAJORSgREREREREREQk4FaFERERERERERCTgVIQSEREREREREZGAUxFKREREREREREQCzhrsACQ0FZa4KC3zVHov3GGlWYQ9SBGJiIj8rKo8BcpVIiJSTnlCJDSpCCVVKi3z8NWurErvXdwtQR22iIiEhKryFChXiYhIOeUJkdCk4XgiIiIiIiIiIhJwKkKJiIiIiIiIiEjAqQjVhBSWuMjKLan0U1jiCnZYItKALF68mNGjR5Oamsq8efNO+XzHjh1MmDCBESNG8Nhjj+HxlM/FkJGRwaRJkxg5ciR33XUXxcXFABQUFHD77bczatQoJk2aRHZ2NgAul4spU6YwatQoxo8fz549ewAwDIMXX3yRkSNHMnr0aDZv3uzf9xVXXMG4ceP8P4cPHw50c4iIyAmUI0REpDoqQjUhFeOiT/yparI+EZGqZGZmMnPmTN577z0WLVrE/Pnz+eGHHyotM2XKFJ544gmWL1+OYRgsWLAAgKeffpobbriBZcuW0bNnT1599VUAXn75ZVJSUli6dCnXX389zz//PADvvPMO4eHhLF26lEcffZRp06YBsHz5cvbs2cOSJUuYM2cO06ZNw+PxkJeXh81mIz093f+TlJRUj60jItK0KUeIiEhNqAglIiI1snbtWgYMGEBMTAwRERGMGDGCZcuW+T8/dOgQZWVl9OnTB4AJEyawbNky3G43GzduZMSIEZXeB1i9ejVjx44FYMyYMaxZswa3283q1au5+uqrAejXrx+5ublkZGTw6aefMnr0aMxmMx06dCApKYmvv/6abdu2YRgGEydOZPz48SxdurQ+m0ZEpMlTjhARkZrQ0/GkSoZhBDsEEQkxWVlZxMfH+18nJCSwdevW034eHx9PZmYmeXl5REVFYbVaK71/8jpWq5WoqChyc3Or3NaRI0fIysoiISHhlPfDw8MZMmQIDz30EDk5OUyaNImuXbvSqVOnwDSGiIhUohwhIiI1oSKU+OUVljHj3c0czCokv8hFt+RYhvdtF+ywRCRE+Hw+TCaT/7VhGJVen+7zk5cDTnl94jpms/mUdSrer2ofZrOZK6+8kiuvvBKAtm3bctVVV/H555/rBENEpJ4oR4iISE1oOJ74zVu2k2/3HqVv91Z0S45lx4+55BWWBTssEQkRiYmJ/klhAbKzsytdcT7585ycHBISEoiLi6OwsBCv13vKegkJCeTk5ADg8XgoLi4mJiaGVq1akZWVdcq2EhMTq3z/k08+Ydu2bZXirbiqLiIigaccISIiNaEilACw73ABK9fvJ+3SDtz7y4u4bVwvLBYTm3dmVb+yiDQJgwYNYt26deTm5lJaWsqKFSsYOnSo//M2bdoQFhbmfxpReno6Q4cOxWazkZKSwpIlSwBYtGiRf71hw4axaNEiAJYsWUJKSgo2m41hw4aRnp4OwKZNmwgLC6N169YMHTqUxYsX4/V62b9/P/v27aNXr14cOnSIOXPm4PP5yMnJYdWqVVx22WX12DoiIk2bcoSIiNSELgEIhmHw5r+2E+GwMTG1GwDNI+306NiCrT/k0O/8VkRHhQU5ShEJtlatWvHAAw9w00034Xa7ue666+jduze33XYb9957L7169WLGjBk8/vjjFBUV0aNHD2666SYAnnzySaZOncprr71GUlISL730EgD33XcfU6dOJS0tjWbNmjFjxgwAJk+ezBNPPEFaWhp2u53p06cDMHLkSLZu3eqfkPb555/H4XAwceJEdu3axZgxY/D5fDz00EO0adMmCK0kItI0KUeIiEhNmIxGPgP1wYMHueKKK/jvf/9L27Ztgx1OUGXllvDVrsp3Nl3cLYGfMgt5+i9f8r/jejJuaCf/sp9tOcQ7S3fQtX0sl6e04+JuCSTERQQjdBEJAPWPaoOGrKqcBihXidQh9ZFqg4ZMeUIk8M6mj9RwvCbO6/Px1uLtJLWMZPSgDpU+iwy3cUGHOHbtz6XU6QlShCIiIiIiIiLSGKgI1cR99vUhDmQWccuYC7BZT/06nH9eHD4DfszID0J0IiIiIiIiItJYqAjVhDndXhat2UOPji0Y0DOpymVaxoTTPNLODweP1XN0IiIiIiIiItKYqAjVhG3ekUlhiZv/vbonJpOpymVMJhOd20ZzMKuIohJXPUcoIiIiIiIiIo2FilBN1KGsIrbszmZgrySaR9rJyi2p9ON0e/3LdmoTg2HA199nBzFiEREREREREWnIrPW5s8WLF/Paa6/h8Xi4+eabmTRpUqXP//Of/zB79mwMw6Bt27a88MILREdH89FHH/HHP/6RFi1aAHDZZZfxwAMP1GfojUpRiYvl6/cTExXGNcM6VfnUiG7Jsf6/x8eG0yzCzuadmVx7eZf6DFVEREREREREGol6K0JlZmYyc+ZMFi5ciN1uZ+LEifTv35/OnTsDUFRUxFNPPcWHH35Iq1ateOWVV5g9ezaPP/4427dvZ+rUqYwZM6a+wm20vD4fy77cj8frY+TAToSHVf8VqBiSt/WHHH48lE9kuK3S5+EOK80i7IEKWUREREREREQagXobjrd27VoGDBhATEwMERERjBgxgmXLlvk/d7vdPPnkk7Rq1QqAbt26cfjwYQC2bdvGRx99xNixY3nooYfIz9eT2s7Wlu+zycwt4fKUdsQ1d9R4vU5tY/D6DNLX7OGrXVmVfkrLPAGMWEREREREREQag3orQmVlZREfH+9/nZCQQGZmpv91bGwsV111FQBlZWXMnTuXK6+8EoD4+Hh+85vf8K9//YukpCSeeeaZ+gq7Uck5VsqmHZl0bBNN57YxtVo3ITac2GZhekqeiIiIiIiIiJyVehuO5/P5Kj2BzTCMKp/IVlhYyN1330337t0ZP348AHPmzPF//r//+7/+YpXUzj9W7gJMDL7w/7N358FxlWe++L+9qxdJraVbrc2SbMmy8W7k2BhiJ0NA3kSwBxJiT5xbU4GbML8h4dY4hDAFYWZcGZJMYC4/IL+QqZu5EDI4BIyd8QZJDBgbvMi7JdmWbMnW0t1S7/t2fn9owbJlvHX36dP9/VS5Cp0+p8/jBvrVed7nfd6KG75WJpNh7lQTPmjtRTgah0alSH6ARERERERERJS10lYJZbFYYLd/trua3W6H2Wwed47NZsPatWvR2NiIjRs3AhhOSv3mN78ZO0cQBCgUTIDcqAOnBnDktB0Lbiu76f5Nc6eakBAEnO/zJDk6IiIiouznDUSu2JHY5gjAG4iIHRoREWWAicaJbBsj0lYJtXjxYrz44otwOBzQarXYtWsX/vmf/3ns9Xg8ju985ztYvnw5Hn300bHjOp0Ov/71rzFv3jzMmTMHr7/+OiuhbsKWj7pQWpiHOQ2lN/0eteUFMGhVOHvRNW73PCIiIiK6tmAoNuGuxPMbzdzkhYiIJhwnsm2MSFsSqqysDI8//jjWr1+PaDSKBx54ALNnz8bDDz+Mxx57DAMDAzh16hTi8Th27twJAJg5cyY2btyIF154AT/+8Y8RCoVQW1uLn/70p+kKOys4vSEcO2PHisV1UMhvvvhNJpNhSmUhTnQNIRKNQ80leURERERERER0ndKWhAKAlpYWtLS0jDv26quvAgBmzZqF9vb2Ca9ramrCO++8k/L4stXeo31ICMAXZlhgdQRu6b2mVBlx9Owgzvd7MHUSq6GIiIiIiIiI6PqkrScUiefDI72oseSj0mS45feylOig16rQedGdhMiIiIiIiIiIKFcwCZXlbM4ATp1z4IvzKpPyfjKZDJMrCtBj9SAaSyTlPYmIiIiIiIgo+zEJleX2HOkDAHxxbnKSUABQV1GIWFzARZs3ae9JRERERERERNmNSags99HRXtRXG1FReutL8UZVmAzQqBTo6uOSPCIiIiIiIiK6PkxCZTFfIIKzF1xYOMOS1PdVyGWoKc/H+T4PEgkhqe9NRERERERERNmJSags1t7tBADcVlec9PeuqyhEKBJH/5A/6e9NRERERERERNmHSagsdurcEORyGaZWFyX9vSeV5UMhl+FcL5fkEREREREREdG1MQmVxdrOOzC5shB5GmXS31utUqDKbEBXnweCwCV5RERERERERPT5mITKUrF4Aqd7XLitNvlL8UbVVRTCG4ig1+5L2T2IiIiIiIiIKDswCZWlunrdiETjmJ6CflCjasoLAADHO4dSdg8iIiIiIiIiyg5MQmWpU+ccAIDpKayEMmhVKCnMw/Gzgym7BxERERERERFlByahslTb+SGYi7QoKdSm9D615QU4c8EFfzCa0vsQERERERERkbQxCZWFBEFA2zkHpteWpPxeNZYCJAQBR07bU34vIiIiIiIiIpKu5G+bRqKzOgJwesMp7Qc1qqxYB12eEgfaBnDnnIqx495ABMFQbNy52jwl8nXqlMdERERERERERJmHSagsdPaiCwDQOKko5feSy2WYObkEh9ptSCQEyOUyAEAwFENrh23cufMbzUxCERFlCU42EBHR1Uw0RgAcJ4iISais1DPghVwGVFvy03K/WfWl2H/Kiq5eN+qrjWm5JxERiYuTDUREdDUTjREAxwkiYk+orNQz4EVZiR4alSIt95s5uRQyGXCw3ZqW+xERERERERGR9DAJlYW6BzyYVJaeKigAKNCr0VBtxME2JqGIiIiIiIiIaGJMQmWZaCyOvkE/JqVpKd6opmllON3jhNsXTut9iYiIiIiIiEgamITKMr12PxIJATWWgrTet+m2MggCcHiCtd9ERESpIAgCPP4wOi+6MDDkFzscIiLKMIIgwOkN4cwFJ4bcQbHDISKwMXnW6RnwAAAMWhVsjsC418LReMruO6XSCKNBg4NtNnzp9uqU3YeIiAgABob8eH1HOzz+yNixOQ2lmDWlVMSoiIgoU5y96ML/+eMpBMPDu/TJZcAXZlgwd6pJ5MiIchuTUFlmeGc8GQaG/LC7xmf7G2uKUnZfuVyG+dPMOHBqAPGEkLL7EBER9Q368LPXDyEaS2DpvEqUGrU4fcGFo2cG8ZP/3I/n/p8vQq9ViR0mERGJ5HSPE8//rhUatQKLZlahpFCLI6dt+OTEALyBKP7lO4uhVHBREJEY+H9eluke8MBcrIVChC/Vpull8AaiONPjTPu9iYgoN9icATz18seIJRL46pLJmDmlFJYSPZbMrcTyO2rRY/Xi9R1tYodJREQiOdfnxtP/317k69S4f8kU3FZXgrJiHe5dWIMlcytxsmsIWz7sEjtMopzFJFSW6RnwotJkEOXe86aaIJfLuEseERGlhCAIeOmto/CHoviHtbejpFA77vXJlYX48u3V2PbxOZy96BIpSiIiEks8nsAv3miFRq3Ehr+5HQadeuw1mUyGWfWlmNtgwu92tcPuZI8oIjEwCZVFItE4Bob8qCgVJwll0KkxvbYYh9qZhCIiouTbe7wfre02rG2ejuqyiXeBXb10CgoMGrzyh6NIcHk4EVFO2brnHM73e/A/V8+6YqJi1DfubURCAH695XiaoyMigEkoyfMGIrA5ArA5Ajh2ZhAJATAXT/yFmw5z6kvR2euGPxgVLQYiIso+gVAUr24+jrqKArTcVXfV83R5Kvxtywyc7nHhzwd70hghERGJadAVxBs729A0vQx3zCq/6nmlRi2+/pWp2HusH0dP29MYIREBTEJJXjAUQ2uHDa0dNnx8rA8AYC7SiRbP7AYTBGG4GSAREVGy/Nd7pzHkDuHRv55zzb6HX5pfhckVhdjyURcEgdVQRES54D+2nEA8LuB/rp4FmUz2ueeu/tIUFOVrsOUj9oYiSjcmobKIwxOCXAaYisSrhJo6yQi1SoG2bodoMRARUXYZcgfxxz1d+KumakyrLb7m+TKZDMsX1+JcnwcdnBQhIsp6Xb1u7Dnah9VfroelRH/N81VKBe5ZWIODbQOwOQNpiJCIRjEJlUVcvjAKDBpRtxtVKRW4rbYYHd38pZ+IiG7MpUvML/3zX+91IJ4Q8I17G6/7vZbMq4RWo8T2vedTFzAREaXV1caJ17e3QZ+nxP1L66/7vZoX1kAAsOvT7tQFTERXUIodACWPxx9BgV597RNTbHZDKf7vtjYEwzFoNfxPjIiIrs/oEvNL+YNR/OnABXz59qrrmt0epctT4Uu3V+FP+3vw7a/ORL5O/PGRiIhuzUTjxKAriANtVjx0TyMMWtV1v5e5WIfbp5XhvU+78dA9jaJO5BPlEv6flkU8/jAKMyAJNau+FADQa/eJHAkREUnd4dM2xOMCvvaVqTd87fI7ahGJJfDngxdSEBkREWWCg21WaDVKfHXJ5Bu+dvkdtXB4wth/ciAFkRHRRJiEyhKhSAyRaAL5GZCEqq8yQqNWoNfGJBQREd28QCiKk11DWDTTgopSww1fX1dRiMaaIuz8ZOKlFhMt6/AGIrcaNhERpcmQO4jOXjfubqqG4SYqXm+fXoZSoxY7J1iSd7WlfxwniG4N10plCY9/+MuwUK8RORJAqZBjanURLti8YodCREQSdrjDjnhcwKq76m76Pb48vwq/fOc4Lli9qC7LH/faRMs65jeauXSPiEgiDrRZoVLKcc/Cmpu6XiGXYem8Smz+oBO+YHTccr6JxgiA4wTRrWIlVJYYTUJlQiUUAEyrLYLLG4Y/FBU7FCIikqBAKIoTXYOYOqkIZcXX3wvqcotmlQMAPjnRn6zQiIgoAwy5Q+i86Mbs+tIb6gV1uUWzyhFPCDh4ikvyiNKBSagsMZqEyoTG5AAwuaIQAGB3BkWOhIiIpOjI6eEqqKbpZbf0PiWFWjROKsLe40xCERFlk4MjVVBzG0y39D5Tq4tQXJDHcYIoTbgcL0t4/BFo1ApoVAqxQwGAsSUPg64gassLRI6GiIjE4g1EEAzFrjiuzVNedTlDIBTF8c4hNEwywph/68vM75hVjt/89ynYnAGYi3S3/H5ERJQ8NzNOODwhnL3owvxGM/JucTduuVyGO2aV4739PQhFYshT8xGZKJVYCZUlMmVnvFFajRIFejUGXayEIsoWW7duxYoVK3Dvvffit7/97RWvt7W1Yc2aNWhubsZTTz2FWGz4F8q+vj6sW7cOy5Ytw3e/+134/X4AgMfjwSOPPILly5dj3bp1sNvtAIBIJIINGzZg+fLlWL16NTo7OwEAgiDgueeew7Jly7BixQocOnToihgee+wxvPjii6n6COgmjPbUuPzPRA8co4Z7QSXQNG24CioWT1zRGDYcjU947UTnzmoY3rX1E85yE6UUxwm6GTczTuw/NQClQo65U4eroG51nJg71YRINI7DE/SAIqLkYhIqS3j8kYzpBzXKZNTCziQUUVawWq14/vnn8cYbb2Dz5s148803cfbs2XHnbNiwAU8//TR27twJQRCwadMmAMCzzz6LtWvXYseOHZg5cyZefvllAMALL7yApqYmbN++HQ8++CA2btwIAHjttdeg1Wqxfft2/OhHP8KTTz4JANi5cyc6Ozuxbds2vPTSS3jyySfHHmAA4K233sKnn36ajo+DUsjjj+BY5yAaa4tQVJAHAAhH41c8nMTiiQmvn+hco16DGks+9rEvFFHKcJygdLE6Aui86Ma8qSZoR6qgbnWcqLHkI1+nwj5OVhClHJNQWSAhCPD6oxlVCQUApUYtPP7IVWchiEg69u7di0WLFsFoNEKn06G5uRk7duwYe723txehUAhz584FAKxZswY7duxANBrFgQMH0NzcPO44AOzevRstLS0AgFWrVuHDDz9ENBrF7t27cd999wEAFixYAIfDgb6+PnzwwQdYsWIF5HI56urqUF5ejsOHDwMAenp68M477+DrX/962j4TSo0DpwYgA/CF2yxJfd87ZlXgVNcQXN5wUt+XiIZxnKB0EAQB+473QatRjlVBJYNCLscXZliw/+QAorGJk1dElBxMQmUBfzCKhCAgX3/rfTOSqdSoBQAMsRqKSPJsNhtMps9+2TObzbBarVd93WQywWq1wul0wmAwQKlUjjt++TVKpRIGgwEOh2PC9xoYGIDNZoPZbL7ieCwWw1NPPYVnn30WKtXN745D4rto86K924nZ9aVJ3/564QwLEgIm3G6biG4dxwlKhxNdQ+i1+9E0vQzqJPfCXTjDAn8ohvZuR1Lfl4jGYxIqC4zujCdWJdTV1mCbRpJQXJJHJH2JRAIymWzsZ0EQxv18tdcvPw/AFT9feo1cLr/imtHjE91DLpfjxRdfxD333IP6+vpb/nuSeARBwJvvn4ZGpcD8aeZrX3CDJlcWotCgxuHTTEIRpQLHCUq1aCyB3//pDAr0asyYXJz0959db4JcLmNfKKIUY+v/LDCahCoQKQkVjsZx7OzguGONNUXQa1XQapRsTk6UBSwWCw4ePDj2s91uHzfbbLFYxhrGAsDg4CDMZjOKi4vh9XoRj8ehUCjGXWc2mzE4OAiLxYJYLAa/3w+j0YiysjLYbDZMmjRp3HtZLBbYbLYr7vHiiy9CrVbjD3/4AwYHh7+LtFotvv3tb6f0M6Hk2vVpN06dc+CLcytTsjORXC7D3AYzjnTYkUgIkMsnfsglopvDcYJS7c33OtBr92HF4loo5MmvpdBrVZhWU4TDHTasX3Fb0t+fiIaxEioLePwRyAAYkrx0IRlMRi0G3UxCEUnd4sWLsW/fPjgcDgSDQezatQtLliwZe72yshIajWZsJ6J3330XS5YsgUqlQlNTE7Zt2wYA2Lx589h1S5cuxebNmwEA27ZtQ1NTE1QqFZYuXYp3330XAHDw4EFoNBpUVFRgyZIl2Lp1K+LxOLq7u3H+/HnMmjULO3bswJYtW/Duu+/ioYcewkMPPcQHC4kZGPLjP7acwLTaYsyaUpKy+8yfZoLLF8a5PnfK7kGUqzhOUCqd7nHi938+g8Wzy1FXUZiy+8xvNKOz1w23j/0DiVKFSags4PFHYNCpoMjAWd1SoxYOdxjxBBv8EUlZWVkZHn/8caxfvx73338/Vq1ahdmzZ+Phhx/G8ePHAQA///nP8ZOf/ATLli1DIBDA+vXrAQDPPPMMNm3ahBUrVuDgwYP4/ve/DwD43ve+hyNHjmDlypV444038PTTTwMAvvnNbyISiWDlypXYuHEjfvrTnwIAli1bhoaGBtx333149NFHsXHjRuTl5YnwaVAyxeMJ/PubhyGTyfC3q2676jKcZJg7dbi64vBp+zXOJKIbxXGCUiUUjuH537WiuCAP37inMaX3mtdohiAARzhOEKUMl+NlAY8/LNpSvGspNWqREAQ43CGxQyGiW9TS0jK2S9GoV199deyfp02bhrfeeuuK6yorK/Haa69dcdxoNNR4bJ8AACAASURBVOKXv/zlFcc1Gg2ee+65K47LZDI88cQTeOKJJ64a49///d9/7t+BMkssnsC//fYQTnQO4fsPzUNJoRbdA96U3a+4IA+15QU43GHDA3/VkLL7EOUqjhOUbMFwDP/0H5+gz+7Ds4/cAV1eahvLT6kyIl+nQmuHDdNrk993iohYCZUVPP4ICjJsZ7xRbE5OREQTicUT+OlrB7HnaB/+tmUG7l4wKaX3Gt04Y1pNEU52DaFnwINwNJ6yexIR0a0JhmN45lf7cOqcA/9r7e1j1aypMDpODLmCmFZbjEPtVoQisZTdjyiXsRJK4qKxBAKhGPJ1mbndbKFBDaVCBoeH66qJiAiIJxLo6HZi0/unYXcF8cj9s9DyxckpveelG2ioVQrEEwK27T2P5kU1Kb0vERHduGgsjhNdQ3htexv8wSh+8M0m3Dm7IqX3vHScMGhVcPsiuGBNXWUuUS5jEkriXCNN8zKxKTkwXBZdaNCwuR8RUY6IxxPY3XoRZy64YHMG4PSEEAzHAMjgD0bhDUQQTwioLS/Aow/MQdP0srTGV16qh1Ih48MFEZFIwtE43t/fg/P9HtidAbh9EQTDUQgC4AtG4QtEkRAETK8txt+2zMC0NC+Lm2QpAAC0dztRaTKk9d5EuSCtSaitW7filVdeQSwWw7e+9S2sW7du3Ovvv/8+XnzxRQiCgKqqKvzkJz9BYWEh+vr6sGHDBgwNDaGurg4///nPodfr0xl6xnJ4hnstGbSZWQkFAEaDhjvkERHlgGNn7Xh791lcsPqg16pgLtJCo1ZCCMWQEBIoKRzuyVRdZsBXl0xBWUn6x3KlQo7yUj0u2nxpvzcRUS4TBAH7jvdj84edGHQFUaBXw1SkhUqpQCIEQADKinWor1KhtrwQK++sg7lYl/Y4DVoVivI1ON3DJBRRKqQtCWW1WvH888/j7bffhlqtxkMPPYSFCxeivr4eAODz+fDjH/8Yf/jDH1BWVoZ///d/x4svvoh//Md/xLPPPou1a9di5cqVeOmll/Dyyy9jw4YN6Qo9ozmlkITK16Crz41YnDvkERFlq5NdQ9jdehEVpXr86H98AYtmWiCTyWBzBNDaYbvi/FTugnctlSYDPjkxAI8/IloMRES5Zv/JARxst2FKVSH+1zfmY1Z9KQBcdZwQU6XJgDMXXFgyryojdyAnkrK0NSbfu3cvFi1aBKPRCJ1Oh+bmZuzYsWPs9Wg0imeeeQZlZcNl+Y2Njejv70c0GsWBAwfQ3NwMAFizZs2463LdaCWUPoOTUEX5GggCMMjm5EREWal/0I8PD/di5uQS/L8b/gp3zCoXNcl0LVXmfADA2QsukSMhIsoNnb0uHGy34a45FfjF95aOJaAyVaXZgHA0DrszIHYoRFknbUkom80Gk8k09rPZbIbVah37uaioCPfccw8AIBQK4Ve/+hW+8pWvwOl0wmAwQKkcLtoymUzjrst1Tm8YapUcapVC7FCuqtAwvHPfwJBf5EiIiCjZ/MEodnxyHgadCo/cPwsqZeZvvGsyaqFWynH6glPsUIiIst6QO4T3919AWbEOf7NsOuQSqCwaXYbHpdtEyZe23xQTicS4WVFBECacJfV6vXjkkUcwbdo0rF69esLzMnl2Nd0cnhAM2sxsSj7KmD+ShHJwJoGIKNt8dLQXkWgCKxbXZnRV7qXkchkqTAac6WElFBFRKgmCgL8cugCVUo5ld9RKYqICALQaJSpN7B9IlApp+xawWCyw2+1jP9vtdpjN5nHn2Gw2rF27Fo2Njdi4cSMAoLi4GF6vF/F4/KrX5TKnJ5TR/aAAIE+thFajxMAQk1BERNnE6Qmh86IbcxpKUVKoFTucG1JlNsDuCsIbYF8oIqJUuWjzweoI4AszLBn/zHK5hklFGBjys68tUZKlLQm1ePFi7Nu3Dw6HA8FgELt27cKSJUvGXo/H4/jOd76D5cuX46mnnhqrdlKpVGhqasK2bdsAAJs3bx53Xa5zesMw6DL/C91o0HA5HhFRlmntsEGpkGF2hvf2mMjoUoteznITEaXMoXYbdHlKTKspEjuUGza12oh4QuBEOlGSpW13vLKyMjz++ONYv349otEoHnjgAcyePRsPP/wwHnvsMQwMDODUqVOIx+PYuXMnAGDmzJnYuHEjnnnmGfzwhz/EK6+8gvLycvziF79IV9gZLRqLw+OPSGJWwZivQa+dv+gTEWWLQXcQp3ucmDmlFLq8zB+HLldSmAe9VoWLdh+m1RaLHQ4RUdYZGPKj1+7D4tnlUCqksQzvUlOqjJDJgF6bF1Vmg9jhEGWNtCWhAKClpQUtLS3jjr366qsAgFmzZqG9vX3C6yorK/Haa6+lPD6pGXIP74xn0GV2TyhgOAnVdt4BfzAqmZ4hRER0dTs/6QYAzJ1qusaZmUkmk6Gh2oizF1xX7VNJREQ371C7DRqVAjMml4gdyk3RapQwF+lw0e7DQrGDIcoi0ktJ05hBVxAAJFMJBYDVUEREWSAUjmHP0V5MnVSEfAlMhFzN1ElG+IJRuH3sC0VElEyD7iDO93swq74UamXm7uJ9LZUmA2yOACLRuNihEGUNJqEkbHCkEkoKlUVFBiahiIiyxcF2KyLRBKbVSHsZ29Tq4R4lFzk2EREl1aE2KwBIshfUparMBiQEoH+QvW2JkoVJKAmTUiVUgUENuUzGBrBERFlgz5E+FOjVKDfpxQ7llpiKtNBrVei1ecUOhYgoqxxos8JUpEXhyES0VFlK9JDLZZysIEoiJqEkbMgVhFajhFqV+SWuCrkcpcY8foETEUlcMBzDgTYrmqaVQS7xPkoymQxVJgN67X4IgiB2OEREWcHqCOBcnwf1VUaxQ7llKqUclmIdJ9KJkohJKAmzu4IoLsgTO4zrZinRo49JKCIiSTt4yopINI6m28rEDiUpKs0GBMMxODwhsUMhIsoKHx/tBQDUVxWKHElyVJkNsLuCCEViYodClBWYhJKwIXcQRfnSKXEtK9ah1+5HIsHZZiIiqfroaC+KCzRoyIIZbmC46SwAXOQsNxFRUnx0tA915QUo0EvnOeXzVJqHx4k+O/tCESUDk1ASNugOSa4SKhKNY8jN2WYiIikKhmM41GbF4tkVkMulvRRvVIFejQK9mkkoIqIkGBjy4+wFV9ZUywLDE+lKhRwX2T+QKCmYhJKoaCwOlzeMogLpzDBYinUAgF47v8CJiKSotcOGSCyBO2dXiB1KUlWZDeiz+1ipS0R0iz45MQAAaJqWPUkohVyOilI9e9sSJQmTUBI1Wk1UlC+dSqiykpEkFGebiYgk6ehpO7QaBabVFosdSlJVmQ2IxBKwj+w6S0REN+foGTsqTXqUGrVih5JUlWYDnJ4w/KGo2KEQSZ5S7ADo5gyO/KJcXJCHcDQucjTXx2jQQKtRoHeQ66mJiKTCG4ggGBpuxtraYUNDdREc7pBkxp7rMdoXipMkREQ3bnSciMUTON45iDtmlmfVGAEAVRwniJKGSSiJ+qwSSoMBR0DkaK6PTCZDhcnAL28iIgkJhmJo7bDBG4jA6gigvsqI1g4bGmuKxA4taXR5KhQX5OEil4sTEd2w0XGif9CPcCSOPLUCsXhC7LCSqrRIC7VKjl4uySO6ZVyOJ1GjW0kbJbQ7HjA828z11ERE0jPauLtqZJegbFNpNqB/0J91D05EROky2ri7MgvHCblMNvwcw8l0olvGJJREDblD0KgV0GqkVcxWZTLA7gwgkmUlukRE2e6izQetRomSQun0IrwRVSYDYnEBXb1usUMhIpKkizYfTEYt8tTSej65XpUmAzz+yFhbFCK6Odn5DZEDHJ4QigvyIJNJa4vsCpMBggD0D/pRU14gdjhERHQdBEHARZsXlSbD5447sXgCtsuWiF+tL8iNnJsOFSY9AKDtvAN3za0ULQ4iIimKxuIYGApgTkPp554n5XFitBK4vduB2yaXiBYHkdQxCSVRo0koqRktz71o9zEJRUQkEU5vGIFQ7JpL8cLROI6dHRx37Gq9o27k3HTIUythKtKivdshWgxERFLVP+hHQhBQZc7/3POkPE4UF+RBq1Gi7bxTtBiIsgGX40mUwx1CiRSTUCM7S/SxLxQRkWRkez+oUVUmAzovuhGKxMQOhYhIUi7afJDLZSgv1YsdSsrIRvpCtZ93QBAEscMhkiwmoSRIEAQMeUIolmBfDq1GObwDEZv6ERFJRp/dh3ydCoUGaW2GcaMqzQbEEwLazrEaiojoRvTafbAU66BSZvfjZZXZAJcvzF3yiG5Bdn9LZCl/KIZINC7Z5rBVZgO/uImIJGTAEYClJHtnt0eVl+qhkMtw9Ixd7FCIiCQjEo1j0BXMiXFitLXI0TOD1ziTiK6GSSgJcriHd2SQYk8oYLg5OZfjERFJg8MTgj8YRVmxTuxQUk6tVKC+2oiDbVaxQyEikoweqxcJASgryf5xolCvhsmo5ThBdAuYhJIghycEQLpJqEqTAd5AFG5fWOxQiIjoGrp63QCQEzPcADC3wYTuAS8Ghvxih0JEJAmdI+NELkxWyGQyzJ1qwtEzdgTD7B9IdDOYhJKgIfdIEkrCy/EAsC8UEZEEdPa6oZDLUGqU5phzo+ZONQEA9p8cuOa53kAENkdg3B9vIJLqEImIMkpXrxv5OjX0eSqxQ0mLuQ0mRGMJHDltu+a5HCeIrsQklASNVULlS/OBoMZSAADoGfCIHAkREV1LV68bJqMWCnlu/MpgLtKhuiwf+09dOwkVDMXQ2mEb9ycY4sw4EeWWrl43LDmwFG9UfbUReq0K+09ee0kexwmiK+XGb5RZxuEOQZ+nRJ5GKXYoN6XUmAddnhLdA16xQyEios8RjSXQPeDJiT4fl1o4w4ITnUPwBaNih0JElNGG3EE4PKGcWIo3SqmQo2laGQ60DSCeEMQOh0hymISSoCFPSLJL8YDhtdQ1lgJ0sxKKiCijne93IxpLoKw4N/pBjVo4w4J4QkBrOxvPEhF9no5uJ4Dc6Ad1qYUzLHD7Ijg98vcnouvHJJQEOTwhyTYlHzXJko/ufi8EgbMHRESZavSX61xaZgEADZOKYDRo8Ol19IUiIsplp3ucUCpkMBm1YoeSVvOnmaGQy/DpyX6xQyGSHCahJCgbklA1lgJ4AxG4vNwhj4goU7X3OFFoUMOgzY1ms6MUchkW3FaGg21WRKJxscMhIspY7d1OTLIUQKHIrcdKvVaFWVNKse94PyfViW5Qbn1bZIFEQoDTE0JJobRnG2rK8wGAS/KIiDJYR7cTUyqNkMlkYoeSdkvnVSEQiuGTE5zlJiKaSDyewJkLLkypLBQ7FFEsnV+JvkE/2s9zSR7RjWASSmK8gQhicSErKqEAsDk5EVGG8gUi6B/0o66iQOxQRDGrvhTmIi3e398jdihERBmpx+pFJBpHbXlujhN3zqlEnlqB9w9wnCC6EUxCScyQOwQAkm5MDgCFBg2MBg26+1kJRUSUic71DX8/TyrLFzkSccjlMvxV0yQcOWOHzRkQOxwiooxzrs8NYLjXay7SapS4c04FPjpyEaFwTOxwiCSDSSiJcXiGk1AlEq+EAoYHrB5WQhERZaTO3uGHi+ocTUIBwN0LqiEIwF8OXhA7FCKijNPZ64ZapYAlx3ZQvdRXFkxCMBzH3uN9YodCJBlMQkmENxCBzRHA+ZEZh4QgwOYIICzhhqk15QXosXqQSLCZHxFRpjnX50ZxgQaFBo3YoYjGUqLH7PpS/OnABTaeJSK6zLleD+rKCyCX517fwFEzJpegvESP9/dzsoLoejEJJRHBUAytHTa0nXcAAM71utHaYUMsnhA5sptXY8lHMByH3RUUOxQiIrpMV68bdRW52Wz2UncvmIT+IT+OnRkUOxQioowhCAK6+tyoy9Gm5KNkMhnuXlCN452D6LX7xA6HSBKYhJIYfyiGPLUiK7ZB/aw5OftCERFlkmgsjgtWLybn+MMFANw5pwLFBRr87r0OVkMREY2wOYPwB6McJwDcu6gGapUC//Veh9ihEEmC9DMZOcYfjEKvVYkdRlKMNjFkc3IioszSPeBFPCHw4QKARqXAg3dPxcmuIRw9Yxc7HCKijNA10jdwco7uoHqpovw8rLqzDh+0XsQFK/vdEl0Lk1ASEwhFoctTih3GTYnFE7A5AmN/fIEoTEYt2rudYodGRESXODf2cMEkFAA0L6pBqVGL13e0sxqKiAjDfQPlsuEerwSs+XI98tQKvLGzXexQiDIek1ASEwjFoM+TZiVUOBpHa4dt3J9CgxqdF11ih0ZERJfo6nNDq1HAUpK7Ox5dSqVU4OtfmYqObicOtdvEDoeISHRdvW5Umg3IU0tzcjzZCg0atHxxCvYc7cO5kY2kiGhiTEJJiCAICIRikq2Emoi5SIchdwhuX1jsUIiIaERXrxu15YU5vePR5b7yhUkoL9HjV5uPIxiOiR0OEZGouvq4ecXlVi+dAr1WhVf+cAxxCW8eRZRqTEJJSCgSR0IQoJNoJdREzEU6AMCZC6yGIiLKBImEgHN9HvaDuoxSIcfff30uBob8+I8tJ8QOh4hINN5ABHZnkEu2L2PQqfGdNbPRdt6Bt/58RuxwiDIWk1ASEghFASCrKqFMRVrIAJzlkjwiooxgdQQQDMeYhJrArCml+OsvN2DnJ93Yd7xf7HCIiEQxutyM48SVvjS/CkvnVeGNXR043cO+t0QTYRJKQgKh4fJ/qfaEmohaNdxz5EwPk1BEmW7r1q1YsWIF7r33Xvz2t7+94vW2tjasWbMGzc3NeOqppxCLDX9n9fX1Yd26dVi2bBm++93vwu/3AwA8Hg8eeeQRLF++HOvWrYPdPrzzWCQSwYYNG7B8+XKsXr0anZ2dAIaXJD/33HNYtmwZVqxYgUOHDgEA4vE4nn76aaxatQotLS3YunVrOj6OrNU18nBRxx2PJrS2eRqmVBXixU1HYHcGxA6HKKNwnMgNXb3DO1tzOd7EvvPXs1FSmIefvX4QvkBE7HCIMg6TUBLyWSVU9iShAKC2ogBnLji54xBRBrNarXj++efxxhtvYPPmzXjzzTdx9uzZceds2LABTz/9NHbu3AlBELBp0yYAwLPPPou1a9dix44dmDlzJl5++WUAwAsvvICmpiZs374dDz74IDZu3AgAeO2116DVarF9+3b86Ec/wpNPPgkA2LlzJzo7O7Ft2za89NJLePLJJxGLxbBlyxb4fD788Y9/xH/+53/iX/7lX+Dz+dL46WQPbyCCtnNDkAHIUythcwQQjsbFDiujqJRy/OBvmiAIAv73piP8fIhGcJzIDd5ABKe7HSjQqxGJxjlOTMCgVeEH32zCkDuEl/9wDPEE+0MRXYpJKAnxj1RCZdNyPACoKy+A0xuGwxMSOxQiuoq9e/di0aJFMBqN0Ol0aG5uxo4dO8Ze7+3tRSgUwty5cwEAa9aswY4dOxCNRnHgwAE0NzePOw4Au3fvRktLCwBg1apV+PDDDxGNRrF7927cd999AIAFCxbA4XCgr68PH3zwAVasWAG5XI66ujqUl5fj8OHDWL16NX76058CAGw2G1QqFVSq7ErWp0swFMPJriHk69U42TWE1g4bYmyueoUKkwFP/o8FsDoC2PVJNxIJTqIQcZzIDcFQDKcvuJCvU43tds1x4krTaorx2NfmoqPHiQ9aeznZTnQJJqEkJBCKQqmQQ6XMrn9tNeXDSz5Oc0keUcay2WwwmUxjP5vNZlit1qu+bjKZYLVa4XQ6YTAYoFQqxx2//BqlUgmDwQCHwzHhew0MDMBms8FsNl9xfPT6p556Cg888AC+9rWvQaPRpOBTyA0OTxjFBXlih5HxZtebsG7ZNPRYvfj4WJ/Y4RCJjuNEbhAEAU5PCEUcJ67pS7dXY9WddWg778CRM3axwyHKGNmVzchygVAMujwlZLLs2jJ7Ulk+5HIZm5MTZbBEIjHuu0cQhHE/X+31y88DcNXvMEEQIJfLr7hm9PhE95DLPxvGNm7ciI8++gi7du3Cnj17bv4vm8PiiQRc3jCKC/hwdj2WzqvCnIZSHDs7iBOdg2KHQyQqjhO5weUNIxJLcLLiOn116RRMqSzE3mP9Yw3diXIdk1ASEghFoc+ypXgAIJfLUFmqx8muIdgcAdgcAXjZxI8oo1gslrGGsABgt9vHzTZf/vrg4CDMZjOKi4vh9XoRj8evuM5sNmNwcPjBPRaLwe/3w2g0oqysDDab7Yr3slgsEx4/ceIEzp8/DwAoKirCF7/4RXR0dCT/Q8gBNkcQCUHgDPcNWDy7AjWWfHx4pBcXrF6xwyESDceJ3NA7ONw0vjif48T1kMtkuHvBJJiLtNj1aQ8GXUGxQyISHZNQEjJcCZV969fD0Tjy9WqcveDCwXYrWjtsCI70vyKizLB48WLs27cPDocDwWAQu3btwpIlS8Zer6yshEajGduJ6N1338WSJUugUqnQ1NSEbdu2AQA2b948dt3SpUuxefNmAMC2bdvQ1NQElUqFpUuX4t133wUAHDx4EBqNBhUVFViyZAm2bt2KeDyO7u5unD9/HrNmzcLRo0fxs5/9DIlEAj6fD3v27MH8+fPT+fFkjb7B4Ua9nOG+fnKZDPcurEFRfh7eP9ADfzAqdkhEouA4kRv6R8eJQo4T10ullGPF4jqoVXK8t78H0Rh7aFFuYxJKQvyhaNY1JR9VUapHOBrHkJvNyYkyUVlZGR5//HGsX78e999/P1atWoXZs2fj4YcfxvHjxwEAP//5z/GTn/wEy5YtQyAQwPr16wEAzzzzDDZt2oQVK1bg4MGD+P73vw8A+N73vocjR45g5cqVeOONN/D0008DAL75zW8iEolg5cqV2Lhx41gz2WXLlqGhoQH33XcfHn30UWzcuBF5eXl46KGHUFJSgpaWFnzjG9/AunXrMG/ePBE+Jenrsw/PcBflcznejVCrFPjKgmoEwzG8+f5pscMhEgXHidzQa/cjT62AVpOdzySpoteq8OXbq+HwhLBt7zmxwyESVVq/PbZu3YpXXnkFsVgM3/rWt7Bu3boJz/vBD36ARYsWYc2aNQCAd955B//2b/+GkpISAMCXvvQlPP7442mLOxNEonFEoomsrIQChncaAoA+uw8mo1bkaIhoIi0tLWO7FI169dVXx/552rRpeOutt664rrKyEq+99toVx41GI375y19ecVyj0eC555674rhMJsMTTzyBJ554YtxxhUKBf/qnf7ruvwcNb7E9UcXpRZsXBXo1VEqFCFFJm6lIh3lTzfj4WB9aO2yY32i+9kVEWYbjRPa42jjRa/exWvYm1ZYXYOokI/7743O4Z2ENakc2ZyLKNWlLQlmtVjz//PN4++23oVar8dBDD2HhwoWor68fd84zzzyDffv2YdGiRWPHT5w4gR/+8IdYtWpVusLNOG7/cI+kbK2Eytepka9To8/ux5wG07UvICKimxYMxdDaYbvieN+Qn1VQt2DBbWXoG/Thpd8fwctP3A2Nisk8IpKmicYJQRDQP+jHlMpCkaKSvrvmVKJ/0I8XNx3Gzx9bknUbThFdj7Qtx9u7dy8WLVoEo9EInU6H5uZm7NixY9w5W7duxd13343ly5ePO378+HG88847aGlpwT/8wz/A7c69nQXcvjAAQJ+llVAAUGnSo2/QB0EQxA6FiCjnJBICrI4AZ7hvgVIhxzfuaYTNGcRbfzozttkGN9wgomwQCMUQDMe4ecUt0GqUWPOlepzucWHnvm6OE5ST0paEstlsMJk+q3Axm82wWq3jzvn2t7+NBx988IprTSYTHn30UWzZsgXl5eU5WU7r8WV3JRQwvCQvFInD4QmLHQoRUc7x+COIxwUmoW5RXWUhKk0GbPmoE5+eHEBrh40bbhBRVnB4hnu3cpy4NXMbTTAaNPiv9ztwaGRTJo4TlEvSloRKJBLjyg0FQbju8sOXXnoJt99+O2QyGb797W/jo48+SlWYGcs1Ugml02ZvJVRFqR7AZ7szERFR+ow+XHCG+9Z94bYyBEIxnOwaEjsUIqKk+SwJxWXbt0Ihl6PptjIMuUPo7M29FT5EaUtCWSwW2O32sZ/tdjvM5ms37fR6vfjNb34z9rMgCFAocq/HgscfhgzI6p0oCvRq6LUq9NmZhCIiSrfPklB8uLhVFSYDqswGtHbYEI3FxQ6HiCgpHJ4Q9HnKrH4eSZeGaiOK8jU4cMrKViSUc9KWhFq8eDH27dsHh8OBYDCIXbt2YcmSJde8TqfT4de//jWOHj0KAHj99ddxzz33pDrcjOPyRaDNU0Kexc3rZDIZKkr16LX7+WVMRJRmDk8IxQUaqLkzXlJ84TYLguEYTp1ziB0KEVFSOD1hWEr0bKadBHKZDAtuK4PDE8K5Po/Y4RClVdqSUGVlZXj88cexfv163H///Vi1ahVmz56Nhx9+GMePH7/qdQqFAi+88AJ+/OMfY/ny5Th58iQ2bNiQrrAzhscXzup+UKMqTQYEwzEMDAXEDoWIKKe4fGGYi3VihyG6WDwxrlHszTaLLS/Vw1Ksw/HOQU6sEFFWcPnCKOM4kbRxYkqVEQadCsfODqYgSqLMldasRktLC1paWsYde/XVV68471//9V/H/dzU1IR33nknpbFlOpcvDF0W74w3qspsAACc6BrEnKmma5xNRETJIAgC3N4wptcUix2K6MLR+BUPBPMbzcjXqW/4vWbVl+K9/T24YPXh9mllyQqRiCjtwpE4guEYTEVasUMRXbLGCblMhpmTS/DJiYGxJfFEuSBtlVB0azz+SE5UQhUaNCgq0ODoGc4IEBGlSzAcQySW4MPFVUw0621zBBCOfn6/pymVhdBqlDjeyTGNiKRtdJMkUxEroSZys+PEbXUlkMtlOMFxgnJI9mc1skAiIcDjj6CuolDsUNKi1lKAY2cH4Q9Goc/i3QCJiDKFyzv8cMHleBObaNYbABprij73OoVCrrtS1wAAIABJREFUjhl1xTjYboPdFeTnS0SSNZqEMhdp4fbd+NKzbHez44RWo0RDtRHt3U4Ew7FUhUeUUVgJJQHeQATxhJATlVAAUFtRgHhCwOHTNrFDISLKCWMz3EZWQiXbjMklkMmA3YcuiB0KEdFNc3uHd+ouKeQ4kWyzppQiGktg77E+sUMhSgsmoSRg9OEgV5JQlmI99FoVDpyyih0KEVFOcPvCkMtkKC7IEzuUrGPQqVFXXoiPj/UhFk+IHQ4R0U1x+cLI16uhUvLxMdnKinUwFWnx4ZFebmRBOYHfIhIwukxCp8mNpWlyuQyzppTiYJsV8QS/iImIUs3li6DQoIZczm23U2F6bTG8gSgnV4hIsty+MAoNN75BA12f6bXFuGjzobPXLXYoRCnHJJQEjCahtDlSCQUAcxpK4fFHcLrbKXYoRERZz+UNo9CgETuMrDXJko9CvRp/OtAjdihERDdMEAS4vGEYOU6kTEO1EUqFHH/az3GCsh+TUBKQa8vxAGDm5BIo5DJ8erJf7FCIiLKaIAhw+/hwkUpyuQx3zCrHgTYrnF5uw01E0jK6gyonK1InT63EvEYTPjh8EdHY5++oRyR1TEJJgMsbhkIug0alEDuUtNHlqTCrvhR7j/dzbTQRUQr5glHEEwKM+Xy4SKU751QgkRDwQetFsUMhIrohoxPiHCdS667ZFfAGoth/kku3KbsxCSUBLm8YBXo1ZLLc6tVx15wK9A/6cb7fI3YoRERZa3TJNyuhUqui1IDGSUV4f38PJ1eISFI4TqTHbXUlKC3Mw/tcuk1ZjkkoCXD5hpNQuWbRzHLI5TLsOcrtSomIUsU9MsNdyBnulLv7C5PQPeDF2YsusUMhIrpubl8EcpkM+brcex5JJ7lchi83VaO13Yohd1DscIhShkkoCXB5QzmZhCo0aDBrSgk+PsrtSomIUsXlDUOpkEOfQ30HxRCLJzC9pggqpRxbP+qCzRGANxAROywiomtyjeyMxx1UUysWT2DeVBMSAjhOUFZjEkoChpfj5dYMdSyegM0RwOx6E3rtfrS22/hFTESUAqMPF7m25DvdwtE42rudqC0vwN5j/dh/agDBUEzssIiIrok7qKZHOBpHr92P8hId/nTwAg61WzlOUFZiEirDCYIAly+Sc5VQ4WgcrR02KBUyyAD8cU8XWjts/CImIkoyly/MZrNpNL22GOFoHOf63GKHQkR0TdxBNf2m1RbD5Q3D6giIHQpRSjAJleH8wShi8UTOJaFG6fJUqDAZ0NnLX9aJiJItnhDg8Uf4cJFGlWYDDFoV2s87xQ6FiOiaRndQZd/A9KmvMkKpkKPtvEPsUIhSgkmoDOcc2Y0iV5NQADC5sgBOb3hse1giIkoOXyACQQCXWaSRXCbDtJoi9Fi9cHhCYodDRPS5PL7hVhiFOfwskm5qlQJTqgpx5oIL4Whc7HCIko5JqAw3mnjJ5SRUjaUAANDd7xE5EiKi7OLxDz9c5PIYI4ZptcUAgH3H+0WOhIjo87n9IzuoGjhOpNP0mmJEYwm0ttvEDoUo6ZiEynCusUqo3J2lLjRoYMzXoGfAK3YoRERZhUkocRQaNKgo1ePjY33c/ZWIMprHH4FMBhi0HCfSqcKkR4FejY+P9YkdClHSMQmV4UaTULleAltjyUev3YdwhCWpRETJ4vGHIZfLoNeqxA4l50yrLYbVEWDPDyLKaB5/BPk6NeRy7qCaTrKRpdvt5x2wsUE5ZRkmoTKcyzfygKDL7QeEGksB4gmBv6wTESWR2x9Bvk4FuYwPF+k2paoQGpUC7+/vETsUIqKr8vhzb5fuTNFYM7x0+08HL4gcCVFyMQmV4VzeMAr16px/QKgo1UOllON456DYoRARZQ2PP4LCHF7uLSa1UoGm6WXYc7QXoXBM7HCIiCbEJJR4CvRqTKstxp8O9CCR4NJtyh5MQmU4lzcMI7dEhUIhR5XZgGNnB9k/g4goSfhwIa675lQgGI5j73H2/CCizBOJxREMxzhOiOiuORWwOgI42TUkdihEScMkVIZz+UIwcutsAEBteQEcnhAblBMRJUE4Ekc4EufDhYgaqo0oL9XjPS7JI6IM5B3bvILPImKZ12iGLk+J9/Z3ix0KUdIwCZXhXN4wClkJBQCoMucDAJfkERElgWdk2+0CbrstGplMhuaFNTjROYTuAY/Y4RARjeMeSULl+gZJYtKoFPjy7dXYc7QPbl9Y7HCIkoJJqAwmCMLwcjxWQgEYXhddXJDHclQioiTwcIY7I9yzsAZqpRz//fE5sUMhIhrH4xsZJzhZIaqVd9YhGktg16eshqLswCRUBguGY4jEEihiJdSYhmojTp0bYl8oIqJb5B5LQvHhQkwFejW+OK8Sfzl4Af5gVOxwiIjGePxhqFVyaFQKsUPJadVl+ZhdX4rt+84jzgbllAWYhMpgrpGSSzYm/0xDtREOTxhWR0DsUIiIJM3jjyBPreDDRQZYeWcdQpE4/sxtuIkogwxvXqGBLMd36c4EK++sg90ZxIFTA2KHQnTLmITKYC7vSBLKkCdyJJmjoboIALgkj4joFnn8YVZBZYiG6iI0TirCf398jpW+RJQxuINq5lg4w4LSwjz89x4u3SbpYxIqg40loVgJNabCpIdBq2ISiojoFvHhIrOsvKsOvXYfDrXbxA6FiAgJQeA4kUEUCjmWL67DkTN2nO/nRhYkbUxCZTAux7uSXCbD9LpinDrnEDsUIiLJSiQEeP1RNiXPIHfNqUSpUYu3/nxG7FCIiOD2hhFPCNwZL4MsX1yLPLUCf/gLxwmSNiahMpjLG4ZMxm1RLzejrgS9dt9YpRgREd0YpzeEhCBwhjuDqJRy3L90Ck52DaH9PCdaiEhcg+4gAG5ekUnydWo0L6rFh4d72R+XJI1JqAzm8oaRr1NDoeC/plGxeALlpXoAwL7jfbA5AvAGIiJHRUQkLXYXHy4y0b0La5CvU7EaiohEZ3eOjhOsmM0k9y+dArkM2PzBWbFDIbppzG5kMJcvzKV4lwlH43B6QlDIZfj4aB9aO2wIhmJih0VEJCmfPVwwCZVJtBolVt45GZ+eHEDPAHt+EJF4Ricr8nUqkSOhS5UatVg6vwq7Pu2B28dVISRNTEJlMJc3DKOBSajLKRRymIt0sDpZhkpEdDOG3CHIABh0TEJlmlV31UGtUuDt3ZzlJiLxDLlD0GtVXJGRgf76yw2IROP4I3fKI4nit0oGc3lZCXU15mId7M4g4gluZU1EdKOGPMHhhwu5TOxQ6DKFBg3uXTgJuw9dHKtYIyJKtyF3kFVQGaq6LB8LZ1jwxz1dCIa5IoSkh0moDObyhZiEuoqyYi3iCQEON39BJyK6UUPuEB8uMtg9C2sgCMDvdrXD5gjA5ghg0BUY++fRP+yJSESpMjxOsFo2E3kDEdy9oBq+YBRv/+UMxwmSHKXYAdDEQpEYguE4l+NdRVmxDgBg5SwxEdENG3KHUMRJjoxlyFOhvtqIvxy6iEmWfOSplWisKUJHt3PcefMbzXxIJKKkSyQEODwhVJflix0KTSAYisHti6CiVI8/7jkHY74GCrmc4wRJBiuhMpTLO9xojg8JE8vXqZGnVsDG7UmJiG5IPCHA6eEMdyaIxRNXzFrbHAGEo3HMbzQhFk/g+NkhscMkohzj9IYQTwismM0AE40T4WgcwHCCyReM4kyPS+QoiW4MK6EykDcQwbk+99jPl37Z0DCZTIayYh2sTEIREd0Qp2fk4YI744kuHI3j2NnBK4431hShpFCLGks+jp21Y+7UUhGiI6JcZXOM7ozHcUJsE40TjTVFAIBJlnyUFOahtcM2doxIClgJlYGCoRgOn7YDAPoG/WjtsCEWT4gcVeYxF+vg8ITYkI+I6AbYRnYW5Qx35ps/zYxQJI628w6xQyGiHDI2TnCyIqPJZDLMbzTD6Q3jXL9H7HCIrhuTUBkqGBpOrOg0LFa7mrKi4b5QPQP80iUiul42J2e4paKi1IDyEh2OnLYjzskoIkoTTlZIR32VEfk6NVrbbRAE7hpO0sAkVIYKjCShtHlMQl2NeaQ5+bk+JqGIiK6XnQ8XkjK/sQzeQBStHTaxQyGiHGF3BmHQqqBSKsQOha5BLpdhXqMJVkcAnb3ua19AlAGYhMpQwXAUGpUCCjn/FV2NVqNEgV6Nrj5+4RIRXS+bMwiDjg8XUlFTno/igjy8v7+Hs9xElBY2ZwAlhXlih0HXaXptMbQaJd7f3yN2KETXhRmODBUIxaBjFdQ1lRXrWAlFlCZbt27FihUrcO+99+K3v/3tFa+3tbVhzZo1aG5uxlNPPYVYbLiis6+vD+vWrcOyZcvw3e9+F36/HwDg8XjwyCOPYPny5Vi3bh3s9uFeeJFIBBs2bMDy5cuxevVqdHZ2AgAEQcBzzz2HZcuWYcWKFTh06BAAIB6P45lnnsGqVauwcuVK/OY3v0nDpyFdNmcAJQV8uJCK4Z4fJvQPBdAz4BU7HKLPxXEiO9icQZQUasUOg66TUiHH7PpSnDrnwJA7KHY4RNfEJFSGCoRj0LIf1DWZi4abkzs9IbFDIcpqVqsVzz//PN544w1s3rwZb775Js6ePTvunA0bNuDpp5/Gzp07IQgCNm3aBAB49tlnsXbtWuzYsQMzZ87Eyy+/DAB44YUX0NTUhO3bt+PBBx/Exo0bAQCvvfYatFottm/fjh/96Ed48sknAQA7d+5EZ2cntm3bhpdeeglPPvkkYrEY3n77bbhcLmzZsgW///3vsWnTJpw8eTKNn4602J0BPlxITH21EQV69YQ76RFlCo4T2UEQhJFxgpMVUjJzcglUSjnHCZIEJqEyVJCVUNelbKQv1JkLLpEjIcpue/fuxaJFi2A0GqHT6dDc3IwdO3aMvd7b24tQKIS5c+cCANasWYMdO3YgGo3iwIEDaG5uHnccAHbv3o2WlhYAwKpVq/Dhhx8iGo1i9+7duO+++wAACxYsgMPhQF9fHz744AOsWLECcrkcdXV1KC8vx+HDh9HQ0IC/+7u/g1wuh06nQ3V1Nfr7+9P58UiGIAgjM9x8uJAShVyOu+ZUoMfq5aQLZSyOE9nBG4giFIlznJCYPI0STdPL0NHtRIg7h1OGYxIqQwXCUWjz2DT2WkqNWshlMpzucYodClFWs9lsMJlMYz+bzWZYrdarvm4ymWC1WuF0OmEwGKBUKscd///Zu/P4tssr0f8fbZZXWd73LfGWzdmcBAhJgDQQCISlQxcoDNOh0+V2pmVayrS909LpMB249FemXAodpr0ttMw0BEiaEiCQhBAgu7M4i9d432RLsi1bsqzt94djk5Vstr5fSef9evlVIi86MUVHz3me55yzv0ev1xMfH4/NZjvvz+ru7sZisZCenn7O4/PmzaO0tBSAqqoqjhw5wqJFi6bgtxD6BodHcY/65CRUCFo6NxutVsORRtnlFuokeSI8jE/GSzFJngg1K+bn4PMHON5kUzoUIT6VFKFUyOP1MerxEyvX8S7KoNeSkxYnRSghppjf70ej0Uz8ORAInPHnC33+7K8Dzvnz6d+j1WrP+Z7xx8/3HNrThjfs27ePf/iHf+Dpp58mMTHxyv+yYazXPtYrQna4Q09CbBSleWZqmu24R31KhyPEOSRPhIfxCaqSJ0JPdlo8OWnxVDf24ffLIAuhXlKEUqHB4VEAuY53iYqyE6lr65epQUJMoczMzImGsAC9vb1n7Daf/fm+vj7S09NJTk7G4XDg8/nO+b709HT6+sZOdXi9XoaHhzGbzWRkZGCxWM75WZmZmed9HGDLli1861vf4uc//zlLly6dgt9AeLDI4iKkVZSk4fX5Od5sVToUIc4heSI8WGSzIqTNLUllyOWR6eFC1YJahLrYxIxx3/ve93j99dcn/nyhiRnharwIJY3JL01Rtolhl4euvvD+/4UQSrruuuvYtWsXNpsNl8vFli1bWL58+cTnc3JyMBqNE5OINm7cyPLlyzEYDFRWVrJ582YANmzYMPF9K1asYMOGDQBs3ryZyspKDAYDK1asYOPGjQDs378fo9FIdnY2y5cvZ9OmTfh8PlpaWmhubmbOnDkcOXKExx9/nN/+9rcsWbIkmL+WkPPJ4kKuWYSiNHMMmSmxHG+yycaLUB3JE+HBYncSHaUjLkbagoSigiwTCbEGjp2UzQqhXkErQl3KxIyenh6+9rWv8c4775zx+IUmZoSrT05CyYv/pSjKHjtOLVfyhJg6GRkZPPLIIzz44IPcdddd3H777VRUVPCVr3yF6upqAJ5++ml+9rOfsXr1apxOJw8++CAAP/7xj1m3bh233XYb+/fv59vf/jYA3/rWtzh06BBr1qzhlVde4Uc/+hEADzzwAKOjo6xZs4YnnniCp556CoDVq1dTUlLC2rVr+cY3vsETTzxBdHQ0zz//PD6fj8cee4w777yTO++8k61btyrwW1K/XruTGKOOODlpG7JmFqXQ73DLxotQHckT4aHX7iItKfaCVyKFumk1GmYUJtNuGWJw2K10OEKcV9DehZ4+MQOYmJjxzW9+c+JrNm3axMqVKye+BpiYmPHcc88BYxMzvvSlL/Hoo48GK/Sgk5NQlyc7LQ5jlI66tn5uWJindDhChK077rhjYkrRuBdffHHin8vLy1m/fv0535eTk8PLL798zuNms5kXXnjhnMeNRiNPPvnkOY9rNBoee+wxHnvssTMef/755y/57xDpLHanLC5CXHFuIh8e6uB4k43br5+mdDhCnEHyROiz2J2kJ8lp2VA2ozCZfcd7ON5k44YFsjYS6hO0k1AXm5gB8PDDD3Pvvfee8dinTcwIV9IT6vLotFqKc81yEkoIIS7CYneRnhSrdBjiKhj0Okrzk2ho72fY5VE6HCFEmLHYJE+EuvjYKPIzE6hptuHz+5UOR4hzBK0IdbGJGRdyORMzwsXAsJsovRa9TvrGX6qSPDMnOwbweOWFVgghLqTX7iRNdrhD3syiZHz+AHuOdSsdihAijIy4vTico5InwsDMohSGR7xUN0hvKKE+QatyXGxixoV82sSMcDU4PEqMnIK6LKX5SXi8flq6BpUORQghVMnl9uJwemSHOwykJcWSZo7hg4PtSocihAgj4xNUJU+EvoIsE7HRej44JHlCqE/QilAXm5hxIZ82MSNcDQ6PEmuUpuSXoyw/CYCaFpvCkQghhLo4nKNYbE5qmsdeH40GHW6PT+GoxNWaUZhMm2WIJhnDLYS4SuN5or61HwCDXit5IsTptBrK8pM42mil3yENyoW6BK0IdSkTMy7kQhMzwtXAkJvYGDkJdam8Pj+BQICkBCOH6nqx2JxYbE4czlGlQxNCCMW5RrxU1Vomrm5ZB1x4fXJ1OdQV55nRaTVs29+mdChCiBA3nicO1lkA6OwbljwRBsoKkvD5A3IaSqhOUCsdF5uYMe7f//3fz/jzhSZmhKuBoVHS5BjsJXN7fNS22ElOjOZYk5Wq2rEEuqAsnYTYKIWjE0IIdRg6VZiX18XwEGPUU1Gcyo6qdh5aMxOd9JEUQlwlh9ODVqMhTtqChIWUxBgKMhPYvr+NtcumKx2OEBPkHYvKuD0+XG6vvPhfgayUOIacnomFlhBCiE84nKNotRqZvBpGrpuTjd3h5lB978W/WAghLsLhHCU+1hD2Q6AiybVzsmloH6ClW/rmCvWQIpTK2AdHAIiNlp5QlysrJQ6ALuuwwpEIIYT6OJwe4mNkcRFO5hSnkhBrkCt5QohJ4XCOymnZMLNkViZarYbtkieEikgRSmXsg2ON42Sn+vKlmGPQ67R0W51KhyKEEKrjGJbFRbgx6LUsm5fD7uounCMepcMRQoQ4h9NDQqxshIcTU1wUC8vTeb+qHZ8/oHQ4QgBShFIdm2PsJFScnIS6bDqthozkGDkJJYQQ5+FwjpIQJ7kl3NxUmceo189HhzuVDkUIEcJ8fj/DLo9sVoShmyrzsA6MUN0gV7eFOkgRSmX6J67jyUmoK5GZEkdfv4tRr4yVFUKIcT6/n+ERrywuwlBpfhI5aXFsOyBXLYQQV27IOXaaMiFO8kS4WTwzk7hovVzdFqohRSiVsTncaDUaoo1ShLoSWSlxBAJgsbmUDkUIIVRjYnEhRaiwo9FouLEyj6ONVnpsch1dCHFlHBN5Qk7Mhpsog47r5+XwcXUXLrdX6XCEkCKU2tgHR0iIM6CVxrFXJPNUc/JuuZInhBATHKemhkoRKjzduCAPgPflNJQQ4gpJnghvN1Xm4R71satarm4L5UkRSmXsDjfmeKPSYYQsY5SOlMRoOnqHlA5FCCFUQ3a4w5PX58dy6vRTWUES7+5tpcc6PLGYFEKISzX+uhEveSKsjOeJFFM0aeYY3t7VgsXmlDwhFCVFKJWxDY6QKEWoq5KXnkBn3zAjo3LcVAghYGwyHsjiIty4PT6qai1U1VrISYunx+bkrV3NuEYk/wkhLo/DOUpctB6dVpaH4WQ8Txys66Uw28SJZhs7DrZLnhCKklcZlel3jJAoDQGvSn5mAn5/gJpmu9KhCCGEKjico8TFGGRxEcam5ySi12mobZHcJ4S4fI5hmYwX7srykwCoa5U8IZQl70ZVxOcP0O9wy0moq5SdGodep6W6sU/pUIQQQhUcTo9cxQtzUQYdRdmJ1Lf14/H6lQ5HCBFiHM5RmYwX5hLjjWSlxFHbYicQCCgdjohgUoRSkcFhN/4AUoS6Sjqdltz0eI429skLrBBCcGpxITvcYa+8IAm3x8eRhl6lQxFChBB/IMCQSzYrIkFZQRJ2h5uWrkGlQxERTIpQKmIfdAOQGC8LhatVkJlA38CINCgXQkQ8fyDAkFOuWUSC3PQEYqP1fFzdpXQoQogQMjDkxu8PSJ6IAMW5ZnRajeQJoSgpQqmIbXAEkJNQkyE/0wTAgRqLwpEIIYSyBhxu/IGA7HBHAK1WQ2l+EtUNfQwMuZUORwgRIqwDY2uQeClChT1jlI6ibBN7jnfL1W2hGClCqUi/Q4pQk8UUF0VWahwHTvQoHYoQQijKemqDQ3a4I0N5QRI+f4CdhzqUDkUIESLGi1CSJyJDWUEyQ04PVTWyThLKkCKUitjGr+NJU8BJMWd6CkdPWhlyeZQORQghFGMdcAFIw9kIkZIYQ15GAtv2tykdihAiRHySJ+TEbCTIy0jAFBfFtgOSJ4QypAilInbHCHHReqIMOqVDCQvXzMrC4/WzbX/rxGMO5ygWm/OMD4dzVMEohRBian2ywy2Li0hx3Zws6tv6aetxKB2KECIEWAdGMEbpiNLLGiQS6LQalszKZO+xHlkHCUVIEUpF7INukkzRSocRNgqyTJTlJ/HWx80TU/JcI16qai1nfLhGvApHKoQQU8c6MEJ0lA6DLC4ixpJZmWi1GrbLLrcQ4hJYB0bkKl6EuXZOFl6fnw/l6rZQgBShVMQ2OEJSghShJtOt1xXSbhmiurFP6VCEEEIR1gGXLC4iTGK8kQVl6Ww/0I7fH1A6HCGEylkHXXJaNsLkZyRQkClXt4UypAilIv0ON0kmaUo+ma6fl0N8jIHNHzcrHYoQQihCdrgj040Lc+nrd3H0pGzCCCEuLBAISJ6IQBqNhhsX5lHTYqezb0jpcESEkSKUSgQCAWyOEZLlOt6kMhp0fGZxPruru7CdmhAlhBCR4pPFhexwR5ols7OIjdbLLrcQ4lMNuTy4R31ShIpANyzMRaOB7fvblQ5FRBgpQqmEy+3FPeojKUFOQk22W68tJBAI8Mb7DUqHIoQQQeVwenB7fDIZLwIZDTqWVmTz8ZFORtzS+1AIcX4WmxOQyXiRKCUxhrklaWw70CZXt0VQSRFKJfr6x0ajpiTGKBxJ+MlOi2flonz+8mETvXan0uEIIUTQWE695skOd2RauSgfl9vHjoOyyy2EOD+LfWwNInkiMq2szMNic3KorlfpUEQEkSKUSvSdGqGdapYi1FS4f3U5Op2G1+Q0lBAigvROFKFkhzsSzSxKZnpuIm+834BPdrmFEOfRK5sVEW3p3GySTdG8tr1e6VBEBJEilEqMn4SSItTUSEmM4e4Vxew73kO3dVjpcIQQIihkhzuyaTQaPntjCR29w+w+2jUlz+FwjmKxOc/5cDhHp+T5hBCTy2J3EWXQEh2lUzoUoQCDXsedy6dzpKGPulb7lDzH+fKE5IjIJkUolbD2u9BokMbkU+ieG4sxxUWxq3pq3ogLIYTaWOxOjAYdRllcRKzrKrLJSonjtW31BAKTfxrKNeKlqtZyzodrRPpQCREKLHYnKYkxaDQapUMRCll9bQFxMYYpOw11vjwhOSKySRFKJXr7XZjjjRj08q9kqsQY9axZWkRn3zAdvTKKVAgR/nrtLlISo2VxEcF0Wg1331hMfVs/Rxr6lA5HCKEyvXYnKbIJHtFiow3cdl0hu6q7aLc4lA5HRACpeKiEdWCEFLmKN+WWz8shxqhn/4kepUMRQogpN7bDLYuLSLeyMo+kBCN/eOuETEASQpzBcmqzQkS2O5ZNw6DT8se3a5QORUQAKUKpRG+/izQpQk25KIOOBWXptFuG6OqT3lBCiPBmsblk6moE8vr8Z/Te6He4ufczpdS02Nm2v03p8MQpje397D/RQ2N7P3bHiNLhiAg04vYyODwqeSICnZ0nPB4/dyybxoeHOzksk/JU43iTlaoaC4fqLAwOh08fLSlCqURfv+xCBMusaclyGkoIEfZG3F4czlHJLRHI7fGd039j0YwMZhQm87s3jzEkDWEV5xzx8O7eVvYc6+bt3S388693MTDkVjosEWF6Tw1GkjwRec6XJ1YtziczJZYX3jiCx+tXOsSIZx1wsf1AO7uOdvHsq4f51v/3ftj8e5EilAo4Rzy43F45CRUkBr2OuSWptPY4sA7IzqMQIjxZTo3dlsWFANBqNHz9sxU4hkd56a0TSocT8aobrfj8Ae5dWcLtS4twub3rq96BAAAgAElEQVRsPyCn1ERwfZInZA0ixtZIX727gnbLEBt2NCgdTsQ7VNeLXqflgVvLeWjNTPr6Xew93q10WJNCilAq8MkuhCSAYJlZlIJWAzXNNqVDEUKIKWGxS24RZyrKTuT2ZdN46+Nm3q9qv+zvP9+YbbfHNwWRhjeP10d1Yx9F2SbSk2IpyDIxLTuRLXtap2SCoRAX8kmekM0KMaZyRgbXzsnilXdqOFx/+dfyJE9MjiHnKHWtdmYWJWOKM7K0IpvUxGje3dOidGiTQopQKmDtHzuNkyonoSbV2XedT38RjDHqKcxKpLbVjtcXHscahRDidL2ndriTZeqROM1Da2YyZ3oq//E/VZfd9+N8Y7Ylh16+E8023KM+5pemTzx2/bxs2noc1LbaFYxMRJpeuxOdVoM53qh0KEJF/uHz88lOi+fffreXps6By/peyROT43BDHwFgbkkaAFqthpWL8jlYa6Hv1AGWUCZFKBUYPwklRajJdb67zqe/CJYXJuFye6mWkdVCiDDUY3Oi12kxJ8jiQnzCoNfxg79ZTE5aPP/2+70cqJH+iMHk8/s5VNdHVkosWalxE48vnpmJMUrHu3taFYxORJoeq5P0pFi0Wo3SoQgViY8x8PjD1xJj1PP4i7upbZGbI8HkHPFw7KSV4lwzprioicc/szgffwC27gv9PCFFKBWwDrjQaGS3OtgKMk3ERuv58Ein0qEIIcSk67Y6yUiOQauRxYU4U3yMgce/ci3Jpmgef3E3T//hAD025zlfFwgE6Ot3UVVrYcOORv57Sy07D3Xw4aEOapptDLs8CkQf2upb+3E4R6k4tbs9Lsao5/q52ew81I7L7VUoOhFpum3DZCTHKh2GUKG0pBge/8q1aDTw6LM7+fUbR847xdPvD9BtHWbf8W5e21bPK1tqxvLE4U7q2+zyenYFDtb14vH6J05BjctMiaOiOJV397bi94f21W290gGIscl45ngjBr3UBINJq9VQlp/E4fo+7I4RkhKkCCiECB/dtmEyUuIu/oUiIqWaY/jld25g3Xv1rN9Wx46D7aSaYyjMMuFyexl2eeixOc9YQBgNOgB8/sDEyeIPD3dQOSNDeo9dohPNNjQayM9IOOdzqxYXsHVfG3uOdXPDglwFohORptvq5No5WUqHIVSqMMvEr753Ey9tPsGbHzXxlw+byEqNIyctHpfbi2N4lJ6zej5FR+kIBMbaohyuHyuUzJmewrzS9DNO9YgLq2m2EWPUk550bl5dtaSAn//xADUtNmYWpSgQ3eSQIpQK9PW75CqeQsoLkzlY18uOqg7uWjFd6XCEEGLS9FidlOUnKR2GUDGDXsf9q8u5qTKPfSe6OdFko7N3GK12bHd7ek4iyaZokk3RJJmMzC9Lp7bFTiAQwDowQkv3INUNfax7r455peksmZUp13ouoqbFRnpSLFGnCnqnKy9MJsao53iTVYpQYso5RzwMDo+SKZsV4lPERhv42j0VrL62kKqaHo432ei1u9DpNKCBsoKkM/LE3JI0alvs+P0BLHYnzV1jeeJEs50lszKZW5KKRk5oX1AgEOBEs42ctLjz/p4WlI31Ejx20ipFKHF1+gZc5KafuyMmpl6yKZqCzAR2HmqXIpQQImwMOUcZcnnISJbFhbi4rNQ41i6bztplY3nQYnNSVWu54NdrNBpSzTGkmmNYu2waL711gqpaC4PDo6xanC+FqAtwjnho6hw854rFOJ1WQ2m+mdoWaU4upt74FVy5jicuRWGWicIsE/fcOPbni+UJrVZDZkocmSlx3LFsGr/7y3E+OtLJkGuUpRXZQYo69HT1DWN3uM+5sj3OFBdFdmpcyOcJuf+lAn39I3ISSkGLZ2ZS19pPV9+w0qEIIcSk6D61uMhMkcWFmFrxsVGsrMznuoosGtr72bKnBV+I96qYKsebbPj8AXLT4y/4NeUFyTR3DTIifVTEFOu2Sp4QwZFsiua26wqpKE7lcH0fHx7uJBCQPHE+h08NzMpN+5Q8UZg8cSo5VEkRSmHDLg8ut5fUROlHpJRFMzMA2HmoQ+FIhBBicvRMFKHkJJQIjvml6SytyKaxY4APDrYrHY4qHa7vRa/TnDEV72zlhcn4/QHq2/uDGJmIRJInRDBpNBqun5vN3JJUjjT08eZHTUqHpEqH63tJSjCSGH/h/lllBUn0D7nPO1AkVEgRSmF9Ay4AOQmloJTEGGYUJksRSggRNnqsYyc75ZqFuBiHcxSLzXnGx+lNZi/HvNI0FpSlcbzJxu6jXZMcaeg70tDH9Fwzet2F336XnurjVtMsI9HF1OqxDhMXrSc+xqB0KELlJitPaDQallZkU5JnZsMHjVSfOvUjxvj9Aaob+phRlPypfbPKC5IBqAnhK3nSE0phff1jRSiZKqOs5fNz+PUb1bR0D1KQaVI6HCGEuCrdVicJsQbiYgwMuzxKhyNUwOvzYznPrqnb4+PYSesZj5UVXHlD+yWzsuiyOnlp8wnml6WTd54pcJFocHiUps4B7lz26f0nTXFR5KSFfr8PoX7dNicZyedvfiwiUzDyhEaj4YYFuTico/yfP+znP75zg0woP6Wle5DB4VFmnCoyXUhBZgLRUTpqm20hO8RCTkIprN0yBIAGrnoHUly5pRXZaDWw86CchhJChL5u6zAZcsVCnMbt8VFVaznnw+vzT+rzaLUabl5SQJRBy1Mv75/0nx+qjjb2EQjAjKJPX1wAlBWEfr8PoX5jeUJOy4pPBCtPRBl0fP2eCoZHvDzzPwflte6UI6dOhpUXfnqe0Om0lOQlUdMaupsVUoRSWGfvEFoNNHcNTtl/6OLikkzRzClOZcfBdnkhFEKEvB6bU67iCcXExxj469tm0tw1yBvvNygdjiocPWnFGKWjMOvip63Lw6Dfh1A3vz+AxeaUflBCMbnpCTy0ZiZVNRZ2VEkfQRjbrMhKiSPZdPGTYeWFSTR1DITs4RUpQimst99FfGyUjDNWgRsX5tFtdVLTHLpVZSGm0qZNm7jtttu4+eab+eMf/3jO50+cOME999zDLbfcwg9/+EO83rHpTp2dndx///2sXr2ar3/96wwPj/UrGhwc5O/+7u+49dZbuf/+++nt7QVgdHSURx99lFtvvZW7776bxsZGAAKBAE8++SSrV6/mtttu48CBA2c8f09PD9dff/1U/gpCgs8fwGJ3kilFKKGg+WXpXFeRxX9vqaWzd0jpcBRX02yjNC/pU/tBjRvfBQ/Ffh+SJ0KD3THCqNcvk/GEom5bWkRZfhIvbjzKwJBb6XAUFQgEqGmxX9JpWYCy/CR8/gANbaE5xEKKUArrtbtIjLtw93sRPNfOySLKoGPbgTalQxFCdXp6evjFL37BK6+8woYNG/jTn/5EQ8OZJxweffRRfvSjH/HOO+8QCARYt24dAD/5yU+47777ePvtt5k9eza/+tWvAHjmmWeorKzkrbfe4t577+WJJ54A4OWXXyYmJoa33nqLH/zgB3z/+98H4J133qGxsZHNmzfz3HPP8f3vf39iAbNjxw4efPDBiQVKJLMOuPD6ArLDLRT31bsriNJreW794Yg+Zez2+DjZMXDJPVTyM00T/T5CieSJ0NFtHTtlJydmhZJ0Wg3f/Nw8hl0efrvpmNLhKMpid9HvcF9ynig71TeqtiW08sQ4KUIprLffhSneqHQYAoiNNnDdnCx2HurA4w3No41CTJWPP/6Ya665BrPZTGxsLLfccgtvv/32xOc7OjoYGRlh3rx5ANxzzz28/fbbeDwe9u3bxy233HLG4wDvv/8+d9xxBwC33347H3zwAR6Ph/fff5+1a9cCsGjRImw2G52dnezYsYPbbrsNrVZLUVERWVlZHDx4EID169fz7LPPBu33oWbjV3hkcSGU5PX58Xr93HNjCUca+vjzBydxOEeVDksRJ9sH8PkDl7y40Gk1FOeZqQ+xHW7JE6FjPE/IZoVQyngT9FijntXXFLJtfxs7D7ZHbJ4YLyaV5V9anjAnGElPjqUuxPLEuKAWoa70iO4bb7zB9ddfz5133smdd97JL37xi2CGPWWGXB6GXR5MchJKNW5cmMewy8Pe4z1KhyKEqlgsFtLS0ib+nJ6eTk9PzwU/n5aWRk9PD3a7nfj4ePR6/RmPn/09er2e+Ph4bDbbeX9Wd3c3FouF9PT0cx4HePbZZyktLZ2Cv3no6bGOXWORxYVQ0niD24RYA+lJMbyypQbbwIjSYSmiZnxxcRnTpIqyE2npHsTvD50TZJInQkePdRiNBtKTZDq3UMbpTdBz0uOJjzXwm03HGIrQIlRNi/2S+waOK8oy0dI1OIVRTZ2gFaGu5oju0aNH+ad/+ic2btzIxo0beeSRR4IV9pTqPrVQSIyXIpRazC1JJSnByPb9ciVPiNP5/f4zxjgHAoEz/nyhz5/9dcAFx0EHAgG0Wu053zP++PmeQ6uVA71n67Y60WogTRYXQgU0Gg3L5uXgHPHylw9PKh2OImpb7GQkx17WGPLCLBMjo76Qak4ueSJ0dNucpJiiMeh1SociBAa9lusrsrEOjPD+gchsUl7bYqMkz4zuEvoGjivMNtHZOxSSzcmD9qp8pUd0Aaqrq3njjTe44447+O53v8vAwECwwp5SPafuY5vi5DqeksaPg1psTqwDIyyamcn+Ez109DqUDk0I1cjMzDyjj0Zvb+8Zu81nf76vr4/09HSSk5NxOBz4fL5zvi89PZ2+vrFxtF6vl+HhYcxmMxkZGVgslnN+VmZm5nkfF2fqtjpJNcdcUgNkIYIhMyWOGYXJvLu3lbaeyMuttS22yzoFBUzshjeH0C635InQ0W0dJkNOywoVmZaTSG56PBs+aIy4JuWj430DL/Eq3riirET8AUIyrwbtHeqVHtEd/+dvfOMb/PnPfyYrK4t/+Zd/CVbYU6pr/CSUXMdT1OnHQatqLSSbovH5A2zbJ6ehhBh33XXXsWvXLmw2Gy6Xiy1btrB8+fKJz+fk5GA0GicmEW3cuJHly5djMBiorKxk8+bNAGzYsGHi+1asWMGGDRsA2Lx5M5WVlRgMBlasWMHGjRsB2L9/P0ajkezsbJYvX86mTZvw+Xy0tLTQ3NzMnDlzgvlrCAndtmEykmVxIdTlmtmZRBl0vLihOqKalPf1u+gbGKG84NImHo3Lz0xAowmtIpTkidDRbXVK30ChKuOnZt2jPl7afELpcIKqsX0Ary8wMRn1UhVkJQDQ3Bk6eWJc0IpQV3pEF+C5555j4cKFaDQaHn74YXbu3BmssKdUt3WY+FgDUQY5CqsmKYnRZKbEsuNgR0S9URbi02RkZPDII4/w4IMPctddd3H77bdTUVHBV77yFaqrqwF4+umn+dnPfsbq1atxOp08+OCDAPz4xz9m3bp13Hbbbezfv59vf/vbAHzrW9/i0KFDrFmzhldeeYUf/ehHADzwwAOMjo6yZs0annjiCZ566ikAVq9eTUlJCWvXruUb3/gGTzzxBNHRl369JVJ09g6RnSZFKKEusdEG7lw+nYN1vew+2q10OEFT22IHLq8fFEB0lJ6slDiau0Ln9L/kidDgcnuxDY6QkxavdChCnCHZFM3KRXm8u7eF+ja70uEETW3r5TUlH5eVGk+UXhtSmxXj9MF6oszMTPbv3z/x50s9outwOHjttdd46KGHgLHilE4XHkWbbusw6WbZhVCjWUUpbN3fxtGTVuZMT1U6HCFU4Y477piYUjTuxRdfnPjn8vJy1q9ff8735eTk8PLLL5/zuNls5oUXXjjncaPRyJNPPnnO4xqNhscee4zHHnvsgjHW1tZ+6t8h3A0MuXE4PeSmy+JCqM9Nlbnsqu7kv/58lAXl6RgjYBOupsVGlF5LUXbiZX9vYbYp5Ha4JU+oX0fvEAA5kieECq1dNp29x3v49evVPPX3y9Bqz98fLpzUtNhJT44lyXR5BXOdVkN+limkNivGBe0k1JUe0Y2NjeW//uu/OHz4MAB/+MMfWLVqVbDCnlLdVqc0jlWp6blmYox63tnVonQoQghxySYWF7LDLVRIp9Xy1bsrsNicvL694eLfEAZqW+xMzzVj0F/+W+7CTBNd1mFGRr1TEJmIVB2WsTyRK3lCqFCMUc/f3D6T2lY72yJkUFRts43yyzwtO25sQp70hLqgKz2iq9PpeOaZZ3j88ce59dZbOXbsGI8++miwwp4yXp+f3n4XaWYpQqmRQa/l2jlZfHSkk8HhyBwVKoQIPeOLC9nhFmo1pziV6+dms35rXUhNfrsSHq+fhvb+y76KN64w20QgAK3dobfAEOrV0TuERgNZqXJtW6jTDQvyKC9I4vdvHmfY5VE6nCk13jfwSvNEQZaJ/iE3dsfIJEc2tYJ2HQ+u/IhuZWUlb7zxxpTHF0y9dhd+f0BOQqnY9RXZbNvfxsYPGrllSQEAMdF6EmKlkbwQQp06eofQ6zRkJMlVb6FeX75jNvtO9PCbPx/lBw8tVjqcKdPUOYDH67/spuTjCrPGrvA1dw1Sepm9QoS4kA7LEOlJsdKTVqiWVqvhq/dU8I/P7OCVLTV85c7wHS5Q2zrW++rK88SpSaqdgySVhU7/O5nfrJDuU5Px0mShoFqpSTFkJseyZU8LB2p6qKq14BqRI/FCCPVqtwyRlRqHTifpXahXWlIMn1tZyq7qLg7VWZQOZ8rUtJxqNnuFO9wZybFER+lCsumsUK/23iE5LStUrzjXzC3XFPKXD5to6Q7f18CaZhuGK+wbCJ8UoULtdyTvUhUyUYSS63iqNnNaCv0ON119w0qHIoQQF9XZNyT9oERIuPuG6WSlxPHrN6rxeP1KhzMlalvspCZGk3qF7/W0Wg0FmaHXnFyoVyAQoLN3SPpBiZDwwK0ziDXq+c83qsN2Ynlti53iK+wbCJAYbyTZZKQpxPKEFKEU0m11YtBrMScYlQ5FfIriXDNRBi3HmqxKhyKEEJ/K5/PT1TcsRSgREgx6HV+5azbtliHWb61TOpwpUdtip+wKr1iMK8w20dw1GLYLMBFc1oERRkZ9ZEueECHAFBfFA7fN4EhDH1v3tSodzqTzeP00XkXfwHEFmaaQOzErRSiFdNuGyUiORasJ/7GTocyg11KWn0Rj+wAjbrmKJ4RQrx67E68vQK5csxAhYtHMTG5YkMuf3qujob1f6XAmld0xQo/NedWLi8IsEw7nKLbB0Go6K9RJJuOJULP6mkJmT0/hxY1HsdjDa5hFU+cAo17/1eeJ7ETaehz4fKFzqliKUArp7B2WqRQhYmZRCj5/gJoWu9KhCCHEBU1MxktLUDgSIc7P6/NjsTnP+LhvdTmJ8VH84r+r8Hh9Soc4aWpbrq7Z7LiC8aazIbbLLdSpvVcmqAp1OztP9PW7+Nu1s/H7Azz7p0NhdSp0svJEYZYJj9dPZwi1j5EilAJ8Pj/tliHyM2ShEApSzTFkJMdyrMkaVi98Qojw0iGLC6Fybo+PqlrLGR86jYa//9x8WrsdvLT5hNIhTpraFjt6nYZpuVfWbHbc6ZOPhLhaHb1DREfpSEkMnSlaIrKcL0+YYqP48trZHKrvZdPOk0qHOGlqW+ykXEXfwHFF2aGXJ6QIpYDOvmG8Pj/5mSalQxGXaPapBuUnmm1KhyKEEOfVbhkiITYKU1yU0qEIcVkqZ2SwZmkRG3Y08tHhTqXDmRQ1LTaKshMxGnRX9XMSYqNITYymOcQmHwl16rAMkZ0Wj0bagYgQs/qaAhbPzOS3m45xPEx69da02K76Kh5Abno8Wq2Gpq6BSYgqOKQIpYDWHgeAnIQKIcV5ZqKjdGw/0K50KEIIcV4dvUPSD0qErL9dO5uygiT+409VtJ16nxSqfD4/9W39lBde3RWLcYXZiSG1wy3Uq0Mm44kQpdFoeOS+BaQnxfLkS/uwh3ifvPG+gVd7FQ/GBn3kpsfT0hU6uVOKUApo7Xag0UBuhiSBUKHXaZlZlMzBOgu9dpfS4QghxDk6e4dkMp4IOeP9P+yDIzy8djYGvY6f/NfuieuloaipaxD3qI/S/Kvf4QYoyEyg3eLA4w2dprNCfUY9Pix2p1zZFiFnPE84XR6+evcchpwe/uU3u+nrD901WU3zWD+oycoThVkmmuUklPg0rd2DZCTHEh2lVzoUcRlmTUuFALy9u1npUIQQ4gzOEQ+2QbcsLkTIOb3/R3PXICsr8+jrd/Hk7/fhHPEoHd4VOVzXC8Cc6SmT8vMKsxPx+gIhXZgTyuvqGyYQQDYrRMg5PU/09ru4sTKPhvYBnvnvKrwhNBHudIfrezFG6SjNN0/KzyvMMmGxuxh2hUbelCKUAlp7HORnSD+oUGOKi6KiJJUtu1vCaoKPECL0tXaPHcHOkyKUCHHZafHcck0BLd0Ofva7fSGZbw/WWSjITCAl8eqazY4rkgl5YhK0nOorliftQESIK841s2J+Docb+vjlnw7i94fe4KiDtRbmTE/FoL+6voHjCkMsT0gRKsi8Pj+dvUPkyVW8kPSZRfn0D7nZtr9N6VCEEGLCyc6xI9hFOVc3iUsINSjKTuRvbp/JofpeHn9xd0idiBoZ9XLspI35ZemT9jNz0uPR6zQ0d4bOVQuhPic7BtDrNFKEEmFh9vRU7l4xne0H2vn5Hw+E1HXlbuswnX3DzC9Lm7SfWZg19v6vJUSGWEgRKsi6+obx+gIyGS9EzShMpiTPzKtb60P2+KcQIvw0dQ4SH2Mg7SrH/AqhFtdVZPOP9y3g2EkrP3j+I/odbqVDuiTHTlrx+vyTWoTS67TkpieEzA63UKemrkHyMhIw6GX5J8LD7ddP429un8kHhzr46W9243J7lQ7pkhw6dWV7funk5YlUczRxMYaQGWIhr0JBNn5lIj9TdiFCkUaj4QuryuixOXlfJuUJIVSiqWOAaTmJMnZbhJUbF+bxv7+8hLaeIf7xP3ZQ32ZXOqSLOljbi0GvZda0yekHNa4w2yRFKHFVmjoGKMqW07IivNxzYwnf+vw8Dtf38ugvP6AzBHrnVdVaSDXHTOpEY41Gc6o5eWjkCSlCBVlr9+DYZDzp2xGyFs3MYFp2Iq9urcMXgneQhRDhxecP0NQ1KIsLEZYqZ2Tw5P+6HoDvPfshb+9qJhBQb+49WGdh1rQUjIbJ6fMxrjDThHVgBIdzdFJ/rogM9sER7A430+TKtghDn1lcwONfuRbboJtHntnBruoupUO6IJ/Pz5H6XuaXpk36xuF4EUrNOXKcFKGCrKXHIZPxQpxGo+Hzq0rp7BtmR5WchhJCKKuzd4hRj49pOXLNW4SP8ZHcFpsTU1wUP3xoMTOKknlu/WGe+H97VXk9zzrgorXbMalXLMYVZodW01mhLk2nruhMk80KEUZOzxM5afH87y8vJiM5ln/73V5++aeDquwnWN/Wz/CId1KvbI8rzDLhcnux2F2T/rMnm1RCgqy1WybjhYNrZmdRnGfmN38+yoKydMwJRqVDEkJEqKbxpuSyuBBhxO3xcaSh74zHvvHZCrYfaOf17Q18/amtfH5lKdfMySIuxkBCbJRCkX7iYO2pPh+T2Gx23Pjko6aOAeZMT530ny/C2yd5QtYgInycL098576FbP64ibd2NVNVa+H+W8qZW5JGTLReJXnCgkYDc0umIE+c+u/7ZMcAGcmxk/7zJ5OchAqi8cl40g8q9Gm1Gr79hfk4R7w8t/5QSBx7FEKEp/GJR7npkltEePN4/aSZY7h3ZQlx0QZ+s+kY//zCx9Q02ZQODYCPjnSSkhg9UTCaTMmmaJISjDR2yIQ8cflOdg6QlhRDvAoW4UJMJX8gQFF2InevKMbvD/DLdYf4l9/sVsV00UAgwEdHOinNT8IUN/n/LRZmmdBqNTR29E/6z55sUoQKorYeBz5/gAIpQoWFgkwTD9xazu6j3WyXJuVCCIU0dQ6Sn2GSiUciYiSbovnsjcXcVJnHwPAoP/3tHp5bf5jBYeX6JfX1u6iq6eGmyrwpGRCg0WgozjNT36b+xYVQn6bOAbmKJyJKVmocn19VxtKKbDr7hvnRf+7ipc3HFZ2gV9dqp6XbwcpF+VPy86Oj9ORnJNAQAnlCruMFUW3L2FSX0oIkhSMRk+XOFcXsPtrNc68eIsao59o5WUqHJISIME2dAywon/zeAkKomUajYUZhMtNyEmnpGmTLnhZ2Hupg7bJprF02LegnPt7b14o/ADcvKZiy5yjJNbP/RA8ut5cYo7yFF5fG7fHRYRliaUWO0qEIEVQ6rYZ5pWmU5Jupa7Hz6tZ63tvbyj03lrD62oKg92h+Z3cLxigdK+ZP3X+LJXlm9h7vJhAIqHpismybBlFdq52E2CiyUuKUDkVcodMb4FlsTqz9Lr561xzyMxP499/v5c2PmuRqnhAiaCYmHskOt4hQRoOOL6wq45ffuYGK4lT+e0stX/7Xd3lp83EGhoLTvNzvD/DunhbmlqSSOYXv8YrzzAQCY1dwhbhULV2D+API8AoRseKiDfzt2tn8n79fRl5GAr/581EefuJd1m+rD1rzcueIh52HOlg2N4fYaMOUPU9xnpmBoVF6+9XdnFy2UYLE4RzlWJOVwqwEek/rWO/2+BSMSlyu8zXAA/jH+xbyu78c54XXj/D+gTbu/Uwpi2ZkqLoCLYQIfeMTj4pk7LaIYF6fn5goPQ+vnc3qawr4y4dNrN9Wz593nmTVonxWLSmY0tH0h+p7sdhdPLRm1pQ9B0BxrhkYm640a1rKlD6XCB8yvEKIsTyRbIrmW5+fT0N7P5t2nuT3bx7n9e313HJNIasW55OdFj9lz7/zUAcjoz5uuWbqTsvCJ3mioa2f9CT1NieXIlSQ2AZG6OwdJictnqpay8TjZXI1LywYDTp+8NAituxpYf32Bn76mz0km4xUFKcxvzSNsoLkiX4tapnOIIQIfePNJ4umoBGyEKHi7A2ixbMyWbO0iHf2tPD27mb+8lET+RkJXD83m7ysQXAAACAASURBVBsW5pKVOrkLjS17WkiIjeKaOZmT+nPPlmSKJjUxOiT6fQj1aGwfIDZar/ppWUJMpbPzxIoFudyxbBpv72rmte31rN9WT0memZsq81i5KH/Srzxv2dNCfmbClK/9i7JN6HUaGtr7ua4ie0qf62pIESpImrvGdqslAYQvnU7LrdcVsWpJAR8f6WTrvjY+PNzJ+1XtGPRaCjITmFOcyu1Lp0kRSggxKY6dtJKXkSATj4Q4S3JiNAvK0plZlEx9az8nmm28sqWWdVvrqJyRwfVzc1g0M+OC1yIczlFcI+c2sD17I+lEk42Pj3Ry94piDHrdlP19xhXnmWlot0/584jwcazJSnlhspzOF+IsWalxXFeRzdySNGpb7JxotvHrN6r5/ZvHWTIri+vnZbOgLJ0ow/lf2y81T+w82EFdaz9fvXvOlP93aNDrKMgyqX6IhRShgmT8/r4UocLTeK+oceUFyRRlJ3K4vpd2yxBNnQOc7BigoX2A4ydtPHznbMoLkxWMWAgR6nw+P8ebbNywIFfpUIRQregoPXOKU5lTnEpvvwvbwAhVtT3sPtpNlF5L5cxTBakZGUSftvPtGvGecXJ93IKy9InFxYjbyy/+p4q0pFg+v6o0KH+f4jwzu492M+zyEBczdX1FRHgYGHLT2u2QPCHEp4iLMbCgPJ35ZWmY4oxU1VrYVd3JjoPtxEbrWTIrk+vn5TC/NO2MzYZLyRP2wRGef/0wJXlmbr22MCh/n+JcMx8d7lR1c3IpQgXJyc4BEuOjgt6FXwTH+XpFlRUkoddpKcwyUZhl4vq5ORxvsnK00cr3nt3JqiX53L2imCiDTq7oCSEu28nOAVxuL7OnS28YIS5FmjmGW5YU8Pefm8eJZhsfHurgoyOdfHykiyiDjkUzM1g2N4eFMy5t2uTv3zxOV98w//aNpVPaaPZ0JbljVzkaO/qpKE4LynOK0HXspBWA2dNSFY5ECPXTaDSU5JlZOjebr3+2giP1fXx4uIOPq7vYfqCduGg9S2ZnsWxeDnNLLv76GwgEeG79YdyjPh754gJ0uuDMhCvJM/PO7ha6rU6yUtU5EE0qIkEQCARo6hggQ6biRTSDXsvckjTWLp/GS2+eYMueVvYd7+HWawtZuShfilBCiMtytHFscSENioW4dF6fn75+F2nmGO6+oZg7l0+ntWeQAzUWPj7SxUeHOzFG6ZhbnEqqOYb8zAR02jMXDm6Pj3Xv1fGXj5pYu2wac6YHb4E/PXesuXRDmxShxMUdPWklyqCjOM+sdChChITTb7fkpsfzhVVl/NVNJTR09HPghIU9R7vYtr+N+BgD80vTSE6MJjstHu1ZJ46GXB5+95dj7DnWzd+unUVeRkLQ/g6nNyeXIlQE6+13MTA8SsUlVExF+IuO0rNiQS7TchJ5d28r67fVk2qOYdWSqZ2WIIQIL8dOWslKjSMlMQa4cG8CmcIqxCfOd3K5ojiVwqxE7l5RTF2rnb3Hu9lfY2HY5cFo0JGVGkdWShx6vZYOyxB7jnfT1TfMTZV5PLhmZlDjT4w3kp4cS53K+30IdTjWaKW8IGliOI7kCSE+3YUmoVcUp1Ken8znVpZyvMnK3uM97D3eg9vjI8aoJzs1jsyUODQaaO0e5MPDnQwMublrxXTuWDY9qH+H/EwTBr2WujY7y+bnBPW5L5UUoYKgrnWsgaT0gxKny8tI4N6VJbz1cTPPrjvEkMvDXSumq/burhBCPfz+AMdOWrl2TtbEYxfqTSBTWIX4dGcvOmZPT+WuFdN5b18bJzsG6OwbmhgwA5CXEc+/fu26S7qOMRXK85M4etKq6n4fQnlDzlGaugb44s3lE49JnhDiypydJxaWp/NXNxWzZU8rTZ0DdFmHaTzVAxqgLD+JHz18zcSppGAy6LUU55o50WwL+nNfKilCBUF1Qx9RBi2p5milQxEqkxAbxd03FHOgpoffbjqGxebk4bvmoNPKm0ohxIW1dA8y5PIwO4jXgISIJLrTejoCuNxeAoEA18zOIjstXtHYKkpS+eBQB+2WoaBe8RCh5XiTjUAA6RsoxBSJMugoyTNTcuq6q3PEg0aj4ZrZmWSlKpwnilN5dVu9aodYBKc7VgQLBALsP9HDzMKUc3oKCAFj1eqv3VPBXSum85ePmvjZ7/YyMnruUWkhhBhX3Ti2GyeLCyGCI8aoJzbagD5IjWU/zfgJrMP1vQpHItSsurEPvU5LWb6cchIiGGKjDcQY9apY888tScPvD3C08dyrhWqg/G8ozLX1OLDYXVQUy261uDC/P8Ad10/jizeXsfdYN997dicNbf04nKNKhyaEUKGjjVbSk2JIT5Jr3kJEmsyUONKTY6UIJT7V0ZNWygqSiDLoLv7FQoiwUl449t/+4fP0t1IDKUJNsf0nxu5dz5EilPgUbo+PqloLyaZoVl9bSFuPgx+/uIum0+4WCyEEgMfr40h9r0zGEiKCzStJo7qhD58/oHQoQoXsgyOcbO+XTXAhIpRBr2NWUbJqNyukCDXF9p/ooTDLRLJJ+kGJSzMtJ5E7l0/H4/Xzb7/fx/Emq9IhCSFUpKrGwvCIl6Vzs5UORQihkLklqQyPeGlslyl54lwfHenEH0DyhBARbG5JGq3dDmyDI0qHcg4pQk2hYZeH401WKmdkKB2KCDGZKXF89sZi4mMM/O8XPuajw51KhySEUImdhzpJiDUwr1ROQgkRqcZPQqp1l1soa+ehDvIzEyjINCkdihBCIeP9A4+oME9IEWoKHarvxecPSBFKXJHEeCPf+9JCCjITePKlfbz81gl6rMPSJ0qICDYy6mXPsS6uq8hWRYNkIQQ4nKNYbM5zPqYyX5sTjBRmmaQIJc7Ra3dxvMnG8nk5SocihDhFiTxRlJNIfIyBw/Xq6wulVzqAcHbgRA9xMQbKC5KwDqjvGJxQP4NBx8pF+QQCrax7r45jJ638w+fmkRAbpXRoQggFHDhhYWTUx7K5srgQQi1cI16qai3nPL6gLH1K8/XckjQ2f9yE2+PDKM2nxSkfHekAYJkUoYRQDSXyhE6roaIklUP1vQQCATQazZQ8z5WQbdQpMjLqZVd1F5XlGehkt1pcBb1Oyy3XFDC/NI1jJ608+dJ+eu0upcMSQihg56EOzPFGZk9PUToUISKS1+c/Zyfb7fEpEkvljHQ8Xj97j3Yr8vxCnXYe6mBaTiLZafFKhyJERFJVnijPoK/fRW2LXZHnvxA5CTVFdh7sYMjlYfW1BUqHIsKARqPhuops0pNj2VHVzrd/8T7fvX8h88vSlQ5NCBEkzhEP+070sGpxvmxuCKEQt8fHkbNGXpcVJJ33a8cXImd//2SZU5xGqjmG9/a1smy+nHoR0G0dpq61n4fWzFQ6FCEilpryxNK52fx6QzXv7WulvDB50n7u1ZJ3sVMgEAjw5sdN5GcmMGua7FaLyVOca+afv7wEc4KRH7+4iz+9W4tfxjMLERHe3tXMqMfHjQtzlQ5FCHEJ3B4fVbWWMz68Pv+k/XydVsPKyjwO1lnkhLQAYOOORnRajRQlhQgRU50nYqMNLK3I5oODHYyMeift514tKUJNgdpWO43tA6xZWqSqu5ciPKSaY/inBxaxZFYmf3i7hsf+705OdkzNiGYlmugJIc414vby2vYG5pemUVagnp0sIYSyxvpGwrYDrUqHIhRmHXDx9u4WVi7KJz0pVulwhBAq8ZnF+bjcY62C1EKKUFNg80dNxBj13LBAdqvF5HN7fBxrsrKgLJ0bF+bS2DHA9/7vh7z54Ul8k1g5h0+a6J394RpRTyVdiEjw5kdNDA6Pct/qcqVDEUKoSFZqHLOnp7B1XxuBgJyMjmSvbq0nEAjwuc+UKh2KEEJFZk9LITMllvf2qmezQnpCTTLrgIudhzpYPj+XIaeHIacHmNy7nULAWJ+omUUp5KYncKCmhxfeqGbzrmb+9o7ZzC9Lu6pTeH5/gOqGPj441MHRxj6sgyNoNRr0Og2mOCMnOwZYUJ7OnOmpxMUYJu8vFUEcztHzFvNiovUy/VCcweX28vr7DSwoT6dcTkEJIc7ymUX5PPM/Bzl20srs6alKhyMU0Gt38c7uFj6zOJ+MZDkFJYT4hEajYeWifP74dg09NqcqXiOkCDXJXtxwFI1GQ3Zq3BljGC/UjEyIq2WKi+Ifv7iAxo4BfrvpGD9+cRfFuYncuaKYpRVZGPSXPra5x+Zk675Wtu5rxWJ3oddpSUmMZnpOIhqNBq/Xj90xwpY9Lby1qxmtBkryk5hXksbc0jTKC5Ix6OWA5aVQaqS3CD3rt9WPnYK6uUzpUIQQKrS0Ipv/2niUV96p5Ymvp0griAj08lvHgQCfWymnoIQQ51pZmc+f3q3llXdqeOSLC5QOR4pQk2nvsW4+OtLJPTcUkxhvVDocEUHGp+dVzshg6/42Nu5o5Od/PMCv1utZNDODRTMyKM1PIis17ow3p4FAgHbLEAdrLew51s2Rhj40GphbksaDt81kek4iR09az3m+OdNTsDncHK7v5VBdL69ureNP79VhjNIxe1oK80rTmFuSRmGWSd4MC3EV9p/o4dWtddxUmSe9oIQQ5xVt1PPgmpn8av1hdlS1c8PCPKVDEkH0zu4Wth9o5/OrSklXwQkHIYT6pCXFcPcNxby6tZ5Vi/MVPzUrRahJ4hzx8PzrRyjITOCWawrOGcsoxFQ6fbznwrJ05pemcbzJxsE6CwdOWPjgYAcAMUYdpjgjcdEGhkc82AZH8HjH+khlpcRx1/LpXFeRRUpiDHDha6QajYaMpFhuXlzAzYsLcI54qGuzc+ykjRNNNg7UjJ3wMcVFsWhmBisr85k5LQWdVgpSF+Jye/EHAvj8k9vXS4SubuswP//jAQqzTHz9sxVKhyOEULGblxTw3t4WfrPpGJUzM4mXq/IRoa7VzguvH2F+aRpfvFl6BgohLuxznyllR1U7v3rtCL/8zg3odcrdXpEi1CTw+vw88z8HsQ64eOyBZYr+CxWRye3xnbfw+cVVZdx3cxmdvcM0dQ7Q3juEe9SH2+MjPzqBZFM0OenxzCtJA6Cq1kJLt4OWbgdw4Wuk53u+soIk/H6YUZjMkHOUdssQLd0Odh7qYOu+NhLjo1g0I5PFszKYNS0FU5ycFvQHAjR3DnK8yUprt4MA8Pu/HCc/M4HPf6aMpXOz0UrhLiJ1W4f5l9/sIRAI8P2/Xkx0lKRrIcSF6bQavn7PXL7zHzv4f5uO8c1758pJ5DB3smOAf/vdXpJMRr77pUrZ6BNCfKroKD1fvbuCn/52D+u31fOFVcq1eQjqu9pNmzbx/PPP4/V6+eu//mvuv//+Mz5/4sQJfvjDHzI8PExlZSU/+clP0Ov1dHZ28uijj2K1WikqKuLpp58mLi4umKFfkNfn56mX97OruouH75xNeWHyxIkUIZTm9viobbEDEB8bRXlBMhXFqectlE5m8/z42CjKC5MpL0ymMNvEu3taaWjrZ/uBNt7b10pqYjQrFuRSUZxGSb45Insg1bf18+rWevr6XcTFGFhQnk58jAFTnJHDDb089Yf9FG418Xd3zWFOsToazU72a/jg4CDf/e53aWtrIzk5mWeeeYa0tDRGR0f54Q9/yNGjR4mOjubpp59m+vTpBAIBnnrqKbZv345Wq+WnP/0pCxcuBOC3v/0t69atIxAI8J3vfIebb75ZiV/RpKiqtfB/Xt5PAPj+Q4vJSj03352vsb0MwBAishXnmbn7hmJe296AQa/l7+6aE/SNDMkTwfH+gTaeffUwCbEG/vnLSzDFnfs+SvKEEOJsi2dlsnxeDn98uwadVsNf3VSiyIZF0IpQPT09/OIXv+D1118nKiqKL3zhCyxZsoTi4uKJr3n00Uf513/9V+bNm8cPfvAD1q1bx3333cdPfvIT7rvvPtasWcNzzz3Hr371Kx599NFghX5BXX3DvPD6EapqLXzlrtmsXTZd6ZCEuKgLnZqaqub5RoOOkjwzJXlm3B4fTZ0D9FidvLGjkde2NwBgTjBijh/7SIw3kpgQRXy0gWijnmijnpgoHVEGHYHA2OQ+XyCA3+9n7OZagEAAxgdTR+m1p75HT7RRd9o/69Hrxl5ktRoNaMb+d+x1V4NWA2jG/ncqX4xrW2y8tr2BXdVdxMcYWLU4n+I881hMjDUm/9s7Z/PhoQ5eeusEP3j+I26qzOOhNTNJMkVPWVwXMxWv4c888wyVlZX853/+Jxs2bOCJJ57gmWee4eWXXyYmJoa33nqLffv28f3vf59169bxzjvv0NjYyObNm2lpaeGrX/0qmzdv5vjx4/z5z39m48aNDA0N8fnPf57FixdjNpsV+31dicb2fl7dVs/HRzopyDTx/YcWkZ0af96vPV9jexmAIYT46zUzCQTg9fcbcDhH+do9FUHb6JE8MbUCgQBHT1p59b06Dtb1MmtaCo89WElSwvnfG0ieEEKczyP3LUCj0fDS5hP0D7l5YPUMoo3BPXEftGf7+OOPueaaayZe7G+55RbefvttvvnNbwLQ0dHByMgI8+bNA+Cee+7hl7/8Jffeey/79u3jueeem3j8S1/6kmJFKL8/wMmOAd6vaufNj5rQ6zT8r7+ay+prCxWJR4hQYjToKC9I5nMrSxn1+GjpdtDUOUCv3YXDOcrA8CgdvUMMOkdxjyqzW6fVaEiINZAQF0VCbBTmBCNp5hiSTNEkm6L///buPSzKOu/j+Hs4q6Aum4iiuWZZLZ5KrECEh0zkKJ51NTfTtNo2Nbs8Zrp5yHQtTe1gtdmzG5XrkTQtTcEDIm1JuZaWoqgoCILIGebwff5wmUcOGq7AAH5f1+V1OffM/ZvPb+65f9/hd98zN+7NnflNcxeauTjS5D+TZNc7Bb64xER2XjHpWYX8dDqL73/J5Oczl2nWxJEBfe7C87dNq7x6ob2dgcAH2/FwF0/++fUvbIo9yf7vz/M/D7YjzK8jHb1a1Plp97UxhsfFxREdHQ1AREQE8+fPx2g0EhcXx+TJkwHo1asX2dnZXLhwgb179xIWFoadnR0dO3akTZs2JCUlkZiYSL9+/XB2dsbZ2ZmHHnqIuLg4Bg4cWKev0c0QES7nlXA2PZd/J2dx+PhFTqZeoamLA0MfvYfhfTtbPxDo0WylVHUZDAaejPTGrZkT//vFT/zrp3RCfDsysl9nmrrU7u9EaZ2oWSJCZk4RZ9Pz+OFEJt8dz+DcxTxaujozNvz3RAV2wsHersoaAVonlFJVc7C3Y+qoB3Fr5sjn+04R+20qAwLuYuij99TZzwrV2SRURkYGrVq1st728PDgyJEj172/VatWXLx4kcuXL+Pq6oqDg0O55dVlNl8dgNPT028qr8ks7EtKJSe/BJPJQl5hKZdzS0jNzCO/0IjBAH5d2zLofzrR0s2B1NRU67pZV4rJyix/pkm6cxFZmVcqPU9Vy6u7rKE9VnNpH8qccS7iVOrVZY5A2xZwl/dv/rPs6hE9QTCZhN+1aY7JbMFosljPUjJbhDPpudazmAAMBriztRunL+RiMlswmSwYzRZauzfFZLJQYjRjtggCiPznGeQ//5ery01mCxezCykxFlNSlE/aFTPnzwsFRUaKbzAp5uRoj5OjHWYLiMWCyXz1bC2xiPUxBgPc6dmcQX5tCOjRloJiE0eTMyu1ldbcRGnh/x/VfLRbc7q0u4+diWfYdeDfbI/7HhcnB37Xpjm/ae6CW1NH/Lu3pW2rqs+YuZGycbFsnLyR2hjDr13HwcEBV1dXsrOzq2wrPT2djIwMPDw8qlzetWvXSsur47+tEQAZ2YV8tP0nHB3saN7UGWcnO+wMBuzsDNjbXS3iRpOZUqMZo0koNZooLDGTW1DC5bwSikuu/tFgsDPQyasFAx9pRcAD7Wji4sClzP/Pk3WlmKPJ5WvKXe1a1Mt929bPdbv1ob7magx9qOtcFcf+W/VI5ya0b3kvOxJSWL/jG5rZ5dO7u9dNt6N14tbqRPL5K6z/+heauDjQvKkTjo5X64S9nZ31q5JldaLUaKHUZKag2ERufgk5eSXWiSR7ezvubf8bRgR64NfNCycHO9LTLgBV1wiwfZ2or/t2Y+hDfc3VGPpQX3PVdI0ACO/lzr2e9mxPOMVHmw7yW5cS7u9481divpk6UabOJqEsFkulS8Nfe/t691d8HNzcV2UyM6/+kVfxO+k14dRu+HhFjTerlGqkTgFxwJIaaOvYNf9fc4ttZWZm0qFDhxs+pi7GcBHBzs6u0jply6t6jrLlFdnZVe9ITm3WiJtxCtgFLLVpCqVUYzV3962tr3XC9nXiJPCFTRMopRqzP++5tfWrUyfK1NkklKenJ99++631dmZmZrkjFZ6entZBHuDSpUt4eHjg7u5OXl4eZrMZe3v7Suv9mi5duhAdHU2rVq2wt6/8tRellLpdmc1mMjMz6dKly68+tjbGcA8PDy5duoSnpycmk4mCggJatmxJ69atycjI4M477yzXlqenJxkZGZWeo+JzZ2Zm0rFjx2q9BlojlFLq+rROaJ1QSqkbuZk6UabOJqH8/PxYtWoV2dnZNGnShJ07d7JgwQLr/V5eXjg7O/Pdd9/Rs2dPYmJiCAgIwNHRER8fH7Zv305kZCRbtmwhICCg2s/r4uKCj49PbXRJKaUavOoesaiNMTwwMJAtW7bwzDPPsH37dnx8fHB0dCQwMJCYmBh8fHz49ttvcXZ2pm3btgQEBLBx40YiIiJITU0lJSWFrl274uzszNy5c3nyyScpKiri0KFD1t8K+TVaI5RS6sa0TmidUEqpG6lunShjEBH59YfVjK1bt7JmzRqMRiNDhw5lwoQJTJgwgUmTJtG1a1eOHz/OnDlzyM/Px9vbm8WLF+Pk5MT58+eZOXMmWVlZtGnThjfeeIMWLVrUVWyllFLU/Biek5PDzJkzOXfuHG5ubixbtox27dpRUlLC3LlzOXr0KE5OTixcuBBvb2/rpbf37dsHwKxZs/D39weuXnp748aNmEwmnn322Xr9Y7NKKdVYaZ1QSin1a+p0EkoppZRSSimllFJK3Z7q5hp8SimllFJKKaWUUuq2ppNQSimllFJKKaWUUqrW6SSUUkoppZRSSimllKp1OgmllFJKKaWUUkoppWqdTkIppZRSSimllFJKqVqnk1DVtHXrVsLCwggODiY6OtrWcQBYvXo14eHhhIeHs3TpUlvHKWfJkiXMnDnT1jGs9uzZw+DBgwkNDWXhwoW2jmMVExNj3YZLliyxaZb8/HwiIiJITU0F4ODBg0RGRhIcHMzy5cvrRaZ169YRERFBZGQks2bNorS0tF7kKvPxxx8zZswYm2SCyrmSkpIYPnw44eHhTJ061Wavl6pafawr1R0Hjh07xuDBg+nfvz8vvfQSJpMJgAsXLjB69GhCQkJ49tlnKSgoACA3N5eJEycSGhrK6NGjyczMBKC0tJRp06YRGhrKoEGDSE5OrrG+VFUjG3J/3nzzTcLCwggPD2ft2rUNvj9Q/rNCbWcWEZYsWUJISAhhYWF89913NdaPMWPGEB4eTlRUFFFRUfzwww/X3b9re5upxkXrhNaJ6mqMNQK0TjTaOiHqV6Wnp0tQUJBcvnxZCgoKJDIyUk6cOGHTTPHx8TJixAgpKSmR0tJS+eMf/yg7d+60aaYyBw8elIcfflhmzJhh6ygiInL27Fnx9/eXtLQ0KS0tlT/84Q8SFxdn61hSWFgovXr1kqysLDEajTJ06FCJj4+3SZbvv/9eIiIixNvbW86dOydFRUUSGBgoZ8+eFaPRKOPGjavz16xiplOnTkm/fv0kLy9PLBaLTJ8+XdauXVunmarKVebEiRPSp08fefzxx+s8U1W58vLypHfv3nLs2DEREXnhhRckOjraJtlUZfWxrtzMOBAeHi5JSUkiIjJr1izre2vixImybds2ERFZvXq1LF26VEREXnnlFVmzZo2IiGzevFkmT54sIiIffPCBvPzyyyIi8s0338iwYcNqpC9V1citW7c22P4kJibKyJEjxWg0SlFRkQQFBcmxY8cabH9EKn9WqO3MO3bskAkTJojZbLbWE6PReMv9sFgs4u/vX66t6+3fdbFPqcZD64TWiepqjDVCROtEY64TeiZUNRw8eJBHHnmEli1b0rRpU/r378+XX35p00ytWrVi5syZODk54ejoSKdOnbhw4YJNMwHk5OSwfPlynnnmGVtHsdq1axdhYWF4enri6OjI8uXL6d69u61jYTabsVgsFBUVYTKZMJlMODs72yTLP//5T+bNm4eHhwcAR44coUOHDrRv3x4HBwciIyPr/D1fMZOTkxPz5s3D1dUVg8FA586dbfKer5gLrh5RmTt3LpMmTarzPNfLFR8fT48ePbjvvvsAmDNnDv369bNZPlVefawr1R0Hzp8/T3FxMT169ABg8ODBfPnllxiNRv71r3/Rv3//cssB4uLiiIyMBCAiIoJ9+/ZhNBqJi4tjwIABAPTq1Yvs7Owa2a+rqpEpKSkNtj8PPfQQf//733FwcCArKwuz2Uxubm6D7U/Fzwp1kXnv3r2EhYVhZ2dHx44dadOmDUlJSbfcl1OnTgEwbtw4BgwYwMcff3zd/bsu9inVeGid0DpRXY2tRoDWicZeJ3QSqhoyMjJo1aqV9baHhwcXL160YSK45557rG/ClJQUduzYQWBgoE0zAcydO5cXXniB5s2b2zqK1ZkzZzCbzTzzzDNERUXxySef0KJFC1vHwtXVlcmTJxMaGkpgYCBeXl48+OCDNsmyaNEifHx8rLfrw3u+YiYvLy969+4NQHZ2NtHR0fTt27dOM1WVC+D1119nyJAhtG/fvs7zlKmY68yZMzRt2pQXXniBqKgoVq1aVa/2y9tdfdjHKqruOFBxeatWrbh48SKXL1/G1dUVBweHcssrtuXg4ICrqyvZ2dlVtpWenn7LfamqRhoMhgbbHwBHZpksJwAAD3FJREFUR0dWrlxJeHg4vr6+DXr7VPysUBeZMzIyyh08qKm+5Obm4uvry1tvvcVHH33EZ599xoULF6q1bWpjm6nGQ+uE1omb0ZhqBGid+LXlDb1O6CRUNVgsFgwGg/W2iJS7bUsnTpxg3LhxTJ8+nd/97nc2zbJ+/XratGmDr6+vTXNUZDabSUhI4NVXX2XdunUcOXKEzZs32zoWx48fZ+PGjcTGxrJ//37s7Oz429/+ZutYQP1+z1+8eJEnnniCIUOG8PDDD9s6DvHx8aSlpTFkyBBbRynHbDZz4MABpk6dyqZNmygqKuK9996zdSz1H/V5HytzvYzXW15VH67XJxHBzs6u0jply2vKtTWyffv2Db4/kyZNIiEhgbS0NFJSUhpkf6r6rFAXmat6jprYNg888ABLly7Fzc0Nd3d3hg4dysqVK29q29Rk/1XjoXVC68TNagw1ArRO3A51on6kqOc8PT3L/ZBXZmZmuVlSW/nuu+8YO3YsL774IoMGDbJ1HLZv3058fDxRUVGsXLmSPXv28Oqrr9o6FnfccQe+vr64u7vj4uLCY489xpEjR2wdiwMHDuDr68tvf/tbnJycGDx4MN98842tYwH19z2fnJzMyJEjGTRoEM8995yt4wCwbds2Tpw4QVRUFHPmzOHo0aNMmTLF1rG444476N69O+3bt8fe3p7Q0NB68b5XV9XXfexa18tYcfmlS5fw8PDA3d2dvLw8zGZzucfD1SN5ly5dAsBkMlFQUEDLli1p3bo1GRkZldqqCRVrZEPuT3JyMseOHQOgSZMmBAcHk5iY2CD7U9VnhQ0bNtR6Zk9Pz1rZNt9++y0JCQnW2yKCl5dXtbZNbWwz1XhondA6UV2NqUaA1onboU7oJFQ1+Pn5kZCQQHZ2NkVFRezcuZOAgACbZkpLS+O5555j2bJlhIeH2zRLmbVr17Jt2zZiYmKYNGkSjz76KLNnz7Z1LIKCgjhw4AC5ubmYzWb279+Pt7e3rWNx3333cfDgQQoLCxER9uzZQ9euXW0dC4Du3btz+vRp61cZt23bZvP3fH5+PuPHj2fy5MmMGzfOplmutXjxYnbs2EFMTAwLFy6kS5curFixwtax8Pf358cffyQtLQ2A2NjYevG+V1fVx7pS0fXGAS8vL5ydna1XjYmJiSEgIABHR0d8fHzYvn07AFu2bLH2KTAwkC1btgBXP1z6+Pjg6OhIYGAgMTExwNUPac7OzrRt2/aWs1dVIxtyf1JTU5kzZw6lpaWUlpaye/duRo4c2SD7U9VnhcWLF9d65oCAALZu3YrZbObMmTOkpKTUSM3Ny8tj6dKllJSUkJ+fz+bNm/nrX/9a5f5dF+9B1XhondA6UV2NqUaA1onbok7c8k+b3yY+//xzCQ8Pl+DgYHnvvfdsHUcWLFggPXr0kAEDBlj/ffLJJ7aOZbVx48Z6c3U8EZH169dbt98rr7wiZrPZ1pFERGTNmjXSv39/iYiIkFmzZklxcbFN8wQFBVmv+Hbw4EGJjIyU4OBgWbRokVgsFptmWrt2rXh7e5d7z69YscImma7Nda1Dhw7Z7Op4Za7NFRsbKwMGDJD+/fvLlClTpLCw0KbZVHn1ra6Uqc44cOzYMRkyZIj0799fpk6dKiUlJSIikpqaKo8//riEhobKuHHjJCcnR0RELl++LE8//bSEhYXJiBEjrO0XFxfL9OnTJSwsTAYOHChHjx6tkT5cr0Y21P6IiKxcuVJCQ0MlIiJCVq5cKSINd/uUufazQm1ntlgs8tprr0lYWJiEhYXJ/v37a6wfy5cvl5CQEAkODpaPPvpIRK6/f9f2NlONi9YJrRPV1RhrhIjWicZaJwwiIraeCFNKKaWUUkoppZRSjZt+HU8ppZRSSimllFJK1TqdhFJKKaWUUkoppZRStU4noZRSSimllFJKKaVUrdNJKKWUUkoppZRSSilV63QSSimllFJKKaWUUkrVOp2EUkoppZRSSimllFK1TiehlLqO+fPns2rVKgAmTJjAyZMna/w5du/ezcKFC2u8XaWUUtVTF2P9pk2bePrpp2u8XVtpbP1RSqkb0Tpx8xpbf1TNcrB1AKUagvfff79W2u3bty99+/atlbaVUkrdnNoa65VSSjUOWieUunU6CaUajcTERN544w3atGnD6dOnadKkCRMnTuQf//gHp0+fJjg4mNmzZ7Nnzx7eeecdjEYjLi4uzJgxgwceeID8/Hxeeukljh8/joeHB/b29vTs2ROARx99lDfffBNvb29effVVfvjhBwoKChARFi5cSM+ePZk5cyaurq78/PPPpKenc++997JkyRKaNWt23cybNm3iq6++Ys2aNYwZM4YePXpw+PBh0tLS8PX1ZcGCBdjZ2REbG8uKFSuwWCw0bdqUV155hfvuu4+vv/6a1atXY7FYaNasGbNmzaJbt26sWrWKs2fPcvHiRTIzM/H29ubhhx9my5YtpKamMm3aNCIiIgB455132LlzJxaLBS8vL+bNm0fr1q3rZJsppdTNaohjPUBmZiYTJ04kLS0Ne3t7Xn/9dTp16kR6ejp/+ctfOH/+PCLCwIEDeeqpp0hNTSUyMpKkpCSAcrczMzOZMWMGly9fBiAwMJApU6YAsH79ej799FMsFgstW7bk5ZdfplOnTtfNtW7dOmJjY3n33XcBSE5OZuzYscTFxbF582bWrVuH0WjkypUrTJgwgVGjRpVbf8yYMYwePZqQkJBKt5OTk1m0aBE5OTmYzWbGjBnD0KFD/4utrpRS1ad1QuuEqudEqUbi0KFDcv/998uPP/4oIiLjx4+XESNGSElJiWRlZYm3t7ckJiZKRESEZGdni4jIL7/8Ir1795aCggJZtGiRTJ8+XSwWi2RlZUlAQICsXLlSRESCgoLkyJEjcvjwYXn++efFbDaLiMiaNWvk6aefFhGRGTNmWJ+vtLRUBg4cKBs2bLhh5o0bN8rEiRNFROTxxx+XSZMmidlslry8PPH395eEhATJzMyUnj17Wvv11Vdfyfjx4+XkyZPi5+cnZ8+eFRGRgwcPSu/evSUvL09WrlwpQUFBkpubK0VFRdKrVy9ZvHixiIjs2rVLgoODRURk8+bNMmXKFDEajSIi8tlnn8lTTz1VMxtEKaVqQUMd6318fCQlJUVERBYsWCCzZs0SEZHRo0fLhx9+KCIiubm5EhkZKdu2bZNz585Jjx49rG1ce3v16tXy8ssvi4hIQUGBTJkyRXJzcyUxMVFGjRolhYWFIiKyf/9+CQkJuWG2vLw88fHxkYyMDBERWbp0qbzxxhuSn58vw4cPt76GSUlJ1uevWLt27Nhhba/sttFolLCwMDl69Ki1b6GhoZKUlHTDPEopdau0TmidUPWbngmlGpV27drx+9//HoA777wTNzc3nJyccHd3p1mzZhw/fpyMjAzGjh1rXcdgMHD27FkSEhKYPXs2BoMBd3d3+vXrV6n9Bx54gBYtWvDZZ59x7tw5EhMTyx3V6NOnD05OTgB07tyZK1eu3FT+oKAg7OzscHV1pUOHDly5coXDhw9zzz33WPsVHBxMcHAw0dHRPPLII7Rv3x4AX19f3N3dOXr0KAB+fn64ubkB4OHhQZ8+fayvS05ODgCxsbH8+9//ZsiQIQBYLBaKiopuKrNSStW1hjjWd+vWjQ4dOgBw//33s2vXLgoLCzl8+DAffvghAG5ubgwePJh9+/bRvXv367bVp08f69FyPz8/XnzxRdzc3IiLi+PMmTOMHDnS+tjc3FxycnJo2bJllW25urrSr18/Pv/8c8aOHcvWrVuJjo6mWbNmvPvuu+zdu5eUlBSOHz9OYWHhr/azTEpKCmfPnmX27NnWZcXFxfz000/06NGj2u0opdR/Q+uE1glVf+kklGpUygb7Mg4O5d/iBoMBX19fVqxYYV2WlpaGh4cHACJiXW5vb1+p/bi4OBYtWsSTTz5J3759ueuuu/j888+t97u4uJR7rmvbq46q1ndwcMBgMFiXiwg///wzFoul3PKy+0wmE/DrrwVcnXR66qmnrKfNlpaW3vTEmVJK1bWGONZfm7FsHYvFUmldi8WCyWSq1K7RaLT+v1u3buzevZuEhAQOHTrEsGHDeP/997FYLERFRTFt2jRrWxkZGbRo0eKG2YYPH279OkanTp1o37496enpjBgxguHDh9OzZ09CQkKIjY2tcv2qcprNZtzc3IiJibHed+nSJevBEaWUqk1aJ7ROqPpLr46nbiu9evUiPj6e5ORkAPbu3cuAAQMoLi6mT58+bNiwAYvFwpUrV9i9e3el9ePj4wkKCmLUqFF06dKFr7/+GrPZXKuZu3fvTnJyMidOnACuXlFv2rRp+Pr6cuDAAc6dOwdAQkICaWlpNzwqUpG/vz8bNmwgPz8fgDfffJPp06fXfCeUUqoONZSx3tXVle7duxMdHQ1AXl4eW7Zswc/Pj+bNm2M0Gq1XYfriiy+s6y1btoy3336bxx57jJdeeom7776bEydO4O/vzxdffEFGRgYAn376KU888cSv5ig74vzWW28xbNgwAI4ePYq7uzt/+tOf8Pf3t/5hUfF1uPYM3JMnT/Lzzz8D0LFjR1xcXKx/XKSlpREREWF9rFJK2ZLWCa0Tynb0TCh1W7Gzs2P+/PlMnTrVepbRO++8Q7NmzXj++eeZN28eoaGhuLu707lz50rrjxw5khdffJHIyEhMJhO9e/e2/qh3bbnjjjtYtmwZM2bMwGw24+rqyvLly7n77ruZN28ef/7znzGbzbi4uPDuu+/e1NGDYcOGcfHiRYYPH47BYKBNmza89tprtdYXpZSqCw1prF+2bBnz589n06ZNlJaWEhkZyeDBgzEYDEybNo0JEybg7u5u/UFXgCeeeIKZM2cSERGBk5MT9957L+Hh4Tg5OTFhwgTGjRuHwWDA1dWV1atXVzprtirDhg2z/sEC0Lt3bzZs2EBISAgGg4GHHnoId3d3zpw5U269Z599lpkzZ7J3717uuusufHx8gKtnIbz99tssWrSIDz74AJPJxOTJk60/7quUUrakdULrhLIdg9zs94WUUkoppZRSSimllLpJeiaUUrVs1KhRFBQUVHlfdHQ0rq6udZxIKaVUTavPY/0HH3zA1q1bq7xv/PjxDBgwoI4TKaXU7UfrhFJX6ZlQSimllFJKKaWUUqrW6Q+TK6WUUkoppZRSSqlap5NQSimllFJKKaWUUqrW6SSUUkoppZRSSimllKp1OgmllFJKKaWUUkoppWqdTkIppZRSSimllFJKqVr3f7J+IriOhzB9AAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Displaying multiple distplots using subplot function. \n", - "fig1 , axes = plt.subplots(nrows=3,ncols=3 , figsize = (20,20))\n", - "sns.distplot( housing[\"longitude\"] , ax=axes[0, 0])\n", - "sns.distplot( housing[\"latitude\"] , ax=axes[0, 1])\n", - "sns.distplot( housing[\"housing_median_age\"] , ax=axes[0, 2])\n", - "sns.distplot( housing[\"total_rooms\"], ax=axes[1, 0] )\n", - "sns.distplot( housing[\"population\"] , ax=axes[1, 1] )\n", - "sns.distplot( housing[\"households\"] , ax=axes[1, 2] )\n", - "sns.distplot( housing[\"median_income\"] , ax=axes[2, 0])\n", - "sns.distplot( housing[\"median_house_value\"], ax=axes[2, 1])\n", - "sns.distplot( housing[\"median_house_value\"], ax=axes[2, 2])\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 754, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAABJIAAAR1CAYAAADhrO8lAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3X9MXHW+//HX2KH0B/bbkswshLLd9ccNG/q1uHIVcpOZ695rh5bOVtl2bwVF7d1YG0VLDF6k3HLrVdtV0rq9lmr2GjeLNVuWtdBL6OBGXTaGVivJbb81XOOPgrbUYbDUAcoMzI/vH41zRfrjOAwMP56PpIHzmfPuvD9Jy+m8ej6fYwqHw2EBAAAAAAAAV3FNvBsAAAAAAADA9ECQBAAAAAAAAEMIkgAAAAAAAGAIQRIAAAAAAAAMIUgCAAAAAACAIQRJAAAAAAAAMIQgCQAAAAAAAIYQJAEAAAAAAMAQgiQAAAAAAAAYQpAEAAAAAAAAQwiSAAAAAAAAYIg53g1cjc/n08mTJ2WxWDRnzpx4twMAU0owGJTH49Hy5cs1b968eLcTF1wnAODSuEZcxHUCAC4t2uvElA+STp48qaKioni3AQBT2v79+5WdnR3vNuKC6wQAXNlsvkZIXCcA4Gq+73ViygdJFotF0sWJpaSkxLkbAJhavvzySxUVFUV+Vs5GXCcA4NK4RlzEdQIALi3a68SUD5K+uf00JSVFS5cujXM3ADA1zeZb9blOAMCVzeZrhMR1AgCu5vteJ9hsGwAAAAAAAIYQJAEAAAAAAMAQgiQAAAAAAAAYYmiPpHvvvVfnzp2T2Xzx9Keeekqff/659u3bp0AgoPvuuy/yJIS2tjbt2LFDfr9fq1atUmlpqSSpo6NDW7du1eDgoLKzs7V9+/bI7wcAAAAAAICp76p3JIXDYXV2dqqxsTHyKyUlRbt379brr7+uhoYGHThwQJ988ol8Pp8qKipUU1Oj5uZmnTx5Uq2trZKksrIybdu2TS0tLQqHw6qrq5vwyQEAAAAAACB2rhokffbZZ5KkjRs36uc//7lee+01tbW1KScnR4sXL9aCBQvkcDjkcrl04sQJLVu2TOnp6TKbzXI6nXK5XDpz5ox8Pp+ysrIkSQUFBXK5XBM7MwAAAAAAAMTUVYMkr9er3Nxc7d27V7/73e/0hz/8Qd3d3bJYLJFzrFar3G63enp6DI1bLBa53e4YTwUAAAAAAAAT6apB0s0336znnntO1157rZKTk7Vu3Trt2bNHJpMpck44HJbJZFIoFPpe4wAAAAAAAJg+rhokffDBBzpy5EjkOBwOKy0tTR6PJzLm8XhktVqVkpJiaLy3t1dWqzVWcwAAAAAAAMAkuGqQ1N/fr+eee05+v18DAwM6ePCgnn/+eR05ckTnzp3T0NCQ3nzzTdlsNq1YsUKnTp1SV1eXgsGgmpqaZLPZlJaWpsTERLW3t0uSGhsbZbPZJnxyAAAAAAAAiB3z1U64/fbbdfz4cd15550KhUIqLCzULbfcotLSUhUXF2tkZETr1q3TTTfdJEnauXOnSkpK5Pf7ZbfblZeXJ0mqrq5WZWWlBgYGlJmZqeLi4omdGQAAAAAAAGLqqkGSJG3ZskVbtmwZNeZ0OuV0Osecm5ubq0OHDo0Zz8jIUH19fZRtAgAAAAAAIN4MBUkA4q9vJCBvIBRV7SLzNVqSwF93YKbwXTiv4eH+qGrnzr1W8xYsjnFHAABgqusb7JPX542qdtG8RVqycEmMO8J0xSdLYJrwBkJqOTcQVa0jOUlLEmLcEIC4GR7u1+efvBNV7Q9vuJ0gCQCAWcjr86rlw5aoah2ZDoIkRFx1s20AAAAAAABAIkgCAAAAAACAQQRJAAAAAAAAMIQgCQAAAAAAAIYQJAEAAAAAAMAQgiQAAAAAAAAYQpAEAAAAAAAAQwiSAAAAAAAAYAhBEgAAAAAAAAwhSAIAAAAAAIAh5ng3AACY/u69916dO3dOZvPFy8pTTz2lzz//XPv27VMgENB9992noqIiSVJbW5t27Nghv9+vVatWqbS0VJLU0dGhrVu3anBwUNnZ2dq+fXvk9wMAAAAwNXBHEgBgXMLhsDo7O9XY2Bj5lZKSot27d+v1119XQ0ODDhw4oE8++UQ+n08VFRWqqalRc3OzTp48qdbWVklSWVmZtm3bppaWFoXDYdXV1cV5ZgAAAAC+iyAJADAun332mSRp48aN+vnPf67XXntNbW1tysnJ0eLFi7VgwQI5HA65XC6dOHFCy5YtU3p6usxms5xOp1wul86cOSOfz6esrCxJUkFBgVwuVzynBQAAAOASCJIAAOPi9XqVm5urvXv36ne/+53+8Ic/qLu7WxaLJXKO1WqV2+1WT0+PoXGLxSK32z2p8wAAAABwdWw+AQAYl5tvvlk333xz5HjdunXasWOHNm/eHBkLh8MymUwKhUIymUyGxwEAM8PAwIA2bNigl156SZ9++ql27doVec3tdmvFihV6+eWX9eKLL+pPf/qTFi1aJEn65S9/qaKiIvbRA4AphJ++AIBx+eCDDzQyMqLc3FxJF0OgtLQ0eTyeyDkej0dWq1UpKSmGxnt7e2W1WidvEgCACXP8+HFVVlaqs7NTkmS322W32yVdvA7cfffdevLJJyVJJ0+e1K5du0b9B4V0cR+9p59+WllZWaqoqFBdXZ0KCwsndR4AgItY2gYAGJf+/n4999xz8vv9GhgY0MGDB/X888/ryJEjOnfunIaGhvTmm2/KZrNpxYoVOnXqlLq6uhQMBtXU1CSbzaa0tDQlJiaqvb1dktTY2CibzRbnmQEAYqGurk5VVVWX/A+C5557Ths2bNCPfvQjSReDpJdffllOp1NPPfWU/H4/++gBwBTDHUkAgHG5/fbbdfz4cd15550KhUIqLCzULbfcotLSUhUXF2tkZETr1q3TTTfdJEnauXOnSkpK5Pf7ZbfblZeXJ0mqrq5WZWWlBgYGlJmZqeLi4nhOCwAQI88888wlxzs7O/X+++9HXh8cHNRPfvITlZWVadmyZSovL1dNTY3+/u//nn30AGAKIUgCAIzbli1btGXLllFjTqdTTqdzzLm5ubk6dOjQmPGMjAzV19dPWI8AgKnlwIEDKiws1Ny5cyVJCxcu1G9/+9vI6xs3blRFRYVsNhv76AHAFMLSNgAAAACT7q233tLq1asjx93d3aP+QyEcDstsNrOPHgBMMQRJAAAAACbVuXPn5PP5lJ6eHhmbN2+enn/+eX3xxRcKh8Pav3+/7rjjDvbRA4AphqVtAAAAACbV6dOnlZKSMmosOTlZTz31lDZv3qyRkRH99Kc/1QMPPCCJffQAYCohSAIAAAAw4d5+++3I9zfddJPq6urGnONwOORwOMaMs48eAEwdLG0DAAAAAACAIQRJAAAAAAAAMIQgCQAAAAAAAIYQJAEAAAAAAMAQNtsGAAAAAIxb32CfvD5vVLWL5i3SkoVLYtwRgIlAkAQAAAAAGDevz6uWD1uiqnVkOgiSprBAMKCur7qiqiUknHkIkgAAAAAAwGUNDg/q6GdHo6olJJx52CMJAAAAAAAAhhAkAQAAAAAAwBCWtgEAAAAA8D2wsThmM4IkAAAAAAC+BzYWx2zG0jYAAAAAAAAYQpAEAAAAAAAAQwiSAAAAAAAAYAhBEgAAAAAAAAwhSAIAAAAAAIAhBEkAAAAAAAAwhCAJAAAAAAAAhhAkAQAAAAAAwBCCJAAAAAAAABhCkAQAAAAAAABDCJIAAAAAAABgCEESAAAAAAAADCFIAgAAAAAAgCEESQAAAAAAADCEIAkAAAAAAACGECQBAAAAAADAEIIkAAAAAAAAGGI4SPr1r3+t8vJySVJHR4cKCgrkcDi0detWBQIBSVJ3d7eKioqUl5enzZs3a3BwUJLk9Xr14IMPatWqVSoqKpLH45mAqQAAAAAAAGAiGQqSjhw5ooMHD0aOy8rKtG3bNrW0tCgcDquurk6StH37dhUWFsrlcmn58uWqqamRJL3wwgvKzs7W4cOHtX79ej3zzDMTMBUAAAAAAABMpKsGSefPn9fu3bv10EMPSZLOnDkjn8+nrKwsSVJBQYFcLpdGRkZ07NgxORyOUeOS9Je//EVOp1OStGbNGv31r3/VyMjIhEwIAAAAAAAAE+OqQdK2bdtUWlqqRYsWSZJ6enpksVgir1ssFrndbvX19SkpKUlms3nU+HdrzGazkpKSdO7cuZhPBgAAAAAAABPnikHSH//4R6Wmpio3NzcyFgqFZDKZIsfhcFgmkyny9du+e/ztmmuuYZ9vAAAAYDYYGBjQmjVrdPr0aUnSk08+qZUrV2rt2rVau3at/vznP0uS2tra5HQ6tXLlSu3evTtSf7k9WgEAk898pRebm5vl8Xi0du1aff3117pw4YJMJtOozbJ7e3tltVqVnJys/v5+BYNBzZkzRx6PR1arVZJktVrV29urlJQUBQIBDQ4OavHixRM7MwAAAABxd/z4cVVWVqqzszMydvLkSb322muRzwuS5PP5VFFRodraWqWmpmrTpk1qbW2V3W5XWVmZnn76aWVlZamiokJ1dXUqLCyMw2wAAFe8LejVV19VU1OTGhsb9eijj+pnP/uZduzYocTERLW3t0uSGhsbZbPZlJCQoOzsbDU3N0uSGhoaZLPZJEl2u10NDQ2SLoZT2dnZSkhImMh5AQAAAJgC6urqVFVVFQmNhoaG1N3drYqKCjmdTu3Zs0ehUEgnTpzQsmXLlJ6eLrPZLKfTKZfLddk9WgEA8XHFO5Iup7q6WpWVlRoYGFBmZqaKi4slSVVVVSovL9e+ffuUmpqqXbt2SZIee+wxlZeXKz8/X9dee62qq6tjNwMAAAAAU9Z3n9jc29urnJwcVVVV6dprr9WmTZtUX1+vBQsWjNqL1Wq1yu12X3aPVgBAfBgOkgoKClRQUCBJysjIUH19/Zhz0tLSVFtbO2Z88eLFeumll8bRJgAAAICZID09XXv37o0c33vvvWpoaJDD4bjkXqyX26MVABAf7HgNAAAAYNJ89NFHamlpiRyHw2GZzWalpKSM2ov1mz1Xvzv+zR6tAID4IEgCAAAAMGnC4bCeffZZff311xoZGdGBAwd0xx13aMWKFTp16pS6uroUDAbV1NQkm82mtLS0S+7RCgCIj6j2SAIAAACAaGRkZOjBBx/U3XffrUAgoJUrV2rNmjWSpJ07d6qkpER+v192u115eXmSLr9HKwBg8hEkAQAAAJhwb7/9duT7oqIiFRUVjTknNzdXhw4dGjN+uT1aAQCTj6VtAAAAAAAAMIQ7kgAAAAAAAOKob7BPXp83qtpF8xZpycIlMe7o8giSAAAAAAAA4sjr86rlw5arn3gJjkzHpAZJLG0DAAAAAACAIQRJAICY+PWvf63y8nJJUkdHhwoKCuRwOLR161YFAgFJUnd3t4qKipSXl6fNmzdrcHBQkuT1evXggw9q1apVKioqksfjids8AAAAAFweQRIAYNyOHDmigwcPRo7Lysq0bds2tbS0KBwOq66uTpK0fft2FRYWyuVyafny5aqpqZEkvfDCC8rOztbhw4e1fv16PfPMM3GZBwAAAIArI0gCAIzL+fPntXv3bj300EOSpDNnzsjn8ykrK0uSVFBQIJfLpZGRER07dkwOh2PUuCT95S9/kdPplCStWbNGf/3rXzUyMhKH2QAAAAC4EjbbBgCMy7Zt21RaWqqzZ89Kknp6emSxWCKvWywWud1u9fX1KSkpSWazedT4d2vMZrOSkpJ07tw5/eAHP5jk2QAAAEysQDCgrq+6oqqd7KdzAZdCkAQAiNof//hHpaamKjc3V2+88YYkKRQKyWQyRc4Jh8MymUyRr9/23eNv11xzDTfNAgCAmWdweFBHPzsaVe1kP50LuBSCJABA1Jqbm+XxeLR27Vp9/fXXunDhgkwm06jNsnt7e2W1WpWcnKz+/n4Fg0HNmTNHHo9HVqtVkmS1WtXb26uUlBQFAgENDg5q8eLF8ZoWAACYJvoG++T1eaOq5e4eIDoESQCAqL366quR79944w29//772rFjh9asWaP29nbdcsstamxslM1mU0JCgrKzs9Xc3Cyn06mGhgbZbDZJkt1uV0NDgx566CE1NzcrOztbCQkJ8ZoWAACYJrw+r1o+bImqlrt7gOiwbgAAEHPV1dXasWOH8vLydOHCBRUXF0uSqqqqVFdXp9WrV+uDDz7Qli1bJEmPPfaY/vu//1v5+fl6/fXXtW3btni2DwAAAOAyuCMJABATBQUFKigokCRlZGSovr5+zDlpaWmqra0dM7548WK99NJLE94jAAAAgPHhjiQAAAAAAAAYQpAEAAAAAAAAQwiSAAAAAAAAYAhBEgAAAAAAAAwhSAIAAAAAAIAhBEkAAAAAAAAwhCAJAAAAAAAAhhAkAQAAAAAAwBCCJAAAAAAAABhCkAQAAAAAAABDCJIAAAAAAABgCEESAAAAAAAADDHHuwEAAGYj34XzGh7uj6o2OOKLcTcAAACAMQRJAADEwfBwvz7/5J2oalOW3hLjbgAAAABjCJIAAAAAAMCECAQD6vqqK6raRfMWacnCJTHuCONFkAQAAAAAACbE4PCgjn52NKpaR6aDIGkKYrNtAAAAAAAAGEKQBAAAAAAAAEMIkgAAAABMqIGBAa1Zs0anT5+WJB04cEBr1qyR0+nUk08+qeHhYUnSiy++qNtvv11r167V2rVrtX//fklSR0eHCgoK5HA4tHXrVgUCgbjNBQBmO/ZIAgAAADBhjh8/rsrKSnV2dkqSTp06pVdeeUVvvPGGFi5cqPLycr3++uu6//77dfLkSe3atUs333zzqN+jrKxMTz/9tLKyslRRUaG6ujoVFhbGYTaYKNFuyDw0PDQB3QC4EoIkAAAAABOmrq5OVVVVeuKJJyRJc+fOVVVVlZKSkiRJf/M3f6Pu7m5J0smTJ/Xyyy/rzJkz+tu//Vv9y7/8i3p7e+Xz+ZSVlSVJKigo0J49ewiSZphoN2TOuS5nAroBcCUsbQMAAAAwYZ555hllZ2dHjtPS0vR3f/d3kqRz585p//79+od/+AcNDg7qJz/5icrKynTw4EF5vV7V1NSop6dHFoslUm+xWOR2uyd9HgCAiwiSAAAAAEw6t9ut++67T7/4xS902223aeHChfrtb3+r66+/XmazWRs3blRra6tCoZBMJlOkLhwOjzoGAEwugiQAAAAAk+rTTz/Vhg0bdNddd+nhhx+WJHV3d6u+vj5yTjgcltlsVkpKijweT2S8t7dXVqt10nsGAFxEkAQAAABg0gwMDOif//mf9dhjj2njxo2R8Xnz5un555/XF198oXA4rP379+uOO+5QWlqaEhMT1d7eLklqbGyUzWaLV/sAMOux2TYAAACASVNfX6/e3l69+uqrevXVVyVJP/vZz/TYY4/pqaee0ubNmzUyMqKf/vSneuCBByRJ1dXVqqys1MDAgDIzM1VcXBzPKQDArEaQBAAAAGDCvf3225Kk+++/X/fff/8lz3E4HHI4HGPGMzIyRi17AwDED0vbAAAAAAAAYAhBEgAAAAAAAAxhadsM0zcSkDcQiqp2kfkaLUngjwQAAAAAALg0UoMZxhsIqeXcQFS1juQkLUmIcUMAAAAAAGDGYGkbAAAAAAAADCFIAgAAAAAAgCEESQAAAAAAADCEIAkAAAAAAACGECQBAAAAAADAEENB0m9+8xutXr1a+fn5evXVVyVJbW1tcjqdWrlypXbv3h05t6OjQwUFBXI4HNq6dasCgYAkqbu7W0VFRcrLy9PmzZs1ODg4AdMBAAAAAADARLlqkPT+++/r6NGjOnTokP70pz+ptrZW//M//6OKigrV1NSoublZJ0+eVGtrqySprKxM27ZtU0tLi8LhsOrq6iRJ27dvV2FhoVwul5YvX66ampqJnRkAAAAAAABi6qpB0q233qrf//73MpvN+uqrrxQMBuX1erVs2TKlp6fLbDbL6XTK5XLpzJkz8vl8ysrKkiQVFBTI5XJpZGREx44dk8PhGDUOAAAAAACA6cPQ0raEhATt2bNH+fn5ys3NVU9PjywWS+R1q9Uqt9s9Ztxiscjtdquvr09JSUkym82jxgEAAAAAADB9GN5s+9FHH9WRI0d09uxZdXZ2ymQyRV4Lh8MymUwKhUKXHP/m67d99xgAAAAAAABT21WDpE8//VQdHR2SpPnz52vlypV677335PF4Iud4PB5ZrValpKSMGu/t7ZXValVycrL6+/sVDAZHnQ8AAAAAAIDp46pB0unTp1VZWanh4WENDw/rrbfe0oYNG3Tq1Cl1dXUpGAyqqalJNptNaWlpSkxMVHt7uySpsbFRNptNCQkJys7OVnNzsySpoaFBNpttYmcGAAAAAACAmDJf7QS73a4TJ07ozjvv1Jw5c7Ry5Url5+crOTlZJSUl8vv9stvtysvLkyRVV1ersrJSAwMDyszMVHFxsSSpqqpK5eXl2rdvn1JTU7Vr166JnRkAAAAAAABi6qpBkiSVlJSopKRk1Fhubq4OHTo05tyMjAzV19ePGU9LS1NtbW2UbQIAAAAAACDeDG+2DQAAAAAAgNmNIAkAAAAAAACGECQBAAAAAADAEIIkAAAAAAAAGEKQBAAYt9/85jdavXq18vPz9eqrr0qS2tra5HQ6tXLlSu3evTtybkdHhwoKCuRwOLR161YFAgFJUnd3t4qKipSXl6fNmzdrcHAwLnMBAAAAcHmGntoGAMDlvP/++zp69KgOHTqkQCCg1atXKzc3VxUVFaqtrVVqaqo2bdqk1tZW2e12lZWV6emnn1ZWVpYqKipUV1enwsJCbd++XYWFhcrPz9fevXtVU1OjsrKyeE8PAAAA01DfYJ+8Pm9UtYvmLdKShUti3NHMQZAEABiXW2+9Vb///e9lNpvldrsVDAbl9Xq1bNkypaenS5KcTqdcLpduuOEG+Xw+ZWVlSZIKCgq0Z88erV+/XseOHdPevXsj4/fccw9BEgAAAKLi9XnV8mFLVLWOTAdB0hWwtA0AMG4JCQnas2eP8vPzlZubq56eHlkslsjrVqtVbrd7zLjFYpHb7VZfX5+SkpJkNptHjQMAAACYWgiSAAAx8eijj+rIkSM6e/asOjs7ZTKZIq+Fw2GZTCaFQqFLjn/z9du+ewwAAAAg/giSAADj8umnn6qjo0OSNH/+fK1cuVLvvfeePB5P5ByPxyOr1aqUlJRR4729vbJarUpOTlZ/f7+CweCo8wEAAABMLQRJAIBxOX36tCorKzU8PKzh4WG99dZb2rBhg06dOqWuri4Fg0E1NTXJZrMpLS1NiYmJam9vlyQ1NjbKZrMpISFB2dnZam5uliQ1NDTIZrPFc1oAAAAALoHNtgEA42K323XixAndeeedmjNnjlauXKn8/HwlJyerpKREfr9fdrtdeXl5kqTq6mpVVlZqYGBAmZmZKi4uliRVVVWpvLxc+/btU2pqqnbt2hXPaQEAAAC4BIIkAMC4lZSUqKSkZNRYbm6uDh06NObcjIwM1dfXjxlPS0tTbW3thPUIAAAAYPxY2gYAAAAAAABDCJIAAAAATKiBgQGtWbNGp0+fliS1tbXJ6XRq5cqV2r17d+S8jo4OFRQUyOFwaOvWrQoEApKk7u5uFRUVKS8vT5s3b9bg4GBc5gEAIEgCAAAAMIGOHz+uu+++W52dnZIkn8+niooK1dTUqLm5WSdPnlRra6skqaysTNu2bVNLS4vC4bDq6uokSdu3b1dhYaFcLpeWL1+umpqaeE0HAGY9giQAAAAAE6aurk5VVVWyWq2SpBMnTmjZsmVKT0+X2WyW0+mUy+XSmTNn5PP5lJWVJUkqKCiQy+XSyMiIjh07JofDMWocABAfbLYNAAAAYMI888wzo457enpksVgix1arVW63e8y4xWKR2+1WX1+fkpKSZDabR40DAOKDO5IAAAAATJpQKCSTyRQ5DofDMplMlx3/5uu3ffcYADB5CJIAAAAATJqUlBR5PJ7IscfjkdVqHTPe29srq9Wq5ORk9ff3KxgMjjofABAfBEkAAAAAJs2KFSt06tQpdXV1KRgMqqmpSTabTWlpaUpMTFR7e7skqbGxUTabTQkJCcrOzlZzc7MkqaGhQTabLZ5TAIBZjT2SAAAAAEyaxMRE7dy5UyUlJfL7/bLb7crLy5MkVVdXq7KyUgMDA8rMzFRxcbEkqaqqSuXl5dq3b59SU1O1a9eueE4BAGY1giQAAAAAE+7tt9+OfJ+bm6tDhw6NOScjI0P19fVjxtPS0lRbWzuh/QEAjGFpGwAAAAAAAAwhSAIAAAAAAIAhBEkAAAAAAAAwhCAJAAAAAAAAhhAkAQAAAAAAwBCCJAAAAAAAABhijncDAAAAAADg6gLBgLq+6oqqdmh4KMbdYLYiSAIAAAAAYBoYHB7U0c+ORlWbc11OjLvBbMXSNgAAAAAAABhCkAQAAAAAAABDCJIAAAAAAABgCEESAAAAAAAADGGzbQAAgCnCd+G8hof7o6qdO/dazVuwOMYdAQAAjEaQBAAAMEUMD/fr80/eiar2hzfcTpAEAAAmHEvbAAAAAAAAYAhBEgAAAAAAAAwhSAIAAAAAAIAhBEkAAAAAAAAwhCAJAAAAAAAAhhAkAQAAAAAAwBBzvBsAAAAAAGCyBYIBdX3VFVXt0PBQjLsBpg+CJAAAAADArDM4PKijnx2NqjbnupwYdwNMHyxtAwAAAAAAgCEESQAAAAAAADCEIAkAAAAAAACGECQBAAAAAADAEIIkAAAAAAAAGMJT2wBcUd9IQN5AKKraReZrtCSBHzMAAAAAMFPwCQ/AFXkDIbWcG4iq1pGcpCUJMW4IAAAAABA3BEnAJBrP3T1DoejqAAAAAACIFUNB0osvvqjDhw9Lkux2u5544gm1tbVpx44d8vv9WrVqlUpLSyVJHR0d2rp1qwYHB5Wdna3t27fLbDaru7tbZWVl+uqrr/TjH/9Y1dXVWrhw4cTNDJiCxnN3T86i+THuBgAAAACA7+eqm223tbXp3Xff1cGDB9XQ0KAPP/xQTU1NqqioUE1NjZqbm3Xy5Em1trZKksrKyrRt2za1tLQoHA4xZsdwAAAgAElEQVSrrq5OkrR9+3YVFhbK5XJp+fLlqqmpmdiZAQAAAAAAIKauekeSxWJReXm55s6dK0m6/vrr1dnZqWXLlik9PV2S5HQ65XK5dMMNN8jn8ykrK0uSVFBQoD179mj9+vU6duyY9u7dGxm/5557VFZWNlHzAgAAiAvfhfMaHu6PqjY44otxN8DU9cc//lGvvfZa5Pj06dNau3athoaG1N7ervnzL96N/cgjj+iOO+647IoIAMDkumqQdOONN0a+7+zs1OHDh3XPPffIYrFExq1Wq9xut3p6ekaNWywWud1u9fX1KSkpSWazedQ4AADATDM83K/PP3knqtqUpbfEuBtg6lq/fr3Wr18vSfr444/18MMP65FHHtF9992n1157TVarNXKuz+dTRUWFamtrlZqaqk2bNqm1tVV2uz1e7QPArHXVpW3f+Pjjj7Vx40Y98cQTSk9Pl8lkirwWDodlMpkUCoUuOf7N12/77jEAAACA2enf/u3fVFpaqvnz56u7u1sVFRVyOp3as2ePQqGQTpw4EVkRYTabIysiAACTz1CQ1N7ervvvv1+PP/647rrrLqWkpMjj8URe93g8slqtY8Z7e3tltVqVnJys/v5+BYPBUecDAAAAmN3a2trk8/m0atUq9fb2KicnR88++6zq6ur0wQcfqL6+fszKh29WRAAAJt9Vg6SzZ8/q4YcfVnV1tfLz8yVJK1as0KlTp9TV1aVgMKimpibZbDalpaUpMTFR7e3tkqTGxkbZbDYlJCQoOztbzc3NkqSGhgbZbLYJnBYAAACA6eAPf/iDHnjgAUlSenq69u7dK6vVqvnz5+vee+9Va2vrZVc+AAAm31X3SHrllVfk9/u1c+fOyNiGDRu0c+dOlZSUyO/3y263Ky8vT5JUXV2tyspKDQwMKDMzU8XFxZKkqqoqlZeXa9++fUpNTdWuXbsmaEoAAAAApoPh4WEdO3Ys8lnjo48+UmdnpxwOh6SLgZHZbL7siggAwOS7apBUWVmpysrKS7526NChMWMZGRmqr68fM56Wlqba2tooWgQAAAAwE3300Uf60Y9+pAULFki6GBw9++yzysnJ0YIFC3TgwAHdddddo1ZELF26VE1NTfrFL34R5+4BYHYyvNk2AACX8+KLLyo/P1/5+fl67rnnJF3c88LpdGrlypXavXt35NyOjg4VFBTI4XBo69atCgQCkqTu7m4VFRUpLy9Pmzdv1uDgYFzmAgCYPF988YVSUlIixxkZGXrwwQd19913Kz8/Xz/5yU+0Zs0aJSYmRlZErF69Wtddd11kRQQAYHJd9Y4kAACupK2tTe+++64OHjwok8mkX/3qV2pqalJ1dfUlH9NcVlamp59+WllZWaqoqFBdXZ0KCwu1fft2FRYWKj8/X3v37lVNTY3KysriPT0AwARavXq1Vq9ePWqsqKhIRUVFY87Nzc295IoIjNU32CevzxtV7aJ5i7Rk4ZIYdwRgJiFIAgCMi8ViUXl5uebOnStJuv7669XZ2Rl5TLOkyGOab7jhBvl8PmVlZUmSCgoKtGfPHq1fv17Hjh3T3r17I+P33HMPQRIAAFHw+rxq+bAlqlpHpoMgCcAVsbQNADAuN954YyQY6uzs1OHDh2UymS75mObvPr7ZYrHI7Xarr69PSUlJMpvNo8YBAAAATC0ESQCAmPj444+1ceNGPfHEE0pPT7/kY5ov9/jmSz3Gmcc6AwAAAFMPQRIAYNza29t1//336/HHH9ddd9112cc0f3e8t7dXVqtVycnJ6u/vVzAYHHU+AAAAgKmFIAkAMC5nz57Vww8/rOrqauXn50vSqMc0B4NBNTU1yWazKS0tTYmJiWpvb5ckNTY2ymazKSEhQdnZ2WpubpYkNTQ0yGazxW1OAAAAAC6NzbYBAOPyyiuvyO/3a+fOnZGxDRs2RB7T7Pf7ZbfbI49prq6uVmVlpQYGBpSZmani4mJJUlVVlcrLy7Vv3z6lpqZq165dcZkPAAAAgMsjSAIAjEtlZaUqKysv+dqlHtOckZGh+vr6MeNpaWmqra2NeX8AAAAAYoelbQAAAAAAADCEIAkAAAAAAACGECQBAAAAAADAEIIkAAAAAAAAGEKQBAAAAAAAAEMIkgAAAAAAAGAIQRIAAAAAAAAMIUgCAAAAAACAIQRJAAAAAAAAMIQgCQAAAAAAAIYQJAEAAAAAAMAQgiQAAAAAAAAYYo53AwAAAAAAAN8VCAbU9VVXVLVDw0Mx7gbfIEgCAAAAgAnQN9gnr88bVe2ieYu0ZOGSGHcETC+Dw4M6+tnRqGpzrsuJcTf4BkESAAAAAEwAr8+rlg9boqp1ZDoIkgBMSeyRBAAAAAAAAEMIkgAAAAAAAGAIQRIAAAAAAAAMIUgCAAAAAACAIQRJAAAAAAAAMIQgCQAAAAAAAIYQJAEAAAAAAMAQc7wbAAAAAABMDYFgQF1fdUVVOzQ8FONugPgYz9+DRfMWacnCJTHuaGohSJqC+kYC8gZCUdUOhaKrAwAAAIDB4UEd/exoVLU51+XEuBsgPsbz98CR6SBIwuTzBkJqOTcQVW3OovlRv28gHFbX0HBUtYvM12hJAn+cAAAAYNy9996rc+fOyWy++O/Ip556Sp9//rn27dunQCCg++67T0VFRZKktrY27dixQ36/X6tWrVJpaWk8WweAWYtP/ogYDIZ01Bvd7aiO5CQtSYhxQwAAAJixwuGwOjs79c4770SCJLfbrdLSUr3xxhuaO3euNmzYoNtuu01Lly5VRUWFamtrlZqaqk2bNqm1tVV2uz3OswCA2YcgCQAAAMCk++yzzyRJGzdu1Pnz5/XLX/5SCxcuVE5OjhYvXixJcjgccrlcuvXWW7Vs2TKlp6dLkpxOp1wuF0ESAMQBQRIAAACASef1epWbm6t//dd/1cjIiIqLi7Vq1SpZLJbIOVarVSdOnFBPT8+YcbfbHY+2AeCKot2oezptVk+QBAAAAGDS3Xzzzbr55psjx+vWrdOOHTu0efPmyFg4HJbJZFIoFJLJZBozDgBTTbQbdU+nzeqviXcDAAAAAGafDz74QEeOHIkch8NhpaWlyePxRMY8Ho+sVqtSUlIuOQ4AmHwEScAs8M0T+aL5NRQKxbt9AAAwA/X39+u5556T3+/XwMCADh48qOeff15HjhzRuXPnNDQ0pDfffFM2m00rVqzQqVOn1NXVpWAwqKamJtlstnhPAQBmJZa2AbPAeJ7Il7Nofoy7AQAAkG6//XYdP35cd955p0KhkAoLC3XLLbeotLRUxcXFGhkZ0bp163TTTTdJknbu3KmSkhL5/X7Z7Xbl5eXFeQYAMDsRJAEAAACIiy1btmjLli2jxpxOp5xO55hzc3NzdejQoclqDQBwGQRJAIBZzXfhvIaH+6OqnTv3Ws1bsDjGHQEAAABTF0ESAGBWGx7u1+efvBNV7Q9vuJ0gCQAAALMKm20DAAAAAADAEIIkAAAAAAAAGEKQBAAAAAAAAEMIkgAAAAAAAGAIQRIAAAAAAAAM4altiIlAOKyuoeGoaheZr9GSBP4oAgAAAAAw1fHpHTExGAzpqHcoqlpHcpKWJMS4IQAAAAAAEHMsbQMAAAAAAIAhBEkAAAAAAAAwxPDStoGBAW3YsEEvvfSSli5dqra2Nu3YsUN+v1+rVq1SaWmpJKmjo0Nbt27V4OCgsrOztX37dpnNZnV3d6usrExfffWVfvzjH6u6uloLFy6csIkBAADMJqFgQN7zX0RVO3futZq3YHGMOwIAADORoSDp+PHjqqysVGdnpyTJ5/OpoqJCtbW1Sk1N1aZNm9Ta2iq73a6ysjI9/fTTysrKUkVFherq6lRYWKjt27ersLBQ+fn52rt3r2pqalRWVjaRcwMAAJg1AiMX9OWp9qhqf3jD7QRJAADAEENL2+rq6lRVVSWr1SpJOnHihJYtW6b09HSZzWY5nU65XC6dOXNGPp9PWVlZkqSCggK5XC6NjIzo2LFjcjgco8YBAAAAAAAwfRi6I+mZZ54ZddzT0yOLxRI5tlqtcrvdY8YtFovcbrf6+vqUlJQks9k8ahwAAAAAAADTh+E9kr4tFArJZDJFjsPhsEwm02XHv/n6bd89BgBMX+yjBwBAbAWCAXV91RVV7dDwUIy7AYD/FVWQlJKSIo/HEzn2eDyyWq1jxnt7e2W1WpWcnKz+/n4Fg0HNmTMncj4AYPpjHz0AAGJvcHhQRz87GlVtznU5Me4GAP6XoT2SvmvFihU6deqUurq6FAwG1dTUJJvNprS0NCUmJqq9/eJGj42NjbLZbEpISFB2draam5slSQ0NDbLZbLGbBQAgbthHDwAAAJg9orojKTExUTt37lRJSYn8fr/sdrvy8vIkSdXV1aqsrNTAwIAyMzNVXFwsSaqqqlJ5ebn27dun1NRU7dq1K3azAADEDfvoAQAAALPH9wqS3n777cj3ubm5OnTo0JhzMjIyVF9fP2Y8LS1NtbW1UbQIAJhO2EcPAAAAmLmiWtoGAMDljGcfvW+fDwAAAGDqIUgCAMQU++gBAAAAM1dUeyQBAHA57KMHAAAAzFwESQCAmGAfPQAAAGDmY2kbAAAAAAAADCFIAgAAAAAAgCEESQAAAAAAADCEPZKA76lvJCBvIBRV7VAoujoAAAAAAKYCgiTge/IGQmo5NxBVbc6i+THuBgAAAACAycPSNgAAAAAAABhCkAQAAAAAAABDWNqGWSvavY7Y5wgAAAAAMFsRJGHWinavI/Y5AgAAiI0XX3xRhw8fliTZ7XY98cQTevLJJ9Xe3q758y/+m+uRRx7RHXfcoba2Nu3YsUN+v1+rVq1SaWlpPFsHgFmLIAkAAADApGtra9O7776rgwcPymQy6Ve/+pX+/Oc/6+TJk3rttddktVoj5/p8PlVUVKi2tlapqanatGmTWltbZbfb4zgDAJid2CMJAAAAwKSzWCwqLy/X3LlzlZCQoOuvv17d3d3q7u5WRUWFnE6n9uzZo1AopBMnTmjZsmVKT0+X2WyW0+mUy+WK9xQAYFbijiQAAAAAk+7GG2+MfN/Z2anDhw9r//79ev/991VVVaVrr71WmzZtUn19vRYsWCCLxRI532q1yu12x6NtAJj1uCMJAAAAQNx8/PHH2rhxo5544gldd9112rt3r6xWq+bPn697771Xra2tCoVCMplMkZpwODzqGAAweQiSAAAAAMRFe3u77r//fj3++OO666679NFHH6mlpSXyejgcltlsVkpKijweT2Tc4/GM2kMJADB5WNoGAADwHb4L5zU83B9VbXDEF+NugJnp7Nmzevjhh7V7927l5uZKuhgcPfvss8rJydGCBQt04MAB3XXXXVqxYoVOnTqlrq4uLV26VE1NTfrFL34R5xkAwOxEkAQAAPAdw8P9+vyTd6KqTVl6S4y7AWamV155RX6/Xzt37oyMbdiwQQ8++KDuvvtuBQIBrVy5UmvWrJEk7dy5UyUlJfL7/bLb7crLy4tX6wAwqxEkAQAAAJh0lZWVqqysvORrRUVFY8Zyc3N16NChiW4LAHAVBEkAAGBGYnkaAABA7BEkAQCAGYnlaQAAALFHkAQAADDLhYIBec9/EVXt3LnXat6CxTHuCAAATFUESYi7QDisrqHhqGoXma/RkgT+GAMAMB6BkQv68lR7VLU/vOF2giQAAGYRPoEj7gaDIR31DkVV60hO0pKEGDcEAAAAAAAu6Zp4NwAAAAAAAIDpgSAJAAAAAAAAhhAkAQAAAAAAwBCCJAAAAAAAABjCZtsAAERpPI9MD474YtwNAAAAMPEIkgAAiNJ4HpmesvSWGHcDAAAATDyCJAAAZpHx3EU1d+61mrdgcYw7AgAAwHRCkAQAwCwynruofnjD7QRJAAAAsxybbQMAAAAAAMAQ7kjCtBYIh9U1NBxV7VAoFONuAAAAAACY2QiSMK0NBkM66h2KqjZn0fwYdwMAAAAAwMxGkAQAAAAAl9E32CevzxtV7dBwdP/hCQBTGUESAAAAosaTADHTeX1etXzYElVtznU5Me4GAOKPIAkAABhCYIBL4UmAAADMLgRJAADAEAIDAAAAXBPvBgAAAAAAADA9cEcSAACYcCyLAwAAmBkIkgAAwIRjWRwAAMDMwNI2AAAAAAAAGMIdSQAAYEqLdllccMQ3Ad1gJvBdOK/h4f6oallqCQCY7QiSAADAlBbtsriUpbdMQDeYCYaH+/X5J+9EVctSSwDAbMfSNgAAAAAAABjCHUkTpG8kIG8gFFXtUCi6OmCqCYTD6hoajqp2kfkaLUngRxQAzGQ8zQ8AgOlnxn9KG0+gM54Pst5ASC3nBqKqzVk0P6o6YKoZDIZ01DsUVa0jOUlLEmLcEABgSuFpfgAATD8zPkgaT6DDB1lgeopXgAwAmDzjuZuJjdgBAIgen5YAzDgEyAAw843nbiY2YgcAIHoESQCmpPHsr8Q+YwAAAAAwMSY1SPqv//ov7du3T4FAQPfdd5+Kioom8+2/Nz7IAvEznv2V2Gds+ppu1wkAwOTiOgEA8TdpQZLb7dbu3bv1xhtvaO7cudqwYYNuu+023XDDDZPVwvfGB1kAmDzT8ToBAN+H78J5DQ/3R1XLU+q4TgDAVDFpQVJbW5tycnK0ePHFC6DD4ZDL5dIjjzwyWS0AwIRik+/x4ToBYDoY7ybfZ7qORFXLU+q4TgDAVDFpn1p6enpksVgix1arVSdOnLhqXTAYlCR9+eWXUb3vl74Rff31hahqewYS9fWAn1pq4/6e1E5e7ZdDCzRnXnS7bZ/xjeivUf68sf2fBUqL4n2/+dn4zc/K6Sxe14kB75fq8ZyPqjY8p0ceaqds7XTrl9rpUtspz5f/L6paS8r/jfp9zQu+lHfA9L1qZtI1Qorj54nzX+rr3q+jqu1Z0EPtBNdOt36ppXYi3vPLs19qztCc718X5XVi0oKkUCgkk+l/L37hcHjU8eV4PB5JYv0zgEnxn9P0fT0ej5YtWxaTXuKF6wQAXMneqCtnwjVC4joBAJfzn+P8NPF9rxOTFiSlpKTogw8+iBx7PB5Zrdar1i1fvlz79++XxWLRnDnfP2EDgJksGAzK4/Fo+fLl8W5l3LhOAEBszaRrhMR1AgBiLdrrhCkcDocnqKdR3G637r77btXX12v+/PnasGGD/v3f/1033XTTZLw9AGCK4zoBALgSrhMAMDVM2h1JP/jBD1RaWqri4mKNjIxo3bp1/NAHAERwnQAAXAnXCQCYGibtjiQAAAAAAABMb9fEuwEAAAAAAABMDwRJAAAAAAAAMIQgCQAAAAAAAIYQJAEAAAAAAMCQWR0kvfDCC/qP//iPyPGnn36qoqIirV27Vv/0T/+kjo6OUecPDAzoH//xH/Xee+9NdqvjZnSuPT09/5+9+4+rur7//38/co6oYWMsEEeurWXixOk2zDCFaikgIHrMUknnqjfT9fHnxFAI8geZytRsqfP9LrdQV0QG5hD7oWhKM/VSmmm/LM2fCMPip3I4vL5/ePF8RVFfKngQb9fLpYucJ68X5/EAej0P9/N6vl564oknFBsbq0GDBunDDz90V8nXxGy/1dXVSkhIUGRkpAYNGqT9+/e7q+Srdn6vZ73xxhtKTEx0Pa6urtZf/vIXxcTEKDY2VgUFBdezzAZzJf3OmjVLAwcOVFRUlLZs2XI9y2wQZns960Y+RuHyXnjhBfXv319RUVFavnx5nc+tWLFCI0aMcFNlja++3j/++GM98sgjioqK0qRJk1RdXe3mKhtPff1v2bJFAwYMUHR0tKZMmdKs+5ekOXPmuI57+/btk91uV3h4uJKSklRTU+Pm6hrXub2/9957io2N1YABA/TnP/9ZP/zwg5uraz7efvtt9e/fX/369dPKlSvdXU6DKy8vV3R0tA4fPixJKigoUExMjPr166cFCxa4ubqG8be//U1RUVGKiorS3LlzJTXPPqX654Xm2qt0c8wBI0aMUFRUlGJjYxUbG6tdu3Y17eOScRMqLS01pk6davz61782Fi1a5BofOnSosXHjRsMwDKOgoMCIiYmps9+UKVOMHj16GP/5z3+uZ7nX5Ep7/ctf/mKsWLHCMAzD2L9/v9GrVy+jpqbmutd9ta603//7v/8znnnmGcMwDOOjjz4yhgwZct1rvloX6/XUqVPGvHnzjO7duxtPP/20azwzM9OYMGGCYRiG8fnnnxt9+vS57jVfiyvt96WXXjImTZpk1NbWGl9++aXRu3dvo7a21h2lX7Er7fWsG/EYBXO2bdtmDB061HA4HEZVVZXxwAMPGPv37zcMwzC++uoro0+fPsZjjz3m5iobR32979u3z7jvvvuMffv2GYZhGBMnTjRWrlzp5kobx8V+9qGhocbXX39tGIZhjB071sjMzHRzpY2noKDA6Nmzp+u4FxUVZXz88ceGYRjG1KlTm+3P3jDq9l5WVmbcd999xvHjxw3DMIyFCxcaM2fOdHOFzcPx48eNBx54wDh58qRRUVFhxMTEGF999ZW7y2own3zyiREdHW106dLFOHTokFFVVWWEhYUZ3333neFwOIzHH3/cyM/Pd3eZ12Tr1q3Go48+apw+fdqorq42Ro4cabz99tvNrk/DuPi82Bx7NYybYw6ora01evfubTgcDtdYUz8u3ZRnJL3//vv6+c9/rj/+8Y91xocMGaI+ffpIkjp16qRjx465Ppebm6tbbrlFnTp1uq61Xqsr7bVv376Kjo6WJN1xxx06ffq0Kisrr2/R1+BK+83Pz9eAAQMkST169FBJSYmOHj16fYu+Shfrdfv27aqtrVVCQkKd8draWlVVVcnpdKqqqkqtWrW6nuVesyvtd926dfqf//kfWSwWdezYUcuXL5dhGNez5Kt2pb1KN+4xCubcc889evXVV2W1WvXf//5XTqdTbdq0UXV1tVJSUjRu3Dh3l9ho6ut937596t69uwIDAyVJycnJ6tu3r5srbRwX+9k7nU6Vl5fL6XTq9OnT8vT0dHepjeL777/XggULNHr0aEnSkSNHdOrUKXXv3l2SZLfblZeX584SG835vTscDqWmpqpdu3aSLnytiqtXUFCge++9V97e3mrTpo3Cw8Ob1e9VZmamUlNT5efnJ0navXu37rjjDnXo0EFWq1UxMTE3fL++vr5KTExUy5YtZbPZ9Mtf/lIHDhxodn1K9c8LpaWlzbLXm2UO+OabbyRJjz/+uAYMGKAVK1Y0+ePSTRkkDRw4UPHx8fLw8KgzbrfbXWOLFi3SQw89JEk6evSo/vnPf2rKlCnXvdZrdaW9hoeH60c/+pEk6eWXX1bnzp3Vtm3b61v0NbjSfk+cOCFfX1/Xdr6+vjp+/Pj1K/gaXKzX3r17a8qUKRcERYMGDdL333+vPn366LHHHtPkyZOvZ7nX7Er7PXjwoLZv367hw4fr0UcfVXFxsVq0uDEOeVfa6418jIJ5NptNixYtUlRUlEJCQtSuXTv99a9/1eDBg9WhQwd3l9eozu+9qKhIbdq00cSJExUbG6sXX3xRt956q7vLbDT1/eyfffZZjRgxQn369NHJkycVERHh7jIbRUpKiiZOnOj6+dY3bxcWFrqrvEZ1fu8//vGPXYHpqVOntGzZMtfrGVyb83+v/Pz8mtXvVVpamoKDg12Pm2O/HTt2dIULBw4c0Lp162SxWJpdn2edPy80x5+pdPPMAaWlpQoJCdFLL72kf/zjH3rttdd09OjRJv0zvTH+qrpK69atU2hoaJ3/Ro0adcl9DMPQnDlztGvXLk2bNk21tbVKSkrSM88806TP4GiIXs/1j3/8Q6+//rprfXFT01D9GoYhi8VSZ5umFjZcTa/1+dvf/qbu3btr69atevvtt5WWlqYjR440fMHXqKH6dTqdOn78uFauXKnp06dr8uTJKisra/iCr0FD9HqjHKPQMMaNG6cPP/xQx44d0+uvv65jx45p8ODB7i7ruji39+rqam3ZskWTJk3S6tWrVVVVpWXLlrm7xEZ1bv8vvfSS0tPTtXbtWm3ZskXdunXT7Nmz3V1ig3vjjTfUvn17hYSEuMZqa2svmLfPfdxc1Nf7WWVlZYqPj1dgYKAGDRrkhuqan5vl9+qs5tzvV199pccff1xTpkxRhw4dmm2fUt154cCBA82u15tpDvjNb36juXPnqm3btvLx8dHDDz+sRYsWNelere4uoDFFRkYqMjLS9PY1NTV6+umnVVhYqFdffVVt27bV119/rW+++UZJSUmSpO+++07JycmaOXOm7r333sYq/Yo1RK9nzZ07V5s2bdLKlSvl7+/fGOVes4bqt127djpx4oR+9rOfSZKKi4tdp/02FVfa68W8//77WrBggSwWi37xi1+oW7du2r17twICAhqgyobTUP3edtttioqKksViUWBgoPz9/fXtt9/q17/+dQNU2TAaotdvvvnmhjhG4drs379f1dXV6ty5s1q3bq1+/fpp165d+uqrrxQbG6vKykoVFxdrwoQJWrhwobvLbVD19T5nzhzdd999rjOxIiMjtWLFCjdX2jjq63/VqlW6++67XXPXI488ogkTJri50oaXm5uroqIixcbG6ocfflBlZaUsFouKiopc2zTFebsh1Nf7c889pyeffFJPPPGE7r333gveBMTV8/f3144dO1yPi4qKmuXv1Vn+/v51/j9qLv3u3LlT48aN07Rp0xQVFaWPPvqoWfZZ37yQl5dX50z25tDrzTQH7NixQw6HwxWaGYahgICAJv3727ROvXCzOXPmqLy8XK+88ooraLjrrru0adMm5eTkKCcnR0FBQZo1a9YN/wdafb1KZ85E2rZtm/71r3812RDpalys37CwMOXk5Eg68z+wp6enfvrTn7qrzEYVGBio9957T5JUUlKiPXv2qHPnzm6uqvE88MADys3NlSQdOnRIx44d0y9+8Qs3V9XwmusxCnUdPnxYycnJqq6uVnV1tYWlnXEAACAASURBVN5//3317t1b69atU05OjmbNmqWgoKBmFyJJ9fc+Y8YMffbZZ67rw2zcuFFdunRxc6WNo77+BwwYoN27d6u4uFjSmTcKunbt6uZKG97y5cu1du1a5eTkaNy4cXrwwQc1e/ZseXp6aufOnZKknJwchYaGurnShldf708//bRGjx6tyMhIJSUlNal3pm90vXr10ocffqiSkhJVVVXpnXfeaZa/V2d169ZN3377rQ4ePCin06m1a9fe8P0eO3ZMTz31lNLT0xUVFSWpefYp1T8vDB06tNn1ejPNAWVlZZo7d65Onz6t8vJyvfXWW5o3b16TPi416zOSrkRJSYlWrlyp22+/XUOGDHGNnw0ZmpOL9Zqdna2XXnpJXl5edW4jvWzZMteFHW9El/rZjhgxQikpKYqKilLLli2b7FK+hjB16lQ988wzioqKUosWLTRp0iT9/Oc/d3dZjWby5MmaMWOG68XErFmzbqjrfQHnCgsL0+7duzVw4EB5eHioX79+rt/t5q6+3gcOHChvb2+NHj1ap0+fVufOnfX000+7u9RGUV//f/rTn+Tn56eRI0fKw8NDd9xxh2bMmOHuUq+b9PR0JScnq7y8XF26dNHIkSPdXdJ1sWHDBu3du1dOp1Pr16+XJAUFBSktLc3Nld342rVrp4kTJ2rkyJFyOBx6+OGHm9QZzA3N09NTzz//vMaOHavTp08rLCzshr/O2ssvv6zTp0/r+eefd40NHTq02fUpXfw1gY+PT7PrtT7NcQ544IEHtGvXLg0cOFC1tbUaPny4fve73zXp45LFuFFuYwQAAAAAAAC3YmkbAAAAAAAATCFIAgAAAAAAgCkESQAAAAAAADCFIAkAAAAAAACmECQBAAAAAADAFIIkAAAASdu2bVN0dPQlt/nb3/6m9957T5L0wgsvKDs7+4LxK/Gb3/xGhw8fvvJiAaAZM3M8vlaffvqpxo0b16jP0VBKSkrUqVMnSdL777+vWbNmubki3OwIktAsNdbkk5SUpIKCAklScnKy9uzZc0X7nzsJAABuPNu2bVNNTY0kafz48Ro4cOAF4wCApq9r165atGiRu8u4Yr///e+VnJzs7jJwk7O6uwDgRpKWlub6uKCgQI8++qgbqwEANIZvv/1WM2bMUEVFhYqKihQYGKiFCxcqKytLe/bs0dy5c+Xh4aH3339fHTt2VKtWreodf+KJJyRJiYmJrsc7duzQzJkzZbFY1LVrV9XW1rqed8OGDVqyZIkcDodatWqlp59+Wr/5zW/c9W0AALeqrKzUxIkT9c033+j06dOaNWuWOnXqpOnTp+vzzz+XxWJRnz59NGnSJFmtVnXq1EkffvihfHx8JMn12NPTU1OnTtXBgwfVokULdenSRTNmzND27ds1c+ZMrV27VomJifLy8tIXX3yh48ePq1OnTpozZ45uueUWbdq0Senp6WrRooU6d+6sgoICrVq1SrfffvtFax8xYoS6dOmiTz75RCUlJXrkkUdUXFysjz76SFVVVVq4cKE6deqksrIypaWl6csvv5TD4VBISIimTJkiq9Wqd955RwsWLFDr1q0VFBTk+tqrV6/W+vXr9fe//12ffPKJ5s2bp+rqahUVFalXr1567rnndPjwYY0aNUphYWHatWuXSktLlZCQoL59+17ye75x40b9/e9/V3V1tUpKSjRw4EBNmDBBkrRs2TJlZWXplltuUXBwsN5//31t2LBB1dXVSk9P1/bt2+V0OvWrX/1KycnJ8vLyaoDfAjRVnJGEZq2srEyTJ09WdHS0YmJiNHfuXNc7xl27dtWLL76ooUOH6sEHH9SqVaskSU6nU7Nnz1bfvn1lt9v17LPPasSIEZLOTAp5eXlasGCBTpw4ocmTJ2vXrl2u8bPOffzOO+8oMjJSdrtdCxcurFPfG2+8IbvdroEDB2rUqFHav3//9fi2AAAuITMzUwMHDlRmZqbeeecdHT58WPn5+YqLi1NQUJCmTJlS58X4xcbPV11drfHjxysxMVHZ2dnq2bOnTp06JUk6cOCAFixYoGXLlik7O1szZ87U2LFjVVlZ2ej9AkBTdPz4cY0aNUo5OTkaOnSoXnzxRc2aNUve3t56++239eabb+qLL77QK6+8csmv8+6776qiokI5OTnKysqSJB06dOiC7fbs2aOXX35Zubm5OnLkiPLy8nTy5ElNmTJF8+bNU05Ojnr27KnCwkJT9R85ckSvvfaa5s2bp3nz5umee+7R6tWr1adPH61YsUKS9Nxzz6lLly5avXq1srOzdfLkSS1fvlzFxcWaNm2aXnzxRa1evVoBAQH1Pserr76qcePG6Y033tC///1vbdiwwbVi4tChQ+rdu7eysrL0l7/8Rc8999wl6zUMQ6+88oqef/55rV69Wq+//rqWLVumkpISffDBB1q9erWysrK0evVqVVRUuPZbtmyZPDw8tHr1aq1Zs0Z+fn5KT0839T3CjYszktCsnTvZOBwOjRkzRq+88ori4+NVXV2tH//4x3rttde0Z88eDRs2TIMHD9Zbb72lzz77TGvXrpXFYtGYMWMu+LoTJ07U22+/rfT0dHXt2vWiz392Enjttdd011136e9//7vrcx999JGys7O1cuVKtW7dWlu2bNH/+3//T+vWrWuU7wUAwJyEhARt3bpV//u//6sDBw7oxIkTDRLofPnll7JarQoJCZEkRUdHKyUlRZK0detWnThxQqNGjXJtb7FY9N133ykwMPCanxsAbjQdOnRQt27dJEmBgYF688039eWXX+pf//qXLBaLWrZsqaFDh+qf//yn4uPjL/p1fve732nBggUaMWKEevXqpT/84Q+64447dPz48Trb9enTRy1btpQk3X333frhhx+0Y8cO/fKXv3QdhwcNGmT6+kRn31jo0KGD6+tL0s9+9jN99NFHkqT8/Hx9+umnroDr7JsLO3fu1N1336277rpLkvToo49q/vz5FzzH888/r82bN2vp0qWuM7cqKyvl7e0tm82msLAwSdKvfvUrff/995es12KxaOnSpcrPz9fatWu1f/9+GYahqqoqbdq0SREREbr11lslnXkD5T//+Y+rh7KyMtflPxwOh37yk5+Y+h7hxkWQhGZt8+bNl5xsfv/730uSunTpourqalVWVmrTpk2KjY2Vp6enpDMH7oyMjKt6/ktNAvn5+Tp48KCGDh3q2r60tFTff/+9vL29r7pnAMC1mTRpkpxOpyIjI3X//ffr2LFjMgzD9P4Wi6XO9g6Hw/Xx+V/Haj3zUqy2tlYhISF1zlw9duyY/Pz8rrYNALih2Ww218dnj6u1tbWyWCyu8dra2nqvT1ddXe36uEOHDnr33Xe1bds2/ec//9Ef//hHzZgxQ7fcckudfVq1anXB83l4eFxw3G7RwtyinrOhVH39nFv/Cy+8oF/+8peSzvwtYLFYVFBQUOd5z84V53vsscfUqVMn9enTR5GRkdq1a5drP5vN5qr13O/ZxVRWVmrQoEF66KGHFBwcrMGDB+u9996TYRiyWq116vHw8KjTw7Rp01yhVUVFhU6fPn3Z58ONjaVtaNYuN9mcDYvObnP2QHkus5OFmT8azv3atbW1io2NVU5OjnJycvTWW2/pzTff1I9+9CNTzwcAaBxbtmzRU089pf79+0uSdu3aJafTKenMi+f6/mg5d/zHP/6xa2lBYWGh653nTp06yTAMbdq0SdKZO+/88MMPkqSQkBBt3brVtcR506ZNGjBggOvdaQCA1Lt3b61YsUKGYai6ulqZmZnq1auXJMnHx0effvqpJGnt2rWufVatWqWpU6eqd+/eSkhIUO/evbV3715Tz/fb3/5WBw4c0Oeffy5JWr9+vSvsaah+/vGPf7j6GTNmjFasWKEePXro66+/dj3v6tWrL9i3tLRUn376qSZPnqx+/frp+PHj+u677+pce+9KHDx4UOXl5ZowYYIefPBBbdu2TdXV1aqtrVVYWJjeeecdlZWVSZLrDKqzPaxcudK17TPPPFPv2VNoXjgjCc3a2clm2rRpcjgcdSabiwkLC1NOTo5iY2PVokULvfXWW/Vud+4fDT4+PtqzZ48iIyP19ddf64svvpAk9ejRQ8nJyfr8888VGBhYZxLo3bu3kpOT9Yc//EF+fn7617/+pVdffbXOtZYAANffxIkT9dRTT6lNmzby8vJSjx499N1330mSHnzwQc2fP7/OGwbnj48YMUKTJ09WeHi4br/9dt17772Szrw7/NJLL+nZZ5/V/Pnz1blzZ9fp/3fddZdmzJihSZMmud7UWLJkyQXvmAPAzSw5OVmzZs1STEyMHA6H+vTpo9GjR7s+N2PGDN16663q1auXfH19JUkDBw7URx99pP79+6t169Zq3769RowY4QppLsXb21vz58/X008/rRYtWigoKEhWq1WtW7dukH6SkpKUlpbm6qdXr1568sknZbPZlJ6ersmTJ8tms6lHjx4X7HvrrbcqPj5egwYNUps2bdSuXTv99re/1cGDB13L6a5Ep06ddP/99ysyMlItW7Z0rao4ePCg+vTpo0ceeUSPPvqoWrVqpY4dO7q+B3/+8581Z84cDRo0SE6nU507d1ZiYuI1f2/QtFmMKzlXG7hBbNu2TTNnzlRGRoZmzZqlL774wjXZTJkyRS1btrzonR28vb3117/+VRs3blSbNm10++23q7KyUsuWLdOIESMUFxeniIgIzZ07V++8846effZZ3XbbbUpMTFRNTY3uvPNOVVVVafDgwYqIiNCmTZs0b9481yTwz3/+0xU0rVy50rX0zsvLSzNmzFDHjh3d+a0DAAAAIKm8vFyLFy/W2LFj1bp1a3322Wf605/+pA8++KDBzkq6EXz66af6+OOPNXLkSEnS8uXLtWvXrgtuJISbB0EScJ4tW7bov//9r2JjYyWduWC3p6enEhIS3FwZAAAAgOtpwYIFeu+992S1WmW1WjV16lTV1NRo9uzZ9W7fs2dPTZs27TpXac6aNWv08ssv1/u5mJgYPfnkk/V+rry8XNOmTdM333wji8Wi9u3ba+bMmWrXrl1jlosmjCAJOE9hYaESExNVXFys2tpaBQYG6tlnn1Xbtm3dXRoAAAAAAG5FkAQAAAAAAABTuGsbAAAAAAAATCFIAgAAAAAAgCkESQAAAAAAADCFIAkAAAAAAACmECQBAAAAAADAFIIkAAAAAAAAmEKQBAAAAAAAAFMIkgAAAAAAAGAKQRIAAAAAAABMIUgCAAAAAACAKQRJAAAAAAAAMIUgCQAAAAAAAKYQJAEAAAAAAMAUgiQAAAAAAACYQpAEAAAAAAAAUwiSAAAAAAAAYApBEgAAAAAAAEwhSAIAAAAAAIApBEkAAAAAAAAwhSAJAAAAAAAAphAkAQAAAAAAwBSCJAAAAAAAAJhCkAQAAAAAAABTCJIAAAAAAABgCkESAAAAAAAATCFIAgAAAAAAgCkESQAAAAAAADCFIAkAAAAAAACmWN1dwOWcOnVKe/bska+vrzw8PNxdDgA0KU6nU0VFRQoKClKrVq3cXY5bME8AQP2YI85gngCA+l3tPNHkg6Q9e/YoLi7O3WUAQJO2cuVKBQcHu7sMt2CeAIBLu5nnCIl5AgAu50rniSYfJPn6+ko605i/v7+bqwGApuX48eOKi4tzHStvRswTAFA/5ogzmCcAoH5XO080+SDp7Omn/v7+uv32291cDQA0TTfzqfrMEwBwaTfzHCExTwDA5VzpPMHFtgEAAAAAAGAKQRIAAAAAAABMIUgCAAAAAACAKQRJAAAAAAAAMIUgCQAAAAAAAKYQJAEATCsvL1d0dLQOHz4sSfr444/1yCOPKCoqSpMmTVJ1dbUkad++fbLb7QoPD1dSUpJqamokSUePHlVcXJwiIiI0ZswYVVRUSJJKS0sVHx+vyMhIxcXFqaioyD0NAgAAALgkgiQAgCm7du3SsGHDdODAAUlnQqWxY8dqxowZ+ve//y1JysrKkiQlJCQoJSVF69evl2EYyszMlCRNnz5dw4cPV15enoKCgrR48WJJ0sKFCxUcHKx169ZpyJAhSktLu/4NAgAAALgsgiQAgCmZmZlKTU2Vn5+fJGnr1q3q3r27AgMDJUnJycnq27evjhw5olOnTql79+6SJLvdrry8PDkcDm3fvl3h4eF1xiUpPz9fMTExkqTo6Ght3rxZDofjercIAAAA4DKs7i4AAHBjOP8soYMHD6pNmzaaOHGivvnmG/32t79VYmKi9u7dK19fX9d2vr6+Kiws1MmTJ+Xl5SWr1VpnXJJOnDjh2sdqtcrLy0slJSVq167ddeoOAAAAgBmckQQAuCpOp1NbtmzRpEmTtHr1alVVVWnZsmWqra2VxWJxbWcYhiwWi+vfc53/+Nx9WrRgigIAAACaGl6lAwCuym233aZu3bqpQ4cO8vDwUGRkpHbv3i1/f/86F8suLi6Wn5+ffHx8VFZWJqfTKUkqKipyLZPz8/NTcXGxJKmmpkYVFRXy9va+/k0BAAAAuCSCJADAVendu7c+++wzHTt2TJK0ceNGdenSRQEBAfL09NTOnTslSTk5OQoNDZXNZlNwcLByc3MlSdnZ2QoNDZUkhYWFKTs7W5KUm5ur4OBg2Ww2N3QFAAAA4FKa/zWSfiiXyqqubt+2raUfeTVsPQDQTLRv314zZszQ6NGjdfr0aXXu3FlPP/20JCk9PV3JyckqLy9Xly5dNHLkSElSamqqEhMTtWTJErVv317z58+XJI0fP16JiYmKiopS27ZtlZ6eft36+KGiXGVVlVe1b9vWbfSjW5gnAAAXceqkVF16dfu2vFVq9eOGrQcAGkDzD5LKqqTNu65u39BuBEkAcJ4NGza4Pr7//vt1//33X7BNYGCgsrKyLhgPCAhQRkbGBePe3t5aunRpg9ZpVllVpT747OrmiT5duhEkAQAurrpUOrj+6va9I5wgCUCTxNI2AAAAAAAAmEKQBAAAAAAAAFMIkgAAAAAAAGAKQRIAAAAAAABMIUgCAAAAAACAKQRJAAAAAAAAMIUgCQAAAAAAAKYQJAEAAAAAAMAUgiQAAAAAAACYQpAEAAAAAAAAUwiSAAAAAAAAYApBEgAAAAAAAEwhSAIAAAAAAIApBEkAAAAAAAAwhSAJAAAAAAAAphAkAQAAAAAAwBSCJAAAAAAAAJhCkAQAAAAAAABTCJIAAAAAAABgCkESAAAAAAAATCFIAgAAAAAAgCkESQAAAAAAADCFIAkAAAAAAACmECQBAAAAAADAFIIkAAAAAAAAmGJ1dwFNWo1TOlx0dfu2bS39yKth6wEAAAAAAHAjgqRLqTotffzV1e0b2o0gCQAAAAAANCssbQMAAAAAAIApBEkAAAAAAAAwhSAJAAAAAAAAphAkAQBMKy8vV3R0tA4fPlxnfMWKFRoxYoTr8dGjRxUXF6eIiAiNGTNGFRUVkqTS0lLFx8crMjJScXFxKio6c0OD6upqJSQkKDIyUoMGDdL+/fuvX1MAAAAATCNIAgCYsmvXLg0bNkwHDhyoM/71119r2bJldcamT5+u4cOHKy8vT0FBQVq8eLEkaeHChQoODta6des0ZMgQpaWlSZIyMjLUunVrrVu3TtOmTdPUqVOvS08AAAAArgxBEgDAlMzMTKWmpsrPz881Vl1drZSUFI0bN8415nA4tH37doWHh0uS7Ha78vLyJEn5+fmKiYmRJEVHR2vz5s1yOBzKz8/XgAEDJEk9evRQSUmJjh49er1aAwAAAGCSqSApJydHUVFRioqK0pw5cyRJ+/btk91uV3h4uJKSklRTUyPpypczAABuDGlpaQoODq4z9te//lWDBw9Whw4dXGMnT56Ul5eXrFarJMnX11eFhYWSpBMnTsjX11eSZLVa5eXlpZKSkjrjZ/c5fvx4Y7cEAAAA4ApdNkiqqqpSWlqaMjIylJOTox07dqigoEAJCQlKSUnR+vXrZRiGMjMzJV35cgYAwI1p69atOnbsmAYPHlxn3DAMWSyWOmPnPz532xYtWlywz9lxAAAAAE3LZV+lO51O1dbWqqqqSjU1NaqpqZHVatWpU6fUvXt3Sf//soWrWc4AALgxrV27Vl999ZViY2OVnJysPXv2aMKECfLx8VFZWZmcTqckqaioyLUczs/PT8XFxZKkmpoaVVRUyNvbW+3atdOJEydcX7u4uLjOEjoAAAAATcNlgyQvLy+NHz9ekZGRCgsLU0BAgGw22wVLEAoLC69qOQMA4MY0e/ZsrVu3Tjk5OZo1a5aCgoK0cOFC2Ww2BQcHKzc3V5KUnZ2t0NBQSVJYWJiys7MlSbm5uQoODpbNZlNYWJhycnIkSTt27JCnp6d++tOfuqcxAAAAABd12SDp888/15tvvqmNGzfqgw8+UIsWLbR169YLliBYLJarWs4AAGh+UlNTlZmZqf79+2vHjh2aMGGCJGn8+PH65JNPFBUVpVWrViklJUWSNGLECFVXVysqKkppaWmaO3euO8sHAAAAcBHWy22wZcsWhYSE6Cc/+YmkM8vVXn755ToXyz67BOHc5QweHh71Lmfw9/evs5wBAHBj2bBhwwVjPXv2VM+ePV2PAwIClJGRccF23t7eWrp06QXjnp6erps5AAAAAGi6LntKUGBgoAoKClRZWSnDMLRhwwbdc8898vT01M6dOyWduatbaGjoVS1nAAAAANB8cQdoAGheLhsk9e7dW1FRUbLb7RowYIBqamoUHx+v9PR0zZ49WxEREaqsrNTIkSMlXflyBgAAAADNE3eABoDm57JL2yQpPj5e8fHxdcYCAwOVlZV1wbZXupwBAAAAQPN07h2g27Rpc9E7QC9atEhDhgzR9u3b9dJLL7nGH3vsMSUkJCg/P18rV66UdOYO0DNmzJDD4WCFAwC4gakgCQAAAACu1Ll3gG7durV69OjRoHeAbteu3fVvCgBuctw2DQAAAECj4A7QAND8cPQFAAAA0CjOvQN0y5YtZbfbtW3btsveAVpSvXeAlsQdoAHAzQiSAAAAADQK7gANAM0P10gCAAAA0Ch69+6tvXv3ym63y2azqWvXroqPj1ffvn2VnJys8vJydenSpc4doBMTE7VkyRK1b99e8+fPl3TmDtCJiYmKiopS27ZtlZ6e7s62AOCmRpAEAAAAoNFwB2gAaF5Y2gYAAAAAAABTCJIAAAAAAABgCkESAAAAAAAATCFIAgAAAAAAgCkESQAAAAAAADCFIAkAAAAAAACmECQBAAAAAADAFIIkAAAAAAAAmEKQBAAAAAAAAFMIkgAAAAAAAGAKQRIAAAAAAABMIUgCAAAAAACAKQRJAAAAAAAAMIUgCQAAAAAAAKYQJAEAAAAAAMAUgiQAAAAAAACYQpAEAAAAAAAAUwiSAAAAAAAAYApBEgAAAAAAAEwhSAIAAAAAAIApBEkAANPKy8sVHR2tw4cPS5Jef/11RUdHKyYmRlOnTlV1dbUkad++fbLb7QoPD1dSUpJqamokSUePHlVcXJwiIiI0ZswYVVRUSJJKS0sVHx+vyMhIxcXFqaioyD0NAgAAALgkgiQAgCm7du3SsGHDdODAAUnSt99+q5dfflmvvfaa1qxZo9raWq1atUqSlJCQoJSUFK1fv16GYSgzM1OSNH36dA0fPlx5eXkKCgrS4sWLJUkLFy5UcHCw1q1bpyFDhigtLc0tPQIAAAC4NIIkAIApmZmZSk1NlZ+fnySpZcuWSk1NlZeXlywWi+6++24dPXpUR44c0alTp9S9e3dJkt1uV15enhwOh7Zv367w8PA645KUn5+vmJgYSVJ0dLQ2b94sh8Phhi4BAAAAXIrV3QUAAG4M558lFBAQoICAAElSSUmJVq5cqdmzZ+vEiRPy9fV1befr66vCwkKdPHlSXl5eslqtdcYl1dnHarXKy8tLJSUlateu3fVoDQAAAIBJnJEEALgmhYWF+sMf/qDBgwerZ8+eqq2tlcVicX3eMAxZLBbXv+c6//G5+7RowRQFAAAANDW8SgcAXLX9+/dr6NChGjRokJ566ilJkr+/f52LZRcXF8vPz08+Pj4qKyuT0+mUJBUVFbmWyfn5+am4uFiSVFNTo4qKCnl7e1/nbgAAAABcDkESAOCqlJeX64knntD48eP1+OOPu8YDAgLk6empnTt3SpJycnIUGhoqm82m4OBg5ebmSpKys7MVGhoqSQoLC1N2drYkKTc3V8HBwbLZbNe5IwAAAACXQ5AEALgqWVlZKi4u1vLlyxUbG6vY2Fi98MILkqT09HTNnj1bERERqqys1MiRIyVJqampyszMVP/+/bVjxw5NmDBBkjR+/Hh98sknioqK0qpVq5SSkuK2vgAAAABcHBfbBgBckQ0bNkiSRo0apVGjRtW7TWBgoLKysi4YDwgIUEZGxgXj3t7eWrp0aYPWCQAAAKDhcUYSAAAAAAAATCFIAgAAAAAAgCkESQAAAAAAADCFIAkAAAAAAACmECQBAAAAAADAFIIkAAAAAAAAmEKQBAAAAAAAAFMIkgAAAAAAAGAKQRIAAAAAAABMIUgCAAAAAACAKQRJAAAAAAAAMIUgCQAAAAAAAKYQJAEAAAAAAMAUgiQAAAAAAACYQpAEAAAAAAAAUwiSAAAAAAAAYApBEgAAAAAAAEwhSAIAAAAAAIApBEkAAAAAAAAwhSAJAAAAAAAAphAkAQAAAAAAwBSCJAAAAAAAAJhiKkjasGGD7Ha7IiMjNWvWLElSQUGBYmJi1K9fPy1YsMC17b59+2S32xUeHq6kpCTV1NRIko4ePaq4uDhFRERozJgxqqioaIR2AAAAAAAA0FguGyQdOnRIqampWrx4sdasWaO9e/dq06ZNmjZtmhYvXqzc3Fzt2bNHmzZtkiQlJCQoJSVF69evl2EYyszMlCRNnz5dw4cPV15enoKCgrR48eLG7QwAAAAAAAAN6rJB0rvvGubtFgAAIABJREFUvqv+/fvL399fNptNCxYsUOvWrXXHHXeoQ4cOslqtiomJUV5eno4cOaJTp06pe/fukiS73a68vDw5HA5t375d4eHhdcYBAAAAoEk7dVIqPXh1/9VUubt6AGhw1sttcPDgQdlsNo0ePVrHjh3T/fffr44dO8rX19e1jZ+fnwoLC3XixIk6476+viosLNTJkyfl5eUlq9VaZxwAAAAAmrTqUung+qvb1//ehq0FAJqAywZJTqdTO3bsUEZGhtq0aaMxY8aoVatWslgsrm0Mw5DFYlFtbW2942f/Pdf5jwEAAAAAANC0XXZp22233aaQkBD5+PioVatWeuihh1RQUKCioiLXNkVFRfLz85O/v3+d8eLiYvn5+cnHx0dlZWVyOp11tgcAAADQvHHjHgBoXi4bJD3wwAPasmWLSktL5XQ69cEHHygiIkLffvutDh48KKfTqbVr1yo0NFQBAQHy9PTUzp07JUk5OTkKDQ2VzWZTcHCwcnNzJUnZ2dkKDQ1t3M4AAAAAuBU37gGA5ueyQVK3bt305JNPavjw4erfv79++tOfatiwYXr++ec1duxY9e/fX3feeaciIiIkSenp6Zo9e7YiIiJUWVmpkSNHSpJSU1OVmZmp/v37a8eOHZowYULjdgYAAADArbhxDwA0P5e9RpIkPfzww3r44YfrjIWEhGjNmjUXbBsYGKisrKwLxgMCApSRkXGVZQIAmoLy8nINHTpUS5cu1e23366CggLNnj1bp0+fVmRkpCZOnCjpzNKEpKQkVVRUKDg4WNOnT5fVatXRo0eVkJCg//73v/rFL36h9PR03XLLLSotLdXkyZN16NAh+fj4aOHChXVu3gAAuDFx4x4AaH4ue0YSAACStGvXLg0bNkwHDhyQJJ06darBliYsXLhQwcHBWrdunYYMGaK0tDS39AgAaFhOp1MffvihnnvuOb3++uvavXu3Dh06xI17AOAGRpAEADAlMzNTqamprpsl7N69u8GWJuTn5ysmJkaSFB0drc2bN8vhcLihSwBAQ+LGPQDQ/BAkAQBMSUtLU3BwsOvx+UsQrmVpwrn7WK1WeXl5qaSk5Hq0BQBoRNy4BwCaH1PXSAIA4HwXW4LQEEsTDMNQixa81wEAN7pzb9zjcDh03333adiwYbrzzjs1duxYnT59WmFhYXVu3JOcnKzy8nJ16dKlzo17EhMTtWTJErVv317z5893Z1sAcFMjSAIAXJXzlyBcydIEDw+POksT/Pz8VFxcLH9/f9XU1KiiokLe3t7XvScAQMPjxj0A0Lzwdi8A4Kp069atwZYmhIWFKTs7W5KUm5ur4OBg2Ww29zQGAAAA4KI4IwkAcFU8PT31/PPPN8jShPHjxysxMVFRUVFq27at0tPT3dYXAAAAgIsjSAIAXJENGza4Pm6opQne3t5aunRpwxYKAAAAoMGxtA0AAAAAAACmECQBAAAAAADAFIIkAAAAAAAAmEKQBAAAAAAAAFMIkgAAAAAAAGAKQRIAAAAAAABMIUgCAAAAAACAKQRJAAAAAAAAMIUgCQAAAAAAAKYQJAEAAAAAAMAUgiQAAAAAAACYQpAEAAAAAAAAUwiSAAAAAAAAYApBEgAAAAAAAEwhSAIAAAAAAIApBEkAAAAAAAAwhSAJAAAAAAAAphAkAQAAAAAAwBSCJAAAAAAAAJhCkAQAAAAAAABTCJIAAAAAAABgCkESAAAAAAAATCFIAgAAAAAAgCkESQAAAAAAADCFIAkAAAAAAACmECQBAAAAAADAFIIkAAAAAAAAmEKQBAAAAAAAAFMIkgAAAAAAAGAKQRIA4Jrl5OQoKipKUVFRmjNnjiRp3759stvtCg8PV1JSkmpqaiRJR48eVVxcnCIiIjRmzBhVVFRIkkpLSxUfH6/IyEjFxcWpqKjIbf0AAAAAqB9BEgDgmlRVVSktLU0ZGRnKycnRjh07VFBQoISEBKWkpGj9+vUyDEOZmZmSpOnTp2v48OHKy8tTUFCQFi9eLElauHChgoODtW7dOg0ZMkRpaWnubAsAAABAPQiSAADXxOl0qra2VlVVVaqpqVFNTY2sVqtOnTql7t27S5Lsdrvy8vLkcDi0fft2hYeH1xmXpPz8fMXExEiSoqOjtXnzZjkcDvc0BQAAAKBeVncXAAC4sXl5eWn8+PGKjIxU69at1aNHD9lsNvn6+rq28fX1VWFhoU6ePCkvLy9ZrdY645J04sQJ1z5Wq1VeXl4qKSlRu3btrn9TAAAAAOrFGUkAgGvy+eef680339TGjRv1wQcfqEWLFtq6dassFotrG8MwZLFYXP+e6/zH5+7TogXTFAAAANCU8AodAHBNtmzZopCQEP3kJz9Ry5YtZbfbtW3btjoXyy4uLpafn598fHxUVlYmp9MpSSoqKpKfn58kyc/PT8XFxZKkmpoaVVRUyNvb+/o3BAAAAOCiCJIAANckMDBQBQUFqqyslGEY2rBhg+655x55enpq586dks7c1S00NFQ2m03BwcHKzc2VJGVnZys0NFSSFBYWpuzsbElSbm6ugoODZbPZ3NMUAAAAgHpxjSQAwDXp3bu39u7dK7vdLpvNpq5duyo+Pl59+/ZVcnKyysvL1aVLF40cOVKSlJqaqsTERC1ZskTt27fX/PnzJUnjx49XYmKioqKi1LZtW6Wnp7uzLQAAAAD1IEgCAFyz+Ph4xcfH1xkLDAxUVlbWBdsGBAQoIyPjgnFvb28tXbq00WoEAAAAcO1Y2gYAAAAAAABTCJIAAAAAAABgCkESAAAAAAAATCFIAgAAAAAAgCkESQAAAAAAADCFIAkAAAAAAACmECQBAAAAAADAFIIkAAAAAAAAmEKQBAAAAAAAAFMIkgAAAAAAAGAKQRIAAAAAAABMIUgCAAAAAACAKaaDpDlz5igxMVGStG/fPtntdoWHhyspKUk1NTWSpKNHjyouLk4REREaM2aMKioqJEmlpaWKj49XZGSk4uLiVFRU1AitAAAAAAAAoDGZCpI+/PBDvfXWW67HCQkJSklJ0fr162UYhjIzMyVJ06dP1/Dhw5WXl6egoCAtXrxYkrRw4UIFBwdr3bp1GjJkiNLS0hqhFQAAAAAAADSmywZJ33//vRYsWKDRo0dLko4cOaJTp06pe/fukiS73a68vDw5HA5t375d4eHhdcYlKT8/XzExMZKk6Ohobd68WQ6Ho1EaAgAAAAAAQOO4bJCUkpKiiRMn6tZbb5UknThxQr6+vq7P+/r6qrCwUCdPnpSXl5esVmud8fP3sVqt8vLyUklJSYM3AwAAAKBp4lIZANA8XDJIeuONN9S+fXuFhIS4xmpra2WxWFyPDcOQxWJx/Xuu8x+fu0+LFlznGwAAALgZcKkMAGg+Lpnm5ObmauvWrYqNjdWiRYu0YcMGZWVl1XkHoLi4WH5+fvLx8VFZWZmcTqckqaioSH5+fpIkPz8/FRcXS5JqampUUVEhb2/vxuoJAAAAQBPBpTIAoHm5ZJC0fPlyrV27Vjk5ORo3bpwefPBBzZ49W56entq5c6ckKScnR6GhobLZbAoODlZubq4kKTs7W6GhoZKksLAwZWdnSzoTTgUHB8tmszVmXwAAAACaAC6VAQDNy1WtL0tPT9fs2bMVERGhyspKjRw5UpKUmpqqzMxM9e/fXzt27NCECRMkSePHj9cnn3yiqKgorVq1SikpKQ3XAQAAAIAmiUtlAEDzYzW7od1ul91ulyQFBgYqKyvrgm0CAgKUkZFxwbi3t7eWLl16DWUCAAAAuNHk5uaqqKhIsbGx+uGHH1RZWSmLxXLZS2V4eHjUe6kMf39/LpUBAG5GjA8AAACgUXCpDABofgiSAAAAAFxXXCoDAG5cppe2AQAAAMDV4lIZANA8cEYSAAAAAAAATCFIAgAAAAAAgCkESQAAAAAAADCFIAkAAAAAAACmECQBAAAAAADAFIIkAMA127Bhg+x2uyIjIzVr1ixJUkFBgWJiYtSvXz8tWLDAte2+fftkt9sVHh6upKQk1dTUSJKOHj2quLg4RUREaMyYMaqoqHBLLwAAAAAujiAJAHBNDh06pNTUVC1evFhr1qzR3r17tWnTJk2bNk2LFy9Wbm6u9uzZo02bNkmSEhISlJKSovXr18swDGVmZkqSpk+fruHDhysvL09BQUFavHixO9sCAAAAUA+CJADANXn33XfVv39/+fv7y2azacGCBWrdurXuuOMOdejQQVarVTExMcrLy9ORI0d06tQpde/eXZJkt9uVl5cnh8Oh7du3Kzw8vM44AAAAgKbF6u4CAAA3toMHD8pms2n06NE6duyY7r//fnXs2FG+vr6ubfz8/FRYWKgTJ07UGff19VVhYaFOnjwpLy8vWa3WOuMAAAAAmhaCJADANXE6ndqxY4cyMjLUpk0bjRkzRq1atZLFYnFtYxiGLBaLamtr6x0/+++5zn8MAAAAwP0IkgAA1+S2225TSEiIfHx8JEkPPfSQ8vLy5OHh4dqmqKhIfn5+8vf3V1FRkWu8uLhYfn5+8vHxUVlZmZxOpzw8PFzbAwAAAGhauEYSAOCaPPDAA9qyZYtKS0vldDr1wQcfKCIiQt9++60OHjwop9OptWvXKjQ0VAEBAfL09NTOnTslSTk5OQoNDZXNZlNwcLByc3MlSdnZ2QoNDXVnWwAAAADqwRlJAIBr0q1bNz355JMaPny4HA6H7rvvPg0bNkx33nmnxo4dq9OnTyssLEwRERGSpPT0dCUnJ6u8vFxdunTRyJEjJUmpqalKTEzUkiVL1L59e82fP9+dbQEAAACoB0ESAOCaPfzww3r44YfrjIWEhGjNmjUXbBsYGKisrKwLxgMCApSRkdFoNQIAAAC4dixtAwAAAAAAgCn/H3v3HxXVfed//DUy+DtEOZ0pllhOm7W11a22wURaA5tuBXQgKmm2KtEm7qnGTTQxKQaR6moSNYYNhvgjzTZNGzWtSBSURYjbbMwP/BXa1OJijlUhUZAf0Yii/JiZ+/0jX2cDolxHhhnw+TjHo/OZ++G+7+eM9z3zmrkDQRIAAAAAAABMIUgCAAAAAACAKQRJAAAAAAAAMIUgCQAAAAAAAKYQJAEAAAAAAMAUgiQAAAAAAACYQpAEAAAAAAAAUwiSAAAAAAAAYApBEgAAAAAAAEyx+rsAAAAAAEAbbqdUX+Hd3N4hUt/BnVsPAPx/BEkAAAAAEGhaGqTT+7ybGxFHkATAZ7i0DQAAAAAAAKYQJAEAAAAAAMAUgiQAAAAAAACYQpAEAAAAAAAAUwiSAAAAAAAAYApBEgAAAAAAAEwhSAIAAAAAAIApBEkAAAAAAAAwhSAJAAAAAAAAphAkAQAAAAAAwBSCJAAAAAAAAJhCkAQAAAAAAABTCJIAAAAAAABgCkESAAAAAAAATCFIAgAAAAAAgCkESQAAAAAAADCFIAkAAAAAAACmECQBAAAAAADAFIIkAECneO6555SamipJKisrU1JSkuLi4rR48WI5nU5JUmVlpZKTkxUfH6+5c+eqoaFBklRfX6/Zs2drwoQJSk5OVm1trd+OAwAAAMDVESQBAG7Y3r17tX37ds/tlJQULVmyREVFRTIMQ9nZ2ZKkZcuWafr06SosLNTIkSO1fv16SdKaNWsUGRmpXbt26f7779ezzz7rl+MAAAAAcG0ESQCAG/L5558rMzNTDz/8sCTp1KlTamxs1OjRoyVJSUlJKiwsVEtLiw4ePKi4uLhW45L0zjvvKDExUZKUkJCgd999Vy0tLX44GgAAAADXQpAEALghS5Ys0YIFCxQSEiJJqqmpkc1m89xvs9lUXV2ts2fPauDAgbJara3G286xWq0aOHCgzpw508VHAgAAAKAjBEkAAK9t3bpVQ4YMUVRUlGfM7XbLYrF4bhuGIYvF4vn7y9re/vKcXr1oUQAAAECgsfq7AABA91VQUKDa2lpNmjRJ586d08WLF2WxWFp9WXZdXZ3sdrtCQ0N1/vx5uVwuBQUFqba2Vna7XZJkt9tVV1ensLAwOZ1ONTQ0aNCgQf46LNOcLpdO1tV4NfeWfv1164CBnVwRAAAA4FsESQAAr7322muef2/btk0HDhzQypUrlZCQoJKSEt1xxx3Ky8tTdHS0goODFRkZqYKCAiUmJio3N1fR0dGSpJiYGOXm5urhhx9WQUGBIiMjFRwc7K/DMu1Sc5M+On7Uq7l3jxhFkAQAAIBuh+sGAACdLiMjQytXrlR8fLwuXryomTNnSpKWLl2q7OxsTZw4UR9++KEef/xxSdJjjz2mjz76SA6HQ2+88YaWLFniz/IBAAAAXAWfSAIAdIqkpCQlJSVJkoYPH66cnJwrtgkPD9fGjRuvGB80aJBefvlln9cIAAAA4MbwiSQAAAAAAACYYipIWrt2rRwOhxwOh1avXi1JKi4uVmJiomJjY5WZmenZtqysTElJSYqLi9PixYvldDolSZWVlUpOTlZ8fLzmzp2rhoYGHxwOAAAAAAAAfKXDIKm4uFjvv/++tm/frtzcXB0+fFj5+flKS0vT+vXrVVBQoNLSUu3Zs0eSlJKSoiVLlqioqEiGYSg7O1uStGzZMk2fPl2FhYUaOXKk1q9f79sjAwAAAAAAQKfqMEiy2WxKTU1V7969FRwcrNtvv13l5eWKiIjQ0KFDZbValZiYqMLCQp06dUqNjY0aPXq0pC++L6OwsFAtLS06ePCg4uLiWo0DAAAA6Nm4ugEAepYOg6Rhw4Z5gqHy8nLt2rVLFotFNpvNs43dbld1dbVqampajdtsNlVXV+vs2bMaOHCgrFZrq3EAAAAAPRdXNwBAz2P6y7aPHj2qWbNmaeHChRo6dKgsFovnPsMwZLFY5Ha72x2//PeXtb0NAAAAoGfh6gYA6HlMBUklJSV68MEH9eSTT2rKlCkKCwtTbW2t5/7a2lrZ7fYrxuvq6mS32xUaGqrz58/L5XK12h4AAABAz8XVDQDQ81g72qCqqkqPPPKIMjMzFRUVJUkaNWqUTpw4oYqKCt12223Kz8/Xfffdp/DwcPXp00clJSW64447lJeXp+joaAUHBysyMlIFBQVKTExUbm6uoqOjfX5wfuV0SSdrO96uPbf0k24d2Ln1AAAAAH5y9OhRzZkzRwsXLlRQUJDKy8s993F1AwB0Lx0GSa+++qqampq0atUqz9jUqVO1atUqzZs3T01NTYqJiVF8fLwkKSMjQ+np6bpw4YJGjBihmTNnSpKWLl2q1NRUbdiwQUOGDNELL7zgo0MKEJeapL8c9W5u9CiCJAAAAPQIJSUlmj9/vtLS0uRwOHTgwAGvr24ICgri6gYA8LMOg6T09HSlp6e3e9+OHTuuGBs+fLhycnKuGA8PD9fGjRu9KBEAAABAd8TVDQDQ83QYJAEAAACAN7i6AQB6HoIkAAAAAD7B1Q0A0POY+q1tAAAAAAAAAEESAAAAAAAATCFIAgAAAAAAgCkESQAAAAAAADCFIAkAAAAAAACmECQBAAAAAADAFIIkAAAAAAAAmEKQBAAAAAAAAFMIkgAAAAAAAGAKQRIAAAAAAABMIUgCAAAAAACAKQRJAAAAAAAAMIUgCQAAAAAAAKYQJAEAAAAAAMAUgiQAAAAAAACYQpAEAAAAAAAAUwiSAAAAAAAAYApBEgDghq1du1YOh0MOh0OrV6+WJBUXFysxMVGxsbHKzMz0bFtWVqakpCTFxcVp8eLFcjqdkqTKykolJycrPj5ec+fOVUNDg1+OBQAAAMDVESQBAG5IcXGx3n//fW3fvl25ubk6fPiw8vPzlZaWpvXr16ugoEClpaXas2ePJCklJUVLlixRUVGRDMNQdna2JGnZsmWaPn26CgsLNXLkSK1fv96fhwUAAACgHQRJAIAbYrPZlJqaqt69eys4OFi33367ysvLFRERoaFDh8pqtSoxMVGFhYU6deqUGhsbNXr0aElSUlKSCgsL1dLSooMHDyouLq7VOAAAAIDAQpAEALghw4YN8wRD5eXl2rVrlywWi2w2m2cbu92u6upq1dTUtBq32Wyqrq7W2bNnNXDgQFmt1lbjAAAAAAILQRIAoFMcPXpUs2bN0sKFCzV06FBZLBbPfYZhyGKxyO12tzt++e8va3sbAAAAgP8RJAEAblhJSYkefPBBPfnkk5oyZYrCwsJUW1vrub+2tlZ2u/2K8bq6OtntdoWGhur8+fNyuVyttgcAAAAQWAiSAAA3pKqqSo888ogyMjLkcDgkSaNGjdKJEydUUVEhl8ul/Px8RUdHKzw8XH369FFJSYkkKS8vT9HR0QoODlZkZKQKCgokSbm5uYqOjvbbMQEAAABon9XfBQAAurdXX31VTU1NWrVqlWds6tSpWrVqlebNm6empibFxMQoPj5ekpSRkaH09HRduHBBI0aM0MyZMyVJS5cuVWpqqjZs2KAhQ4bohRde8MvxAAAAALg6giQAwA1JT09Xenp6u/ft2LHjirHhw4crJyfnivHw8HBt3Lix0+sDAAAA0HkIkgAAAACgJ3E7pfoK7+b2DpH6Du7cegD0KARJAAAAANCTtDRIp/d5NzcijiAJwDXxZdsAAAAAAAAwhSAJAAAAAAAAphAkAQAAAAAAwBSCJAAAAAAAAJhCkAQAAAAAAABTCJIAAAAAAABgCkESAAAAAAAATCFIAgAAAAAAgCkESQAAAAAAADCFIAkAAAAAAACmECQBAAAAAADAFKu/C0A7nC7pZK13c2/pJ906sHPrAQAAAAAAEEFSYLrUJP3lqHdzo0cRJAEAAAAAAJ/g0jYAAAAAAACYQpAEAAAAAAAAUwiSAAAAAAAAYApBEgAAAAAAAEzhy7YBAAAAAF9wO6X6Cu/m9g6R+g7u3HoABByCJAAAAADAF1oapNP7vJsbEUeQBNwEuLQNAAAAAAAAphAkAQAAAAAAwBQubQMAwA+cLpdO1tV4NfeWfv1164CBnVwRAAAA0DGCJAAA/OBSc5M+On7Uq7l3jxhFkAQAAAC/IEjqaZwu6WStd3Nv6SfdygsTAAAAAADQPoKknuZSk/QX797hVvQogiQAAAAAAHBVBEkAAAAAgBvndkr1Fd7N7R0i9R3cufUA8AmCJAAAAADAjWtpkE7v825uRBxBEtBN9PJ3AQAAAAAAAOgeuvQTSTt37tSGDRvkdDr185//XMnJyV25e3SEL+oG4Gf0CQDAtdAnejBvL4vjkjigy3VZkFRdXa3MzExt27ZNvXv31tSpU3XXXXfpH/7hH7qqBHTkRr6o+4cjpfOXvJtLCAVA9Inr4XS5dLKuxqu5t/Trr1sHcM4F0P3QJ3o4by+L45I4oMt1WZBUXFyssWPHatCgQZKkuLg4FRYW6tFHH+2qEuBLhFAAbhB9wrxLzU366Lh359yo4SN1/tJFr+YSQgHwJ/oE2nUjX/BtCZIMl3dz+SQUbmJdFiTV1NTIZrN5btvtdh06dKjDeS7XF/+xT58+7d2OT5+RPv/Mu7nVtzC3K+aWV0j/W+7d3B98S7IGeTc3qJfkcnfdPH/OHdBXuqW/d3PPX5QaGr2b66+abyKXz42Xz5Xdmb/6xOmzn+lsnXfnr+r+t3S7ueWfVOh/Pyn3au4Pbv+WrEHenXODegXJ5fbucTqgbz/d0o/zAXC9elKPkPz4euLCaanmnHdzjRqplrk+nWuckGr/4t0+bd/3fu6QH0m9vHwdciMBFnPNCx4o9bnVu7k3CW/7RJcFSW63WxaLxXPbMIxWt6+mtvaL7+zh+mcAuLra2lpFRET4u4wbQp8AAN/oCT1Cok8g0PzG3wUAneZ6+0SXBUlhYWH68MMPPbdra2tlt9s7nDdy5Eht3rxZNptNQV6+CwoAPZXL5VJtba1Gjhzp71JuGH0CADpXT+oREn0CADqbt33CYhiG4aOaWqmurta0adOUk5Ojfv36aerUqXr66af1ve99ryt2DwAIcPQJAMC10CcAIDB02SeSvvrVr2rBggWaOXOmWlpa9NOf/pSTPgDAgz4BALgW+gQABIYu+0QSAAAAAAAAurde/i4AAAAAAAAA3QNBEgAAAAAAAEwhSAIAAAAAAIApBEkAAAAAAAAwpUcHSTt37tTEiRMVGxurzZs3+3x/M2bMkMPh0KRJkzRp0iT99a9/vWoNxcXFSkxMVGxsrDIzMz3jZWVlSkpKUlxcnBYvXiyn0+l1PRcuXFBCQoJOnjzp1T4rKyuVnJys+Ph4zZ07Vw0NDZKk+vp6zZ49WxMmTFBycrJqa2tvqK5FixYpNjbWs267d+/u1HrNWLt2rRwOhxwOh1avXh0w69VeXYGwXi+++KImTpwoh8Oh1157LWDWq726AmG9LnvuueeUmpraqevS3NyslJQUTZgwQVOmTNGxY8euu66bWVf3ibYCrW+0Fah95Fo1BtL/+csCtceYqTMQ1zNQe5CZOgNxPXF1/u4RZvjqPN1VfHl+7Cq+PCd1NV88V+1Kgf68yoy3335bSUlJmjBhgp555hmvau2Sx5PRQ50+fdq45557jLNnzxoNDQ1GYmKicfToUZ/tz+12G+PGjTNaWlo6rOHSpUtGTEyM8cknnxgtLS3GrFmzjHfeeccwDMNwOBzGX/7yF8MwDGPRokXG5s2bvarno48+MhISEowRI0YYn376qVf7nD17tpGfn28YhmGsXbvWWL16tWEYhrFs2TLj17/+tWEYhrF9+3bjscce87ouwzCMhIQEo7q6utV2nVlvRz744APjZz/7mdHU1GQ0NzcbM2fONHbu3On39Wqvrrfeesvv67V//35j6tSpRktLi3Hp0iXjnnvuMcrKyvy+Xu3VdezYMb+v12XFxcXGXXfdZTz11FOdui6/+c1vjF/96leGYRjGgQMHjPvvv/+66rqZdXWfaCvQ+kZbgdpHrlWjYfi/p7QVqD3GTJ2B0HPaCtQeZKbOQOpJ6Ji/e4QZvjxPdwVfnx+7gq/PSV3JV89Vu0p1veuzAAAgAElEQVSgP68y45NPPjHGjRtnVFVVGc3Nzca0adOMd955JyAfTz32E0nFxcUaO3asBg0apP79+ysuLk6FhYU+29/x48clSbNmzdK9996rTZs2XbWGQ4cOKSIiQkOHDpXValViYqIKCwt16tQpNTY2avTo0ZKkpKQkr2vOzs7W0qVLZbfbJem699nS0qKDBw8qLi7uilreeecdJSYmSpISEhL07rvvqqWlxau6Ll26pMrKSqWlpSkxMVFZWVlyu92dWm9HbDabUlNT1bt3bwUHB+v2229XeXm539ervboqKyv9vl533nmnXn/9dVmtVn322WdyuVyqr6/3+3q1V1ffvn39vl6S9PnnnyszM1MPP/ywJHXqurzzzju69957JUljxozRmTNnVFlZabq2m1lX94m2Aq1vtBWofeRaNQZCT2krUHuMmToDoee0Fag9yEydgdKTYI6/e4QZvjxPdwVfnx+7gq/PSV3Fl89Vu0qgP68yY/fu3Zo4caLCwsIUHByszMxM9evXLyAfTz02SKqpqZHNZvPcttvtqq6u9tn+6uvrFRUVpXXr1ul3v/ud/vjHP6qysrLdGq5WW9txm83mdc3PPvusIiMjPbevd59nz57VwIEDZbVar6jly3OsVqsGDhyoM2fOeFVXXV2dxo4dqxUrVig7O1sffvihcnJyOrXejgwbNszzH7C8vFy7du2SxWLx+3q1V9fdd9/t9/WSpODgYGVlZcnhcCgqKipgHl9t63I6nQGxXkuWLNGCBQsUEhJyxTHe6Lq097NOnz5turabWVf3ibYCrW+0Fah95Fo1BkJPaStQe4yZOgOl57QVqD2oozoDpSfBHH/3CDN8eZ7uCr4+P3YVX56Tuoovn6t2lUB/XmVGRUWFXC6XHn74YU2aNElvvPFGwD6eemyQ5Ha7ZbFYPLcNw2h1u7N9//vf1+rVq3XLLbcoNDRUP/3pT5WVldVuDVerzZc1X+8+29v31WoxDEO9enn3UBo6dKjWrVsnu92ufv36acaMGdqzZ49P672ao0ePatasWVq4cKGGDh0aMOv15bq++c1vBsx6zZ8/X3v37lVVVZXKy8sDZr2+XNfevXv9vl5bt27VkCFDFBUV5RnrzHVpO+dG/j/ebLq6T7QV6H2jrUDtI18WSD2lrUDtMdeqM5B6TluB2oOuVWcg9CSY5+8e4Y3u+ljqqvOjL3XVOckXfP1ctat0t+dV7XG5XNq7d69WrFihLVu26NChQ/r0008D8vHUY19thIWFtfqCr9raWs/HPn3hww8/1N69ez23DcNQeHh4uzVcrba243V1dZ1W8/XuMzQ0VOfPn5fL5Wq1vfRFClpXVydJcjqdamho0KBBg7yq6+OPP1ZRUZHntmEYslqtnVqvGSUlJXrwwQf15JNPasqUKQGzXm3rCoT1OnbsmMrKyiRJ/fr1U2xsrPbv3+/39WqvroKCAr+vV0FBgT744ANNmjRJWVlZevvtt5WTk9Np6/LVr35VNTU1V/wsdKyr+0Rbgd432gqU8+K1BMI5sj2B2mM6qjMQ1zNQe5CZOgOhJ8E8f/cIb3THx5Ivz49dwdfnpK7g6+eqXaW7Pa9qz1e+8hVFRUUpNDRUffv21U9+8hMVFxcH5OOpxwZJP/zhD7V3716dOXNGly5d0ltvvaXo6Gif7e/8+fNavXq1mpqadOHCBW3fvl3PP/98uzWMGjVKJ06c8Hx0LT8/X9HR0QoPD1efPn1UUlIiScrLy+u0mq93n8HBwYqMjFRBQYEkKTc311NLTEyMcnNzJX1x4omMjFRwcLBXdRmGoRUrVujcuXNqaWnRli1bNH78+E6ttyNVVVV65JFHlJGRIYfDETDr1V5dgbBeJ0+eVHp6upqbm9Xc3Kw//elPmjp1qt/Xq726xowZ4/f1eu2115Sfn6+8vDzNnz9fP/7xj7Vy5cpOW5eYmBjl5eVJ+qKB9unTR1/72tdM1Xaz6+o+0Vag9422AuG82JFAOEe2Fag9xkydgbiegdqDzNQZCD0J5vm7R3ijuz2WfH1+7Aq+Pid1BV8/V+0q3e15VXvuuecevf/++6qvr5fL5dJ7772n+Pj4wHw8XccXc3c7O3bsMBwOhxEbG2u88sorPt9fZmamER8fb8TGxhq/+93vrllDcXGxkZiYaMTGxhrPPvus4Xa7DcMwjLKyMuO+++4z4uLijCeeeMJoamq6oZruuecez2+yud59njx50njggQeMCRMmGLNmzTI+//xzwzAM4+zZs8acOXOMiRMnGj/72c88P9/bujZt2mRMmDDBGD9+vPH88897tumsejvy9NNPG6NHjzbuvfdez5833njD7+t1tbr8vV6GYRhZWVnGhAkTjISEBCMrK6tT938jj6/26gqE9brszTff9PwmjM5al8bGRmPhwoXGxIkTjcmTJxulpaXXXdfNrKv7RFuB2DfaCtQ+crUaA+n/vGEEbo8xW2egradhBG4PMlNnIK4nrs7fPcIsX5ynu4Kvz49dxZfnpK7mi+eqXak7PK/qyNatWz31Llu2zHC5XAH5eLIYhmF0fjwFAAAAAACAnqbHXtoGAAAAAACAzkWQBAAAAAAAAFMIkgAAAAAAAGAKQRIAAAAAAABMIUgCAAAAAACAKQRJAAAAnSg1NVWvvvrqNbc5f/68Zs6c6bk9adIk1dfX+7o0AMCX7N+/XwkJCX7b/0svvaTly5df15xr1Txnzhxt27atM0oDrokgCd3WrFmzdObMmRvext8NBABw8zl37pz+9re/eW7n5eUpJCTEjxUBAACYY/V3AYC3Pvjgg07ZBgBwc9i/f78yMjL0ta99TcePH1ffvn21atUq2e12LVu2TEeOHJHFYtHdd9+tJ554QlarVd/97nf1i1/8Qu+9954uXryoJ554QrGxsdq2bZuKior061//WpKuuH1ZTk6OtmzZopaWFp07d06/+MUvNH36dC1atEiNjY2aNGmStm3bpu9+97vau3evQkNDtW7dOv3Xf/2XgoKC9I1vfEO/+tWvZLPZNGPGDI0ePVp//vOfVVVVpaioKD399NPq1Yv3BQHAWxcvXtSCBQt0/PhxNTU16ZlnntG3v/3tq/aFb3/7257ztSTP7T59+mjRokWqqKhQr169NGLECC1fvly9evXS22+/rQ0bNqilpUV9+/bVU089pe9///uSpOPHj2vGjBmqra3VV77yFb3wwguy2+06evSoli9frs8//1wWi0WzZs3S5MmTW9VeXV2t1NRU1dTU6Gtf+5o+++wzz31ZWVnavXu3goODNXjwYK1cuVJ2u73rFhY9GkESuqVFixZJkn7+85/rV7/6lV566aUrTrJf3uaVV17RkSNH9Otf/1rNzc06c+aMJk+erMcff9z0PkeOHKl//ud/1pEjR5SRkaGmpiatXr1aly5dUnBwsB5//HFFR0dL0jVfBIwYMUIfffSRzpw5o3/5l39RXV2dDhw4oEuXLmnNmjX69re/rbfeeksbNmyQxWJRUFCQFi5cqDFjxnT+QgLATaa0tFRPPfWUIiMj9Yc//EEpKSkaNmyYBg0apJ07d6qlpUVz587Vb3/7W82ePVsul0v9+vXTtm3bdOTIET3wwAOKjIw0ta+GhgZt3bpVr7zyigYPHqyPPvpIDz30kKZPn66VK1cqMTFReXl5rea8+eabeu+995STk6P+/fvrpZdeanWp3CeffKKNGzfq4sWLmjBhgg4cOKCxY8d2+joBwM3i9OnTyszM1KhRo/S73/1OL730ksLCwq7aF65m9+7damhoUF5enlwul5YuXapPP/1UhmEoMzNTr7/+ugYPHqyjR4/qoYce0ltvvSVJ+vTTT7V161aFhobq3/7t37R161bNmTNHc+fO1cKFCxUbG6vq6mrdf//9ioiIaLXP5cuXa9SoUXr88cdVUVHhCZqqqqr0+9//Xnv37lXv3r3129/+VocOHdJPfvIT3y0kbiq8hYVuaeXKlZKk3//+90pLS9OMGTO0c+dO/ed//qdeeOEF/eUvf2m1TVhYmH77299q1apV2rZtm7Zs2aJXXnmlw8vevqylpUX33HOPioqKdNttt2n+/PlavHixdu7cqeeee04pKSn69NNPW70I2Llzp4YNG6bU1FTPzzl16pT++Mc/6vnnn9fzzz+vO++8U9u2bdPdd9+tTZs2SZJWr16tpUuXatu2bXrssce0f//+Tlw9ALh5DR8+3BME3XfffSorK1N+fr4eeOABWSwW9e7dW1OnTtW7777rmfPAAw945n7rW9/SwYMHTe1rwIABevnll7Vnzx6tWbNGL7/8si5evHjNOe+++66SkpLUv39/SdLMmTO1b98+NTc3S5Luuece9erVSwMHDlRERITOnTt33WsAAPg/Q4cO1ahRoyR9cZ4/c+aM3n333Wv2hfbccccd+vvf/64ZM2bolVde0c9//nNFRETogw8+UE1NjR588EFNmjRJv/zlL2WxWPTJJ59Ikn70ox95Pt10ef/l5eVqampSbGysJOmrX/2qYmNj9d5777XaZ3FxsZKSkiRJERERuuuuuzzbDx8+XFOmTNFzzz2n73znO4RI6FQESejWjh07Zuoka7FY9PLLL+vw4cNau3atVq1aJcMwdOnSpeva3+UXH4cOHdLXv/51T9MZNmyYfvCDH+jAgQMdvggYP368pC+aliTdfffdkqSvf/3rnhcEDodDjz76qBYvXqz6+nr94he/uO61AQBcKSgo6IoxwzBksVg8t91ut5xOZ7tz3G63goKCZLFYZBiGZ7ylpeWKn3v69GlNnjxZp06d0h133GHqU7But/uatfTt29fz77Y1AACuX3BwsOffl8+rHZ2LL7v8/F764rn97t27NXv2bF24cEEPPfSQ3n77bbndbkVFRSkvL8/zJzs7W8OGDZMkWa3/d5HQ5f27XK5W+5e+6FVta2jbBy7/rF69emnTpk1auXKlBg0apBUrVmj16tXeLA/QLoIkdGsWi8XUSfbixYuaMmWKDh8+rO9+97tauHChrFbrdT8BvxwOXevk3lHj6d27d6t5X25ely1YsEBvvPGGRo4cqW3btik5Ofm66gQAtO/IkSM6cuSIJGnLli36/ve/rwkTJmjTpk0yDEPNzc3Kzs7WD3/4Q8+c3NxcSdLhw4d14sQJjRkzRqGhoTp69KiamprU0tKioqKiK/ZVWlrquVRh3Lhx+p//+R9JX/QQq9Uql8t1RR+6++679eabb3o+ubRx40aNGTPmit4BAPCdcePGXbUvhIaGen5ZQn5+vmfOG2+8oUWLFmncuHFKSUnRuHHj9L//+7+KiorSBx98oGPHjkmS9uzZo3vvvVeNjY1X3f83v/lNWa1Wz+Vv1dXVKioqatWbpC96xpYtWyRJlZWVnqsYjhw5ooSEBN1+++2aM2eOHnzwwVa/4AG4UXxHErqtoKAghYeHe06yl68fLioqUkZGhmcbp9OpiooKXbhwQY8//rh69+6t3NxcNTc3y+12e7Xv0aNH6/jx4zp06JC+973v6ejRozp48KCeeuopWSwWvfnmm3I4HOrfv/91vwhwOp2KjY3Vhg0bNG3aNI0bN04TJ05Uc3MzLyQA4AZ95Stf0Zo1a3Tq1CmFhoZq9erVGjBggJ555hklJiaqpaVFd999tx5++GHPnD//+c/Kzs6W2+1WZmambr31Vv3oRz/SmDFjNGHCBNlsNt111136+OOPW+3rRz/6kXJychQfHy+LxaI777xToaGhqqioUEREhL73ve/J4XBo8+bNnjk//elPVVVVpfvvv19ut1sRERGengYA6Brp6elX7Qvp6elavny5QkJC9MMf/lA2m02SNHnyZB04cEATJ05Uv379NGTIEM2YMUO33nqrli9frieeeEKGYchqtWrDhg0aMGDAVfcfHBys9evX65lnntFLL70kl8ulRx55RGPHjm31lRdLly7VokWLNGHCBIWFhWn48OGSvrhEbsKECbrvvvvUv39/9e3bV+np6T5cMdxsLAafiUY39cQTT+jw4cN68cUX9cwzz+jcuXNyuVyaMWOGpk2bdsU2r7/+uvbv36/evXvrW9/6lv7+978rNTVVvXv31tNPP93qHYX2tP0NDfv27dN//Md/qLGxURaLRY8++qhiY2Pldrv10ksv6a233vK8CPj3f/93hYWFacaMGUpOTlZ8fLzOnDmjqKgozwuPTZs26cCBA8rKytJ///d/68UXX5TVapXFYtFDDz2kxMRE3y4oAPRw+/fvN3W+/7K2534AAICbHUESAAC4KRAkAQAA3DiCJOD/+81vfqOdO3e2e9+//uu/6t577+3iigAAAAAACCwESQAAAAAAADCF39oGAAAAAAAAUwiSAAAAAAAAYApBEgAAAAAAAEwhSAIAAAAAAIApBEkAAAAAAAAwhSAJAAAAAAAAphAkAQAAAAAAwBSCJAAAAAAAAJhCkAQAAAAAAABTCJIAAAAAAABgCkESAAAAAAAATCFIAgAAAAAAgCkESQAAAAAAADCFIAkAAAAAAACmECQBAAAAAADAFIIkAAAAAAAAmEKQBAAAAAAAAFMIkgAAAAAAAGAKQRIAAAAAAABMIUgCAAAAAACAKQRJAAAAAAAAMIUgCQAAAAAAAKYQJAEAAAAAAMAUgiQAAAAAAACYQpAEAAAAAAAAUwiSAAAAAAAAYApBEgAAAAAAAEwhSAIAAAAAAIApVn8X0JHGxkaVlpbKZrMpKCjI3+UAQEBxuVyqra3VyJEj1bdvX3+X4xf0CQBoHz3iC/QJAGift33CdJD03HPP6ezZs1q1apXKysq0ePFiNTQ0KDIyUsuWLZPValVlZaVSUlL02Wef6Rvf+IYyMjI0YMAA1dfX65e//KU+/fRThYaGas2aNbLZbKb2W1paquTkZNMHBAA3o82bNysyMtLfZfgFfQIAru1m7hESfQIAOnK9fcJUkLR3715t375d//RP/yRJSklJ0TPPPKPRo0crLS1N2dnZmj59upYtW6bp06fL4XBo3bp1Wr9+vVJSUrRmzRpFRkbqlVdeUW5urp599lmtWbPGVIGXA6fNmzcrLCzM9IEBwM3g9OnTSk5ONh3O90T0CQBoHz3iC/QJAGift32iwyDp888/V2Zmph5++GEdOXJEp06dUmNjo0aPHi1JSkpKUlZWlu6//34dPHhQ69at84w/8MADSklJ0TvvvKPNmzdLkhISErR8+XK1tLQoODi4wwIvf/w0LCxMt91223UdHADcLG7mj+rTJwDg2m7mHiHRJwCgI9fbJzr8su0lS5ZowYIFCgkJkSTV1NS0SqtsNpuqq6t19uxZDRw4UFartdV42zlWq1UDBw7UmTNnrqtQAAAAAAAA+Nc1g6StW7dqyJAhioqK8oy53W5ZLBbPbcMwZLFYPH9/WdvbX57Tqxe/MA4AAAAAAKA7uealbQUFBaqtrdWkSZN07tw5Xbx4URaLRbW1tZ5t6urqZLfbFRoaqvPnz8vlcikoKEi1tbWy2+2SJLvdrrq6OoWFhcnpdKqhoUGDBg3y7ZEBAAAAAACgU13zY0Gvvfaa8vPzlZeXp/nz5+vHP/6xVq5cqT59+qikpESSlJeXp+joaAUHBysyMlIFBQWSpNzcXEVHR0uSYmJilJubK+mLcCoyMtLU9yMBAAAAAAAgcHh1fVlGRoZWrlyp+Ph4Xbx4UTNnzpQkLV26VNnZ2Zo4caI+/PBDPf7445Kkxx57TB999JEcDofeeOMNLVmypPOOAAAAAAAAAF2iw9/adllSUpKSkpIkScOHD1dOTs4V24SHh2vjxo1XjA8aNEgvv/zyDZQJAAAAAAAAf+MbrwEAAAAAAGAKQRIAAAAAAABMIUgCAAAAAACAKQRJAAAAAAAAMIUgCQAAAAAAAKYQJAEAAAAAAMAUq78LwJXqdVYNqvdq7gCFKESDO7kiAAAk1Z+VGrzrTxoQIoXQnwCgJ3M6z8rl8q5PBAWFyGqlTwDdAUFSAGpQvfaqyKu5UYojSAIA+EZDvbTXu/6kqDiCJADo4VyuetXXe9cnQkLiCJKAboJL2wAAAAAAAGAKQRIAAAAAAABMIUgCAAAAAACAKQRJAAAAAAAAMIUgCQAAAAAAAKYQJAEAAAAAAMAUgiQAAAAAAACYYvV3AQAA4CbgdEpVFd7NHRAihQzu3HoAAAHFMJxqarr+PhEUFCKrlR4BdCWCJAAA4HuNDdLf9nk3NyqOIAkAeji3u0ENDdffJ0JC4giSgC7GpW0AAAAAAAAwhSAJAAAAAAAAphAkAQAAAAAAwBSCJAAAAAAAAJhCkAQAAAAAAABTCJIAAAAAAABgCkESAAAAAAAATCFIAgAAAAAAgCkESQAAAAAAADCFIAkAAAAAAACmECQBAAAAAADAFIIkAAAAAAAAmGL1dwE9Vb3OqkH1Xs1t0qVOrgYAAAAAAODGEST5SIPqtVdFXs39R43t5GoAAAAAAABunKlL21588UVNnDhRDodDr732miRp0aJFio2N1aRJkzRp0iTt3r1bklRcXKzExETFxsYqMzPT8zPKysqUlJSkuLg4LV68WE6n0weHAwAAAAAAAF/pMEg6cOCA9u3bpx07dujNN9/Uxo0bdfz4cZWWlmrTpk3Ky8tTXl6exo8fr8bGRqWlpWn9+vUqKChQaWmp9uzZI0lKSUnRkiVLVFRUJMMwlJ2d7fODAwB0jbVr18rhcMjhcGj16tWSrv+NhcrKSiUnJys+Pl5z585VQ0ODX44FANC56BEA0LN0GCTdeeedev3112W1WvXZZ5/J5XKpb9++qqysVFpamhITE5WVlSW3261Dhw4pIiJCQ4cOldVqVWJiogoLC3Xq1Ck1NjZq9OjRkqSkpCQVFhb6/OAAAL5XXFys999/X9u3b1dubq4OHz6s/Pz8635jYdmyZZo+fboKCws1cuRIrV+/3p+HBQDoBPQIAOh5TF3aFhwcrKysLDkcDkVFRcnpdGrs2LFasWKFsrOz9eGHHyonJ0c1NTWy2WyeeXa7XdXV1VeM22w2VVdXd/7RAAC6nM1mU2pqqnr37q3g4GDdfvvtKi8vv643FlpaWnTw4EHFxcW1GgcAdG/0CADoeUwFSZI0f/587d27V1VVVdq7d6/WrVsnu92ufv36acaMGdqzZ4/cbrcsFotnjmEYslgsVx0HAHR/w4YN8zzpLy8v165du2SxWK7rjYWzZ89q4MCBslqtrcYBAN0bPQIAep4Of2vbsWPH1NzcrO985zvq16+fYmNjVVBQoEGDBnneFTAMQ1arVWFhYaqtrfXMra2tld1uv2K8rq5OdrvdB4cDp5yqUoVXcwcoRCEa3MkVAbhZHD16VHPmzNHChQsVFBSk8vJyz30dvbHQ3hsMvOEAAD0HPQIAeo4Og6STJ08qKytLf/jDHyRJf/rTnzRmzBitWLFCY8eOVf/+/bVlyxZNmTJFo0aN0okTJ1RRUaHbbrtN+fn5uu+++xQeHq4+ffqopKREd9xxh/Ly8hQdHe3zg7sZNapBf9M+r+ZGKY4gCYBXSkpKNH/+fKWlpcnhcOjAgQPX9cZCaGiozp8/L5fLpaCgIM/2AIDujx4BAD1Lh0FSTEyMDh06pMmTJysoKEixsbF69NFHNXjwYE2bNk1Op1OxsbFKSEiQJK1atUrz5s1TU1OTYmJiFB8fL0nKyMhQenq6Lly4oBEjRmjmzJm+PTIAQJeoqqrSI488oszMTEVFRUnSdb+xEBwcrMjISBUUFCgxMVG5ubm84XAt9Welhnrv5g4IkUJ40wBA16BH+IfTeVYul3d9IigoRFYrfQLA1XUYJEnSvHnzNG/evFZjycnJSk5OvmLbqKgo7dix44rx4cOHKycnx8syAQCB6tVXX1VTU5NWrVrlGZs6dep1v7GwdOlSpaamasOGDRoyZIheeOEFvxxPt9BQL+0t8m5uVBxBEoAuQ4/wD5erXvX13vWJkJA4giQA12QqSAIA4GrS09OVnp7e7n3X88ZCeHi4Nm7c2On1AQD8hx4BAD2P6d/aBgAAAAAAgJsbQRIAAAAAAABMIUgCAAAAAACAKQRJAAAAAAAAMIUgCQAAAAAAAKYQJAEAAAAAAMAUgiQAAAAAAACYQpAEAAAAAAAAUwiSAAAAAAAAYApBEgAAAAAAAEwhSAIAAAAAAIApBEkAAAAAAAAwxervAgAAQBdyOqWqCu/mNl3q3FoAAAHHMJxqavKuT7jd9AngZkCQBADAzaSxQfrbPu/m/uPYzq0FABBw3O4GNTR41ycGDKBPADcDLm0DAAAAAACAKQRJAAAAAAAAMIUgCQAAAAAAAKYQJAEAAAAAAMAUgiQAAAAAAACYQpAEAAAAAAAAUwiSAAAAAAAAYApBEgAAAAAAAEwhSAIAAAAAAIApBEkAAAAAAAAwhSAJAAAAAAAAphAkAQAAAAAAwBSCJAAAAAAAAJhCkAQAAAAAAABTCJIAAAAAAABgiqkg6cUXX9TEiRPlcDj02muvSZKKi4uVmJio2NhYZWZmerYtKytTUlKS4uLitHjxYjmdTklSZWWlkpOTFR8fr7lz56qhocEHhwMAAAAAAABf6TBIOnDggPbt26cdO3bozTff1MaNG3XkyBGlpaVp/fr1KigoUGlpqfbs2SNJSklJ0ZIlS1RUVCTDMJSdnS1JWrZsmaZPn67CwkKNHDlS69ev9+2RAQAAAAAAoFN1GCTdeeedev3112W1WvXZZ5/J5XKpvr5eERERGjp0qKxWqxITE1VYWKhTp06psbFRo0ePliQlJSWpsLBQLS0tOnjwoOLi4lqNAwAAAAAAoPswdWlbcHCwsrKy5HA4FBUVpZqaGtlsNs/9drtd1dXVV4zbbDZVV1fr7NmzGjhwoKxWa6txAAAAAAAAdB+mv2x7/vz52rt3r6qqqlReXi6LxeK5zzAMWSwWud3udscv//1lbW8DAAAAADdlsUsAACAASURBVAAgsHUYJB07dkxlZWWSpH79+ik2Nlb79+9XbW2tZ5va2lrZ7XaFhYW1Gq+rq5PdbldoaKjOnz8vl8vVansAAAAAAAB0Hx0GSSdPnlR6erqam5vV3NysP/3pT5o6dapOnDihiooKuVwu5efnKzo6WuHh4erTp49KSkokSXl5eYqOjlZwcLAiIyNVUFAgScrNzVV0dLRvjwwAAAAAAACdytrRBjExMTp06JAmT56soKAgxcbGyuFwKDQ0VPPmzVNTU5NiYmIUHx8vScrIyFB6erouXLigESNGaObMmZKkpUuXKjU1VRs2bNCQIUP0wgsv+PbIAAAAAAAA0Kk6DJIkad68eZo3b16rsaioKO3YseOKbYcPH66cnJwrxsPDw7Vx40YvywQAAAAAAIC/mf6ybQAAAAAAANzcCJIAAAAAAABgCkESAAAAAAAATCFIAgAAAAAAgCkESQAAAAAAADCFIAkAAAAAAACmECQBAAAAAADAFIIkAAAAAAAAmGL1dwEAANyU6s9KDfXezW261Lm1AAACjtN5Vi6Xd33C7aZPAPAdgiQAAPyhoV7aW+Td3H8c27m1BDqnU6qquP55A0KkkMGdXw8AdAGXq1719d71iQEDbp4+YRhONTV50SMkBQWFyGqlTwDXiyAJAAAEtsYG6W/7rn9eVBxBEgD0cG53gxoavOgRkkJC4giSAC/wHUkAAAAAAAAwhSAJAAAAAAAApnBpGwAA6Jm8/W4lie9XAoCbAN+vBHiHIAkAAPRM3n63ksT3KwHATYDvVwK8w6VtAAAAAAAAMIUgCQAAAAAAAKYQJAEAAAAAAMAUgiQAAAAAAACYQpAEAAAAAAAAUwiSAAAAAAAAYApBEgAAAAAAAEwhSAIAdIoLFy4oISFBJ0+elCQtWrRIsbGxmjRpkiZNmqTdu3dLkoqLi5WYmKjY2FhlZmZ65peVlSkpKUlxcXFavHixnE6nX44DAND56BEA0HMQJAEAbthf//pXTZs2TeXl5Z6x0tJSbdq0SXl5ecrLy9P48ePV2NiotLQ0rV+/XgUFBSotLdWePXskSSkpKVqyZImKiopkGIays7P9dDQAgM5EjwCAnoUgCQBww7Kzs7V06VLZ7XZJ0qVLl1RZWam0tDQlJiYqKytLbrdbhw4dUkREhIYOHSqr1arExEQVFhbq1KlTamxs1OjRoyVJSUlJKiws9OchAQA6CT0CAHoWq78LQOBwyqkqVXg1d4BCFKLBnVwRgO7i2WefbXW7rq5OY8eO1dKlS3XLLbdozpw5ysnJUf/+/WWz2Tzb2e12VVdXq6amptW4zWZTdXV1l9UPAPAdegQA9CwESfBoVIP+pn1ezY1SHEESAI+hQ4dq3bp1ntszZsxQbm6u4uLiZLFYPOOGYchiscjtdrc7DgDoeegRANC9cWkbAKDTffzxxyoqKvLcNgxDVqtVYWFhqq2t9YzX1tbKbrdfMV5XV+e5BAIA0LPQIwCgeyNIAgB0OsMwtGLFCp07d04tLS3asmWLxo8fr1GjRunEiROqqKiQy+VSfn6+oqOjFR4erj59+qikpESSlJeXp+joaD8fBQDAF+gRANC9cWkbAKDTDR8+XLNnz9a0adPkdDoVGxurhIQESdKqVas0b948NTU1KSYmRvHx8ZKkjIwMpaen68KFCxoxYoRmzpzpz0MAAPgIPQIAujdTQdLatWu1a9cuSVJMTIwWLlyoRYsWqaSkRP369ZMkPfrooxo/fryKi4u1cuVKNTU1acKECVqwYIEkqaysTIsXL1ZDQ4MiIyO1bNkyWa3kWADQk7z99tuefycnJys5OfmKbaKiorRjx44rxocPH66cnByf1gcA8B96BAD0DB1e2lZcXKz3339f27dvV25urg4fPqzdu3ertLRUmzZtUl5envLy8jR+/Hg1NjYqLS1N69evV0FBgUpLS7Vnzx5JUkpKipYsWaKioiIZhqHs7GyfHxwAAAAAAAA6T4dBks1mU2pqqnr37q3g4GDdfvvtqqysVGVlpdLS0pSYmKisrCy53W4dOnRIERERGjp0qKxWqxITE1VYWKhTp06psbFRo0ePliQlJSWpsLDQ5wcHAAAAAACAztPhtWXDhg3z/Lu8vFy7du3S5s2bdeDAAS1dulS33HKL5syZo5ycHPXv3182m82zvd1uV3V1tWpqalqN22w2VVdXd/KhAAAAAAAAwJdM/9a2o0ePatasWVq4cKG++c1vat26dbLb7erXr59mzJihPXv2yO12y2KxeOYYhiGLxXLVcQAAAAAAAHQfpoKkkpISPfjgg3ryySc1ZcoUffzxxyoqKvLcbxiGrFarwsLCVFtb6xmvra2V3W6/Yryurk52u70TDwMAAAAAAAC+1mGQVFVVpUceeUQZGRlyOBySvgiOVqxYoXPnzqmlpUVbtmzR+PHjNWrUKJ04cUIVFRVyuVzKz89XdHS0wsPD1adPH5WUlEiS8vLyFB0d7dsjAwAAAAAAQKfq8DuSXn31VTU1NWnVqlWesalTp2r27NmaNm2anE6nYmNjlZCQIElatWqV5s2bp6amJsXExCj+/7V3/2FR1vn+x1+jiBVILmeZ9BDHs9uPdQ8merSUMrjcNkBhstBMJbVjpdtpLd0uTZGVY2WZuVmuaZ1tt65j7paRirKGtalsCbplHc091jETTEUYEwNGGJmZz/ePvs4JQbsdgWHg+biurrw/3J+Z94dh7je8uO+btDRJ0pIlS5STk6Pa2lrFx8dr0qRJrbQkAAAAAAAAtIbvDZJycnKUk5PT7MeysrKajCUmJmrDhg1Nxvv27au8vLwASgQAAAAAAEB7YPlm2wAAAAAAAOjcCJIAAAAAAABgCUESAAAAAAAALCFIAgAAAAAAgCUESQAAAAAAALCEIAkAAAAAAACWECQBAAAAAADAEoIkAAAAAAAAWEKQBAAAAAAAAEsIkgAAAAAAAGAJQRIAAAAAAAAsIUgCAAAAAACAJQRJAAAAAAAAsIQgCQAAAAAAAJYQJAEAAAAAAMASgiQAAAAAAABYQpAEAAAAAAAASwiSAAAAAAAAYAlBEgAAAAAAACwhSAIAAAAAAIAlBEkAAAAAAACwhCAJAAAAAAAAlhAkAQAAAAAAwBKCJAAAAAAAAFhCkAQAAAAAAABLCJIAAAAAAABgCUESAAAAAAAALAkLdgEAAADtjscjlZcFNjciSor6QcvWAwBoV4zxyO0OrE907RqlsDD6BEIXQRIAAMDZ6l3SpzsCm5uYSpAEAB2cz+eSyxVYn4iKSiVIQkjj0jYAAAAAAABYQpAEAAAAAAAASywFScuXL1d6errS09O1ePFiSVJxcbEcDodSUlK0dOlS/7779u1TZmamUlNTNW/ePHk8HknS0aNHlZWVpbS0ND3wwANyuVytsBwAAAAAAAC0lu8NkoqLi/XBBx9o3bp1Wr9+vf7+97+roKBA2dnZWrFihTZt2qS9e/eqqKhIkjRr1izNnz9fmzdvljFGa9askSQtWLBAEyZMUGFhofr166cVK1a07soAAAAAAADQor43SIqJidGcOXMUHh6ubt266aqrrlJpaan69OmjuLg4hYWFyeFwqLCwUEeOHFF9fb0GDBggScrMzFRhYaEaGhr04YcfKjU1tdE4AAAAAAAAQsf3BknXXHONPxgqLS3V22+/LZvNppiYGP8+drtdFRUVqqysbDQeExOjiooKVVVVKTIyUmFhYY3GAQAAAAAAEDos32x7//79mjJlimbPnq24uDjZbDb/x4wxstls8vl8zY6f+f93nb0NAAAAAACA9s1SkLRr1y7dc889euSRR3THHXeoV69ecjqd/o87nU7Z7fYm48ePH5fdbld0dLRqamrk9Xob7Q8AAAAAAIDQ8b1BUnl5uR588EEtWbJE6enpkqSEhAQdPHhQZWVl8nq9KigoUFJSkmJjY9W9e3ft2rVLkpSfn6+kpCR169ZNgwcP1qZNmyRJ69evV1JSUisuCwAAAAAAAC0t7Pt2+P3vfy+3261Fixb5x8aNG6dFixZp+vTpcrvdSk5OVlpamiRpyZIlysnJUW1treLj4zVp0iRJUm5urubMmaOVK1eqd+/eevbZZ1tpSQAAAAAAAGgN3xsk5eTkKCcnp9mPbdiwoclY3759lZeX12Q8NjZWq1atCqBEAAAAAAAAtAeWb7YNAAAAAACAzo0gCQAAAAAAAJZ876VtAAAAAFpAdZXkqg5sbkSUFPWDlq0HANBueDxV8noD6xFdu0YpLKztegRBEgAAANAWXNVSyebA5iamEiQBQAfm9VarujqwHhEVlUqQ1F5Uq0ouBZYIulXXwtUAAAAAAAAEF0HSebhUrRIFlghep6EtXA0AAAgJHo9UXhbYXC5fAoAOzxiP3O7A+kRbX8IENIcgCQAAoCXVu6RPdwQ2l8uXAKDD8/lccrkC6xNtfQkT0Bz+ahsAAAAAAAAs4YwktAiPPCpXYKdnRihKUSJVBwAAAACgvSNIQouol0ufKrDTMxOVSpAEAAAAAEAI4NI2AAAAAAAAWEKQBAC4aLW1tcrIyNDhw4clScXFxXI4HEpJSdHSpUv9++3bt0+ZmZlKTU3VvHnz5PF4JElHjx5VVlaW0tLS9MADD8jlcgVlHQCA1kGfAICOgyAJAHBRdu/erfHjx6u0tFSSVF9fr+zsbK1YsUKbNm3S3r17VVRUJEmaNWuW5s+fr82bN8sYozVr1kiSFixYoAkTJqiwsFD9+vXTihUrgrUcAEALo08AQMdCkAQAuChr1qxRbm6u7Ha7JGnPnj3q06eP4uLiFBYWJofDocLCQh05ckT19fUaMGCAJCkzM1OFhYVqaGjQhx9+qNTU1EbjAICOgT4BAB0LN9sGAFyUhQsXNtqurKxUTEyMf9tut6uioqLJeExMjCoqKlRVVaXIyEiFhYU1GgcAdAz0CQDoWDgjCQDQonw+n2w2m3/bGCObzXbO8TP//66ztwEAHQd9AgBCG0ESAKBF9erVS06n07/tdDplt9ubjB8/flx2u13R0dGqqamR1+tttD8AoGOiTwBAaCNIAgC0qISEBB08eFBlZWXyer0qKChQUlKSYmNj1b17d+3atUuSlJ+fr6SkJHXr1k2DBw/Wpk2bJEnr169XUlJSMJcAAGhF9AkACG3cIwkA0KK6d++uRYsWafr06XK73UpOTlZaWpokacmSJcrJyVFtba3i4+M1adIkSVJubq7mzJmjlStXqnfv3nr22WeDuQQAQCuiTwBAaCNIAgC0iC1btvj/nZiYqA0bNjTZp2/fvsrLy2syHhsbq1WrVrVqfQCA4KJPAEDHwKVtAAAAAAAAsIQgCQAAAAAAAJYQJAEAAAAAAMASgiQAAAAAAABYQpAEAAAAAAAASwiSAAAAAAAAYAlBEgAAAAAAACwhSAIAAAAAAIAlBEkAAAAAAACwhCAJAAAAAAAAllgOkmpra5WRkaHDhw9LkubOnauUlBSNGjVKo0aN0rvvvitJKi4ulsPhUEpKipYuXeqfv2/fPmVmZio1NVXz5s2Tx+Np4aUAAAAAAACgNVkKknbv3q3x48ertLTUP7Z371699tprys/PV35+vm699VbV19crOztbK1as0KZNm7R3714VFRVJkmbNmqX58+dr8+bNMsZozZo1rbIgAAAAAAAAtA5LQdKaNWuUm5sru90uSaqrq9PRo0eVnZ0th8OhZcuWyefzac+ePerTp4/i4uIUFhYmh8OhwsJCHTlyRPX19RowYIAkKTMzU4WFha23KgAAAAAAALS4MCs7LVy4sNH28ePHNXToUOXm5qpHjx6aNm2a8vLydNlllykmJsa/n91uV0VFhSorKxuNx8TEqKKiooWWAAAAAAAAgLYQ0M224+Li9MILL8hut+vSSy/VxIkTVVRUJJ/PJ5vN5t/PGCObzXbOcQAAAAAAAISOgIKkzz//XJs3b/ZvG2MUFhamXr16yel0+sedTqfsdnuT8ePHj/svkwMAAAAAAEBoCChIMsboySef1DfffKOGhga98cYbuvXWW5WQkKCDBw+qrKxMXq9XBQUFSkpKUmxsrLp3765du3ZJkvLz85WUlNSiCwEAAAAAAEDrsnSPpLP17dtXU6dO1fjx4+XxeJSSkqKMjAxJ0qJFizR9+nS53W4lJycrLS1NkrRkyRLl5OSotrZW8fHxmjRpUsutAgCAYKiuklzVgc1117VsLQCAdsfjqZLXG1if8PnoEwDapwsKkrZs2eL/d1ZWlrKysprsk5iYqA0bNjQZ79u3r/Ly8gIoEQCAdspVLZVs/v79mnPd0JatBQDQ7ni91aquDqxPRETQJwC0TwFd2gYAAAAAAIDOhyAJAAAAAAAAlhAkAQAAAAAAwBKCJAAAAAAAAFhCkAQAAAAAAABLCJIAAAAAAABgCUESAAAAAAAALCFIAgAAAAAAgCUESQAAAAAAALCEIAkAAAAAAACWECQBAAAAAADAEoIkAAAAAAAAWEKQBAAAAAAAAEsIkgAAAAAAAGAJQRIAAAAAAAAsIUgCAAAAAACAJQRJAAAAAAAAsIQgCQAAAAAAAJaEBbsAAAAA/H8ej1ReFtjciCgp6gctWw8AoF0xxiO3O7A+0bVrlMLC6BO4eARJAAAA7UW9S/p0R2BzE1MJkgCgg/P5XHK5AusTUVGpBEloEVzaBgAAAAAAAEs4IwkAAKCzq66SXNWBzeWSOgDo8DyeKnm9gfUJLqnreAiSEHQeeVSuwK7zjVCUosRBCQCAi+Kqlko2BzaXS+oAoMPzeqtVXR1Yn+CSuo6HIAlBVy+XPlVg1/kmKpUgCQAAAACANsI9kgAAAAAAAGAJQRIAAAAAAAAsIUgCAAAAAACAJQRJAAAAAAAAsIQgCQAAAAAAAJYQJAEAAAAAAMASgiQAAAAAAABYYjlIqq2tVUZGhg4fPixJKi4ulsPhUEpKipYuXerfb9++fcrMzFRqaqrmzZsnj8cjSTp69KiysrKUlpamBx54QC6Xq4WXAgAAAAAAgNZkKUjavXu3xo8fr9LSUklSfX29srOztWLFCm3atEl79+5VUVGRJGnWrFmaP3++Nm/eLGOM1qxZI0lasGCBJkyYoMLCQvXr108rVqxonRUBAAAAAACgVVgKktasWaPc3FzZ7XZJ0p49e9SnTx/FxcUpLCxMDodDhYWFOnLkiOrr6zVgwABJUmZmpgoLC9XQ0KAPP/xQqampjcYBAAAAAAAQOsKs7LRw4cJG25WVlYqJifFv2+12VVRUNBmPiYlRRUWFqqqqFBkZqbCwsEbjAAAAAAAACB0B3Wzb5/PJZrP5t40xstls5xw/8//vOnsbAAAAAAAA7ZulM5LO1qtXLzmdTv+20+mU3W5vMn78+HHZ7XZFR0erpqZGXq9XXbt29e8PAACAFuLxSOVlgc1117VsLQCAdscYj9zuwPqEz0efwP8JKEhKSEjQwYMHVVZWpiuvvFIFBQUaPXq0YmNj1b17d+3atUuDBg1Sfn6+kpKS1K1bNw0ePFibNm2Sw+HQ+vXrlZSU1NJrAQAA6LzqXdKnOwKbe93Qlq0FANDu+HwuuVyB9YmICPoE/k9AQVL37t21aNEiTZ8+XW63W8nJyUpLS5MkLVmyRDk5OaqtrVV8fLwmTZokScrNzdWcOXO0cuVK9e7dW88++2zLrQIAAAAAAACt7oKCpC1btvj/nZiYqA0bNjTZp2/fvsrLy2syHhsbq1WrVgVQIgAAAAAAANqDgG62DQAAAAAAgM4noEvbAACwYuLEiTpx4oTCwr5tN4899pgOHTqklStXyuPxaPLkycrKypIkFRcX66mnnpLb7daIESM0c+bMYJYOAGgD9AkACD0ESQCAVmGMUWlpqbZu3er/AaGiokIzZ87U2rVrFR4ernHjxmnIkCG68sorlZ2drVWrVql3796aNm2aioqKlJycHORVAABaC30CAEITQRIAoFV8+eWXkqQpU6bo5MmTGjt2rCIiIjR06FD17NlTkpSamqrCwkLdcMMN6tOnj+Li4iRJDodDhYWF/IAAAB0YfQIAQhP3SAIAtIrq6molJibqhRde0KuvvqrXX39dR48eVUxMjH8fu92uiooKVVZWNjsOAOi46BMAEJoIkgAArWLgwIFavHixevTooejoaI0ZM0bLli2TzWbz72OMkc1mk8/na3YcANBx0ScAIDQRJAEAWsVHH32kkpIS/7YxRrGxsXI6nf4xp9Mpu92uXr16NTsOAOi46BMAEJoIkgAAraKmpkaLFy+W2+1WbW2t1q1bp2eeeUYlJSU6ceKE6urq9M477ygpKUkJCQk6ePCgysrK5PV6VVBQoKSkpGAvAQDQiugTABCauNk2AKBVDB8+XLt379btt98un8+nCRMmaNCgQZo5c6YmTZqkhoYGjRkzRv3795ckLVq0SNOnT5fb7VZycrLS0tKCvAIAQGuiTwBAaCJIAgC0mhkzZmjGjBmNxhwOhxwOR5N9ExMTtWHDhrYqDQDQDtAnACD0cGkbAAAAAAAALCFIAgAAAAAAgCUESQAAAAAAALCEIAkAAAAAAACWcLNtAAAABM7jkcrLApsbESVF/aBl6wEAtCvGeOR2B9YnunaNUlgYfaK9IUgCAABA4Opd0qc7ApubmEqQBAAdnM/nkssVWJ+IikolSGqHuLQNAAAAAAAAlhAkAQAAAAAAwBKCJAAAAAAAAFjCPZIQ0jzyqFyB3bgtQlGKEtfbAgAAAABgFUESQlq9XPpUgd24LVGpBEkAAAAAAFwALm0DAAAAAACAJQRJAAAAAAAAsIQgCQAAAAAAAJYQJAEAAAAAAMASgiQAAAAAAABYQpAEAAAAAAAASwiSAAAAAAAAYAlBEgAAAAAAACwhSAIAAAAAAIAlYRczeeLEiTpx4oTCwr59mMcee0yHDh3SypUr5fF4NHnyZGVlZUmSiouL9dRTT8ntdmvEiBGaOXPmxVcPAACA0OXxSOVlgc2NiJKiftCy9QAA2hVjPHK7A+sTXbtGKSyMPtEaAg6SjDEqLS3V1q1b/UFSRUWFZs6cqbVr1yo8PFzjxo3TkCFDdOWVVyo7O1urVq1S7969NW3aNBUVFSk5ObnFFgIAAIAQU++SPt0R2NzEVIIkAOjgfD6XXK7A+kRUVCpBUisJOEj68ssvJUlTpkzRyZMnNXbsWEVERGjo0KHq2bOnJCk1NVWFhYW64YYb1KdPH8XFxUmSHA6HCgsLCZIAAAAAAABCSMD3SKqurlZiYqJeeOEFvfrqq3r99dd19OhRxcTE+Pex2+2qqKhQZWVls+MAAAAAAAAIHQEHSQMHDtTixYvVo0cPRUdHa8yYMVq2bJlsNpt/H2OMbDabfD5fs+MAAAAAAAAIHQEHSR999JFKSkr828YYxcbGyul0+secTqfsdrt69erV7DgAAAAAAABCR8BBUk1NjRYvXiy3263a2lqtW7dOzzzzjEpKSnTixAnV1dXpnXfeUVJSkhISEnTw4EGVlZXJ6/WqoKBASUlJLbkOAAAAAAAAtLKAb7Y9fPhw7d69W7fffrt8Pp8mTJigQYMGaebMmZo0aZIaGho0ZswY9e/fX5K0aNEiTZ8+XW63W8nJyUpLS2uxRQAAAAAAAKD1BRwkSdKMGTM0Y8aMRmMOh0MOh6PJvomJidqwYcPFPB0AAAAAAACCKOBL2wAAAAAAANC5XNQZSQAAAEBQeDxSeVlgcyOipKgftGw9AIB2xRiP3O7A+kTXrlEKC6NPnAtBEgAAAEJPvUv6dEdgc6+/RXJVBzaXEAoAQoLP55LLFVif6NHjFnm9gfWJzhBCESQBAACgc7mYECoxlSAJADq4iwmhoqJSO3yQxD2SAAAAAAAAYAlnJKHT8sijcl34NbMRilKUOnbCDAAAAABAczp8kFStKrkU2LWNbtW1cDVoT+rl0qe68NMVE5VKkAQAAAAA6JQ6fJDkUrVKtDmguddpaAtXAwAAAAAAELq4RxIAAAAAAAAsIUgCAAAAAACAJQRJAAAAAAAAsKTD3yMJaGmB/rU3ib/4BgAAAAAIbQRJwAUK9K+9SfzFNwAAAABAaOPSNgAAAAAAAFhCkAQAAAAAAABLuLQNAAAAsMrjkcoDu1ei3HUtWwsAoN0xxiO3+8L7hM8XOj2CIAkAAACwqt4lfRrYvRJ13dCWrQUA0O74fC65XBfeJyIiQqdHcGkbAAAAAAAALCFIAgAAAAAAgCUESQAAAAAAALCEIAkAAAAAAACWECQBAAAAAADAEoIkAAAAAAAAWEKQBAAAAAAAAEvCgl0A0Jl45FG5ygKaG6EoRekHLVwRAAAAAADWESQBbaheLn2qHQHNTVQqQRIAAAAAIKgIkoBOoFpVcqk6oLmcCQUAAAAAOIMgCegEXKpWiTYHNJczoQAAAAAAZ3CzbQAAAAAAAFjCGUlAiLiYG3W7VReU5+WyOISE6irJFdiln3IH/t4CAIQGj6dKXm9gfcLno08A6HjaNEjauHGjVq5cKY/Ho8mTJysrK6stnx4IaRdzo+7rNDQoz9vZLovjXlQXLyh9wlUtlQR26aeuC/y9BQC4cMHoE15vtaqrA+sTERH0CQAdT5sFSRUVFVq6dKnWrl2r8PBwjRs3TkOGDNHVV1/dViUAQKviXlQXhz4BADgf+gQAtA9tFiQVFxdr6NCh6tmzpyQpNTVVhYWF+uUvf9lWJQBoYxdzWVwXdZVP3jafy5lBwUOfAACcD30CANqHNguSKisrFRMT49+22+3as2fP987zer/9YfDYsWOBPa+OqUrfBDS3QpXMZW67eM5QnVumg/pcnwQ09ycaGJS5A5Uku2IDmnsxx5tyHZNXXS943plj45ljZSgLVp9Q5TGpKrDXTRWVzG3Pc0OtXuYy93zKj0neC+sTHalHSMHrE6dPH1NtbWCv22WXVerUKea25txQq5e5zG2N56ypOabwZDUb9AAAFfxJREFU8Lb7WaLNgiSfzyebzebfNsY02j4Xp9MpSdxPCUAbeTkkn9fpdKpPnz4tVEtw0CcA4HwC7xMdoUdI9AkAOLe2/VmizYKkXr166aOPPvJvO51O2e32753Xr18/rV69WjExMera9cITNgDoyLxer5xOp/r16xfsUi4afQIAWlZH6hESfQIAWlqgfcJmjDGtVFMjFRUVGj9+vPLy8nTppZdq3Lhxevzxx9W/f/+2eHoAQDtHnwAAnA99AgDahzY7I+mKK67QzJkzNWnSJDU0NGjMmDEc9AEAfvQJAMD50CcAoH1oszOSAAAAAAAAENq6BLsAAAAAAAAAhAaCJAAAAAAAAFhCkAQAAAAAAABLCJIAAAAAAABgCUESAAAAAAAALAm5IGnjxo0aOXKkUlJStHr16mCX06zly5crPT1d6enpWrx4cbDLOa+nn35ac+bMCXYZ57RlyxZlZmZqxIgReuKJJ4JdTrPy8/P9r/fTTz8d7HIaqa2tVUZGhg4fPixJKi4ulsPhUEpKipYuXRrk6r51do1vvPGGMjIy5HA4NHfuXJ0+fTrIFTat8YzXXntNEydODFJVOJ9Q6BXnYvV9u2/fPmVmZio1NVXz5s2Tx+ORJB09elRZWVlKS0vTAw88IJfLJUmqrq7W1KlTNWLECGVlZcnpdEqSTp8+rVmzZmnEiBG64447dODAgTZecfN9szOs+/nnn9fIkSOVnp6uV155RVLnWLfU+PuP1l6bMUZPP/200tLSNHLkSO3atavN1ztx4kSlp6dr1KhRGjVqlHbv3n3O41Rrfw3gW/SJ0DpudMY+0Zl7hESfaPd9woSQY8eOmeHDh5uqqirjcrmMw+Ew+/fvD3ZZjWzfvt3cddddxu12m9OnT5tJkyaZd955J9hlNau4uNgMGTLEPProo8EupVmHDh0yw4YNM+Xl5eb06dNm/PjxZtu2bcEuq5FTp06Z66+/3nz99demoaHBjBkzxmzfvj3YZRljjPnv//5vk5GRYeLj481XX31l6urqTHJysjl06JBpaGgwU6ZMCfrn8+wav/zyS3Prrbeampoa4/P5zOzZs80rr7zSrmo8Y//+/ebmm282d999dxCrQ3NCoVecy4W8b9PT080nn3xijDFm7ty5ZvXq1cYYY6ZOnWoKCgqMMcYsX77cLF682BhjzIIFC8xLL71kjDFm3bp15uGHHzbGGPPyyy+bX//618YYY/72t7+ZO++8s+0WbJrvmxs3buzw6965c6cZN26caWhoMHV1dWb48OFm3759HX7dxjT9/qO11/b222+b+++/33i9Xn+faWhoaKPVGuPz+cywYcMaPee5jlNt8Z4HfSLUjhudsU905h5hDH3CmPbfJ0LqjKTi4mINHTpUPXv21GWXXabU1FQVFhYGu6xGYmJiNGfOHIWHh6tbt2666qqrdPTo0WCX1cTJkye1dOlS/eIXvwh2Kef07rvvauTIkerVq5e6deumpUuXKiEhIdhlNeL1euXz+VRXVyePxyOPx6Pu3bsHuyxJ0po1a5Sbmyu73S5J2rNnj/r06aO4uDiFhYXJ4XAE/f1zdo3h4eHKzc1VZGSkbDabrr322qC/f86uUfr2txnz58/XQw89FMTKcC6h0CvOxer79siRI6qvr9eAAQMkSZmZmSosLFRDQ4M+/PBDpaamNhqXpG3btsnhcEiSMjIy9Ne//lUNDQ3atm2bbrvtNknS9ddfrxMnTrTp+665vllaWtrh133DDTfov/7rvxQWFqavv/5aXq9X1dXVHX7dZ3//0RZrKyoq0siRI9WlSxf96Ec/Uu/evfXJJ5+02Zq//PJLSdKUKVN022236bXXXjvncaot3vOgT4TacaMz9onO2iMk+kSo9ImQCpIqKysVExPj37bb7aqoqAhiRU1dc801/hevtLRUb7/9tpKTk4NcVVPz58/XzJkzFRUVFexSzqmsrExer1e/+MUvNGrUKP3xj3/U5ZdfHuyyGomMjNTDDz+sESNGKDk5WbGxsfrXf/3XYJclSVq4cKEGDx7s326P75+za4yNjdVNN90kSTpx4oRWr16tW265JVjlSWpaoyT95je/0ejRoxUXFxekqnA+7fFr3Sqr79uzx2NiYlRRUaGqqipFRkYqLCys0fjZjxUWFqbIyEidOHGi2cc6duxYq67zu5rrmzabrcOvW5K6deumZcuWKT09XYmJiZ3i9T77+4+2WFtlZWWjXwa09Zqrq6uVmJioF154Qa+++qpef/11HT161NJr3RpfA6BPhNpxo7P2ic7YIyT6RKj0iZAKknw+n2w2m3/bGNNouz3Zv3+/pkyZotmzZ+uf//mfg11OI2+++aZ69+6txMTEYJdyXl6vVyUlJXryySf1xhtvaM+ePVq3bl2wy2rks88+01tvvaWtW7fq/fffV5cuXfT73/8+2GU1K5TePxUVFZo8ebJGjx6tIUOGBLucRrZv367y8nKNHj062KXgHELpa/37nGst5xpvbq3nWrsxRl26dGky58x4W/tu34yLi+s0637ooYdUUlKi8vJylZaWduh1N/f9R1usrbnnaMvXeuDAgVq8eLF69Oih6OhojRkzRsuWLbug17olP0+gT4TSceO7OmOf6Ew9QqJPhFKfCKlu0qtXr0Y3gHI6nY2Sw/Zi165duueee/TII4/ojjvuCHY5TWzatEnbt2/XqFGjtGzZMm3ZskVPPvlksMtq4oc//KESExMVHR2tSy65RD//+c+1Z8+eYJfVyAcffKDExET9wz/8g8LDw5WZmam//e1vwS6rWaHy/jlw4IDGjRunO+64Qw8++GCwy2mioKBA+/fv16hRo5STk6O9e/dqxowZwS4L3xEqX+tWnGstZ48fP35cdrtd0dHRqqmpkdfrbbS/9O1vrI4fPy5J8ng8crlc6tmzp6644gpVVlY2eay2dHbf7AzrPnDggPbt2ydJuvTSS5WSkqKdO3d26HU39/1HXl5eq6+tV69eQX2tP/roI5WUlPi3jTGKjY219Fq3xtcA6BOhdNw4o7P1ic7YIyT6xBmh0CdCKki68cYbVVJSohMnTqiurk7vvPOOkpKSgl1WI+Xl5XrwwQe1ZMkSpaenB7ucZr3yyisqKChQfn6+HnroIf3sZz9TdnZ2sMtqYvjw4frggw9UXV0tr9er999/X/Hx8cEuq5G+ffuquLhYp06dkjFGW7Zs0XXXXRfsspqVkJCggwcP+i8ZLCgoaHfvn9raWt177716+OGHNWXKlGCX06ynnnpKb7/9tvLz8/XEE0+oX79+eu6554JdFr4jFHqFVed638bGxqp79+7+vyqSn5+vpKQkdevWTYMHD9amTZskSevXr/evPTk5WevXr5f07TdqgwcPVrdu3ZScnKz8/HxJ334j0717d/3jP/5jm62xub7ZGdZ9+PBh5eTk6PTp0zp9+rTee+89jRs3rkOvu7nvP5566qlWX1tSUpI2btwor9ersrIylZaWtmmvrqmp0eLFi+V2u1VbW6t169bpmWeeafY41RZf+6BPhNJxQ+qcfaIz9giJPhFSfcLybbnbiQ0bNpj09HSTkpJi/vM//zPY5TTx+OOPmwEDBpjbbrvN/98f//jHYJd1Tm+99Va7/attxhjz5ptv+l/vBQsWGK/XG+ySmnjppZdMamqqycjIMHPnzjX19fXBLqmR4cOH+//aWHFxsXE4HCYlJcUsXLjQ+Hy+IFf3rTM1vvLKKyY+Pr7R++e5554LdnnGmMafxzN27NjBX21rp9p7r/g+Vt63+/btM6NHjzapqanmV7/6lXG73cYYYw4fPmzuvvtuM2LECDNlyhRz8uRJY4wxVVVVZtq0aWbkyJHmrrvu8j9+fX29mT17thk5cqS5/fbbzd69e9t0refqmx193cYYs2zZMjNixAiTkZFhli1bZozp+K/3Gd/9/qO11+bz+cyiRYvMyJEjzciRI83777/f5utdunSpSUtLMykpKebVV181xpz7ONXaXwP4Fn0idI4bnbVPdOYeYQx9wpj23SdsxhjT8pkaAAAAAAAAOpqQurQNAAAAAAAAwUOQBAAAAAAAAEsIkgAAAAAAAGAJQRIAAAAAAAAsIUgCAAAAAACAJQRJAAAAAAAAsIQgCR3aY489pt/+9reSpPvvv19ffPFFiz/He++9pyeeeKLFHxcAYE1bHOvXrl2radOmtfjjBktHWw8AnA994sJ1tPWgZYUFuwCgrfzud79rlce95ZZbdMstt7TKYwMALkxrHesBAB0DfQK4eARJaFd27typZ599Vr1799bBgwd16aWXaurUqVq1apUOHjyolJQUZWdna8uWLVq5cqUaGhp0ySWX6NFHH9XAgQNVW1urefPm6bPPPpPdblfXrl01aNAgSdLPfvYzPf/884qPj9eTTz6p3bt3y+VyyRijJ554QoMGDdKcOXMUGRmpzz//XMeOHdNPfvITPf3004qIiDhnzWvXrtXmzZv10ksvaeLEiRowYIA+/vhjlZeXKzExUY8//ri6dOmirVu36rnnnpPP59Nll12mBQsWqG/fvvrLX/6i5cuXy+fzKSIiQnPnzlX//v3129/+VocOHVJFRYWcTqfi4+M1ZMgQrV+/XocPH9asWbOUkZEhSVq5cqXeeecd+Xw+xcbGKjc3V1dccUWbvGYAcKFC8VgvSU6nU1OnTlV5ebm6du2q3/zmN7rqqqt07Ngx/cd//IeOHDkiY4xuv/123XfffTp8+LAcDoc++eQTSWq07XQ69eijj6qqqkqSlJycrBkzZkiS3nzzTf3pT3+Sz+dTz5499etf/1pXXXXVOet64403tHXrVr344ouSpAMHDuiee+7Rtm3btG7dOr3xxhtqaGjQN998o/vvv18TJkxoNH/ixInKyspSWlpak+0DBw5o4cKFOnnypLxeryZOnKgxY8YE8KoDgHX0CfoE2jkDtCM7duwwP/3pT83f//53Y4wx9957r7nrrruM2+02X3/9tYmPjzc7d+40GRkZ5sSJE8YYY/73f//X3HTTTcblcpmFCxea2bNnG5/PZ77++muTlJRkli1bZowxZvjw4WbPnj3m448/NtOnTzder9cYY8xLL71kpk2bZowx5tFHH/U/3+nTp83tt99u8vLyzlvzW2+9ZaZOnWqMMebuu+82Dz30kPF6vaampsYMGzbMlJSUGKfTaQYNGuRf1+bNm829995rvvjiC3PjjTeaQ4cOGWOMKS4uNjfddJOpqakxy5YtM8OHDzfV1dWmrq7OXH/99eapp54yxhjz7rvvmpSUFGOMMevWrTMzZswwDQ0NxhhjXn/9dXPfffe1zAsCAK0gVI/1gwcPNqWlpcYYYx5//HEzd+5cY4wxWVlZ5g9/+IMxxpjq6mrjcDhMQUGB+eqrr8yAAQP8j/Hd7eXLl5tf//rXxhhjXC6XmTFjhqmurjY7d+40EyZMMKdOnTLGGPP++++btLS089ZWU1NjBg8ebCorK40xxixevNg8++yzpra21owdO9b/Ofzkk0/8z39273r77bf9j3dmu6GhwYwcOdLs3bvXv7YRI0aYTz755Lz1AMDFok/QJ9C+cUYS2p0rr7xS//Iv/yJJ+qd/+if16NFD4eHhio6OVkREhD777DNVVlbqnnvu8c+x2Ww6dOiQSkpKlJ2dLZvNpujoaN16661NHn/gwIG6/PLL9frrr+urr77Szp07G/124eabb1Z4eLgk6dprr9U333xzQfUPHz5cXbp0UWRkpPr06aNvvvlGH3/8sa655hr/ulJSUpSSkqLVq1dr6NChiouLkyQlJiYqOjpae/fulSTdeOON6tGjhyTJbrfr5ptv9n9eTp48KUnaunWrPv30U40ePVqS5PP5VFdXd0E1A0BbC8Vjff/+/dWnTx9J0k9/+lO9++67OnXqlD7++GP94Q9/kCT16NFDmZmZ+utf/6qEhIRzPtbNN9/s/631jTfeqEceeUQ9evTQtm3bVFZWpnHjxvn3ra6u1smTJ9WzZ89mHysyMlK33nqrNmzYoHvuuUcbN27U6tWrFRERoRdffFFFRUUqLS3VZ599plOnTn3vOs8oLS3VoUOHlJ2d7R+rr6/X//zP/2jAgAGWHwcAAkGfoE+g/SJIQrtz5oB9RlhY4y9Tm82mxMREPffcc/6x8vJy2e12SZIxxj/etWvXJo+/bds2LVy4UP/2b/+mW265RT/+8Y+1YcMG/8cvueSSRs/13cezorn5YWFhstls/nFjjD7//HP5fL5G42c+5vF4JH3/50L6Nji67777/Kegnj59+oLDLwBoa6F4rP9ujWfm+Hy+JnN9Pp88Hk+Tx21oaPD/u3///nrvvfdUUlKiHTt26M4779Tvfvc7+Xw+jRo1SrNmzfI/VmVlpS6//PLz1jZ27Fj/pQ1XXXWV4uLidOzYMd11110aO3asBg0apLS0NG3durXZ+c3V6fV61aNHD+Xn5/s/dvz4cf8vOACgNdEn6BNov/irbQg5119/vbZv364DBw5IkoqKinTbbbepvr5eN998s/Ly8uTz+fTNN9/ovffeazJ/+/btGj58uCZMmKB+/frpL3/5i7xeb6vWnJCQoAMHDmj//v2Svv1Lb7NmzVJiYqI++OADffXVV5KkkpISlZeXn/e3E2cbNmyY8vLyVFtbK0l6/vnnNXv27JZfBAC0oVA51kdGRiohIUGrV6+WJNXU1Gj9+vW68cYbFRUVpYaGBv9fB/rzn//sn7dkyRKtWLFCP//5zzVv3jxdffXV2r9/v4YNG6Y///nPqqyslCT96U9/0uTJk7+3jjO/+X3hhRd05513SpL27t2r6Oho/fu//7uGDRvm/+Hg7M/Dd8+E/eKLL/T5559Lkn70ox/pkksu8f+AUF5eroyMDP++ABBM9An6BIKHM5IQcrp06aLHHntMv/rVr/xn+6xcuVIRERGaPn26cnNzNWLECEVHR+vaa69tMn/cuHF65JFH5HA45PF4dNNNN/lvVN1afvjDH2rJkiV69NFH5fV6FRkZqaVLl+rqq69Wbm6ufvnLX8rr9eqSSy7Riy++eEEp/p133qmKigqNHTtWNptNvXv31qJFi1ptLQDQFkLpWL9kyRI99thjWrt2rU6fPi2Hw6HMzEzZbDbNmjVL999/v6Kjo/03KZWkyZMna86cOcrIyFB4eLh+8pOfKD09XeHh4br//vs1ZcoU2Ww2RUZGavny5U3OXm3OnXfe6f+hQ5Juuukm5eXlKS0tTTabTTfccIOio6NVVlbWaN4DDzygOXPmqKioSD/+8Y81ePBgSd+eDbBixQotXLhQL7/8sjwejx5++GH/DWsBIJjoE/QJBI/NXOh1OwAAAAAAAOiUOCMJsGDChAlyuVzNfmz16tWKjIxs44oAAC2tPR/rX375ZW3cuLHZj91777267bbb2rgiAOh86BPAtzgjCQAAAAAAAJZws20AAAAAAABYQpAEAAAAAAAASwiSAAAAAAAAYAlBEgAAAAAAACwhSAIAAAAAAIAl/w8lokSZRLlKJwAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Displaying multiple distplots using subplot function. \n", - "fig1 , axes = plt.subplots(nrows=3,ncols=3 , figsize = (20,20))\n", - "sns.distplot( housing[\"longitude\"] , color=\"#00bcd4\", ax=axes[0, 0] , kde=False , bins=20)\n", - "sns.distplot( housing[\"latitude\"] , color=\"#937d14\", ax=axes[0, 1] , kde=False,bins=20)\n", - "sns.distplot( housing[\"housing_median_age\"] , color=\"#006600\", ax=axes[0, 2],kde=False,bins=20)\n", - "sns.distplot( housing[\"total_rooms\"] , color=\"#ff1e56\", ax=axes[1, 0] , kde=False,bins=20)\n", - "sns.distplot( housing[\"population\"] , color=\"#216353\", ax=axes[1, 1] , kde=False,bins=20)\n", - "sns.distplot( housing[\"households\"] , color=\"#FF8F00\", ax=axes[1, 2] , kde=False,bins=20)\n", - "sns.distplot( housing[\"median_income\"] , color=\"#33FF00\", ax=axes[2, 0] , kde=False,bins=20)\n", - "sns.distplot( housing[\"median_house_value\"] , color=\"#FF3300\", ax=axes[2, 1], kde=False,bins=20)\n", - "sns.distplot( housing[\"median_house_value\"] , color=\"#CCCC00\", ax=axes[2, 2] , kde=False,bins=20)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# KDE PLOT" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### KDE Plot is used to estimate the probability density function of a continuous random variable." - ] - }, - { - "cell_type": "code", - "execution_count": 281, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.set_style(\"darkgrid\")\n", - "fig1 , axes = plt.subplots(nrows=2,ncols=2 , figsize = (14,14))\n", - "\n", - "x = np.random.normal(1,10,1000)\n", - "\n", - "#Simple KDE Plot\n", - "axes[0,0].set_title(\"Simple KDE Plot\")\n", - "sns.kdeplot(x,ax=axes[0,0])\n", - "\n", - "\n", - "# Shade under the density curve using the \"shade\" parameter\n", - "axes[0,1].set_title(\"KDE Plot (Shaded Area Under the Curve)\")\n", - "sns.kdeplot(x,shade=True,ax=axes[0,1])\n", - "\n", - "\n", - "# Shade under the density curve using the \"shade\" parameter and use a different color.\n", - "axes[1,0].set_title(\"KDE Plot (Different Color)\")\n", - "sns.kdeplot(x,ax=axes[1,0],color = 'r',shade=True,cut=0)\n", - "\n", - "#Plotting the density on the vertical axis\n", - "axes[1,1].set_title(\"KDE Plot (Density on Vertical Axis)\")\n", - "sns.kdeplot(x,vertical=True)\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 282, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 282, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(6,8))\n", - "x = np.linspace(0, 10, 100) \n", - "y = np.sin(x)\n", - "sns.kdeplot(x,y,shade=True,cmap=\"Reds\", shade_lowest=False)" - ] - }, - { - "cell_type": "code", - "execution_count": 283, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
agesexbmichildrensmokerregioncharges
019female27.9000yessouthwest16884.92400
118male33.7701nosoutheast1725.55230
228male33.0003nosoutheast4449.46200
333male22.7050nonorthwest21984.47061
432male28.8800nonorthwest3866.85520
\n", - "
" - ], - "text/plain": [ - " age sex bmi children smoker region charges\n", - "0 19 female 27.900 0 yes southwest 16884.92400\n", - "1 18 male 33.770 1 no southeast 1725.55230\n", - "2 28 male 33.000 3 no southeast 4449.46200\n", - "3 33 male 22.705 0 no northwest 21984.47061\n", - "4 32 male 28.880 0 no northwest 3866.85520" - ] - }, - "execution_count": 283, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "insurance.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 284, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(6,8))\n", - "sns.kdeplot(insurance.bmi,insurance.charges,shade=True,cmap=\"Reds\", shade_lowest=False)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 285, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAekAAAF1CAYAAADMahKvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzt3XmQFOX9x/HPsLAqlwvZtYLhkFWJlEephMohSpEfJlDGiuHwzMYjmDJijEqMkiqRRCPR8jaWgBWJECNlGUi8olE3CVELI2jihYnAWhaCwOpSsLLA7mz//iCz7DUzfT3dT3e/X1VWKTvM9Laz895v9zM9OcdxHAEAAOv0iXsDAABA74g0AACWItIAAFiKSAMAYCkiDQCApYg0AACWItIAAFiKSAMAYCkiDQCApYg0AACW6hv3BkhSe3u78vlsXJ20oiKXme/VDfZHT+yTrtgfXbE/ekriPunXr8LV7ayIdD7vaMeO3XFvRiSqqvpn5nt1g/3RE/ukK/ZHV+yPnpK4T2pqBrm6HYe7AQCwFJEGAMBSRBoAAEsRaQAALEWkAQCwFJEGAMBSRBoAAEsRaQAALEWkAQCwFJEGAMBSRBoAAEsRaQAALEWkAQCwFJEGAMBSRBoAAEsRaQAALEWkAQCwFJEGAMBSRBoAAEsRaQAALEWkAQCwFJEGAMBSRBoAAEsRaQAALEWkAQCwFJEGAMBSRBoAAEsRaQAALEWkAQCwFJEGAMBSRBoAAEsRaQAALEWkAQCwFJEGAMBSRBoAAEsRaQAALEWkAQCwFJEGAMBSRBoAAEsRaQAALEWkAQCwFJEGAMBSRBoAAEsRaQAALEWkAQCwVF8Td9ra2qrrr79eH330kfr06aObbrpJRx55pImHAgAgtYxM0n//+9/V1tam5cuXa/bs2br77rtNPAwAAKlmJNKjR49WPp9Xe3u7mpub1bevkYEdAIBUM1LP/v3766OPPtLUqVPV1NSkhQsXmngYAABSLec4jhP2nS5YsECVlZWaM2eOtmzZogsvvFBPPvmkDjrooF5v397ernw+9M2wUkVFH+Xz7XFvhjXYHz2xT7pif3TF/ugpifukX78KV7czMkkPHjxY/fr1kyQdeuihamtrUz6fL3r7fN7Rjh27TWyKdaqq+mfme3WD/dET+6Qr9kdX7I+ekrhPamoGubqdkUhfdNFF+tnPfqbzzz9fra2tuvrqq9W/f38TDwUAQGoZifSAAQN0zz33mLhrwCrVTesC30fjkLEhbAmANGLZNeBSGEF2c79tVeOMPA6A5CHSQBGmolxO34a1qv7fvzNlA9lGpIFO4gpzMZ23h2AD2UOkkXm2hbmYwnYSayA7iDQyKylx7o5YA9nBp2Ahc6qb1iU20J2l4XsAUBqTNDIjjVFjqgbSjUkamZDGQHeW9u8PyCoijdTLSsDSchgfwAFEGqmWxWhl8XsG0opII7WyHKssf+9AmhBppBKRYh8AaUCkkTrE6QDOUwPJRqSBDCDUQDIRaaQKMSqOfQMkD5EGMoRQA8nCFccAQ9o/fM/T7fuMPMbQlnTFVcqA5CDSSA0bpkSvYS72d6MIdnXTOkINWI5IAyEIEudy92cy2IQasBuRBgIIO87lHsNEsAk1YC8WjgE+RRHo3h7TxOPyfmrATkQa8CGOQHd/fFOxBmAPIg14FHegOzMRa6ZqwB5EGvDApkB3xlQNpBORBlyyNdAFpqZqAPEh0kDKhB1rDn8D8SHSgAu2T9G9MRFrANEi0kgN3uvbuzBjzVQNRItIA2UkcYruTdixBmAekQYyJqxYE2rAPCINZFRYoSbWgDlcuxsowdih7g/eD/b3jzg6lM0ofH9BrwnO9b8BM4g0UqVxyFi7J7ugcS52PwGjHUasCTUQPg53A1H44P3wAl3q/gM+RtAjB1b/ggQkEJM0YJLJMJd7TJ/TddCpuhBqpmogOCZpoIjA56PjCHT3xw8wXTNVA/Ej0oAJcQe6O5+xDvp2LUINBEOkgbDZFujOAsTaL0IN+EekgTDZHOjOfMSaUAPRY+EY0AsbLgXqNGwse5vc6NpgD+JxkVn7h+8FWlDGYjLAGyINhCXAFO0myG7/nq9wf/A+oQYsRKSBMPgMtN84u71PT8H2MFUHeZsWoQbc45w00I3nQ90+Au00bDQS6GKP4+mxPHw/fk8LcI4acIdIAxGLIs7FHtf1Y3tYWEaoAXOINFIl6Au/ySk6quk51O0g1ECsiDTgl8dA2ybsUPtFqIHiWDgGGOY30K0bN/n6e/1qh7u+bWHbyi4wc7H6O8iqbwC9Y5JGakR6qNvldOk10K0bN3X845ef+3C1nS6+Zw57A+Ei0oBXBgIdNMzl7tfNfbs6V02ogUgRaaRC5AvGynAbaFNxDvJYhBqwB5FG4tl2mNtNoKOMs5/HjjPUAA4wsnBsxYoVWrlypSRp7969WrdunV5++WUNHjzYxMMB0Qgx0H7tXL+9x58NPqrG1321btxUcpGZ07Cx9IIyD5cS9YIrkgEHGIn0tGnTNG3aNEnSz3/+c02fPp1Aw4jIpugYAt1bkN3ezm24A4e6DFZ8A8EYPdz91ltvaf369TrnnHNMPgwyyqbz0OUC7eXw9s71210Hutx9uLmfcttW8nsz9B5qzk0D+xmN9KJFizR79myTD4EMqm5aF+2LeJkQuQm0G2HEOcj9mgo156YB/3KO4zgm7njnzp0699xz9cwzz5S9bXt7u/J5I5thnYqKPsrn2+PeDGt43R99G9aG8rhhHeYOI9AmwlxKuUPhpQ5/lzz0Xeb8tJ/D3m2jx/Ez0w37o6ck7pN+/Spc3c7YFcdee+01fe1rX3N123ze0Y4du01tilWqqvpn5nt1w8v+CGt6tiXQUce58+OWCnW589RR2rFjNz8z3bA/ekriPqmpGeTqdsYi3dDQoOHD7fhBR7KFeWg7yYH+cFNz0a+NHD7Q032VC3UxJReSlVnt7WcRWXXTOrVVjfP0d4A0MRbpWbNmmbprZEiWA10qyuVu6ybapUJdapoOuuIbgHtczARWCntxWJhvtSqlVKDdLuD6cFOzp0AHuY9S2+Pr/dwsIgNCRaRhFRMrt6N6L3S5QJcTRpz93KefUEf50ZthLRYEkohIwwqm3laVpECbFCTUnjFNA6Eh0ohV34a1xuKchECbmJ5LPVYpxbbVhmkayCoijViYvCBJlB+YETTQUYvsMUOeprkCGbLK2OpuoDemX2zDDHSQVdylAu0nlB/u3Vfy6yMPqnR/X5uai67+Lrbiu9hqb1Z6A2YxSSMSUVzKM22B/nDvvo5/wryt1+3wjXPTQGBEGkZFFec0BdpLbIv9/SA4Nw3Yg0jDmCjOI3qexiwOdNA4d7+vsrexYJr2gvPSyCLOSSN0SYyzFO8CsbDi3P0+vZyr7iyqc9N83jRQGpFGaKKadNIUaBNx7n7/pUJdahEZgPgRaQRmbZyl2AId1/RspTIfvOFFddM6NQ4ZG8p9AUnAOWn4FsWisAIC7Z/fx4pqARmrvIHimKThWZQLeOKIs2Qu0DZOzxzyBuzFJA1PCHS6Ah0ZVnkDvjBJwxXr4ywR6DKP73eldxRY5Q30jkkaJUV53lmKL9CtGzelNtBBcGETIF5M0uhV1IcUTcZZSt5brN78bG/Rr50w4CBf9wkgeYg0uojjfF8SAx1HnBOvzFuxvBzy5q1YyAoijdgW4gR6603Kzj+nOs4AfCPSGRbnKlkCfYDXQL/52V7Ph7xtXjQGoDginUFxv4WFQB+Qxgmaz5gGwuMq0rt27dLLL7+sPXv2dPzZWWedZWyjYEba4ywlJ9BB4pzohWOclwY8cRXp2bNn6wtf+IKqq6slSblczuhGIVxxx1ki0J1FPT2XO9Rd6mpjvX0SFoDouIq04zhasGCB6W1ByGyIs5TeQNseZwDJVzLS+/btfxEaMWKE3njjDR177LEdX6usZCGKrVIRZynWQNs6PbNgDMiWkpGeMmWKcrmcHMfR6tWrO/48l8vpxRdfNL5x8MaWOEsEujObJ2gbP1iD89LAASUjXV9fL0l68803dcIJJ3T8+auvvmp2q+AZge4p7kCHHWemaCB7SkZ6zZo12rBhg5YsWaKLL75YktTe3q5HHnlETz31VCQbiNJSFWeJQBdhItDlpmhji8bKrPAGcEDJSA8ePFjbt2/Xvn37tH37/he2XC6na6+9NpKNQ2kEundZD3QU+tUOj3sTgEwoGekxY8ZozJgxOvvss3XYYYdFtU1wgUD3Ls5A23Lu2eop2gDOSyPNXL0Fa/r06fr00081ZMgQ7dixQ5WVlaqurtaNN96oU045xfQ2ohsC3bsgn2ZVTNyBjuMwNwB7uPo86fHjx+vJJ5/USy+9pGeeeUaTJ0/Wgw8+qHvuucf09qEbWwLd/uF7kQa6nDjfB522QJeboqM41B3KcwtIAVeR/vjjj1Vbu/9avCNHjtSWLVs0atQoVVRUGN04dGVToKMW9cdNxh1or6IKtBtctxsIj6vD3TU1Nbr99tt10kkn6Y033lB1dbVefvll9evXz/T24X9sCHTocQ7pMLcftgfayxQdZaBZMAZEy9Ukfdttt+mwww7TqlWrNGzYMP3qV79S//79deedd5rePohAlxL2QjEbAu0F56D3s+FnBDDB1SRdWVmpE088UWPH7l9B+eabb2r8+PFGNwx2MHJoO+bz0MXYEug43nLFFA3YyVWkr7jiCjU1NWnYsGFyHEe5XI5IRySuCcHYeWcPgfZ7mDvIJ1qVY1OgbTzM7ep8NBcyAVxzFelPPvlEy5cvN70t6CaOQNuyqjbIYe5igh7mtuUQt2TXQjEA5rg6Jz169Ght3brV9LYgZsYDneDz0FEE2u0UHXWgQ52iAXjiapJ+/fXXNWnSJA0ZMkS5XE6S9NJLLxndsKyLcoqOZHoO6Tx0KX4vWFJO2iZoL9Mz56GBeLmK9HPPPWd6OxATWw5vF9h4mDsKYS0WiyvQNkzRXB4UaeQq0u+//75uvPFG7dq1S2eeeaaOPvpoTZo0yfS2waBI45zg1dxJmqLDCrTX6dlToFk0Bnji6pz0zTffrAULFqiqqkozZszQfffdZ3q7Ms30oW5bAx31RUvKiSrQbqboVAQagGeuIi1Jo0aNUi6X09ChQzVgwACT2wSDbDu8XWDjYrGkiCvQAMxzdbj70EMP1fLly9XS0qKnn35agwcPNr1dMCDyQLNYrKwwpuhSrJqgOdQNeOZqkr7lllu0adMmDRkyRG+//bZ++ctfmt4uZEhWF4uFIYxLftp4iLvPyGOMPwaQBCUn6YaGho5/nz59ese/NzU1qaqqytxWIXRM0e4lZYoO4zB3ZIGOaIpmhTfSpmSk582b1+W/c7lcx2VBly5danTDkA1M0WaY+Exo2wMNpFHJSC9btqzkX/71r3+tK664ItQNyjoTK7uZot1LwxQddqBZwQ3Ex/Xq7t7885//DGs7kBYhvuUqy1N0agIdwxTNx1YiTVyt7i7GcZyiX1u0aJHq6+vV2tqq8847TzNnzgzyUEAHU1N0VOL4KEopG4EG0iZQpAvX8e7u1Vdf1RtvvKFHH31ULS0teuihh4I8DJIi5ik6LUxN0W6Fcng75kCzgAxpESjSxbz00ksaM2aMZs+erebmZv30pz818TBAF2n6pCuvwjrMbUOgefsVcICRw91NTU3avHmzFi5cqE2bNumHP/yhnn322aKTNw5oHDI2mefUIpqik36ou5wgb7kqJkmBDhPTNNKgZKRLfRzlhAkTdNttt/X6taqqKtXW1qqyslK1tbU66KCD9Omnn+pzn/tcr7evqMipqqq/h81OroqKPuW/16ZotgXRimOKjizQFsW5s+qmdWobPS7uzQiVq9eQjEnzPikZ6aeffrro1yZMmKBhw4b1+rVx48Zp6dKluvjii7Vt2za1tLSUvPhJPu9ox47dLjc52aqq+pf9Xqsj2pbQWDBF276q2/SFS4JIa6AL+jasTdVE7eY1JGuSuE9qaga5ul3JSC9YsKDXP9+2bVvJO500aZJee+01zZgxQ47jaN68eaqoqHC1QUDamFzNHWSKTtvh7VIKp5DSFGtkg6tz0vfee69+//vfq7W1VXv27NERRxxRcsqWxGKxrIj5oyjDdMKAg0JfPOY20H6m6DAOc/uWkDh313m9R5jBDmsdCb9EoDtXkV61apVWrVqlW265RRdffLF+/vOfm94uhKjPyGPMXHUs5CuLmTjUHae43g/tRqApOqGB7s7GBZrFtol4Z5erK45VVVWpsrJSn332mUaNGqWWlhbT25Vp/EDGJ6ywermfqKfoQNfgjiDQtn7meZyqm9Z1/INscTVJf/7zn9fjjz+uQw45RLfffruam+2cXBAhj1N0li5eYjrQpRgNNKzQt2Ftx+JSfqFPP1eR/sUvfqGPP/5YU6ZM0cqVK3XXXXeZ3i4gNoXIej0/7XUKLxXoUsK6spgrxNlqLIhLP1eRbmpq0kMPPaQPPvhARx99tGpqInyRyKiwL2pi7Ly0C0EXjMV1ARM3sTZ13tmKKTrGQLd/+B5XHvPA1II4xM/VOemrrrpKtbW1+slPfqLhw4ezcjvrIvgoyjD5nVgLThhwUNF/ot4mv1N0kgJdwLlpfzh3nS6uLwt6/vnnS5KOOeYYPfvss8Y2CAck9hKhnbiZotN0PtqNcoE2MUV7YkGgCwqhZqr2jkPh6eBqkq6trdUTTzyhrVu3qr6+XlVVVWpoaFBDQ4Pp7QNSJUigI5miLQp0Z0zV/iX9F/2syzmlPhT6f+rq6nr/y7mcli5dGngjWlvzibukm19eL18X9g9Y4Be7kFd1S+Un6XLnpN2+Tzruy4O6OcTtJ9Klpug0BLo7pmr/0jpVZ/ayoAXLli3Trl279NFHH2nEiBEaMGBAoI2De0k+5G3bFcZGHlQZS6jdnn+O4rOi04BD4P5xCDx5XEX6ueee0wMPPKB8Pq8pU6Yol8vp8ssvN71tyIAwzkePHD7Q9TQdZai9LA7zG+isTdGdEWv/+BjP5HB1TnrJkiV67LHHVFVVpcsvv1wvvPCC6e1CJ9b8MCVsVXcxQVd7h/0YJj/hKgvaP3yvyz9wh1XgyeBqku7Tp48qKyuVy+WUy+V0yCGHmN4uwBMv07TUNaJhTdZ+4l8u0EzR3nUPNZN2aUzVdnMV6S996UuaM2eOtm7dqnnz5un44483vV3oJqxz01Fd1MS289GldI+rm2iHMY2bCjS68vJ8LwQ96M9I0n4x4Fy1vVxF+oILLtDzzz+v2tparVixQvfdd5/p7QI6DD6qxtVVx7xO00Xvx/DhcDeHt4MsFMvyFB1UWL/AlrofmwPOVG0fV+ekr7/+eh111FH6z3/+o2uuuUYLFiwwvV2AL7af3w0j0EzRyWb7+XPOVdvFVaTb2to0fvx47dq1S2eccYba29tNbxd6keXfcL1MliOHD7Qu1lFtU6DPiUbkbI814ufqcHdra6sWLFigcePGafXq1crn86a3CwisEMUwDoEH3Qa3Ip2iozrU7eddARk7DG/r28k4/B0/V1cc++CDD/Tyyy9r5syZeuGFF3T88cdrxIgRoW0EVxzzJuhvuL5/c/fwYutl4ZiX90oH+USsqGLtZ2J2c6TATaBjPx9t+m16GYm3bbG2PdRpvuKYq0ibRqS9CeMwlOdQG7gcaIHXC5qE+dGVQcMdxiHsWAIthRu8uN5Dn+JoE2r30hxp15+CBdjC7WpvN+I+d53oy33acHGb7tuQomjb9pnaHPqOB5FOoCRfz7s3/WqHe56mC3ELc6qOkpc4G5mipf2B8xM1G+JcTG/bluBw2xZqRI9Iw50jjjb64uwn1FLyYu11crbm7VY2h7mcYtuekHgT6mwj0jAiN7o20quOdY6fbcH2e0jbbaADve2q1DSd5DC74eb7syTktoSaQ97RI9IJlbZD3pL/abq77lGMMtphnWOOdIJOe4yDKLVvIg64LaFGtIh0RkV1DW+vCnEKI9YFXsLZW9CjXNzlNc5JunhJ0CMr1n2vKV60BnsQaRgT5JB3WFO1V3Gutrbm/HNIwj7d0f3+rI62oWAzTWcPkYa1TEzVNvIbZ+si9T9RrUWwOtqFYDNdIyAiDfd8rPAOYwFZ54ilKdhpmpxt+GhSK6Pt921uwP8Q6QRL4+KxcnoLW1LCHWaUrQiQ7IhzMZ23Ldb9FXKo4zzkzcru6BHpDItq8Zjpt2O5jV8UMU/TdFyKzXHuTezBZqKGT0QakYj6fdO9SUtA456iw/r/WO6XJlP/v2ILNqGGD0Qa3gS48ljhBTHuWMOfIP/f/BzF6O3vhB3u2CfsBOFQdzyINCJnw1QN9/z+vzJxeqH7fYYZ7UiCzTQNj4g0vAvhOt6dXwQJtntRTns2xbncY5masJmu92OKjg+RzjgbrjxGsO2ShDiXeuywp+vQQ800DQ+IdMLF9jYsQ5+KZdvkkqVfGpIY596EPV1nfapmio4XkQZK8PrCbDrqJia7qBeERaV14yb7p2rLEej4EWn4Z/gzppOo2It4mPEOY7ILuj1B4+zmk8nCuI66iak67lBz7e5sIdIIdl6aULvS/YU9jGi7vQxm2NO930B7/cjQ7rcPEu2wp+osYIq2A5FGcITaMxPvGTd9qN1PnMP8LO/CffmNdVihtmGaNo1A26NP3BuAlGC1qi+50bWJeMGPO9Dd79fvfdt8Dt2NKA51E2i7EGlICumHn1D7ZmuoWzdu8hy2IBH1+jh+xB5qi39OCLR9ONyNcNly6DusF0IbvpeY+Ilz1Hau3x7KArMkYMFYNhFphK8QSNOBi2Ii6f4YGYi2TYe23T6211CzkKwnpmg7EWl0CP3qY50DFyRuNh0ejOoXkJgkLdCJ4/O5bHqKJtD2ItKIhk2hDUPIsY77ymZRva3KlCwd9g4bgbYbC8fQBee9PDri6ET/AuJnYViBLYGOmu9FfhZO0QTafkQ6BfhBs0DCQh0kzlJ2Ax01U4FuHDKW142E4HA3ELOoDnWH9dYjWwMdxSHvqKdoE4hzsjBJowcOeftk0QtxQWFiTnugrWbRYW4CnTzGJumzzjpLgwYNkiQNHz5cCxYsMPVQgD0seJ+4qYt12B5oa6doHwg0CoxEeu/evZKkZcuWmbh7RCD0t2PFyM0LXtK/V9NX0bI90F5F9h5pH1M0gUZnRiL93nvvqaWlRZdccona2tp0zTXX6MQTTzTxUDAoiaH2+wLX+e9F+T3H/ZGRbqQt0H74mqItCDRxTj4jkT744IP1/e9/XzNnztQHH3ygSy+9VM8++6z69mWdGsIX9gtb4f5s/wUl9mtQJ5TXKTqqQIeNQKdDznEcJ+w73bdvn9rb23XwwQdLkmbMmKH77rtPw4YN6/X27e3tyudD3wwrVVT0UT7fbuS++zasNXK/NsYqqsVtvr93l+el/UzSUcY5KVO0l/PRXiIdZaDDfE63jR4X2n0lgcnXVVP69atwdTsjo+3jjz+u//73v5o/f762bt2q5uZm1dQU/yHK5x3t2LHbxKZYp6qqv7HvtdrIvdp12Dvqlec2fe8Sge4Nge6qcchYKSOvpwUmX1dNqakZ5Op2RiI9Y8YMzZ07V+edd55yuZxuueUWDnUnXJyxivstYaa+d69TNIe3g0l7oDm8nU5GyllZWak77rjDxF0jRlGHOu4424RA987tFE2gkVSMtynSOGSsqpvWGX0M06G2Ncy2HfY2zfZD3Uk/xB364W2kFpGGZyaCZWucbcAU3ZU1gWZ6RgSINHwJ421KSQtz1qZpGxHo/Qh0dhDplInikHdnvb3odA9Z0mKM/TG06ZC310t+pjnQbaPHZW71dpYRaYSOKIcnzkPdNoTaz/W4jQXakrdXVYV2b0gCPgUrhTgUZk7WfgEx/aEVpR7XZKBzo2sTFWg+/zm7mKQBlNQ9lqam6yC/EKT58DZxzjYinVJRn5tGdhSLqdt4hzmdG70ON3GGBYg0gFBEfWic6RlZQKRTjGk6Rkcc7fpDNuBNmqdniUCjKyKN1Cn2IhfWLyxRvl+6X+1wLmYi72GWmJ6RDkQ65bIyTbt5gSvcJgv7Iy38xFliekZ6EGkkmp8XN2JtN79hlpiekT5EOgPSNk1n7YUtzYe8gwS5s6TFWcre8xj+EOmMSEOow35Ri3uf5EbXev5M6SQLK8id8bGSSDsinSFxR8kvky9qfveJq8VjIa7wTso0bSLE3fkKsxR7nCUCDe+IdMYkKdS8oHVlS6ijCHFviDOyiEhnkO2hjvoFLc794fWQdyGQUcU6riAX+A6z5DvOEoGGPYg0rMGLmXsmpuq4gywFjHIBcUaK5BzHceLeiNbWvHZk5PNRq6r6W/W92jBR2/Ji5mdfuLqoiYvz0kEXkHkNtg1BlkKKckFG4mzba4gNkrhPamoGubodk3TGxXmot3HIWFVV9ecD7BV8pbct0S0l1CB3FiDOUrICjewh0oj04h68iGWDsSAXBAyzRJyRDEQaHUxN1Ul5ATN2VMHlW7GS/L5p41GWQgmzRJyRLEQaXXR+0QkSrKy8eIX9YRtJCHUkQS4IKcxSuHGWsvMcR7yINIriRShEHi5sYmOoIwtziFEuIM5IMiINdGJ0IZ3HUEvBV337leQoS+GHWSLOiAeRBgIy+fnSUcU66VEuMBFniUAjPkQaiJLP63l3jmgYwU5LlCVzYZaIM+JHpIFu/Bzy9jRNB/zgjUgXbnkVQZQls2GWiDPsQaSBOIT4CVmxiijKkvkwS8QZ9iHSQC+MT9NSckOdsjAXEGjYiEgDcUpCqFMa5QLiDJsRaSBEvlZ6FyJoU6xTcm65GMKMpCDSQBF+3zPt+y1ZccY65VEuIM5IGiINGBDovdNRxDrlh7C7I85IKiINlBDnR3n2CKnfaEcYZMmOKEuEGelApAFDQr8SWcSx9cKWMEvEGelCpIEygkzTJi8ZGjdbwkyUkWZEGjCsELOkx9qWKEuEGdlBpAEXwjg3ncSp2pYwE2VkFZEGXAor1JLdU7VtYa6q6i/t2B3z1gDxINJADGyKtW1RBnAAkQY8CPstWXHEmigDyUGkAY9MvHe6ezjDirYtQS4gzIA3RBrwwfRFTmyLq19EGQiGSAM+xXo1MotwYplmAAAJfUlEQVQRZiA8RBoIgFDvR5gBM4g0EFBWQ02YAfOINBCCQrDSHmvCDESLSAMhSuNUTZiB+BBpIGRJn6qJMmCPPqbu+JNPPtHEiRO1YcMGUw8BWK1xyNjEBK+wrUnZXiArjEzSra2tmjdvng4++GATdw8kio2TNTEGksFIpG+99Vade+65Wrx4sYm7BxKpcxijDDZBBpIr9EivWLFCQ4cO1amnnkqkgSKKhTNIvIkxkD45x3GcMO/wggsuUC6XUy6X07p163TEEUfogQceUE1NTdG/097ernw+1M2wVkVFH+Xz7XFvhjXYHz2xT7pif3TF/ugpifukX78KV7cLPdKd1dXVaf78+TryyCNL3q61Na8dGfm82Kqq/pn5Xt1gf/TEPumK/dEV+6OnJO6TmppBrm5nbHU3AAAIxuj7pJctW2by7gEASDUmaQAALEWkAQCwFJEGAMBSRBoAAEsRaQAALEWkAQCwFJEGAMBSRBoAAEsRaQAALEWkAQCwFJEGAMBSRBoAAEsRaQAALEWkAQCwFJEGAMBSRBoAAEsRaQAALEWkAQCwFJEGAMBSRBoAAEsRaQAALEWkAQCwFJEGAMBSRBoAAEsRaQAALEWkAQCwFJEGAMBSRBoAAEsRaQAALEWkAQCwFJEGAMBSRBoAAEsRaQAALEWkAQCwFJEGAMBSOcdxnLg3AgAA9MQkDQCApYg0AACWItIAAFiKSAMAYCkiDQCApYg0AACWItIGtLa26tprr9X555+vGTNm6MUXX+zy9fr6ek2fPl3nnHOOHnvssZi2Mlrl9smSJUt0xhlnqK6uTnV1ddq4cWNMWxqNfD6vuXPn6txzz9UFF1ygDz/8sMvXs/gcKbdPsvYcKfjkk080ceJEbdiwocufZ/E5IhXfH6l9fjgI3eOPP+7cfPPNjuM4zqeffupMnDix42v79u1zJk+e7OzYscPZu3evM23aNGfbtm0xbWl0Su0Tx3GcOXPmOG+99VYMWxaP559/3rn++usdx3Gc1atXO5dddlnH17L6HCm1Txwne88Rx9n/XLj88sudb3zjG8769eu7/HkWnyPF9ofjpPf5wSRtwJQpU/TjH/+4478rKio6/n3Dhg0aOXKkDj30UFVWVmrcuHFas2ZNHJsZqVL7RJLeeecdLV68WOedd54WLVoU9eZFbvLkybrpppskSZs3b1Z1dXXH17L6HCm1T6TsPUck6dZbb9W5556rww47rMufZ/U5Umx/SOl9fhBpAwYMGKCBAwequblZV155pa666qqOrzU3N2vQoEFdbtvc3BzHZkaq1D6RpDPOOEPz58/Xww8/rLVr1+qvf/1rTFsanb59++q6667TTTfdpG9+85sdf57V54hUfJ9I2XuOrFixQkOHDtWpp57a42tZfI6U2h9Sep8fRNqQLVu26Hvf+56+/e1v68wzz+z484EDB+qzzz7r+O/PPvusyw9bmhXbJ47j6MILL9TQoUNVWVmpiRMn6t13341xS6Nz66236rnnntMNN9yg3bt3S8r2c0TqfZ9k8Tnyhz/8Qa+88orq6uq0bt06XXfdddq+fbukbD5HSu2PVD8/Yj7cnkrbt293pkyZ4rzyyis9vrZv3z7n9NNPd5qampy9e/c63/nOd5yPP/44hq2MVql9snPnTue0005zmpubnfb2dudHP/qR87e//S2GrYzOypUrnYULFzqO4zi7du1yJk2a5OzZs8dxnOw+R0rtkyw+Rzr77ne/2+OcdBafIwXd90eanx98wIYBN998s/785z+rtra2489mzpyplpYWnXPOOaqvr9f9998vx3E0ffp0XXDBBTFubTTK7ZM//vGPWrZsmSorK/XVr35VV155ZYxba97u3bs1d+5cNTY2qq2tTZdeeqlaWlq0e/fuzD5Hyu2TrD1HOqurq9P8+fP17rvvZvo5UtDb/kjr84NIAwBgKc5JAwBgKSINAICliDQAAJYi0gAAWIpIAwBgKSINZMT111+vVatW+fq7K1as6PGhKJJ0yimnSNp/Gc/6+npJ+98e0/3DDwD40zfuDQBgv2nTppX8+urVq7Vx40Z9/etfj2iLgGwg0oCFGhoaNHfuXPXt21cVFRW67bbb9Lvf/U6vvfaaHMfRRRddpKlTp6qurk6jR49WQ0ODHMfRXXfdpaFDh2revHn6+OOP1dTUpNNOO63HtdK7W7dune6++24tWrRITz31lBYvXqwnnnhCa9as0Z/+9Ccddthhqq6u1tlnn60bbrhB69ev14gRI7Rv3z7l83ktXrxYe/bs0UknnSRJuv/++9XY2KiWlhbdeeedGjFiRBS7DUgdDncDFnrllVd07LHHasmSJbrsssv0l7/8RZs2bdLy5cu1dOlSLVy4UDt37pQknXzyyVq2bJmmTp2qRYsWacuWLTrxxBP1m9/8Ro8++qgeffTRso83duxYbd68WXv37tU//vEP5XI5NTY2qr6+XqeffnrH7VatWqW9e/fqscce05w5c9TS0qKKigr94Ac/0Le+9S393//9nyRp4sSJWrp0qU477TQ9++yzZnYSkAFM0oCFZsyYoQcffFCzZs3SoEGDdMwxx+idd95RXV2dJKmtrU2bN2+WJH3lK1+RtD/W9fX1qqqq0ltvvaXVq1dr4MCB2rdvn6vHnDBhgl599VVt2bJFZ555pl555RWtWbNGV199tf79739Lkt5//32dcMIJkqTDDz9cw4YN6/W+jjvuOElSdXW1Ghsb/e8IIOOYpAELvfjiixo3bpwefvhhTZkyRStWrNCXv/xlLVu2TA8//LCmTp2q4cOHS5LefvttSdLrr7+uo446SitWrNCgQYN0xx136JJLLtGePXvk5uq/kydP1oMPPqgvfvGLmjBhgh555BGNGjVK/fr167hNbW2t/vWvf0mStm7dqq1bt0qS+vTpo/b29rB3A5B5TNKAhY477jhde+21uu+++9SnTx/de++9evLJJ3X++edr9+7dmjx5sgYOHChJWrlypX7729/qkEMO0W233abGxkZdc801Wrt2rQ455BCNGjVK27ZtK/uYJ598shoaGjRr1iwdc8wx+uijjzRr1qwut5k8ebLWrl2rmTNn6vDDD9eQIUMkSWPGjNEDDzygY489NvydAWQYH7ABJFjh04COPPLIuDcFgAFM0kCGbN68Wdddd12PPx8/fnxqPtoPSBMmaQAALMXCMQAALEWkAQCwFJEGAMBSRBoAAEsRaQAALEWkAQCw1P8DtdIA8mq62hEAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "iris = sns.load_dataset(\"iris\")\n", - "plt.figure(figsize=(8,6))\n", - "sns.kdeplot(iris.sepal_width, iris.sepal_length,cmap=\"Reds\", shade=True, shade_lowest=False)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Swarm Plot" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Swarm plot is a categorical scatterplot with non-overlapping points" - ] - }, - { - "cell_type": "code", - "execution_count": 139, - "metadata": {}, - "outputs": [], - "source": [ - "# Recover default matplotlib settings\n", - "mpl.rcParams.update(mpl.rcParamsDefault)\n", - "%matplotlib inline\n", - "sns.set_style(\"white\")" - ] - }, - { - "cell_type": "code", - "execution_count": 287, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
agesexbmichildrensmokerregioncharges
019female27.9000yessouthwest16884.92400
118male33.7701nosoutheast1725.55230
228male33.0003nosoutheast4449.46200
333male22.7050nonorthwest21984.47061
432male28.8800nonorthwest3866.85520
\n", - "
" - ], - "text/plain": [ - " age sex bmi children smoker region charges\n", - "0 19 female 27.900 0 yes southwest 16884.92400\n", - "1 18 male 33.770 1 no southeast 1725.55230\n", - "2 28 male 33.000 3 no southeast 4449.46200\n", - "3 33 male 22.705 0 no northwest 21984.47061\n", - "4 32 male 28.880 0 no northwest 3866.85520" - ] - }, - "execution_count": 287, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "insurance.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 288, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcgAAAGrCAYAAABEwQceAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3Wd8lFXax/HfzGQmvffeCwmhhh66CDZQRAVdK9iwrIsNfRS7qKhbZNe6oqK4gqKosCLSa6gJkARCSO+995l5Xky4w5isJkhMkOv7yvvMmcnJfPj4z33uc66jMhqNRoQQQghhRt3XAxBCCCH6IwlIIYQQogsSkEIIIUQXJCCFEEKILkhACiGEEF2QgBRCCCG6IAEphBBCdEECUgghhOiCBKQQQgjRBYu+HkBvGjVqFL6+vn09DCGEEP1Efn4+CQkJ3er7hw5IX19f1q5d29fDEEII0U/Mnj27231lilUIIYToggSkEEII0QUJSCGEEKILEpBCCCFEFyQghRBCiC5IQAohhBBdkIAUQgghuiABKYQQQnRBAlIIIYToggSkEEII0QUJSCGEEKILEpBCCCFEFyQghRBCiC78oU/zEH2nsLqRJeuSOZJTxahgF56bFYObnWVfD0sIIbpNAlL0ikVfJLE3oxyA9ccKaW4z8MGtcX08KiGE6D6ZYhXnncFgVMLxjD2ny/poNEIIcW4kIMV5p1arGODtYNYW4+PwP3oLIUT/JAEpesXr1w0i1N0WgCgve5bOju3jEQkhRM/IM0jRK2J8HNn88CRqmlpxsNL29XCEEKLH5A5S9JpD2RWsPpDL0byqvh6KEEL0mNxBil7x/o4MXtqQqly/dM1AbhoV2IcjEkKInpE7SHHeGY1Glm9NN2v755b0/9FbCCH6JwlI0Sva9Aaz6xa9sY9GIoQQ50YCUpx3KpWKO+KDzdoWjA/+H72FEKJ/kmeQolc8fGkkg/ycSMytZESQC5MiPfp6SEII0SMSkKLXTIv2ZFq0Z18PQwghzolMsQohhBBdkIAUQgghuiABKYQQQnRBAlIIIYToggSkEEII0QUJSCGEEKILEpBCCCFEF3ptH+S7777Lli1baG1tZd68eYwcOZLFixejUqkIDw/nmWeeQa1Ws3z5crZt24aFhQVPPvkkgwYNIjs7u9t9Rf+VV9nA0bxqhgU44+Vo1dfDEUKIHumVO8iEhASOHDnC559/zsqVKykqKmLp0qU89NBDrFq1CqPRyObNm0lOTmb//v2sWbOGN998k+eeew6gR31F/7T2cB4Tl21j4WeHGf/aFv57rLCvhySEED3SKwG5a9cuIiIiuO+++7jnnnuYNGkSycnJjBw5EoAJEyawZ88eDh06RHx8PCqVCh8fH/R6PRUVFT3qK/qnpf89gd5gKlDeqjfy2saTfTwiIYTomV6ZYq2srKSgoIB33nmHvLw87r33XoxGIyqVCgBbW1tqa2upq6vDyclJed+Z9p70dXFx6Y1fQfwGRqOR6sZWs7bKhpY+Go0QQpybXrmDdHJyIj4+Hp1OR0hICJaWltTW1iqv19fX4+DggJ2dHfX19Wbt9vb2qNXqbvcV/Y9KpeK64X5mbdfH+ffRaIQQ4tz0SkAOHz6cnTt3YjQaKS4uprGxkTFjxpCQkADAjh07iIuLY9iwYezatQuDwUBBQQEGgwEXFxeio6O73Vf0T8/NjOG5mTFcM9SXl6+JZfGMqL4ekhBC9EivTLFOnjyZAwcOMGfOHIxGI0uWLMHPz4+nn36aN998k5CQEKZPn45GoyEuLo4bbrgBg8HAkiVLAHj88ce73Vf0TxYaNbeODeLWvh6IEEKcI5XRaPzDHvU+e/Zs1q5d29fDEEII0U/0JBekUIDoNadL61h7OI+c8oa+HooQQvSYHJgsesXn+3N48utjGI2gVsFfbxjCrCG+fT0sIYToNrmDFL3i9Y0nOTN5bzDCGz+m9e2AhBCihyQgxXlnNBqpa24za6ttav0fvYUQon+SgBTnnUqlYt7IALO2m0YF9tFohBDi3MgzSNErllwZTbS3A0dyqxgZ7MzV8vxRCHGBkYAUvUKtVnH9CH+uHyEVdIQQFyaZYhVCCCG6IAEphBBCdEECUgghhOiCBKQQQgjRBQlIIYQQogsSkEIIIUQXJCCFEEKILkhACiGEEF2QgBRCCCG6IAEphBBCdEECUgghhOiCBKQQQgjRBSlWLnrN1hMlptM8glyID3fr6+EIIUSPSECKXvHXTWn8ffMp5fr/Lh/AnRNC+nBEQgjRMzLFKs47o9HIv3dlmrW9tzOjj0YjhBDnRgJS9AqVyvxa8/MGIYTo5yQgxXmnUqlYOCnMrG3h5NA+Go0QQpwbeQYpesW9k0IZFuBEYm4VI4JdGBbg3NdDEkKIHpGAFL1mVIgro0Jc+3oYQghxTmSKVQghhOiCBKQQQgjRBQlIIYQQogsSkEIIIUQXJCCFEEKILkhACiGEEF2QgBRCCCG6IPsgRa/54XihcprH1AGefT0cIYToEQlI0SuWbTzBP7eeBuDd7Rk8Oj2S+yaH/cq7hBCi/5ApVnHeGY1GVuzOMmv7+bUQQvR3EpDivFOpVGg15v+0dBo5zUMIcWGRgBS94oEp5tOpD04N76ORCCHEuZFnkKJXLBgfQlyQC4k5lYwIdiHGx7GvhySEED0iASl6zRB/J4b4O/X1MIQQ4pzIFKsQQgjRBbmDFL2ipLaJ579LIbF9H+TTV0bjbKvr62EJIUS3SUCKXvHw6iR2nioDIK8yn8ZWPW//aXgfj0oIIbpPpljFeWcwGNmVXmbWtj2ttI9GI4QQ50YCUpx3arWKCA97s7YoL/v/0VsIIfonCUjRK16bMwh/F2sAQtxseema2D4ekRBC9Iw8gxS9YrC/E9sfmUx5fQtudjpUKqmkI4S4sPRaQF599dXY25um1fz8/Ljhhht46aWX0Gg0xMfHc//992MwGHj22Wc5efIkOp2OF198kcDAQBITE7vdV/RfarUKd3vLvh6GEEKck14JyObmZgBWrlyptM2aNYu33noLf39/7rrrLpKTk8nPz6elpYUvvviCxMREXnnlFd5++22eeeaZbvcVQgghekOvBOSJEydobGzkjjvuoK2tjQceeICWlhYCAgIAiI+PZ+/evZSWljJ+/HgAhgwZwvHjx6mrq+t2XyGEEKK39EpAWllZMX/+fK677jqysrK48847cXBwUF63tbUlNzeXuro67OzslHaNRtOp7Zf6trW1YWEhj1H7o9OldTyyJonE3CpGBLnwxnWD8Xex6ethCSFEt/XKKtbg4GBmzpyJSqUiODgYe3t7qqqqlNfr6+txcHDAzs6O+vp6pd1gMHRq+6W+Eo7916LVSRzJqcJohP2ZFSxee7SvhySEED3SKwH55Zdf8sorrwBQXFxMY2MjNjY25OTkYDQa2bVrF3FxcQwbNowdO3YAkJiYSEREBHZ2dmi12m71Ff2TwWAkKbfKrO1wdtX/6C2EEP1Tr9yCzZkzhyeeeIJ58+ahUql4+eWXUavVPPLII+j1euLj4xk8eDCxsbHs3r2buXPnYjQaefnllwF47rnnut1XnH+F1Y3UN+sJ87D79c5dUKtVDA905lB2pdIWF+RMYm4VqxKysbTQcNu4IELdz+3zhRDi96AyGo3Gvh5Eb5k9ezZr167t62FcUJ5Zd5xP9mVjNMLIYBc+vG0EdpYWGI1GWvVGdBadJx2qG1p5cX0K+7MqGOLvxFNXRNPQ0sajXx4lMbeKUcEu3DUhhPkfHaRFbwDA0VrLlocn4mrX9TaQplY9Wo0ajVr2Twohzp+e5II8xBOKwzmVfLw3W7nen1nBZ/uy8XW25vnvUiivb2HGQC9enzMYa51G6ffkN8dYf7QQgOzyBirqW1g5fxSf3DGSrPJ6Qtzs+NtPaUo4AlQ3tvJTajETIzxIyCwnxseBMA97Glv0PLImif8eL8TFVsfTV0Yza4jv7/clCCFEOwlIocitaOjUdqqkjjc2pdHSZgq39UcLCXO34y/TOp4Bbz9pXoh856kydqaV8sB/jlDV0IqbnY4rB3l3+uyCqiYmvLZVCc6nr4ymtqmV9cdMYVtW18Kja44yNtRNCg4IIX53UotVKMaHu2Nnaf43U7innRKOZxzNq6KmqZVtJ0vIr2okwtP8WWKYhx1PrztOVUMrYAq6fRkVZgXLJ0S481Nqkdld5d82pXE0r9rss1r0Bk4W1Z6X308IIXpC7iCFwsVWx6o7R/GvraepbW7lxpGBjI9w463N6dQ1tyn9/JxtGLd0C7XNbahVcO/EUCobWsksq8fXyZpXZ8dy3bt7zT47r7KRpGcuJSGjHEuthuGBzkx4batZn4ZWPXGBzmw5UaK02eo0DPJ37N1fXAghuiABKcwM8nPinZvNDzZ+7+bhvLQhlaLqJmYN8eV4fhW17YFpMMLHe7PZu3gyy7ec5mB2BWuP5DMxwp2tZ029XhrjSZvBwIbjhXx/tBBfJ2vGhbmSs79jWnfmYB/umhBCdWMrXx/Jx9PBiicuj8LBSvv7/PJCCHEWWcUqemzKG9vIKK03a7t9XBArdmcp18MCnBjk58SR3CpGBjnzl2kRfLAzkzc3pSl9HKwsWHJVNPszK4jxcWTeyIAuV8kKIcT5IqtYRbfkVjSw+mAuKuCGkQH4Oll3633XDvNj2caTyvWUKA+2njUtCnA4p4p3bx7OqeI6CqubaGo1kJBZbtanpqmNYDdb5gz379bPrW9uQ2ehRquREBVC9D4JyItUcU0TVy3fpSyk+TQhhx8eGo+HvZXSZ096GbtPlzHQx5EZA71QqVQ0teqJ8LDj3kmhZJXVE+llz53jQ7jn00NklXdMlzrZaHnu2xS+b1+Ram9lwWUDvczGYKPTEO5pz8+dLKpl56lSBng7MC7MjaZWPQ+vNm39sLfSsviyKOaNDOiNr0UIIRQSkBepbxMLlHAEqKhv4fukQu6IDwZg5d4snl6XrLx+x7hg5o8PZs7beyisbgJMzwwfusS03ePJywdw+4oDFNU0Ya3VcO/EUJb+94Ty/tqmNppbDVwe68UPx4vwcrDi2Zkx2Gg1ZJTW4edsg85CzYZjhdy/6jCG9on/uyeG4GitVbZ+VDe28tQ3x5kQ4d7tO14hhDgXEpAXqbM3+p9hc1bbv3dlmr32aUI2bQaDEo4A3yYVcNeEEELd7ahrbmPd/eMorW0mwNWm0zNKMG3ZePtPw2nVG9Bq1CTlVjH+ta0UVjfhZqfjH/OG8q9t6Uo4AqzYncXkSHezz9EbjJworJGAFEL0KnmYc5GaNcSHUHdb5TrMww5HGy3pJXUAWPzsOZ9GpaLmrDvOM/ZnVjDmlc1c985exr+2lfSSOhystAz2c2SwX8f2DLUKbhxlmhY98wxxybfJSuCW1bXw5NpjtOnN14wZDEZGBbuatVm3bxMRQojeJHeQFyl7Ky3rHxzP5tQSiqob+efWdO799DAA900O5b7JoSxancSZNc53TQhhVIgL3x4tUO7wAl1t+P5ox1RtS5uB575L5vJYL74+ko+vszXu9pb4OltzRaw3Xx8pYMHHB3G3t+SpKwaQUVpnNqbsigaWXhPL4rXHlLbrR/hz+7ggqhtb+fJQHm52Oh6bEYWTja73vyQhxEVNtnkIHvj8CN8lFSjXGrWKPYunUF7Xwp7TZQz0dWR0iOkubl9GOV8fzsfVTsdtY4O45l97yK9qNPu8uyeG8O72DOX6mqG+DPC25+UNHc8kdRo1l0R7sOFYkdI2JcqDD28bwf7MCranlTDA24HLB3qjloLlQojzRLZ5iB4pr2s2u9YbjORXNXKquBYrrcasRFxcoDMDvB1wtDZt3r9qsA/vbD+tvD4p0p1vEwvMPu/bpALqmj3M2lr0Bq4c7IOHvRUJmRUM8XfkselRgOkUkbhAZ04W11Lb3Kb8rI3JRXyWkIOdpYZ7J4YR6ycVdoQQvUcCUjBnuB97TnfsUYz2duCR1UlklJkW2izfks73D8azL6OcZ9YlU17fQnyYG8tvHMojl0bgYqtl56kyon0cuG9yGDe8u89sMY+9lQVxgc5sSilW2nQWakYFuRDmbkdibhVfHsojv6qJ1+cMoqFFz20r9pNV3oCVVs1zM2MIcLHlnk8PKVO+O9LK2P7opP95XJYQQvxWEpCC2cP8sNZq2HC8CH9nazzsLXn2uxTl9aKaJlYl5PD2ttM0tuoB2JVext9+OsWj0yMxGsHfxYZxoW44WGl5bEYkd688REubAbUKHp8RxZzhfuRWNrD2cD7u9pY8efkAXO0suemDBE60FyPfkVbKU98cR2ehVvZUNrUaeO67FK4e4svZDwPqmtvYnlbK7GF+v98XJYS4qEhACgAui/XmsljTkVRfHMjp9Hp5XbMSjmekFNZwx0cHSMisAGBVQg5vzRvKVYN92LxoIq/89wQldc2U1zVjNMILswYS7mHPhmOF/JhcTJCrjRKOZxzKrsTX2Xz7RkOLHgfrzv9U/V1sftPvLIQQv0QCUnRyWaw3b21JJ6/StPjGzU7HggnBrD9WRNlZzysH+jjw4Vn1VwE+35/DVYN9eOPHk8rm/gOZFRRWNxHpZc8z35qKDyRkVnAou4JIL3uz46yGBTozxN/J7NirKC97HpgSzuHsKvZnVaBSwdwRAYwIcumtr0AIISQgRWcOVlq+uz+ebxLzadUbuHqILx4OVnx4WxwvrU8lr7KRy2O9uG1sEB/tyTLb2G9naYHBYOT7o4Vmn/ltUgExpQ5mbVnlDSy/cSjv78zkeH41Y0NdefHqgbjbWaJRq9iUUkywmy2LpkVga2nB6nvGkFZci41Og5+z3D0KIXqXBKTokrOtjtvHBZu1DfJz4ou7x5i13TLGFJJgCsf7p4ShVqvwdLAy2/7h7WhFgIsN+zIqlDatRsWYEFeuHOTT6effMzGUeyaGdmqP6KJ2qxBC9AappCN+k2dnxvDNfeOYPy4YTwdL7v30MP/cms4zV0VjrTWVrrOztODpK6N5cGo4IW6m6j06jZrHZ0TJKlQhRL8ld5DiN3O11fHx3iza2udal208yfIbh7LviamcKKoh2scB+/ZDj39aNJHUohq8HKwkHIUQ/ZoEpPjNDmRVKOF4xu70cmbEeOHjZI2Nzvyf2cbjRXzVvt3j8RlRjAk1r7XaE/lVjaxKyKZNb+T6Ef6Eutud82cJIcTZJCAvQltOFLPmYB5ONlrunhBKkJvtr7/pFwz07VzRxsHKgnGvbqG4phlfJ2ve+dNwYv0c+Swhm39sSQdM4bbg4wPseWKqUi3nl6SX1LLmUB62OgvmjvRHq1Yza/kuyupaAPgsIYcND44nwFUW8AghfjsJyIvMrlNlzP/4oLLpflNKCTsem0RCRgXv7jiN0Qh3jg/hkmjPbn9mhKc9S66M5q8/pdHUqufaYX5sSimiuMa0JSS/qpGnvjnGuvvj2ZVeZvbe+hY9iblVTIwwP9Iqs6ye/x4vxNPeiisHe5Nb0cBVb+1W9mJ+cSCXBeODlXAEU/GAbxLzeXBq+Ll8NUIIYUYC8iKzLjHfrCJNWV0zqw/k8cL6FPTt06QHsir4/oHxRPs40NDShlqlwkrb+fzIs90RH8wtYwJpMxjRadSE/t8Gs9fPHKMV4+PIxuSOknMWahWRP1uZeiSnkrnv7aO5zQDAV4fziPVzNCtUkF/VSFZZ5zMnbS3ln7QQ4vyQ/5tcZDwdrDq1ZZTVKeEIYDDCT6nFfJqQzeoDuWg1au6dFMqDU8M5llfN335Ko7y+hevi/LhpVCAAacW1pBbWMCrYFS9HKyZFuLP1ZKnymZOjTMXKF4wP5nhBNZtSinG01vL49Eje3XGab47k42FvxZNXDODrw3lKOALsOV1OUBfTpqNDXDmSW6UUFQhxs2WOlJ4TQpwnEpAXmdvHBbExuYhT7Xd0c0f4MzbUjU/2Zpv1K69vZlWCqeRcm0HPm5vSGBbgxMLPDlPT1AZAYm4VDlZaCqsblaOsdBo1794ynDeuH8LSDakcyqlkdIgriy+LoqS2iUVfJLErvYwgVxtemR3LsfwaVrRX46lsaOWelYeUMD3bjBhvtp0spaC9CPrwQGemRXtySbQn20+W0mYwMCnS41fvdIUQorskIC8yrnaW/PDQBI7kVOJkoyPMww6Dwcic4X58dTgPgKuH+KJRdT6D8b/Hi5RwPOOH40VsPVmiXLfoDfxtUxovXRPLoZxKMkrr0arVFFc3sXxruvIMMqu8gb+sTiLGx7y6TmOrnlHBzmw5UUxTq+kuMj7MjQmR7mxaNJGfUoux1VkwKdIdC41pG29PnpcKIUR3SUBehDRqFXFn1TFVq1W8ft1gHpseiRHTNOy2kyVmdVY1ahXToj35LMG8kHmgqw1NPytiXtPUxqNfHiWj1PSM8GRxLU+sPUZ5fYtZv8LqJmYO9uGn1I6A1WnUzIjxwsFay/H8Ggb5OXLZQFMRdVtLC2YN8T0fX4EQQvwqqaQjFB4OVsozykmRHjw/K4YQN1sGeDvw1ryhTIr0YNG0CHTtd24jg124Z1IoVw02LxU3b4Q/qYU1Zm0phTWM/Flx8SBXGx66JJxrhvpioVbh6WDJszNjmPd+An/5Iol/78pke1opOgv5ZyqE+P3JHaT4n24ZE8QtY4KU6+qGVkpqmwj1sGWQryPPzIzBRmfBsjmDCfewI6eigYkRHlwxyJttaaVmhzCPC3PjySsG0NiqZ+vJEiI97Xnh6oHsTi+ntqmNmUN8WDgpjLWH85SDmgHWHs7n1jFBDPZ3+j1/dSGEkIAU3bdodSKbT5imQ1MLa9Eb4eFLI7h75SGO5lXjaqvjkgGm54FvXj+EJeuOk5hbxchgF56bGUN6SR1udpb8eWo480YGcCSnigWfHFQ+f9vJUib8bD8kQEltc6c2IYTobRKQolta9Qa2nLUYB+DH5CLa9AZlm0V5fQuPfnmUCRHulNU1MyTAievj/Jk6wINtaaXM/+iAcjTWD8eLOpWFq6hvIcjVBpUKZa+mp4Ml8WFuvf77CSHEz0lAim7RatT4O9uQU9GgtAW72XLirMOOAaobW/nP/lye+z5ZCblbxgRSUNVodm7kwexKIr06H101OdKD4YHOrDmYh7ONlgXjQ7DW/fLWDb3BSENLm1IQXQghzgcJSAHA8fxqvksqwNPBiutH+GPXXpHG2J5yKpWKl6+J5YHPD1PZ0IqHvWlBzQ/JRWYhGeJmy1eHc82q9axKyOlyK8b1cf4czqlSFvTMGxmgPGscH+6OwWBErTbfbtLUqqdFb8ChPQw3Jhfx1DfHKa1tJj7MjbfmDcXZVnf+vhghxEVLAlKwL6OcP32QoJzIsS6pgG8WjuWtLem8tyMDgLsmhPDg1HD2PD6FrxMLUKsg0NWWRdMi0OuN/JRaTJiHHU9cPoCH/pPY6WfcNjaIXafKqGs27aOcPdSXwf5ObHgwnqS8alraDAzyMxU9NxiMvLg+lVX7s7HRWfCXaRHcPDqQf+/K5M0fT9LYqueyWG+enxnDw6uTlM/clV7GG5tO8uLVsb/H1yaE+IOTgBR8ui/b7LiqpNwqPtqTxZub0pS2NzelMTTAiU/3ZSu1VF/ekMpX947lxlEBHMuvZs/pcl5en8rcEf4cL6hW7iJvGOHP6BBXtj06ia0nSvB1tmZMiOmIq/L6Fl74PoVD2ZXYW1rw9FXRaFQqPtydCUBTawtPf3McH0crXvg+RRnP+qOF+DhaKeF4RkqB+fYSIYQ4VxKQosvybGc2+Z/tx5Ris0LjNU1t/HtXJscLqjmebwqmzSdK0GrUfLNwLB/szKS5zaCc1OFmZ4mHgxXfJhZwOLuSW8YG8Y/NpziUXQlAbXMbT31znFk/21cJmFXrOaOsrgVPB0vl1BBAFvQIIc4bCUjBgvHBbDxeRG373diMGC+uGuzDyn3m9VnDPTofRlzb1KqE4xn7syoISbblu6OFgClYH50eSZCrLfetOqz023KiBEsL83BuaTN0Os9RrTKVv1tz0LyI+aRId+bHB/PC9ynkVDQwPcaL+6aEncM3IIQQnUlACqK8HNj66CQ2pxbj6WDFhHB31GoVz14VzbvtzyDvnhDCn0YFsvpgrhKIFmoVN48JIr2knpPFHQt1hvg58tGeLLOfsWJ3FgO8zVetHs6pYsH4YPZmdBQU8HSw5J6JobTpjXy6LxtbSwsWTYsgLsiFD26N440f06hubOWGEf5K2bkv7h7TG1+LEOIiJwEpANP05w0jAszarhnqxw0jAsy2Way6czRf7M+lpLaJmYN9ifVz5G9zh/Dw6iRSCmsYFezCC9fEcsU/dtLQ0lGj1dJCjYO1+TYMlQpuHROEvaWW9ccK8HO24bEZkWg1av4yLYK/TIsATIt2tpwoJru8gb/PHUKgq20vfhNCCGEiASk6aW7Ts2h1EhuOFWJpoeaBKeHcNzmMkpomPkvIoaGljTnD/ZV9jI2tem4bF8TYUFf8nE3Tow9MCTdbVPPAlDAG+TmxM61UORFk1mBf1hzMxclGx5f3jsXBSsuRnEru+uQgja16/jQ6kOkxXjyyJom1R/IBWLrhBJ/MH8no9kU+QgjRWyQgRSefJ+Swvv35YVOrgWUbTzI21JX7PjusnMe4cl82394fz1eH83h3u2kaVmeh5qPbRzA21I358cHEBTqTmFtFXJAz3o7WbE8r4e9zh9LYvpfx8S+PKs8UvziQy4rbR3DTBwnKneeu9DKWzxumhCOYjtN6b0eGBKQQotdJQIpOzn6eeMbXR/KVcARTcH66L1s5VBlMC2yWb0lnbKhpJelgfycG+zuRXFDNxNe2KouAro/zQ2ehNltwc7K4ln/vyjCbljUaYcuJjlWzZ7TqDZ3ahBDifJNzhEQnE8LNC4brLNTKJv6zWVqozfZPAtS36PkuqYD5Hx3gibXHyK1o4J3tGUo4Aqw+mNfpDEkAHyfrTm0DfR2VAuhgWtF6x7jgHv9OQgjRU3IH+Qfy1aE8/rk1nRa9gfnxwdx+jkFyWaw3z1wVzaqEHOytLHjokgjGhrqy+kAe+7MqAPB1subOCSFklzfwY0rHXd5gP0ce+PyIcr0jrZRwz87bQ2bEePNTaglVDa2A6WzHrdF4AAAgAElEQVTJ28cGk15Sx38OmErVjQ11Ze6IAG4aFci3SQVkl9dzabQXsV2E9a8pq2tmU0oxrrY6pkR5YKGRvw2FEL9MZTQajb/erefKy8uZPXs2H374IRYWFixevBiVSkV4eDjPPPMMarWa5cuXs23bNiwsLHjyyScZNGgQ2dnZ3e77a2bPns3atWt749frd1IKarjirZ1mNVBXzh9JfbOeF9enUFrbzOxhvjw3c+A5H0CsNxjZkVZKUU0T1lo1sX5O+DpZs+ZgLukldUwd4MmqhBx+SC4ye98jl0byxqaTytiGBTixduE4yuua+TGlGGcbLVMHeKJtD638qkYaW/SEdbHvsjsySuvYnlZKiLsdE8LdOF1ax+x/7VEWB02IcOeTO0ae02cLIS5sPcmFXrmDbG1tZcmSJVhZmU6nX7p0KQ899BCjRo1iyZIlbN68GR8fH/bv38+aNWsoLCzkgQce4KuvvupRX9FhX0Y5P/9TZ3NqCav259DS/qzv8/25BLracs/EUIprmmhs0RPk1v0tExq1Ciuthue/S6GxfYr0ycujuGtCqNJny4nOFW+uGOTNiCBnNhwrxNfZmhtHBQLgamfJvJGmrSXZ5fWsSyzAwcqC2cP98O1iuvXnGlv0vLP9tHLm5J3jQ9ibUc78jw4oU79/Gh2A0YgSjmC6qz2SU8nQAOdu/+5CiItPrwTkq6++yty5c3nvvfcASE5OZuRI01/sEyZMYPfu3QQHBxMfH49KpcLHxwe9Xk9FRUWP+rq4uPTG8C9IXU072llZKOF4xuHsSpasO86n+7IxGGF8uBvv3RxHRlkdz36bzOnSeqZGefDszBj0RiPPfZvCrvRSor0deHZmDH/dlKaEI8BfN53iT6MDqWtqo6S2mbvGh7AjrZSMsnpUKlOR82A3W4LdbBnVvvLUaDRyIKsCjVrFsABn0oprufqfu5UFOqv257D+wfHKHSWY6sM+314x5/KBXjx5xQAWrz3KusQCALanlVJU3cSpklqz56KrEnK4Ita703fT3CYLfYQQv+y8B+TatWtxcXFh/PjxSkAajUZUKtOxRba2ttTW1lJXV4eTk5PyvjPtPekrAdlhRJALj1wawdvbTtNmMHLz6EBuHxvE+zsyzMLA08GKT/Z2lJDbeaqMVftz+HBXJvlVjQCsOZSHraUFdc1tfHU4D4DimlJKVx3uFLhNbXre2pzOezsz0BuMhHvY8emCURzKruDd7Rl8sDOTpNwqXr9uMH7ONjS26Jn3/j4Sc6sAGBfmSpiHndnq1bTiOnaeKmVKlGlxTnObnvkfH6SszlRz9eO92dhbWShbUc5Yl5hPhKd5tR4jcM1QXzYmF9PSvvo1xseBkUHyb0cI8cvOe0B+9dVXqFQq9u7dS2pqKo8//jgVFRXK6/X19Tg4OGBnZ0d9fb1Zu729PWq1utt9hbn7p4Rz98RQjEaU54zLbxzGS+tTKGl/Bhnj49Dpfcn51Uo4nrEvo1xZQHPG8fwaHr40gjd+7DjlIz7MjXd3nFYOQz5VUsd7OzJIzK3iePvJGvsyKlj81TE+XTCKr4/kK+EIsDu9vMti6RqVikPZFTjZ6Ghs0SvheMbejAo87C3Ntp54O1pz+7hgDuVUKtPNV8R6M2WAJ989EM+3Sfm42lpyXZxfp3MmhRDi5857QH722WfKf9988808++yzLFu2jISEBEaNGsWOHTsYPXo0AQEBLFu2jPnz51NUVITBYMDFxYXo6Ohu9xWdaX+2OnNatCcTItxYlZBDamENbQYj1lqN2TTp1UN92XGqlLK6FqUt1teRivoWimo6AsjP2Zprh/lhpdWQWlhDpKc9MT4O7DxVZvYzcyoazEIQUE7sKK01DzqAGG8HDmdXUtkeyLG+jry4PoVTJaY/iuYM98Ou/Y727PHdOT6Eh744QlOrAVudhqeuHMD4cHe8ncayObWYUHc7rmo/GSTSy55HvaK6/0UKIS56v8s2j8cff5ynn36aN998k5CQEKZPn45GoyEuLo4bbrgBg8HAkiVLetxXdM8ja47yXZLpWd3qg3ncOiaQ/KpG6ptN5dwmRLjz97lDWbz2KLkVjcSHufH4ZVE0tugprWvmaF41/i7WxHg7MO7VLRiNMDrEhRdmDUSrUePjaGV2J3dFrDeVDS0cyekIybgg04KYKwd7869t6cq0r52lBfNGBXDL2CB+OF6Eg7WW1IIa3t5+Wnnvl4fyeOqKAby/M4OS2mYmRrjzl0sicLTRsi9kKqmFNew8Vcaja47iaK3l4UsjeHS6hKEQ4rfptW0e/cHFtM3jf6lpamXIcz9y9n7+EDdbVtw+gjd+TDMteon1YkF8CCqVafHKz6c8qxtbOVVcy5x39pq1P3XFABaMDyGrrJ63tqRTVNPIrMG+BLvbcqq4lq8O53M0r4oRQS4su26wsjL1P/tzWJdYgK+zFQvGhxDpac/6Y4Ucy69mbKgb3yUV8OWhPLOf9f4tcUyN8qCpTY+NzvzvurWH81i0Okm51mpU7HhsMt6Ov74SVghxcenzbR6i/9Bp1FhrNdSftQjGwVrLrR/uJ6u8AYDE3CrUKhULxod0+TzQ0VpLbmVDp/asctMUaJCbLW9cPxij0ciCjw+yuX2rh7+LNbsXT8HD3kp5z/2rDvN9++IaD3tL/jw1gue/T2HF7iwA3t2ewU2jzE8VcbOzZFyYK2q1SgnH8rpmTpXUEevryN7T5Wb9W/VGDmRVMnOwBKQQ4txJOZE/OCuthocuiVCudRZqrh3mq4TjGT8mF3M8v5o//+cI96w8xJ508+eK48PdsdWZh+dlA823T+zLqFDCESC3opFPz1oxezy/WglHgJLaZt7bkcFnZ9VzBdhxqpR/3xrH9BhP5o7w56VrBrIjrYzaJtMzynWJ+Yx5ZQtz39vHmKWbsbfqfIzWwC4WIwkhRE/IHeRF4M4JIUyKdCe1qJbRwS7oLNS8sD7VbMuGp6MlN7y7V7nT3JRazLr7xlFW18yz3yaTX9XI2FBXLDRq6prasLW04LWNJxmWWsyiaRHYW2mpbmzp9LMrG1qpaWqloVlPdWNrp9drmlrRqlWc/U6dRs3UAZ5MHeDJs98mc/fKQwA42WhZtWA0z3+Xooy9pqmNQ9kVXB/nx9dH8rG1tODhSyMJcT+3KjxCCHGGBORFItzTnvCz9gguuTKaF9en0NRqIMLTjgFeDnyX1HF3pzcY+fpIPl8cyFVWj25PK+P+yWFkVzQoi36ScqsoqW3mnzcOY0KEO96OVhS2L9ixUKswYiTuxZ9oaTMwLsyVIFcb5e5VrYIbRvgT7mHH6+1bR1Qq01mSAHmVDXy8N0sZU1VDK//ceoqKBvMgLq5pZt398bxw9UAs1Go0soVDCHEeSEBepP40OpCrBvtQWttEqLsd206WduqjUmG2tQLgcE4lB9u3bJzxY3vtVa1GzZf3jOGTfdnUNLYxNtTVrHD57vRyFk4KxUKtorSuhdnDfBkR5MLYUDfGhLpyLK+acE97juVXs2J3JtHeDp3K59U267lkgCebziqQPmuIaSuHpUXn56dCCHGuJCAvQrkVDZwurSMuyIUwD9Nd5cQId66I9Wb9MdNd5IggZ+6eEMIX+3PNjqqKC3SmvK7F7MzIIFdbnvrmGKsP5GFjqeHhSyO5+bJANv6saDlAYXUTf71hCEajkfd3ZvDi9yn4Olvz8KWRTIvx4sp/7FT2Qwa4WBPj40Bye8EBgBvi/JkU6c6/tqVzPL+G+DA3bh8X1BtfkxDiIicBeZH5YGcGL29IxWAEBysLVs4fxWB/J/ZllBPqYccLV8cw1N+Zgb6m2q5v/2k4z32XTF5lI1cO8mbh5DDGhbmx8LPDlNe34GKrY3KkO+/tzASgpcHA098cZ0yIC6ODXTtt8J8S5QHAx3uyeHnDCQCS8qpJyq1mznBfJRwBcioaeemaEMpqW8mrbODyQd5MjvRg/dFCyutamBzpzrxRAXJ0lRCiV0hAXkTqmtt4/ceTyp7ImqY23tiUxqQId57/PkXp98CUMCUg48Pd2LRootnnjApxZc8TU8gsqyfYzZZnv03h547mVePl0Mz1cX4k5VXT3Kbn+jh/pbLN2WdIgumIq7Mr+ZxhZ6nlplFByvUHOzN4cX2qcn0op4q35g3t2RchhBDdIH96X0TqmtpoajUvNl5a28z7OzPM2v69K5O6pjb+sfkUd31ykI92Z6JvT9Wi6iZWH8zleH41UV4OWFpoGB1iXvZPo1aRkFHOjR8k8OHuLBJzq/jz1AhuGROk9AlxNz9mS6dRc/PoQNztLZW2MA87juZVMeX1bdy+Yj+nimv5fL/5lpD1Rwu6XB0rhBC/ldxBXkS8HK0YG+rKnrM21l87zFfZpH+GRqXisS+T2HDc9Azxx5RiSmqbmRDhzq0f7lfKxC2ID+apK6OZNcSXtOJa1hzMw87KgoWTQnli7THl8/QGI//als60aE+MRiN7T5cT5GpLhKcdacV1WGnVLJ4RxYHsSmJ9HEFlmorNr2xUSs5llNVzqqQONztLs7FaaTVYnuMB0EL0itpiSFkHlvYQczVopWDFhUoC8iLzzs3D+WBHBqdK6pgS5cF1cf5Y6zT839fHlT53xAfz1pZTZu9bezifY/nVZkdnrdiTxU2jA3nuu2S2nSzFzc6SRy6NZGyoK48Zjpq9v7X9qKmH1ySx9nA+ALY6De/+aThjwlz5985M/r6542fqNGoKzyqUDpBX2cjCyaGkFNYo+yAfnBreZfUfIfpERSa8Pxka21d6J7wNCzaDRvvL7xP9kgTkRcbBSsuiSyPN2m4aFUi0twP7MysY5OfEyGAXVu7LpqK+45mgh4Ol2ZmNYLozfGf7aWWLSFldMw+vTmLfk1O5ZqifcpYkwB3jgskqq1fCEaC+Rc93RwuYPtDLrC/AxpQiZg32IemsU0HsLC2YNdiXqVGe7MsoJ8rLgUgvOfZM9COHVnSEI0BhEqRvBo0FHPsS7L1h9EKwc++7MYpuk4AUAAwNcGZogLNy/X+XD+Dxr47SZjBiq9OweEYUJbXNyrFVAJcM8CC7vN7scxpb9WSW1fPanEGMD3djR1opVQ2tpBTU4GKr6/RzG9tD193ekrzKjjMpHay0PDo9kqxy09FZTjZaXrx6ILaWFthaWjBriK/S12Awkl3RgJeDFdY6uZsUfcho6NyWdwB2vt5xfXID3LsX1PJooL+TgLzIfXkoj60nSwj3sGPB+BDsLC3Ir2qktK6Zhy+NIMTdjtEhrjhaa6lqaOEf84ZwOLuKUHdbrovz5/0dGezL6DgQ28VWR5SXPRq1iiA3Wx5Zk0SbwciWk/BtUgHDA52VkFWrTAULAB6fEcX8jw5Q36JHo1bxxGVR1DXreWx6JIGuNrjZW6JVq1mXmE9yQQ1jQ12ZFOlBZlk98z86QEZZPfZWFrx67SAuj/Xu8ncVotcNuw0OfQzN7Xt33QdAyc9WeZeeMIVmwKjffXiiZyQgL2I/3zJxOKeK52bGMHP5LmqbTHsXIzzt+P6B8bz2wwne35lBq97I5Eh3Hp8RhZVWwz2TQqlqbGX90UI8HCwZ4OXA3zef4rrhfqw9nEfbWedsldQ2s/iyKK4c5E1eZSOXx3ozPNCZD3ZmsGJ3Fi62OuaN9GL++GD+/tMpFrcv9Al0tWH13WNYviWdlftMxc/f25HBs1dFs/t0ORllprvY2qY2nvz6GFMHeEhVHdE33MLg3t2m6VQrB4i9Hn58qnM/Gznw/UIgAXkR+/mZizvSSvlwV4YSjgBpxXV8vCeLf23rOMB468lSPkvIZsH4ELQaNU9fGc2DU8KZ9tftHM2rBmDl3mzmDPfl57wdrZk9zO+szyoxC+l/785kWKAT/zmQq7Rllzfw7vbT/OeA+RaPFXuysPhZ3dWqhlYq6lvkLEjRd5wCYPyijutxf4a0H6Cufe/v8NvBLbxvxiZ6RALyIuZqZ/5M0FqrQdfFnVdJbVOnttOl9ZTXNXO6tJ5YX0c2JhdRUtusvF7X3IZWozYrTn7JAA9Gh7jQ0mYgvaSOIDcb9mWYn+VoNMKedPM2MO3X1GrUtOo7FgpZWWiYHOXB6e0d4T3Q10HCUfQvrqHwYCJk7gAHb/Ae3NcjEt0kAXkRWzQtkqO5+6ltbkOlgocvjeDSaNOK0qr2km/R3g7cMS6YT/fl0NjaEU7WOg1jlm6hRW/A2UbL/PiQTp9vb6Xlilhv9mdVMCbUlUXTIjmSU8mdnxyirK4ZeysLbm5/Bnm2Kwf7sOVECQXVHcE8J86fCE973thkOvVDrYL7p4QxPcYLjRq2niglwtOOx2ZEne+vSYjfTmcDkTP6ehSih1RG48/PS/jjmD17NmvXru3rYfRrNU2tHMyqIMzdngBXG8B0x7jhaCF27QFnrdNwIKuCf2w+RW1TGzfE+fPKDyfMKtiMDHamqdWgTLEGuNjgaqfjSE7HNo3nZ8Ww9nA+iWdt3fB2sOTyQT58ui8bnUbNwslh3DsplLzKBj7YmUlZXTPXDvdjcqSphuuh7EpSCqoZE+qqFFoXQoju6kkuyB3kRc7BSsuUKE+zNg97K24bF2zWNiLIhZXzTavuqhpaeOLrY2avF9c088Vdo/lgVyYuNjqmRXsy7a87zPp8dSiP3LO2cgAU1Tbz6PRIFl8WhQqUwuNudpbY6DTkVTayJbWEof5OONnoGB7ozPBAZ4S4YBiNsPMNOLbGtA9y6hLwHdbXoxLdIAF5kSmva8bJRtfjQ4Vb9QbUKhUatQonGx3jw93YeapMeX1EkAtT39hOffu+xtK6ZnQWaqXiDZhCL8bXkVUJHYttJkd6dFkJ58X1KXy6z9QvMbeKnIoGPr5jZI/GLES/cOAD2PKC6b9LT5iKB/wl2TTtKvo1CciLRF5lA/d+ephj+dV4OliybM5gJkSYqnmcLq3DxUaHcxcb+Q0GI89/n8Kq/TlYWaj58yURzI8PZvmNw/jX1nRSi2qZEO7G7vQyJRzBtIr1nomh/HNbOkYjOFpreeiSCMI97XCy1rI3o5xBvo4smhZJU6uel9ansjG5iCBXW56+Mpofjpuf9rE9rZTGFr1ZIYCk3Cre3naa+pY2/jQ6kOkxXr307QnxG5zaZH7dWAH5hyB4fN+MR3RbtwPSYDBgNBo5cuQIgwYNQqfr/D9T0X+9tD6VY/mm54PFNc08vCaJ7+4fx90rD5GUV41Wo+Iv0yJYOCnM7H3fJObz0Z4sAFraDLzwfQqjQ1yI8XFk4aQwbCw1aDVqfjhufjhym8HIDSP8uS7Oj4yyekYGuWBraYHeYEStUlFZ30JacR3ZFfX8cLxI2d9YUtvMgk8OEOBiTVldx6pYb0crs6LkpbXNzHt/n1L+bld6Gf+5czSjQlzP+3cnxG/iMQBObey4VlvINo8LRLcCctmyZfj7+1NQUEBycjJubm68+uqrvT02cR6dKKo1uy6tbeatLekktS+qadUbeX3jSa4a5IO/S8fUz5lFN2dLyKjglf+eYOepMpxttDxzVQzzRgZw8KwydCODXHhxfQpHcqoYGezCIF9HbC0t+HBXJsu3pgOQVd7A7SsO4Otsvi2juKaZ/7tiAHmVqZTUmla7vnj1QAAyy+rxdrRie1qpWW1YoxH+e7xIAlL0P/EPQcFh0zYPnR1Mex7sZbbjQtCtgDx06BCPPvooN998MytXruTWW2/t7XGJ82x8uBuZZR11UyM97c32LQIYjKZpy5c3pHI0r5rRIa6MCzMPHLUKUgqqleePlQ2tPP7VUfY9MZUPb4tjU0oxwW62bE4tYWOyaZr0+6OFNLcZeP+WOLanlZp9Xnl9C8MDnTlKRxDbW1ng42jNg1PD8XSwZFyYG4XVTUx9czuZZfU4WFlw54TO20oCXOSZjuiHrJ3h1u9Mx2BZ2suzxwtItwLSYDBw9OhR/Pz8aGlpoaKi4tffJPqVxZdFYTAa2XaylEhPe56+MpqD2ZVsSul41udmZ8lHe7KUO8GvDufRojfw2IxIPtmTjY1Ow58vCWf1wVyzz25uM5BRVseUKE+mRHliMBh5ecMJsz67002BGuVlz670jsU9Ogs1iy+LorFVz85TZXg5WBEf5sqcd/YCpsOX/zF3KGsP5ykBX9PUxordWVwf58+aQ7kYjTA6xIW5I/3P/xcnxPli7/nrfUS/0q2AnDVrFi+88AIvv/wyy5Yt45ZbbuntcYnzzEZnwYtXx5q1BbnZ0tiq55sj+Xg6WHLPxFBmLt9t1mdHWik3jw5k3ZECssrr2ZxawsggF3afVe3GxUbHD8eLuHvlIVxsdTw+I4oB3g6kFtYofaK9HQB4YEo4qYU17D5djqO1liVXRhPibscb1w9Go1JhZ2nB8Bd/Ut6nNxj5++Y0WvXm23Ur6lt45NIIHpwaRlOrXvZECiHOu24XCqitraWgoAB/f39sbC6MKQIpFNBzU97YRkZpx1TsyGAXTpfUUX7W2ZC3jwvCSqvh+6MF+DhaMzTAiXe2Zyiv6yzUfHhrHEvWJZNRVk+kpz3LbxyKhUbNX75IJDG3ihhve16/fgjejlbc8+kh9mVUYGdpwWMzInnh+xSzQPRztuaygV68vzNTaRvs58i6++N7+dsQQvzRnPdCARs3buTtt99Gr9czY8YMVCoVCxcu/E2DFP3T69cN5sHPj5BX2dh+BFYwd31yyKzP4Zwq1t03jsfby7o9+PkRs9db2gzUNrdx14Rg9mdWEh/uRpiHHTe8u0+popNcWMsTa48xIshZOS6rrrmNF75PYeZgH74662DlW8cEccvYQCw0aradLCXKy57HZpgf+ixEv5a7H45/ZSoUEHc7WDn29YhEN3QrIFesWMHq1auZP38+Cxcu5Nprr5WA/IMaFuDMjkcnU9HQgpudJc1telxsdVScdQc5wMuel9ankF/VyJWDfBjk58i3SQXK6xq1is2pJcppIWuP5HO6tM6sxBxAUl4VDtZas7ZWvZHrhvszJtSN4/nVjA115dL2/Y2Pz4hSQlmIC8bprfDp7I7DlJO/hru2gapnxTrE769bR1qr1Wp0Oh0qlQqVSoW1tZyW8EemVqtws7MEwNJCwz9vHEaYhx1ajYorYr05kFXB+zsz2XCsiIWfHcbZRsuc4X5oNSrc7HS8OjuW784KTIBVCTmMCjE/A29kkAuTI93N2lxtdQwJcGLOcD+enRmjhKMQF6xDKzrCEaAw0VQoQPR73bqDjIuLY9GiRRQXF7NkyRJiY2N//U3iD2NMqCs/LZoIwNG8qk4Leb5NKuTjO0aydHYsFmrTH1Gv/HCC5rqOu057Ky2vXjuIJ9Ye42BWBcMCnVk6OxYfR2vqmtr4NqkAL0cr5SBmIf4wdHZdtNn+/uMQPdatgFy0aBE7duwgOjqa0NBQJk+e3NvjEv2Uq50lapVpz2RHm44vD+VxurSOSwZ4MDzQhUcujeSJr49hNJqmXB+ZHomDtZYAFxuKqpvwcrDCWqtBrVbxwNRwHpgqlUXEH9TYB+DE99DUvtd34LWm6jqi3+tWQC5fvlz57+TkZNLS0vDy8uLyyy9Hq9X+wjvFH42vkzV3TQjlnfZDij0dLE1bLtYkAfDO9tO8NW8oc0cGoDeY9l3OGOjFzME+/OWLRL4+Ylp8c7K4lpLaZilALv74PAaYDkw+9aNpkU7whL4ekeimbgXkyZMnsbS0JC4ujqSkJAoLC3F3d2fXrl0sW7ast8co+pnFl0VxXZwfBVWNBLraMOG1bcprRiN8tDuLtOI6/rH5FACbUospq2vmp1TzAuQ7TpXSqjeg1XTrUbgQFy4bFxg8t69HIXqoW/9nqqmp4fXXX2fu3LksXboUtVrNsmXLyMvL6+3xiX4q1N2O8eHu2Ogs+PnJWVqNmn/vzDBr+2BXJmEe5s9iglxtJRzFH5O+1VRaTlzQuvV/p9raWqW8XGVlJbW1tbS2ttLU1NSrgxP9n5udJTeNClSutRoV90wM6XTepIVaxQuzBuLrZK28b+lsWewl/oBObIA3ouCNCHhvElTLjcSFqltTrA8++CDXX3899vb21NfX89RTT7FixQrmzJnT2+MTF4DnZ8UwPcaL06V1TIxwJ8jNlvsmh7H0vx31WBdODmOgryM7HptMXmUDPk7Wcvco/nham2DdQmhsP9mm4Aj89Cxc+0GfDkucm24FZE1NDT/++CMVFRW4urqiUqmYMEEeNAsTlUpFfLgb8eFuStvdE0MZFuhMYk4VI4JdGOLvBJhWtAa6yhJ38QdVW9gRjmcUp0BtEZz8Lzj4QNg0UMsfhxeCbgXk6tWrmTlzJm5ubr/eWYh2I4JcGBHk8usdhfijcA4C13AoP9XR5j0Y3oqDlvYzWaOuhLmf9cnwRM90KyBbWlq4+uqrCQ4ORt3+l88bb7zRqwMTQogLjkoF8/4DPz4FZSchYgbUl3WEI5j2RBYng2dM341TdEu3AvKRRx7p7XEIIcQfg1sY3Pifjus1t3Xu0yoLHC8E3ZoIj4iIoKSkhIKCAvLz8zly5Mivv0lcdNr0Bj7YmcGCjw/w959O0dii7+shCdH3RiwA9Vn3In4jwXdY341HdFu3V7EGBQWRlpaGpaWlFCsXXXpt40ne22Ha//hTaglpJbX880b5H4G4yAXFw51bTKd42PvAkBvlJI8LRLeXUj3//PMEBwezYsUKqqure3NM4gJ1pozcGf89VkhTq9xFCoH3YLjkWRh1F1h2Ubxc9EvdDsjm5mYaGxtRqVQ0NDT05pjEBcrD3tLs2sXWEp3sdRSiZ1qboLHq1/uJXtet/3vddNNNfPTRR4wbN46JEycSEhLS2+MSF6AnLx+Arc50VJVOo+aqQd68+sMJfkqRklviIlJ4FPb+C7L3/nK/ba/AsjD42yA4utrUtvefsCwUXg2C1bfIYp4+pjIajcZf79ahrq4OO7tfniLQ6/U89dRTZGZmotFoWLp0KUajkcWLFxI63x0AACAASURBVKNSqQgPD+eZZ55BrVazfPlytm3bhoWFBU8++SSDBg0iOzu7231/yezZs1m7dm1Pfj3xG9U0tXI0t5qfUov4aE+20v7o9Ejum/z/7J13eBRl14fv3c2m9947hIQQAiT0Lh2VLohiwYKoqJ+iYEN9LaAoduS1oSICUkQEEaT3TkJLSO+992Szu98fT7KbSdAXNQSVua8rlzvPzszOjCG/fc5zzu8EX8crk5HpAGK+g80PA01/Voe9AIOegv1vwvnvxRrkiJehPAM2zDYep1DCzPWweor0fKNeh/6PdtDF3xj8EV24qiSd9evX89VXX0m8V3fv3v2b++/duxeAtWvXcvz4cYNAPvHEE/Tp04dFixaxe/duPD09OXHiBOvXryc3N5d58+axceNGFi9efNX7yvy9sDVXMyDYiQdXnZKMrzycJgukzL+fA29jEEeAw++J5sj7l4jtkhRYPRXCJkiP0+vg8s9tz5d/4Zpdqsz/5qoEcs2aNXz66ae4uLhc1UlHjBjB0KFDAcjJycHZ2Zl9+/bRu7fo/Td48GAOHz5MQEAAAwcORKFQ4OnpiVarpaSkhIsXL171vo6OslPL3w2FQoGpiZKaFmUeZibyWqTMDYBO02q7EZL3SMfqykT7q9Z0nQwxq6GxRVg16Kb2v0aZq+aq/mo5ODjg5eWFqamp4ed/YWJiwoIFC3j11VcZPXo0er0eRVNqs5WVFZWVlW3Ctc3jf2RfmY6lTqNl0Y8X6PPGLm5bcZTzWVfOaJ43vFOrbXn2KHMD0PcR6Xb0/eDeqmuNUg2950Dfh8HEAiydYPw7EDAQZq4TdZJOwTDyPxAxreOuXaYNvzuDXLZsGSCs5u677z7CwsIMwvXkk0/+z5O/+eabzJ8/n9tuu436+nrDeHV1Nba2tlhbW1NdXS0Zt7GxMdjZXc2+Mh3Lh3sS+eaoWFvMr6jn/m9OcmjB8DadOe4bGECUnwMxmWVE+TvQ1dPuiucrqqrn9W1xxGSW0dvfkefGhWJnqb7m9yEjc03o+xC4hEDSLvCOFqHU+grIOyfGzOxg9Gtg6wFjFos1RoXCWBcZOFT8yPwt+F2BDAgIAMDa2hozMzNsbW1ZtmwZs2fP/r3D2Lx5M/n5+cyZMwcLCwsUCgXh4eEcP36cPn36cODAAfr27Yuvry9Lly7lvvvuIy8vD51Oh6OjI2FhYVe9r0zHcjipWLKdX1HP2YxSfjibQ2xmGb0DHHl6dAhWZiZ097Gne1MXj9/iqe9j2Z9QCEBqUTVVDY2yuYDMP5e6cjj2CSTuBCtn0GshfArcuRFqSsR6pEmLcii5q8ffmt8VyEmTJgEwdepUlixZQnBwMFFRUSxcuJB77733N48bNWoUzz77LHfccQeNjY0899xzBAUF8eKLL7Js2TICAwMZPXo0KpWKqKgopk+fjk6nY9GiRQAsWLDgqveV6VjCvWyJyTTWaNmYmfDx3mSDyF3KraCiVsOy6ZHklNVyLqucnr72uNqao9fr+epIGtsv5OHnaMljIzpxILFQcv598QUdej8yMu3KgbchcYd4XV0oMloDh0HBJTi/QbS7ir7/ymuQMn87rqrMY8aMGaxdazTfnTVrFqtWrbqmF9YeyGUe7U9pdQOPrT3LwcQi3GzNeOXWrsxdfYaWv0U25ia8OiGcp9bHotXpUasUfHh7T7LLanl16yXDfsGu1iiAxIIqw1ikjz2bHxnQgXckI9OOfDMBUvZJx0a9Lrp7NGe3uoXDnIPy7PE60e5lHp6enixbtozIyEjOnTuHq6vrX7pAmX8uDlamrLqvD9X1jVioVSiVCvwcLUkrNrorBbpY88bPcWh14g+CRqvnrV/icbSSJnclFVTx7m2RLN0RT055HX5Olrw+KbxD70dG5k+h1UBxMjgGSEOmAUOkAmnhAOmHkZR+5F+A7FPg0/v3P6M8WyTwqM3b88pl/gBX9RVm8eLFODo6sn//fhwdHVm8ePG1vi6ZvzlWZiYolSKx4I3J3XBqEj93W3NeuSWMshppuntxdQO+jpaSMVMTJcO6uHBwwXCOPjucvU8N/c1kHhmZvw2ZJ+HdcFjeB5aFQeoBMV6eDWY2IjHH1gt8+sDM74XItca8xe+5Tgel6aBtNJ7nv0Pg3TB4JwQuyPXe14urmkGamZlxzz33XONLkfmn0j/ImcMLhnMuu4xIb3tM1Sqm9PJmzYkMwz7TenlzVz9/zmSUklZcg6lKyfPjQrG3FMLqYSd3iJH5h/DzfKjKE69rimDr/8GE5SK82lgrxiPvhIkfi9fm9sIEoKYpwa37TJHpCsKWbt2dUJYONh4w9Us48w3kxoj368pgy+PQabRscn4duCqBlJH5PS5kl/Pw6jNklNTg42jB8pm9+M+ErnRytSYms4zoAEdm9vZFpVSw+6mhxOVW4Glv0SbkKiPzj6A4WbpdkgKH3jOKI4iC/6ELwN4XXDrDYzGQvBus3UBlClWFYO0C254S4ghQmQtb5olZaEsaKqEi2yiqMh2GvEos85dZuOkcGSViDTKzpJaFm86hVikJcrUm0MWKIBcrVE3hWJVSQbiXnSyOMv9cuoyTbnceC9r6VjvpobHeaDZubiuSczY+AJ/fBMtC4finUHhZelhxclv3HMdAcJIab8h0DPIMUuYvczmvss32+7sSeXdXgmHshfGh3D9I7gIj8y9g/DKxrph+GLyi4KZFkHEUUvYKT1UAv/7w46OQeQycQ2DSJ3D4A6jIEu/rNPDri9B5NFz60XjuoOEwdKE4T/y2JkedV+SM1+uELJAyf5khnV3ZFWdsaTUkxIXPDqZI9vn0QIpBIOs0Wl7cfIEfY3NwtzXnpVvCuCnUrUOvWUbmT2NmLVxwWhIyFmbvhLgt4OAPCTuM9ZBFl2Hj/SKjtSWNdTDg/4TYph0Gr14w6lVQqWHESzDgcdBpweoKST4yHYL8tUTmL5FaVM3M3j5M6uGFn5Mlk3t48daUCINzVjPKFgOfHUhh/eksGhp1ZJTU8Oh3ZylvlfUqI/O3paoAvpsBr3vCynFQlCjGfaKFwEXfJ6zlWlKSIkKxLXHvBl49wKWLKOWoLhDZrAA7nhe9IpcGwaYHjRmuMh2KPIOU+dO89OMFvm7yZQ1ysWL9Q/1wtRE1Ww8NCWLpDuP6yh19fDmcVEQPX3tOZ5RKzlOr0XIpt4J+QfI3ZZl/ANuehITt4nX6Ydh4Hzy4H06vFDNHlxBR49gydOrWDfo8JBJwEraL0Ongp0Wj5O3PGPfLPAmTP4OjHxnHzq0TbjyRt3fM/ckYkAVS5k8Rn1dhEEeA5MJqvjiUyt39/PnyUCpltRpevDmU+kYdpdUNvLc7Ea1Oj72lmpsjPCTnsjRVEeZp29G3ICPz50g/It3OjYUDS2Hv62I74Rfw7gNhE4VpgFtXUJrAEh9hMTf6Deg+Q+x7ebv0XPXlkPhL288sjGv325D538ghVpk/RV55XZux7NJapn5yhM8PpbLhdBavb4ujq4ct3x3PMLjqlNVoSC2sZka0DxZqFYHOVnw8syd2FnIHD5l/CF5R0m3XMOlsESDruFinXJguEnZS9wN6UQu5ZZ4o84ArlG4oIPRWIagt6TSqPe9A5iqRBVLmT9E30Al3W6kFVqCzFTkthFOnhw2ns6hu0TgZoLCqniVTIoh7dQx75g9lWBfZulDmH8TNy8B/kHjt3k2ERG3cpfuorcCsKSqSGyt9T9tgnBFGzADf/uK1iTmMeBmChsGMNeDTFzwiYdJ/wX/gtbobmd9BDrHK/CnM1Sq+n9OPT/YnU1xVz9Re3jjbmPHBniTJfl4OlvQPcuJIsrFN1sQeXh19uTIy7YedN9yzVVjENZdfDH8Rcs6KGaJCJVpcbbxftLxyCxftr5oxswPPHvDTE8I1Bz2ETYJb3jVmunYeJX5kriuyQMr8acxNldzS3YNIH3ssTcWv0s0RHmw9lwuAt4MFQzo788CgAL44lEpCfiXDurgys7fv9bxsGZm/TkUOZBwDj+7gFASekfBEkwl5WRb8ONe4r5Ub9J8HF34QjZJH/keUdZxeadzn0g/QdQJ0ndT2s85vgMPvi9cDHoduU6/tvckYkAVS5k+x7mQGL2y+gEarx85CzVf3RtPD14GPZvbkgUFlHEkq4tODKdz+2XFcbMxYcWcvnhnT5XpftozMX+fydlg3SxT7oxAh16jZYGoJAYPFzLEl1fkQMFT8pB8Ss8ySlLbnLUyA9KNw5mtQW0K/R4QX68b7MXQD2Xh/kyD3uLb3KAPIa5Ayf4L6Ri2vbYtDoxX/aMtrNbz5S7zh/e4+9nx/OovSptrGwsp6Xtpy4bpcq4xMu7P7P03iCKBv2m6xzm7r2faYlL2wegoceleYkxclilCsAYXwbf36ZohdA6e+gC9GQvzPSFploYfkPe1/TzJXRJ5Byvxhauq1VNZJC5dbZrXqdHrSi6sl76cWSrcBzmWV8f6uREprGrgtyocZcuhV5p9AbZl0u74Scs7AqaaQafgUUQ9ZGA8ooM+cti2rLmyC276BIx8IW7l+j0LmcdC1+HdVUwyaWtrg2rVdb0fmt5EFUuYP42BlyuDOLhxIKDSMje/mQXxeBUEu1qhVSkaEurHzktF+bnRXaZZfea2GOz4/bhDaMxll2FmoGdtNWiMpI/O3o+ddsH+JcbvLePj6VtA0NQ2/sAnmHoKaUmET5xjYNBNsgdJEWMtZuQgf19i1wlGnNcEjxGz11JeAQoRyO4++ZrcmI0UWSJk/xUcze7BiXzLxeZW425rz9dE0Pt6XjLutOZ/fHcXSad1x23GZmMwyegc4MquvLws3niOxoIphIS4EuVi3mYX+eilfFkiZvz9DFwq/1dQDIjmnoUZaB9lYC3E/gVINJz8T64nBN0mTcgY/BT89bvRrTdgu1htdw6DgkhgLGS9KPoKHiyxZEF1BZDoMWSBl/hS25mqeGdMFrU5P/yW7qaoXazB5FXX8Z+slvp/Tj1cnhhv2n/DxYWIzRWjqdHopd/RpG04NcLbqmIuXkfkrKBTC9q3Z+i12Xdt9KvPg+ArjduFlmPEdlGWImaNPb9jbyvA84xi8WAQZR8DUSuxXXyXWJKuLROhWFsgORU7SuUGpbdDy2YEUFm48x64WodA/fB6NlvwKaS+89OJqyms0bInN4WRaCbnltQZxbOZEagmP3dQJtUqYmPcNdOSeAf5X9ZlZpTV8fyqT81nlf/q6ZWTaja4Twa9FIb9vf+laIoBeC9WFIqR65hs48ZkoEWmJRwSoTEQmrFcvUWf51Xj4eb4I6a4YCNlnrv39yBiQZ5A3KHNXn2bfZbGGuPZkJm9NieC2aB8KKutILqimu4+dobbx97A2M2FgsDOHkooMY30CnBi8dC/ltSLTb2KkFzbmJpKQqp+TJU+O7My9/f2prGvE18nyqq57T3w+c1adNmTQPjWyM/NukpvJynQAmloxy3MMECHWZkzM4N5twmgcPXhHi1nfyc+lx+ddECFXgLOrRAjVrRvknxeh1YmfSPfPOAK5McZtbb3IbvXqeS3uTuYKyAJ5A5JTVmsQx2ZWn8hAj95Q22hvqeare3sT6WPf5vikgir2JxQS7GrN4E7OfHB7D97eeZmLORUMCHIip6zOII4Am2OyeXZcF977NZFajRYvewsWNNVEOliZcim3gjUnM+jqacu4cA+USkWbz2zm/V2JBnEE+HhfEvcPCsTCVPWbx8jI/GXyL8E3t4pZIAoY/gIMng+1paIu0twOOo0WM0AA337CHSd+qxDQwfONWa7NJPwCz2aJLFYza2hsgF+eFeuZDv5GQ/OWKGXP4o5EFsgbEEtTFWqVQiI0NmYqSW1jWY2GN7fHs+bBvpJjd8fl8+Cq0wbz8Xv6+/PyrV15Y1I3wz5zVp1q85l9Apw4/rwvWSW1hLjboGoSwVXH0nlxs7FG8u5+Jbwywbh2GZ9XwfK9yZTVapgR7UNNK1/XhkYdGp0OC2SBlLmG7FvcJI4Aeti3RGSYrp5qHPcfBHdtEe2wTn8l9vPpC7evEV08LmySntPUSjRHVjWJ3qFlcGy5eF2RLYwD/AdD2gExZmYnWmbJdBjyGuQNiL2lKXMGBxm2LU1VzB4Y2La2saJtx45P9iUbxBHg22PplFbXsyU2hxc3X+CHs1nMiPaRNEwO97Klu7cdtuZqwjxtySmrNdRNrjyUKjn/mhOZ1DaJYEWdhhmfHmNLbA4HEgp5ePUZ+gRKe0ZOiPTC1lz+Vi1zjalqtU6v04gQanWLSEzaQTj+36Zs1aZ/I5nHIOY78XrY89IZYOcx8MUo+HIsJO4SrbFaUlMII14S9ZLj3oZHT4Cr7EbVkcgzyBuU+aNDGNvNneTCagYEOeFkbcagTs4cTDSuJd7ava0jiEanl2zr9Ho+3pvM501Ct+pYOg8ODmTtA3355mg69VodcwcHoVAoaGjU8ch3Z/j1Uj4KBUzr5Y2JShpOVSoxiOvhxCLKajSS9xsatXx+VxQHEgvp4m7LtCjv9ngcMjK/T8R0UcjfjGdP0X2jNeWZbcdKU2HnC8JT1SUEQsaCQ6DUr3XNSeGxmnHUOKa2AufO4B3V9pwyHYIskDcwXT3t6OppZ9j+aGZPPtmXzOW8CmzN1Xx/MoOvjqRxZ19f5o8KQaFQcN/AAB5fexZ9k05O7OHFhjNZkvN+eywdTztztp0XpuW74/J5c0oEIGodAfR6+P5UFg8NCSKxoMpwvrv7+fPd8Qwq6jSEurdNafd2sGREmBsjwtza+3HIyPw20feJkGjcT8ILtf/jIgx6dhU0NkVanIKFf+qZr6GhqulAhVhjPPKh2KzMFaUezSUizeg0IlEnaLiwkrNyhfHvyGUd1xlZIGUM2FmoWTi2C0kFVYx8d79BtD7em0xnNxsmRHrR1dOW96dHklhQRbCrNTdHeDL4rb2SmZ6lqYr3dicatvV6kVwzIbLtjNTDzpztjw/iSFIxnd2sefmnSyQVVBnOMzHSkx9jc9Drobu3HXf397+mz0BG5jfpPsOYOFOZDypTeHA/nFsL5vbCYcfSUbTCOvSusKCLmt3U0qoF9RWgusLs06snDHgM6iqEGCvldfXrjSyQMm04k15qEMdmTqSW8PP5XHZcFDPAYSEuzBveCZVSwf+N7MzTG2INx/zfyM68tjVOcnx9o5aRYW6s2J9Mc5TWVKUk1NOWrJJaJvXw4lR6qUEcAWoatDhamXHwmWFU1DYS5il/m5b5G7DndTj4jqht9OwBd24SwtiMZw+xbthM7jlpP0iVKfSdK2agFzYKIezzkLEpsjxr/NsgC6RMG3r62aNQIBFJE5XCII4Aey8Xsu18Du62Fmw7l0MPH3sivOy5o68vndxsyCip4b/7jS19ZvX1p7CyntuifEjIr8TGXE2ImzW3f3oMrU6PuVrJvOHBba5FbaLA28ESHK7pLcvIXB1FSXDgLeN2zlk4+hEMWSBKOhpqIPRmY+NjgIFPQGEcxG8DSycYvVj0hZz6BYxZIkpDLFr9gmsb4cSnkH5YzCz7PgLqK8w6Za4pskDKtCHY1YbFk7rxzq8J1NQ3cmdfP5ysTNvsdyG7ggUbztOg1QEQk1nGpJ5e1DZo6eRizbRe3qhVSoaEuPBjTDbv7koAwFytZNV9fXjgm1OGjNg6jY7t5/Po4WvP2QzhuuNoZcqdffw66K5lZK6C0rS2Y8VJ8OUY0dEDYM+r8MBesPMS26ZWMGE5dNkuWlr59TMea+0iHHNi10HeOQgYAp1Hwa8vGks+4reK9liTViDTscgCKXNFZvT2lbSfSiuq5u1fE2hoFGKoVikwM1EYxBFAp4ftF/J47ofzXMypAMDBUs24bu78fD7PsF+dRscXB1OpqJVmqJZUN7D36aH8eimfitpGxoS743gFYZaRuW749QNLZ6gxZntj7yc1K6/KF4k6w54T24UJsHKMaF8FEHkHTFxu3P/n+cIhB8RsdMybortHS86vhwkfy+uSHYwskDJXhb+zFavv78PnB1PQ6eHeAf7Ua3SAtDN6bUOjQRwBSms0/BSb0+Z8Or2e8RGekvem9vLGzETFzRFXaDgrI/N3wNQK7v5JhFmrCkU2qukVTPYbW/gTH/nAKI4AMathwOOi5ENT2zaJ5/gKsHaD2hLjmJWLLI7XAVkgb1CSCqqo02gJ9zKWedQ0NFJYWY+f05W7akT7OxLtb0xG0On0TO3lzcYzWej1MCLUjWh/R74+mi45zt7KVOLXaqJUcE9/f3r6ORDmYcuFnHIGBDkzI9rnGtypjEw74xYG074ybjfUgEOAqHcEMLUBt3BI2iVCpnVlbc9R12S0r1CJpB1di2iK2gJG/gfWzRKts1SmMPr1a3Y7Mr+NLJA3GDqdnsfWnmXrOVGjGO3vwNeze7PzYj4vbL5AVX0jIW42fHFPlEiO+R2USgVvT+vOkyM706jV4+tkSX2jlmBXa0M2qo25CT4OlrjZmjOkswuVdRrGhHsYMlLnDg36vY8woNHqeHvnZbafz8PX0ZLnxoXKWa0yfw9MLeGBPWJmWFcJ6Ydg0/3iPadOwkEnbisGdx23cKgpgW8millh14niWACFEoY8A51GwpOXxLqmewRYu16XW7vRkQXyBuNgUpFBHAFOppWy+lgG7+1KoLrJ4u1yfiVv77jMu9MjOZRURG5ZHcO6uOJiY3bFc3raWxhem5mo+OHh/mw+m01lfSNHkop4oclr1cpUxfcP9fufwlan0fLurwkcSiqiq6ctT4/uwnfHMwxZsRklNcz+6iQHFwxDrZLdEmX+Blg6Qv95YtZ44E3jeHEilKaIsOyFDWDjCX4DhPG5vslXWKmGqV+JkKr/IHDpDAVxwrZOpwELR1kgrxOyQN5g5JTVthlLKqwyiGMzyYXVPLY2xrBGaG1mwro5fQnzsGVXXAFxuRUM7ORMT9+29Rc25mpm9fPnYk45b/1y2TBe3aDly0NpvHNb9zbHtOT1bXGsOibCtBdzKsgoqaFRKy3MzKuo43JepSRELCNz3akpaTtWVSjcc6xcRIZqwk6jOIIQwYosIbAgmi1/MUoYCgCcWw8PHRLCKdOhyF+/bxDi8yrYeDqLUA8brFq0hlIpFczs7UOgi3TdsaevvSSBpqq+kc8PpvKfrZd44JtTLPs1gcnLj7DhtLCZyyypYfPZbNKKqg3HNGe8tqRl1iuIxs3z18cS/tIOxr1/kJNpJQY7umaOpZQQ1Or6LE1V+F1lD0kZmWtO/iXYv1Qk3Vi5GMeVasiNhR8fhgNL4bPhwmGnNY6BxtdxPxnFEUQfyAsbr921y/wm8gzyBuCzAym8/rNwtjFRKlgwpgvns8up02iZ1c+P7j4OrLwnmrd2XCa1sJqRYW4MC3Ftk2xTWadhW4vwbPO51SoFT34fi1anR6mAJVMiuC3Kh0gfe3r62nOmqa5RrVJga27CzM+OEeJuw+M3deKT/ckGkb2UW8FDq04T7Got6STibmvOU6NCSC2u4URqCQ6WahaODeWNn+M4kVpCT18HnhsXioNcEiJzPUjeA6unga6pG07gcNF1o6EKgkbA+ruM++p1okFy6K0Qt0WMdbtNtM6K/xk0NWB2hSUIK+drfx8ybZAF8l9OQ6OO91v4ojbq9Gw6m832xweh1enRNdnl+DlZ8fFMaafyluKmUiqYEe3DgYQiyT4KBSzdcdlQ8K/Ti+1bu3uyYn8ylqYmjAh1pZOrDaU1Daw+ngHAkeRi4nMrqWuUhnaLqxt4pZ8fWaW1ZJfVYmeh5o3J4bjamvP9nH6UVDdgY27CE2tjDGboyYXVlNY08Pnd0e345GRkrpJjnxjFESBlD4x/W5ial2W03V9lJqzoStKEi461G6wcC9lNfVRtfUTD5ebOHh6R0P32tueRuebIAvkvR6vTU6eRilB1fSMr9ifz8Z4kGrQ67uzrxwvjQ1EoFMRklpFdWsvATs6suq8P605mkltey/gITyJ97Lm7vx+fHRTp7AoFPDQkiEU/XpCcv7JOw7ObzvPD2WzDmLudOcdSiiX7HU0pZmYfX4NzDgjD9CGdXfBpyqANcbfBXK0iqaCSH2NysLNQMy3Kh93x0jDsnviCv/6wZGT+FIq2Qw1VELNGWMtFTIdz68S4ykzYzC3xE+uQfeeKLNXsFk3GKzIh+l4Y8YpYn/TtL/rAyXQ4skD+y7EwVTGphxfrTxtbUg0LcWHJ9njD9heHUon0sed4ajHfHhPfeO0s1Kyb05c7+/rx9ZE0PjuYQt8ARxaODWVAsDM7L+ZTVd9IWU0Dt0X5GPpBAsyI9uXbY9Lw7I8xOUR425FWXGMYs7NQ89TIzhRW1rM7Lh8fR0seGBTIyGUHyKuow9JUxZIpEQS5WDHlkyPUacT65bqTmQS7WHOhhSFBsKt1+z44GZmrpf+jIszaXMvYaRSsmmQ0BwgcDjPXQ0mKyEbdcK/x2ANLhc9qaxqqwbfPtb92md9FFsgbgMWTu9HD14GLOeUMDHamsKq+zT6Hk4pYd8rY7LW8VsMn+5IxVSkN4rrtXC6ZpbX08nNgzckM9HrYEpvDgCAn3p7WnZOpJfT0s2daLx9+vZRPdouMWQ87c54dG8o9K09SVFWPmYmSuUODuGflSc5nlxPqbsMHt/fgP1svGdYfaxq0LPrxAuO6eRjEESCxoIpFt4RRWpNKdlkt7rbmLJ7c7Vo9PpkbjYockShj6STWCk3+x9p2wGB4+Chc/hkc/CHtsLR7R8oeGLoA+j4Ehz9oe7xSJco/KpuS4tRW0H1mu92OzJ9HFsgbABOVkpl9jL6ql/Mq23Tr6OJh06bFVVmNhiPJ0jXHDaeziMutkOx7OLmY58eHciG7nA/3JLH9Qh4PDg5k8fY46jQ6rExVzB8VwvYLuYS4WTMm3I3Hb+rE3G/PcD5bOIrE5VUyf8M5ymsa2lzDlejiZsOBZ4aRU1aLh505JnI9pEx7UBAHn4+Eex6qGAAAIABJREFUhqZMU7+Bor9jZZ7o+6hQCvGydpEe59wJnB8Xr5N2tT1vQ7UoAfG+wjp50DDRaPn01yJJp8ed4Ny2sw2XtsDeN5r6TN4Lg+f/tXuV+Z/IAnkDEuJuwzvTuvPhniTqNVruHRDAPf0D+OFsDrGZxvXA23v7cDGngqIWM05HK1PM1VJPSIUCvjmaztqTYgaaVVpLRnENRxcOJz6vinAvW55ef45fLgrD8sPJxZiqVJzLKpec53xWGXOGBPHJvmTDWG9/R+YMDmT7+VxKm8Syd4AjfQOdUCoV+DjKpR4y7cjx/xrFEYQrTvzPsPVxqC4UY8dWwNzD0h6QLel5jzAb1zZ92XMKhiMfQspeMLMTa5Jph0ViT/9HIWi42G/oAul5qouhtlSIZWm6CM02JwPteRUcAyB8SrvdukxbZIG8QZnc05vJPb0lY9/M7s23x9LJKq1hfDdPBnZyplaj5en152jU6TE1UbJwTBccrU05lFhEbVPyz4xoX06nSwukU4qqqazT0i/IiTqNlp2X8iTvb4nNoU+gIwcTjTPUvoFOPDmyM5ZqFfsTCglxt+H/RnbG2dqMPU8NZeelPOws1NwU6oZSKU2MKK1u4FJuBeGedthZqtvzUcncSOi1bceSdxnFEUQo9OIm6DUbSpLBzlv4pzbj3UtYz51bJ8K0lflw/BPxXn05XNgE/3cRbNzE2JEP4ehyUKlh8NPQc5ZYm9z3pljX9I6G7jOkmbIAqQdkgbzGyAIpY8DOQs0jw6ShnUk9vOkb6MTF7Aoife1xtjbjSHIRU3p6Ua/VMSHSk4HBLjy+9iwJ+VWG4xws1WSV1bDjYh69/B1wtjajoNI4E/W0N2fp1O48/8N5TqWX0tPXntcndUOtUjLvpk7Mu6mT5DocrEyZHu3LidQSpn5yhJzyOm7t7snCsV3YE1/AY2vOUt+ow0KtYvmdPRkWIltzyfwJou8XzjWNTevnnj2Fn2prqovhwx6iP6S5HUxcAV3GQeZJIYxWzjDgCfHf1bdJj9VpoOiyEMjEXbDzBeN7W+aJdlp7Xsfg3Zp1ElxD216DZ4/2uGOZ36HdBVKj0fDcc8+RnZ1NQ0MDc+fOJTg4mIULF6JQKOjUqRMvvfQSSqWSjz76iH379mFiYsJzzz1HREQE6enpV72vzF+jTqPli0OpnMsqo2+gE3f180elVFCn0XImoxQ/Jyu87C3wsBM/ABtPZ/HU+ljDORoadQwMdmHh2C6kF9cQk1mGi40ZQzu7MPOz44b9pkf7sPlsNvWNOmzNTXh+XCjuduZ8cc/V1y7WNDRy/9cnqagT36S/OJSKs7UZ3x5Lp77JtadWo+W1rZfaCOThpCIu51UyuLOLnPEq89t4dBfh0wubhLhF3CZaVx3/xFjT6BQM6YeNzZPryuGnx8HMBr6ZYJyFnl8PDx8TIdTEHcbPMLcHr17idfqhVhegh6SdGMSxmdoy0Sdy3xuie0jkTIi8s51vXqY17S6QW7Zswd7enqVLl1JaWsqkSZPo0qULTzzxBH369GHRokXs3r0bT09PTpw4wfr168nNzWXevHls3LiRxYsXX/W+Mn+NhRvPsTlGZM7tuJhPTlktU3p5c+fnJyiqqkepgAVjujBniLHjxldH0iTn2BKbw6Kbw/Cws2DzIwMorqrH1tyEXq9JExUOJBRy/LmbSMgXa5KWptJfvbKaBszVqjbrm6fSSth3uZBObta42ZgbxLGZw0mFFFTWScYKKqRZuq9uvcQXTWUoKqWCFXf2YmSY21U+JZkbDqcgGPK0cdvUSnihXtoiknTCJsAn/aTHVBfAqS+lIdriJEg7CL0fFGuJ578X2aojXhZJO9lnwDWs7eeHThANmFv2kAy9RYh19P3iM0yu3DhApn1pd4EcM2YMo0ePNmyrVCouXrxI7969ARg8eDCHDx8mICCAgQMHolAo8PT0RKvVUlJS8of2dXT8jUXyG5xzWWWczy6nT4DTb86WGhp1/NTKNu6Hs9lklNQYknJ0enjn1wSmR/tgbylS3c3V0mxRE6UCE5USnU6PUqnAydoMvV5vcNZpplGnx97SlN4B0v9nNQ2NPLbmLLviCrA2M+GZMSHc1c8fgM1ns3liXYxh31u7e2JmojTMFgEivO1xs7Vg4xljneeEHp4UVdVjY25CnUbH1y1EXavTs3xfkiyQMn8MczuxNthMyHjjuiKAT58rd9woz4HVU4RhedR9Iinn7GrhnKPTCFu5breJshKVKQz6PwgaCndtgf1LoKpArD9GNIVpVSbIK2MdR7s/aSsrYSpdVVXFY489xhNPPMGbb76JQqEwvF9ZWUlVVRX29vaS4yorK9Hr9Ve9ryyQbVmxP9lgAqBUwHszenBrd0+0Or2kJEKtUuBgaSrJUHW2NiO/1eyroVFHcmE1h5PSqapvZEKkFzGZZWiaumuM6erO5OWHSSmqZniIK29P646DlSn3DQrkgxYWd/cPDKC6vpHnfjjPjot5+DtZ8Z8J4RxPKWZXnHDBqapv5OUtFxnexRVvB0u+PJwquZat53JYPKkbb/+aQFFVPaPC3Hh4WDA1DY34OVkSk1lGuKctR1KKiXptF3YWap4e3dlgp9dM684gMjKAyCyN3yqaH/ecJU28ac3IV0BtDkm7RX/HES9BYx1c/AGqmlyeOo+Bnc8ZmyPvPC/CsLteMpoK1FdAeRY8egp2Pg+nVoqZ56jXYfq31/Z+Zf4n1+SrSG5uLo888ggzZ87klltuYenSpYb3qqursbW1xdramurqasm4jY0NyhaWSv9rXxkpjVodH+1JMmzr9PD+rgT8HC15ePUZspsE8qOZPenl58CLN4cyf30sGq0eC7WKZ8eFklZUTUyLUo8ILzseX3uWrFKRtGCuVvLprCiyymoJdLbi/9bFGJJvdscXsGR7PG9OjeDJkZ0JdrVm3+UCRnd1Z3RXd17beokfm0K68XmVzP32NNGtZpQ6PSTmV+HtYIlJq0xVpULBmG4eTIvyoUGro7CynpmfHeNcVjk+jhYsuy2SrbE5nEorBYTZwWvb4rg5wpMtLTqTzB7o334PXebfwaUt8P1dGNb+ErbDrB9+e38TMxEqHfGydHzeaVEHaeUCDbWQ8Iv0/YRfRLi1JRXZ8MMc43rk2XSx7jnl86u7dr1e+LZqaiFgSNMsU6Y9aPfq6qKiImbPns3TTz/N1KlTAQgLC+P4cZGwceDAAaKioujZsyeHDh1Cp9ORk5ODTqfD0dHxD+0rI0Wr17dpMVWn0fH85vMGV5vc8jqe3XSOhkYdWaW19PBxYHw3D3Y9OZghnV24u78/C8d2oZevPbMH+HNnXz+DODaf73BSEbP6+uHtYCHJTAUM4vrrpXwWbDjHpjPZPPV9LIcSiziZLv3DUFzdQBd36RcdazMTevqJHpNzhwajaiGSU3t5syc+n4s5FZirVbzy00VDLWVmSS3/ty6G+DxpK6E6jY57B/jz/oxIHh4axPdz+jGph7S8RUaGk58hSYxJ3gO55+GHufCmvzAPyIn5raONmNlA10ngPxBcOok1y5a4hQsrupZ0ndw2WedKZgNXQtsoEoNWjoVvJ8OKgSKhR6ZdaPevGitWrKCiooLly5ezfPlyAJ5//nlee+01li1bRmBgIKNHj0alUhEVFcX06dPR6XQsWrQIgAULFvDiiy9e1b4yUsxMVNze20fSpuqe/v688+tlyX5JBVW88XOcJOFGq9OzYlYvPtydyLJdCeJLaWntFdcwLZv6SXo7WOJpZ05OuTFJJjpAiNvLWy4a6iSr6ht5desl+gc7SYwIHCzVzBkciFqlZOPpLJysTXl6dBdyymqZ9cVxLuZUEOljx+BOLliYqlj2a4LBjODRYcFcyG7RMw9hUDC5hxfHU401ma42ZnT1tKPHFRo7y8gYUFu1GlDAiRUQ+53YzDoB6+6Ex2Mhdb9IorH3hegHwLxVe6q6ctED0i0cRr0Gu18VZSN+A6HPQ6Le8fB7kHdejEXdK1pflRgNMnANg12vwPkNwtx8xCvg10+EYA8tA51OrGfa+4nraaYwDs5+K96T+cso9PrWBmP/HiZPnsymTZuu92V0KDqdni2xOZzLKqd/kBMjwtx4ePVpfj5vLNQfEepKTGYZRVVGWzelAg4tGM7gt/bS2CLB5uYIDwoq6znRJDrutuYM6uTEibRSOrnaMC3Ki+V7k0kqqCLK35EXbw4l0Nmazi9sl5zHxsyEI88OZ+FGsQbp62TJaxPDcbE2Y/H2eNKKqhkd7s6TIzsz9v2DJBUYayrHdHWnok7DkWRjVp9apWBsuIckdBruZcvmhwfw3q5Etp3PxdvBgmfHhhLmeYX+ejIyLck4DqsmCqs3gKjZkHkC8qWdahj7Fmx/xrjt3Rvu/9W4nbQb1s0CTTWYmIswqVcUbJ4LKfvAwh5GL4bI2+HXRcKVR6+DkHGQc1qsRzp3FtuH3zOe18wOZnwHX4+XXk+/eXD0Q+nYwCfFmqjMFfkjuiAHq/9lKJUKJvbwYmIPL8PY4skR2FmYcjKthJ6+9jw7NpS7V56QCKSLjRmVdRqJqAEUVNbz3f19OJBYSGVdIydSSww9HdOLa8gqrWHNA32568sT7E8o5OC7hdw/KJDxER6G9UaAWyI9OZFawvnscpQKBT19Hejubc/o9w4YQrif7EtGr9dLxBHgTEYp7nbmkjGNVs/jN3VCrVJyMLGQME9bXrm1KyYqJfNHhzB/dEj7PFCZGwPfPjDvjAhtOgaIEOmPj0oF0spFGJK3JOsE5F8Et65ie8fzQhxBJO1sXyiyUFP2irHaUvjpMbGGefh943nifoRp34BvX2Eg0NpcoL4cLmy48rVbOEJtU9REZWbMeJX5y8gC+S+lvEbDtvO5qJQwrpuHodvFybQSDiUV8cSITjyxNoaKukbM1UrmjwohxN2Wrp62XGzRRmpSDy9USgXDu4iyiPd2JUo+Jz6vkg/2JBpMx3V6+PRACj8+MgA/R0vOZpbR29+RGb19GfzWXkPYdcPpLCxNVZL1TYBjKSV0drOWuPJE+TswpLML57LOG8ZGhLoR5GrNO7d1b8enJnNDY+shLeUY8Yro7JG8W3TpuOUDOL2y1UEKUarRTGWO9O2qPBFubYm2QdjEtabgInSdIF67d5OaCyjVEHxT28/3bwrRnvhMhHF73XNl1x2ZP4UskP9CSqobuPmDg4a1wRX7U9jy6ABe+vEim5qaGDtYqln9QF8uZpfz8d4knt5wjs8OpvD6pHB2XswnvbgGc7WSJdvjeX1bHLMH+PPkqBBC3GxILTJmFDtbm1FS3dDmGpIKKkkuqialsBpnazNiMksN4thMcmEVVqYqqhuM4yFuNsweGMCCjee4lFPBgGAnXrk1HBcbM1xszNgVV0Cwi7WkO4mMzDXByglmbRIZpc2F+RYOkLRHzOhAJOScXQV2PmLm1u22poSfJsKngEckJLUIw5rbQcQMOP0VksQg/0Fi3TF+q1hb9B8EaYfEZ45+Q5gFDH8BDr0vwrJ9H4KQMeLYsUuu5ZO4YZEF8l/IpjNZksSZ1KJqvjycahBHgNIaDd8eTedsZimZTbO4hPwqlv6SwPcP9eN0eglTPjlq2P+DPUlEeNvz/PhQMktruJhTgYuNGUunRqDR6iXhVEcrUzaeyTasGf5wNpuKWg2WpipqWohhv0AnZkT78uKPFyir0dDNy47ZAwMIcbdh8yMDOJ5SzHu7Erln5Qlm9PZlVl8/w0wWILOkhnNZ5fT0szdY4cnItDstXWs8IuDxGBEyrSmBXxYaTcQvbISZ34OtpwjFevYU9ZIqU6gpEh6vhoSbvjD5Mzj0rnDG6feosK87tEycqyhBiOSCVDC1Fok9IMzMBz4pXiulrlMy7Y8skP9CWhfGA9TUt+1SUF6nkYQyAeJyRXj1bEbbVPGYzDIifOxYOLYLXvYW+DpaGvowvj8jkg2ns3C0MmXukCDGvH9QcuzRlGI+vqMnr/50idzyOiZEevLA4EDMTFSMDHPl2U0X2BKbw9j3DzC1lzfzR4Vwz8qThlnni5sv4GJtxphwd0CEaJ/ZEItOL9x8Pry9B2O7efyJpyUj8wexdBQzwzUzpR02UvZC5nGI+Q6KE4XJuE4DN78LNy0SP81oNaJ2sSRFrG2aWUPCDunnlKWLPpStQ6ayMHYYskD+C5nYw4tPD6QYknA87cx5aEgQ+xMKDXWCCgXc3tuXspoGjqUYyyIGdnIGIMq/bZ1pg1bLgCV70Gj1WJmq+OzuKPoHif0nRHoxIdKYGNTF3UZSk9jF3Ybq+kacrc3wdrRkYg8vzEzEP/RDicX80GJ2+/2pLGzMTNqEZPfGFxgE8s1f4mnOJ2rU6Xlrx2WJQGq0Os5lleFlb9kmwUdGpl24klCd+16IYzOnvhQZsfVVIsnGxgOi74OYNXDqC7FPeQZsfECEUHPOGI81tRGttGSuG7JA/gtxtTHn58cHsflsNkqFgsk9vXGwMmXtg31ZdTSdjJIahoe6MqSzCyFuNry85SKxWWWEethSWtPAgCV7GBHqysu3hPHfAylotHpmD/Tni4OpBou56gYtS7bHs+XRgRxJKuKrI2moVUruGxRAT18H3poawaPfnSWjpIYgFytm9Pbl0e/OGq7xeEoxe+cPxdPegsRWWasADVewgwtytaKgog4nK1PKazWS90prjOugqUXV3Pn5cbLLalEpFTw9OoSHWhiuy8i0C/3nQeJOka0KEHqr8XVLLv8iunDom0w8Lm0WHUFaotNA8AjRISTnjOj4Mf4dYTwgc92QBfJfiquNOQ8OloqCvaUpFXUafjibzfrTWYwIdeOjmT1YMasXOp2eoW/vI6NE1IF9fTSdOYMDOfrsTQDUNmh5e4fUcCC/oo5LORXc9eUJQ3nI7vh8dj05hAhve3Y9OZgL2RVEeNsZ/GGbqW/UsT+hkNt7+zI0xIWlO4wzQoUCbo30wESlYPXxDBoadUT7O7DycBpv/BxPgLMVI0JdJbWd06N9DK/f35VgcA7S6vS8s/My03p542Qtd0CQaUd8esMjJ+DydrD3Ed6ryXtE145mbDwg56xRHEEYBPgPlp5LZSoEsscdInPWwlF4vcpcV2SBvIE4nV7CZweNBuC74vJZfyqTWf38SS+pMYhjMwcSi5hWUMXaExmolAoGdXJhf4Kxs/qkHt78ciFXUjtZp9Gx61I+oR62PLrmLIWV9XjYmTOxRfi1mUBn4V5SVqPhjj6+xGSWY6JSEOFtx70rT1FV30gnV2uWTovg6fXnyG1KPEotqsbewoRXJ3TlbGYZ4Z52lNU08MyGWG7t7iVJUAJRM1lYVS8LpEz74+Anskmb6TQSbl8LMavF2mL/x+DA222Pi5wpyj1i14i+k/0fg21PirrLoOEw8tWOuweZ30QWyBuI5MLq3xzzsDPH3lJNWY0xdOnnZMnEjw9TVS8SEewsTHhwUCAJ+ZWYmigxVysxM2lr5+vlYMmzP5ynsMmnNbe8joNJhYwIdWVXXAFKBczq60efQCee/+G8wXjAXK3ks1lRzPn2tCHbNbGgiq8Op7UJwybkVzGrnz939NEz7oODhvXO9aezuKO3r8H5B0TpSIibHKqS6SCCRwqRa85+HfAYXN5mNCmPmA7u4TD+bfED8N8hkNvk9XrqS9Bp4dYPOv7aZSTIAnkDMaiTc5t+ijbmJgx/Zx9VdY0M6eTC0ZRiCirrifJzIMDZil8uGMOY5bWNuNmZsfNSHmnFNey8lI+VqYqevvacacp6HRvuztDOLjy46pTks1MLq9k6bxAXs8tJKqyiX6ATeeV1fHciw7BPnUbHx3uTJKUgAClF1Qzq5MzBxCLD2JAQFwBissokyUB6vXD/eXNKN34+n4evoyWPDg82tFCTkbmmHP8v7H0dGmrELHH8MnAJgcdihEuPjQf4D5AeU11sFMdmkvd03DXL/CayQN5AeNhZ8NW9vZtEqJGx3TxYsj3e0Nz4x9gc3r2tO8O6uGJvacqqo2ltzpFRXENasTEUW92gpXeAE7d29+T7U5lkl9Wy7Xwuw0Nc2R1fYNjvplA39icU8tCq09RqtKhVChaO6ULrihSFAgJdrEhpMdsdGerG9N4+vLY1jpjMMnoHOPLM6BBSi6qxMWv7K2xvqWZ6tC/To2UzAZkOpCBe6tN65mvw7CGcbuorhY1cc1Zq6gFhClBdCN1vB1sv0faqGdewjr12mSsiC+QNRr8gJ/oFOQHCUEDbynv1RFopQ0Jc+fVSPtH+jhLbtwhvO3oHOEq6hQBU1Wl49WCK4VxPrIth5T1RuNiYEZNZRrS/I8+MCWHaiqOG0g2NVs+KAykM6Wxc11Qo4O7+/oR62PLWjsukFlYT7GrN+tOZfLwviYmRXvz65GDOpJcx7oODFFU14GFnzqgwN3ZeEk1qnaxMmSNnrMpcD1rPAkEk6KzfLxopg3DaGbMYvpth9GzdvwT6PgIXN0FlLrh2FfvIXHdkgbyBifC2azNmaaqi/5Ld1Gl0KBXw0q1heNlZotHpMFEq8La3oJuXncF71dnaDCdrszZCeypdGIwXxdWzP6GQXn4OhjXJZkqrG/hoZg82n80mrbiGkaFuVNRpOJBQyAvjQ7FQq+i7WFwLwNqTmfg4WrL+VKahxjO3vA5XW3N+fGQAueV1DOrkjNUVZpUyMteM0nSwdAK//qA0kZoHmJiLmWQz578XGa+aVvkAlTnwxAWoKQZTS7m842+C/JfkBibY1YZXJ3TlnV8TqKnXclu0NydTiw2CpNPDOzsSWPdgX+784gTFTZ6r9w3y54HBgVTXNzKmq7vE3LyZqvpGvj7SPNNs4MnvY5jS05v1p7MM+9zS3RMbczWz+vkDcP/XJ9kVJ8Kyi7fH89y4UMO1NHMqrYT0Vtm2KQVVdPexp7sPMjIdR2U+rJkh6hbVVmLWN+0r2PO6CKlG3UubNQQQYwqltPTDvZtwztkwW8xEnTrB5E/Bq2eH3Y5MW9qmIMrcUMzq58+ZF0Zy8T+jeW1iN0pqpAX4VfWNfLQ3ySCOACsPpRHt74ClqYoXNl/gaEoRd/TxxUSpQKmAKT29aWxV6K/TQy8/B166JYzRXd14dFgwjtZq5qw6xaYzWVzKqTCII0BNg5ZjycWYq6W/olH+jgwLcZWMjQxzQ0amw9m/xOh8o6mGn58GvwEw8Alw7SIEz6M7KFo47ihNRPur8e8I03IUwmCgz1zY9pQxTFucCD881OYjZToWeQYpg1KpQInI8pzWy4d3dyUY3hsb7kFFnVQ0dXr47ngGH+5JMoz18LXn9Asj0er1WJuZ8FNsjqF8w7iPAyHuNtw7IIAJHx0iNkuEaXdczGfu0MA216VXwEe39+TVbZfIr6hjYqQX9w8KYGZvX97aEc/ZjDL6BjrJvR9lrg9F0tZvaOtF26l9bxjHUvbB9NVw/BNoqII+c0RWq0sIBN0kOoGozEQJSOs1zKLLoKkFtWzEf72QBVJGwmM3BeNuZ8ahpGLCPGy5d4A/Oy7mSUoswr1sOdrUqaOZsxllJBVW8t6uRA4mFuHnaMHYcHf2Xi7AQq3iyZGdMVcrKa/VUFRVbxDHZk6mlhLl58CpdFErplYpuLufP70DHBnRaoZoZqJi8eSIa/QEZGSuks5jIK2FKb+tN2RLy5soyxDdOiqyoThJzAqLEqHPQ/D5CKhuipoc/wR8+kDCL8ZjvXvL4nidkQVSRoJCoWhTIjEh0gtztYqfz+fi42DJfQMDWLjpnOQ4tUrBysNpBiFNL6mlRqMjdtEoquobuf+bU7z440XMTJQ8PDQItUph8HUFcLExY9ltkWw6m0VeeR3jIzzo4m6LjEyHUlsm1gYt25r1t6Hvw8J79eJm4agz/EVpL0gQa43xW4U4gjj3gbdFqLXauKRATbEoCVFbCtF17wZj37q6a26ogbgt0FANYRNFH0uZdkEWSJmrItzLDi97C7p62qJQKHhiRGdOpJZQWqNBoYB5wzvxU6y0m3phZT0FlfWsOpZuaJ9V36jj/d2JPDAokE8PpqDXg7O1KU+M6IyFqYo7+vhdj9uTkYFfnoUTnwoRi5gBt34Iqiv8iWxsgKp8kY06eL74aWbgkyKsWpwkxHHw08J7VYIeNDW0wdJJJOZsmSe6gnw6FIYuFKbohkP1kHFMnNunt7Cr+2IU5Dd9xr4l8OA+sGtr7Sjzx5EFUuZ/8sbPcXzWJGahHrZ8e19vQj1sObxwOCdSS/B3ssLf2YqCyjqJJZyPowVe9hakFEpt4nR64YRzRx8/MkpqiPJ3wFwt97iTuY4k74Vjy43bsd9B0DCIuE26X8JO2DxXNEB26QIzvgOnIIhdJ5xy3LrCg/uh8DLYuAljgHPrRQPlZux8YcATwuS8qGm93zEQuk0TJSGxa8RYQxXsfEGsVbqFiZniNxMg64R432+gaKWV30KAqwvgzDcw7Nn2f0Y3ILJAyvwuifmVfHogxbAdl1vBF4dSeWZMFyxNTRjaIqN0wZgu1NRr2R1fgJ+TJaHutry2LY5wLztJhqqztSk9fYUo+jpZduj9yMhckcL4tmMFcdJtrQZ+fESIY/MxO18Qa4e7XhJj5xGNkmeshvxLELsU7P1hwnJhBGDjIWaclo5CSOO3ihlrl5tF0+Rc6dIFIGagbmGin2SzOAKkHxKC3Bqdpu2YzJ9CFkiZ3yWrtPaKY+W1GrJKawhxs8FEJUoxbMzVLJseSWWdhhHL9nOuKRHHXK1k7pAgjiQX4Wpr3pSwo6JRq+ODPUnsvCg8UxeM7UKQi3WH3p/MH0SnE9mVtl5g/g9eI9bUSdtJBd0kyjH0LXyAO42SHlNTIl03BCGirbNZ47fBpZ9gwz1G04CQ8XDnRmish7RDUFcBHhHQdTL8ugh2PA827hAyRnoupdro3VrV6rMBbD3F7LOk6UusmR30mHVVj+AfgVYjws2WTm2fTQcgC6TM79LMmdjZAAAgAElEQVQ30Alna1ODcw2Ak7Upfd7YRZ1Gh5e9BSvvjaZzi24Zu+MKyK8wuubUaXTo0LP+of7EZpVha6EG4L8HUvhgt/jjEp9XSVxeBfvmD0OllI3F/5ZkHIevxrX4oz9OtHSy94XeD4i6vvoqIRAKJXQZL1xhQAhDQ/XVJb9cS0rTYeP9Yibm0gUmrRDJMS6dYfq3cOhdsa7nGADr7xYlGEOehp53iZCpR3fIjTWer/NoyIkRdYvNmFrB6a+kjjqXt0HaYdj8kMhsBYi8E1xD4djHYrumCEpSYehzIsxqbivWNGPWQMEl8IgEEwtobPrSamoN4VOg190Qu1Y834jpYm30n0Blnvj9UTYtr1Tkihm1lbOYUVflw3sRxi8tFg7wdAooO658XxZImd/FwlTF2gf7sXxvEkXVDUzo7snLP100ONxkl9Xy5vZ4vrgn2nCM9RWs3hq1eoYu3UtOeR1KBTw5sjN74qXfiDNLakksqJSzV/+urJ7S6o9+i3W1y9vhzg3w6TAobeo56hwCD+yBCxth54tQXy6aAk9dKf74F14W4UO//mIm1BH8PN8YpiyMh00PwqMnxXaXceInYQd812Ltccs8IU4eEUJEd74oBCt4BNy0SIRUv5velHijgGHPCzPy1sR8ZxRHgJhvxTpiSzTV4BMNQxeI7dXTIHGneH1xkzAUaKgUX0CCR4gekqXp0HUiDFkgykm+uhnSj4B3NExcLtZIryepB8WzDhwGzsFixr3uTjFm6yUSkywcRbJRQ1NnnoDBonF0yxl9bSnsXARjXuuwS5cFUuZ/EuxqzbLpkQDkltdSWdcoeb91o+WhIS709nfkRJroyejraEleWa2hkbFOD+/tSmRsN3dDmywAC7UKT3u57utvS33Vb7+XfQoOvW8URxCh2NNfifW5ZmFN2gWH3xczyR3PiTGVqSim7zQSTn4OSbvFmtuAx8WsNDdWzJDM7URSirWrCPWmHRDXFHyTsV5Qp4W68t+eqWafkW4XJcC5DXDgLagrg553i9nu/7N3nWFVnFt3HXoHKVJEFBEbCHZjN5aoUWPvNVFTTa83N71XU03VmMQWY4lGY++xi4qAKCoqTcBC7+Wc78c647wzc9JMMMn93vU894m8zJl2uLNm77322nqk72dkWHoZGP2VGvUAfJg/lASk7+MUDr8ItmmkbmM0CrD9orbKuF+fhoDo/W/vBAS0pFK2olAlRwXndgL3HWDq8f0YergCwK43eQ/O7VR7MzMOAD/cBczcavte2ILFwlSy2CqSto9ZAf9ITh5xcGaa+PB8tqV0uZe10CtngJ/nMBJuM4mkvflZYJ91rqWdA18wDn6u1nyLsih6anKzSo4AXzDsHY3nd3YzAEmQEv9QBHu7ok1DH8RnqMTWsbEvbl9wCBcLKjAkJhj33dwUS++8CT8ez0JKTjEmdg7Dkyu0UvcaswVj2zfE+SulSMoqgqezA14cFgUvFxv/p5D4Z8DFmyRiEyaOY9GjIF0bdQJATgKQtl/9ubaKMxSz4/lfADi9gZMw+j7HyEIhl/glwD37gWUTSQYAU7wzt1Hg8uNsTsQI7QSM/QZw82fa9NwOIDCarRFi5Fs/imlPRdiy+y2g053G60g/oI6y8msKTFtHMvv5HZJss4FAx5m8B7nJQO4JYNhcnku9xqxBXtgNJC4HYFHPu/PdQGURkLKR6cbwHsDcTiTpNhNJQGJLiLu/9R4mquSo4MwW3jMRmYf5MqFPS2YdAba9zLpm7Dig6wNAZhywaiaQf4FEP+YbIDcJWHG79hg9H6OaVvleT64F7voZWDCILxAAid2yADjwqfpZcw3w87vaKBrgzzUVxnvu1RDIP6ddix1n3K4OIQlS4g/ji6nt8d6WMziTW4yezfzx7f60azXKlC3FcHN2gL+HEx5fnoAaswVf7bmAcR0bYv851X2nWaAHukf6o0ezHsjML4OfuzNcnWSrxz8a09bS/aXWGmHZOQFmK3F1uIPEcvQbNr0DgEcg0GU2kLBMS6zhvRgliqgopBhDROp2wDNEG3kVpAH7PlDJEeAD9tCXQNxXqsI08xDFLx6BwP6PuZa+HwjrSu/T87tZT2w+kP2PIipLgO4PAwe/YB9ku+k8poKrZ7nPjIMkIICRcXUZU4arZqlG5L2eAloNA5J/5CSP5rcyPeoVwheFL3oBMPEY7acCX96sHufIAo7HUkjVyYPEv+V5er6K9UiA9Ux7R+29Ce3IexK3gEQcO4GEvXCk+p1seY71vb0fkhwBppB/esT4cnNqHYlcXK8sBA5+opKjguQ12hQpQOJv2g+IX6yuNezMF4UTq9W/rZB2FDW9F6W+INQLB3o8ihsJSZASfxj1PV3w+sjWAIAjafmYs0Wr4ttx6hJO5xajxjoCq6rWjL1nr+CdMbFYn5iNMF833NM7AiZrxBFaT7Z6/CtgrtW2ELSdynqZszvQcijX7trNKM9kogjFKxiYtALY+gKjqZixdKDJSSBxKmg/nSQjil2cvQC3esbzEKdgKCi6qJKjgpxEoOqAdi19H/DkBSAniSIQ/0gAJlyL6gBO0Og0C+jzHK/j3E4tQQJMJyrkqCBxBYlDPL99HzLlumqWuubbhHXXQ58rFwQcXcA2Dz3c/YEHjrFee2whsOddru99H+gwg8esLCRxhnUhsZhr+TLQoAMwZA4wr68atR36klNH9JmAU+u19165fyFttWsmO36nevg1s7EWQdGQ0tcJkAhb3WYl8l2s6w54ncYGd+9hndU9gIbuTu5ARB+r6MueadsbDEmQEn8Kjf3c4GRvh6pa9aHQtL4HDp3P02x3tbQKo9uHYnT70Bt9ihJ/Feb31z78j8wDEpexdhQYDUz4jjW1lrex/lWex4dpw47A7T9p93Xbx3yA5yQATXoDrUcDjbsDi0bx4W3nAPR/ia0WiSvVdGKTm4GuDwLHFqtr9k5A5ztJCnmp6jEi+vAhX5ihrrkHAD8+QGs2gCnYm59mKrCymPXMmkoSaFA0t2nUlZFhUZa6n5ixrPWJ6U/vULXxX4G5hucvIu8co089XH2MY7Aa96Ci1tGNo7VE5CQCj6VQ/bliOrByBteDWgNPpZNgkn/UpjRrK5le1R8nMIr3PV1IfUf04ciutH1qZNdhBl9wUjaqk0xaDOF2V88ABz8DYGHq+qZ7ARcffr+XkoGm/ZlCBoChH7COem4Xo1avECqJu8xmyjZpFaP8U+u4vaUG2PEK/0YadTHeuzqCJEiJPwU/D2e8NCwKr/x0EiWVNejQqB7u79MUlTW1WHpIfTCNkcT474etBnRFWJGbBGx/mYKVNbNxLSIbPIcP0J8eYR2vYSeOevIKIRnVVpIMa2uA0A7AI8mMQH3C2EIBUGV69FsSWOc7ARdPCk8Oz6OgJHY806UTljJdejmFn+3zLAlryTigJIczG7vez5SigrIrbDd4PBXY9Raw63WrYbgJGPE5iTtpFfskS3LYlxg7nlFQWR6w6T8kQff6QJ9nSDA/CWnAdtNsRLwmtsAkr1Hvk6Mb0HYy05+73uQUj4adgW0vAVueZSuHyU6bsnRwpjAnfZ+29SQnkZFl+2m2o1LPYEZt214kwYf3BLo9wDT5hifYthLeAxjwGsVO9x0Ckn/gC41CcLO2k+SrSkmkJhMw6A3gpntYCy7KYk05oi8dgna/w+/GNxzo9wL3O38AhVwA0+7jFjKFr3/JELHuYYqUbhAkQUr8aYzvFIZhbRqgoLwKwd5UE740LBoh3q7Ym3oFfZrXx4wexnFWEv9juJzCXj8xXbnjNbaAnN3Cn1PW86F689PAN7epkUmLIcCo+cDisXSIAfjQnLSC0d0Oq3Jx/1xg6moSYnkeWyWOL+WDuf+LwK1v8yGatJLkN+R94KFERjC+TRix6lFZTOJR1JYAr+HndxglHluoLg9+Fwhpw17Ky6eAjncCLQYBIe2BuHm0rGs1jLXThh2BViP48nBmsxrJRo9iejZqJNPOrj60tVt9D9WrfZ7huX7WQ72Xm58FWgwFTq3lz3aOTF8WZLB+q4eSQg3vzShUUbZ6hrA39cAnjKY7ziQ5Aow0i3N43yqKqGi9sAdYOYvRun9zqlADmpEcV9xBIvRtAoxdyIg77xxFPcrLVPvpgHdDdQRYbiIJvP10lRwB4Pwu/q38GjkCtsU8dQhJkBJ/CVyd7OHqpLZobE3OxUc7zqKqxozjGYWIDPI0DDqW+JchrDuQvueXf99soFBXs6K63NgTeH43+yBrhXaKU+sofEkT9n9+F8lvtzDVorKQhtwxY9lCAgCoYU2uaT+2jigkmLyG0eltH5Mw0/axpubfTH0Qm+xpAmAxGwUpNRWMZkUc/AI4/BVw6QR/zkkk4aRup1pWQURfEt13ExiROnmyh7FBO468UiJB/2ZUu37SWRUjpe1lDVR80QA4Q7LTTKpkT66jYhcmkrCzF0U4AP8dNZL/PruV4p7wnrw/gdHAopHqPrc8yxRyg/bA8unq1JGUn4ANbhQ7KansKynAhseBqWuYJVBSznnnGDXP2MTvQcw0HP0WCNKNpss/b6x3AiTl34LnDeqXtUISpESd4KV1yaiqYWqpvLoWr/50UhLkvx31wgBRoe/gCjS7Bbiayh7GzncBsDBFqKDTTKZWxZpbSBtGJ3roVZAAVav6/sGyK2yj0CMzzhghnv8ZWP84I02A/ZpN+5NgCzLoXLN4DKOilkNIpAo63sm2E1EpamenkqOClA00FheRuo1pRWW+Y1UxJ4W0GKxNk145zZcKzTVagFKd4AigoKVJb55z+l512+RVwLCPgexE3q+okayHpu2zGh5Y73X2caD9Hcb9nt/NlLZCjgrS9wNFmdq13GTWDvUEp/jW1urS8BYz08biMGhHN6aeE5arL0lufkCvJ/hSpBCvnaMxrd/1AeP51yFunGePxP8bmM0WXCnRNlvnFt3Y1IhEHeC4LpqqKQdipjBlePBz4O0ICi5GzWcKLXIAkHuSab5Aq+AloCXt09rfzgeggqb9gI6zAAfBH9XBldFd4x7a47aZyLqXCJMdWzb8mmrXQ9qqaUkFqduAbg/zMxd28zqyjwNpB+jy02U2W1bKrgAxY4Rj2AM9HqffqQj/SBKSCFdf4KouXWipNRIIYDxngCnXno/zHtg7Mb2ae5KRqmjGoKD4EsUtpzcCP9wJfDeRtVMxCq0oNLZdALxH7gFsoxDRsBPQ8CbtWmR/KlCb9DauA1SpQuiHbXkbrfOCqHqHkyfruke+Abrcw/aWzvcw+zCvL+DsSfLs/bQxogeApOXGtTqEjCAl/nLY2ZlwW2wDrDyqvn2OaCvn0/1PYuMTQIHQzJ2wjOKSyymqIvLsZipSQ98CVswEvp9C04GBb7KOmJsEnN3O+Ycx46giNdeQoD7qAPg0osS/ppL1wh2vs7/xpnupgjSZaAWXup1Dhjf+h+nAhp2Bwe8Ay6ZoIxifMPY3iopNACjOIlnEfaXW7Ex2FKs4uFCRWVUM9PkvsP0VpjR9I0heXkE8Tnke/VsHvkEBzClBvevsxdprVpwaLUcOAAJbs2UmfhEjroi+gKsfzQV6PMZ64bYXVaJvPx2a1hQHF6AwXWsckLIe6DDT+H01H8S084FPeW1dZ/MFJGU9EDXCOoIrhS8gYV0YVTo4sz7ZsBONBV4LpdNRs0GMgBt3A5r0AT6IBQozSe6B0fyOE1cAn3Tii9Gk5axp7hVaZtpPZ4vHZquhQNlVRvYDXoEhxQwwKr6BkAQpUSd4dUQ0wv3dEJ9RgE7hvri9W/hvf0ji3wfvhlqCBJhO1ZNPwnI+fJWHeEUhe/qGCwIcgEYDk1aydpa0gmt5Z4GKfDbvb36Ga2VXGEndsx/4ZqiaQvUIZD/d5dPc74LBbAsoyiIpufiwWV7xKhXHXHkGk/QUcgRIWOd3s/639xGu2TkCY78Grp6jG82qGdzv2IU0TohbQKGQfyRTmud3sRHftwnbIIZ+yKj1YjyJ6swmRnCTVrC/cvMzjHIdXLhP0Y0GAJJ+4BzKQ19wm24PGqN7gC0R2cfY1gFQTZrwPfcd3hMY8CrPcdFoVUTl7AXcvZdp8g2PW3dkosL0+HfqdhkH2XP5wFHWDue0VNPMqdv5u9MbgcvW1OvlkxThFAqtMgBrvE102YDqUrbZ2IJvpO31OoIkSIk6gYujPWb3ubF/zBJ1DP8o4Iqu/tb7CWDhPm2tqGl/pvvEHkGvEKMNWlEW+yX1yIrTzj0EGFmc1vmSVpcxuioUCqMlucDRhVSkKkrOhHSg34usfa65D9j5Ov8X0YcR1elNjAS73Md0ph4me2C/MEzZXA3s+4gkrDgJVRSwXhkYpfbuZcezlnj/UeDTLnTSAUgK4xdbJ35Y71vpZWDfx6xvKms1FWxJ0Vv4maAaq19bs+N+lbSkd0MSIUyMTm+6l7XOIwv4+wJrxDn0A5X0AL4g/PwOkLxaOKAFOPCZsfZ68ShFWJdOGmuwmYe0rScA2z/8IrQjw5w9KVw6s1Fds3diy0ncfBjgc2NFOrIGKSEh8fugJ0cA+OFeIHokIwa/SKD/yxST9H2OqTyAzfg9H6cIRkREH9Yn9WjU1Vj7cvMHwnWTL+wcSQR6FGcbnWLO76Zgp1AQnaRuB266j2nZ/AvAuoeAhSO0cyAd3YCOM4z1sKpSplNFFF00pgCLMqmmFQ0MYCGJV+pUm4WZqk2fgtJLjJxFiD9XlQIbngTWPsC2mNgJvNeewWxPyYoDjn3Lf6du1+4nJxEozoUBtTUkXBH2DlS6iqgfxT7MwChjXTasK89HRJNe7E1V/i5g4t9Ju2kUFpnsAY8gjiCzVSsFgMwjttfrCDKClJCQuH4UpQEJaazTBUaxN27Ls3xAj1sCVJcw+prfj2KUmPGsW3kGUcl6+EumCBOW86EY0Zck0f1hNuafXAfUa8QIKGYsFbNJK6l67P8yI8C4+apwxTPE6gn7rbaNJKi1baP1oovsMVSituJs1Qe0IJ29f35NWZ87sUr9XOd7SHxnNqlrrUcxYlTSigAf+AHNjcf1DqWfatpe4fOjSdRiujR2Ans8lRpr5mG2mWQnsM6541WmpQGmi8O68LvY/bb2eCfX8h4UCKNDPEMorglpp7ri2DuxLunqzXsI8EWk24M0WqgsZno1sDWJDCCJd7mHjkFFF/nCFD1KNVq/cob1S+8GrA8HtOD31mo4065rH2Jqd9CbFO18N0Eb1YrQK23rGJIgJSQk/jxOb6TPpxIBFWcDu9+kw0xWHNeunmVNb8y3wJe91ajM0Z0ersunkRyOL2E0Omsbe+i2v8zobt+H7MEb+Caw9kFO4fBqAPR9geKZzMN80K+cAbSbQhVneR5nLob3ZDpPHGTs1YCkIbZxAEz9NugA7HqbKWCTPdOvQz/k/gszWf9r1BUIuJ8pxnrhrK/Z2bP2d2Eva45NerGW2vxWdYqIZzBTiJ5BbAXJTeK5FaRR4BLQnC0rMLOtYusLVP4emMupJADTyuX52hoqYK39WljTFNtmfMOBnk+QgC+dIDn2eAT4bhK/k6gRTDMHRfN4V1OByIEU4IR2pGPQxWMU3gz/HGhjtb079CXbaGCh4nbCUv77s25q60rX+wHvMLWmWZTJ8zDXst8SYH/rhicZuf4SOQIUQN1ASIKUkJD48/BvxhSmiCtnjaKMvHP0bxVTltWlNAPIFYQZV88Ah+bRgUXZNu8c7eDcA4CTa7hWmMH04oSlFMYoysecRNrRxS+lw03aHhLAuEWsOZZd5QP82CIqLsVjR49k24pSH1Vcdu7Zx8kaiognOx7odBfThF/2Uc/TxYeWeQtHUBELMDIb/imj0iPfsibZuAdnS65/XK35xS+mDZxfBJvuAeDcdpLwBZ1Jw7kdTGMWZ6trXqHsk+xwB12HqkpY/3XyAObdDMBERfAtrwAftlFdeLLjaa238WlVSHVmI9Wqxxap9eOKQmD9o0DLwSSrbS+p97ymnC8zDq7avs4Dn5H4RVSV0CJPhKWW39uvwdXn13//F0MSpISExJ9DaEf2NRZkaFOOLQYzdZko9K4FxTCy0sPRxkSXklxj7a8g3ThPsLrU2uAvtgVYGEHGzVOX8lJZi2zalxPtFfg0Yg9mbhJTn6GdgaNfG88n94RW4QpQkOPgpD3PigKSkxjd1VYxqjy9QY2yL/zMlGPyGu0+j37D2qKI05tYA1SicYAzG/s9D6yYwRSzewDN4uf15e99mwC3fU8CVYzMAZKwd0OjRV3icuOMyfO7oOlrBEhuBRm8V3pxTtlV9oCKMNcwrSoOf7ZzYFSdLoi0nDzoIJTwPb9TW7A1RLkOIUU6EhIS14/2dzCV91k3EkjLodY5i7dS4ehenz6rrr7sSwxpw/SdKPhoPpgpRDd/dc3Fm2lN3wjt8aJGsHYnwsWbqUw93HyNa0VZbFcQUZBGMsk6SpJYMMAooHHxpjrXI0i77hfB1hI99NsBjJD0IpxLyRS66I/lpVNruvkCg99j6hkgqfs24TDpoov0VB05T9tek3eOLwRXbNi6VZcb14JijWKboBjVNF5BvcYkPBcvGgGIaDvZOHC61TDWlFvexhSqqy/7Xa+c5Vq9cP5txE5gFqBRV/7N2MLvsaP7CyEjSAkJievH8e+BGmsUUZTJfr8eD1OsoyAohjXGT7uplnOu9YDJP7AV4MAnTPc1G8j6W9lV1uA+iOWEj+BY9j06uDD16dOIIpCz2xgx9XyC6cpOd1pTmiYqT7vMZs1RHHfVeqy1/UGHpJVaUc/pzcCt73CIr6MrH+zfDqUB+fndjL68GlAUY+/EaO5SMj/bbBBJ4ewWawQGiop6PEZRjhgBN7kZ8Ahg3Q/gNUaPAhxdaLZQUcBUZrNBwMrbAdgBA9/inMxrMyZrONnEPcB4XaWXmVLd9SauRdgme04kcfFkyrq2inXa7g/yBWb94xRINelN1amzB885fT9FS/1eAPZ/xBS4gzP7KwFGgIfms+7bbCCJr7aKZglvR/Cl6ZFTTKcfFiL7no/z/mx8Sl2zlWUAtK1DNwCSICUkJK4fNboU26VkzmoUkZPAHr9KIaVXns8G9l1vqgrSlJ/YE3d2i9pzl3mYNb3GPVVDgcsnSZIPJ9NW7fspVFp2vR944jwf5hufAt4IIzmH3cTIw86OtcSAFozQiqzpxM53Axm6vktzNaPhTrM4gkkZjpyTyHRszFimNhXfWZ9GwIRlJLhdbwAftKb4qOMsRssmE7D9JbaveAQC+WkkIBdvphtv38C1uPkcOQWQtHo+ztqeOAty45O029PDwZX7LrG2bpjsgfotKXqKHkWRlNJjeGAuX0JaWwdYB0XR9GD/XIpnOt3J9peCNCqQ887xHne4g/VhcWRYXiowdS2wcJiaaj69kb2nu95USe3UOmYEji3SnnfcAqPSN09nPqHAVrReh5AEKSEh8fvg6AlUF2vXmt0KnF6v/hzZnw99ESY7wMMfBlTkG82oM+OMQo3MQ8YWjYI0OvEoTfnmamDPHPZabn5OnQqSdZjRmEeg6syTcZB9d8oUj9LL/L3S6gCQHD2D2LahkKOCs1v4QBcNCgrSGEFfPaemOatLGcEGxwA/3q9u69uE8xS/6KWaB3iFspVCPFbaHqDsdhsjoCzGWpzJjqTfchiQf47p6oDmqsIUIFHP3EJzdqUeePkUI+c2k2gQoODQF4xuT65VycpcDWx53kjOFjNwYqWxXnxupzHiy45npCmOrXL2ZLQptrzYOwH2rkCVrk6qeLreINRZDfL48eOYMmUKACAtLQ0TJkzAxIkT8fzzz8Ns5pSHjz/+GKNHj8b48eORkJDwh7eVkJC4gdCTI8A0ZuwEPuBixgPDPjHWE2+6l2rPgBbqWmBrNunrxTlNetMPVURYV6b2RDi6257+IXrAKkg/AJz8Ubt2ah1TgYvHAD/cRTVm57v5v1bDaVz+VgRNtfWpS79IRll6mGuNbRfmauCYzgYu7xzJXaxHFmWq6VgRxTlMMevRajhdcAJaMEruOAtYNRM4/AVt+hycrVGxIFzKOsI66xldG0XKRqPrDcA1vSDKXG00ZgdYR7bTkXZkf0b/IsJ7AH2fxTXhj8meY8F6P6l+x/bOTJvDxj32CTOu1SHqhCC//PJLPPPMM6isZE7/9ddfx0MPPYQlS5bAYrFg27ZtOHHiBA4dOoTly5djzpw5ePHFF//wthISEn8zvrmVfp4PxjMy+qgt8PVgjiWasAwY8h6HCH/Yhi0JY76lv2jMONbd2k1jm4V7AIk0pB2HEod1YbqyaT/uo88zbJYHKCQZ+r5RIOLgQoJt2Em73rCTcVJFvXBg+6uCY4uF6smWw9hyUXaZdc/tL1EAozzofRpREFSvkVaI4xFEIm/aT3sc9/pAgA3LRT1xAIzwxGkmjm6MtjKP8FrtnZlGjRoJrH+MLRlhNwEztxlfCo4tIkkajutNYZGIgObsE9WrVZv0AqKGa9f8IjkJpeNMRnnOXjRsqNeIw6nrhfP7iR3PFHbL2/gy5B5Ah6LElez97Hw3MOIL4K6dvN8fxHLSydCP2J6z/2OjQhbQWeDVPeokxRoWFoaPPvoITzzBXPqJEyfQqRP/aHv27Im9e/ciPDwc3bt3h8lkQkhICGpra5GXl/eHtvX1taFSk5CQuLHY8RpThMrUeADY+hww5Qdg03/VNNuhz/kgzU1WzcUBoMejjIgWj6Zgx8GFTfm3b2BNbPk0KifHfsOII+MQXW086rPOdeIHkoF3Q2Dri0wXWixMpQbH8iHtEcChvuX5FAgNfoc1RBFVpUCGjmgUPHqKfYgrZ6mG6S2HA6HtgLI8mgB83p2Rc+wERl+eQTQccHSloEeZc9h+Ogkp4Xt1zS+Sdb/wXkxvKlZv6x5Uz6HfS0DsOODDtuo9PfI1oyo73aPcZEcHntQdau237WTep44zOdy5JJfRYNO+NFGPHmWNJL2pz9cAACAASURBVC10Cso8DKQf5LSSiny+HHgEAkvGMNX58AnWVpdOpHuSnQOFSK1uY1+okkb1aQTcvh74pIuahj34KXtAjy1mGhdganjr87w/tlyPAKDSBmnWIeqEIAcMGIDMTNXz0GKxwGQ13HV3d0dxcTFKSkrg46O+RSnrf2RbSZASEv8AmGvUmp+I5B+NNajzu5kCFHFsEVN/irikpoJClZIcVQyScZD1yf4vAisFhaxXKDA7js48ikI24TtOuyjPZ+0vO54P7+GfcTCyd0O2PsROAPYJo5faTTV6wALs83R0Zb9iRb66fnI1cPN/mJ5V6oRlV6iuvWcfxS2K/6l3Q55TxkGS/pGvAa+GQJ/nGNUV51JYFDUcGPk5/VDf0PnMHvqCKlP9PU0/yDaK5dNYDwSAtlOoHg3tQHJuO4n37/3W3MbVD5j4PdfEAdcx43n8H+9XreYAkqqTB+u8AE0KLp3k+SjG8uYaCpQK0rQ1xoI04PB8GzXKXcZ6c3neL5MjADjZ6JetQ9wQkY6dnZrJLS0thZeXFzw8PFBaWqpZ9/T0/EPbSkhI/AMQ0BJoPkT7QAXYyxa/WOuq0qA9H8plV9Q1V19jrauigAQrIi9VdaZRUJTJxnp97e/YYj64FcIw13CCx8gvgI87sP5n78zaXW2lKsapKmEUFDdfnc14YhUVoOX5MKCySG3vUFB6iebg+RfUtcIMTv/Y/4lKFEUZVIReOaMaABxbCIz5hiIhk712v/YOjNwcXLX2eP6RFMQ07sGIMHok2zeUFwaAkfvut9X7UX6V9VVxTibAPtCh7wPHl2nXj39nNAA4u8XYwwlwbqceYv1ZQUgbCnREcZR7AND1QUaVtmrMga2Ma3WIG2IU0KpVKxw8yC9r9+7d6NChA9q1a4c9e/bAbDbj4sWLMJvN8PX1/UPbSkhI/M1QGsb3fQhEj2b60r0+61KBrWho7RHECC56NKO0fi+oKUR7J6DXEzQAENG4B+3rRNg7G2uJgLGmBrCvTt9UXlFAY3JFHFNbSfJz82eKNDseOL6UCs8nL1BsdGIVI9wNT1j3J9TpAlszhSpO/wAomnHyMJ5TeZ5RtXvppNYdB+CLhp090P0h7XqHmSTQ1qMZkdo7A7ETOR8ybj5FPvGLgcKLWnIEOLhYjOoAuuboSc/Zk2IbfTuFR6BRnOPmZ6wDu9bjUGhPweigUXfWnG95hfVJO0dG71XlJNOIvhRdBUaxhvzDnewjtYXcZNvrdYQbEkE++eSTePbZZzFnzhw0adIEAwYMgL29PTp06IBx48bBbDbjueee+8PbSkhI/M0QIzeTHQUjWUfYDrDlWbre3LOPzfkb/wO825ztA3fu4mioIwuAFbcD/i0o3Mg9QXJxcAGc3DlJ4+pZ/txxBoUw53aq46NixpN829+uzjr0CGQUZWfHVKaCdlMpEhFRdpWpSBE5CVbP1K+162l7gEnLSaZVpbz2z7oB7aexZnd2K1st/JoCtRV8MSjJsZ5TEHsIT28CrqSo+2wxRK37KXB0BVbdCaTtZ02yUVcS8Q93qZG3dxjw+Bnea/2w5LNbeL9EQqzXmOQnztmMGUdh1bIpfFkw2dG6Ljue57rzNUb/Di5UIZus33d5Hsm5z7OMans+Qds8d38asX89hLXODjPowpMZR6MAcw3ri/1fAhaN4ssI/3CAictoDZhgdTnSE7wCvT1eHcNksVgsv73ZvxMjR47EqlWrfntDCQmJ38YL3r+9zU33UYwj1ps63cXIR6yddb6bI5tEw+qgGEaTok9qQCtg2MecBJFlnQXY8CZGKYkrOOsQYJ1t8LtMV+6fS2LyCAZixjB92qgrxTvbXgD2CnXHpv1IAEo/JcCa4KMpwIJB2iHPTp7AE6lUZ37cQXuNk1aSQBaPVZWxYV3oR5t3nlFpYQYQ3Bbwb8r0YUBLCmwuHlX9al18GJmmCZ6vTfvz/Lfp1Pu3fcwa4ye6ummX2bwfm5/hubj5AbGTgJJsilxMJu4zN5H30KM+I/jWYyhkUvxmQzsyik7+gYIigOc74HWS7bIpqgCoy2xe77JJwomYaNC++m7t+d3yMiN5EZG30OxeP1lFD/cg4PGUX9/mN/BHeEEaBUhISPw+mBwBS/Wvb+PkZhRjZMcbhSU5icb6V04CBwmLuJxMVxaFHAFO2chJJOkqKMpiJJgZp0ZtJdkUk0xbB2x6Gtj5Bmt43R8m8Tm4kvS8GzB1m3+eP0eP5vaNezKiVWqovZ9iZHR+l/Eaz27l58VBv+n7aVd34DPWSgEg+xhQL4wtK8q0DpMdR3b5hjPF+K6u5zN1G/sH9TCZqKBtPZpEBwA+jXmvz+0Aev+HLS6HvgT2f6h+bsDrFBsp9dzKIuDApyRV0Yw98zCvXyFHQLWcy7+gdUY68InRvxYWfnd6XD1vXHN0Y5QrztKECVoDerA2ewMhCVJCQuL3wRY5Nh9snXNoYRTS+W5ah4kinKgRjKJKL6lrETczChEfoI17ME2nhy3RR0E6DA/PkktG15nLpzlnUEndFWUyeosZq1q6KdcxcRnJ5PCX6nrne9gnmLCMEdmxhezX1COwldqyIaKqTCVHBRePsTlfgcXMKO2u3dZ9RWlfCAKjWGs88Jk6bcO3CVs1lAHCLYfyvLa9rBLfmc1Mf4rRMWBtDdEpZKtKGNHrUXDBuFaSa0x1WsyqkbqIVrdZp5UI31XUMKZ/ldSwkwf7ZisKqVAuz2ckbUvNen6nca0OIad5SEhIXD8y4oBHTtJA+8Je4J1m7D2M6APUj6JK1MEFGDyHYg3vhqxDufnTJKDlUP672UDglldZ+3Kvr+6/051Axzu0jjuO7iQDvYgndhwn1YtoPlBttVCQFQcc1qlhU9ZTsKL3CU34jhGTMoj48ikqRHs+zusy2TFdWV7AfkIHQdUZNQKo39yo4GzUTRtpAmySP70JWHUX71u9xlyv15j+pR+14z3odBdTq80Hq+QIUPVZWWycsXjyR6PS1NWH6VMRDq78XsT77ODK1Km3jkxjx/O7ExHWhZFs53t4X1y8gVteI5EPeov3wDeCvZbrHmaNseuDwLC5wIBXgO8mAotH8W/kjo3ABF1dVcFVG5NJ6hAygpSQkLh+lOVSbLPlGTUVmboNuPm/VGJue4lrJntgzNdUOS4apQpgbroPeGQ+sHIm8EVPKhw7zaI4pTCDLRwpG4CYCVSAVpfSfu2bIUwfNunNiMa9Pg0DfBoz2so+DoR1Bvo+TxGQSJL1GhtHYTm4kEicPbR1MGdPoxdrUSZFQd0f5nVseprCGADo+RiFKllHKTpJbmwdkxVIxWpQa6ZXzbWqDytAglkyVv25fhTw6GmqUpXaY2URcOwihzGLcxQVVJXy5UGcpegdSsXo1ufV6wzvCdRUARH9GJF5BgGRA4Gf36Z5eXUZid/RDVg+nQSpuBM17ATsfpcp1uaDAJd6vEdntgBzWlI8NGU120oWjgA2P8199XiMWYMFwgvMvg+47ZJx6iSVU2tpsK6YB/zNkAQpISHx55C2R9vrCDBFeF6oZ1lq2ZDu7q8dK3XwMz6gFa9UczXrWeG96MKjbHtkPn1eD32u+oYWZrAhvmFnkpSCxj2Ae/cxjbnuIYpQAprTp9W7IZWvjq5MdSpk2G4qCezmZ/gZWPhg7/00r0+cLlEvnCRoZ0dBkIhD8+ga89Oj6tqZTaxF+kdyzFPqNqpAez3JWmZEH61wCOA0k6IsIxFWl/H6Y8aQPJXUpUcg72Pnu9hyY66hOKdeI96nEZ/T4DxlI/shAQAmtuEUXdQKgJr2I6lvfFJdc/MHHjhGcZJi6JBykddwbiddcAAauK99kNG0onC2mHlMWwrUE6u1fw8A/3Y0tUgBLvVsr9cRJEFKSEj8Ptia5mHnALSZzMZyMXIJ62J0zKkqZeuGCEstiUuPM5uND84zm42m2qk7jGKfCz8zVbrmPnXNpxEwczvHRu16g2uNejCtGL+QxHvoc3rBztrOlOqJH6jA9GsGhPdmJOkfSbJdPpX2eLW6uqy5BsjWucMA/KyiVAV4bVlHgclWcY0+tQsTCS60IwlWgYMLUJDB2m3zQSQfj/pAzgk1OmvcE+jxCNtqDs/nWtxX9MBNEttcLHwZqdb1R57daqz7ll2hD6pCjgrO7TT2Jl5JsdGbauF56tF8AHtNRYFPk1584RIFQwq6P2Zcq0PIGqSEhMTvg61pHlGj+eDv9QTbNNzrs27V6jam9kR0upOWZSKaDwZaj9Ku2TtZ13Tm2aEdjfWwoGhjU7uDK3BqvXatII1DfkWhUNrPQHEWH/IKLh5l1JZxSE2tXj1Nscp/MkiACcuYAlw5g+0Xmmu8iwbi9k66c++kutgoqLZGr0XZjNrEqSGx46lyzUlk36idI6+9wwzgx9kU3qSsZx2yQQfgoiDqubCb/Y5iFGYx0w3HpLunJnsjcTl5UBgkws6RkbmTzsEsKAaI1Bm0N+nNWqMIrwZMnXe535rOdmMd19WP/w2K5fV3mEEfXb+mRichAMjYZ1yrQ8gIUkJC4vqR+J367xGfU6Dz3UROY3CvzxmHNVVsoE/dRjFLl9l8YPs0YttE9nE2j59YzQgzZhxJo+/zJInKYgpAokfxgbzmXqYNg2KAgW9Q9ZgZR9WjyY6TP/TWdYBB9ApAHZosoviiVkUKsOaWthfITdKul+ezBzJtLwceH/yMw4ibDWSKtKKIwqOOMxgBi9Fgp5lMrW59kZG0VygnYgRGAd9NEsjcBExby1aPxWO1x796lpGoHrZMvd18KZo6+Kl1t3YcMu3qy++gssjacvI8nWwuxrOlxsmTQho3P9YSD8zluUX04WzIrCOMpHOTSNYN2lO52vxWfndeDbjvN8NZr+z/MtBuCvtdlXRvQEvgvoPAt8PpCvRLsDUSrA4hCVJCQuKvwaEvWdtT6nWll5imnLkD+DBWHV+UFQeMW8xameKY4uhG9eKFPYyQAEZhYxdSrfrDXcCcFqz9Df2QD+GCC0xN+kWwPnbxGKOT9H2smXmFqi0WsRNIWik/qfVS3wi2F8QvVXv6TPYcJ1VyiZGiAv/mPA+TvVaB6hnECMrBCfhG6NE7+SPNySNvYT3ylfqMltpO4YioFoOZqn23hbq/okymdt38tJEuLIzSw3sAnrpoGSYanB9fol6XoxujtaKL6pBoNz8KcDyDGK1eSuZ+1z/O9GmTPkCH6Uwxn9sBzO1Ico/ow7FUmYd4rtWltIubvJIvO/P6qpHx4HeZmt30H/X0wntyYLRSI64oYG3T0UWbgr98Etj+Gnthfw01Nb/++78YkiAlJCT+Gji5AZd0puEF6cDZzcbZfke/0dqJVZcBBz/XGpTXVrFe6BepWqQVZ7MuOPg9YMV09eHcYgjQ9zmOWVKO5d+C0d3xJUwvHl9KBWloR6pI0/cBH8SwXuoRyN686nJg6QRO/Yjoy1SrX1OmUs9sZkS85z2wphZI95naGkZbelyMZ+R59Bv+XJLN83goEfAKZhO+3pu1MNOYMgaYBj2zlbMzr43OMpEI81KZpsxNphDHMxD4ahDTqV3u48vE2a1U/sLClO3wTzg2S7GjO7cdCIrivVn3sGqEkLqdLz7xi9Qac2Uh+y0ri7Rp4+2vMlMg4vxuEqoIi9k4xQOwPf9Rjxts/CZrkBISEn8e9s5Mv+mNuxt1Y2uDHrYmw1vMWqEPQOWj/mFadpX1RPHhfGodsPcj7UP2yimm/ZJW4lp+NTuexz6zmSpLcw3FII6ubEFJ3UYnnvO7KUiZsZnmAwfmcgTUuZ3A7CPAgNcAs5kzLN+PZoSmR3hPEqwIc7UqKqrfiqlF/WfyLzA9qcC/Oc9n8SiaG1gsnPgx2WoB99OjwI5XGXW2mwLs+4jRaGEGVbZleUD8EvUenNvBdb15eXYClbx6l6DcRL6YiChIN6Zxq8uM9UwHVyCit3bN3jqTUjRKt3OkyUQzXR+rHvoaah1DRpASEhLXj1ajgKa9mW7b+gLTey0G0xPVuyEAC51smg8mKZmraTge3pvEdy3F6s7eQnONVu3ZbhqJShSc+EYYxSIwMXrSQ5ncISL3hNHdJuOQKpq5tl0SyUYk7YtH+dm4BUCZdRxTcTYVsMPmAj/P4TWE96Rqt2Fnqj8V2DsxogOYTo24mREhLPzvrjetxG+i32yj7iR9sUey+CKvoaJQ6zaTtpcRqh626na1VSSo8jx1rUlvers6eQJVgiArog9rk6IjT9QIimoURTDAemSjHqxJVhTyM20nAYVZnPqRdYR10EbdqTCu35J1amd33rMFg/iZ1mN5LmtsOBZ52XixqkNIgpSQkLh+JP8ARA1ldKXAwZXTOub11T5oR33Flo6f32Z609mbfqGVJcDpDcBXtzCi6v4oo7iSS1aP0BBOtc+OZx0wdjw/I/ZftpkEdHuAZKQ89Bu0pyAo7ittZBk7nrVOkSTDOjPSKhTEPV6hrJXZgjJNRMGVs0DbyUDkAGBeH1rSHVsINOhIZWuCdZ5ivxcYZcUtsPZbWtFlNtPL16JiC1s0ej1J8ZIelcXG9CxAP1c9okZwiPM1P1wTCSusC+9vURbrrg6uwPfTSE5FWXy5CGnDFh6Tia5H5QW0gTu1ninWprfQy9Zkx+3ivuKLUb+XmIpVBl4DfNlpNoAiLgVOnsCQ94BVgro58Xv64dpCcYbt9TqCJEgJCYk/ATMdY0TUlNPPVCRHgHWw5NUqCVQWMnIrz1dt0y6fpJtNswHWRniQLPPPA/ceBJaOA1bN4np4L6bkTABSdwI/3E1CsbOnB2rmYeD7KVSR5p0jSYb3YnTb9zmmaS+nsCk+rCujnqKLjBJ9wjjOycEZSFiuXkuD9iTsZgOtHrRWKBZ3R7/RKmizDgOd7yShnt0KrH2A5Lb/Y+29OfSlkYwri5nGDYoh6RRaycHemddhrqHASDE7CGip1kVTNgAwsWbq4sMXiMsnKTJq2o+ip6IsiplGz2e9dNNT6rFD2gFjFgBf9sW11KzJnn61S8aq3+HZzawHb38JqLa+hBRm8N7ovWmPLTKa1lcVG71iAe1YLhE3NsMqCVJCQuJPwNGd9mMnf9Suh3bUmn4DJBb9A7Ik16qoFJB93OgfWp4P7JmjHT91fhcb/dc+qDaaZxxgfW73k+pUj4yD9C+tKAQ2/9f6YRPHaEWPZuSqjGTyaQQ8EA/seF0l4uC2QKuhTBUmfE83Gb9IEtGlU4BnfRLpkW+MQ5oB1kAVxWZFIUUw+hqsyY5uPvs+Utea3wp82IY9nN6hTEE7uvJ+fTee24R1ARp3Z13y0BdqJN/sVmD8Ys7kXDRSPcbor1h/VMir7Arvn7OX9nwuHrVO8RBEMZZapnD1/Zxpe/j9iMhLNQ6NtrO3Pdy6aT9tGhoAWtwK/PyOcVuz2bhWh5AiHQkJietHYGvWHZtam8XtHGkkHhzLHjul2btRd9aowntqPx87ntGQiPBe/LwI0URbxIU9xjFLRxeq5Kjg5Fpg91vCgoWm4yk/ad15CtLYe5kotHhkH+N1JAqR5NUzVMJGDWP6Mn4xo8PCdO25eoYANXq3nWoaKYjhUIfpdCQa/hlTkcPmUkRUkMbfF2by5aBRN62xQfp+GoKXXtLeh9Pr+WJw6Avhks1U4F7RGX7np1nroAIc3Ri56tGkF4lWREQf9j+KaDGEbj7itp3uAloOU79vO0calnsGM/L3CaONX/QoZgNswcFGnbkOISNICQmJ60fmAf6vXjhw3yHahu1+lxZmQa05winvHCOZj9rRTLzdNNa3zDXA0W+ZFmzcg4QQ0AJw8bIOOe5O4YlHfeDWt2kyfnieqrJ09mZ9Td9YHhTFtgUx0vFtYrQuq6lkKlaPkkvGtSunjUR85Yy2VQUATq4D7tzJHkpHN0a4yWuAc9vUbVx82JbRajij4Msp9HA98CnbUCavpGftjw9o930p2bYBQkG6UWAEUCSkj/bMZoqolPQ1QN/Ufs+zxlucTeKKncj9RvSl6hUmppUvp9DL9vwutU8y+UcqgCMHcJSYX1Oatx9fytRu/ZZ8mdj3EdPa9RoDk1awZ/X7qTQth4kG94FRwHc6ByYRFqlilZCQ+Lch/zwHFu96W218V4YaX9jD1gWAzf25/kDLIVS9AiQfz2Bg6lrgy95q+4GTJzA7jmrSLc+TVFsMof+rnT2JJvF7RhzJa0icIe3ZFtH9UT54a6sYjbafzmZ+0RS88908jx2vqm0Mzl5Aj0dptK5EiyY7knrWUa2atvkgY2rZyY2EcMvLQHEuo9H8NApccpJIfK6+VGxG9CERbXkemjaUve8Dt7wCRPbXzsts2p/H3PqC6lNr58B7UllEUwbl5SEohorUtpPVySkAI/bgWDrapO1lSrksj642bSZb050/0BFIQd/naTCw+l71PCNvocr2y77q9+3gCszYAszvr9ZFjy0EBr3N/SnmB/kXgD3vc+zWNRWthQre2PH4VTi7//rv/2JIgpSQkPhrUHLJOOcw7xxbEkTknmD0IKI4m+lAsTevqpgR6a63VMVm8mpOxohfwjqZgmGfMOLZ9Saw5gjbKYZ/SnLb+gLwSWcS54DXOC4r7zxtzvZ/xJSwuZZrRZmcbNHrcfYFll0hUR9fStHOiZWMonzCWE+NHgXsfEO9bmXMl8UCLByura8O/5R1SsVuLvs41a96D7y88+xHDO3AKDf/Av1dO8xgBN1iCInFwQW46W5G3scWMgr3DKZDT9YR4K1wwMENiJ0E+ISSqDc/w+P5RQITlwPz+6qtMD+/zTmOR7/Vnk/cAsC3sfY8z2xmXVT8vmvKgSMLtOPCAEag+sj38ilG9SLM1bb7Y0V0f/jXf/8XQxKkhITEn4dnMBWTyWvUqfcAIyeLWWsr1rQvt0/bo645uDI1p0dFobGdIWWDlhwBEmnmYVx7iNdWMRKrqVLreFdSGOV2uIM2dwB7HLe/zLmEe95TH+7nfwYmfs9+PSXyiV8MzNzG/YpTMQa+yeMmryYBJa5g24ZefHRsEUVEIrKPsRdQtJbzCgY+7aqmR7s/AnS4Hfi0m5rmdfGhd+nFeJqmK3Ctx4kjSmRbXQIcX8zr2/WWen+ungG2vWDsE03dZqwxmkzaQdBcZPSpR2gnKnlFs4HQjlTkiinuZgOB0PZatWpoJxJg3jkKhPQvWwDv/U2/UJ+sA0iClJCQuH407slUoFcDksaQOXy4FV0kOTp7Mj3p4kMCC+vCh2B1OVOn6fsZtQx8k8KVEytVo/DGPWildvAz7QO3QXvrAGQhonH2NDq7lBeorREKcpKMA5ABqjM1kY9VFSoSV20V+/z0bS1JK0hyyuzGzEPAjteMvq3eoUYy9G8GDHidDffFOUDMWB5DrB3un0v1qlgDrShgSjVb511anm+tGeqQth+GSLWqlJG2OMszKJrR6s7X1bXuD7M2fH6XGuG3m8oU9bkdqmgoejTHVw15n1F7eT59YgNb8e/DM5heq+E9mS4uyWH6NW0vzR+8QoC1D5FQB7zGCFiPksvGtTqEJEgJCYnrh70zyXDLs/zZZA+M/ZYCnfm3qGrS5oOBhxKAnx4DPu1CAmg2EHgggQ/I7a/QMq3tFKDfi4xwklYBS8ZTzJK+n9FO4x4ki+iRahTnWo+N7yY7bWTXbhof6mLk0rQPSVqsscHEh3aCzoWmXmPj9br58Tgi8dk7GyPDK6dILHveB2AhOYR2ZJS87yOSnXdDnktOAtOvSmvLwS+0+7LU8gVADxdv2ynJJjfTmk48v3ZTGAGL5ghtJnJqx6b/sic1tCOnqJTnAd0e4v4btOPLSNJKtpn4NiGZnd0CfNSe92jM10zZ7njNOrHDi6Kf1mNoxbdkHI8X0AK4YxPJc8kYrjm4AlPXMMOw3jpkOn6Rba9WALDcWLNyk8Vyg91fbyBGjhyJVatW/faGEhISv40XvI1rDm6AuUoX4XWgxdqBudptb30HWK8beNvnWT5YRcIZ+Ab7EJUJGwD7GLPiVMGJyZ4jssw1jLBKL7EnM2oEU7KVJeyx9G1CMso9wdqckwdHatk7AyfX8AEd3oNK2aupTMHCwlaEzndTjasQrG8ERSi731IJ1s4RmPgdXW9E44DAaOCevawnXoxn6lUhp4i+FAKtnMV5lABQPwqYtY0kefRbrTNRhzt4rV8NVMdtBccCt33ECPLQFyRZkx2NE3waMhrNSWDk3noMo3KlB7W2mj6waXuoRG0zCYgZwxcasbl/1HymapPXqGvtpwMeQVqLOY9Akqe4ZrIHBr2lkp6C3v9hzVaMZpsN4vmJkbU+slV3DLxQYGP99+OP8IKMICUkJK4fzl5Ama4twlyjJTcFiluOiIxDxlrT6Y3Gz59aR2GIAkst10z26oO1upTbRI9SR1VlxbFdZPJK4LPuwkgod2D2Ydq9HV9q3amJpGMyAeufAM5PAOycgF5PkZDObmOrilcIo1wndxLkka/574Y3MX0b0IKuNmtmk1ByErSRW+o2K4kJZHTpBMnZxRs4vYkk6h3KvsPLZ4A5UVZv0ymMlnOTgM+tPaUOLsDQDxj9iSTVbhrHeX3aVVW9OrgCU1dzNJdyL7a9wNSp3vkmaaVWRQswras3WC/JZYQvwlJLdbIeZXkwpHqrS3ndIkE6e9r20TU5GdfqENIoQEJC4voR0oazFkV0vpsPcjvh/ds3Auh8l1G9GjveODk+vKdRKOIXaRx1ZDGr7SMKSi/RFEBE2h6qXsWIpLoUOPq1lnRhYT1x/yeqQbm5iqKTyylA3DzW/i4lU/DiEQise5DHS1zOc3kokWnlpOVUli4YpM7HFFFZbFzLSQQWjyHxp26zCm1MwC5rNF2Rz306OKuDhgGSW/wStryIiF/M81LIEbDaAM4zRmdXUmDwcavXmH60InzCjNNZnDxUqz1xrfNd2okdjm5ci+gjbGjiEOe+zwl/LyameG3BYsN/tg4hI0gJCYnrx5mN8k8eoAAAG6ZJREFUgFsAR10pc/5+nM1aXc/H2fDv6ErBxtoHgbZTaUNWVcreuoRljPjS91FU06gbhRixE2jSXV3KaKrbA4woji+xHthEIs44BBz8VD0fxaVFjNjcA6yTRXTwCOZ+xIjGwcU42qnkEuukIqpLKabRbJdDj1Ux8qmtYjrXzlFV43o3BHo/xYhUmcbh3ZAtJeK5lOdra6oKMg4ajQHKC4xuQw4uxvmMANO/4sQUgF60fk2Bn9/l9+jXlIKiVrexdaOqlOna8N6AvQMVp5mHeG/DewEZhxnZ5iSy19MvEvjpEaZ37ezYRuPoxtSxd0O2w5TlMf29602S8eQfKKo6tkitaRtwY63mJEFKSEj8OZRdJtF1nEHxBsC02+63gYeS2ISeFcf187tZd8xJ0Ppvdr2fD3QxMur6ACOTDU8A70TywX7LaySSjAPAijsY0cSMY/TmG0FHn9pKinyKLjKSiRpFo/KQdmp7SFgXpvWiRzFqBHj82Il8gIs+stEjqTZVrk3ZNqCFUTHq09h4f4KigJvuYpRXU8XWjs96Ao27AkGxbJhvM0nb0K8grIvRzLvJzSQi0aQgeiSjtY1PqSnrdlNZy2vYWXX8adiJRN1mEl9AasppDF+ez5eau/fRzGH1fUy9Arzvt74DbH6WfaMASX/qGgqOlPsHUH2ak6S+yJzbyWMFRgGbnla382/Ge6283OQm8W+i7RS+LP1DIAlSQkLiz6Mww8Zw4BqmChVyVJC0ko3iIhKWGxvMj3zN2paiaMxNostLSFsgzfoQLUhjr+TMLcD8Aaozi18kMGMbCeOQVVDj5AmMnMf97fuQ+7ZzYnrPYmFUtXwq4FKPEWx5AeuRl5KBvDS2tKTvY9TUfBAJ1reJmkJtNQxwq0elrSLs8W8O+DZlqvLWd1jDVLY/uw1wD6Ti82I8Ca5+K7V/svmtjBSjR5OI7RxI8sunkaBjxnGtvIApX0streraTADyLlBgBJAkB75FBejmZ9Tvqe1kpje/GWqd/gG+ZLS8DSgXouDcJBJsltAeU1sJHF6g7W8FgGOLjaPAklYa689XTrN3VURBuvFvSA9Hj1///V8MSZASEhJ/HmFdOEdQVHI6uLCe6OShncfo04ienaVCT5tnEJWXKNR+XpzeAfBnvb9oRQGw/1Pt8N+rZ+hYIz7Uq4qZKk1aiWupTHMVa4i+ESppV+STMIbNBZZNUj9v7wTcewhYebuaXnXyBEbNAzKPMBpKXsPzHvgGSXfn68CyiUyx9nvBWI9M3wdsf1U1Urd3Bm59lzXY9Y+p9zN6NHsKl01WP5t/Hhi3RJ3sAdCqLnIga5UKaqvYwmLvpL138Uv43Yj9lXmp1nqkHjaaHRycmTYVJ7S4+VojeIEQvUOZQhV9a+2dacmXI/RxOrjSJ1aM1PUIaP7Lv6sDSJGOhITE9cM7jP6drr6MiFoMYarOvxnTl3FfMX1qb1Ufegaz/7H7w+qakyfTcB1naPd9838YjYlo3IN1ShHu9flg/j0w12jJGmAt7NJJ7VpFgVHsU1tFY3Rx+kdVMZB+UJserakgUSavUcnHXM0oT+8+E9yG7jDXjlHJ1POJVVp1b9IKIEWnKLWYOY9Rj7yzxrFiFYXGFwvAKJACWPMVx1/5NaUSWPwuHN2Zmu04C9fEPU4eVM62v4PfKcD/9nyMalylr9TemZM+wntzGoyyXesxQGYcI/H6rYznBQBlf67F449CRpASEhLXj/otmaq8FoWYWJv66VF1YoSDC9ssSi4BG56i8hMm1hgbtKdJwIbHuW2r4Yw6vRvQ7s2rAQnxUjJraUPeo1ikLA84tZYpzkFvkXiPLFAFMgEtaH13dosahTq6UdhTXa6tm7WbStK8JHjG+jdjvU5vHmBL7GOu1XrIAiSkqlLtWmURMG4hsPE/vJ6mfdlCop+FWFnE9K0GJrrc6BE9CkhcqW2LiRrB1LAoxOlwO+u130/DtWgwdiLQ5V6qX5VoPiiG9yOyPx2RasqB48uA+f1IbO1vZ503eTWw8g5+ptkgpmtT1gOrZnLNLxK4ZR7JevV9JHsnL2DYp0zfbnmOhO3oDoz8kmlc0Ui+wx1Gqz4AKLChCK5DSIKUkJC4fuSk6MZAWVj7uirMHKyp4EiksqsU9Fzbbi7QcSZwVeiXS17Nh/CK29WUqaMbcPce1h2/Gcq1bg8Cw+eywXz3uySk3k8zQrTUsi1jyVhGq22nMm3qXp8tG6Gd2Nd4KZnikZoKwK0+WxBSdzDd2rg7o77mg/ngt3ei7V2DdiQRJTXo7EVHmrIrWtFM++kkHVF01GwAI6l79zH9arJGXi2GaIU4MeNIkGn7VAOGqBHWqSR38MXDwYXuOOn7gR4PU0Vans8pG5mHgXpNKIbKv8CXhZwEXlvf57hPjyCqUJffTmGMVwOmTHOSgM97MIK75WWSuaIIrq0kafZ6QuuFe3oDjyuO0Lp6hunjw1+pkXBVEVO/uSfUaLa6FDj4udHM/Ngi2MaN9bWRBCkhIXH9CGwJFF/QrnkGG7dzdKGyVYS5xvZ8w5M/auuJ1WWMLo5+o679eD+HES+fro6lStsDTFrJVgVFCZm2ly0o3qFsP1EQPYrR25c3qynXgBbAnbuAb4YAm//LNVdfYNZ2jrra9DTbONwD2aZRW8NG+vn9AM8GJPuaShLVvo/ZYnHTfazr2Tnwd+seZnrZJ4wp14OfMTKLHkWyrS6zjrOqAoLb0du0sgQ49CXTri4+wJRVQHkh8P1klWhixtFt5/Oeag+nZwjP/bPu1hYSUDQ14Ttg9zuqeCrzEO9RVakqaLp8ijVOs87EobpU+/KjQC+6AoCCDPW7UVCSY5yrWXr59xsF2P3C4Ow6gqxBSkhIXD/COlFAoiCkHWtIYV3VNfcAoM0UPsRFBMca644egRzzpEdxjnEtfpHxAZz4vbFNIHk1reBEJK0iOYn1yMunWA9UzNIBEnXSCo7AUhruS3MpyrmSolq/FWfRCce3CaPBwnS2ohxfyrTxqXVM98Z9BXw9hBH1jldJAsUXKRyKvIURmtLEn32UBJWwDKi1pnArCkigBz/V1hQTvqflXLWQ1i2+yDYMhRyv3bfFRmXxybVG15yLx1hfFhHUGmg3XWvk4OTJkWEegdpt20ziNWnWJtLEXkTMOPa5ikYBXe+HTXjbePmqQ8gIUkJC4vqx/UWKM8Z8TaHLnvc4B9G9PqdUlF3l+KdPOtGKbdCbHKBssmMUFLeA6s7MOEYN9RqzVhnchopMgNZmbSapcxQVhHai9ZkI/2aMsioEMYdPI6Mwx95JFQmJsJXBqyo1Rj0F6UY3muJs4IxOgVmexxmQms+mGc8bsKo3dSdw+ZRW7QsAhZm2R4M52YiuvBoY1/yaMmKrEOqWvtbJGfnn1TX3+oyUXesxzewbwZeatD20tkvZQBMI/2YcTt31AbZvlF1lijZpJT1mA1oyijbZASfXsb580728X04efFGpLOLLVbupfBHZ9F/jeQOcaXkDIQlSQkLiz6GqhCSQGaeSRuklToG4kqKmUTMO0GWl5+PAl33U2tTZrcBdu9nCoPiiutQDRnzOqCI3mXWuVsPpUwpQRGKuZr9iwjJGUw068MHfZTbTrDXlTPf2epJpz++nqOfX7UFGMwnL1HRuSDug+0M0MVdShk4eTJNeTtH6jUaN4DXGCYRSP4rRrxjB2jsD/hFAhuhVagIadTX2AUaPYmQrknvL22gufnqDdrvwnqxRKvcwdgLPM3Elo1eA96PTLEaS++cCsDACjBpFEc36x5jS9QqlEMrFx9rmcYZK5PbTqMRtP50R3qLRqpjK3hmYtpa/F0dj9XycddYVd6hrIW0ZJW58ij9nx1PsNGsn8H6UKnC6eJSirbNbtOb3GshpHn8Z5DQPCYm/ELameSgIjFbTjQr8Io31Ku+GfFj+/I52vc0krcgD4MP29CZtr9zIeXRnibeKOEz27FesKgU2Pqk+WHs+QZXo/rlMbzp5At3uJ2FejGcEZ+dAYY6LFx1uzu8mMTbuAQQ0Y+2vpoJr9Vsxyrmcwii3poIpxdLLwIW9QL1GrCvaOzOKSt9HkrnpPqaYf37HOrjZBMSOA5r0YQpT8VaN6MMIy82f96zsKgm7ogBw9gZgZg+lf3Ou1VQy/Vl2hZFedgLJrWlfHq+6grXcjIMcY9XzCW679UWO4nLzA259my8Uq+9Tx5I17gEM+QD48T71hcAzGBj+GbBwmPb7UV5YRIMHV1/686Zu127boL02dQ1wxNfqe7RrjboDuYna6FaPF37ld78DcpqHhITEjUXHGayDiVFWzFgSkSjXD+9JMtHDPcC4VnJJS44ACUWc72ip5XioqmJt1LF/LlOoirK0spBjtYZ9rLWR2/YiMHMbxTPKsfLPU3BjMauGAKc3Am0ms01ENA8IaAnM2AR80lX1a3XyAO7Zx/Tx9pe45uoLjPiCxHnkaw5odnQDpvxAwhejsJhxPM6iUbiWcvVuCNy+nsdR6q6n1vHc1z6opqPPbqFJwdltasP92S0kdBdvkiNAAl7/BKPoEqG+e+FnRtDi91icbYx2FTh7aAnS2UNrUA4AMDGtKxKkvRONJTyDtd63kf2ABm1ZO/0HQBKkhITE9cO3KeAfydRgw5sYSV45zYfxhT3sk3Tx5lpwG6CmmgKXsC7qQ7jZQEZUpzcwQgMY4cROJPmJdTnXeranelTpGuNrKoxDdy1m4LSNxvozW4xEfGaLUUWZ+L1WXQsAl09SsSr2IVaVMHV7eJ66Vp7HOp7YzlFdxjaQSzoFaOIKq3pUuM7CDJK+KEoy15DAFXIUP6+P5i/soYBIRNkV20pRW9GbkzsjVsVazt6ZRB7SlqIhWBgBd32A31HqdvVedbiDbTO5SWzxcHRjmvinR/k3U3qZCueGHdmuYrEw8tbPE/0bIAlSQkLi+lF4kc3gAKOPTnex3080pg5sDUxbB3zRS60BungDt28iiSQtZ4TmFwnc8ioftK4+QPpeKmSTrA3vbn7AzU9TGKLUKk12QJf7KFzZ9B/1mLETgLCbGA0pcHBlz6G+MT+8F6M6MZIKjCKpi5ZpnkE8Bz1stbXYOcIguCm7aqytVRbTv1WcPuLsyQHOevhG2FhrQrISR1p5hTBCE2uhIW34UqL4swLs5+x8FwlV+Xy9xhw1deIHa0oY7LlsO5nfT/IaknVOAiNpi5np4aiRHA698Sleo3coJ3aY7DiZI24+z3Pg60wZr7lXPQ+fRmzP+aybeh52/wxq+mechYSExL8TtbrI7cQPxhRqbiJw6HOt6rOiEEjdqpIfoNbeyq6qPY8mO+CWV5hizDoC/PgAlZS3zeWAXzt7busRCAx+jxGdiw/rdWc2My164WcSrn9zVeyTup2fDe/JlGuzASTpklwSeud7GGGtvpcpRAcXNt77NeV+lZ7ODjNokZa8Wm2eD4rh+plN2ii240zWG0WD7zYTSborZljJwQT0eYYR16mfVJJqM5ntMxd2qxZ4oZ3oYmMx043IUkuybjOR+6kuY3QZ0JKRfVE2DdCvptLT1DuU0V+bSYCDE+uf9o4US4W0pS+qvSNJeMtzPGaX+0jo215UryF1O83b93+kvgAUZrL+eemkqiCurQT2fECzBREFacDhL7Qk/4sinRsLSZASEhLXDwdvoEZIyfmEkcwyBZNwBxeu/x7kn2eUosBiZs9gULRaD8w4QGJoMwH4fqq67dltwB0bgU+7qf2Adg7AnTtZYxQHCt/2MUUte95T12LGAd0eAdbOBr4dyvPu+TgFJifWUFBisXDIc4uhFO/s/4jRUeMewJhvOFnj0JfAey0ZcbW/nURVnAusnEkibzuFxKPUAS1mIGY862/F2axHll3lPm95BYCFBPhuM9q8jfqK3rO73mT7jKMb2zHCujItudRqXh7RF3jyArBgsNa8fPQC3isxmmwziUKktQ+oa95hwISljPwVwjq3k2lUPXKSjG0vBelU0IoovWzsl4SJrSK/BybX37fdXwRpFCAhIfH7EN7PuDZqLv00AYozBrzG1JriWWrnCPR7kabW4iT6iD580Oofli11SkkAgEVLmgCjvQTd0N+SHD70xWZ5pU4nEjbASRbxS7RrSSuBo1+r29ZUUNhTcgk4ukC1sYtfDFTkcQKHUsO78DPbLhKWAZes9b+rZ9iQ79cUOL+TbSlFmUxpNunNa6qt5Hr8QipTt72k2+de1jivWO348s+zhSV1m1rDrS4Ddr7BdLA4TSV1G3DgM63HLMD0tH4Qc+IK4z0uTOe9E6M5cw2J0M5R2NDECDegpfbz0SON5hBRw2leXi9c/Wy3B1inFA0EmvYDJqyAAc/bMIyoQ8gIUkJC4vdh2kqgsowm1e2nA80Hcv3RnuydC4xifRAAHohnes8nTK2n3bmLJOLgQkEGANy+gTZyZVcZxbS4lbMPxRRr1/vVbRR4NbCthg1oYVzzacxIUnzQu/szzSva3ympWRGWWiD9gHGf6QeMEzNyk4yCmZxE+p6KqCmnL6oeaXuM+8xJpLBFxKVkNtvrz1MvNAKAiiJw2oZQD3UPYJ1SnNuojKQSYbLXvtQoaNAemLScrkO11VTchnWiBd6ut3gPW93GNLO5lse6sIdtK90e4N/I7Di+iHgGqSYF4xbx78hcC9S3fo8vFDLy9gkH+v6CeUAdQhKkhITE74ezGzBRN+HCxdtoD2fvYFyzswfCdeOr/CKA2z7Urg15nxZll0/yv8Gx9BVdOp51QWcvYPC7rGWd3cbtFCJtP501MUUtGtaVzfJVJerMRVdfGm4XZdM8oKaCZND/JZKo6NjjHkBT8KNfa63dYsazB1Ak2Ig+PDexqb9xD6BRF+2MQ0d3oPVo64gsgbiiR3OklehJGnEzVaGi+rVJb9b8zgiKXDd/XuexRYLQxRFoPxWws6OHLMCIvfsjjESXT+d9cXRna0hQNCPWy6f42T7PMB18fpfq/NNqOM0L7B14biK8QoCh72vX7B34veit4+wdeF/08I80ro2aZ1y7QZBGARISEv8O1FRS9OHXlP12AGA2M2pzDwB8hFFUuckkipC26trl0ySGRt3Uz5dcZiQTHMMoCgD2f8J6pWcIVbNB0Uw/7nmfkVqX2ezxvBhPhWZ+GlOHfZ6lY89PjzL92aADidw9gCYGCcsBr2CmoSP78+c976n7bDeF5gGbn6VwpdVwTt+oLKY6NG0fXzoGvsmofN9H6nn2eYbXkH6QdUhzLSM75YXk0kkKZxp1Uy3pKgoZnQZGqeO1LBaueQQCHkJvan4aAIsxyvwX4o/wgiRICQkJCYn/N/ifddIxm8144YUXkJKSAicnJ7zyyito1MhGHUJCQkJCQuJP4l+lYt26dSuqqqqwbNkyPProo3jjjTf+7lOSkJCQkPgfxb+KII8cOYIePZhTb9OmDZKSkn7jExISEhISEteHfxVBlpSUwMPD49rP9vb2qKn5ZzguSEhISEj8b+FfRZAeHh4oLVWbgM1mMxwc/lVlVAkJCQmJfwn+VQTZrl077N69GwAQHx+PZs1+pz2RhISEhITEH8S/Kvzq378/9u7di/Hjx8NiseC11177u09JQkJCQuJ/FP8qgrSzs8NLL730d5+GhISEhMT/A/yrUqwSEhISEhI3CpIgJSQkJCQkbEASpISEhISEhA1IgpSQkJCQkLABSZASEhISEhI2IAlSQkJCQkLCBiRBSkhISEhI2IAkSAkJCQkJCRv4VxkF/FFkZWVh5MiRf/dpSEhISEj8Q5CVlfW7tzVZLBZLHZ6LhISEhITEvxIyxSohISEhIWEDkiAlJCQkJCRsQBKkhISEhISEDUiClJCQkJCQsAFJkBISEhISEjYgCVJCQkJCQsIGJEFKSEhISEjYwP+0UYDEjcGjjz6KoUOHonfv3khNTcWbb74Jf39/pKWlwWw246GHHkLnzp3x3nvv4cCBAzCbzRg8eDCmT5/+d5+6hESdYdWqVdi1axcqKiqQnp6OWbNmoUWLFnj55Zdhb28PZ2dnvPzyywgJCfm7T1XiFyAJUuJPY8yYMVi6dCl69+6NFStWoG3btigpKcFrr72G/Px8TJ48GT/99BNWr16NRYsWITAwEKtWrfq7T1tCos5RUlKC+fPn48KFC7j77rvh5uaGV199FS1btsTWrVvxxhtv4MMPP/y7T1PiFyAJUuJPo3Pnznj11Vdx9epV7N27F23btsXRo0eRkJAAAKipqUF+fj7mzJmDOXPm4MqVK+jRo8fffNYSEnWPFi1aAACCg4NRVVWFkpIStGzZEgDQsWNHvPvuu3/n6Un8BiRBSvxpmEwmDB06FK+++iq6deuG4OBgBAcH4+677/6/9u4nFNY9juP4ezz+LNCYOpmFP6GUYmdhMZspFAmFxGQmi1lYzCSJECsTK5qiLLCYJJbsSBYWxIzt1ESykYyN0jSM1NzF6eqeztPp1nXPnMnntXt239+z+fT7Pf0+D6+vr6ytrVFYWMjBwQHLy8uk02k6Ojro6OigrKws0+OL/G8sFssPz6WlpcRiMerq6ohEIlRVVWVmMPlXFJDyKXp6enA6nezv71NRUcHs7CxDQ0MkEglcLhf5+flYrVa6u7uxWq04HA59e5EvJxAIMD8/TzqdxjAMFhYWMj2S/ILKyuVTxONxJicnCYVCmR5FRORT6JqH/GeHh4d4vV7Gx8czPYqIyKfRDlJERMSEdpAiIiImFJAiIiImFJAiIiImFJAiX8jFxQVjY2OZHkMkKyggRURETKgoQCQL3N7eMj09TW5uLoZh0Nvby/7+Pnl5eTw8PDAwMMD5+TmxWAyPx4PL5eL09JRgMEhBQQElJSU/XEp/eXnB5/PR3d1NV1cXS0tLRCIR0uk0w8PDtLe343a7sdlsPD8/s7m5iWEYGXwDIr+fAlIkC5ydnVFfX8/U1BSXl5fc3Nzw8PDA3t4e0WiU0dFRjo6OiMfj+Hw+BgcHmZubY2dnB7vdTigUYm1tDafTSTKZZGRkBI/HQ3NzMycnJ9zd3bG7u0sqlaK/vx+HwwFAZ2cnra2tGV69SGboiFUkC/T19WGz2fB6vWxvb2MYBrW1teTl5VFcXExlZeVHnV8qleLp6YmioiLsdjvwvRj7+voagHA4TCqV4u3tDYCrqyui0Shutxuv18v7+zv39/cAVFdXZ2bBIn8ABaRIFjg+PqaxsZFQKERbWxvr6+s/FWH/k81mI5FI8Pj4CHwPxb+LsZ1OJ6urqwSDQeLxODU1NTQ1NbG1tUUoFKK9vZ3y8nLg57Jtka9ER6wiWaChoYGJiQlWVlbIycnB7XZ//E7MjMViIRAI4Pf7sVgsWK1WFhcXP3aR3759w+/3MzMzw8bGBuFwGJfLRTKZpKWlhaKiot+1NJE/lqrmRERETOiIVURExIQCUkRExIQCUkRExIQCUkRExIQCUkRExIQCUkRExIQCUkRExIQCUkRExMRfNd28PTRbtYYAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#Simple Swarm plot\n", - "plt.figure(figsize=(7,7))\n", - "sns.swarmplot(x=insurance.smoker, y=insurance.charges)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 289, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Draw horizontal swarm plot\n", - "plt.figure(figsize=(7,7))\n", - "sns.swarmplot(x=insurance.charges , y=insurance.smoker)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 290, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(7,7))\n", - "sns.swarmplot(x=\"species\" , y = \"petal_width\" ,data=iris , size=6)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 291, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Displaying multiple swarmplots using subplot function. \n", - "fig1 , axes = plt.subplots(nrows=2,ncols=2 , figsize = (20,20))\n", - "sns.swarmplot(x=\"species\" , y = \"petal_width\" , ax = axes[0,0] ,data=iris , size=8)\n", - "sns.swarmplot(x=\"species\" , y = \"petal_length\" ,ax = axes[0,1] , data=iris , size=8)\n", - "sns.swarmplot(x=\"species\" , y = \"sepal_width\" , ax = axes[1,0] , data=iris, size=8)\n", - "sns.swarmplot(x=\"species\" , y = \"sepal_length\" , ax = axes[1,1] , data=iris , size=8)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 292, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
iddietpulsetimekind
01low fat851 minrest
11low fat8515 minrest
21low fat8830 minrest
32low fat901 minrest
42low fat9215 minrest
\n", - "
" - ], - "text/plain": [ - " id diet pulse time kind\n", - "0 1 low fat 85 1 min rest\n", - "1 1 low fat 85 15 min rest\n", - "2 1 low fat 88 30 min rest\n", - "3 2 low fat 90 1 min rest\n", - "4 2 low fat 92 15 min rest" - ] - }, - "execution_count": 292, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "exercise.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 293, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 293, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(7,7))\n", - "sns.swarmplot(x= \"kind\", y = \"pulse\", data = exercise)" - ] - }, - { - "cell_type": "code", - "execution_count": 294, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 294, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Changing size of data points using \"size\"parameter\n", - "plt.figure(figsize=(7,7))\n", - "sns.swarmplot(x= \"kind\", y = \"pulse\", size = 9, data = exercise)" - ] - }, - { - "cell_type": "code", - "execution_count": 295, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 295, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#Changing edge color , size and linewidth of data points\n", - "plt.figure(figsize=(7,7))\n", - "sns.swarmplot(x= \"kind\", y = \"pulse\", size = 9 , linewidth= 2 , edgecolor=\"black\" , data = exercise)" - ] - }, - { - "cell_type": "code", - "execution_count": 296, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 296, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Show groups with different colors using \"hue\"\n", - "plt.figure(figsize=(7,7))\n", - "sns.swarmplot(x= \"kind\", y = \"pulse\", hue=\"diet\", size = 8 , data = exercise)" - ] - }, - { - "cell_type": "code", - "execution_count": 297, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
AgeGenderPeriodUnemployed
016 to 19 yearsMen2005-01-0191000
120 to 24 yearsMen2005-01-01175000
225 to 34 yearsMen2005-01-01194000
335 to 44 yearsMen2005-01-01201000
445 to 54 yearsMen2005-01-01207000
\n", - "
" - ], - "text/plain": [ - " Age Gender Period Unemployed\n", - "0 16 to 19 years Men 2005-01-01 91000\n", - "1 20 to 24 years Men 2005-01-01 175000\n", - "2 25 to 34 years Men 2005-01-01 194000\n", - "3 35 to 44 years Men 2005-01-01 201000\n", - "4 45 to 54 years Men 2005-01-01 207000" - ] - }, - "execution_count": 297, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "employment.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 298, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(11,8))\n", - "sns.swarmplot(x=employment.Age ,palette=\"Set1\", y = employment.Unemployed)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 299, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Facet along the columns to show a categorical variable using \"col\" parameter\n", - "sns.set(rc={'xtick.labelsize':10,'ytick.labelsize':10,'axes.labelsize':14})\n", - "sns.set_style(\"white\")\n", - "sns.catplot(x=\"Age\" , y = \"Unemployed\" , col= \"Gender\" , data=employment, kind=\"swarm\" , height=8, aspect=1)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 130, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
#NameType 1Type 2HPAttackDefenseSp. AtkSp. DefSpeedGenerationLegendaryTotal
01BulbasaurGrassPoison4549496565451False318
12IvysaurGrassPoison6062638080601False405
23VenusaurGrassPoison808283100100801False525
33VenusaurMega VenusaurGrassPoison80100123122120801False625
44CharmanderFireNaN3952436050651False309
\n", - "
" - ], - "text/plain": [ - " # Name Type 1 Type 2 HP Attack Defense Sp. Atk \\\n", - "0 1 Bulbasaur Grass Poison 45 49 49 65 \n", - "1 2 Ivysaur Grass Poison 60 62 63 80 \n", - "2 3 Venusaur Grass Poison 80 82 83 100 \n", - "3 3 VenusaurMega Venusaur Grass Poison 80 100 123 122 \n", - "4 4 Charmander Fire NaN 39 52 43 60 \n", - "\n", - " Sp. Def Speed Generation Legendary Total \n", - "0 65 45 1 False 318 \n", - "1 80 60 1 False 405 \n", - "2 100 80 1 False 525 \n", - "3 120 80 1 False 625 \n", - "4 50 65 1 False 309 " - ] - }, - "execution_count": 130, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "pokemon.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 131, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['#', 'Name', 'Type 1', 'Type 2', 'HP', 'Attack', 'Defense', 'Sp. Atk',\n", - " 'Sp. Def', 'Speed', 'Generation', 'Legendary', 'Total'],\n", - " dtype='object')" - ] - }, - "execution_count": 131, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "pokemon.columns" - ] - }, - { - "cell_type": "code", - "execution_count": 136, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
HPAttackDefenseSp. AtkSp. DefSpeed
0454949656545
1606263808060
280828310010080
38010012312212080
4395243605065
\n", - "
" - ], - "text/plain": [ - " HP Attack Defense Sp. Atk Sp. Def Speed\n", - "0 45 49 49 65 65 45\n", - "1 60 62 63 80 80 60\n", - "2 80 82 83 100 100 80\n", - "3 80 100 123 122 120 80\n", - "4 39 52 43 60 50 65" - ] - }, - "execution_count": 136, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "pokemon1 = pokemon[[ 'HP', 'Attack', 'Defense', 'Sp. Atk','Sp. Def', 'Speed']]\n", - "pokemon1.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 145, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(14,12))\n", - "sns.swarmplot(data=pokemon1,size=6)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Violin Plot" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Violinplots summarize numeric data over a set of categories.Violin plots are similar to box plots, except that they also show the probability density of the data at different values, usually smoothed by a kernel density estimator." - ] - }, - { - "cell_type": "code", - "execution_count": 759, - "metadata": {}, - "outputs": [], - "source": [ - "# Recover default matplotlib settings\n", - "mpl.rcParams.update(mpl.rcParamsDefault)\n", - "%matplotlib inline\n", - "sns.set_style(\"white\")" - ] - }, - { - "cell_type": "code", - "execution_count": 760, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Simple Violin Plot\n", - "plt.figure(figsize=(7,7))\n", - "sns.violinplot(x=\"species\" , y = \"petal_width\" ,data=iris)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 763, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Drawing the quartiles as horizontal lines instead of a mini-box using (inner=\"quartile\")\n", - "plt.figure(figsize=(7,7))\n", - "sns.violinplot(x=\"species\" , y = \"petal_width\" ,data=iris , inner=\"quartile\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 767, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Remove interior section of the Violin plot\n", - "plt.figure(figsize=(7,7))\n", - "sns.violinplot(x=\"species\" , y = \"petal_width\" ,data=iris , inner=None)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 765, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkcAAAGrCAYAAADKLTOTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3Xl8VPW9//HXmT2TTPYFEkIWdhQUQdB6sZatINYKLlVrq7fWVv1pb9X2p+3tYttfa7V1uV3s4r12VbTeq60bF8RaERHZdwj7HkIIWSezn/P7YyAcKmrUJDNJ3s/H4zwGJmfO+QxL5p3valiWZSEiIiIiADhSXYCIiIhIOlE4EhEREbFROBIRERGxUTgSERERsVE4EhEREbFROBIRERGxUTgSERERsVE4EhEREbFROBIRERGxcaW6gHQ1adIkysrKUl2GiIiIdJGDBw/y9ttvv+95CkfvoqysjGeffTbVZYiIiEgXmTt3bqfOU7eaiIiIiI3CkYiIiIiNwpGIiIiIjcKRiIiIiI3CkYiIiIiNwpGIiIiIjcKRiIiIiI3CkYiIiIiNwpGIiIiIjcKRiIiIiI3CUT/U0tLCpk2bCIVCqS5FREQk7WhvtX7mhRde4Oe/+AXhUAifL4Pvf/97nHfeeakuS0REJG2o5agfeeutt/jJT39K0J1HeOgUQs5M7vnGN1i3bl2qSxMREUkbCkf9RFtbGz/4fz/E8ucTHj6DREE17SMvxnRn8uMf308kEkl1iSIiImlB4aifmDdvHm2tLYSrJoPzeG+qy0Oo8gIOHjzAM888k9oCRURE0oTCUT/Q0tLC03/5C/H8aszMwlO+ZuaUkcgtZ95TT2mAtoiICApH/cJLL71ENBIhWnbWab8eLT2L1pYWXnzxxR6uTEREJP0oHPVxiUSCZ599DjN7IJa/4LTnmIEBmIES/ufZZzFNs4crFBERSS8KR33cqlWrqKs7TLR45HueFy0exaGDB1mzZk0PVSYiIpKeFI76uAULFmC4vCTyKt7zvER+JYbbx1//+tceqkxERCQ9KRz1Ye3t7by+eDHRvEpwvM96nw4X0YKhLFmyhJaWlh6pT0REJB0pHPVhS5YsIRqJEC8c2qnz44XDSCQSvPrqq91cmYiISPpSOOrDXnvtNQxvJmZgQKfONzMLsDILeHn+/G6uTEREJH0pHPVRwWCQZW+/TTSvCgyj06+LFgyhZutW9u/f343ViYiIpC+Foz7qzTffJBGPE8+v+kCvSxQMAeCVV17pjrJERETSnsJRH/Xaa/9IdqllFX+g11meTBI5Zcz/3wVYltVN1YmIiKQvhaM+qL29neXLlxPNrfxAXWonxAuGUne4lo0bN3Z9cSIiImlO4agPWrZsGbFYlHh+5Yd6fTy/AsPpYsGCBV1bmIiISC+gcNQHvf766xgeP2ag5MNdwOkhllvBoldfJRKJdG1xIiIiaU7hqI8Jh8O8uXQp0dwKMD78X2+8cBjtwSBLly7twupERETSn8JRH7Ns2bLkwo8fcJbaP0vklGL4snjxxRe7qDIREZHeQeGoj/nHP/6B4cnAzO7cwo/vynAQKRjGypUrqaur65riREREegGFoz4kFAqx5M03P3KX2gnxouFYlsVLL73UBdWJiIj0DgpHfcjSpUuTXWoF1V1yPcsbIJFbzl//9jdisViXXFNERCTdKRz1IYsWLfpAe6l1RqxkNE2NjfzjH//osmuKiIikM4WjPqK5uTk5GDuvqku61E5I5AyCjFyenDdPK2aLiEi/oHDURyxatIhEIkG8cFjXXtgwiAwYw84dO1i+fHnXXltERCQNKRz1ES+9/DJWZiFmZkGXXzteOBS8WTz++O/UeiQiIn2ewlEfsH37dnZs3060q1uNTnA4iZSezZYtm3n99de75x4iIiJpQuGoD3juuecwnK5kC083iRcNh8x8fvnor7SliIiI9GkKR71ca2srCxYuJJo/BFze7ruR4SBUfh51h2t5/PHHu+8+IiIiKaZw1Mv97W9/IxaNEi8Z3e33MnNKiRWN4KmnnmLNmjXdfj8REZFUUDjqxcLhME89/TSJnEHdMhD7dKIVk7B8OXznu9/VtiIiItInKRz1Yi+++CItzc1ES8/quZs6PbQPnUpLWztfveNOGhsbe+7eIiIiPUDhqJcKBoP8/vd/wMwe2KUrYneG5c+jfdgMDtXWcvMtt7B///4evb+IiEh3UjjqpebNm0dLSzOR8olgGD1+fzN7AO0jZnG4/hg3fvGLvPTSS5im2eN1iIiIdDWFo15o3759PPHkk8QLhmBmFaWsDjNQQvCMy2h353L//ffzxZtu4pVXXiEcDqesJhERkY/KleoC5INJJBI88MADmIaTSMWkVJeD5c0iNPJiXEd3sOPAWn7wgx/g9ng444wzGFJdTUFBAX6/H4/Hg8vlIiMjg/z8fCorKwkEAqkuX0RE5B0UjnqZp59+mvXr1xOpvhDc/lSXk2QYxIuGES8cgqPlMLHGvazZfoB1GzZhxaPv+rLKqiqmTpnC7NmzKSws7MGCRURE3p3CUS+yfv16fvvYY8TzK7t+g9muYDgwc0qJ5pTSEYkScTBjGGYCLBMjEcOIBnG0H2NXw0H2/Nd/8Yc//pErr7iC66+/Hr8/TQKfiIj0Wxpz1EvU1dXx79/6NqYni0jV5JQMwv5QnC5wZ2B5s7B82ZiZBSTyBhMrO5vQqNm0n3UloZxK5s17iuuu+xyrV69OdcUiItLPKRz1Aq2trdx119doaWunfei07t0mpIdZvhyiQz5OaPQlHA3G+Oodd/D444+TSCRSXZqIiPRTCkdpLhgMcuddd7H/wAHah07F8ueluqRukZz59mliBUP5/e9/z9333ENra2uqyxIRkX5I4SiNtba2cscdd1JTs43QkCmYOaWpLql7Od1Eqy8kUnkBy1es4MYv3sSuXbtSXZWIiPQzCkdp6ujRo9x2++1s3VZDeOgUEvkVqS6pZxgG8ZJRhEbOpq6hiS99+cvMnz8/1VWJiEg/onCUhnbs2MGXvnwze/btJzR8Bon8ylSX1ONOLDAZ9uZz33338b3vfY/m5uZUlyUiIv2AwlGaeeWVV7j5lltoaAnSPnI2Zs6gVJeUMpbHT2jkLKKDxvPq31/j2s9+lueff554PJ7q0kREpA/TOkdporW1lZ/97GcsWLAAM3sA4SFTsDxa8wfDQaxsHPG8Csw9b/LTn/6UPz/xJFd/5ipmzJhBVlZWqisUEZE+RuEoxRKJBAsWLOBXv/4Nzc1NRMvGESsdBw416tlZ/nxCoy7B2biP2tq1PPLII/z8F7/g3AkTmDBhAmeccQZVVVVaRFJERD6yXheOampqaGlp4dxzz011KR9Je3s7ixYtYt5TT3PwwH6srGLCZ3waM1PbaLwrwyCRX0F7fgWOtnpcDTtZtm4Ly5Yt6zglNy+fkpJiCvLzycrKwufz4Xa7cTqdOJ1OHA4HDocDp9OJx+PB5/ORmZlJIBAgLy+PwsJCCgoKcLl63X8NERHpIr3uE2DhwoUUFhb22nCUSCT44Q9/yOuvLyYWi2JlFhIZOjU56Lq3rHqdBsysIqJZRUQ5L7kdSVs9jlAj9ZFWjta24jxwFEcienz7kuTWJVgWlmUCFljWu17bMAzyCwopKy2lrKyUgQMHMnDgQEpKSiguLqagoACvt+8sxCkiIqdKm3C0e/duvvGNb+ByuXA6nTzwwAP8+c9/ZsWKFViWxQ033MA555zDc889h9vt5owzzqC1tZVHHnkEr9dLbm4uP/rRj4jH43z1q1/FsixisRjf+973GDFiBA8++CAbN24kGAwyZMgQ7rvvvpS8z8bGRhYtWkQ8t5xY6TjMrCKFoo/I8mSSyM8kQeUHeJEFVgIScYxEFCMewYiFMGLtGNEghyOt1O8+zIaaHViR4Ltexuvz8cD99zNu3LiP/kZERCQtpE04Wrp0KWeccQb33HMPK1euZOHChRw4cICnnnqKSCTCVVddxZ/+9CfmzJlDYWEhY8aMYerUqcybN4+SkhL+8Ic/8Ktf/YpJkyYRCAR48MEH2bFjB21tbbS1tZGdnc3vfvc7TNNk9uzZ1NXVUVJSkrL3awYGKBilkmGA4QKHC8vto6MdyTIxou0Y0TbMcCvxSAuOUBPO1sMYsdA7LhMJh6mpqVE4EhHpQ9ImHF1xxRU89thjfPGLXyQQCDBy5Eg2bdrE5z73OQDi8TiHDh3qOL+xsZGsrKyOgHPuuefy0EMP8fWvf509e/Zw66234nK5uOWWW/B6vRw7dow777wTv99Pe3s7sVgsJe/T7/cnu2T2r8DTsJNI8UjiRcPBkTZ/Fb1XLIQj3IoRC2LEwhiJKCRiYCUwLKujay3ZrWZimCaYMYxEDIcZxRELYUXbT+lyMwyDvPwCykYNY0BJCUVFRRQWFpKXl0dubi7Z2dlUV1en7j2LiEiXS5tP5FdffZXx48dz22238eKLL/LQQw9xwQUX8IMf/ADTNHn00UcZNGgQhmFgmiZ5eXm0tbVx5MgRiouLWb58OZWVlbz99tsUFxfz+OOPs2bNGh566CFuuOEGamtreeSRRzh27BivvPIK1nuMOelOfr+fp59+msWLF/PCiy+yfdtSfLXrCJeOI140Qi1JH4ARasLVuA9Hay3u9qNY0Xe27BiGgcvlxuk6ORjbMBy4XE5cLjcZWT6yMvPIyckmLy+PgoICiouLGTBgAKWlpZSUlODxeFLw7kREJFUMK1Up4Z/s27ePr3/96x0ziu655x5eeOEFNmzYQHt7O9OmTeO2227jH//4Bw888ADf+c53ME2T//iP/8AwDHJycrjvvvswDIM77riDUCiEw+Hg//yf/8OIESO4+eabO2YohcNhvvGNbzB+/Ph3rWfu3Lk8++yz3fqeLcti7dq1/OY3v2Hz5s2YgRLCVRdiZeR06317NTOB6+h2PPVbMdqOAlA+eDBjzjyT6upqBg0aRHFxMbm5uQQCATweD4YCp4iI0PnP9rQJR+mmJ8LRCZZlsXDhQh75j5/RHgoRrvhYsqtNTrIsXEd34Du4CivSRlV1NZ+65BIuvPBCiouLU12diIj0Ap39bE+bbrX+zDAMPvnJTzJ+/Hh+8IMfsGbNYhxt9UQrztdikIARbsG3+w0cLbUMGzGCL3/pS0yYMEEtQiIi0i0UjtJIYWEhDz30EL/97W+ZN28ejkgL4WFTwdl/x7w4j24nY+9SfB4Pt//f/8vFF1+MQ4FRRES6kT5l0ozT6eSWW27h7rvvxt1ai3/rfIiFU11WzzMTeHYvwbfzdcaMHsUf//B7LrnkEgUjERHpdvqkSVOzZ8/mvvvuwx1pIrPm5X4VkIxoEP+Wl3Af2cq1117LI488ktI1qUREpH9ROEpj559/Pj954AHc0Tb8Nf8L8WiqS+p2jpZaMjf9DV+she9///vcfPPN2udMRER6lMJRmhs/fjw//OH/wxluxLdjUXKfsL7IMnEfXEPG1pcpLcrnt7/9DRdddFGqqxIRkX5I4agXOO+887jn7rtxNh/Cs/etVJfT5Rytdfg3PY/nwCqmTZ3Gf/7nY1RVVaW6LBER6afUX9FLzJw5kz179vDkk09iZhX3/nWQYmGczQdwH92Gs/kQeXn53HH399VaJCIiKadw1IvcdNNNbN68hXUb3iIYKMHypeFK2paFEWrC2VaHI9SMEWsHMw5mAsMycZgxHLH2jp3uC4uKueLmm5kzZw4ZGRkpLl5EREThqFdxOp1861v/zvU33EBi12JCoy5Jn73Y4lHcR7biOVoDoWYA3G4Pefn5ZPr9uD0+PG43mZmZ5OfnU1FRwVlnncXIkSNxOp0pLl5EROQkhaNepri4mK/cfjv33Xcfrvoa4sUjU1vQiW09DqzAirZz1tlnM2P6dMaNG0dpaanWJRIRkV5H4agXmjlzJi/Pn8/6TStpy68Clzc1hZhxvLuW4GrYwchRo/m3f/sKo0ePTk0tIiIiXUQ/1vdChmFw+223YcXCuA+tT00RiRgZNQtwNezgC1/4Ao8++ksFIxER6RMUjnqp4cOHM336dLx1myDW3rM3NxP4tr+Cq62O73znO9xwww0aNyQiIn2GwlEvdsMNN4CVwF27qUfv69m7DGfzIe6++26mTZvWo/cWERHpbgpHvVh5eTkXXXQR3votEI/0yD2dDbtwH9nCNddcw6xZs3rkniIiIj1J4aiXu/baa7HiUVz127v/ZrEwGXvfYsTIkdx0003dfz8REZEUUDjq5UaMGMHo0aOTrUeW1a338uxfjsOM8o177tFmsCIi0mcpHPUBl19+OYSacTYf7LZ7GO0NuOu3ccUVV1BdXd1t9xEREUk1haM+4OMf/ziZWQFcR7d12z28+1eSmZXF5z//+W67h4iISDpQOOoDPB4Pn5wxHXfj3m4ZmO0IHsXZtJ9rr7mGQCDQ5dcXERFJJwpHfcSsWbOwzASuhp1dfm33oXVk+DOZM2dOl19bREQk3Sgc9RHDhw9n8OAK3A27uvS6RqQV17HdzJ1zGVlZWV16bRERkXSkcNRHGIbB9OnTcLQexoi0ddl1XXVbcDgcXHbZZV12TRERkXSmcNSHTJ06FQBXV7UemXG8R7fxL/8ymZKSkq65poiISJpTOOpDBg0axPARI3A37u6S6zmP7cGKhZkzR61GIiLSfygc9TFTp0zBaKvHCLd+5Gu567dRUjKAcePGdUFlIiIivYPCUR/z8Y9/HADXsY/WemSEW3C2HOKSS2bjcOifiYiI9B/61OtjSktLGT58BO7GPR/pOq6jOzAMg5kzZ3ZNYSIiIr2EwlEfdNFFH8doO/LhZ61ZFp5jOzj77LM1EFtERPodhaM+6ETXmvPYng/1ekfbEQi1qNVIRET6JYWjPqi8vJzKqqoP3bXmOroDt8fTEbJERET6E4WjPmrKJz6RXBAyGvxgLzQTeBp3c+Hkyfj9/u4pTkREJI0pHPVRF110EfDBu9aczQewYmFmzJjR9UWJiIj0AgpHfVRlZSUVlZW4P+CUflf9drKzczj33HO7qTIREZH0pnDUh02bOvX4Xmud7FqLh3E172fGjOm4XK7uLU5ERCRNKRz1YVOmTAHA1bCzU+e7GnaBmdAsNRER6dcUjvqw8vJyRo4chefYjk6d7zm6ncqqKoYNG9bNlYmIiKQvhaM+bubMT0LwGI5gw3ue5wgexWir59OXXophGD1UnYiISPpROOrjpk6disvtxnVky3ue5zqyFbfHo1lqIiLS7ykc9XE5OTlMmzoVT8NOiEdPf1IshKdhJ9OnTSMQCPRsgSIiImlG4agfuPzyy7ESMVz1W0/7dffhTVhmnGuuuaaHKxMREUk/Ckf9wIgRIzhn/Hh8tevf2XoUC+E9soWPX3ghFRUVqSlQREQkjSgc9RO33HwzViyM5+DqU5737l2GgwQ33nhjiioTERFJLwpH/cSIESO49NJLcR/eiKt+G1gW7kPrcDXs5PrPf57KyspUlygiIpIWtAxyP/KVr3yFXbt2s3HjYnz73saKR5gyZQrXXXddqksTERFJGwpH/YjH4+GRRx7m5ZdfZuvWrZx55pnMmjULp9OZ6tJERETShsJRP+PxeLjssstSXYaIiEja0pgjERERERuFIxEREREbhSMRERERG4UjERERERuFIxEREREbhSMRERERG4UjERERERuFIxEREREbhSMRERERG4UjERERERuFIxEREREbhSMRERERG4UjERERERuFIxEREREbhSMRERERG4UjERERERuFIxEREREbhSMRERERG4UjERERERuFIxEREREbhSMRERERG4UjERERERuFIxEREREbhSMRERERG4UjERERERuFIxEREREbhSMRERERG4UjERERERuFIxEREREbhSMRERERG4UjERERERuFIxEREREbhSMRERERG4UjERERERuFIxEREREbhSMRERERG4UjERERERuFIxEREREbhSMRERERG4UjERERERuFIxEREREbhSMRERERG4UjERERERuFIxEREREbhSMRERERG4UjERERERuFIxEREREbhSMRERERG4UjERERERuFIxEREREbhSMRERERG4UjERERERuFIxEREREbhSMRERERG1eqCxAR6SqRSISDBw9SV1dHQ0MDra2thEIh4vE4AE6nE6/XS2ZmJtnZ2eTm5lJQUEBBQQFZWVkYhpHidyAi6UDhSER6JdM02blzJ2vXrmXTpk1s27qFQ7WHMS3rHec6DcCAhPnu18vweSkuLqa0bBClpaWUlpYyaNAgBg0axMCBA3G59O1SpL/Q/3YR6TXC4TDLly9nyZIlLHtrKU3NLQAUZEB1VpRzKxMMzExQ5DPJ9VpkuU28TnAcbxCyLIiZ0B43CMYMWmIOmiIGjREHDeEwR0OtHNq0l7UrnITiJ0OW0+lgUFkpFZXVVFcnj6FDh1JaWorDodEJIn2NwpGIpLV4PM7y5ct55ZVXeHPJEsKRCJkeg7Pyw5xZFueM/BgFvne2Fp2OYYDHCR6nRa7XoozTNyVZFrTGDA63Ozjc7qS23cGh4C62rTrAG28s5kTjlD8jg1GjRjH6jDMYM2YMZ555JllZWV311kUkRRSORCQtbd++nfnz57PolYU0NbcQ8BicXxRmUkmUkblxXN3YYGMYkO2xyPYkGJ6bsH0lSDQBB4NO9rQ62dMSYeeOlTyxZjWmBQ7DYOTIkZw7cSLnn38+I0eOVMuSSC/UqXDU3t5OS0sLLpeLp59+mssuu4yysrLurk1E+pljx46xaNEi5r/8Mjt37cLlgHGFUf7lrChnFcS6NRB1lscJVdkJqrITUBYFIJyAHc0utjS62HRoI3/64xb+8Ic/kJebw+QLP85FF13EuHHjcDqdKa5eRDqjU+Hoa1/7GnPnzmXhwoUMHTqU73znO/zXf/1Xd9cmIv1AMBhkyZIlLFq0iBUrVmCaJtU5JtePCHNeSZSAp3NdZqnkc8KZ+XHOzI9z5ZAwrVGD9Q1uVtVHWfDyCzz//PPk5+Uyddp0Zs2axdChQ1Ndsoi8h06Fo5aWFqZOncqf/vQnHnjgAd54443urktE+rD6+nrefvtt3njjDVauXEEsFqcwA2YPDvEvA6KUZb3HtLJeIOCxuGBglAsGRokmgqw96mbp4SjP/c8zPPPMMwwbOoRLPnUp06ZNIxAIpLpcEfknnQpHsViMxx9/nNGjR7Njxw6CwWB31yUifYRlWdTW1rJlyxY2bNjAmtWr2L1nLwCFGTB1QHIc0ZCcRMessr7E44SJJTEmlsRojbbzVp2H1w9t5+GHH+bRX/6CKVOn8elPf5pRo0ZpnSWRNNGpcHT33XezaNEibrnlFl544QXuvffebi5LRHoDy7IIh8O0trbS0tJCY2MjDQ0N1NXVUVtby769e9mzZzdtwXYAvE6DYTlRrh4aY2xBnPKsBP0pDwQ8FjPKI0wfFGF3q5PXDnr5+yv/y/z58xk+bCiXzZnL1KlTycjISHWpIv2aYVmnWTHtNJYuXcqBAwcYO3YsVVVVeL3e7q4tpebOncuzzz6b6jJEelQoFOLQoUMcPnyY+vp6GhoaaGpqoqWlhdbWVoJtbbQH22hvbycUDtMeCmOap+8Cy/MZlGTEKPMnqAjEqcpOUJ6VSItB1emkPQ5v1np59aCPA20O/BkZzPjkJ7n00ks1Nkmki3X2s71TLUcPPfQQhw8fZufOnbjdbn7729/y0EMPfeQiRSR1mpqa2LRpEzU1NdTU1LBr5w7qjtSfco4BZHkNstwWmc4EGS6TEqeF12OR4bfwOS38ruSR5bbI9ljkek3yvSYeTczqFL8LppdHmDYowvZmJ4sORHjp+b/y17/+lZEjhjP7kk8xZcoUjU0S6UGdCkerVq3iiSee4HOf+xxz5sxh3rx53V2XiHSxYDDI6tWrWblyJatXrWTvvv1Ack2fsiyLan+MydUJSvwJijNM8n0mOR6rT44DSkeGAcNzEwzPbactFmJJrYfXD23lwQe38bOf/Qcf+9gFTJ8+nUmTJvX5lnuRVOtUOEokEkQiEQzDIJFIaFEzkV5i3759vPnmm7y1dCkbNm4gkTDxOg1G5Ea5akic4blxKrPj+NTKk1ay3BYzB0f4ZHlybNKSWg/Llr3O66+/jj/Dx/kfu4DJkyczceJErcgt0g06FY6uv/565s6dy7Fjx7jyyiu54YYburksEfkw4vE4mzZtYunSpSxZ/Dr7Dx4CoDxgcnF5hLEFcYbldO/q0tJ1DAOqsxNUZ4f47LAQmxtdLKuLsGLJq7z66qs4HA7GnHkmE849l3POOYcRI0bg8XhSXbZIr9fpAdnNzc3s3buXQYMGkZ+f3911pZwGZEtv0dzczIoVK3jrrbdY9tZSWtuCOB0wOi/GuMIY5xTGKMzo3esGyalMC7Y3O1l71M2GY172tjiwALfbxcgRIxg1+gyGDx/OsGHDKC8vx+XSTlEi0EUDsh999FFuvfVW7rzzznesv/Hggw9+tArfx+LFi6mtreUzn/lMp1/z85//nMLCQq655ppurEwktYLBIJs2bWL16tWsXrWSmm3bsSyLgAfOyo8wrirGmIIYfn0e9lkOA0bkJhiRm+AzJFfk3trkYnuTi+0H1vPclk3Ejm8J53I6KSsrpaKyirKyMsrKyhgwYAAlJSUUFRXh9/tT+2ZE0tB7fvucMmUKAFdffXWPFGN34YUX9vg9RdJNMBhk9+7d7Ny5k5qaGrZs3szu3bsxLQunAUNy4sypijG2IEZ1dt9cRFHeX8BjcW5xjHOLY0CIhAmH2h3sa3Wxv83JoeBOtq/ez9IlEP+nRkR/ho+CggIKCovIy8sjPz+f3NxccnNzycnJITs7u+MxOztbg8GlX3jPcDRy5EgA2tra2LBhA//2b//GjTfe+J5jjm677TY+//nPM3HiRNavX88vfvELCgsL2bt3L6Zp8tWvfpVJkyZxySWXUFlZicfj4bOf/Sz3338/LpeL7OxsfvrTn7Jw4UJ27drF1772NR599FEWLVpEIpHgmmuu4eqrr+bxxx/npZdewuVyMWHCBL7+9a+fUsePf/xjVq1aBcAll1zC9ddfzz333ENTUxNNTU2tL8RHAAAgAElEQVT85je/IScn5yP+8Yl0rZqaGv77v/+b2tpDHNy/n4bGpo6vZXoMqrOiXFoZZ0RucuyQT61DchpOB5RnmZRnRW3PBjEtOBYxOBpy0hB20BgxOBYJ0xRpoWnPXg5vd9ESNWiPvftoC4/bTSArk6xAgOzsHALZ2WRlZZGVlUVmZiZZWVn4/X4yMzPx+/1kZGSQkZGBz+cjIyMDr9eL1+vF4/FoI15JW5361vrzn/+c//zP/wTgkUce4aabbmLy5MmnPffKK6/kueeeY+LEiTz33HNMnjyZw4cP86Mf/YjGxkauu+46XnrpJdrb27n11lsZPXo0999/P9OnT+fGG2/k73//Oy0tLR3X27x5M4sXL+aZZ54hGo3y4IMPUlNTw/z583nqqadwuVzcfvvtvPbaax2vee211zhw4AB/+ctfiMfjXHvttZx33nkAnHfeeRpQLmnrpZdeYuHCBQzLiTM6I8HAoQnKMk0qshIU+Mx+tZq0dD2HAYU+i0Jf/D3Pi5nQFjNoiToIxgzaOg4HwXiYtlgb7aEjBFsNDu1zEow7aI8nQ1XnRrG+tylTPsG9937vo19I5EPqVDhyuVwUFBQAEAgE3nMq/+TJk/nJT35CU1MTK1euxDRNVq9ezfr164HkbJrGxkYAqqqqALj55pv59a9/zfXXX09JSQljx47tuN7u3bsZO3YsTqeTjIwMvvWtbzF//nzOOuss3G43ABMmTGD79u0dr9m5cycTJkzAMAzcbjdnnXUWO3fuPOWeIunIsiwcQMBtEvBYBNwWAbdJplvBSHqO25FcTgBMHIYBJL/nG4aJYRgYOHAYydl0DiOBAwun4cRpGLREPno6amlu/sjXEPkoOhWOxo4dy1133cXZZ5/N+vXrGT169Lue63A4mDlzJvfeey/Tpk0jLy+PgQMHcvPNNxMOh/nVr37V0Z11ImS98MILzJkzh7vvvpvf/OY3/OUvf6G0tBSA6upq5s2bh2maJBIJvvSlL3H33Xfzu9/9jng8jtPpZMWKFVx22WVs3boVgCFDhvDss89yww03EIvFWLNmDXPmzAHQxo6S1qZPn86RI0c4dPAA6w/VEoud/Am/JBOGBCIMzU4wPDfO4IDGGMkHF0nA0bCDhrCDY2EHjREHTREHTVGDlqiTlriTlqhB6D261twuJ1lZmQQCAQKFORQFAh3davbD3q12okvN5/Od0rXmdrtxu9363ixppVPh6Fvf+havvvoqu3fvZtasWR0Dtd/N5ZdfzrRp01iwYAHFxcV861vf4rrrrqOtrY1rr732HS1PY8aM4Z577sHv9+N2u/n+97/PihUrABg1ahSTJ0/mmmuuwTRNrrnmGkaOHMmsWbM6nhs/fjzTpk3rCEef+MQnWL58OZ/5zGeIxWLMnDmTM84448P8+Yj0qLFjx3a0nCYSCerq6ti9ezc7duxg27ZtbN60kaXbki2vfrfBqNwIZ+bHGVsQo8Sv6fqSZFnQFDXY1+pkf5uT2vbkcSTspin8ztCTHcgiPz+fgsGFVOTlk5OT0zEo+8RA7JycHAKBADk5OXi9XoUZ6dM6tc5RW1sbjz32GPX19Vx00UWMGDGCioqKnqgvZbTOkaSruro61q1bx9q1a1m5YjmH644AMCDT4uz8COOKYozI1UKP/UnMhJ3NLrY1udje7GR3m4em8Mmv5+XmMHhwBWWDBlFaWsrAgQM7pvIXFBRo4UjpN7p049lvfvObXHjhhaxYsYLCwkL+/d//nT//+c8fuUgR+eBKSkqYMWMGM2bMwLIsDhw4wPLly3lr6VJeXbuG/90fJ9NtMDY/wviiKGMLteZRX2NZUNvuYO1RN+sb3Gxr9hBNJH/OHVw+iEnjz2DEiBEMHTqU6upqsrOzU1yxSO/SqW+ZTU1NXHHFFTz//POcc845dHJRbRHpZoZhUF5eTnl5OZdffjmhUIiVK1eyZMkS3npzCW9tbMVpwIjcOGcVRjmrIEZZpgZ390aWBXtanbxd52HVUS+1weRfYuXgci6dMolx48YxduxYLVEi0gU6/fPkidlehw8f1sazImkqIyODyZMnM3nyZBKJBJs3b2bp0qW8ueQN5m3fx7ztkOeD0bkRRubFGZ4TZ2CmqYHdaexIu4M3D3t4s87H4aCB0+lg3LhxXD35Qj72sY9RUlKS6hJF+pxOjTnatm0b3/72t9m5cyfV1dV897vf7fMDnDXmSPqauro6VqxYwcqVK1m9aiVNzcn1xDJcBhWBGOWZccqyEpRkmBRnmOR5TTxaoy8loglYfsTD64e8bGl0YRhw9tlnM336DCZPnqzWIZEPqbOf7Z3eePbYsWPs27ePyspKcnNzP3KB6U7hSPqyE2OVNmzYwNatW9lWs5Xdu3cTCkdOOS/LYyTXW3LF8btM/C6LDCf4XBY+Z/Lwuyz8bosst0W22yTXm3xOXXcf3KGgg78f8PJGXQbBqEXpgBIuvuRTfPKTn1QLkUgX6NIB2U888QR//OMfGTp0KDt27ODWW2/l05/+9EcuUkRSwz5W6eKLLwaSgenIkSMcOnSIQ4cOcfToURoaGmhubqapqYm21hbq2toItbbTHgoTjcXe9fpel0FRhslAX4zSrASVgQRV2XEKvApN/yxuwsojbl496GNLowuX08nkCy/k0ksvZdy4cRrGIJICnQpHzzzzDM8//zxer5dQKMR1112ncCTSxxiGQUlJCSUlJYwbN+59z4/H44RCIdra2mhra6OlpYXGxkYaGhqoq6ujtraWfXv3sGpvLaaZXIMp3wcjcqKcmR9jTEGMfF//ndxxJOTgtYMeFtdm0ByBASXFfOlLl3HxxReTn5+f6vJE+rVOhaOCgoKODQJ9Pl+/6FYTkffmcrmSKyQHAu95XiQSYdeuXWzZsoUNGzawdvUq3tqS3FC3MttkQmGEiSVRSjP7/iKW0QSsqnfz+iEfG4+5cBgG53/sfD796cuYOHGiWolE0kSnwpFlWVx22WWMGzeOLVu2EIvFuOuuuwB48MEHu7VAEendvF4vo0aNYtSoUcydOxfLsti1axfLli3jjcWL+e8tW/jvXRlUBEwuGBDm/AFR8rx9p0XJtGBro4u36jy8fcRHe8yipLiIL3zhU8yaNUtjiUTSUKfC0Zw5c2hpacHpdLJ06VI+97nPvef+aiIi78YwDIYMGcKQIUP47Gc/S319Pa+99hqvLnqFJ7fW8NQOP2PyY0weGOGcolivnDEXM5OBaGW9m1VHfTSFwef1cuEnPs6sWbM0lkgkzXUqHD377LN8+ctf5sknn+TOO+/kqaee4oYbbujm0kSkPygqKuKqq67iqquuYt++fSxYsIAF/zufX2w8SqbbYFJxmH8ZGGFYTiJtB3ObFuxvc7Kl0cWmYy42N3mJxC18Xg+Tzjufiy66iAsuuACfz5fqUkWkEzoVjuLxOOeeey6//vWvmT17Nk8++WR31yUi/dDgwYO56aabuPHGG1m9ejXz589n8ev/4O8HvRT7YVJxiPNKYgzOSl1QsqzkrvZ7Wp3saXWyq9nFzlYP7cd3sS8rHcisSyZx/vnnM27cOAUikV6oU+EoFotx3333MWHCBJYtW0YikejuukSkH3M4HEyYMIEJEybQftddvP7667zyykJeWr2GF/aYFPlhXEGYMflxRubFyOiGvePiJtSHHBxud1Lb7uBg0MmhdhcHgi5Cx4OQwzCoqqpi6gVncNZZZzF27FgGDBjQ9cWISI/q1CKQe/bs4c033+TKK69k0aJFjBkzhvLy8p6oL2W0CKRI+mlqauKNN95gyRtvsGrVKqKxGIYBg7NMqrNjlGclKPUnKMwwyfWaeB2ctoUpYUJbzKAlZtAUcdAYcdAQTh71YQf1YTf1oWQr0Qm52QEqKquoqq5myJAhDBs2jOrqarUMifQiXb5Cdn+jcCSS3iKRCBs3bmTt2rVs3LiRbTVbaW0LnnKOywE+l4Hr+NjnhAmRBB072P+zvNwcBg4cyMDSMsrKksfgwYMZNGiQtuwQ6QO6dIVsEZF04/V6GT9+POPHjweSS440NDRw4MABDh8+zLFjx2hubiYcDhOPxwFwOp34fD78fj+BQIDc3FwKCgooLCykqKgIr9ebyrckImlC4UhE+gTDMCgsLKSwsDDVpYhIL6eFNkRERERsFI5EREREbBSORERERGwUjkRERERsFI5EREREbBSORERERGwUjkRERERsFI5EREREbBSORERERGwUjkRERERsFI5EREREbBSORERERGwUjkRERERsFI5EREREbBSORERERGwUjkRERERsFI5EREREbBSORERERGwUjkRERERsFI5EREREbBSORERERGwUjkRERERsFI5EREREbBSORERERGwUjkRERERsFI5EREREbBSORERERGwUjkRERERsFI5EREREbBSORERERGwUjkRERERsFI5EREREbBSORERERGwUjkRERERsFI5EREREbBSORERERGwUjkRERERsFI5EREREbBSORERERGwUjkRERERsFI5EREREbBSORERERGwUjkRERERsFI5EREREbBSORERERGwUjkRERERsFI5EREREbBSORERERGwUjkRERERsFI5EREREbBSORERERGwUjkRERERsFI5EREREbBSORERERGwUjkRERERsFI5EREREbBSORERERGwUjkRERERsFI5EREREbBSORERERGwUjkRERERsFI5EREREbBSORERERGwUjkRERERsFI5EREREbBSORERERGwUjkRERERsFI5EREREbBSORERERGwUjkRERERsFI5EREREbBSORERERGwUjkRERERsFI5EREREbBSORERERGwUjkRERERsFI5EREREbBSORERERGwUjkRERERsFI5EREREbBSORERERGwUjkRERERsFI5EREREbBSORERERGwUjkRERERsFI5EREREbBSORERERGwUjkRERERsFI5EREREbBSORERERGwUjkRERERsFI5EREREbFypLkBERHoP0zRpbW2lsbGR1tZW2traCAaDRCIRIpEI8XicRCKBZVkYhoHD4cDpdOJ2u3G5XHi9XrxeLz6fj4yMDDIyMvD7/WRmZuL3+3G59LEkqad/hSIicopIJMKePXvYt28f+/fv5+DBgxw+fJhDtYdobGzETJjddm+P14Pf7ycrK4tAIEAgK0BWVtY7jszMzI5H+5GRkaGAJR+Z/gWJiPRjbW1t1NTUnDy211B7sBbLsjrOcWQ6SPgTWJkWFAI+wAuWxwIPyU8S5/HDARjHDwALMG1H4vgRP/loxIzk72MQjoUJx8I0xhqhAYzDBo64A2JgRszkNd6H2+3G5/fhz/CT4c/An+HHn+HH5/Ph8/nweDwdLVgejwePx4Pb7T7lcLlcHYfb7T6l9eufz7Vfz+VyYRjG+xcpaU3hSESkn7Asi9raWtavX8+GDRtYv2E9+/bu6whCjiwHiZwE1igLK8eCAJAFCWeie+vCes/nEiROPJkMR7F3HkbMSP46DpFYhEg8QnO8GSNsQBsYCaPjOBHQrISFFX/nvT8Kh8OB1+dNhjK/n+xANoGsAIFAgJycHHJzc8nNzSU/P5+CggIKCwvJz89Xa1ea0d+GiEgfZVkWe/fuZe3ataxbt47Va1bTeKwRAMNjYOabWKMtrHwL8iDh7d4Q9JEZnGyh8p36pdMFrPd63nbCydCV4NRWLpN3tnzZDsM0Tr7meOAy4ybxeJxgPJgMbPVg1Bo4Yg6IgBl9Z9OXYRjkFeRROqCUgQMHUlpaSmlpKYMGDaK8vJycnBy1RvUwhSMRkT4ikUiwc+dO1q1bx7p161izdg2tLa0AOPwO4gVxqASr0IJsTnZ99WcnugAdfOBPxPcLXqdt/TKBCBAGQmCEDAjB0fajNNQ1sHnPZsygif3S/kw/FRUVVFVWJR+rqqiqqqK4uFihqZsoHImI9FLBYJCtW7eyceNG1q9fz8ZNGwm1hwAwMg0ShQkYDlaRRSIzoTCUDhxAxvEj79QAZWFhcnxcVZBkd2CbQVtrG5uPbqZmdw1m6GTLU4Y/g+qqaoYMGXLKkZmZ2cNvqu9ROBIR6QWCwSC7du2ipqaGbdu2sXnLZvbv298xXsjINUgMSEDR8ZYhf4oLlg/PQXK8V+BkeOoITlGgBYxmg2BzkE1HNrF5+2as6MmQVVxSzPBhwxk6dGhHYCotLcXh0NKGnaVwJCKSJizLoqGhgQMHDnDw4EH27t3L3r172bFrB/V19R3nOTKOD5w+MV4on+SsMen7PEDh8QDM8e46CwgBzWA0GRxuPkz9hnqWvLmko3vO6/NSXV3N0CFDqa5OtjZVV1eTnZ2dqneS1hSORES6mWVZtLW10dTURFNTE42NjRw7doyjR49y9OhRjhw5wqHaQ9QfqScWi3W8znAaEIBEIAFnkpxBlgcJn7rIxMYg2VLoB2tgMg3FiScHiTcnW5lCTSG21G+hZmdNckmE43LzcxlSNYSqqioqKyuprKykoqKCnJyclLyVdJGycLR48WJqa2v5zGc+877n1tfX88tf/pJ77733tF/fsmULr776KrfddlsXVykiklwVur29nWAw2LEitP1oa2vreL6trY3W1lZaWltoaWmhpbWFYGsQ0zzNAj1GshXI9JlYfguryoJMsLIsyAIyUQiSD88J5JNsXSTZypSwEsnB4MdD07HmYzTtbmL1utWnLGuQmZVJRUUFg8sHU1ZWxqBBgzpm0WVnZ/f5geCGZV/pSzrMnTuXZ599NtVliMhHZFkW4XD4PcOM/TjxXEtrS8fvw6Ew7/ut0gEOjwPcYLpNLJd1cpFED+BNPlo+K/lr3/Gjb3/GSG9hAe0kxzO1GtCafHQGnZjtpwZ7r89LSUkJpQNLKS4upqioiKKiIgoKCigoKCA/P5/s7Oy0XLups5/tPVb5bbfdxuc//3kmTpzI+vXr+dd//VeuueYarr76am655RZyc3O58MILmTRpEt/73vfIzMykoKAAr9fLbbfdxp133slf/vIXPvWpTzFx4kRqamowDINHH32UzZs389RTT/Hwww/zzDPPMG/ePEzTZOrUqdx+++38+c9/ZuHChcTjcQKBAD//+c/xeNRBL5IKpmlimiaJRIJEIkE8Hj/liMVixGIxotFox2MkEul4PHGEw2FCoVDHYygU6mjdCbYnQ1B7ezuh9tDpW23sjJPBxnJbmC4z+Wu/BTmA++Rheazkd073Px1OSBhpvk6QyLsxSLZUZp7smusYBB4nOXsumJw9FwqG2Nu+l/01+zHWGpjh06/dlBXIIjs7m9ycXHJycggEAh1bvvj9fvx+PxkZGR377J1YZXzAgAHk5ub25Lt/hx4LR1deeSXPPfccEydO5LnnnuOOO+7g8OHDQLLb7H/+53/weDzMmTOHBx54gGHDhvHwww9TV1d3ynWCwSCzZ8/m29/+NnfddReLFy+msLAQgIaGBh577DGef/55PB4PP/7xjzv6+X//+9/jcDi48cYb2bBhA+PHj++pty4iwPd/8H0WvbKo265veA2sDKsjvFgZx1d4/qcQY7mtk7/3oGAj8n5cJH9IyDnN7DlIjm0KkeyuC5NclTwCzZFmmiPNHKg/gLEvuVL5+63JCZCXn8ff/vq3bnkrndVj4Wjy5Mn85Cc/oampiZUrVzJ69OiOrw0aNKijJefIkSMMGzYMgPHjx/Pyyy+/41onXjtw4EAikUjH8/v372fYsGH4fMmlU7/5zW8CyX127rzzTvx+P4cPHyYej3fPmxSRdzVyxMhuDUdWxIIIGA4Dh/t4K5DreCuQ62QoMtzGKeHolLB0IjA5UXeXyPuJkQxFtsUsOwJSxMARdWBEjU7viXfC4PLB3VPvB9Bj4cjhcDBz5kzuvfdepk2bhtPpPOVrJwwYMIAdO3YwdOhQ1q1bd9prvdtAsMGDB7Nr1y6i0Sgej4evfOUrXHfddSxatIhnnnmGUCjE3Llz33/sgIh0uauuuoqrrrrqA73GsqyOrrVoNEo4HO54tHerhcPhZBfa8a61E91r7e3tybFEwTZa21oJtgQJBUPv/wPSu3WznQhS/9St1vH8iZYoDyc3YBXprUyS45COL0ZJEIyggaPdgdFunDLr7YQMfwZ5eXkUDCjo2EcuOzub7Ozsjm41v9/f0bVm71bzeDxpM9C7R0dLXX755UybNo0FCxawfPny057z3e9+l29+85v4/X7cbjclJSWdvn5+fj433XQT1113HYZh8IlPfIIxY8aQkZHB3Llz8Xg8FBUVceTIka56SyLSjQzD6Ng1vStFIpF3DMh+r8HZbcHkDLS2tjaCR4OE2kPv+0OW4TAwvAZ4IOFOJFupvLbB2N7jXX8nVkt2vuflRLpPnJMDsVvAaDFwBB1YrdYpLT5ujzu599uIUgYMGEBJSck7BmSf6Lnp7dJuttoTTzzBrFmzyM/P5+GHH8btdqdkir5mq4nIu7Esi1Ao9I7ZbycCVWtra0eYamlJTulvbGqkqamJluaW0w4Qd2Q4MDNMzEwzOTA2AFbg+LgpzR+RrmCSnIXWbHRM5Xe2OjHbTv57dDqdlJaVUllRSXl5OeXl5QwaNIiysjIKCgrSpmXnw0q72WqdVVBQwBe+8AX8fj+BQIAf//jHqS5JROQUhmF0zLYpKir6QK81TZPW1lYaGhpoaGjoWATyyJEj1NbWcuDgAY5sO3JKgHL4HSSyE8lFIHPByju+DlLv/pyS7hQBmpIrZtMMzhYnNINlJttDHE4HgwYNYujEoR0b2VZWVlJaWpqWU/B7Wtr9CcycOZOZM2emugwRkW7hcDjIyckhJyeH6urq054Tj8epra1l37597N27l927d7N9x3b27dzXMV7K8BiYuSZWvoVVYEEhamHqj060Bh0PQUaTgbPFecoGtbn5uQwbNoyhQ07utTZ48GDcbnfq6k5zaReORET6O5fL1dGlccEFF3Q8H4/H2b17N9u2bWPr1q1s3LSR3dt2d7QyGTkGiYJEcu+tIm0+26eYJNcaOj4m6ERrkH1ckMvlYnDFYIadPaxj09mhQ4emfM2g3kjhSESkl3C5XAwbNoxhw4Yxe/ZsAMLhMFu3bmXDhg1s2LCBdevXEdoVAsCR5SBeEIei42FJ25GktxMbyJ6YHXb80dHmgNaTXWIAxSXFDBmd3Dz2xFFRUaEusS6iP0URkV7M5/Nx9tlnc/bZZwOQSCTYtWsXa9euZd26daxZu4bWva1AcuxSvCB+clf3HBSWuptFsmUnAkSTj0bE6FgP6MQaQc7Q8W06bGP1TwyOrhhTweDBg6moqKCiooLKykr8fjULdieFIxGRPsTpdHa0Ll155ZWYpsnevXtZt24da9euZc26NTSuaQSSC2KaecfHLeVbkEdyWYG+GJhMkis5x48/njhM26MJhml0/Pq0h/XO15AAI2F0XNORcGDEDYiBGX33BRBdLhf5BfmUDCyhpLiEgQMHUlJSQllZGaWlyX3L7GsCSs9ROBIR6cMcDkfHbKTLLrsMy7Kora1l48aNbNy4kQ0bN5wybsnhtc2Msy8n4CO5sGVPS5BciTlGsuUlBkbMOPmc7TgRSIy4gZEwkr+Pgxn7YCs0vxeHw4HL7cLlcuF0OfF6vLjdbnw+X/Lw+joWN/T7/WRlZZGVldWxEGJOTg55eXnk5+cTCAR6/dT4vkrhSESkHzEMg9LSUkpLS5kxYwaQXBRz586dbN26lZ07d7J9x3Z2795NJByxvRAcmQ5Mr4nls7B81jv2p7Oc1skAdeIz30oeHS0y9tab+PHjn4KNI+6AGFhRCyvxPottGga+DB+ZmZlkZmaSlZt1yurL9hWYTwQYj8eD1+vteHS73Xg8/7+9+w+tuvrjOP66d3dXbvdetFCkkfePtJAamUZQhFwqNcHJYG5uju4dJoSgZENHRbUkZkgGUY05/aMrVAhr6h9B4B9L0Poj0szpLKitRrrqdm3D3V397Mc93z/kezn3O90Pv857rz0fMLj3nA/7vPfmDF6cu32OV8XFxZkvj+daALJfezyerBMdcOciHAHAv9ysWbP00EMPZZ15aYxRIpHQ77//rgsXLuivv/7Sn3/+qUQiocSlhPrj/UoNpa77QMupche5M6HF7/crOCeY2Wnx+/3Xff2/Yz6fj90X3HKEIwDAOC6XK3MsxLJly657jf2kcMdx5DiORkdHlU6nlU6n5XK55Ha75Xa75fV65fF45PV65fP5Mjs2BBvkI8IRAOCm2E8KB+4kfHgKAABgIRwBAABYCEcAAAAWwhEAAICFcAQAAGAhHAEAAFgIRwAAABbCEQAAgIVwBAAAYCEcAQAAWAhHAAAAFsIRAACAhXAEAABgIRwBAABYCEcAAAAWwhEAAICFcAQAAGAhHAEAAFgIRwAAABbCEQAAgIVwBAAAYCEcAQAAWAhHAAAAFsIRAACAhXAEAABgIRwBAABYCEcAAAAWwhEAAICFcAQAAGAhHAEAAFgIRwAAABbCEQAAgIVwBAAAYCEcAQAAWAhHAAAAFsIRAACAhXAEAABgIRwBAABYCEcAAAAWwhEAAICFcAQAAGAhHAEAAFgIRwAAABbCEQAAgIVwBAAAYCEcAQAAWAhHAAAAFsIRAACAxZPrAvLVxYsXVVFRkesyAADALXLx4sUpXecyxpgZrgUAAKBg8LEaAACAhXAEAABgIRwBAABYCEcAAAAWwhEAAICFcDRD0um0GhsbVV1drUgkot7e3qz5trY2VVRUaP369Tp27FiOqiwMk/WyqalJFRUVikQiikQiGhwczFGlhePMmTOKRCLjxr/66iutW7dO1dXVamtry0FlhedGvYzFYlqzZk1mXfb09OSgusIwMjKihoYG1dbWqrKyUh0dHVnzrMupm6yXrMspMpgRR48eNa+88ooxxpjTp0+bzZs3Z+bi8bgpKyszjuOYy5cvZ8PVgf4AAAaVSURBVF7j+ibqpTHG1NTUmEuXLuWitIK0f/9+U1ZWZqqqqrLGh4eHzYoVK8zAwIBxHMdUVFSYeDyeoyoLw416aYwx27dvN2fPns1BVYWnvb3dNDU1GWOM+eeff0w4HM7MsS6nZ6JeGsO6nCp2jmbIqVOntHz5cknSo48+qnPnzmXmOjs7tXTpUnm9XgWDQYVCIf3000+5KjXvTdTLdDqt3t5eNTY2qqamRu3t7bkqs2CEQiF99NFH48a7u7sVCoU0e/Zseb1ePfbYYzp58mQOKiwcN+qlJHV1dWn//v3asGGD9u3bd5srKyyrV6/Wtm3bMu+Liooyr1mX0zNRLyXW5VTxhOwZkkwmFQgEMu+Lioo0Ojoqj8ejZDKpYDCYmfP7/Uomk7kosyBM1MtUKqXnn39eGzdu1NjYmKLRqEpLS7V48eIcVpzfnnvuOV24cGHcOOty+m7US0las2aNamtrFQgEtHXrVh07dkxPP/30ba6wMPj9fknX1uBLL72kl19+OTPHupyeiXopsS6nip2jGRIIBDQ0NJR5n06n5fF4rjs3NDSU9cuPbBP10ufzKRqNyufzKRAI6IknnmAX7iaxLm8dY4zq6up0zz33yOv1KhwO6/z587kuK6/98ccfikajKi8v19q1azPjrMvpu1EvWZdTRziaIcuWLdPx48clST/88IMefPDBzNwjjzyiU6dOyXEcDQ4Oqru7O2se2Sbq5W+//aba2lqNjY1pZGRE33//vR5++OFclVrQFi5cqN7eXg0MDGh4eFgnT57U0qVLc11WQUomkyorK9PQ0JCMMfr2229VWlqa67LyViKR0AsvvKCGhgZVVlZmzbEup2eiXrIup46P1WbIypUr9c0336impkbGGL3zzjuKxWIKhUJ69tlnFYlEVFtbK2OM6uvrNWvWrFyXnLcm6+XatWu1fv16FRcXq7y8XA888ECuSy4oX3zxhVKplKqrq/Xqq69q06ZNMsZo3bp1mj9/fq7LKyh2L+vr6xWNRuX1evXkk08qHA7nury81draqsuXL6ulpUUtLS2SpKqqKl25coV1OU2T9ZJ1OTUcPAsAAGDhYzUAAAAL4QgAAMBCOAIAALAQjgAAACyEIwAAAAvhCMAdwXEcff755xNe88wzz8hxnJv6/rt27VJfX1/WWHd3d+bQ2e+++y7zANKnnnrqpu4BID8QjgDcEf7+++9Jw9H/4/XXX1dJSckN5w8dOqR4PD5j9wdw+/AQSAB57fDhw+ro6FAymVR/f7+2bNmiu+++W++//76Kioq0YMECvf3222ptbdUvv/yi5uZmVVZWaufOnXIcRwMDA9qyZYtWrFgx4X0OHDigsbExbdq0SY2NjfJ6vXrjjTfU0tKiBQsWqK2tTTt37lQwGNSOHTtkjNG8efMkSefOndOJEyfU1dWlRYsWaXh4WNu3b1dfX5/mzJmjDz/8UMXFxbejXQBuAXaOAOS9VCqlWCymjz/+WLt379Zrr72m5uZmffrpp5o/f76OHDmizZs3a9GiRdq6dat6enq0ceNGxWIxvfnmm/rss88mvceqVat04sQJSdKvv/6qM2fOSJK+/vrrrIM5Y7GYysrK9Mknn2QCV2lpqZYvX66GhgaVlJQolUqpvr5eBw8eVDKZ1I8//jgDXQEwU9g5ApD3Hn/8cbndbs2dO1c+n0+9vb2Z08avXr067m985s2bp71796q9vV0ul0ujo6OT3qOkpERXr15VZ2enFi5cqL6+PnV2dioYDCoQCGSu+/nnn1VeXi7p2rl/Bw8eHPe9Zs+erfvuu0+SNHfuXF25cuWmf3YAtx/hCEDe6+rqknTtUE3HcRQKhdTS0qJgMKiOjg7dddddcrvdSqfTkqQPPvhAVVVVCofDOnTokI4cOTKl+4TDYe3Zs0d1dXXq6+tTU1OTqqqqsq65//77dfr0aS1evFhnz57NjLtcLv33NCaXy3UrfmwAOUI4ApD3EomE6urqNDg4qLfeektut1svvviijDHy+/169913FQgENDIyoj179mj16tXatWuX9u3bp3vvvVf9/f1Tus+qVavU3NysvXv3Kh6Pa/fu3Wptbc26Ztu2baqvr9eXX36Z2R2SpCVLlui9997LGgNQmDh4FkBeO3z4sHp6erRjx45clwLgX4KdIwD/Kh0dHTpw4MC48Wg0qpUrV97+ggDkHXaOAAAALPwrPwAAgIVwBAAAYCEcAQAAWAhHAAAAFsIRAACAhXAEAABg+Q8wP24uSqf6TQAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# horizontal violin plot\n", - "plt.figure(figsize=(9,7))\n", - "sns.violinplot(y=\"species\" , x = \"petal_width\" ,data=iris , inner=None)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 320, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Muted palette\n", - "plt.figure(figsize=(16,7))\n", - "sns.violinplot(x=employment.Age , y = employment.Unemployed , palette=\"muted\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 321, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#Scale the density relative to the counts across all bins\n", - "plt.figure(figsize=(16,7))\n", - "sns.violinplot(x=employment.Age , y = employment.Unemployed , palette=\"Set1\" , scale=\"count\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 768, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Adjust the bandwidth of the KDE filtering parameter using \"bw\"\n", - "plt.figure(figsize=(16,7))\n", - "sns.violinplot(x=employment.Age , y = employment.Unemployed , palette=\"Set1\" , scale=\"count\" , bw=5)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 774, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Adjust the bandwidth of the KDE filtering parameter using \"bw\"\n", - "plt.figure(figsize=(16,7))\n", - "sns.violinplot(x=employment.Age , y = employment.Unemployed , palette=\"Set1\" , scale=\"count\" , bw=.2)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 323, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Limit the violin range within the range of the observed data using \"cut =0\"\n", - "plt.figure(figsize=(16,7))\n", - "sns.violinplot(x=employment.Age , y = employment.Unemployed , palette=\"Set1\" , scale=\"count\" , cut=0)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 324, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA8kAAAGrCAYAAADzb9XhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3XmYFPWdP/B3XX13z8V9KRgNEjURkURF1jxJljXRZJcYD1ZMNnnio2swGH1iEsXEuFmzbjzy6OqqMWuCP/A2MS5ZBcKhgjPIDXIMAwzMffc5fdfvj55qBhhmemaquqq7369/YLqrqz8Dc9S7Pt9DUFVVBRERERERERFBNLsAIiIiIiIiIqtgSCYiIiIiIiLqw5BMRERERERE1IchmYiIiIiIiKgPQzIRERERERFRH4ZkIiIiIiIioj4MyURERERERER9GJKJiIiIiIiI+jAkExEREREREfWRzS7AKj7/+c9j8uTJZpdBREREREREBmhsbER1dfWQxzEk95k8eTLefPNNs8sgIiIiIiIiAyxcuDCn4zjcmoiIiIiIiKgPQzIRERERERFRH4ZkIiIiIiIioj6ck0xERERERFSAEokEGhoaEI1GzS7FUhwOB6ZMmQJFUUb0eoZkIiIiIiKiAtTQ0ACv14uzzz4bgiCYXY4lqKqKzs5ONDQ0YPr06SM6B4dbExERERERFaBoNIqqqioG5H4EQUBVVdWouusMyURERERERAWKAfl0o/03YUgmIiIiIiIi6sOQTERERERERDh+/DjuvPNOXH/99bjllltw6623ora2dsTnq6urw+LFi3WsMD+4cBcREREREVGJ6+3txe23346HHnoIF198MQBg165d+OUvf4nly5ebXF1+MSQTERERERGVuHXr1uELX/hCNiADwEUXXYQ//vGPaG5uxrJlyxCLxWC32/HQQw8hlUrh7rvvxoQJE3D8+HFceOGFePDBB9HW1oZ77rkHqqpi7Nix2XPV1NTg8ccfhyRJmDp1Kn75y1/iL3/5C9544w2k02nceeeduOyyy8z41E/DkExERERERFTiGhoaMG3atOzHt99+O0KhENra2jBhwgR897vfxd/93d9h8+bN+M1vfoO77roLR48exQsvvACn04kvf/nLaG9vx//8z//gmmuuwfXXX49Vq1Zh5cqVUFUVy5Ytw4oVK1BVVYUnnngCb731FmRZhs/nwzPPPGPiZ346hmQiIiIiIqISN2HCBOzZsyf7sRZcr7/+euzYsQPPPvssfve730FVVSiKAgCYNm0aPB4PAGDs2LGIxWKora3FN77xDQDA7NmzsXLlSnR1daGtrQ1Lly4FkNm66oorrsC0adNGvJexkRiSiYiIiIiIStyXvvQlPP/889ixYwc+97nPAQDq6+vR0tKCiy66CHfddRdmz56Nuro6bNmyBcDAWy3NmDED27dvx8yZM7F7924AQEVFBSZMmICnn34aXq8Xa9euhcvlQnNzM0TRemtJMyQTERERERGVOLfbjWeeeQaPPvoofvOb3yCZTEKWZTz00EOYMWMGfvGLXyAWiyEajeK+++4743l++MMf4q677sKqVaswZcoUAIAoirjvvvtw6623QlVVuN1uPPLII2hubs7XpzcsgqqqqtlFWMHChQvx5ptvml0GERHS6TSWL1+OCy64AJdcconZ5RAREZFF7du3D+eff77ZZVjSQP82uWY+w3rbO3fuzO6JtW/fPixatAiLFy/G9773PXR0dAAAXn31VSxcuBDXX3891q1bBwDo6urCd7/7XSxatAhLly5Fb2+vLscSERUKv9+Pd999F0888YTZpRARERGVHENC8vPPP4/7778fsVgMAPCrX/0Ky5Ytw/Lly/GVr3wFzz//PNrb27F8+XK8/PLLeOGFF/DYY48hHo/j6aefxjXXXIMVK1Zg1qxZeOWVV3Q5loioUKTTaQBAKpUyuRIiIiKi0mNISJ42bRqefPLJ7MePPfZYttWdSqVgt9uxa9cuXHzxxbDZbPB6vZg2bRr279+PrVu34sorrwQAzJ8/H5s2bdLlWCKiQqGFZCIiIiLKP0NC8oIFCyDLJ9YEGzduHABg27ZteOmll/Cd73wHoVAIXq83e4zb7UYoFDrpcbfbjWAwqMuxRESFgh1kIiIiIvPkbXXrVatW4ZlnnsFzzz2HyspKeDwehMPh7PPhcBherzf7uMPhQDgchs/n0+VYIqJCwZBMREREZJ68hOQ///nPeOWVV7B8+XKUl5cDAC666CI88cQTiMViiMfjqKurw3nnnYfZs2djw4YNWLhwITZu3IhLLrlEl2OJiAoFQzIRERGNxEO/fhhdgR7dzlfpK8eyn/xUt/MVCsNDciqVwq9+9StMnDgRS5YsAQBceumluPPOO7F48WIsWrQIqqrirrvugt1ux+233457770Xr776KioqKvDoo4/C5XKN+lgiokLBOclEREQ0El2BHohXfka/872/d8hjqqurccstt+Dxxx/HV7/61ezj1157LT7zmc/g17/+tW715IthIXnKlCl49dVXAQA1NTUDHnP99dfj+uuvP+mxMWPG4IUXXtD9WCKiQpFMJs0ugYiIiChnM2bMwDvvvJMNyQcOHMhuz1uI8jYnmYiIcsOQTERERIVk5syZOHr0KAKBAHw+H95++21ce+21aG5uxl//+le8+OKLEEURl1xyCe655x48+eSTaGhoQGdnJ5qamvDTn/40u2uRFRiyujUREY0c5yQTERFRofnKV76C1atXQ1XV7La8PT09ePLJJ/Hiiy9i5cqVaG1txYcffggAsNls+N3vfof77rsPL774ornFn4KdZCIii2FIJiIiokJz7bXX4he/+AWmTp2KOXPmAMhc03R1deHWW28FkNl56Pjx4wCA888/HwAwYcIExONxc4o+A3aSiYgsJpFImF0CERER0bBMnToVkUgEy5cvx9e//nUAgCAImDhxIn7/+99j+fLluPnmm/HZz342+5xVsZNMRGQx7CQTERHRSFT6ynNakXo45xuOr371q/jzn/+M6dOn4/jx46isrMTXvvY1LF68GKlUCpMnT8bVV1+tW31GEVRVVc0uwgoWLlyIN9980+wyiIjw4Ycf4r/+678AACtWrDC5GiIiIrKqffv2ZYct08kG+rfJNfNxuDURkcVwuDURERGReRiSiYgspn9ITqfTJlZCREREVHoYkomILKZ/SOaeyURERET5xZBMRGQx/bdBsNqWCERERETFjiGZiMhiGJKJiIiIzMMtoIiILKb/cGuGZCIiIsrVo//+EII9Xbqdz1teibt/tky38xUKhmQiIothJ5mIiIhGItjThX+druh2vqePDB64b7nlFtxzzz246KKLEI/Hcdlll+Ff//Vf8b3vfQ8AcPPNN+P+++/HzJkzdaspHzjcmojIYmKx2IB/JyIiIrKSefPm4eOPPwYAbN26FfPmzcP69esBZK5hmpubCy4gA+wkExFZTjQazf6dIZmIiIis6vLLL8fTTz+N7373u9iwYQO+9a1v4Te/+Q2CwSD27t2LuXPn4sMPP8QTTzwBu92O8vJy/Pu//zv27duH5557DoqioKWlBTfeeCM++ugj7N+/H7fccgsWLVqEmpoaPP7445AkCVOnTsUvf/lL/OUvf8GGDRsQjUZx7NgxfP/738fChQt1/7wYkomILIadZKLSlE6n8dRTT2HKlCmGXPQREelt1qxZOHz4MFRVxZYtW/CjH/0Il112GTZt2oQDBw7gyiuvxLJly7By5UqMHz8ef/jDH/DMM8/gqquuQktLC/70pz9h7969+OEPf4jVq1ejtbUVP/jBD3DTTTdh2bJlWLFiBaqqqvDEE0/grbfegizLCIVCeOGFF3D06FHcdttthvy85HBrIiKLicViEB227N+JqDQEg0F89NFHeP31180uhYgoJ6IoYubMmdi4cSPGjh0Lm82G+fPnY9u2bdi6dSvmzp0Lj8eD8ePHAwAuvfRS1NbWAgDOPfdcKIoCr9eLadOmwWazoaysDLFYDF1dXWhra8PSpUuxePFifPjhh2hqagKA7PDtiRMnGrZ2CzvJREQW0xvthei0Ix2NnzT0moiKWyqVMrsEIqJhu+KKK/Dss8/ia1/7GgDgkksuwdNPPw1RFFFVVYVQKIS2tjaMGzcONTU1OPvsswEAgiCc8ZwVFRWYMGECnn76aXi9XqxduxYulwvNzc2Dvk4vDMlERBYT7Y1CctqR7A4yJBOVkGQyaXYJRFTgvOWVQ65IPdzzDeXyyy/H/fffj0ceeQQAYLPZ4PV6MWvWLAiCgH/7t3/DkiVLIAgCysrK8PDDD2e7yWciiiLuu+8+3HrrrVBVFW63G4888giam5t1+byGIqiqqublnSxu4cKFePPNN80ug4gIt91+OxJjPOita8R1113HuYlEJaKpqQn33HMPAGDFihUmV0NEhWDfvn04//zzzS7Dkgb6t8k183FOMhGRxUSjUYg2BaIsobe31+xyiChP2EkmIrIGhmQiIgtJp9OIx2IQFBmiTWFIJiohiUTC7BKIiAgMyURElqLNQRYUGYIiMyQTlZD+ITmdTptYCREVEs6ePd1o/00YkomILCQSiQAAREUGZCn7MREVv/4hmUOviSgXDocDnZ2dDMr9qKqKzs5OOByOEZ+Dq1sTEVmIFooFW6aTHI6ETa6IiPKl/36f8XgcNpvNxGqIqBBMmTIFDQ0NaG9vN7sUS3E4HJgyZcqIX8+QTERkIdlOsk2BaJMRDrOTTFQqTg3JRERDURQF06dPN7uMosPh1kREFhIOZzrHgk2GYFOyHxNR8YvFYgP+nYiI8oshmYjIQrRQrHWSezknmahkMCQTEVkDQzIRkYWcCMmZLaASiQSHXRKViP7BWFvpnoiI8o8hmYjIQrLDrRUFgk056TEiKm79gzE7yURE5mFIJiKykFAoBMmmQBAFiHaGZKJS0n9fdO6RTkRkHoZkIiILCYVCEB2ZbV+0kBwMBs0siYjyhCGZiMgaGJKJiCwkGAwCtszufKI9E5ZDoZCZJRFRnvT29kJyOQCc2A6OiIjyjyGZiMhCgsEgxL65yFonmSGZqDREIhGI7kxIZieZiMg8DMlERBYSCAb7DbfO/Mnh1kSlIRQOQbQpkLhHOhGRqRiSiYgsJBQKZsOxIEsQZYkhmahEhEJhCH3bvzEkExGZhyGZiMgi4vE44rF4dpg1AEgOOwKBgIlVEVG+hEMhiHYbBLvCaRZERCZiSCYisggtDGvDrQFAsCsMyUQlIJlMIhqNZm6S2WSOICEiMhFDMhGRRZwIyfbsY4Jdgd/vN6skIsoTbXi1aFcg2hUEGJKJiEzDkExEZBFaGO7fSRYdNvgDDMlExa7/TTLRbmMnmYjIRAzJREQWMdBwa7FvTrKqqmaVRUR50P/7X3TYEe3tRSKRMLkqIqLSxJBMRGQRA3aSnTakkilEIhGzyiKiPOj//S/1/QzgegREROZgSCYisgi/3w9RliEqcvYxbX4y5yUTFTfte1xy2CA6bSc9RkRE+cWQTERkEX6/H5LTftJjWkeJF8tExa2npweCJEKwKRCdDgBAd3e3yVUREZUmw0Lyzp07sXjxYgBAfX09brrpJixatAg///nPkU6nAQBPPfUUrrvuOtx4443YtWuXoccSEVldT08PBIeCSF0jInWNAADRyU4yUSno7u6G7HRAEITszbKenh6TqyIiKk2GhOTnn38e999/P2KxGADg4YcfxtKlS7FixQqoqoq1a9di7969qKmpwWuvvYbHHnsMDz74oKHHEhFZXVd3N0SnHb11DeitawAAXiwTlYiu7m4IfcOsteHW7CQTEZnDkJA8bdo0PPnkk9mP9+7di7lz5wIA5s+fj02bNmHr1q2YN28eBEHApEmTkEql0NXVZdixRERW19PTk+0cawS7AkEUGJKJilxnZwdEV2aYtSCKkF0OXr8QEZnEkJC8YMECyPKJhWdUVYUgCAAAt9uNYDCIUCgEj8eTPUZ73KhjiYisLB6PI9rbe9qc5MzQSwdDMlERU1UVXV3dkPpCMgCILjs6OztNrIqIqHTlZeEuUTzxNuFwGD6fDx6PB+Fw+KTHvV6vYccSEVmZNqxSdNlPe0502jjskqiIhcNhJOLxk77/RZcDHZ0dJlZFRFS68hKSZ82aherqagDAxo0bMWfOHMyePRsffPAB0uk0mpqakE6nUVlZadixRERWpoVgyek47TnBaUcnh12WjI0bN+K222/n6IES0tGRCcOS25l9THI50NHRCVVVzSqLiKhkyUMfMnr33nsvli1bhsceewwzZszAggULIEkS5syZgxtuuAHpdBoPPPCAoccSEVmZFohOnZMMZC6Wu4+zo1QqVq1ahYDfj46ODpSXl5tdDuVBe3s7AED29AvJHicS8TiCwSB8Pp9ZpRERlSTDQvKUKVPw6quvAgCmT5+Ol1566bRjlixZgiVLlpz0mFHHEhFZmbZAjzTAcGvJaUcwEkEsFoPdfvrzVFy0zqG2rSEVvwE7yX1/7+joYEgmIsqzvAy3JiKiwXV3d0OQJAg25bTntBVvOS+5tKRSKbNLoDxpa2uDqMgQ7Ce+/6W+rnJbW5tZZRERlSyGZCIiC+jq6oLsdmRX7O9P6y4zJJcWdpJLR1tbG2SP66Tvf8nryj5HRET5xZBMRGQBnZ2dEBy2AZ/TtoXhdjClhZ3k0tHS2gqh33xkABAVGbLDjtbWVpOqIiIqXQzJREQW0NHZCdF9+srWwInh1l1c4bqkJJNJs0ugPEin02hvb4fsdZ72nOhxspNMRGQChmQiIpOl02n0dHdnO8anEhUZkk1hJ7nEsJNcGrq7u5FMJLLDq/uTvC40t7SYUBURUWljSCYiMpnf70c6nT5pZdtTiW4HO8klhiG5NLT0hWDZ6z7tOcnrQldXF+LxeL7LIiIqaQzJREQm0zrEZ+okA5kh19peqlQaEomE2SVQHmRDsu/0TrLsdQGqyiHXRER5xpBMRGSybEg+w5xk7TkOty4tnJNcGpqbmyFIUnbtgf6kMnf2GCIiyh+GZCIik3V0dADAoMOtJZcD4XAY0Wg0X2WRydhJLg3Nzc2Qfa4Bt3+T++YpMyQTEeUXQzIRkck6OjogKjIEm3zGY6S+7WHYTS4dDMmlobGpacBFuwBAtCmQnXaGZCKiPGNIJiIyWUdHByS3c8BOkkbrMmtdZypeKlQADMmlIJlMoqO9HbLv9EW7NKLPjaampjxWRUREDMlERCZrb28/4x7JGobk0qGtas0VjYtfa2trZmX7sjOHZNnnYkgmIsozhmQiIpO1d7QPOh8ZAESnHYIocIXrEhCLxfv+jJlcCRlNC7+DdZIlnwfhcBiBQCBfZRERlTyGZCIiE0UiEfRGerNzjs9EEAXIbhdDcgnQwjFDcvHT5hrLPg8AIFLXiEhd40nHyH1dZnaTiYjyhyGZiMhEWugdKiQDgOB2oI0huejFGZJLRlNTE2SXA2Lfon29dQ3orWs46Rity8zFu4iI8ochmYjIRG1tbQByC8mSx5k9nopTOp3OLtjF7b6KX2NjI8RBhloDmfUIBElCY2PjoMcREZF+GJKJiEykdZLlIeYkA5mQHAwE2GEsYv2DMUNycVNVFY1NTYPORwb6plpwhWsiorxiSCYiMlF7eztEmwLBrgx5rNzXbea85OLVPxhHentNrISM5vf7Ee3tzc45Hozkc6GxiZ1kIqJ8YUgmIjJRa2srZM/geyRrJI8LADjkuohFIpEB/07FJ5eVrTVymRsd7R3cFoyIKE8YkomITNTa1gYhh6HWwIl5ywzJxUsLxpLbyZBc5LIhOYdOsuxzQ1VVtLa2Gl0WERGBIZmIyDTpdBrt7e2QvbmFZNFhgyjLDMlFLBwOAwAkjwORSBiqqppcERmlubkZoixBdDmGPJYrXBMR5RdDMhGRSfx+P5KJRHYY9VAEQYDk5QrXxSwbkr1upJIpDq8tYk19i3blNNWCIZmIKK8YkomITKINncy1kwwAoseJ5pYWo0oik4VCIQCA7HWd9DEVn8amJoje3G6QiYoM2e1kSCYiyhOGZCIik2ghOddOMpAJT+3t7Uin00aVRSYKBoMAAKkvPGkfU3FJJpPo7OjIadEujehhSCYiyheGZCIik7S2tgKCkF2QKxeSx4VkIoGenh4DKyOzBAIBSA47JIcNAENysWpra4OqqtmbIbmQvC40tzAkExHlA0MyEZFJ2traoHhcEMTcfxRrw3C5ym1xCgQCEB0KxL6Q7Pf7Ta6IjNDSN2VC9g1jFInPjVAwlJ23TkRExmFIJiIySXNLCwTP0Cvb9icxJBc1v98Pwa5AdNizH1PxGclUC8nLLeCIiPKFIZmIyCStra3ZznCuJLcDgigwJBep7p5uiE47BJsMQRIZkotUW1sbREXOjhjIhezhDTIionxhSCYiMkEoFEIkHB7WnEQAEEQRssfFC+UipKoqenr8kJx2CIIA2eng3PMi1draCsnjymn7J432s4KdZCIi4zEkExGZILv90zCGW2oy20BxAZ9iE4lEkIjHITozQ/AFpw1dXV0mV0VGaG1rgzjMqRaiIkNy2NHe3m5QVUREpGFIJiIyQXZO4jA7ydprWltaoaqq3mWRiTo7OwFkhtQDgOhyoL2jw8ySyACqqqKjowOyO/dV7TWS28GQTESUBwzJREQmyHaSRxKSPS5Eo1FuD1RktK6x5MqEZMntQHd3N2+GFJlgMIhEPD6srd80otuBVg63JiIyHEMyEZEJWltbIbscEGRp2K+VC2huYjqdxjPPPIONGzeaXYrldfR1jaW+DqPkciCZSCAQCJhZFunsxIiBEXSSPU50dXbyxgkRkcEYkomITNDS0gJxBJ0k4MQQbW2vVSvz+/14//338d///d9ml2J57e3tEEQRoiuz/ZO2PRCH1xYXbcSA6B7enGQgc+MkkUhwr2QiIoMxJBMRmaCltXVE85EBQPYUzn6pyWTS7BIKRnt7O2SPM7visTYclyG5uGSH1Tvtw36t2DcUnwu6EREZiyGZiCjPYrEYAn5/tlM4XIIsQXY7GZKLTHNL80mjC7SQzO2+iktXVxcgCBAdww/JUt8oA23INhERGYMhmYgoz7TOoOwd2XBrIDNUsxCGWzMk50ZVVbS2nDy6QFRkyK7C+H+m3PX09GTWIxBz3yNZI/Z1n/1+v95lERFRPwzJRER5lt3+aYSdZCAzL7mlADqMiUTC7BIKQiAQQDQaPW21c9HjRHMz98QuJj09PRAdthG9VnIwJBMR5QNDMhFRnmnDpEc6JxnIDMUN+P2Ix+N6lWUIhuTcNDU1AQDkMs9Jj8tl7uxzVBy6e3ogjDAkC7IEyaagp6dH56qIiKg/hmQiojxrb2+HKMsQ7cqIz1EoKx9bPcRbxYmQ7EakrhGRukYAgOTzIBwOcxuoIhIIBEbcSQYA0WHjHulERAZjSCYiyrO2tjZI/VYxHolCWeGaITk3DQ0NmRsnLgd66xrQW9cAIBOaAaCxsdHM8khH4VBoVDfIBJvCmyZERAZjSCYiyrPWtjaInuHvkdqftvJxR0eHHiUZJhaLmV1CQTjecBxyuee0GydKuRdAJkRT4YvFYkgkEhDtI+8kC3aGZCIiozEkExHlkaqq6OzogOQe+crWQGaVW0EUCyokc6XrMzt27Dikvq5xf6LLDsmm4NixYyZURXoLhUIAANE28k6yaFcQCof1KomIiAbAkExElEfhcBjRaDTbCR4pQRAge5yWn5McjUYH/Dud4Pf7EQoGIfd1jfsTBAFSuQf19fUmVEZ6i0QiAADBJo/4HIIiZ89DRETGYEgmIsojrfM72k4yAAguh+XnJPf29mb/zpA8sKNHjwIAlMrTQzIAyBVeHDt+DOl0Oo9VkRG0cDuqTrJNQSwa5dcDEZGBRn4rc5gSiQR+8pOfoLGxEaIo4qGHHoIsy/jJT34CQRBw7rnn4uc//zlEUcRTTz2F9evXQ5Zl/OxnP8NFF12E+vr6UR9LRGS2zs5OAIDkHt2cZO0cHR2doz6PkfqHZHa/BqYNpVYqfAM+r1T4EDlwDK2trZg4cWI+SyOdZTvJyig6yTYZqqoiGo3C5Rr5NnJERHRmeUuOGzZsQDKZxMsvv4w77rgDTzzxBB5++GEsXboUK1asgKqqWLt2Lfbu3Yuamhq89tpreOyxx/Dggw8CwKiPJSKyghMhefSdZMntQDAQsPRc33C/uZMMyQM7cuQIZI/rjCseax1mDrkufNoc/VGFZFk66VxERKS/vIXk6dOnI5VKIZ1OIxQKQZZl7N27F3PnzgUAzJ8/H5s2bcLWrVsxb948CIKASZMmIZVKoaura9THEhFZQWdnJwRRHNU+qRrJ5YSqqujq6tKhMmP0D8lhLjY0oLrDhyGfYag1AMjlXgiiiMOHD+exKjKCNuVAVKQRn0OU5ZPORURE+stbSHa5XGhsbMTVV1+NZcuWYfHixVBVNbvdhdvtRjAYRCgUgsfjyb5Oe3y0xxIRWUFXVxdkl2NUeyRrJLc9e06rCgWDqLBnAgF/Fp8uHA6jva0NSuXAQ60BQJBEKBVehuQioAVbrRs8EkJfwO4/lYGIiPSVtznJL774IubNm4e7774bzc3N+Pa3v41EIpF9PhwOw+fzwePxnNZ58Hq9J80pHsmxRERW0NXVBcFp1+VcojMzr7m7u1uX8xkhGAxgnFNGdyzFkDwALfgqVWWDHidX+nD48GGk02musVHA4vE4AECQRhGS+17b/xqKiIj0lbfftD6fD15vZjhZWVkZkskkZs2aherqagDAxo0bMWfOHMyePRsffPAB0uk0mpqakE6nUVlZOepjiYisoKu7C6JLn5Asuawfkv3+ACodMhRRQCAQMLscy8k1JCtjyhCNRtHS0pKPssggWkiGNPLLL6HvtdlzERGR7vLWSf7Od76Dn/3sZ1i0aBESiQTuuusuXHDBBVi2bBkee+wxzJgxAwsWLIAkSZgzZw5uuOEGpNNpPPDAAwCAe++9d1THEhFZQXd3D+TpE3Q5l2CTIUiSZUNyKpVCKByGr9IDr12G3+83uyTLqaurg+Jzn3HRLo0Wog8dOoRJkyblozRY+YhBAAAgAElEQVQyQCKRgCCJo5tu0TdUmyGZiMg4eQvJbrcbv/3tb097/KWXXjrtsSVLlmDJkiUnPTZ9+vRRH0tEZKZoNIp4LAa7TsOtBUGA7LRbNnwGAgGoqgqvIsErC+jp6TG7JEtRVRUHaw9CHqKLDABymQeiIqOurg7z58/PQ3VkhExIHvlQawAQ+obbp1IpPUoiIqIBcGITEVGeaGFW1CkkA4DgsFk2fGoLipXbJZTZJHR1WntP53zr7OxEwB+AMmbokCyIAuRKH2pra/NQGRklmUxmQ+5ICaKQPRcRERmDIZmIKE+yIVmH7Z80gsOGbouH5DK7hHK7ZOlVuM1w6NAhAIAypjyn45Wx5Th27BiH2RawVCqVDbkj1heyGZKJiIzDkExkUeFwOHsRTcVBW7hK0jEkiw4bgkFrLojV0dEBAKiwSaiwS4jGYtwruZ9Dhw5BkCQoFWfeI7k/25hypNNpHDlyxODKyCiZkDzaTnJhhOSdO3fih3feiXvu/hFaW1vNLoeIaFgYkoks6vnnn8cDDzyQ3VeTCp+2BZKenWTRYUMoGIKqqrqdUy8dHR2wSSLciohKR2YeZnt7u8lVWcfBgwehVPqyqxUPRRuWzSHXhSuVSgGj7iRnXp9Op3WoyDh79+5Fe0cHmppbuMc3ERUchmQii9qyZQsA63cLKHfZkGzXMSTbbUin04hEIrqdUy+tra2ocsgQBAGV9sw6kW1tbSZXZQ3JZBJHjx6FMnbo+cgayWmH4nUxJBewVCoFjGZlayC7MrbVF+7y+/2wSUL270REhYQhmcjirN4toNwFg0GIsgRBHt3qtv1pWwdpAdxKWpqbMdaR+TUzxpkJydznN+Po0aNIJpM5z0fWSFVlqD3EkFyo0un0qEOy1km2ekju7u7GBJcCSRAsu00dEdGZMCQTWZwVh9HSyITDYYi2wffDHS7tfFab65tOp9HW1pYNx05ZhNcmMyT30brBtrHDC8m2seXo6e5BJ1cKL0jpdHrUGRnInMDqvxu6OjpQYZNQ5pC5aB8RFRyGZCKLYye5eIRCIQh2nUOy3ZohubW1FclUCuOdJz7fcU4JjQ0NJlZlHYcOHYLsdkByOYb1Om1eMhf1K0y6dJKFfueyKFVV0dHZiXKHhAqbyLUIiKjgMCQTWZyVL4RoeELhMARF1vWcQl8nORQK6Xre0WroC8MT3CdC8gSXjIaGBst3wPKhtrYWclXu85E1SkVmoS+G5MKkR0gWCmDhrp6eHsQTCYx1yKhySGjlCBIiKjAMyUQWZ+ULIRqesAEhWbRlztfb26vreUdLC8njnSc+34kuBb3RaMkPFQ4EAujo6Bj2fGQAECQRSqWPi3cVKFVVdegkW3+4tTatosopY6xDhj8QsNzPKCKiwTAkE1kcQ3Lx6O3thWDTuZPcF7qttrr10aNHMcapwCGf+DUz2ZPpKtfX15tVliXU1dUBODF0erjkqjIcOXrU8gs30en0+Xlu/U5ydiSJS8Z4V+b7vrGx0cySiIiGhSGZyOJ4IVw8IpEIREXfOcmCLAGCYLkuzdEjhzHFffINgUluBQIyAbqUaXvGKpW+Eb1eqSpDIh5n6ChAmeHWozxJAcxJPn78OByyhHKbhAmuzM+BBq5HQEQFhCGZyOKsfCFEwxOLRSEo+m3/BGT2TJVssqVCciAQQHtHJ6Z6Tt4P2i6JGOeyZTupperw4cNQyjwQRzj03lbly56HCosew621fZKt/LvhyJEjmOzO7JE+xinDLos4cuSI2WUREeWMIZnI4thJLg7JZBKpZEr3OckAIMgyotGo7ucdKS0En+W1nfbcWV4ZdYcOWXo+pdHqDh+GPMIuMgBIPjdERWboKECpVGr0c5KRWbzLqiE5mUzi2LF6TOlbtE8UBExxK7ypQ0QFhSGZyKK0EMGQXBy0ECvK+naSgcyQayuF5NraWogCMNV7+tDys7w2BEMhtLa2mlCZ+Xp6ehDw+0cVkgVBgFzhLflh64VIly2gAEAQLHujqb6+HolEEmf7TtwkO8ur4OjRo4jH4yZWRkSUO4ZkIotLJpNml0A60EKsUAIhef++fZjsscEunf4r5hyfPXPM/v35LssStGCrVHpHdR650oej9fWW7SbSwHSZk4zMjRKr/t8fOHAAADC973sdAGb47EilUiU/1YKICgdDMpFFafPO2EkuDrFYDEBmaLTuZDF7frPF43HU1dVhRl8XqaY1jJrWcPb58S4ZbkUq2ZB87NgxAJn9jkdDqfAiEY+XbEe+UKVSKQiiDpdeomjZ3w179uzBGKeCcvuJG4IzfHYIArB3714TKyMiyh1DMpHFWfVCiIbnREg2oJMsSZYJybW1tUgkkzi3LNNFqm4No7pfSBYEAZ/y2bB3927LDhc10vHjxyG7nRDto1vlXK7wZs9HhSOV1m9OshV/NySTSez75BPMLD95PQKXImKqx4bdu3aZVBkR0fAwJBNZXCKRMLsE0oE2F8+w4dYWCcl79uyBKACfKrOf8Zhzy+3o7O5Gc3NzHiuzhmPHj0Eq94z6PEpZ5hwMyYUlmUxBEHUIyYJoyak4+/btQywex8wKx2nPzSy341BdHQKBgAmVEREND0MykcVZ8UKIhi/bSR5gnu5oCZKEeNwaIXnXzp04y2uHQz7z56ldQO/evTtfZVlCOp1Gc1Mz5DL3qM8lyBIUr5t7JReYZDIJ6DDc2qqd5I8//hiKJOK88tNvkl04xglVVbF9+3YTKiMiGh6GZCKLY0guDsZ2kkXE4+aPOOju7saRo0cxq+LMXWQAGOOUMc6lYPu2bXmqzBra29uRTCYhl42+kwwAos+FBouH5CcefxyLFi3C2rVrzS7FEpLJpD43yiTrzUlOp9P4eEsNZpbbYBvgc5ziVlDhkFH90UcmVEdENDwMyUQWx+HWxUH7fzSikwxJQsICW6vs3LkTAHB+5elDLU91frkdn+zbZ6lVuY3W1NQEAJB9o+8kA4Bc5kZLc7NlVzkGMsNvgcxcdeq76anHFlCiYLnfDfv27UN3jx8Xj3UN+LwgCLh4jAO7d+9GMBjMc3VERMPDkExkcVa7EKKRye4PKhmxcJdoia+TLVu2oNKhYLJ76EWpLqhyIJlMZoN1KWhpaQEASN6BQ8RwSV4Xkskkuru7dTmf3tLpNMKRCAAwFPVJJBK6jCYRRGt8z/f34YcfwiaJuGCQm2Szx7qQSqfxEbvJRGRxDMlEFqWt/Mvh1sUhO9zaiDnJsoRUKmVqRzEajWLP7t24oNKe3b5sMDPK7HArErZs2ZKH6qyhra0NoiJDdNiGPjgHcl/Ytuo2UKFQKPs12WPRIJ9vyURCt+HWcQuMHtH09vZi86ZNmD3GMeBQa81kt4LJHhvW/e1veayOiGj4GJKJLM5KF0I0cieGWxvTSQbM/VrZtm0bEskkPjvGmdPxkiDgwko7tm3dWjJf462trZA8rpxuIuRC8lg7JGsdbrskMCQjc+NTzznJVvq+2bRpE2LxOD4/YfCpBIIg4AvjXThaX4/Dhw/nqToiouFjSCayOKsNqaORMXJOstC3Wq6ZXyubN29GmV3GdF/uXdLPjXUhGouVzJDr9o52iO6h52vnSuo7V2dnp27n1FNHRwcAYIbPjp5AoORHxZxY4V6H4dYW2htdVVW89+67mOyx4Wzv0N//l4xzwSaJeO+99/JQXWF59rlncfPNN+Ptt982uxSikseQTGRB/S8mrdQtoJHL/j8OsUeqqqpIRWJI+sMIHzyWHXY/GG2Oo1lfK6FQCDt37MBnqxwQh9ElPbfcDo9NwqZNmwyszhpUVUVHRyckT26d9lwIogjZ7cyGUavR6jqnzNb3+VuzznzJhmRFh5CsWGdv9H379uF4QwOunOjOaZSESxZx6TgnNm3aBL/fn4cKC8e+ffuRTqdx4MABs0shKnkMyUQW1D/sMCQXh0QiAVGWhryIjBw8jlQwgnQ0jkD1J4gcPD70yfu602Z16mpqapBMpTBn3PAWpJIEARdXObBt61ZE+hZ4Kla9vb2IRaOQXPp1kgFAdNot20luaWmBXRYxw2fPflzKsiFZj4W7ZBmxmDVWhn/nnXfgtkmYfYZVrQcyf5IHyWQSq1evNrCywhMKhQAAAS50R2Q6hmQiC+ofjK0ypI5GJ5FI5DTMMtbQNujHA9HOa9Zw6/fffx/jXQqmeoZe1fpUc8a7kUgmUV1dbUBl1qHNz5Vcg+8hPVyiy46u7i5dz6mXxsZGjHPKGOeUAZzYAqtUadudCbI86nOJsoRo1PzfDQ0NDdixYwfmT3TDJuU+imS8S8EFlQ689+67JbUN3GCSySQi4TAAsMNOZAEMyUQW1D8YMyQXh3g8ntN8ZDWVGvTjgZi5cFdzczMOHDiAOeOcI1qQappHwXiXgg3r1+tfnIX09PQAyHR+9SQ67eju7tH1nHo5fqweE10yPDYJXruMY8eOmV2SqXp7ewEAojL6kCzYZMRjMdP3yP7Tn/4EmyRi3sTh7/39palehMJh/I0rXQPot02aJMLv9+c01YaIjMOQTGRB/e+sMyQXh3g8rsswy4GYGZI3bNgAQQDmjhv+RTKQWe328+NdOFhbW9SdRq0zJDr0D8nR3l7LLfDX3d0NfyCISX17Zk9ySjh65IjJVZlLC8mCHiFZkaGqqqm/H5qbm7F582bMm+iCewTzrKf77Di33I6/vP02pxUB6OrKjAixVZUhEY9nv16IyBwMyUQW1D8kcyhacUgkEtm5w3rThlvn+0IzmUxi44YNOL/CgTL7yG8AzBnngigIWLdunY7VWUsgEAAASDrtkayR7LaTzm8Vhw4dAgCc1bfa8VleGxoaG0v655k2716w6TDcui9omzmX/6233oIsCvjiZO+Iz7Fgqg/+QABr167VsbLCpK0toIwtP+ljIjIHQzKRBWUvJCURkd7iXtCoVMTj8exWTXozq5O8fft29Pj9uHyIvVGH4rNJuKDSgY0b1luuI6qXQCAACAIE+/DnbQ9G7AvdQYst9HPw4EFIgoDJ7r6Q7LMhnU6jrq7O5MrME+6bbyraRv81IPSdQztnvjU2NuLDDz/EvAkueG0jv0H2qfJMN/ntP/+p5EdNtbe3AwBs4ytP+piIzMGQTGRB/YdZRcIMycUgHo8b1kmGSVtArV2zBmV2GedXjn7F5ssnuhEMhbFlyxYdKrOeUCgEya6MaN72YLTQra2KaxWf7N2Ls3227GJOM3x2CALwySefmFyZefQMyaLJIfn111+HIgr40pSRd5E1V0/zwR8Ilvy+ya2trZBsCpRKX/ZjIjLPoGN+/vSnP53xuX/8x3/UvRgiytAufARJQoTzkopCLBYrqjnJra2t2LV7N/5hmg+SDsHvvHI7qpwKVq9+D5dffrkOFVpLKBTSJRydSjunlUJyMBjE0fp6LJh6IkA5ZRFTPTbs3rUL3/rWt0yszjzhcDizDZwON8vEviHbZvy/Hz16FNXV1fj7qV54RtFF1swos+P8CgfefvvP+NKXvgSXa3hbyRWLpuYmSD4XRIcNkk1Bc3Oz2SURlbRBf1LX1dWhrq4Ob7zxBlatWoXm5ma89957WLVqVb7qIypJ2blrkohIJMxVLotALB4DctgCaiTM2AJqzZo1EAUBl41yqLVGFARcMcGFAwcOFuUqyOFwWJe5qKcSLdhJ3rlzJ1RVxaxTRhjMqnCg7nBdyW5vEwwGs3PIR0sbZm/G//srr7wMlyLhKh26yJqvne1DOBzBO++8o9s5C01DQyMknxuCIEAqc6OhocHskohK2qAh+e6778bdd98Nm82G5557DrfffjuefvppJJPJfNVHVJK0Cx9BEpFKprjyZxHIdQuokdA61Pma0xeLxbB+3TpcWDW6BbtO9fnxLiiiiNWrV+t2TquIRCKADqsan0pbKdlKK+Fu2bIFPruMKafsm31BlQOqCmzbts2kyswVDAZ1m5Mu2s0Jyfv27cPOnbvw5SkeuGT9fp5N8djwuTFO/HXVqpK8iRIIBBDw+yFXZG48yOUe1B87xhvkRCbK6SdcV1dXduXM7u7u7H6PRGSMUCgEiALQN4zVaovy0PDFYkZuAZXfOcmbN29GOBLBlRM9up7XrUi4eKwD77+/0bS5lkaJ9EZ02R/3VIIsAYJgmZAciUSwY/t2fLbKAfGUYfiT3QrGOBVs3rTJpOrMFQgGAZ2G3AuyBFGW8rqquaqqePnllSizy5in8/c+AHz1LB8SicSgU/2KVX19PQBA0UJyhQ+9kQg6OjrMLIuopOUUkm+77TZ885vfxD/90z/h+uuvx09/+lOj6yIqaYFAAIIoZldDttr2LjR8hu6TLAoQJDEvnWRVVfHuu/+HiW4bzinTdzsjALhyogfxeAIbN27U/dxmikQiuuyPeypBECDZFFO3Aupvy5YtSCSTmD3WedpzgiBg9hgH9n7ySXZP2FISCPizw6T1IDnseb2Bun37dtTWHsKCqZ7sgmyDqWkNo6Y195td41wKPj/ehTVr1pTcys7aqu9KZVnmz6qykx4novzLKSQvWLAAq1evxu9+9zusWrUKl156qdF1EZW0Hr8/00UWMxcipTj8rNgkDAzJACDKcl5Ccm1tLerrj2HeRJfuKzUDwFSvDWf77Fj93rtIp9O6n98ssWjMkE4ykNkz1yr7D69ftw7jXArO9g4cBi8d74aqqkV3EyQXgUBQ132yBbuSt98N6XQar7z8MsY4FXx+fG7rEFS3hlE9jJAMAAumeSGoabz++usjKbNgHTp0CEqZJ7vGgFLhhSCJ2f3GiSj/cgrJW7ZswTXXXIObb74ZTz/9NF577TWj6yIqad3d3RCkE51khuTClkwmkUqlDA3JgizlZbj1u+++C6csYc4441agvXKiGy2tbdi9e7dh75FPqqpmVjc3KCRDliwRko8fP44DBw/iC+PPfANlrFPGp8rs+NvatUV1E2Qo8XgcsWhU106y4LDl7XdDdXU1jjc04OppXkii/jfHNOV2GfMmuvHBBx+gsbHRsPexknQ6jX3790MeW559TJBEKFVl2Ld/n4mVEZW2nELyE088gZdeegljxozBbbfdhpUrVxpdF1HJSqfT8Pt7AFHM7qvb3d1tclU0GlqHVzQ4JBsdlLq7u1FTXY2545ywG7XnM4DPjnHCa5Px7rvvGvYe+RSPx6GqqnHD7WXREnOS3333XSiiiM+PH/wGypWT3Ojo7MTWrVvzVJn5tDArOuy6nVN02NCdhzVi0uk0Xn/tNUxw23DxAMPo9fblKV4oooA33njD8PeygmPHjqE3EoFtfMVJj9vGV+Lo0XrLTKUgKjU5XeWIoojy8nIIggC73Q63W58tP4jodMFgEKlkKtNJFjLzzjo7O80ui0ZBC8mCQVtAZc5t/JzkdevWIZVOY94kY38HyKKAy8Y7sXPnDrS2thr6XvmQ/f836iaJJGW2GDOR3+/H+xs34pJxTriVwT/PC6qcqHTIWPW//5un6syXDclO/TrJosOGUDBo+ArImzdvRnNLC66e5jltMTYjeGwS5k9yo7r6o5LYBkkbMWOfUHXS47YJlVDTaezdu9eMsohKXk4hedq0aXj00UfR09OD5557DpMmTTK6LqKSpa1mqQ21ltwOrnBZ4AwPSQAgS4aG5GQyibVrVmNmhQNjnfqs0DuYyyd6IEDA2rVrDX8vo2X//4cIjyMlKBKiUXND8v/93/8hmUzii5OHXvVYEgRcNcmDAwcPYv/+/XmoznxaSJac+nWSJacdqVTK0JXg0+k03nrrTUx023BhlfFdZM1Vkz1QRLEkVrreuXMnlHIvJNfJ+4rbxlZAVGTs2rXLpMqISltOIfnBBx/EpEmTcMkll8DpdOKhhx4a0Zs9++yzuOGGG7Bw4UK89tprqK+vx0033YRFixbh5z//eXZ+0lNPPYXrrrsON954Y/aHgx7HEhWCbOesbzir6HGipQi6aaXM6JAEGD/cetu2beju8WPexPyMJCq3S7ig0oH169YV/D7hRo8kEGQJMRPnJIdCIbz77v/hojFOjHfldgPlCxNccNskvPnmmwZXZw3a1pm6DrfuC9xGbsu5detWNDU14ytT8tNF1ngUCfMmurB58+aiGE1yJuFwGPv374dt8pjTnhMkEcqEKmzdtpX7JROZIKeQfMcdd2Ds2LG4//77sXjxYthswx8uVF1dje3bt2PlypVYvnw5Wlpa8PDDD2Pp0qVYsWIFVFXF2rVrsXfvXtTU1OC1117DY489hgcffBAARn0sUaFoa2sDcKLrKHmc6OzoQCqVMrMsGgUtvBq9cFevgUFpzerVqHDImFXpGPpgnVwx0Y1QOIyampq8vacRjB5JIEgSYibeSFi1ahVi0Rj+YZov59fYJBFfmuzBnj17SqKbrK0roetw676QbOSaFe/85S+ocir4bB7mIp9q/iQvRAH461//mvf3zpcdO3YgnU7DMXXcgM87po5DT3cPDh8+nOfKiCinkPzjH/8Y27Ztwze/+U3853/+J44cOTLsN/rggw9w3nnn4Y477sBtt92Gq666Cnv37sXcuXMBAPPnz8emTZuwdetWzJs3D4IgYNKkSUilUujq6hr1sUSFoqmpCbLbCe2mvexzI5VKldy+kcUkH8Otjewkt7a2Ys/evfjCeFdeu0nnltsxxqngbwV+o9PwkGzwUPvB9PT04K+rVuFzY5yY6B7eMPx5E93w2mS88srLRd8p8/v9kBz27DQaPWhDt41a4bq2tha1hw7hqkluSHn8vteU2yXMHuPE+vXrDB1SbqaPqqshuxxQxpQP+LxjylgIolDwNwqJClFOP63POecc/PjHP8bvf/97tLS04Nprr8W//Mu/DGt7ju7ubuzZswe//e1v8eCDD+Kee+7JrPbZ94PX7XYjGAwiFArB4zkxp0l7fLTHEhWKhoYGiL4Tq8PKZZmv8VLZDqMYnegkG7QFEIwNSuvXr4cgYMhVi/UmCgK+MN6J/QcOoLm5Oa/vrad8hOS4SQt3vfXWW0gkEvjq2bl3kTU2ScSCqR4cOHAQ27dvN6A66+jp6dF1PjJgfCd59erVcMgiLjVwu7ehzJ/sQTyeKMp9tSORCHbu2AHbtPFn3DJNtNtgm1CFTZs3F/2NJCKrySkkb9iwAUuXLsV3vvMdzJw5Exs2bMCvf/1r3HfffTm/UXl5OebNmwebzYYZM2bAbrefFF7D4TB8Ph88Hs9JdwzD4TC8Xi/EfndfR3IsUSFIpVJoaGyEUnbi5o8Wko8fP25WWTRK+ekky4bM3U2n09i4YT3OL3eg3G5cyD+TuePdEAUB69evz/t76yUfITmVTOV9SkZjYyPWrl2Dyya4RryY22UT3BjrUrBixf8r6iklXd3dEHQcag0AoiJDlGVD5iSHQiF8tHkz5ox1wiEbt93bUKZ6bDjLZ8faNauLLiTW1NQgmUzCefbEQY9znD0RnR0dOHjwYJ4qIyIgx5D89ttvY9GiRXj77bfx/e9/H1VVVRg/fjx+8IMf5PxGl1xyCd5//32oqorW1lb09vbisssuQ3V1NQBg48aNmDNnDmbPno0PPvgA6XQaTU1NSKfTqKysxKxZs0Z1LFEhaGlpQTKRgFx54saOaJOheN2or683sTIajXwNt04mErovVLh371509/gxN89dZI3PJuH8Cjs+eP/9gl2EMR8Ld/V/n3xZuWIFbKIwrLnIp5JEAdee5UNTUzP+9re/6VidtXR3d2c7v2eiqipSkRiS/jDCB4/lFAoll92QkLx582YkUyl8YYL5W35eNt6FpuaWopuX+/4H70PxuaGMKRv0OMe08RBlCe+//36eKiMiIMeQ/B//8R+ora3Fgw8+iD/84Q/ZbsXf//3f5/xGX/ziF3H++efjuuuuw+23344HHngA9957L5588knccMMNSCQSWLBgAS644ALMmTMHN9xwA5YsWYIHHngAAEZ9LFEh0Ob7K5UnX3RKFR7UFdkFQinJ18Jd/d9LLxs3boRTkfCZPG7/cqpLx7nQ3dNTsPuF5qOT3P998mH37t3Ytn07vjzFA69tdJ/XhVUOnFNmx2uvvopQKKRThdaRTqcR8PshOgbvJEcOHkcqGEE6Gkeg+hNEDg49ekhw2NDdo/9w6w/efx8TPTZMHuY8cyN8dowTiigWVUhsa2vDvk/2wT594hmHWmtERYZ92nhs2rTJtLUHiEpRTmPnHnjgAfh8PlxxxRWoqanB/fffj0ceeWTYb/bjH//4tMdeeuml0x5bsmQJlixZctJj06dPH/WxRFZXV1cHUZazQ6w1yphydGw7gEAgwOkDBShfnWQAiMfjcLn06frG43Fs/fhjfK7KAUXM/8I9ms9UZYZ8bt68GRdeeKFpdYxUsYXkVCqF5X/8A8Y4FVw12Tvq8wmCgH+aUYZHt7fhzTffxC233KJDldYRCoWQTqeHnJMca2g77WP3p6cN+hrRadd9TnJ3dzdqDx3CV8/yDRng8sEpizi/woYtNTX49re/bYmaRmvDhg0AANc5k3M63nnOZHQdbsKWLVswb948I0sjoj45dZLr6+vxk5/8BF/+8pfxs5/9DMeOHTO6LqKSdODAAchVPginBBJb33Cs2tpaM8qiUYrH4xAkydCLOyOC0o4dOxCNxXDxGPO6yACgiAIuqHSgproayWTS1FpGIh9bQPV/H6OtWbMGDY1N+PrZPshD3DypaQ2jpnXolYmneGz4wgQ3Vr/3XtEtUpjdI9k1+PZp6ilzsk/9eCCi0w5/j76rW2/btg0AcKGJo0dOdUGVE909PSPaXcVqUqkU1q1fB/ukMZDcuf0b28ZXQva6uaUpUR7lFJJjsRh6e3sBZIbyFfPiGkRm6e3tRX19PWzjKk57ThlTBkEUceDAARMqo9GKxWIQFeO6yIAxIbmmpgYem4RPleu7Ku9IfG6ME5He3oIcch2LxSDKxt0k0b628hGSg8EgXnv1VZxX7hpv+NAAACAASURBVMCFVUPvmV3dGkZ1DiEZAL52lg82UcDyP/6xqBZp0kKy3qtbA4DksCEajer6f79r1y5UOGRMcOV/ob4zmVWR+Vrbs2ePyZWM3o4dO9DT3QPXuVNzfo0gCHB+ajIOHDhQdDeRiKwqp5B8yy234Bvf+AbuuOMOfOMb38C3v/1to+siKjkHDhyAqqoDhmRBkqCMKcOeAgwIlOkkiwYt2qQRJDH7XnpIJpPYsX07ZlXYTdkj9VTnlTtgk8Rsl6uQRKNRiIqR239lzp2PkPz6668jGo3in2aU6R76PTYJC6Z5sGv3buzYsUPXc5sp20keYk7ySGiLgem1eJeqqti/7xN8ymez1LBmj03CBLcNnxTB78DVa9ZAdjlgnzJ2WK9znjMZgiiym0yUJzmF5K9//et49dVXcdttt+Hll1/GNddcY3RdRCVn9+7dECRxwJAMALYJVTh69Cj3/S5A8XgckIzdRkUbcptIJHQ538GDBxHp7cUFldYYcmmTBHy63IZtH39ccF3GWCxWkIu2ner48eNYs2YNLp/gwkSDFnS6cqIH41wKlv/xDwU5tH4gfn9mOPRQq1uPhHZO7T1Gq7W1FcFQGDPKzB89cqoZXgW1tbUF9/3fX1tbG3bt2gXHpzKBdzgkpx32qeOwYeMGLuBFlAeD3tr+0Y9+dMY7iY8++qghBRGVqp27dkEZW3HGi2n7xCqEdh3Cnj17cNlll+W5OhoNbU6ykfTuJO/atQuiIOA8Cwy11syscGD3oW40Nzdj0qRJZpeTs3yFZKMvnP/fSy/BIYu4+izjFg+URAH/ON2H5/a2Yc2aNfiHf/gHw94rXwKBQGa4vQFfA1Jfd1qvkKxtNTjFAqtan2qKR8GmljDa29sxbtw4s8sZEa0L7PpU7kOt+3N9ehq66muwefNmXHXVVTpWRkSnGjQk33jjjSd9LAhCQd/BI7Kq9vZ2NDU2wnvJzDMeo4wph2S3Yfv27QzJBSaRSBjfSe63urUe9uzejbO8NjhkY+sejk+Xn5iXWEghORqNAgbeJMlHSN61axd27d6Nb0wvg9vg+fXnVzhwXrkDb7zxOq688kq43ebv1Tsafr8fksNuyPBl0ZG5iRUIBHQ53/HjxyEAmGDBkDypr6aGhoaCDMmJRAJ/W7cO9injILmHns8/ENu4CijlXry3ejVDMpHBBr36mTt3LubOnYtzzjkH7733Hp599lmsW7cOn/70p/NVH1FJ0OZZOgaZoySIAmyTxmD7ju1cPK/AJBIJwOgtlPqG7ukxRDUajeLI0aM4t0z/OZSjUeWQUOFQsG/fPrNLGZZoNArk2EVUVRWpSAxJfxjhg8dyujGtzUnWFtjUWzqdxsqVK1DpUHDlJM/QLxglQRDw9ek+hMMRvPPOO4a/n9ECgQAEuzGhU5vnrNc0nI6ODvgciqlbvp1JlSPzdd7e3m5yJSNTXV2NcCgE93ln7iJH6hoRqTvzwlyCIMB57hQcPXIEhw8fNqJMIuqTU4tg6dKlOOecc3DPPfdgypQpA+53TEQjV1NTA6XcA9k3eMfEPnUcwqEw9u/fn6fKSA+JZCIbYo2iDbfWY05yXV0dVFXFdJ91hloDmQvEs70yag8W1irvvdFozkNtIwePIxWMIB2NI1D9CSIHjw/5GqM7yTU1NaivP4avnuUZcssnvUzx2DB7rBN//esq3RalMouRIVmQRIiKrFsnubOzExU264we6c+tiJBFAV1dXWaXMiKr16yB4nPDNrHqjMf01jWgt65h0PM4Z0yCKEtYvXq13iUSUT85/yS86aabMHPmTPzzP/8zIpGIkTURlRS/34/9+/fDPnX8kMfaJ42BKEuoqanJQ2Wkl0QikQ2xRhF07CRr+3Gf5bVWJxkAzvba0NXdU1AXyrFY7iE51tA26McDEUQBgiQZEpLT6TTefON1jHcpmD3Wpfv5B3P1WT4kEgn87//+b17fV2+BYNCQla01ksOuW0gOh0JwydbrIgOAKAhwKhLC/5+9N4+S6yzPfZ9vjzVXdfU8j2rJsiwbZIPhmkFwAAcCJxzg2JDgk5Pcte5dufiuLBJgZTLJyTqL45MQG+xjYw4XBxk7cQwG28GSsS3J1mBrssbW0OpJ3a1u9dxVXfOe7h9VuzTYatWwvz1I+7eWFm5Rvb9XXdV7f8/3vu/zJksbKWYnJicncXZwEJ6+tqrL7hmBh9jVjL1vveXux11cKFLSrq2npwcvvvgiZmZmsH37dkQiEYyOjl4XQ91dXKxm37590DQNns6ma76W4TkIrfV4++233ZJrB6Eoqgnl1qSwVvWfi/HxcdR6efh4+2WU2gN5sTE+Pm5xJKWTyZRu3KVd8f5d+fXVYHiWirv1wYMHMXl+Cp9uD4IxeSRQvZfHpnofXv3tbw0TgVaQSCTACPR6fInAGSYc0+kUPKw9RTIAeFnGkcJw+/btIAwDb2+rIdfz9bdDyuWwZ88eQ65HA1VVceHCBdfLyMWxlLQDGhkZwXPPPYc///M/x5NPPonl5WU88MAD+O53v0s7PheX6549e/eCjwTB1wRLer23qxkrKys4ceIE5chcjEJRFOozR0lBJKuqWvW1zo2NosVH15ypUvTRQ04SyblcDgxFd2sAYDjOMNO2S/nNb/4dtV4e76u3ZhTYf2gLIidJjp0NK8syctkstXJrAIDAIZFIGHIpRVFNPwwpB0KMuceZiSRJ2LV7F8T2hqIbebXw0RD4mhB27NhhyPVo8OKLL+Kb3/ymW/nm4lhWdbfWeeqpp2jH4eJyQzIzM4Ozg4MIvq+/5O8RW+vBigJ2796NW2+9lWJ0LkahKgogUN54EmMyybIsY2Z2Dhta7eko7OUYhD0cpqamrA6lJDRNQy6bBU9ZJBPO+Ezy8PAwzp4dwhd7wpYJpyY/j3U1Hvz2lVfw+c9/HhxX0rbFNugZXpqZZEbkETfIuIshBHZP/NE+cDSaw4cPI5lIIvrBq0+vKBdCCLx9rRg7cArj4+Po6Ogw7NpGMTMzAwCOao1xcbmUkjLJDz30EO66667L/ri4uFTPrl27AADe7tLH2RCWgdjZiP379zuy7OxGRFHVooilhkEieWFhAaqqFp1k7UidyGLmwgWrwygJWZahaRrVOckAAJYxPJO8fft2CCyDDzZae2DykWY/YvE4Dh8+bGkclWCKSBZ4pNPGPAt4gYes2lclS6oGnrffeKrVePPNN8H5PBCa6gy9rrerGYQhxX2EXaHRBuLiYgYlieSdO3di+/bt2L17d/GPi4tLdaiqih07d0Jsrit7ZqK3pxWSJOGtt96iFJ2LkWiaBgJnZD/08Sq1HnuWWwNAVGQxO3ttQys7oAtXp4nkXC6Ht/buxW11HstnZa+LehAWObyxc6elcVSCPpaL8PQOnQjPGTb+y+fzI61UX86saRpiWQUzKRl7phOG9aWmZRU+n7kGctWwsrKCI0eOQOxqKrbEGAXjESC01GP3nj22LEHXjQTdw3wXp1LSk2/9+vXURku4uNyoHD9+HEuLi/D2lW/kwdeFwUeCtu5HcrkUDbQ1sl6CWO1mVB+3ExLsK5LDIot4PG7LjeGVFIUrZXdzsIyhz+mjR48ik81ik8mO1u8FSwhuq/Pg2LFjjttwF0WyQE8kMzwHRVYMGf8WDIWQkKsXtHumk5jPKEhIKp4bWsae6eqNxWRVQ0ZSEAjQn9VtFAcPHoSqqvB2NVO5vrerGbHlZQwODlK5fjXos7uN6pd3cTGbkp7aa9aswV133YVPfvKT+MQnPoFPfvKTtONycbnu2b59O1hRgKeE0U9XovcjjYyMOMrAyMX+xGIxAMaIZFrZpCDPQFFVR2y+iplklnJPMssiJxmXST5w4AB8PIu+sD1mZd9a64WsKDhy5IjVoZSFLpIZypnkS9eqhmg0iuVs9Q75A4uZVb+uhFhOgQagtvbqc4btxr59+8AFfeCiISrXF9vqQVgW+/bto3L9aliJ558lTnamd7mxKUkkv/zyy3j99dexdetWbNu2DVu3bqUdl4vLdc3y8jIOHToET29LxfNzvT3573Wq6+uNBQEot/npArRaU5tkMgkCGDIGhkY2CQD8hdFUTpiXqs+tpj4nm2UgSdXPyAbyn6WB48exNiyApT26rES6QgK8PIuBgQGrQykLPbtPs9xev7YRlQR1dXVISQoycnVVGrkrqjyu/LoSFjP5z7dTRHIqlcLAwADE9gZqZmMMz0FojuLAwYO2G7WkVyUtLy1ZHImLS2WU9NRuaWmB1+uFIAjFPy4uLpXzxhtvQFVV+PraKr4GIwoQOxqxa9cu1xjD5jAMY9oGhmGqE2PpdBoejjVkU0cjmwQAYkFwOqENSC+BJVW+L9ciL5KNySTPzMxgKRZDX8QeWWQg77rcG+Ix4LDRd0WRTLGSQL+2ET3pTU1NAIC5tDEHLkYyW4ipuZlO6bLRnDhxAoqiQGxroLqOp60BiwsLmJiYoLpOOeRyOcRX8pU+CwvzFkfj4lIZJT21L1y4gE996lO45557cM899+Dee++lHZeLy3WLqqp47fXXITRFwYWr663y93cgk8m4Bl42hyEE1OeqGJRJzmazEAzIIgN0skkAIBSym044HNIzydR7kgmBLFdfJgsAY2NjAIDOoL0OxDsDAmbn5hzVl3zRuI3e+29kJrmlJT9pYSZdfX+z0cykZAg875hM8rFjx8AIPIT6CNV1xJZ6AHmfE7swP58XxvVeDvGVhCPu1S4uV1JSk8xDDz1EOw4XlxuGY8eOYWF+HpGPVD/jmK+PgI8E8eqrr2Lz5s0GROdCA4ZlAc0YAXNVCiK52kyyqqqWzcQtFb0C2AnGXfpILtqzXQnDVD3+S2d8fBwMAZp89hq10xLIxzMxMYG1a9daHE1pFA9JKFYSkMKhVnGtKmhubgbPcTifkHA73QRo2UwlJbR3dFR9jzOL4ydOgG+ooV5Fwvo94MMBHD9+HJ/73OeorlUq09PTAID1UQ/eOJ/AzMwMOjs7LY7KxaU8SvrN5TgODz30EB544AHs2bOneELk4uJSPq+99hpYr1iRYdeVEELgXdOGsbExjIyMGBCdCw04joNGefaoVhjbUu0MUVVVqY90rhZdxDtBJBdjpP1DZYhhInlubg4RDw/OJv3IOnWF2d36mDInUCy3p1lJUBBhRohklmXR3t6OyaS9MsmapuF8SkZXV5fVoZTE0tIS5mZnITRGTVmPb6jB4OCgbe6J58+fB5A33AOAyclJK8NxcamIku7af/M3f4MvfelLyOVyuP322/Hf//t/px2Xi8t1yeLiIg4fPgxPT+WGXVfi7WkBw7GugZeN4TgOoLx50UU4W2XvY75/2oiI6KEalDU3g+Km1RTBacwbt7iwgAhvL4EMABEx/9leXFy0OJLSKQpXiockeqbSiBFQANDd04OJhFz8PbMDc2kZaUlBT0+P1aGUhD6SSWigW2qtwzfUIJPJ2EaMjo2NIerh0RkUwDGk2MLh4uIkStphZLNZfOhDHwIhBD09PRBF+5h5uLg4iZ07d0LTNPjWtBt2TUbgIXY2Yc/evYaMAHExHp7joNE+4S9cn+OqGzXD8zxkylnvatGNd6v9t5qBaY6zhBh2uJFKp+Cl2ENbKQJDwBBn9KLrqKoKwjB0y+0ZYysr+vr6kJEVzKbsY941tpLv7e7r67M4ktIYGRkBYRjwNXRGP12JUBcurmsHhs4OoiPAgWUIWgMChs6etTokF5eyKekpKAgCdu3aBVVVceTIEdfd2sWlAlRVxfYdOyA21YIL+gy9tm9NG3LZLN5++21Dr+tiDDzPAwrlTHLh+tXen3meh2STkr2rIRVEfLWl5dcdBqnkXDZbNEezE4QQCCzjCFdzHU3TANo/SoPbD9asWQMAGF0xbu52tYzFc/B6PGhtbbU6lJIYHR0FHwlQH/2mwwZ9YHgOo6Ojpqy3GnNzc5hfWER3KP8s6gnyGB4eNsR93cXFTEr67f37v/97PP/881haWsJPf/pT/O3f/i3lsFxcrj9OnjyJxYUFeKsY+3Q1+LoI+HAAO3buNPzaLtUjCIIJIjnfj1qtcPR6vcjKqq1KLa8kU/hZ+nzGHjbRoJhBNMHd3CiDIEIY2mO9K0bV6JugGUm+x5+yaZvBIrm5uRnBgB8jMfscRoysSFizZo0jWiwAYGJyEmykuukV5UAIARcO2KLc+kRhTFt/xAMAWBMRISsKTp8+bWVYLi5lU1KtWlNTk+tw7eJSJW+++SZYgYenw3jLUEIIPL2tGHrnDKanpx0zR/JGQRTFYqaXFkZlkn0+HzQAWUWDl7OnGEkX6q29Xq/FkVyb4qbeBNVplBjjOA5y1n4yWdM0KKpWdd+9y+oQQrB23U0YGThqdSgAgKSk4kIyh4+sW2d1KCWRSqUQW15GsNtce3A27MdkwTDLSg4dOoSoh0eTLy8x+sIieJbBoUOHsHHjRoujc3EpnZKO5H70ox/h9ttvx1133VX84+LiUjqZTAb7D+yH2NkIQmmD5+3OC+M9e/ZQub5L5ZiSSS7MyK1WJAeDQQD5jaldSUr57FwgYF6mplIuimTKolPVwBhUIu0PBJCS7SeSc6oGRdMc8b5bgZEZ63Xr1mEhLWE5a31f8mg8n9G+6aabLI6kNGZnZwHkS6DNhAv6sBKPW9qzn0wmcezYMWyIisXPo8AyuCkiYP++fbZx33ZxKYWSRPLWrVuxa9cu7N69u/jHxcWldN555x3ksjl4uluorcH6PBCbarF7927zzIJcSkIURagGjGdZDV0kezyeqq4TCuWNZlYkynOdqyAhqQgG/I4ovdTNxWgbt2mqCo4zpkc7FAohYYBI1jQNsayCmZSMPdOJqu9LK7n8z1A/yHEpQOF+v66QtR2OWd9HOhzLguM4xzhb6yPKuIC5lS5sYT0rx7Tu378fsixjU8PlBwTvr/chFo/j+PHjFkXm4lI+Je0wWltbq954ubjcyOzbtw+czwOhoYbqOp6uJszOzmJ8fJzqOi7l4fF4oEq0RbJcXKsawuG8S2o8Z98T/7ikIBQKWx1GSeg94maIZJ43xu27rq4Oixmp6r70PdNJzGcUJCQVzw0tY890sqrrLRaymvX19VVdx0wYhqE/I73wv0Zmkjs7O+ERRQzboC95KJ5DX2+vY0xj9RFljM/cfTNbWG9pacnUdS/ltddeRbNfQEfg8gO7DbVe+AV3VKWLsyjpiSpJEj7/+c+jv7+/eBP+/ve/TzUwF5frhWw2m3eF72mmbuAitjcC+05i//796OzspLqWS+noPclaYRwMDfRMcrUj+qLRKAAglrVvJjmWU1HbVmd1GCVRNFKTKR86KMZlkhsaGiCrGmI5BTVi5cJ7YDHzrq/vaqm8VHohLRfjcwosy9Kv7CmIcCNHorEsi7Xr1mFk6JRh16yEjKzifCKHLzik1BoAYrEYQAgY0VxRz3jz936rRPKZM2cwOjqGL/dG3rXX4RiCOxt82H7oEGZmZtDY2GhJjC4u5bDqHfXXv/41AOCzn/0sCCEQRRHJZBIdHR2mBOficj1w8uRJSJKEYBv9jR3rESDUR/DO4Xfwla98hfp6LqWhZ3c1SQERKYnknDGZ5FAoBJ7jsJyzvhfxaixnVfQVxLzd0bNfuvs4LTRZgcfjN+RabW15B/4LKbkqkZy7Int+5dflMp2SIQg8amtrq7qOmTAMA2gaNE2jd0haEOFGtx+sXbsWR48eRVJS4OetMUs7t5KDquVjcQorKyvgRAHE5DFqjCd/r0kkEqauq/PCCy/Az7P4QON792J/tCWAnVMJ/Pu//zv++I//2OToXFzKZ9U76vDwMIaHhzEyMoLh4WEcPHgQW7Zswblz58yKz8XF8Rw5cgQMx0JoNGdTL7bU4dzYOSwvL5uynsu10V2YNYp9yaqsgGGYqkdAEUJQWxvFYsaemeScomIlJzum5LYokmXKIllRIBpUjqqL5OmkZMj1jGIqKaGttc0Rveg6RSduitlkvZTfaNdvXZiOxq3rSx6JZ0EIKc5udgLJZBJENH+GO+E5gBBLRPLZs2dx5MgRfKzFD+Eqs6HDIosPNviwc+fOYt+2i4udWfWI+M/+7M/e9XfZbBZf//rX3SyVi0uJDAwMgG+oAbnKg8NohJY64MhZnDp1Ch/60IdMWdNldfTsrirJoJWP0SQZokc0JFtV39CIhTF7HrIsFMS7U0pui1UElEUyZNWwkVjBYBB1tbUYX0kZcj0jUDUNk0kZd93Ra3UoZVEsgVa1El1gKoBCuTUA9Pb2gmUYjMZz2FBrzbi1sXgO7W1tjpiJrpNOp0E48zPvhBAwHGu6u7WmaXjm6acREFh8rHX1dopPdwRxYDaNZ599Ft/4xjdMitDFpTLKvmWLolh1psLF5UYhHo9jamqKumHXpfA1QTA8h1OnrO0lc7lIMZNM0bxLk2TDDBYbGxsxn1Fs6ZK+kHFWXyrP82A5lr5xm4HvPwD09vVhPGGfkvvZtIyMrDjG4VjHDHdz/dpGi2RBENDZ2YmxFWsyyaqm4VxCxpr+fkvWr5RsNgtw1lQ7MDyXX99E9u3bhzODg/hsRxDiNZIBEZHDx1v92Lt3LwYHB02K0MWlMsr+LZ6bm0M6naYRi4vLdcfw8DAAgDdRJBOGAVcbxtDQkGlrXgtJkiwdS2E1F0UyvWyiKimGZVuam5uRlhRbzkqeLZg3NTU1WRxJ6Xg8XqoHJIDek2ycSF6zZg0WM5JtDNzGCiW//Q4TTEWRTHFOOi2RDOQPSyaT1TudV8Jc4WCkr6/P9LWrQZIkEINL30uFMAwkybw2iVQqhS0/+xnaAgLubLrcE2H/TBL7Z97taP8f2oOIeDj8fz/5CWTKoxFdXKph1TvqN7/5zctK97LZLE6dOoW/+Iu/oB6Yi8v1gN6/z9eETF2XjwYxMTgBWZapbJzK5dFHH8WBAwfwD//wD2htbbU6HNPRRTLNbKImSfAFjfmc6QJ0Ni0jIFiz2bsas2kZAb8fgUDlLslm4/N5sULZCE3JSvD7jTHuAi6K0ZF4Fu+rt77UdSSeRcDvR3Nzs9WhlMXFcmuKB04KRZHc24tXX30VsykZTX5zqwgnEvmDEadVD0iyDFCeZHFVWMZU4fnMM88gFovhv97WAOaKf/O+gkD+QOPl9yWRZfCfusP46alJvPTSS/jiF79oWrwuLuWw6h313nvvvexrj8eDnp4eR21OXFysZHJyEnzAB0YwV6hyNUEosoKZmRlbiNKjR48CyM+PtEM8ZlPMJFMUSpqkGNaT2tLSAgCYScvoCVc3UspoZlIyWludNd7M7/MjLlU3I3g1NEWBphhXSQAAXV1dEAUBIzF7iOThuIR1N99KfYye0ZiZSabRCtfV1QUAOJ+UTBfJkwkJPM8V70dOQdNU60QyYFqbzLFjx7B9+3Zsbg2gM1ieaeDGOi9uq/Pi+eefx6ZNm9ypOS62ZNVy6w984AOX/dm4caMrkF1cymD6wgWQoPmGJ1wwf3I7MzNj+tqrkUrZxwjITMxwt4ZsnEiqr68Hz3O4kLKXu7GmaZhJy2hx2EFLIBCAlqP3s1QLhy9GZpI5jsOa/n4Mxa3/DCxnZSykJaxbt87qUMpGF65Ue5IpZpJbWlrAsiymLHA6n0pKaG9rN9y1+7qGmCOS4/E4fvT442j08fidznBF1/hyXwR+juDRRx5BLmedg7qLy9VwzhwFFxcHMjs7Cy5gvkhmC2vaZcyC/tBeWVmxOBJrMKfcWjYsk8wwDFpaWjBjM5G8IqlISUpxRJFT8Pv9VKsI1IIAN1IkA8D69esxncwhSbGXvhSGYvkN9E033WRpHJVQFK4UM8n6tWlkkjmOQ2tLM6YtuBdcSCtoa283fd1qYQhT0cgvTdOgpLKQY0kkB8crE7ua8aPA3rWEpuHHP/4xVlbi+PraGghsZVnzAM/iq30RTJ4/j6efftrgKF1cqscVyS4ulFBVFalkEoy3/HLVah+WjCgAhCAWi5W9ttFomlbMotghHitgWRa8IJRk3qTmZIiiiLvvvhuiKBazhNf8PgNFMgC0t3dgOm0P0yYdfW6v00rzaGeStaxUXMdI9MztiIVzcgFgOJaFz+tBZ6ezyuwBkzLJFI27AKCltQ1zJs9NT8kq4lnZke05LMtWJJJTgxNQVlJQMznE951EanCi/MVVjfoc8W3btuGdd97B57tCaAtUN5v9pqgHH28N4NVXX8X+/fsNitDFxRhckeziQolEIgFN08AI5Z/uV/uwJAwBKwq2yNym02nISn6Dtbi4aHE01uHxeEoSyZokYfPmzbjvvvuwefNmaCU4lWqaBtXgEUDt7e2IZWRbOVzr2SwnZpLlTI5aGaRKSST39vaC5zgMxcwdKXMlI3EJ/WvXUd/808CUnmSKmWQgb+Q3n5agqOY5XM870MVeh+f5it7v7OTsql+XgqaqVMe0Dg4O4pmnn8aGqAcfazHmfvO7XWF0BEU88aMf4cKFC4Zc08XFCJz3xHFxcQh6jw2p4HTfiIclw7GmjoK4GrOzs+/53zcaHo8ItYSyVcLz2LFjB7Zs2YIdO3aAlLDh0WSlsIZxIlnP1k4l7dMrdj4hIRwKIRyurAfOKoLBIKBp1EaAqYV7jdEimed59Pb2YtTCTHJCUjCTyjmyHxm4RLjSFJiqBkIItUOEhoYGaBqwZOI4MH0eemNjo2lrGoUgCBWV12uKsurXJV1DVqiJ5Hg8jh/+4AeIiCy+1h81zESPYwj+cF0NiCLh4YceMn3Os4vL1XBFsosLJYoClS3/18yIhyUYYguRrJ8MN/k4zFyYtjga6/B4vEUxuxqMwCGbzWLbtm3IZrMlOaPrGWojy6310lYrDHuuxlRKRocDS271XmE1S0ds0sokA0D/2rWYTEjI0uypXQWnzkfW0ftDaZdbMyxDzfm7vr4eALCYMW+00GKhvLuurs60NY1CFMXKntkGYHRFPIcZsAAAIABJREFUUfG6qopHH3kE8dgy/nBdDXy8sfIh6uHwB/0RTExM4Kc//alpDt0uLqvhimQXF0oUT/WtutlrsEV54uTkJAgBbqn1Yn5hEel02uqQLMHrLa3cuhJ08S2Kxo1rikQiCIeCOG8TkSyrGmZSUnEkjZMIBoMALhpsGY2alcAwjKGHJDr9/f1QNQ2TCWs+B2MrObAM47hZuTpFEyXKmWSaZk3RaBQAEMuZJ/xiOQVej8fQsWZm4fF4AAvM7jRFhaaqVETyv/3bv+HEwAC+3BtBe5V9yFdjfdSLT3cEsWvXLrz++utU1nBxKQfTd9ALCwv42Mc+huHhYZw7dw5f/epX8bWvfQ3f/e53oRZOWh999FF8+ctfxr333otjx44BgCGvdXExk6KJikWfP01VqRm5lMPo6CgafAK6CnMUz507Z3FE1iAKIrXPAg2RDACdXV04nzQve7QaMykJsqo50rxJzyTrBltGo+Uk+Pw+KpnE3t5eAMD4ijUl1+MrObS3t+dLWB1IMZNM8bBUU1WqIrmmpgaAuSI5nlMQiTirrULH7/dTOxBbDX1Now8WDh06hBdffBF3NvlxZ5OxDvpX8pmOENbVePCzn/0MQ0NDVNdycbkWpopkSZLwwAMPFE+5vve97+FP//RP8cwzz0DTNLz++usYGBjA/v378dxzz+Gf/umf8Hd/93eGvNbFxWyKY38ojn5ZDTUnWX4Kr2kahs4OojPAoaMgks+ePWtpTFYhiiIg0xXJRguJrq5uTCfz4tRqJgsZbSeKZL0MmmYm2e83vtQaAMLhMKI1EUsyyZqmYTIpo6cg1J2IWRVFhNDbznk8HvA8Z6qJX1JSEQo5VyQrOQmayfdNjcIouNnZWTz+2GNoCwj4Um/EsOteDYYQfH1tFGGe4AcPP2wL81GXGxdTRfKDDz6Ie++9Fw0NDQCAgYEBfOADHwAAfPSjH8XevXtx6NAh3HXXXSCEoKWlBYqiYHFxserXuriYjdfrBcMwlpwoa6oKVZINn5taLpOTk1hJJNETEhEUWDT4eJw8edLSmKxCEARqfWr6dY3OJHd3d0PVtOLoJSuZXMnBI4pobm62OpSyudiTTEkk5yQq/cg6Xd09OJ8y/7BvOasgJSmOPBjRKWb3aYpkDdT6kXUC/gCSlA753oukoiFQaFNwGrTbK66Gfn8JGvRzkyQJP/zBD6BJOfzhuih4hu5nTMfPM/jDdVEsLy/hiR/9yO1PdrEM00Ty888/j2g0io985CPFv9M0rXhj9/v9WFlZQSKRuOxhr/99ta91cTEbQgiCoRDUtPlOjfqaVrsA6y0QayN58bY2LODUyZNF5+8bibxIppRJVujMSdX7fycS1r9fE0kZnZ2dtuizL5diuTWlnnTkZAQoHoi1tbVhNmXuCCAAuFAQ5k4b+XUp+l6E7j5fA2WNDJ/Pi6xs3vufUTQqPfZmUBTJGXPvm/p6oVDIkOv967/+K0ZGR/HVNRHUec1t3eoICvhCVwjvHD6Mbdu2mbq2i4uOabuNX/7yl9i7dy++/vWv49SpU/jOd75z2czUZDKJUCiEQCCAZDJ52d8Hg8HLNkaVvNbFxQrq6uqgJM03qlKSGQBAbW2t6WtfysGDB9ESEFDjyT9gb671IidJOH78uKVxWQHLshWNBSkF3TnX6NEfDQ0N8Pt8mLDItElH0TScT0qOLbvleR4sx1LLLGmSTLW1oqWlBaqmYd5Ed2MAmEnnf16tra2mrmskehaMtoilnWzzeLzImuivkVVUx4rkSCRflmz2AbmSyV62fjUcP34cW7duxV3Nfmyss+Z9+GhLADdHPfiXZ57B+Pi4JTG43NiYJpKffvpp/PznP8dTTz2Fm266CQ8++CA++tGPYt++fQCAN998E7fffjve//73Y/fu3VBVFVNTU1BVFdFoFOvXr6/qtS4uVtDY0AAtkTF9XTmRAnBxdIcVzM/P48yZM7it9qLT5pqwCB/P3pAtEBzH0RsDo2jFNYyEEILunh7LRfJMSoakqOju7rY0jkohhORHgNFyN6cskpuamgBcnF1rFgtpGV6Px7DyUSsolorSVMmEUC9JFUQROcW8TLKkaI41a9NFqmKySFbTWRBCqk4MpVIp/Ojxx9HoE/CFbvp9yFeDEIKvrqmBlyV4/LHHIMv2MJF0uXGwtG7tO9/5Dh555BHcc889kCQJn/nMZ7BhwwbcfvvtuOeee3D//ffjgQceMOS1Li5W0NzcDCmRKmk+rpEosSQYhkFjY6Op617Km2++CQB4f/3FzTvLELy/zoODBw4gkUhYFZol0BTJmpa/Lg2H256eHkwlJUgWmndNFJyVnSqSgbz5kUZpLAyt2ag6F+fkmnsfW8wqqKurpd5vS5PidI0S/g1qToYoirj77rshimLppo+EUJ/iwXEcTNTIkFXNFtMZKkEfmaWmzD0gV5IZhMLhqp8DzzzzDJZjy/j9/ggE1trfvYDA4iu9YZwbH8dLL71kaSwuNx6W3IGeeuqp4n///Oc/f9f/f//99+P++++/7O+6u7urfq2Li9noZYJyPAk+al7ZvxRLoL6h3rJNhizL2P766+iPiO/qZbqzyY/d00m88cYb+NznPmdJfFbAMAy9kkjt4hpG09PTA1XTcD6RQ1fIWGOwUhlP5OD1eBxp2qXj8XiQkIzvUdRUDaqsUBXJ4XAYhBDETRwBBABxSUW0ts7UNY1Gz36REkyPNEnC5s2bcd999wEAXt29s6Q1CEOgUM6ymS2SVY3u7GeaeDwe+Px+01utlGQGdVW2WJ09exbbt2/Hx1sDxYkUVrOxzovb6rz49a9+hQ9/+MOWHv673Fg4zwHFxcVBtLe3AwCkJXPN49TlJLo6u0xd81L27duHxaUlfLTl3Y67bQEBPWERr2zbeuOVT9FSycW+R3pzcq0suR5PSOju6XakaZeORxSpuJvr16RZmsowDIIBP1ZMHAEEACuSZrn5YLVIUv73hpQg+AjPY8eOHdiyZQt27NgBUqLHAGFZyLJM3wXYpKTi9eBmXF9fByVhrkjWkpni9JiKvl/TsOVnP0NY5HB3h728fH6vJwKiqXjmmWesDsXlBsK5Ow4XFwfQ3NwMXhAgLcZNW1PNSZBWkpaNTVFVFS/8+ldo8gtYH33v7NYn2wKYX1jE7t27TY7OOvIClpZIvnQNY4lGowiHghhfscbhWlY1TCUk9Pb2WbK+UQiCQMe4rVBmS7t/M+APIG3iCCAASEkK1dFWZlB08mevvd1iBA7ZbBbbtm1DNpsFI5RWCURYBpqm0T90dL52NY3GhkaoSfPKrTVVhZxMVeVDcuDAAQyPjOB3OoLwcPaSBxGRxSdaAzhw4ACGhoasDsflBsFevwUuLtcZDMOgu6sL8oJ5IlkqrNVrkRPw3r17MXl+Cp9uC4ApiLb9M0nsn7noRL++xoP2oIDnf/mLYqblekfTNHrmPcVRrMbvYgkh6Ontw3jCmqz/VFKComno6emxZH2j4Hm+KGiNhNb4ryvx+v3IUHJnfy9UTUNOUamWkZtBNps3b2I4eqXDpHBtfS0aqKoKk8bkghACAlDvs6ZJY2Mj5JUUPbPGK1ASaWiqVjTZKxdN0/CrXz2PBh+POxrpmQBWw8dbA/DxLF544QWrQ3G5QXBFsosLZfr6+iAtxk17WErzywCsMTnK5XJ49l//FW0BAbfVXxwbsW8miX2XiGRCCH63M4T5hUW88sorpsdpBaqqghBKt9zC7pXWprKnpwezqRwyJmcSARQz2E4XyQzD0MnEFQ5GaJeiC4JgqnmbXFjLqQ7HOqlUftIA4ekdYpBCxllfiwayLMNMDyeWIVAotCeYRVNTEzRVLY5jpI28kiquWwmnTp3CuXPj2NwaAGtTozwPx+AjzT4cOnQIFy5csDoclxsAVyS7uFCmr68PmqKY1pecm1tGU3OzJWWKL774IhYWF/F73eFiFvlqrK3xYH3Ug+d/+UssLS2ZFKF1KIpSknlPJehl1rTKLXt6eqABmLSgL3k8kUMwEEBdnbMNnAghVHrSNYr96JfCsizMPCPRTaKcat6kowtXRjB2hvmlMIXeZaoiWZLAmSieOIZxtGdFS0sLgLxppxkohXX0dctlx44d8HIsNtXbM4us8+GmAAgBdu7caXUoLjcArkh2caHMmjVrAADSLH0hqGka5IUY+gtrmsnU1BRefOEFvL/ei75IaS7IX+yJQJZy2LLlZ5Sjsx5FUUCtXrGQRaSVedFL98cT5vclTyRk9Pb1OnoMEEBRxFLsR78UQogl74HT3/dkMi9eSIn9xZWgX1tfiwaSJIEzq94aAM+Qi/3cDqQokmPmjDqUYwn4/P6KZopLkoRDBw/itjqP5SOfrkVYZLE24sHbb711XRi8udgbVyS7uFCmtrYWNdEocnPL1NdS4kkomRzWrl1Lfa1LUVUVP37iCQhM3oWyVOq9HD7THsS+fftx4MABihFaTzabBUMpK6b3JNLaVIZCIdRGo5gwWSRnFRUXUjn09FjTX28kiqJQ6UknlEvtdVRVBTHRuUn/STm5LxUAYrEYWFEAoVgOz3jF4lq0yGYzpgooniVUe6xpEwwGEQgGIS+bJJKXk2hrba3oUOn06dPIZLPYUOuM/v9baj2YnZvD1NSU1aG4XOe4ItnFxQRuWrcO8twy9ZPP3GxeiPf391Nd50pefvllDJ49i9/rDiEklCcEP9EWRFtAwE9+8r+pbvKsJpvNApTMe8ww7unp7cVEmeZdGVmFKIq4++67IYpi2T3NU0kJmmZNf73RUKskKIgv2qWpkunltnRbCMxieXkZjJduXzXrEYpr0SKTyUA0USSLDEEmY547NA06OtqhmJBJ1jQNSixRHDlZLmfOnAEhQF+4tAowq1lTiHNwcNDiSFyud1yR7OJiAv39/ZBTGShJunMTc3NL8Pv9FfclVcLY2Bj+7dlncUutF3c0lN/PxDIEv99fg3QyiR//+InrtoQqm80WxazR6DNYaW4qu7u7MZ+WyhoDlJY1bN68Gffddx82b96MtFzee6v3QHd1dZX1fXZEkqSioDUSPUNJ2yU+m82AN1EksSR/puB0obS8vAwi0hXJROBBGIbqIWM6nYFYwhgroxBZIJ02d86w0bS3tUNeTlJ/pqmpLJScVLFIHhsbQ6NPMPX9rYZ6Lwcvx2JsbMzqUFyuc5zxG+Hi4nD08mdplm7JtTy3jLVr15rWx5fJZPDoIz+EjyO4Z02k4nWb/Tw+3xXC4cNH8Nvf/tbgKO1BKpUCeDoiWZ+nSnNTqQvVqWTpYszLEezYsQNbtmwpGMOU9/mYKJh2RaPRsr7PjqTSaSoOx4Snf0ACAOlUGh4TRTIhBCLHOrrkFgDm5ufB+umWsRJCwAW8mJ+fp3J9VVWRzmTgNfH997AEaYpGZGbQ0dEBVZahJOiKfWk5bwpaqUi+MD2Neo+xckDTNMSyCmZSMvZMJww9KCCEoM7Dug7XLtRxRbKNSafT+MY3voHXX3/d6lBcqqS9vR2ix4PcHD3zLiWTgxRPmtaPrGkannzySUxPX8AfrIkgUKUA/GhLAOujHjz9859jZGTEoCjtw0oiQc3hVr8uTeMeXSRPltGX7OEYZLNZbNu2DdlsFh6uvEfOVFJGZ1eX482bgPz9nFA4JCEMA8Ky1LNu6XQKHpMzTV6OofqZpo0sy4gtL4MNeK/94iohvnyfJg0ymQw0TSv797cafByDZNKcfl5a6KJVpjzZQq5SJK+sxBEus03qWuyZTmI+oyAhqXhuaBl7po39PQ4JDOLx67c9y8UeuCLZxiwtLWFxcRHPPfec1aG4VAnDMFjT1wdpjt5NXSoI8DUmOVvv3LkTu3btwqc7guivqT5TQki+7DrIE/zg4YeRSDh7g3QlyWQChJJI1t1taf7MwuEwggE/psvIJFeDomm4kJLQ2dlpynq0SaVSxVE9RsOKPFUxqaoqEskU/Ly5WwYfSxwtkhcWFqBpmikimQ14MTs7S+Xa+nvgM10kOzuT3NbWBhBSzPTSQlpaQaSmpuKxj5lM1nBTtoHFzKpfV4vAEqRTzi7Hd7E/rki2MXqZmdPdPV3y9Pf3Q1pegSrRMaLJzS2DZVn09PRQuf6ljI6O4sknn0R/xIPPdIQMu66fZ/Ff1tZgYWEBjz/+2HXz2dc0DclEEoxISSQzDFiBx8oKvc0YIQQdHZ2YSpljpDSfliGrWsXZETshyzJSySQYz7V7U9WcfJnZmZq79s+biHTf+1QqBU3TTBfJfo4g7mAzv+npaQAAF6A/e5YL+rASj1OZlawfvpkuklMpRz8DPB4P6uvrqWeSlaUEuqo5TKRQqJO74n278uuq0QDmOqgwcrE3rki2MfrD7no1MrrRWLNmDaBpkObpbPqk+Rg6OjshCHRNYhKJBB566J8Q5ID71tYY/qDqCon4Yk8Yhw8fwQsvvGDota0imUxCURSwXnruoYxXpO4O3trWhpm0bMo96UJBjLe1tVFfiza6gC1FJGuSdJnZmVaCIRcRBcQolh7qn6sgpZ76qxEUWEc73p8/fx4AwIUry/CVAxfyA7gozI0kHo8DAAImHpL4eQaapjm+oqirsxMKxTFQmqJCjifQ0dFR8TU8oois4qx9ZlbV4PHSr9BwubFxRbKNcfrDweVyenvzs16lBeM3fZqqQV6Mo6+X7jxZVVXx6KOPYnlxEX+4LoqAwX1MOnc1+3F7gw+/+MVzOHr0KJU1zEQfzcJQFMnEI2BpiV7POwC0tLQgK6uI5ehnd2ZTUnFNp6O/L6UckhCev8zsjJRQos36RCwsLFYd59XQRVLQ5ExygGcQj8cde1A8NTUF1iOWdDhSLVzYX1zTaKwQyfqBDM0KCTPo6OiAFE9CkxUq15fjSWiqVpVIDgZDWDHhnm4kK5KKYMi4KjYXl/fCFck2Rn8wOXN74HIlgUAAdfX1VESyvJKEKslFIU6LX/ziFzh27Bi+2BNGZ5Dexo8Qgv/cF0GzX8Cjjz5CrdfOLHSRRFMkM14RS8t0RXJzczMAYC5Nvy95Ni2jJhyGx0PXGdgMdNfhUlyOGYG7zOxMdy5fDdbnQWx5OT+LmQL65zdI6VDsaoQEFjlJcuwooImJCbAh+qXWAMAGfSAMg4mJCcOvrWfzQya+/0GBuWxtp6K3i0iUssl6KXc1bSn1DQ1YyNK5d9BiIaOgoaHB6jBcrnNckWxj9OwTrY2Pi/n09vRAWTL+YSkv5A9UaM6TPXToEH7961/jg40+fLjJT20dHYFl8EfrolBzWTz80EPI5Up3VbYbCwsLAPJihhas34OlxSWqPXz6pmQhQ/+etJhV0NDYSH0dMyiKZEoGTmzAC1VVsbhIJ5usP4vMFEmXrke7QoIGqqri3Pg4uKg52S7CMOBrglRmx8ZiMfAMgViGuVNGVi/rrc+UMV8duHggo3/2nErR4TpGJyMuxRJgGKZ4gFkJLS0tmE1JUBxSsRHPKUhJSlX/ZheXUnBFso3RNwbZTMbxsyJd8nR2dkJaSULNGZuJk5bi4DiOWmnqzMwMHn/sf6EtIODLfTWmjeSp83L4g/4Ixs6dwz//8z+bsiYN5ufnAUKozktl/d78yBmKmZfa2loQQrCYoW/etZhVUX+dZAouXLgAVuCpuZuzQV9xHRosLS2BYwh8Zc65rpZwIZvoRKF04cIFSLkc+GjQtDXZSACjY2OGl6cvLS0h7OHKuu+nZe2y3vq0XF5MTj4guZTGxkZwHAeZViZ5OYHGpiZwXOUz2Lu7uyGpGmZMMmWsFn0MIc2kgIsL4IpkW6NnH4CLmSgXZ6P3DRn9wJSXE2hpba3qQXk1crkcfvDww9BkCf/1pih4xtyN8s1RLz7VHsTOnTvxxhtvmLq2UczOzoLzeUAYerdcPUs5R2lWKgBwHIdQMIh4jm4mWdU0xLMyampqqK5jFlNTU2BDfmqHSzRNm4CCSBLLE0lG4GShpGd0+Rrz+ib5aAjJRMLw/cLCwgLCZfYjezlyWW+9t8wDFi9LILAMteoIs2AYBk3NzZBjdEaZqfEk2qs0N9THRo7GnZGMGY3nwDCMKZM8XG5sXJFsY2bn5oo9jJcKZhfnojv1yjFjRbISS6KD0qicZ555BmPnzuH310RQ6zFehJfC73SGsCYi4smf/hSTk5OWxFANM7OzYChmkYGLIpl2/3YkEsGKRNfkJS2rUDQNkUiE6jpmMXl+kmpvKuMVwQh80U3ZaJaWlsoWSUYQdrBIHhoaAsOx4CL0na11+LowAGB4eNjQ6y7MzyNSZqm9h2Mu6633lDk+ihCCiMhdFwmCttZWqHHjRbKmqJBWUlVXkDU0NKAmEsbQsjNE8tlYDt1dXdeFX8X1zP969FE88aMfWR1GVbgi2aZomobFhQUIDflMCs3skIt51NXVged5Q0WyKsmQk2kqpdYHDx7Eb3/7W3y8NYANtdaNW2AIwR+sjUIgKh754Q8d1588PZ3PJNKEC/gAQqhlE3WCoRASlEVysnD9YNC8UlVaxGIxxGNxcDX0/i2EEHDhAM6dO0fl+kuLiwgJ5m8XPBwDkWMcKZLPnj0LrjZEtXrkSviaEAjLYGhoyLBrqqqKpaUlRD3m9qMDQI1AMH8d7H2am5shJdLQFGPvm3IiBWha1c9+Qgg23LIRg7EcVJv3JadkFeMrWdyycaPVobhcgz179+KNN9+0OoyqcEWyTYnH45BlGSAEIOS6OE11yZdeNTQ2QF5JGXZNpXCtpqYmw64J5PsAf/zEE2gLCPjdrrCh166EsMDia2simJicxLPPPmt1OCWTSCSQWEkUS2JpQVgGfMBHXSR7vV7QnhaSVfMbteshUzA+Pg4gXwpLEy4axLnxcSrGbcvLS8WsrtmEBc5xIlmSJIydGwNfa24lBGEZ8DUhDJ49a9g1FxYWoKgqohZUEdV6OMdPNgAKUwE0DUrCuOc+ACiF7LQRz/5bb70VSUnBuRV7H0CfXspA1fLxutiXSxMZTjYfdkWyTdFFsby0As7ncUXydURzUzPUxOojTdScfJkzqJq7uqGGTEEka5qGn/zkJ8im0/iDtTXgTO5Dvhrro17c1ezH1q1bcerUKavDKQndTIm2SAYAJujF+Sk6Jbc6oigWRSwtcopWXMvpjI6OAgB4ipnk/PVDyGYymJmZMfS66XQamWyuImfrah2OASDEE8f1pQ4PD0ORFQgN5rcL8A0RjIwMG1Zto3+e6izIJNd5OSSSSSSTdPp5zUKfCiBf47lfLvJK/nqNBkwB2LhxI1iGwYmFTNXXosnAQhrBgL/YR+1iTy69ZzvReFHHFck2pfgBYxkwXtFxmwSXq1NXVwclmVnVgVSTpMucQTXp6m7YSjJTvK5RvPXWW3jnnXfw2c4gmnx0HHkr5fPdYdR6efz4iSccUXat91BzYfoimYsEMD01TXUMlBnmTfqvBmNiqSotzp49Cz7kByPSmysOXOxHPWtgFhG42A8cFssXSdU6HAN5h+vlJWc9/86cOQMAEOrNN54TGmqgyApGRkYMuZ5emVLnNT+TXFfIXtOujqGNLpIVAyvIAEBJpCB6PAgEqu97DwQCuGn9ehxbXH1vYiWyqmFgKYtNt99xXTwbrmcunbRAa+qCGbifMpuin7wQhoB4RSw6rNzM5erU1tZClWRo0tWzw4TnL3MGJfzVhaqayoAXBPj9xoiwVCqFp7ZsQXtQwMdazTOdKRWRZfCfe8OYmZ3Fiy++aHU412RiYgIMx4IN0DNu0uEiAciybHg20WxMNlGmhqZpGDx7Flwd/XYFLhwAw3OG9qMCF0VyJT3J1Toc59dlsbwcs+3G/b04feYM+HAAjIfuwch7ofuYnD592pDrTU1NQeSYso27jKDRxxVjcDKhUAgcxxUPtI1CSWZQV1dr2MHlBz/4QcylJEynjB1RaRRnljLIyCruuOMOq0NxuQaX+mPQmN1uFq5ItinF8gSGAesVqM4+dTGXcDi/YVbTV3eSZATuMmdQRrj6Kb6SziIcDhv2oHzxxRcRi8fxld4IGJuqlbU1HtxW58VLL71o+1aEiYkJcOEAiAkl61wkWFyTFpIkgaP8uWALl3dCpcBqzM7OYiUeB19Hv+yWMARcbRinC1lMoyhmkisQSdU6HAP5DLYky44puVUUBadPnwbfYM34MkYUwEeChrWjTE5OosFr/vgvIJ9JZgmh5tpuFgzDoCZaAyVlbLm1ls6irta4CrLbb78dhBAcmTM2TqM4Mp+Gz+vBLbfcYnUoLtfg9OnTaPDxiHr4YmWNE3FFsk2JxWIAISAEYDwiUslk3sjLxfEURXLGGAGgZnIIh4wxBVpeXsbWrS9jU70XHUHzsyDl8PnuMDRFwa9+9SurQ1mVc+PjYE0aA8OHAwAhRbMoGiSTSdBuT/QWxFQqZWx5otnoQkVojJqyntAYxeTkJBIJ49zzqxHJRuC0WcljY2PIZjIQmsx5z98LvrEGp8+cqXrPoGkaxs+NocVnzeg/liFo8vNU72dmEa2JrnowXglqOmvoLPlwOIz169fj8IL9Sq5lVcOJxSxuv+MD4DhrPo8upZHJZHDq5EmsjYhYGxFw4vhxxx54uyLZpiwuLoKw+beH9eXNa5yySXBZHZ8vX3arrlJuXRaSbEhPEgBs3boVsizj7k66TrxGUOvh8MFGH9544w3b/m4sLS3lM4mUTZt0CMeCD/mpljclEwn4KiibLQdfQSQbKfas4NSpU2A9oin96AAgNtYAmmZYqS2Q/wx7OKaiLLAR6GW+TvHlOHnyJADzDkbeC6ExCimXq7oveXl5GSuJJFr81vlSNPs4nBsbtWx9o4hEItAyq5cxl2PYqWka5HTW8Fnyd955J+ZSEs4n7VVyfXopg7Ss4M4777Q6FJdrcPDgQeQkCbfWenFrnReZbBbvvPOO1WFVhCuSbcrs3CxQMCZg/fn5tPPz81aG5GIQukjWVnkAloMmK/B6q58jBGr3AAAgAElEQVRhnMvlsGP7dmyMelHvtZdZ19XY3BqEoijYvn271aG8J3pfDkd5/M+lsDVBjFIUyXNzc6gR6Z7k+3kGHEMcfc/TNA3HT5wA3xAxrVSVr4uA4VgMDAwYds3FxUWEKb/fq6EbhjlFJA8MDICPBMB6rXNmFwsCXRfslaKL7PaAdVVF7QEey7G4Y97/qxEMBqFmV8+mlWPYqeUkQNMMnyV/xx13gGEIDtus5PrIfBp+nw8bNmywOhSXVdA0Da9s24Z6H4+esID+iIioh8Mr27ZZHVpFuCLZhqiqipmZWZDCyT0byosqp5tXuOThCyZcmmKQA7GiQhCq38QcPXoUiWQSdzabk/Uygjovh/6IiN27dtmuPAy4aFhhViYZAPhoEEuLi1hZWTH82plMBiuJBKKU660ZQhD18Jibm6O6Dk2mpqawvLQEsdm4nsFrQVgGfH0ER48dM+yaC/PziPDWeROEBRYEsL33AADIsozTZ06Db7AuiwwAjEcAXxOq+rBkeHgYDAHaAtYdmuptP8PDw5bFYASBQABKJrfqc6osw86sVLyukYRCIdx88wYctVHJtaRqOLGYwR0fcEut7c7hw4cxPDKCzS1+MISAIQQfbwngzOAgjh8/bnV4ZeOKZBsyNTUFWZJACjcD1u8FI/COdohzuYh+k9cMGtOjqSpYtnrRcvjwYXh5Fv1hZ82mvbXOi5nZWVseIo2OjubH/wjmbTL5Qtaaxv1CH2fVYEKlQYOXweSEc3sR9Q2B0Fxr6rpCcx0uTE8bJirn5+dQU8H4J6PgGIKgyDmiqmBkZAS5bM7SfmQdvrEGZwYHIa2SjbwWZ86cQWtAgMBat1VsDwjgGILBwUHLYjCCYgWZrFz1NeUYdurTMfTrGsmdd96J+bR9Sq51V2u31NreZLNZPLVlCxp8PFhCsH8mb7b44WY/ar08fvazf67qfmQFrki2IboTHMPnb5CEEPC1IUc7xLm8BzYzjh48cwY9QR6swS7MmqYhllUwk5KxZzph+Ol0X0HUGz0f1giGR0bAmphFBi6K5NFR4/v4dOHdbkJmqc0vYPrCBWQyxo5NMYujx46CD/nBBemP/roUsSWfuT5mQDY5m80iFl9B1GNt9qZWZBxRVWCHfmQdsSkKWZIqHgkmyzKGh4bQbbGBI8cQdAQEQ/vsrUBviVpt9GM56J4mHo/HkOtdyqZNm8AwBEfm7VFyrZdar1+/3upQXFbhmWeewczsLL7cG8b+2ST2FUQyxxB8qSeEqalpPPvssxZHWR6uSLYhR48eBef3Apec3gpNtZicnHREyZnL6ihK/iTZqD5FQgjUKrPS+RL/GTT5jBc/e6aTmM8oSEgqnhtaxp5pY0e51Hs5MITYbmD9ysoKFhcWwNfSn5F7KYwogA/6qIjkoaEh+HnWlMxie5CHpjmzzDKXy+HkwEnwJmeRgfysbM7nwdGjR6u+1uzsLIC8SZ6V1Ho4zFyYtjSGUjh58iT4SBCsBfORr0QolHxXOgpqaGgIOUlCrw0qi3rDAkZHRx3tdm90m5V+HX6VkuxKCYVCuOmm9Ti2YP0BpaxqGFjMYtPtt7ul1jZm9+7dePXVV/Gx1gD6I+8+uFkf9eKuZj9efvllvP322xZEWBmuSLYZmUwGR48ehdBaj0s1lNjeAAA4cOCARZG5GEXRCt+AEmkAAMcim61utEQqlYKiqggKxt8SBhYzq35dLQwhCAgs4vG4odetFl2k8iaadumw0RCGDBaXmqbhxPFjWBMWTDGi6gmJYAgMNaEyi9OnT0OSJIit9aavTQgB31KHY8ePFw/kKmV6Oi9MG7zWbk4bvBwWl5arvs/RRJZlDJ4dBN9ozXzkK2FEHnxNqGKRfOLECRACrLGBSO6PiFBV1bDZz1ZgdJsVVHoiGcgbeM2mJMykrC2PHYplkZYV3HHHHZbG4XJ1Tpw4gR8/8QT6wiK+0HX1pMDv9UTQHRLx+GOPOeZ32RXJNmPfvn2QJAne7ubL/p4PB8BHQ3jzzTctiszFKPTTcL2cvloIxyKdtkdZ1HuRu2JTcOXXRmCzynUAl4jkWvNFMh8NYWF+3tARSlNTU1hcWkZ/xJxNs5dj0BEUccyAjKjZHDlyBIRlii7DZiO21CGTTlfdgnD+/HkA+WoNK9FFuh6PHRkbG8v3I9ug1FqHb6zB4OBgRfOSjx45go6AAB9v/TaxOyRCYBlDWgisgilMK4FR3UaF69A6sNy0aRMA4PiCtXuLEwtpCAKPW265xdI4XN6bgYEB/OM//gPqPSz+6KbaVdv1OIbgj9dHERUI/uF//k9HtFBYf/dzuYzXXn8NfMgPvv7ds++8va0YGxurevahi7XowoURjTkBJiJfdRbV5/OBZRis5IwXsLRRNQ2JnGL4KIxqGRkZAR8017RLRxfmRpZc61UsN0WN74G7GutrRIyMjjquzeSdw4chNEZBOGsMr8TmWhCG4MiRI1VdZ2JiArVe3rIZyTrNhTm9ExMTlsaxGrpniNBgj0wykI9FkqSyTfxisRhGRkdws4m/66vBMQT9EQGH3zlkG8flcnFa3LW1tejq7MTAonXVG5qmYWApi40bNxoywcPFWA4cOIAHH3wQUZ7gTzbUlnSgFuBZ/MmGOoRYFf/je9+z/fxkVyTbiKGhIQwPDcPb3/6ep4PenhYwPIdtDp035pJHn/fI+IzJyDFeEYtLS9Vdg2HQ3NyEaZu4WZbDbEqGomlobW21OpTLGB4ZARu1Rrjz0XzJk5Eied/bb6MrJFKfkXwpt9XlzW72799v2prVcuHCBczOzBQNtKyAEXjw9TVVb0BGR0bQ6rPO2Vqn3stBYBlbT3gYHBwEH/RbOh/5SoTCYXu5ztCHDx+GpgHrbSKSAeDmqBfzC4sYH3em472ezSdGGWMWPGsqqRIolfdv2oSxeBZJqbq2jUqZTklYysh43/veb8n6Lu+Npml46aWX8PDDD6HVx+L+W2oRFEp/ToRFFvffUodGD8H3v/99bN261baHSK5IthH//pvfgBF4ePva3vP/ZwQent5W7N2713GZFZeLLCwsAISA9RqzAWH9HsRjsaqt9fvXrsPISg6yas+b1dUYXM6fdPf391scyUUSiUTetMuCfmSg0I8Y8BkmKiYmJnBufBzvqzN309zg49EaELDLQW0mumGWFf3IlyK21lVl9phIJDAzO1ucU2slDCFoD/AVOzXTRtM0nBk8A67OXJO+a8H6POACvrJF8v79+xH18Gj1Wzcf+Uo2RD0gcK4vi/58JgZ5kZBC+XbR44QCt912GzQAp5esySafLPiX3HbbbZas7/JuMpkMHn30EfzLv/wLbq314v/ZUAs/X/5nOiiw+MYtdbg56sFTTz2Fxx9/3JaeE65ItgnT09M4sH8/vGvaVu1V9d/UBVXT8PLLL5sYnYuRTE9Pgw/4QAyaPckF/dA0rehEWymbNm1CRlZxesl6R8tyODKfRktzM5qamqwOpci5c+cAWGPapcPUBDFiUCZ5+/bt4BiCTQ3mjjMCgDsbfRg7d46KWzcNjhw5kh/9FPJbGofYkhfplfZx6uXDnTYQyQDQGeQxNjZmy43U4uIi4rE4eJuJZADgakMYHindxC+ZTOLE8eO4pVY0xaCvVIICi56wiH0Ocsa9FN2LhKwy+7gc9BnKNP1Ienp6EPD7K9oTZGQVoiji7rvvhiiKyMjlt3KdWcqiva0NNTX2aWG4kTl37hz+6i//Em+//TY+1xXCf1kXrWqGusgy+KObori7I4Q9u3fjb/76rzA5OWlgxNXjimSb8NJLLwEMA/9NXau+jgt44e1uxmuvv247N1+X0piYnAQT9Bp2PS6c34xXa2pzyy23IBwKGT6iiSbTSQkj8Sw+9vGPWx3KZegZXM7kGcmXwkeDmJ2drXoTlclksHvXLtxS60GgghPjatnU4APPELz22mumr10uuVwuPwbIgtFPV8JFAuD83or7kk+fPg2OIegM2qN8uC8sQlEUW85D13/frTDpuxZ8bQgL8wtYWVkp6fUHDx6ErCh4X51xzyijeF+dF+enpmzdm341EokEQIhhPgWk4HVhpDnjlTAMgw233IIzsVzZ5bBpWcPmzZtx3333YfPmzUjL5X1/VlExupLDxltvLev7XIxHVVVs3boVf/PXf43k0jz+ZEMdPtUeMuQQjSEEd3eG8H9vqENsbhZ/9Zd/iVdffdU25deuSLYB8/PzePPNN+Htay2pn8m/oQdSLoetW7eaEJ0xyLKMhx56qGojGaeTy+Uwdf68oRlGLhIAYUjVhm4cx+Ezd9+NU0sZTCbolXAZyWsTKxAFAR+3mUgeHx8H5/NY2p/I14QATat6Q7lr1y4kUyl8pDlgUGTl4eMYbGrwYfeuXbY/GBwcHMyPfrKwH1mHEAK+KYoTAwMVzVE/dvQouoMCBNYe2cT8SDCC48ePWx3KuxgdHQUIARexl3kgcLGapdTWi71796LWy9umguBSbq3zghBgz549VodSNrFYDJzXuOw8U5jFHYvFDLne1diwYQPiWRkzqfJ6n70cwY4dO7Blyxbs2LEDXq68f/dIPN/6tWHDhrK+z8VYFhYW8D++9z089dRTWBvm8e3b6rHmPeYgV8vaGg++/b569AY5PPnkk3jwwQexVKXXjhG4ItkGvPTSS9AABG7uLun1fDgAT0cjXnnlFaqniEayuLiIAwcO4Cc/+YnVoVjK2NgYVFUFX2tcWR5hWfCRIIYNmIv7qU99Cj6vFy+fs7cYAfJZ5HfmUvjUpz9tO2fr8YlxMGFry225SF7UVlNhoKoqXv7Nb9ARFNAdsm7T/PHWACRZtn02+fjx4yAMY5sxQGJzLdKpVNkHaAsLC5iYnDTVyfxaeDgGPSEBh23ohjoxMQE+5DdsrJ+R8DV5kVyK4dXS0hJOnDiB99d5bFVqrRMUWKyNeLB3z+6KDn6sZGlpCYyBh6YMz4ER+KIRKC1uvvlmAPl5xeXg4Rhks1ls27YN2Wy2bIf8oeUsWIbB2rVry/o+p/Pf/v6/4R//8R+tDgOapmH37t34zre/hcHTp/CVvgj+z/W1CJRh0FUuQYHF/3VzLb7UG8GpgRP49re+hbfeeovaeqXgimSLWVhYwPYd2+HpaQHrL728KbCxD5lMxjFO13o/TqklX9cr+gB13uAxIVxD5fMwL8Xv9+ML//E/4uRiBoM27k3WNA0vjMbg9XrwhS98wepwLkNVVUydnwIfsSbzqsMGvGA4tqpM8v79+zEzO4tPtAYs3TQ3+Xisj3qwbetWZDL2/VweP3ECfF3YNmJJaM5ntAcGBsr6voMHDwKAbUYA6Wyo9WDy/HlcuHDB6lAuY/L8JJig+f36pcB4BLAeAdPT09d87VtvvQVN0yzxHiiV2xt8mF9YLPbMO4XpCxfABIwtYecC3qq9SK5FQ0MDaiIRDMfN9QIYiefQ3d0Nj8de9yCaZDIZnD51Gu+8846lh0DxeBwPP/wwHnvsMTTyGr71vgb8H83m7AEIIfhISwB/fls96lgZjzzyCB555IeWJQRdkWwxL730ElRVRWBDT1nfx9cE4WlvwMtbtyKZtH8P6Y0ujnVODAyAjwTBeozNyomNUUiSZIj769133436ujo8PxqHYlOn64HFDE4vZfCfvvRlBALWitErmZubgyRJ4MLWZrcJIeDCgYqNMFRVxa+efx6NPh4bbdCf+On2IBLJpG2zyalUCufGxmyTRQYA1iOAjwSKh3Olsn/fPjT5BTT67ONuDAAba+03EkxRFMzOzBa9IewIG/Tj/NTUNV/35htvoD0ooMlm7/ul3FLrgcgx2LVrl9WhlIwsy1iYnwdr8EEKE/BiqoTDj2oghKB/7VqMrdAbNXUlsqphIpHD2nXrTFvTDlx6+Dc/P29JDEePHsV3vv1tHD50EJ/vCuP+jXWo95p/6Nvo4/H/3lqPz3aGsO/tffjOt79d9mGvEZgmkiVJwre+9S187Wtfw5f/f/bOMzCu6mrXz5le1WV1uci9F7nb2MZgCxvTQjPEpgRugFAMCSGFwEdIIORLIBdCQkIoAUNIIJAE3AAX3HBvslwkW1YvVh9Nb+f+kOXYRrJmNGfmHHF5fiHpzN4bz8w5e+211vtefz3r16+nvLycpUuXcsstt/Dkk0+ePTn5/e9/z/XXX8/NN998VplTimuVRktLCxs2bMAwMBNNL26elrGDcbtcrFu3Lgqrk5bW1taO/1BIM74cuN1ujh07ii5TelEfXXoSgkqQpOdbp9OxbPly6hxeNtcor5zfGxD56JSNrMxMFixYIPdyvkLng04Jm2ZVnKnXm6g9e/ZQWVXFZdkWVAoovRwQp2dogoFPPv5YkdnkkpISRFFEl6YsJVZtv0SOHz9OIBCa12lTUxPHjh9jfLLyMjhJBg394/Rs37ZV7qWcpampiUAggMYq//e9O9Rxph4zyeXl5VRUVjJFwVlk6FDEHZdsYMeOLxWpdN4V1dXVHW1WElcXaRI6xBmjfT8cMmQILW4fbd7Y+CVXO3z4gyJDhgyJyXxK4dyWOSna58IhEAjw3nvv8dxzz2EMuHl4XCrzc6yyPvvVgsCC3DgeHp+K1uvgmWd+yfvvvx/TmC5mQfJ//vMfEhISePfdd3n11Vd5+umnefbZZ1mxYgXvvvsuoiiyfv16ioqK2LVrF++//z7PP/88Tz31FEDE1yqRjz/+GH8ggGVMXq9er02Kw5Ddj1WrV50tZ1YqnV6dIv//BsmFhYUE/IGo+KeqdFq0qYnslahfb9KkSYwfN451le20eWLzYAyV9VU2mlw+br/jDjQaZZS1nktnkKyWuLSuN2isJlqam8P20A4Gg3zw/vv0M2mZqKBNc0GuFVt7O5999pncS/kKJSUlIAhoUxLkXsp56Pol4vF4Qi6737ZtG6LYUdaqRPJTjVRUVoXUYxsLOntC1WblHSp0ojYZaLfZLrq53Lx5M2qVwMRU+e9bPTG5nwm323O2LUDp/NftQFr1c22SFUQx6t+FQYM6Kh0r22Mj6Nk5z8CBoen0fF3Yu3dvh+CnXse+GGov2O12fvWrZ/nPf/7D9HQzj4xLJcuiHOG+HIuO749PZXI/Ex999BG//vWvYxbzxCxILigo4KGHHjr7s1qtpqioiClTpgBwySWXsH37dvbu3cusWbMQBIHMzEwCgQDNzc0RX6s02tra+Hz9eoyDepdF7sQyNg+X08Wnn34q4eqkp6GhAQC/P9AnysOjwc6dO1EbdOgk7kfuxJDTj+qqKmpCKKvrCUEQWH7bbfhFgU/KoqueGQ5Nbj8bqhxMnz7trKCI0qivr0elUUsq0tJb1FYToiie/f6Fys6dO6mqrmZhjhW1ArLInQyK1zM80cDH//lPVP1Be8PJ0lK08RbF9CN30ikSGIrPtCiKbNq4gUFxelJkKLELhYmpRjQqgU2bNsm9FOC/VVJK+L53h8qoRxTFbpWQA4EA27ZuZVSiHrMMNm/hkhevJ8mgYfPmzXIvJSRKSkpQ67SSVxd1HshF2xYtNzcX6BDLjAU1Dh8mo5GUFPldAmJFQ0MDBw8dQj8wA33/NHbu2hV15XLoiEV+/tT/cOzoUZYOSeSmIYmKcTQ4F71axS1Dk7hhcAKHCwt5+uc/j4nbRcyCZLPZjMViwW638+CDD7JixQpEUTzbCG42m2lvb8dut5/XY9j5+0ivVRqrV6/G7/eH3Yt8IdrkePSZqaxavVqRJYid1NfXd/nf/7/g9XrZu28fuux+CKrofO0MuekA7NixQ5Lx0tPTWbR4MbtPO6mI0QlyT3xS1oagVnPLLbfKvZRuaWxsRG0xKUIdVmPpOIALJ0gOBAJ88P77pJt1TFBgVmlR/zjsDoei2kxEUeTkyZNoFOiTq7aaUOu0ISlcHzt2jLr600xLV2YWGcCsVTM6ycCWLZvxeuW/L3UGyXLavfVE59q6s1QpLCzE1t5Ofj/lloyfi0oQyE81cvjwYUXYxPTEsWPH0KTES/5MUBv1aK1mjh07Jum4F2IymUhOTKQuTBuo3lLv8pOdk62IZ2iseO+990AA87D+mIf3J+D3889//jOqc7rdbp595hlO19Xx3VHJTE2X5vsviiJtngD1Tj/bau2Seh7PzLBw98hkaqqqeO5Xv4p6y0VMhbtqa2tZvnw5V199NUuWLEF1TrDgcDiIi4vDYrGcl2l0OBxYrdaIr1USdrudTz/9FEP/NDRxkX8oLWMG4bDb2bhxowSriw6nSktJNnScUEdiSdNX2bdvHx63G+OAjKjNoTYb0PVLZOu2bZLdlK666iqsFguflMlvCVVp97K/wcWixYtJTpa+r1sqWlpaECQWZustndmts5oAIbBt2zZq6+q4IlfefqTuyLXqGJ1k4JOP/6MYCzybzYa9vR1torKsyKCjKkSdYKEihHLr9evXY9SoGa8AobaLMSPdjMPhVISAV+fhtKBTZuYd/ru27jaUW7duxaRVM1JhauYXY1K/jioZuS1ieqKpqYmamhp0GdF5ZmnTEykqKorY2aIn0jMzaHTHJkhudAdIT4/eXklp7Nixgy+//BLzqIGozQY08RaMw3L5/PPPOXjwYNTmffvtt6msquSO4UkMldD7eFutg0Z3ALsvyPsnWtlWK2316IgkA7cNT6SsrIy//e1vko59ITELkhsbG7nzzjt59NFHuf766wEYOXIkO3fuBDr6YfLz85k4cSJbt3Z44NXU1BAMBklKSor4WiXx+eef4/F4sIyKLIvcia5fIrq0JD5ZtSrqN8re0NzcjOvMRkKrVoVU9vd1Y8vWLWhMhqgr3xoHZVJXWyvZv7HJZOKqq6+muNXNqRhbQFzIZxXtmIwGrrzySlnX0RPNLS2oTcrIKqnDDJIDgQAffvhPsi06xipQuKmTK/rH4XS5WbNmjdxLATjb4qAEsbau0MSbqenhcNJms7Fr507y+xnRqZVtfDE4QU+qSctnn8nfZuTxeBBUQtQqhKRAUHccUHcVJHs8Hvbs2c34ZAMalfIOxbojzaQlx6pjm4JE3LqiU1BWnxGd0mFdRgputzvqJdfJySm0+aKvKRMQRWxev6IPwqWkpKSEP77yCrrUBCyj/6tPFDdhKNpEK//3xRej0nNeX1/Ppk0bmZNpYYTEh2NFze6L/iwFo5ONzMww89lnn0VVCTxmd/VXXnkFm83GH/7wB5YtW8ayZctYsWIFL730EjfddBM+n4+FCxcyevRo8vPzuemmm3jggQd44oknAHjsscciulYp+Hw+1qxdiz4zBW2SdBlu88gBtDQ3S1ZqKyVHjhwBwKhWMcCipejwYZlXFFva2to4cOAg+gEZCFHehBj6pyOoVXzxxReSjTl//nzMJhNfVMuXtWty+ylscrFgYQEmk3JLQUVRxGZrQ2VQRpAsaNSodNqQg+Rt27Zx+nQDBblWRZe6ZVl0jE02sm6tMizwOpWD1RJUBkUDdVxH1dXFWo82bdqEPxBgpkQld9FEJQjMSDNRUnJCdgEvr9d7NghVKoKm+yD5wIEDeL0+xiuwtaInxicbOXWqLOpewZGwa/cuNBYTGomVrTvRZ6YgqFVRFzGLj4/H7o1+EsbpCyKKKK4CNBocPXqUZ559FgxaEuZMQDjncFLQqEmYOxG/IPL0L34RUrtMOBw4cABRhEsypf9cei8QCLzwZ6mYnWlBFMWoZttjVh/0+OOP8/jjj3/l9ytXrvzK7x544AEeeOCB8343cODAiK9VAl9++SXtNhtJk6XNbuuzUtHGW1i9ejUzZ85U1AZ327atqAXQqwVGJRv4V2kVlZWV5OTkyL20mLB161bEYBDj4Kyoz6XSadHn9GPbtm3ceuut6HSRl/0aDAbmzJ3L2jVrcPiCmLWxz5jsrHOAIDB//vyYzx0Ofr+fgD+ASkGll2qtJiSRq2AwyL8++pAsi45RfaDsckGulUP7T7Nu3Tquu+46WdfS1NQEgoDapMxAQ23peD+bm5uxWr9aEh4MBln/+efkxetJNyvXI/dcpqSZWFVu4/PPP+fOO++UbR2iKIKCnrfhsmvXLiw6NXnxyjjYC4fxqUY+Lmtj9+7dLF68WO7lfAW73c7hw4cxDMmJ2p5MpdWgS09mx86d3Hrrree1G0qJwWDAHxTxB8WoVhx4Ah3ZaqNRmfdSqdi0aROvvf4aKrORxPn5qI16nCc7qn1MeR17RY3FSOLlk2lZv4enfv5z7r3nHqZNmybJ/J2tSvF6ZR/wXYzEM2uPZtuVcuuDvqasXbsWbYJF8v4UQRAwDsulrKyMEydOSDp2JJSWlnLw4CHidGoQOqwbdGoVH330kdxLiwmiKLLpiy/QpSSgjY/OSfKFmPKycTqdkloIzJw5k6Aocrg5fEVhtz+IXq+noKAAvV6P2x/+qeLBJg8jhg9XfAnW2f5EBSkcC1pNSKJ+e/bsoa7+NJdnWxR1yNYd2RYdI5MMrFu7VnYBp9bWVjQGfdQrRXqL2nDxsvuioiIaGhuZ0QeyyJ2YtR2909u2bpVVtFKr1SKG6EHdExdmpKXKUItnMjla7fkHIIFAgIMHDjAyUa8oFftQSTZoyDDr2B9Du5xw2LVrFwF/AMPA6PbXGgdm0NLczPHjx6M2R6yeCZ02odEK9uXG7Xbzyiuv8Oc//xlNSgJJC6ectY9znazCdbLqvOs1cWaSCqYhxJt48cUXefPNNyV53mVkdHwmy2zyix/2llNn1p6ZmRm1Ob6en0KFcurUKcrKyjBG6VTROCgTlVbDhg0bJB+7N3i9Xl599c9YdRoSzpz4mLVq5maa2bFjR0x94OTi1KlTVFdVYciL3pf4QnTpyWjMRklLrgcMGECc1UpJa/h9yS6/yLx581i+fDnz5s3D5Q+vr8nmDVDv9DJ+woSw5441Z4NkjYJOZzXqkIKIVZ98QrJRy1iFizady6VZVtrtdrZs2SLrOmw2GyqFiLV1RaeAW3eWIhs2bB4D2TEAACAASURBVMCkVfep9x46BLxcbresAl4dQXJQErFEfXa/i/7cawJdB8knTpzA6XIxMlH5lSPdMTJRz/HjxxVnCQfwxebNaOMtkrbWdYU+ux8qbXQtsfx+PwIQ7XNAzZm9sc8XG7upWHL06FF++NhjbN68GcuYPBLnT0Kl7/m5oTbqSbp8CuYR/fn000/58U9+wsmTJyNay8SJE7GYzawutxGUUH06VgRFkdUV7cTHWRk3blzU5vkmSI4hW7ZsQVCrMA7sOWASRZGA04O/zYGjuCKkB7BKq0HfP50vd+yIuix6TwSDQf7yl79QXl7BTYPjz7uxXp4bR5ZFxx9efpmqqqruB/kasGXLFgSVCmP/2Ck1CioB/cAMDh06JJnPniAIDB4yhGpH+D1JRo3Axo0beeutt9i4cSNGTXhP2Wp7x8MyLy+vhyvlp1M4T1EiPiqhR0G/0tJSSk6cYE6GWZGK1t2RF68jx6pj7Zo1ktpMhIvH4wGNgt7zC+g8tOkqA+FwONi3dy+TUo1oFZoJ746BcTpSjFq2yOiXq9d3HECIvsizyaahOaitJlQGHXFTR2IaKk1LUtDX8f3vXGsnR48eBWBIQt8rte5kaIKeQDBIcXGx3Es5j6qqKkqKizHkZUU9C9u599v+5Zc4nc6ozGGz2TDp1FF/PnS2c8XCAzdWOJ1OXn/9dZ5++mla3Q6SF0zBOn5IWPsEQa0iLn8ESfPzaWhr4YknnmDlypW9rqIxGAzccuutnGzzsEoB7iXhIIoi/y5to9zm4dvLlkvSVtgdyn2qf80QRZEdO3eiy0xBpe+558tZXEmg3UnQ7cW28wjO4p7tOwCMAzLwejxnFRXlIBgM8uabb7J161YW9Y9jdPL52QmtSuDOEUlogj6e+eUvv7aWUIFAgO3bt6PPTg3pPZcS48BMye0x0tLSaPaEHyQbNCo8Hg9r167F4/FgCDOY6JwzLS0t7LljTWeJWGfJmCIQxR5L1zZu3IhWrSI/TbmiaF0hnBFwqq6pkbXNxOfzgZIORi6gczPWVXZm9+7d+Px+JvfrW+89dLz/+alGjhw9QnNzsyxrSExMBCDoirzkWxAE1CY9mngz5qG5kgVXQWfHoXnnWjs5fvw46WYdZq2CKl/CpL9Vh0ogqqXGvWHDhg0dB+SDYlNFZhqSjc/rZdu2bVEZv76+nqQY9K/q1CosOg319fVRnyvaiKLIjh07eOT73+fz9esxD+9P8uIZEbmc6DNTSL5yBsbB2axevZofPPpor6sy58yZw6WXXsr6qnY+rbDJetAcKqIosrrcxhc1dhYuXMjMmTOjOp9yn+pfM6qqqmhtacEQYvmUp+r0RX/uDl1aIiqdVrYg2e/388c//oHPP/+cS7MtXJ7TtW9oskHDvaOSCbgc/PyppyIuHVEiR44cob29Per9SF2hTbCgTYxj+/btko1pNBrx+IMxL81xnynPVrKqdSdnN7UR/BNJ3pcoXryfzOv1sn3bNsYlGzApOBvaHRNSO3QOpGwvCBd/IKBs8aYzGeJAF72zu3fvJsmgIcfSNwS7LmR8qhFRJOrqvt3RGXgGXPJWb12MwJkAPiEh4bzfl506Ra5FOfoJvcGgUZFm0lFWVib3Us7idrvZ9MUX6HPTztrwRRttcjy65HjWrVsnebAjiiIV5WWkG2PzWUk3qqkoL4/JXNHi9OnTPPfcc7z44ou4NZB8xTTiJo9AJYFeiUqnJX7aKJIXTqU94OE3v/kNL7zwQtgHhYIgcOeddzJr1ixWl9v4qLRNkv2dFDo0XREQRd4/0cpnle3MnTuXZcuWSTLuxeh7O6I+SmeWQ9cvsYcrO7hQCCRUYRBBpUKbEs9xGUqPHA4Hz/3qV2zbtp3F/eNYMiD+opvzDLOWB8cmowt4ePrpn8u2yYkWe/bsQaVRY8hMlWV+fW4aJ06coKWlRZLx/H4/KkGIeTlupyuCEj3AL+RsxjYCywPJ+xJ7yCQfOXIEl9vNxD5oAQMdm+SRiXr27tlNMEpWEz2uQa8HicSbooHo71jbheW2Xq+Xw4WFjE4y9Amxtq5IN2npZ9Kyb+9eWeY/GyQ75BMP64mAw43ZYjmvJ9lut9Nms5Fu6puHI+eSblRTVRlatV0s2Lp1K26XC/Ow3JjN2SHemkNNTQ1FRUWSjl1TU0ObrZ1BcbHRXRgUp+NUWVnUSsejSSAQ4OOPP+bRRx/l8NEjxOUPJ6lgKrrkeMnn0vVLJHnRDKwThrJ3/z6+/4Mf8Omnn4b1HFSpVNxzzz1cccUVbK6x85cjTREHtZHq0HSF0xfkz0VNbK9zcNVVV3H33XfHRNztmyA5RtTU1CCo1ait0c+GaRIs1NXVxbR04vTp0zz5xM84duwotw5N5PLcuJA2XalGLSvGppCuF3jhhedZs2ZNDFYbfURRZPeePWgzUmQTcTLkdgRX+/fvl2S8lpYWrDLYBVjPlAJKFexHk85sd2cPYK/GkLgvUfT5MZu7Vy3et28fOrWKIQl9V7xndLKBNlu75F6SoWIwGMCvXIVj8czn0WA4/z0uKSnB5/czrA/3pAIMjddx/PhxWQ7S+vXrh1qtxt8mn498TwTaHGRnnW9B2OktnBqj7GA0STVqaGpu7rJSItYEg0FWr1mDLjkebWpCzy+QEOOADNQGPWvWSruP2nvmAGpYjATehicaEEWxz4m7VldX88STT/C3v/0NdVoiKUtmYR4xIKoaJYJahWX0IJKvnAmJZt58802efvrpsLzDVSoVy5Yt44477uBYq4cXDjbQ4Or9vTRSHZoLqXf6+N2hBk7YfNx9993cfPPNMTvU/SZIjhHt7e2oDbqYvLEqgx6/zxczW4zS0lKe+NnPaG1s4N5RKUxOC89GxKpTc/+YFMYkGXn77bd56623ZMsISUVdXR2tLS3oM+WzLNLEW9CYDBw+fFiS8SorKkgzxD5ITjN1bOIqFZQp6A6j0YhKpSLo6b0yp9R9iUGP76JBctHhwwyJ1/U50aZzGXFm8yZ1BiVUzGYzQa80AVo0FI4713Zhy0JJSQkAA/ugR+65DIrX4/F6qaioiPncGo2GjIwM/K3KDJJFUSTQZicn5/zDtk5RR6sMvvdSY9WpEUUxqn6poVJYWEhdbS3G4dL1lIeKoFZjHJLN/v0HqKurk2RMURTZvPkL+sfpSTLE5kBlQJyOREN01bqlRBRFNmzYwI9/8hMqaqpJmD2OhLkTzlo7xQKN1UTi/Hzip4+m5FQpjz32WNj96Zdffjk//vFPcAg6XjjYQElrL0XBItShOZfjLW5+d7ARl0rPT3/6U+bNm9frsXpD37879hGCwWDsPDSF/84ZbQ4fPszTP/85Gp+bh8amMLiXGQmdWsXtI5K4JNPC2rVrefnl3/eJ8tru6FQN1afLFyQLgoA2LYmiI0ciHstut1NRWcEAa+xtbjLMWvQa1dl/UyUjCAJGkwkxgiBZSkRRJODxdhsku1wu6urryJXhfZUSs1ZNslErW19iSkoKfqcbMRD5PTcaCscBR4c9TkpKynm/r6qqIsmg7ZO96OeSae4oGa6pqZFl/tzcXAIKzSQHnW4CXh/Z2dnn/d7hcABg7OPvPXD286uEIHnNmjWojfqYOlqci2loDoIA69atk2S8wsJCampqmZkeO00QlSAwPc3E4cOHFe+A4vf7efXVV/nLX/6COiWO5CtnYhyQIUv7iiAImAZnk3LlDMR4Ey+//DJvv/12WLHAqFGjePoXvyAhtR+vFDWx97R8Je+76h38qaiJlPQMfvHLXzJ8+PCYr6Hv3x37CHq9nqAEFhGh0GlFcWH/mdTs27ePX//61yRp4aFxKaRF2NukEgSuHRTPlQPi+PLLHbzwwvOSmKbLQVlZGWqdNibl9RdDmxxHu81Ga2trROPs27ePYFBkVHLs+1bVgsDwBD17du9WRDldTyQkxJ8VypGb4BkxoQsFezqprKxEFCHL3Pf7ErNNGsrLTskyd0pKCogiAacyFY4D9o4gOTX1fH2E+ro6Ug19fxuQatAggGTZs3DJy8vDb3dJ8v5Ljfd0x71/8ODB5/2+83MVra287oIS0wt/jgax6FG8GLW1tRw6dAjj0BwEtTxrUZsM6Puns2nTpoi9o0VR5J8ffEC8XsPE1NjuZWakm9GpVXz44YcxnTccvF4vv/ntb9m0aROW0YNInJ8fM6G2i6E2G0m6fDKm4f1Zs2YNL770UlhJp7S0NJ566ucMHTqMlceb2VnviOJqu2ZbrZ13i1sYMXIET/7P/3zl2RUr+v7TsY+QkJBAwO2RJNPQE0G3B7PZjEYTvdKYvXv38sILL5BhVHH/mBTiddKU4QqCwGU5cVyfl8D+/Qf6bKBcUVGBOsEiuxiOJtF6dj2RsHHDBlKMWtkUcCelmmiz2Thw4IAs84dDelo6QbsyNsudwVG/fl2X7HYeniTK0GsuNQkGdcSHQb0lPT0dQLF9qf42Oxar9Svl1g67HdPXoNxWrRIwaNRns6OxZtiwYQB465Wnm+A93YJOr6d///7n/V59ptc9ECXpklFJhov+LCWBM/orcgfJn332GYJKhWmINP7WvcU8rD8ej4etW7dGNM7u3bspOXGChTkWNDFux7Ho1MzJNLNjxw5Z7f26IxgM8vLLL3Po4EHip47COmGo7Pu9cxFUKuInj8A6cRi7du7ktddeC0unyGw289iPfsToMWN4r6SFoubIDlzC4VCjiw9OtDJ+/Hh++MPHZHU26ftPxz5CcnJH2W0sTpoDdhfJF5TVScnevXv53e9+R5ZJw72jU86av0vJrEwLNw1O4ODBQ/zuhRe69PdUMk3NTagt8qsFq80da4jEQ/TEiRMcLy5mZrop5srWnYxKMpBg0LDqk09kmT8c+vXrR8DuVITnoN/eUSrVncd0e3s7QFS+w7HGrFHh9nhladMYMGAAgiDga7LFfO5Q8DfbyBs06Cu/93i9Ue1Fj2U2UasWZDtQ7d+/Pzq9Hu9pebyaL4avoYWhQ4acDYo7iYuLA6DdG53qnJkZZlIMaixaFTcMTmBmRnhaJeHQ7u1IPsTHS68gHCperzfmtk/doU3psIP69LPPev0ccrvdvP3Xv5Jp0TE1PXrv3cWYn20lXq/h9ddeU1wV2bp169i9ezfWScMkaYkRRZGA04O/zYGjuEKy/YNl1EAsY/L44osvwrZJ1Ol0PPzww+Tm5rKyuBVblO4V59Lq8fNuSQuDBg1ixYoV5ynyy0Hf3xn1ETqD5GAMguSgy0tKcnR6Yfft23cmQFZzz+jkqPayTc/oCJQPHDzIC88/36cC5bY2GypD7/s8pVK47XxYd4q09IYPPvgAk1bNdJkelNCRKZqXaebY8eOyiTOFSlpaGkF/4Gyps5wEbE4EQfhKL2onnQFltLIEMQ2Szvw/yBEoGQwGMjIz8TX1/nsWLUR/AF+rnUFdBMkGgx5vtFKJxDab6A0Ev6LeHSvUajWjRo7EW9ukiMOxTgJON76WdkaPHv2VvyUlJQHQ4onOxlcQBOL1atJMGmZmRLeqqtXjx2gwyPb+A+zatQu3y4VpSHbPF0cZQRAwDM6iuqqKkydP9mqMd999l+aWFq4fFI9apsNxg0bFtQPjKCsvZ9WqVbKsoStsNht//8ff0WelYh4xQJIxncWVBNqdBN1ebDuP4CyWTqjUMm4wurQk3nn3nbBL8A0GAw8++BC+IKwtj/4h8OpyG0FBzQMPPohOJ79WyjdBcozoFM6RSgH1ovRg+dJb9u/fz+9eeIFMk5p7RqfEROxleoaFG88Eyr/7Xd/JKAf8/ohk/yVTuD3TF9Xb7FphYSGHDh3ismxLRAqFUjAjw0KiQcPKleEJUcSa3NwOb0xfS7vMKwFfi42MjIxuT2M7N5WeKAVKsQyS3GdaWeTaKA8bOhR/Qyuiwj6b3tPNIIoMGTLkK3+zWONo90VvvbHKJnoDQdz+IBaLJSrjh8LEiRPxtzvxt8lT8t0V7qoOG5iJEyd+5W+pqanodFqqHX3jmXoxqhx+cnLlLXH+YvNmNFYTurQkWdfRiXFAJiqNmi1btoT92kOHDvH5559zSZaFQTIr349LMTIuxcgH778vmzDjhWzatAmvx4t10jDJDn88Vacv+nMkCIKAdcJQHHYH27dvD/v1GRkZTJ8xg32NrrOtDdHAHxTZ3+hm1uzZ3baIxZpvguQYcXZTH6MDOalPsw8dOsQLzz9PhknNvaNiEyB3MiPDwg2DO3qUX3rxxT6heq1SqSJ6DyRTuI2gV8vn8/HG66+TYtQyO1O+zWcnWpXAkgFxlJdXsH79ermX0y1ng2QFlN4GWuwMHDiw27939vo4oxQoxbLk0uUXMej1svUljh07loDXh69RWdlkT00jGo2GESNGfOVv2dnZ1Dn9Uct+xiqbWOfseCZkXeAFHEsmTJgASLu5jRRPVQMpqSld/ruo1WoGDhxEeXvf0/w4l0BQpMrhIy9vcM8XRwmbzcaRoiIM/dMV05eq0mnQZaWyY8eOsA6V29ra+OMfXibdrGNxf/nK1zsRBIEbBidg0gj8/qUXY2ZtejH279/f4YMdL92+SLygnPzCnyNFmxKPNs7M/v37e/X64cOH4/YHaY1S5QlAk9uPLxA8q/GgBL4JkmNEY2Mj0KE8GApBrx+9Xk9BQUGHMnYYGWjBqKOhoaFX6+yKEydO8PzzvyXNqOaeUSmyCL3MzLBw3aAE9uzdy6uvvqqokrauMJpMivDK7VxDb4QPPvroI+rq6/lWXrxiPHQnpBgZmmDgb+++S1NTk9zL6RKTyUS/tDR8zfIGyQGXB7/DxYABA7q9JiOjw6akzhmdbFIsSy7rnD4yMzOjNn5PjBo1CkEQ8FRLd++VAm9tE8OGD+/S7WDAgAE4fAEa3co/eLwYZbaOQO9in/Vok5SUxICBA/FU1Mu2hnMJen1465rIn5Tf7fdu1KhRVNi92GPQaxgtTrR58AWCXR4CxYq9e/ciiiKG/umyraErDP3TaW9vp7i4OKTrg8EgL//+9zjtDm4blohOrYznvkWr5ttDEqitrePNN9+UezlU19SgPiOK2lcQBAF1opXq6upevd7j6Wgfi+ZesHPszrmUwDdBcowoKipCpVGjCfHkSfT5mDdvHsuXL2fevHmIYZQZa5PjOXnyZMTy/wAtLS389je/waqG745K7pXAjyiKtHkC1Dv9bKu19zrAvSTLQkFuHFu2bOEThQs4paSknPUmlZNOdePuelK749SpU3z8n/+Q38/EiET5+rwuRBAEbhycQNDvU/RhyZDBgwk0tsq6Pl9Dh9JzXl5et9dkZGSg1Wio6eMll6IoUuP0k3uBgm8ssVgsDB8+HE/lacV8Ln2tdnytdiZ1UW4LHdlvgKJm+bMzkVDU4iYjPV32Er2ZM2bgbWrDb5O/5NpdUY8YCDJjxoxur8nPz0cU4XAffv8Lm1zodNqzn2VZ1lBYiMZkOOsmoRT0GckgCBQWFoZ0/b///W8OFxVxXV48GQqzBRyaaODyHCubN29m8+bNsq7F7/MhaPqeI4SgVuHrZSXmvn17STJosUYxSZagVxOv17Bv376ozREu3wTJMcDpdLJt+3Z02f1C9s4TtFo2btzIW2+9xcaNGxHCUHgzDEjH7/f3qhflXERR5M9/+hMuh527RiQR10ubp221DhrdAey+IO+faGVbbe83EAtzrYxPMfL3v7+nmP6UrsjKzCTY6pB9s+xv7eiL7cwYhoLX6+WPf3gZi1bFdYO69teVkxSjhiUD4jh06BAbNmyQezldMnLkSPwuDwEZN8ue+ma0Wu1Fg2S1Ws2gvDyK2/p2yWWNw4fdG+iy7zaWzJgxA1+bHb8C+tEB3GW1CILAtGnTuvx7WloaOdnZ7G2Q/0Cvt7R5ApS0esifPFnupTB9+nQQBFynauVeCu6yWlL79bvo979///6k9evHrtPOGK5MOrwBkX2NbiZMmCiryE/RkSNo0hIVU2rdiUqnRZccx5EjR3q89ujRo3zwwQdMSjUyLU0+y52LUdA/jsHxel5//TWqqqpkW0dcfHxMRHilJuD0EB8fF/brjh07xuHDRUxPN0b1M64SBKalGTlw4IBibL++CZJjwL///W/cLheWkQNCfo1Kp8Hj8bB27Vo8Hg8qXeiex9qUBHSpiXz40Yc4nb1/+BUWFnLw0CEW9bdGdKp4YZYikqxFRyYxEZNGxbvvvNPrcaLN0KFD8bvcsmeTvQ2tmM3msILk999/n6rqGm4enKBYD9WZGWaGJhhY+fbb1Ncro7zxXDpL/zz18lnC+OpbGDp0aI8WCvn5+VTbvTT14ZLbwiY3gtC1QFEsmTx5MiqVShFBkiiKeMrrGDFiBAkJ3R92zb/sMirbvX22N3V7nR0RkUsvvVTupZCUlMSIEcPxnKqV9YA04HDjqWtm1syZF93UCoLA/Msuo7TNQ20frCY50OjE6Qtw2WWXybaG1tZW2m02dMny9+92hSYpnvLy8ot+Hu12O79/6SVSjBpuGKy8YL8TlSCwbHgSOoL8/qUXZRNyzRs0CF9DK2JQGRVDoSAGgvib2hg08KsuBxfD7Xbz5z/9iUSDhktioE0zL6vD9utPr7wim6XfuShzB/w1orS0lFWrVmHMy0Ibo5uoIAhY84dja7OxcuXKXo+zfv16rDoNszIi+2J4LxCNuPDncDFpVczNNHO4qEiRARKcEyTVNMq2BlEU8dU2MWLEiJAfeseOHWP16lXMSDczIopKxJGiEgRuGZqAKhjgj3/4g+LUrtPS0khITMRbK0/fdMDlwddiY+TIkT1em5+fD8D+hr6ZTRJFkf2NLoYMHiKrTyp0eM9OmDgR96kaxIC8n0lvfTM+m4M5c+Zc9LpZs2ZhMhr4tEJ+oblwcfmDbKl1Mm7c+G69wGPNvLnz8LU78Mp4QOY8WQWiyCWXXNLjtXPmzEGn1bK+ShnVD6ESFEU2VDvIyswM6T4XLTp7PDUJyiq17kSTaMHtdtPc3P3n8bXX/oLN1sbyYYmyu1j0RLxOzS1DEqiorOIf//iHLGuYPHkyAZcHT618+7twcVfUEfT5mRxGxY0oirzxxhvU19dzy5AE9CFWwkaCQaPi5sEJVNfU8NZbb0V9vp5Q9rehj+N0OnnxxRdRGfXETRoe07l1KfGYRw1k06ZN7NixI+zXi6JI0eHDjErSR81DNRLGJhsBFOuZm5WVRVp6Gp5y+YJ4X0MrfqebKVOmhHS9x+PhlVf+SJJBy9WDlHkqfi4Jeg3fyoujuKSEdevWyb2c8xAEgQnjx3f4psoQLHUezowfP77Ha9PS0hg1ciTb6pxRtXeIFsWtHuqdPi6dP1/upQBw2fz5BFwe3JXyHuA5iysxmUxMnTr1oteZTCauXHIVRc1uStuUI5gSChur2nH6Atxwww1yL+UsU6ZMwWgy4iyRpxxUDIq4T1QzavTokA4OrFYrly9YwN4GJ/VREvCLBgcbXdQ5vFx73XWyZj5bWloAUJvktUrqDrWx47C7tbW1y7/v3r2bnTt3UZBjJccivy9tKIxMMjIj3czq1atlKcvNz88nKTkJx8ETfSKbLAaCOApLycjM7NIzvTu++OILtmzZwoJcK0MSYpc0GZFkYH62lQ0bNrB169aYzdsV3wTJUUIURV599VUaGhqInzkGlT72IgjW8UPQpSbwpz//mdra8Mr/XC4XTpeLfsbQy7xjSYpRg8B/VcOVhiAIzJg+A099M367PBk658lqNFptyCWoH374IadPN3Dz4PiYnBhKwaRUEyOTDPz9vfckVXSXgokTJxL0+fGebgn7tca8bIx52b2e21N1mviEhJDVfguuuIIWt5+DjX2vN/WLajtxVmtHP6gCGDNmDEnJyTiLK2VbQ8DlwVN5uiNLGEKvZkFBAYkJ8fyztK3PHJQ0uHxsqLYzffq0i9qcxRqdTsclsy/BU1FP0B37ckFPbSN+h4v5YZSfX3nllWi1WlaV9Y1qAn9QZHVFO5mZGd3228cKu90OgEqvzACzc+/Zuc5z8Xq9/PXNN8my6Lg0W5mZ8O64amA8cTo1r7/2WswryTQaDbcsvQVvUxuOI6diOndvaD9Ygq/NzrJvfztki8Ta2lrefOMNhiToWZgbfh9zpCwaEMegeD2vv/Yap0/LZ6vXN3bCfZANGzawc+dOLOOHyGYuL6hUJMweh18M8uJL4fkLd950FJhEBjrsplWCoLgy23OZN28eAsiyWQ56fHjKapk1c2ZI9k+1tbWsXrWKKWmmmJ4YRoogCFyfl4AYDPCOwnrUR48ejUarxd0L31RTXhamvN55voqBIN7aJiZOmBByhmXChAlkZmawrqK9zwRJAKVtHo60uCm44ooee69jhUqlomDhwo5y5yZ5PJOdxysQRZHLL788pOsNBgO33X4H1XYvm6q+uplWGkFR5B8nWtHp9Xz728vkXs5XmD9/PmIwiPNE7LPJzuMVWOPizrZRhEJ8fDzXXHMth5pcFLcqX5Boc42dBqePZcuWy+aL3olS+3cvpKt1rlu3juaWFq4dGI9aqZu9bjBoVCwZYKWsvLxX1ZKRMn36dCZPnoz9QIkkbXWR2L5eDFdFHY6iU8ydOzekyjLoSPK9/vprqAny7aFJqGT4jKsFgWVDEyHgk9X265sgOQo0NTXx9sqV6DOSMY+S94RbbTYSN20U5WXlfPzxxyG/zmQyIQgCDp8yg1BPQCQgipjNZrmX0i0pKSnk5+fjLqki6I1tGZuzuIKgP8CCBQtCuv79999HLcCSAcovs76QJIOG+VkWdu3aRWlpqdzLOYter2fMmDF4Y2wJ5KltJOjzh7VJVqlU3HTTzdQ7feyu7xu9yaIo8kmZjfi4OAoKCuReznnMmzcPvV6P/WhZzOcW/QFcJZVMmjSR9PTQfVsnT55Mfn4+ayps1DjkF0y5GFtq7JS0elh6y60kJibKvZyvkJ2dzciRI3GVVCLG8CDXowELMAAAIABJREFUb3PgqW7g8ssuQ6MJrwps0aJFpKak8M+TbfgVXELa4vGzrrKdiRMmMG7cOLmXc/ZwTgxE7jUtqNUX/bk3dLb7XPh5CAQCrF2zhqEJegYnKLNUvCcmpppIM2lZvWpVzOcWBIF77rmHrKwsWjcfwNsY2YFoJLav3eGpa6Jt6yHyBudx++23h/y64uJiioqOUJBjIV4f/mdQd8HB1YU/h0qiQcPl2VYOHDgg297umyA5CnzwwQf4/D7ipo1SxCmjITcNQ24a//r3v2lrC+2LrFKpSE5KUqzibeOZdaWmpsq8kotz9dVXE/D6cByriNmcQa8f59Fyxo8fH1K5bUNDAzt37mR2hhlrL22+5GZulgWjVs0qGR6WF2Pa1Kn4HS58jV33g0UDd3kdRpORMWPGhPW6/Px8hgwezKrydpx+ZR6Oncv+RhelNg/fuv56DAZlVT+YzWYuvfRSPOV1+O2xLWF3nqwi4PayeNHisF4nCAJ33XUXZouVt4634pVZeKw7qu1ePi6zMXHCBEUoWnfHwoUL8dtdeKpi1wbiLK5ApVIxvxf9+Tqdjju/8x3qnT7FiriJosg/SloRVWqW33ab3MsBOHtIE3BEnoHXZ/e76M+9IeDsuP8kJZ1f0VhYWEhLa2vEwqxyohIEZqSbKD11isrK2FfsGY1GfvSjH5GUkEjr+j0RBcqR2L52hae+mdaN+8lIS+fRHzwalkXazp070apVTEvvXRJq1AWirxf+HA4zMsyoVQI7d+7s9RiR8E2QLDEul4tt27djzMtCY1GO15xl3GB8Xi/bt28P+TXpGRk0uCM/HY0Gja6OIDmcTIkcDBo0iIkTJ+I8WkbQE5vsjOPoKQIeL9dff31I12/duhVEkVkZys3K94RBo2JyqpFdu3ZFZHsmNZMmTUKtUeMur4vJfGIgiLeqgSmTp4SdSRIEgdvvuAO7L8Anp+QpEw4Vpz/IR6U2Bg4YoNhAadGiRagEVUx71sRgEGdRGUOGDmXYsGFhvz4uLo5777uPeqeXf5xolaQCYmqamalp0txbnP4gbxxrwWKN4/9897uKOITujokTJ5KUnIzjWHlM5gv6/LhO1jBlypReZ9fHjRvHrFmz+LzKTpVdedUEu087Odri5uabl9KvX+QBpBR0rsPf7oh4LNPQHNRWEyqDjripIzENzYl4TL/N2ZH0SE4+7/dFRUVoVIKiXSxCQW4R16SkJH72+OMkxsfTsn4P3obeHYhHYvt6IZ66Jlo37CWtXz8ef/xx4uLC6ymura0lzajptTbNzAwzKQY1Fq2KGwYnMDOCvaVRoyLVqA1bV0kqvgmSJaa8vBy/z4c+S1kZTm2CFa3VRElJScivSU1NpdUbeTbB7Q+e12vhliBL1eLpCN6VnkkGuPnmmxF9ftoPnYz6XAGnG+eRMqZOncqgQaH54R06dIhsq45EgzJF2kJlTLKBQCDA0aNH5V7KWUwmE+PGjsNTXh8TFUxPTQMBr69HRePuGDhwIAUFBXxZ51C00vHHp9qw+wJ85667ZO9J7I7k5GRmz56N60QVAVd4/5a9FW5zldbgd7i49ppreh1Ajh07luuu+xZ7TjvZVhv5xn9KmpkpEgTJQVHk3ePNtHgCPLRiRdgbv1ijVqu5oqCgoze9OfTMbK/f+5PVBL0+Fi1aFPZrz2XZsmXExcWxsrgVbyCye5aUByRNbj8flrYxbOjQkNuIYkFGRgYGoxFfL4OjcxEEAbVJjybejHloriSHQL6GVnL79/+KZkNFRQUZZi3aKPUiS1Vy2xOJBg1xeg0VFbGr1ruQ1NRUnnziSZLiE2jZsDes77vUeE+30LpxH+lp6Tzxs5+RkJAQ9hgGgwFXBN99QRCI16tJM2mYmWGJ6HMsiiKuMzGEHChzd9GHCZzpS4m0lyQavSmoVGfXFwo6nQ5fhA9JAJdfPK/XwuWPfEzfmYAjnBISucjOzu74/y6uwNcWuihObzZL7fuLEYClS5eG/JrqqipyzNETPYrVw7LTvqKmpiYq4/eWWbNm4Xe6Y+Kb6iqtwWK1hl1qfS433HADKSkpvFPSikeCklspN8oAR5pdfFnnYNGiRSEfBMnFkiVLICiGnU3ujXBbRxb5FLn9+0fcq3nttdcyfvx4Pixto0QhQk5ry20cbnZz67e/3assuRx09qY7wuhN7917L+I6VsHgwYMZPHhwmKs8H6vVynfvuYc6h5dPyiKrKJHygOSd4hbQaLnve99T1MGYSqVi+LBh+OpaYqo9EQpBnx9fYxsjhn/VgtRht2PWRK8SQ8qS254waVRdqnfHkuTkZJ742c+It1hp3bgv7INRKfDbnbRu2k9qSgo/e/xx4uN7pzEzYsQImlw+ytvlryYptXlp8/gZMWKELPMr507zNSEnJwdBECJWu5O6N8Vvd+Frs9O/f/+QX3P69GnidJF/RIwa4bxeC6MEN+a4M72zckrDh8MNN9yAwWCgfdfRkB+k4W6WvKdbcJXWsHjR4rBK0TweD4avwcNSrxYQ6Gh5UBITJ07sOJktrY7qPEGvD091AzNnzEAdwaGawWDg3vvuo9nt49+lkZddS7VRBnD4grx3oo3srExFeeN2R0ZGBjNmzMBVXBn1TZOrrA6fzcG3JPCNValU3H///aSnp/HmsZaz7S1ysa/ByaeV7cydO5eFCxfKupZwMJlMzJ07F3dZHQFn9A4bPNWn8bU7Is4idzJu3DgWLlzI5ho7h5vkv59+WtFOaZuHO+64U5HVY5MnT8bX7sDf0i73Us7DU9WAGAh0KeJoNBmJZjedlCW3PeEKiCG5eESblJQUHvvhD8EXwLY79hVtth1H0AgqHvvhY70OkKHjYN9qsfDByVZZRfx8QZEPS9tIiI9nxowZsqzhmyBZYuLi4pgyZQqu4gr8tt6XqknZmyKKIrY9x9BoNFxyySUhvaahoYHCQ4cYLoHqoUGjOq/XwqCJ/GM3LEGPAGzcuDHisWJBfHw8N990M566Jtxl0venisEgtl1HSEpO4pprrgnrtSaTiXYJyuq7I1YPS4cviAiKUzzX6XRMmzYNT+Vpgr7oBRvu8jrEQJDZs2dHPNbw4cNZvPhKttc5OKQQ72RRFHmvpAWHX+Te+77XJ6pIAK655hqCgWBY2cRwEYMizsOlZOfkMGnSJEnGNJlMfP8Hj4JWz6tHmmQTcyuzefhbcSvDhg7ljjvuUHQfclcUFBQgiiLO49ErB3UcLScpOZnJkydLNubSpUvpn5vL30paafXId0hyss3Dukobs2bNkuTeFg3y8/NRq9U4T0b3IDRcXKU1xCckdFl5kZ6eQb3TTyBKQZCUJbcXw+4NYHP7SEtLi8r44ZKbm8uiK67AXV4X02yy3+bAU9vIdddeG7FWj8lk4jt33UVlu5f3SloIylAhERBF3jneTLXdy1133y2bOOc3QXIU+Pa3v43RYKB10/5ef0mk7E2xHzyBp7KeG2+8kZSUlB6v93q9vPz736NCZF6WMpUPEw0apqaZWLNmDYWFhXIvJyTmz5/PgAEDaN97THJLKMfRcnwt7dy2/LawbyZ5gwdz0uaL2o0wVg/LE2d6aPPy8qIyfiTMnj2boM+Pu7I+anO4TtaQnpHBwIHS2M7deOONDBwwgPdOtNIi4ya5k221DgqbXNx8882S/T/GgqysLGZMn47reCUBd3TK19xltfja7Fz/rW9JWoqakZHBw488QqM7wF+PNsfcQ7vZ7ee1oy0kJifx8COPKMYLOxzS0tLInzQJV0kVol/61J23qQ1vfTNXFBREVEFyITqdjgcefBC/oOatYy2y+KfbvQHeOt5CWr9+3HHHHTGfP1SsVitTp07FXVoT1YPQcPDbHHhqGrhs/vwu7wnjxo3D5Q9QrGDtiVA43OxGhJA9gGPB0KFDAQjE0NnA394hWDpkyBBJxpsyZQo33ngje047eed4S0wzyv6gyNvHmjnQ6OKWW25h4sSJMZv7Qr4JkqNAcnIy33/k++Dy0vLprogyypEgBkXadh/FXniSuXPnsnhxz5Ygbreb559/nuKSEpYOSVC0mNM1gxJIN2n57W9/w+HDh+VeTo+oVCruuusugm4v7ftDF1DrCb/dhePQCSZOnNirTMK0adNodvs41qKM3sPeIIoi22odJCcmSvaQkJLhw4eTkpqK+2R0+qX9NgfehhbmzZ0r2SGERqPhgQcfJKjS8LZMm+ROqu1e/nWqjbFjx3LFFVfIto7ecu211xIMBKKidC0GRRyFJ8nOyQnLGztURo4cyXfuuovjrW4+PCmN4nUouP1BXj3STECt4dEfPqZ4oa6LsWjRIgIeL84otFw4jpahNxiYN2+e5GNnZmbynbvuotTmYW15bMWIgqLIyuIWHAF48KEVGI3GmM4fLgUFBQS9PpzFsbci6gp70SnUGjWXXXZZl38fO3Ys8XFWNlYpq0Q8HIKiyMZqOznZ2SHZXcaKnTt3IqhUaOJiVwKuTbCcnVsqrrnmGm688Ub2Njj5U1Ejdl/03W7avQH+UNjIgUYXt956K1deeWXU57wY3wTJUWL48OH89Cc/QReE5jU7cFfGtnc24PbSsmEPzmPlFBQUcNddd/W4ebbZbPzyl7+gsPAQNw9JZEKq/D0eF8OgUXHf6GSStQLPPfcc27Ztk3tJPTJo0CAWLFiAs7gCrwTeuaIoYtt9FLVKzW299I2cOnUqqSkp/PuUTdb+k0gobHJT0uZh0ZVXSppNkQpBEJg7Zw6euib8duktqpwnqxEEgVmzZkk6bnp6umyb5E7c/iB/Pd5h+3PvvfcqSrQnVKKZTXaX1eKzOSTPIp/L3LlzWbJkCdtqHWyuib5ATlAUeet4M/UuHw+teJisrPCErJTGsGHDGDBwIK5jFZIeMgScbjzldVw6b17UejJnzZrF3Llz+byyPaYHqRuqOuZbtmyZogKg7hg8eDBjxozBeeSU7Nlkv82B62Q1l82/rNveVJ1Ox5VLrqK41UOhAvrOe8O2Wgf1Th/XSqDDIAWiKPLhhx+yZcsWTCMHoNLHriVIbTZiGprDunXrWL16tWT3mWuuuYb77ruPU/YAzx9ooCKKYl5lNg+/PdhAlSvIAw88EFJiL9r0vd1GH2Lo0KH84ulfkJWRScumfbTtPooYhrp0b/HUNNL0yTYCDW3cfffdLF++vMfNU3NzM//z5JNUnCrjjuHJvTYRjzVWnZoHxqQwwKLh5Zdf5rPPPpN7ST1yww03EJ+QQPvOI4jByPr8PJWn8VSd5obrr++1oIlWq+X2O+6g3unjX6WRB+6xptnt5+8nWsnNyebyyy+XezndMnv2bBAEXBJnk8WgiKe0hrHjxvbaH/VizJw5k7lz5/JZZTtHm2NbbSCKIu+faKHB5eeBBx+MSIxEbs5mkyXsTRaDIo7DpWRnZ0cli3wuN910E/mTJvGvU20cjXKw9J9TbRxpdnP77XdEpNSuFARBYNEVV+Brs+OtjUzU81ycxysQRaJuiXTbbbeRlZXJyuIW2jzR38OUtnlYXd7O1KlTus2EKpEbbriBgNuLo6j3FSO9tQA7l/YDJWg1Gq666qqLXrdw4UJyc3J4/2Qb7d7ov69Sctrp4+MyG2PHju215aGUtLS08L//+7988MEHGAdlYh0Xmcp8b4jLH4EhN42VK1fyf198EZtNmoPtWbNm8eSTTyKY4njxUANbauySHvaJosim6nZeKmxEa0ngf556iunTp0s2fiR8EyRHmbS0NH7+1FMsXLgQ57FymlZ/ia8pcsXYrhD9Adp2HaF5/R76JSbz9NNPh1SC5fP5+PVzz9Ha1MC9o5MZm6LssqYLMWlV3DM6hdFJBt544w327t0r95Iuislk4vbbbsPbbIuoNCvo89O+9xjZ2dkUFBREtKYJEyawePFittY6+KK675RfOXwdJZlBtZYHH1qBRqPc9oDU1FRGjRqFu7RG0geMp7YRv9PNvLnSl1t2cvvtt5OTnc3KkhZaY7BJ7mRHvZO9DS6+9a1vyWYBIRVZWVlMmzoV1/EKgh5pTuPdFXX42uxcd911Uc+wq1Qq7vve98jJzuGtYy3UO6XVVehkZ52DTdV2FixY0KcCpJ6YNm0acfFxOI6WSzKe6A/gKqli0qSJURct0uv1PPjQCryoWFncHFUhH6cvyNvFLaSkJHP33f9HERnCUBk8eDAzZszAceTU2R7RcOmNBdi5eOqbcZfXcdVVV/V4aKrRaLj3vvtwBwVeP9rcZyrJXP4gfznajN5o5O6775b1M+L3+1m1ahWPfP/7HDpcSNzkEcTPGIMgQ8WToFaRcMl4rOOHsHv3bh75/vf57LPPwrJ+7Y68vDyeefZZRo8Zyz9PtvLXY824JRBzdPqDvHG0mX+VtjF+wkR++cwziqoc+SZIjgE6nY7bbruNxx57DBMamtbuoP3QiYiziOfibWiladV2nMcrKCgo4NlnngnZ7unLL7+korKSW4YkMiheesPuWPjkalUCt41IJsOs5e/v/U3y8aVmypQpjBkzBvvBE70Wd7MfLsVvd3HnnXdKEhzefPPN5Ofn81FpG1tjUFIZKQ5fgFeKGmlwB1jx8MNkZmbKvaQemTtnDn67E2+ddJ7JrpPVmC3mqIpb6HQ6HnzoIfyoeft4bAScahw+PjzZxuhRo8JWbFcq1157LUGfH8exyAMlUezIImdkZjJlyhQJVtczBoOBHzz6KBqDkdePSrNJOpfydi/vn2xl1KiRLFu2TNKx5Uaj0bDg8gV4ahol0SlxldcS8HgpWBjZAWmoZGdnc/vtd1DS6mF9lPpYRVHk7yUt2LxBHnxohSJsfcLllltuQavRYNsdut2jVIiBIO27jpKUnBRyL2f//v357j33cMrm4Z3j0h6ATE0zM1Ui+79OvAGR14400eQOsOLhR0hOTpZ0/FARRZG9e/fyg0cf5Z133oEkK8mLZ2Ae3l/WoF0QBCxj8khePJ2ARc8bb7zBj378Y0kEbq1WKz949FGWLl3KoWY3zx9soM7R+8PSGoeX5w80UNTi4dZbb+WRRx7BYlGWWPA3QXIMGTduHP/7618zfdp07AdP0Lx2Z8QPSzEYpP1ACU3rdmLV6vnpT3/K8uXLw7JHaWzsKP8aFB+d/olY+eRqVQLZZi2NjU1RGV9KBEHg9ttvh0DH+xcu/nYnziNlzJw5k+HDh0uyJrVazQMPPMCECeP54GQra8ttMX/Ih0qL28+LhxqpdQV5aMWKPlOSOXnyZAxGI86TVZKMF/R48VSeZtbMWVHPomdlZXHnd77DyTYPn1ZEtz/ZGwjy12PNmCwWvnf//X2yD7krcnJymJQ/Cdfxyoj7Fj3VDfha2rn6qqti+u+TkpLCQytW0OD2825xi2T3CLsvwBvHmklISuLBBx9SpLZApFx66aWo1GqcxZHZQYmiiOt4JZmZmYwcOVKi1fXMnDlzmDp1KmvK2ymPQm/ijjoHB5tc3HjTTQwaNEjy8WNBUlISN95wI57qBtwV0XMz6Ar7kVP4Wtv5zp3fQa8PPeExffp0li5dyv5GF3+X0PJnSpqZKRIGyb6gyJvHmjhp8/Dde+6Rrbqovr6e5557jt/+9re0uB0kXjqJpPmT0MQpp01Rm2Al8fLJJMwZz+m2Zp599lmef/55mpoi2x+rVCqWLFnCT3/6OB6NgRcONfTKS/1go4vfHWwkoDfx+M9+xuLFixVZNfL12Hn0ISwWC/fffz8PPvggGpePplVf4iztXY9iwOGi+dPd2AtPMnvWLH793K8ZNWpU2ON0evz95UhzVKxeYuGTGxRFvqhuZ0+Dk2nTp0k+fjTIyMhg4YIFuE5U4WsOL+ho31+MRqNh6dKlkq5Jq9Xy8MOPMHv2bNZW2Fh5vAWfwkqwymwenj/YiC2o5kc/+pFkvrCxQKfTMXPGDLyVpwl6I/+uucpqEYNB5syZI8Hqemb27NnMnj2bTyvbORlF65CPSts47fLxvfvv79N9yF1x9VVXdygdl0SmgusoOkVScjIzZsyQaGWhM3LkSJYuvYVDTS5JhLyCosjK4y3Y/fDII9/HarVKsErlkZCQwNQpU3CdjMwqyNfUhrepjQULFsR0YykIAnfddReJiQm8U9yCNyBdJUGjy89Hp2yMGjlSEYI9kbBw4cIOu8fdRyVrregJX6sdR+FJpkydyoQJE8J+/ZIlS7j22mvZWe/k3WJ53Qy6whsI8pcjTRxpdnPnnd+RXKQyVDZv3swPH3uMw0ePEJc/nOQrZ2DI6p0eTLQRBAFjbjrJS2ZhHT+EfQf28+gPf8iuXbsiHnvEiBH88plnyczJ5bUjTWFVH26qbueNo03kDhjIL595tksfb6XwTZAsE9OmTeO5555jSF4ebdsO0bYrPBEnT10TTau/RGh3cf/993Pvvff2ujQpNzeXBx54gBp3kGf3nmZVmbQiDtH0yQ2KIoebXLxwsIGPStuYMH4Cy5f3TuVZDq699lpMZjPt+4tDfo23sRV3eR1LrrySpKQkydek0Wi45557zkr/v3SoQRE+ucD/a+++A5q+1v+BvxNCgBD2FBEBFRQrKghOcCC24kZF1Fpx1G1dVepArbtax62tevv91dvb6q2zt9Vrr7a1t7Wtu617AirKDgRC9vic3x9AKhVkCCSR5/UXZD7JySf5POc85xycy5bjw+sS2Dk54901axp1FKW+REdHg9MboH6U88KPpU7LQgu/Fo06hycpKQmeHp7Yd08Kpa5+y22B0h7mczkKDB48BK+88kq9P76ptW7dGu3atYPq9qM6T7nR5kmhzZNiyODBJpuHHxcXh7CwMBx7KMNj+YslAj9mynFHqsYbb7xhVvPRGkJsbCw4rQ7qjLof/8p7jyG0EZokUbC3t8eMmbOQp9Th2IP6WV+FYwz770khENpghoWuYP80KysrzJgxA9DqUXzxdoM/H+M4yM7dgMjODpOSkur8OKNHjzbujfvp7UJoDeaRKCt1HPbcKMC9Ig2mTZuGmJgYk8Rx6tQp7NmzBzwXMdyH9IR9O3+TzD2uLZ4Vv7QEe3BPcPY22LFjB86cOfPCj+vq6oqVK1ehc1gYjqQV4fTj6qdhfJshw1fpxYiIiMCKlBQ4Ozu/cBwNyfxb9yXm5uaGFStWYNCgQVDezYD0h98q9C5XtcqhMi0T0tOX4enqjg3r19fLSEJkZCS2bHkfnbtE4PsnJXj3Ug4+v1OIe0XqBl2ko66KtQb88KQEG37Lw/+7VQC1jQNmzZqFRW+/DVvbhinnbghisRjDhg6FJksCbW7N5qnKr9yHvVjcoL3tPB4Pw4cPx4IFC5Cn42HrlXzcNeE+yloDwxf3CnEwtQjt2r+CtevWw9f3xVYANZXWrVvD29sbqhfcM1VXVAJtQTH69O5TP4HVkJ2dHebMnQuZlsPRtPpdDV2mNeBQahECAvwxevToen1sczJ48GDoleo6d5Qobj+ESCRqtAqCyvB4PMyYMQOOjo7Yd1da5xPqTLkWJx7JEBERYbKT38YUHBxcevzfr9vxz2n10DzKQY/uPUw2Z7d9+/YYOHAgfslW1EtFyc9ZcjyQaTAxKclkc0zrm5+fH0aMGAH1w2yoXqBDpCYUtx5CKynC5EmTX7jyZvjw4Zg4cSJuFKqw56akQTpCa0Oq0eOD6xJkKPSYO3cu+vTpY5o4pFLs278PNr4ecO3fBVb29bvALe8v00v++n99EDiI4DogEkJvV/zjH/+AUvni21Ha2NhgwYIF6N69G44/LMbZ7NIR5crmo5/JlOObRzJERUVh3rx5tZoWaiqUJJuYlZUVxo8fj2nTpkGbUwjp6cvGRLmyVQ6V9x6j+Ox1tGsXgrVr1qBZs2b1FouHhwfmzZuHLVveR0zsANwq4bDrugRrL+fi2IMiPJFrTTpHVanjcCFHgd3X87H6YjaOPSiGq68/5syZg63btqNXr15mOaehOgMGDICjkyPk19Kqva02TwpNdgGGDxsGO7uGX4U8IiIC69ath7OHN/bckOC/j4obvdMkX6XDjmv5uJCrxPDhw5GcnGzR5Zg8Hg+9e/eGNk9a5xVQAUCVngUen2+ScttWrVph+IgR+C1fiauS+tn3uXzRHi3jYdas2Wa9UvmL6tixI7y8vaC8/ajW36l6uRLqx3mIiYkxeYegWCzGjJmzkKvU4b+Paj+qaOAY9t8vglgsxpQpUyzy+7u2eDwe+vXrB22+FLqi2i+ApX6YDU5vqNHOFQ1p9OjR8HB3xxf3i15oxLFArceJRyXo1LGjyUpoG8rQoUNLy64v3K7zAp3V0UlLIL+aisjISHTrVj9TzV599VXMmTMXGXI9/nYtH4Vq01SSZSm02HFVgiI9D8nvvFNvr69OsWRlwaA3QNS6RYOMHtv4ej73//rCs+LDrpUvNBoNcnPrZ868lZUVZs6chY4dQ3EkrRhpxZpn5qPfk6rx7wdFCA8Px/Tp0y2mWsQyomwC+vTpg3nz5kFXIEPRmSuVluGpM3JRfOEmOnXqhCWLFzdYL7KPjw8mTpyI3Xv2YM6cOWjZ9hX8lKXE+3/kYcPvpeXYWYrGSZhVeg6XchX4v5sSpFzMxhf3pZBaO2DYsOHYunUrVr/7Lnr06GHRJ9Q2NjYYFDcImpwCaKvZHkx+Mx0ie/tGHXHx8fHB2nXr0CsqCqcySrDnhqTW5fh1XeXySr4SW6/kQ8askZycjISEBIv5cn2e8sRW9TC7TvdnjEHzMAehoR1MNmd32LBhCAwIwKG0Yih0Lz4943KeEjcL1UgcOxbNm9d9CxRLwOfzETcwDtqCYugktUsulfceg8fjNfjeuDXVoUMH9OvXDz9myWtddv2/zBJkybWYMvVNODo6NlCE5ic6Ohp8Pr9Oe6ar0jPh07w5Wrdu/H1Yn2Zra4upb74JiUqHH15gtet/pxWBZyXAlKlTX7pOEoFAgFmzZgF6PWQXb9X7ORPjOMjOXofY3h6TJ0+u1/cJr4bAAAAgAElEQVSve/fueGfpUpQwK+y4JsGTF5xSUVv3pGp8cK0AfDsxVr/7bp3W26lPAQEBsLWzg/zqfRiU9V9VJwpqASsHEfi2Qjh2DYEoqEW9PwdQ2smqvJ4GRyfHeq3GEwgEmDv3LXh4eGDfPWmFnQ+Ueg777xehWbNmmD17tkWdw1lOpE1AZGQkpk6ZAk2WBPKrqRWu08sUKD57HYGtWmH+/PmNUqYgFArRo0cPLFmyBLt278abb74Jr4AgnM6UY/Pvedj0ex5OPpJBoqq+l7E2SZKOY7iSr8QntyRIuZCN/fekyIEIrw2Mw5o1a7B9x9+QkJBQr6PophYTEwNbOzsobj6o8jb6Yjk0T/Lx2quvNvoIko2NDWbOnIlp06bhgdyALVfykV6LMrvarnKp5xi+TCvCp3cK0cI/EBs3bULHjh3rErpZ8vDwQHBwMDQPsut04qTNk0KvUKFXT9ONvAgEAkybPh1qPcPXLzg3Ua4z4KsHMrRp3RqvvvpqPUVo3nr27AmhjbBWC3gxAwd1WhbCw8LMqix17NixcHRwxKHUohpXmhSq9TiVUYKIiAh06dKlgSM0L46OjujYqSM0D7PBarEwol6mgDa/CL2jo80ioezQoQO6deuG00/kNToP+KubhSrcKFRj5KhRZvV5rk++vr5IGJ0AdUYu1HXsFK2K/HoatIUyTJ06tUE6mUJCQrD63TWwtnfAzusS3G6kKVeXchXYc7MA7l7eWLN2Lfz8/BrleZ9HJBJh/rx54Ck1pdut3ntcr9u48ng8WIlsIHCyh32QX70f38zAQXH7IQpOnINAz2HB/AWwtrau1+cQiUSYOWsWpGo9vntqfvKpDBlkWgNmzZpt8uqn2rJavXr1alMHYQ4OHjyIMWPGmDoMBAQEID8/H/cvX4Wtryes7GzAGEPxmSuw1nNYmZJiklJTGxsbBAQEICo6Gv37x8LLywuSEgUupGfiTJYcd4s04PEATzsBrPjPHtzNxUI0Fz8/sX8i1+LkIxm+uF+Ey3lKaIX2iO7TBxMmTMD4119HaGgoXF1dzeLkoL5ZW1ujuLgYd/+4Brs2vuBbPzsyLr+eBk4qx9y5c032RePv74/w8HBc/uMKfnwggZ0VH34O1vXaJjKtAR/fLMBViQoDBw7E7DlzzG7vvPpgMBhw+dwF2LbwgpVd7fYnV9xIA0+hxrQ3p5m0isLJyQk6nQ4//HYDgU5CuNnWLZbDqUV4rDRgSXLyS7eadVWsra0hkUiQdu0mRMF+NZqDpn6UA1V6JiZMmABvb+9GiLJmhEIhnJ2dcfrX8/CwE8DHvvpO3COpUuRqGJYkJ1vkfrgvyopvhXO//AqhlwsEDjV7/Yo7j6DNK8L0adPM5j1r06YNvv3uW0hVOnTyqHlMBsbwye1COLl7vhSLdT1PmzZtcPXaVeTdTodtoE+lv++1pSuUofjsdfTs0bNB95F3dHRE9+49cPXadfwvNQdutlY1Or7rgjGGH57IcSStCCEhIXhn6VKz+j3w8vJCREQEHqQ/QNbV26WdHjxA4CQGz+rFP7+qtNJ1CkSVrEVUV5xWB8XdDMh+vQ7Voxy0bxeCxW8vRsuWLevtOZ7m5uaG7OxsnL/zAD287aExcPj8rhRR0dGIjY1tkOesi5rmfC/vt5IFmzBhAuztRcb9czVZEmhyC5E4JtEselsdHR0RExODlJQUfPDBTiQmJkItcsEX96RYfSkX/3lYDHkNy3EZY7heoMLfrubj/T/ycEmiQVjXbli6dCk+/OgjvPHGG2jTps1LmRj/Vf/+/cE4zvhF+TRmMECdnoWIiAiT/2j4+flh/YYN6NSpE75ML8KB+1Lo62mbqMclWmy9ko9MNYe5c+diwoQJFl1K/zyRkZHg8fm1LrlmHAfN4zyEh4WbRa/siBEj4OHujn+ny+q0bchDmQaX8pQYNGiQxS7GVlf9+vUDpzfU+DOgSnsCVzc3s9wXvEePHggMCMCJRyXVfh88lmvxW74KgwYPNovfNFMICwuDra0tVA9q1vblUyxC2rUzq/fM1dUVgwcPwRWJChm12Dv5fI4CeUodxo4b/9J+x5fj8/mYMX0GeAYOsou3XvjxGMeh+NwNiMUOmDix4XfzcHFxQcrKlWjXrh323ZXix8y6l9dXhTGGYw+KcfxhMbp164YlycmwtzeffYfLNW/eHKtWrsTbb78NP89mkF28jfwvf0LxxVu13sqzoTDGoJUUoejcDeQf/Qklv91FK18/LF26FEuXLoWXl1eDPv/QoUOhNXC4nKfAxVwl9BzD4MGDG/Q5G8pL+83EcRxWr16Nu3fvQigUYt26dQ3Wc1Lf7O3tMShuEA4dOgR9sRzK2w/h4uJi8oU6KuPm5oahQ4diyJAhuHPnDk6ePInTly/jTJYC/ZqL0c/XAUKryhPc9GIN/v2gGI9LtPBwd8eECQmIjo42yy/GxuDj44PWrVvj0cNsiF8JrHCdJlMCg1Zn0tVsnyYSibBw0SIcOXIEX331FQo1Bkxq5waRoO79bjcKVPjsrhSOzs54pwF7Os2Fg4MDXmnfHrcfpoF1DqpxR5A2pxAGtdaki5g8TSgUYvzrr2PHjh04l61AL5+aj/ozxvDvBzI4OTpi2LBhDRileQoICICPjw8k6dmwD3p+SaFBqYYmpxADhw0zy1E3Pp+PhDFjsGnTJlzMVaBHs6o/B6cySiCys7PYE6f6IBQKER4ejvOXL4JxXLWLAemL5NDJFOjevXsjRVhzgwYNwnfffosTj2SY+Yp7tbfXcQzfPpYjOCgIYWFhjRCh6TVv3hyjRo3CgQMHoM7Iha1f3RMVxa2H0BXKMHv+/EarshKJRFiSnIwPP/wQX126BLWe4VU/h3oZwOAYw+HUIpzLUSA2NhYTJ040y++4cjweD2FhYejcuTPu37+P7777DhcuXIDybgaEbk6wDfSBXUAz8G1qN+Je2W42tWFQaaB6kA11eiZ00hJYW1sjqmdPxMbGIjAwsPoHqCd+fn7wa9ECVwvyoOcYAgMCLHadEfP9FL6g77//HlqtFgcPHsSiRYuwadMmU4dUK7179waPx4PibgY02QXo06ePWfe28ng8tGvXDgsWLMCWLVvQuUsXnMyQYeuVPGQrdBVua2AMX6cX4YNr+VAI7DFjxgxs274dAwcObLIJcrlevXpBJy2BTlqxp1b1MBtiBwez2jeWz+cjISEBM2fORHqJHh9dr/2CXuUu5Crwye0CtGjpj7Xr1r/0CXK5bt26QV+ihL4WPdCqRzkQ2tiY1RztiIgItGvbFicfl0BjqPk8rWsFKjySaTAmMbFRVms3NzweD9HR0dDmV7/SuepBNsAYoqKiGim62uvQoQNatQrE6UxFlXOTsxU63ChQYWBcnNmUDJtKZGQkDBodtDnVb/+nzsgBeDyznL9tZ2eHwUOG4K5UXaPR5Iu5ChRr9Bg5alSTqBIrFxcXhxZ+LVBy6XaF7T5rQ1+ihOJ6Grp06YLIyMh6jvD5rK2t8dZbbyEqKgonM2Q4mfHiI6dc2a4G53IUGDp0KJKSksw6QX4aj8dDUFAQZs+ejV27dmHixInwtneC7NJt5B35EdIzV6DJyq/xugOV7WhTHcZxUD/OQ+H/fkf+lz+i5Lc7aOHigSlTpmD37t2YPn16oybI5Tp26oT0Yg0ySrTo1Llzoz9/fbGMT2Id/Pbbb8aTiU6dOuHGjRsmjqh2XFxcEBAQAOXdDACwqN5WHx8fzJs3H++88w7UAjv87Vo+HspKF3kyMIZPbxfif5ly9O/fH+9v3Yro6GhYNcCecJYoIiICAKB5kme8jBk4aLMkiOjSxSzfp6ioKCxevBj5WoaddUiUz2XL8cU9Kdq3fwXLV6wweTl5Y+rSpQt4fD7UGTXbioFxDNon+Qjr3Nms9hjk8XgYk5gIudaAn7PkNboPxxj+myGHTzNvREdHN3CE5qt8pfPq9kzWZOTC39/frBcs5PF4GDx4CApUOtwqrHyRn5+z5LAWCMxqfpqpdOzYEUIbIdSPqz/+NRl5CA4KMtvvx/79+8NeJML3j59fissxhh8yFWjVqpXJVyxubAKBAG9OfRN6lQbya6nV36ESsst3ILASNEqZdWWsrKwwffp09O7dG6cySvDd47onyowxHE0rwoVcJUaMGIHExESL7TQRi8V49dVXsWnTJmzYsAEDYmNhVVCCwtO/QfL1GZRcS6vXbcAMCjVKrtyH5N9nIP3xdwhlasQNjMPmzZuxbt06xMTEmLQT8unV9029Ev+LeGmTZLlcXqEMxcrKCnq9afZ6q6vg4GAApbFb4shaaGgo1q1fD0cXN3xyWwq5zoD/PpLheoEKb7zxBiZPnmwWcyrNiYuLC/z9/aHJlBgv0+ZJwen0Zt1REhoainfeWYoiPbDrRgGU+pqNJv6ep8Sh1CJ07BiKxYsXN7nPg4ODA4LatKnQ3s+jKyiCQa0xy9GkoKAghIaG4odMRY1Gk69KVMhRaDFy1GiLGTloCO7u7vAPCIDmcV6VtzEoVNBKitC1a9dGjKxuwsPD4eLsjF+zFc9cpzFwuJyvQvcePZrUlk9VEQqFCO0QCm2m5Lmr3BsUKuiKSszyuC9nZ2eHfjExuF6ogvQ5++reKlSjQKXD4MGDLTYhehGtW7dGn969obzzCPrimnUoltNk5UPzJA8j4+NNOi+dz+fjzTffRM+ePXHioQznc5491mviZIYMv2YrMGTIEIwaNaqeozQdf39/TJw4Ebs+2oW33noLwf6tIL96H/lf/oSiX6/VaX/0crqCYkh/voK8f/8E+Y10tA8KxsKFC/HRhx9i/PjxZrOux9NxWGqpNfASJ8lisRgKxZ8HLsdxZl2uXJnyD5bQRmhxsZdzc3PDwkWLoNAbcOi+FD88kSM6OhqvvfaaqUMzW6GhodAVFBnLsbS5heDx+QgJCTFxZM/Xtm1bLFr0NvJUevzzTmG1izilF2vwr/tSBAcHY8GChfW+HYGlCA8Ph04qg16uqva26sd54PP5ZlVq/bT4+HgodQZczH1+6TBjDP/LlMPby9MiEr+GFhkRAa2kCAZF5aOv6rIEurzSxJwJBAJERUfjbpHmmaqS6wVqaA0c+vTpY5rgzFCnTp2gV6iemzCpM/ONtzVn/fv3B8DD2eckTb9kK+Di7Izw8PDGC8zMjBkzBjZCG5T8fq/G92EcQ8lv9+Dh6WkW5098Ph/Tp09HaIcOOJRahPtFtdse6nKeEqcyShAdHW3RI8jPY21tjW7dumH5smXYunUrYvv3hyFTAsnxXyE9cwV6Wc07F3TSEhT+73dIvjkH5BRhUFwcdmzfjuQlyejSpYvZ5QhPd+K4urqaMJIX89ImyWFhYThz5gwA4MqVKwgKCjJxRLVX/iHj8yy7mfz8/NC1azdcK1CDYwwjR440dUhmrV27dmAcg05SuvesNq8Q/v7+FjFns0OHDpgydSruStU4+ajqMiy51oB/3pXCzd0DCxctMqvS4cZWfrL4dIl9VbSZEgS3DTbbuftt2rRBq8BA/JRV9ZxUAHgg0yKjRIuBcYOa9ChyOeNnIKvyigJNZj48vbzg4+PTmGHVWa9evcAxhiuSih0/v+cr4ebqapG/xw2lvMPredUkmkwJ3Nzdzb79PTw8EBraAZfzVZUe/8UaA+4WqdHbzNdYaWhOTk4YMmQI1E/yoM0vqtF9VA+yoCsqwdjERLPpUBYIBJg3fz6aNWuGT+9In1tB8LQnci0O3i9C2+BgTJ069aVMkP+qWbNmSEpKws4PdmL48OHgcgohOf4rSq7cB3tO5RXTGyC7fAeSE2fBKyhBQkICPiwbNfb09GzEV1A7T5/TmeM0wZp6ac9OYmNjIRQKkZiYiI0bN2Lp0qWmDqnWfH19YWtri4EDB5o6lBc2atQoDBw4EFOnToWHh4epwzFr5fM3dJIiMI5BXyBDUJs2Jo6q5vr06YPevXvj+8cleCCrfA7O4bQiKPQM8xpxdU5z1axZM7h7uEOT/fySa4NSDV1RCTp1NN/RJB6Ph4FxcZCodLhfVPX8q1+zFRDZ2Zr1IlSNydfXF07OzpV+BpiBgy5Pik5mWj1QGV9fX3h7eeLmU/OSNQYO94o06BIRQR0jT3Fzc4OPjw+0OQWVXs84Bl2eFKEdOlhEMhEVFQ2pWo+04meP/9/zlWAMdNwDGDhwIBwcHCC/er/a2zKOg+J6Glr6t2z0xbqqY2dnh4WLFsHAF2DfPelzO0cBQFu2b67Y0QHz5s9vcp0lDg4OSEhIwI7tO9Cje3fIr6eh8NQFGJTPjsTrS5Qo+O95KG4/RL++ffG3HTswfPhwi1nwMMDf36LOXSvz0v5S8fl8rFmzBgcOHMDBgwfRqlUrU4dUa25ubti7dy/i4+NNHcoLa9asGSZMmIB+/fqZOhSzZ29vDw9PD+gKZdDLFOD0BgQEBJg6rFp544034OLigsNpxc/8aN4uVOOqRIX4kSPh7+9vmgDNTMfQjtDlSsG4qnuUNdmlJ9HmuEfu07p06QKRnR0u5lZeSqbSc7hWoEL3Hj2b3Bz0qvB4PHQMDYUup/CZuanaPCk4vcHs2/2vwsK7ILVYA62h9PWkFmug55hZr61gKiEhIdDlF1V6/OulMnBandlPtykXHh4OobU1rkmenT5ypUAN/5YtzXrxucZia2uLwYMHQ5NdAG1Z1VhV1I9yoC9RYmT8SLPsYGrWrBmSJk1CWrEGZ6pZuPGbRzLkKnWYOWu22S5C1xicnZ0xe/ZsLFiwADy5ujRRVvx5zOhlChSeugBrHYfk5GRMnToVDg4OJoy49tauW4eVq1aZOowXYn5HGyEE/i39YSiSQ1+2wIOf3/P3UDU3dnZ2eH3CBGTJtfgt78/5qRxj+M8jGTw9PZr0Hql/1aFDB3A6vbHEvjKabAnEDg5m/1kQCoXo2asXrhVooK5kAberEhV0HDObPb/NRUhICAwaLfRFFU8ytXlSoGyLPUvSvn176DmGRyWlI4ppxRoIrKyMC1KSP4WEhJQe/5VsBafJLd0eylLa38bGBq906IAbUk2FDh+Z1oAMWWklASkVExMDWzs7KG49qPI2jDEobz2Ej4+PWXcwRUVFoVPHjvhvRgmKNJXvcJEp1+JMlgL9+vUzq+0sTSkiIgIpKSkQ6BmKfroCxnFgegOKfvwDtlbWWL1qldmuQVIdPp9vlp06tWHZ0RPykmrWrBn0cqXxhNkSe94jIyPh18IXP2QqjCdLd6UaZMq1iI8f2eTKrJ4nJCQE4PGgqarkkjHoc6V4pX17i/jR6d69O3Qch9vSZ0vIrkpU8PRwt8jqnoZUnjxq86UVLtflS9Giha/FlNiVCw4OBo8HpMtK9819INMhIDCwSa8/UJW2bdsCKOsQ+QtdfhHcPTwsavGb8PBwSNV65Kr+nKN6V6oGA9DZgvdMrW8ikQj9+vaF5nFupeW2QGn7awtlGDhwoFl/9/N4PExMSoKe8XCqiv2Tjz+UwU5kh8TExEaOzrwFBgZi5syZ0BYUQ3k3A/Kb6dAVyzHvrbfMZrXqpsp8jzhCmrBmzZqBcQyanAI4u7jAxsbG1CHVGp/Px2sD45Ct0OJhSemJ8tkcOZwcHYx7w5JSYrEYvs2bQ1fFIi4GuQp6pdpiRpOCgoLgIBbjWkHFkku1nsP9Yg26RERaxPzKxuTp6QlHJ0fo8v78DDBWuoBf2+C2JoysbkQiEbw8vfBYroWBMTxR6Cx6v8yG5OzsDBdXV+gKnq0ksbQ1KQAY9z9+el2C+8Ua2NuLLHI7y4bUv39/MI5BmZZZ6fXK+49ha2uLnj17NnJktefl5YV+/frhQq4CBX9ZxOuhTIM7UjWGDh3W5NchqUxERATatWsH2eU7kF9LQ3h4OI22mwFKkgkxQ+7u7gBK98TztOCFziIjI2EtEOCPfBXUeg63pRr06NmLRpEr0bZt27J5ic8ufFI+wmQppap8Ph9h4eG4W6StMCf9Ps1LrRKPx0PrVq2hl/65h6ZBpgCn0yMwMNCEkdVdQGAgshQG5Cv10Bk4WoPgOdq0bg1DQcUROINSDb1CZXFVF56ennBzda2weFeaTId27ULMejTUFLy9vREcHAzNg+xn1iPgdHpoMvLQvXt3i1m/YciQIQCPh1/+Mjf5pyw5RHa2iI2NNVFk5m/MmDHo2LEjOnfuTLvAmAn6tiLEDPn4+JSeTHAMLVq0MHU4dSYSidD+lfa4JdUYE6SmvD/m8wQHB4PT6Y3z0J+my5fC1s7Ookqv2rdvD6XOgEyFznjZ/SINhNbWaGNhI2ONxd/fH7piOZi+dE6frrDEeLklat68OQrVOvxYdsLcvHlzE0dkvlq1agVdiRKcRmu8TFeWNFtiJ0mboCBkKEpHE+U6AwpUOjruqxAVFQVdsbxCBxlQuvUbp9ejV69eJoqs9tzd3REe3gUX81UwlHX4KnQcrhWo0btPX4tJ9k0hKCgIycnJWLx4scV+579sKEkmxAy5uLhg165d2LZtG5KSkkwdzgtp3/4VSFQ6XJWoYC0Q0B6pVTBu/VVFyWXrVq0sahSmvOQy9emSS5kWQcHBZrPPp7lp2bIlwBh0ZR0lOqkMVlZWFptcls5L5uF8jgJie3uLfR2NoXxBPt1TC7fpLHThRqA0sS9U6SDXGfBYrjNeRp4VHh4O8HhQP86tcLn6cR7EDg4WU0FULioqCgqtAffKvvuvSZQwcIy2/iIWh2oeCTFTjo6OcHR0NHUYL6z8xOhynhKtWrWiUusqeHp6wk5kV5okt/mzeoAZDNAVyRHYy7JOMF1cXODu5oZHJaWrm2sMHHIUWnSnTpIqlVcK6IsVELo7Q1+sgJe3t8UeM+3bt8cnn3wCvV4PGxsb6hx5jvKKIb20BDZersa/3dzdYGdnZ8rQ6qQ8sc9W6JBTVk1iyVVRDcnJyQlt2rTBo8xcoGPpaDvjGHRZEkR2625RnaMA0LFjRwiF1vg5Ww6ZzoALuUq4u7vRfHRicSzryCOEWJynT4wscUSksfB4PAQGBEJfWLHkTieVg3Gcxe2VDQCtWrdGhry05PKJXAfGYHHzKxuTh4cHrKysoC8uHU3kSpTwtfDRV1tbW4jFYkqQq+Hi4gI7kajCFmCGYgVa+llmYlHe4ZOj1CNbqYOTo8NL0enbUEI7dIC2oBicprRDQSeVwaDVITQ01MSR1Z61tTU6dw7DrUI1vrgnxcMSLSIju9JijcTiWGb3NCHEYojFYixYsAD5+fmIoD0ynysgIAC3bt8G4zjwykYP9NLSeYmWOEcpICAAFy5cgErPIbOs5NISX0djEQgE8PD0hFSmBOM46GQKi9z+jdQej8dDcx8fZMhK90VmHINepoCPj4+JI6sbFxcX2AiFkKj0kKgM8G5Go8jPExISgqNHj0KbJ4VtC09oy/bHDgkJMXFkdTN79myMGzfO+L+bm5sJoyGkbihJJoQ0OEqOa8bX1xeM42AoUULgVLpNhr5IDmuhEB4WuMp5+RzUHKUOOUod7EV2cHZ2NnFU5s3L0xOFTx7CoNQAjMHT09PUIZFG0qxZMzzMLt0KyKBUgXEcvL29TRxV3fB4PHh6euB8djb0HEPPTl6mDsmsBQYGgs/nQycpgm0LT+gkxXBzd7fY70uBQGCRv1mEPI3KrQkhxEyUlyjqip9avKdYjublq51bmPIkOVepR65KD5/mvlRyVw0PDw8Y5CoY5Erj/6Rp8PLygl6hAtMbYCiby+/lZbnJ5bDhI9A5IhKR3bohJibG1OGYNRsbGzT39YWusLRyyFBYulgjIcR0aCSZEELMRHlppb5IAZRN3+ZkSrQIs8ySO3d3d/D5fBSo9SjQcOhgoaNijcnd3R0GjRb6YgUAKlNsSsoTYr1CBYNcBQAWXUnQo0cP9OjRw9RhWAz/li2R/dslcDo9dCVKWuiKEBOzvKEJQgh5Sdna2sLZxQWGktIEiekN0CtUFjsvVSAQwNXFBb9mK1Ck1tGoaA2Ul1eWjyi5uLiYMhzSiMo7RDiFGgaFGjweD66uriaOijQWX19f6JVq6CRFAGhfcUJMjUaSCSHEjHh7eSG9oHS/TH1ZyaUljyaNiI/H1atXwefz0b17d1OHY/bKk2JdoQxCGxvY2tqaOCLSWMqTZINCBYNCBSdnZ1hZWZk4KtJYyuefK+89BgCL7Rwl5GVBSTIhhJgRb29vpGY8BADjvFRLnpfYt29f9O3b19RhWAwnJycAgL6oBB7u7iaOhjSm8g4Sg1INg1IDNxpFblL8/PzA4/GgzsiFra2tRXeOEvIyoCSZEELMiIeHB/RKdeniPWXzEqlMuelwcHAo/YNjcHSgfWWbEoFAAHuxGJxaC6bWwsWXSu2bEi8vL3z44YdQq9UQi8UQCoWmDomQJo2SZEIIMSPGkkulGgalGgJr6z8TJ/LSE4vFxr8dHSlJbmqcnJxQoNKCU2uNVQWk6aA1CAgxH5QkE0KIGSlfqMegLF28x8XFhbZNakKsra0xadIkZGVloWvXrqYOhzQyZ2dn5Oc+gUGtoSSZEEJMiJJkQggxI38myRpwSjXc3WnxlqYmNjbW1CEQE3EQi8GllU6zoAoSQggxHdoCihBCzEj5FkCcWgOm0Rn/J4S8/MRiMQxqLQDA3t7exNEQQkjTRUkyIYSYETs7OwgEAnBqLQwqKrkkpCl5OjGmJJkQQkyHkmRCCDEjPB4PDo4OUD/MBqfT0+JNhDQhIpHI+DclyYQQYjqUJBNCiJmJjoqGj5sH/AMC0KFDB1OHQwhpJHZ2dpX+TQghpHHRwl2EEGJmxowZgzFjxpg6DEJII6MkmRBCzAMlyYQQQgghZiA4OBihoaGwt7enPXMJIcSEKEkmhBBCCDEDHh4eeOedd0wdBiGENHk0J5kQQgghhBBCCClDSTIhhBBCCCGEEFKGkmRCCCGEEEIIIaQMJcmEEEIIIYQQQkgZSpIJIYQQQgghhJAylCQTQq1bPYsAABUCSURBVAghhBBCCCFlKEkmhBBCCCGEEELKUJJMCCGEEEIIIYSUoSSZEEIIIYQQQggpQ0kyIYQQQgghhBBShpJkQgghhBBCCCGkDCXJhBBCCCGEEEJIGUqSCSGEEEIIIYSQMpQkE0IIIYQQQgghZShJJoQQQgghhBBCyghMHYC5yMzMRHx8vKnDIIQQQgghhBDSADIzM2t0Ox5jjDVwLIQQQgghhBBCiEWgcmtCCCGEEEIIIaQMJcmEEEIIIYQQQkgZSpIJIYQQQgghhJAylCQTQgghhBBCCCFlKEkmhBBCCCGEEELKUJJsZq5evYoJEyYY/y8oKMDMmTMxfvx4JCYmIiMjo8LtNRoNDh8+XKvnKCwsxIABA6DRaAAARUVFePPNNzF27FjMnDkTBQUFL/5CSI3pdDosXrwY48aNw6hRo3D69GkAwKNHjzB27FiMGzcOq1atAsdxFe5XVFSE48eP1/h53nvvPYwZMwYjR47EoUOHKlx36dIl9O7d+8VfDKm1qtr/5s2biIqKwoQJEzBhwgR88803Fe5X2/bfvn07Ro8ejYSEBFy7dq3CddT+pmEwGLB06VIkJiZi/Pjxxu/3+m57AFCpVBg2bBjOnDlT4XJqe9MrKChA7969kZaWBqD+23/GjBlITEzEhAkTMHXq1ArXHT9+HGPGjHnxF0HqZPjw4cZ2Xrp0KQDg22+/Rf/+/Y2XX7x4scJ9srKy8MMPP9T4Of7+979jzJgxiI+Pf+Z8kdq/4VT2vld3bFuK999/H19++aWpw2hwtE+yGfm///s/HDt2DHZ2dsbLtmzZgiFDhiAuLg7nz59Heno6/Pz8jNfn5+fj8OHDGD16dI2e4+eff8bWrVshkUiMl/39739HeHg4ZsyYgbNnz2Lbtm1Yv359/b0w8lzHjh2Ds7MztmzZAqlUihEjRiAmJgYbN27E/Pnz0bVrV6xcuRKnT59GbGys8X53797FDz/8gCFDhlT7HOfPn0dGRgYOHjwIrVaLQYMG4dVXX4WTkxOys7Oxd+9e6PX6hnyZpApVtf+tW7cwadIkTJ48udL71ab9b926hStXruDQoUPIzMzErFmzcOzYMQCg9jeh//3vfwCAAwcO4MKFC9i4cSN2795dr21fbs2aNeDxeBUuo7Y3PZ1Oh5UrV8LW1tZ4WX23f0ZGBk6cOPFM+9++fRtHjhwB7QRqGuUDFZ9//nmFy2/evInFixfj1VdfrfR+5eeC/fr1q/Y5Lly4gD/++ANffPEFVCoV9u7da7yO2r/hVPW+V3dsE/NCSbIZ8fPzw86dO7FkyRLjZb///juCg4ORlJSE5s2bY/ny5RXus2fPHqSmpuLDDz/EG2+8gcWLF0Mul8NgMGDevHno3r17hdvz+Xz84x//wMiRI42XpaamYsGCBQCAsLAwrFmzpsJ9tm3bBi8vL4wfPx7FxcWYNGkSvvzyS2zduhWXLl0CYwxJSUkYOHAgLl68iA8//BAAoFar8d5778Ha2hozZ86Es7MzoqOjIRKJ8NVXX4HP5yMsLAzJycn1+j5amtdee63Cj6GVlRWA0h/KyMhIAEB0dDR+/fXXCknynj17cOfOHRw8eBA9e/bE8uXLodfrwePxsGLFCrRt29Z4286dO6Ndu3bG/w0GAwQCATQaDVatWoW1a9ciPj7+mdio7RteVe1/48YNPHjwAKdPn0bLli2xbNkyiMVi4+1q0/4hISH45JNPwOPxkJWVBXd3dwCg9jex/v37o0+fPgBQoV3qs+0B4JNPPkHnzp0rnAxT25uH9957D4mJifj444+Nl9Vn+0skEshkMsyYMQMymQzTpk1D3759IZVK8f7772PZsmVISUl5Jq5FixZhyJAh6NOnD9LS0vDee+/ho48+wqpVq/Do0SNwHGfsxD158iT2799vvO/f/vY33L9/H++//z6sra2RkJCABw8e4Pz58+A4DoMGDUJSUlLDvKEW5M6dO1CpVJg8eTL0ej0WLlyITp064ebNm7h9+zb++c9/IjQ0FG+//TYEgtLTdYPBgI8//hhqtRqdO3dGs2bNsHbtWlhZWcHGxgZr166Fj4+P8Tl++eUXBAUFYfbs2ZDL5cbzS2r/hlXV+17dsZ2YmIi1a9eiTZs2+Omnn/Djjz9i4cKFWL58OaRSKQBgxYoVCA4Oxr59+/Dtt99Cr9fDwcEBO3fuxH/+8x8cPXoUHMfhrbfewtdff42MjAxoNBpMmTIFcXFxFeLcunUrbty4AYVCgVatWmHjxo3YuXMnnjx5goKCAmRlZWHp0qWIiorCqVOnsHv3bri6ukKn0yEwMLDCY8lksmdyEBcXF2zYsAGfffYZAGD69OmYN28e5HI5tm/fDisrK7Ro0QJr1qzB8ePHK8T+1/zFJBgxK48fP2ajR482/h8SEsKOHDnCGGNs586dbMeOHVXeftOmTezTTz9ljDGWk5PD+vbtywwGQ6XP07dvX6ZWqxljjG3dupXt3LmTMcbYiRMnWO/evSvcNiMjg40aNYoxxti+ffvY3r172Y8//sjmz5/PGGNMrVazoUOHsuLiYrZv3z6Wk5PDGGNs9+7dbNeuXezx48esa9euTKPRMMYYi4+PZ3/88QdjjLH9+/cznU5Xh3fq5VNSUsJef/11duzYMcYYYz179jRed/bsWbZo0aIKtz9//ryxDebOncu+++47xhhjt27dYiNGjKj0ObRaLVuwYAHbs2cPY4yxZcuWsXPnzjHGGOvRo8czt6e2bzx/bf8jR46w69evM8YY27VrF9u0aVOF29el/bdt28Y6derEjh49yhij9jcXS5YsYZ07d2Y///wzY6x+2/7s2bMsJSWFMcZYcnIy++mnnxhj1Pbm4OjRo+yjjz5ijDH2+uuvs9TUVMZY/bZ/VlYW++STT5hOp2MSiYTFxsay/Px8NnPmTJaamvrMOUe5c+fOsbfeeosxVnpucerUKbZ//362efNmxhhjhYWFLC4ujjFW2uZKpZIxxlhKSgr7+uuv2fnz59mQIUOMjxcdHc0yMjKYRqNhX3zxxQu8ay+PO3fusIMHDzKO41h6ejqLiYlhOp2O7d27l2VkZDCO41hKSgr7/PPPK9zv6NGjbMuWLYwxxkaMGMFu3brFGGPsu+++Y3Pnzq1w2+XLl7NJkyYxjUbD0tLS2IABA5her6f2b2CVve8cx1V7bB85coS99957jLHSY/vGjRts8+bNbP/+/Ywxxh48eMASExOZwWBgO3fuNJ7jT548mV2+fJkdPXqUzZgxgzFWek7Rp08fVlBQwAoKCoznFuVKSkrYxx9/zBhjzGAwsNdee43l5OSwDz74gK1YsYIxxtgvv/zCJk+ezBhjLCYmhhUWFjKO49jUqVON5xHlqspBEhIS2JMnT1hubi4bPXo04ziODRgwgEkkEsYYY9u3b2cHDx6sELu5oJFkM+fs7GwsqenXrx+2b99e5W3T0tKM5VdeXl4Qi8UoLCw0jk5UZdq0aVi/fj2SkpIQFRUFb2/vCte3aNEC9vb2SE1NxfHjx7Fr1y4cPXoUN2/eNM6f1uv1yMrKgpeXF9avXw+RSITc3FyEhYUBAHx9fSEUCgEAGzduxN69e/H++++jU6dOVOqD0rLH2bNnY9y4ccY25PP/XDJAoVDA0dGxyvunpaUhIiICANCuXTvk5OQ8c5vi4mK89dZbiIyMxPTp05Gbm4vLly8jIyMDH330EYqLi7FgwYIKnzFq+8ZRWfvHxsYa2zw2NhZr166t8v41aX8AWLBgAd58802MGTMGLVu2pPY3E++99x7efvttJCQk4MSJE/Xa9keOHEFmZiYmTJiA9PR03Lx5E2KxmNreDBw9ehQ8Hg/nzp3D7du3kZycjN27d9dr+7u7uyMxMRECgQBubm5o164d0tPT8ejRI6xevRoajQapqalYv359hUq1rl27Yv369SgoKMCvv/6KhQsXYv369fjtt9+Maxro9XpIpVK4ubkhOTkZ9vb2SE9PR6dOnQAAAQEBxsfbtm0btm3bBolEgqioqPp5Ay1cQEAAWrZsCR6Ph4CAADg7OyM/Px8jR440tn9MTAxOnTpV5WPk5eUZq8QiIiKwdevWCtc7OzsjMDAQQqEQgYGBsLGxwc2bN6n9G1hl73thYWG1x3ZcXBxGjBiBKVOmICcnB+3bt8eOHTtw/vx5/Pe//wVQOmLL5/NhbW2NhQsXQiQSIScnxzhtpvx9F4vFSElJQUpKCuRyOYYOHVrhucpjKn8MpVIJnU4HAMbPlLe3N7RaLSQSCcRiMVxcXACUVif+VVU5yKhRo/DVV19BKBQiPj4ehYWFyMvLw/z58wGUVh/17NkTfn5+FT4z5oCSZDMXHh6On376CcOHD8elS5fQunXrCtfz+Xzjgk6tWrXC5cuXERISgtzcXMhkMjg7O1f7HJcvX8awYcPQrVs3nDp1yniC87SEhATs3r0bXl5ecHV1RWBgILp27Yq1a9eC4zjs2rULvr6+SEpKwvfffw+xWIzk5GTjidDTCd+hQ4fw7rvvwsbGBlOmTMEff/xhLCtuiiQSCSZPnoyVK1dWKC8JCQnBhQsX0LVrV5w5cwbdunWrcL/K2j4mJga3b99+pmNErVYjKSkJkyZNMn5Renl5Vfjx7dmzZ6WdMNT2Dauq9p8yZQpSUlIQGhqKc+fOoX379hXuV5v2P3fuHL799lusWrUKNjY2EAgE8PT0pPY3sa+++gq5ubmYPn067OzswOPxYGVlhYkTJ9Zb2z990vzOO+8gLi4OYWFh1PZm4OkS1QkTJmD16tXw8PDA6NGj6639z549i/379+Pjjz+GQqHA/fv30bp1a5w4cQIA8OTJE2M559N4PB6GDBmC9evXo2fPnrC2tkZgYCC8vb0xY8YMqNVq7N69GwKBAB988AF+/PFHAMCkSZOeaX+tVouTJ09i27ZtYIxh0KBBGDRoEJo3b15/b6YFOnLkCO7du4fVq1cjNzcXcrkc7u7uiI2NxYEDB+Dt7V1t+3t6euLOnTto27YtLl26BH9//wq3DQ8Px2effYZJkyYhLy8PKpUK7du3p/ZvYJW9787OzkhMTHzusW1nZ2fsoBg2bBgAIDAwEEOHDsWQIUNQUFCAw4cP486dO/j+++9x+PBhqFQqxMfHP/O+5+Xl4ebNm/joo4+g0WjQu3dvDBs2zFi6f+bMGWRnZ2PHjh0oLCzEd999Z3yMv65f4OzsjJKSEhQWFsLV1RXXr19/ZkCtqhwkLi4OSUlJ4PF42Lt3L0QiEby9vbFr1y44ODjg9OnTEIlEyM7OrvCbYQ4oSTZzycnJWLFiBQ4cOACxWPxML6Gbmxt0Oh22bNmC6dOnY9myZTh16hTUajXWrFljPBieJyAgwDg/zNPTExs2bHjmNv3798eaNWuwZcsWAKWj2hcvXsS4ceOgVCrRv39/iMViDBs2DAkJCXB0dIS7uzvy8vKeeazg4GCMGjUKLi4u8PLyQseOHevy1rw09uzZA5lMhl27dmHXrl0AShdxS05ORkpKCrZt24bAwMBnFvHw8/PDvXv38Omnn2LJkiVISUkxLsLz14XXDhw4gMePH+Pw4cPGVRY3bNiAFi1aVBsftX3Dqqr9V69ejbVr18La2hru7u7P9DjXpv0jIyNx8uRJJCYmguM4jB8/vkZtD1D7N6QBAwZg6dKlGD9+PPR6PZYtWwYbG5t6bfsXQW1vGvXZ/r1798Yvv/yChIQE8Pl8LFy4EK6urjWKIz4+Hn369MHXX38NoHS+5IoVK/D6669DLpdj3LhxEIvFCAsLw4gRIyASieDo6Ii8vDz4+voaH0coFMLJyQnDhg2Dk5MTevbsWWHebFM1atQoLF26FGPHjgWPx8OGDRtgbW2NdevWYc6cObC1tUWrVq2QkJBQ4X5BQUHYvXs32rdvj3Xr1mHt2rVgjMHKyuqZ87e+ffvi0qVLGDVqFBhjWLlypXHdi+pQ+9ddVe97dcc2UNo5OXbsWKxevRpA6er0y5cvx6FDhyCXyzFnzhy0bNkSdnZ2iI+Ph1AohIeHxzPfux4eHsjPz8fw4cMhEokwefLkCjlBaGgodu3ahYSEBAiFQrRo0aLS724AEAgE2LhxI6ZMmQInJ6dKc4uqchCBQIC2bdtCr9cb518vX74c06ZNA2MM9vb22Lx5M7Kzs+v6djcYHqOaJ1IDKpUKr7/+Og4fPmx2PT2kYVHbN23U/k0XtX3TlpubiyVLluCf//ynqUMhJkDtbxrXrl3Dvn37sHnzZlOH0uTRrx6p1u+//46EhATMmjWLTpSaGGr7po3av+mitm/aTp06halTp2LRokWmDoWYALW/aezbtw+rVq3C3LlzTR0KAY0kE0IIIYQQQgghRtQ9TAghhBBCCCGElKEkmRBCCCGEEEIIKUNJMiGEEEIIIYQQUoaSZEIIIeQl9vHHH6NXr17QaDSmDoUQQgixCJQkE0IIIS+x48ePIy4uDidOnDB1KIQQQohFeHY3aEIIIYS8FC5cuAA/Pz8kJiZi8eLFiI+Px7Vr1/Duu+/C3t4ebm5usLGxwaZNm/D555/jP//5D3g8HuLi4vDGG2+YOnxCCCHEJGgkmRBCCHlJHT58GKNHj0ZgYCCEQiGuXr2KVatWYdOmTfjss8/g5+cHAEhNTcU333yDf/3rX/jXv/6F77//Hunp6SaOnhBCCDENGkkmhBBCXkLFxcU4c+YMCgsL8fnnn0Mul2Pfvn3Iy8tDmzZtAADh4eH45ptvcO/ePWRlZSEpKcl434yMDAQGBprwFRBCCCGmQUkyIYQQ8hI6duwYRo4cieTkZACASqVCTEwMbG1tkZqaitatW+Pq1asAgMDAQLRu3Rr/7//9P/B4PHz66acICgoyZfiEEEKIyVCSTAghhLyEDh8+jM2bNxv/t7Ozw4ABA+Du7o5ly5ZBJBLB2toaXl5eaNu2Lbp3746xY8dCq9UiNDQUXl5eJoyeEEIIMR0eY4yZOghCCCGENI79+/dj4MCBcHV1xfbt22FtbY05c+aYOixCCCHEbNBIMiGEENKEuLm5YfLkyRCJRHBwcMCmTZtMHRIhhBBiVmgkmRBCCCGEEEIIKUNbQBFCCCGEEEIIIWUoSSaEEEIIIYQQQspQkkwIIYQQQgghhJShJJkQQgghhBBCCClDSTIhhBBCCCGEEFKGkmRCCCGEEEIIIaTM/wdvc1ONiB/nhwAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#Show groups with different colors using \"hue\" and \"palette\"\n", - "plt.figure(figsize=(16,7))\n", - "sns.violinplot(x=employment.Age , y = employment.Unemployed , hue= employment.Gender , palette=\"Set2\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 325, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Overlap the violinplots for different hue levels along the categorical axis using \"dodge=False\"\n", - "plt.figure(figsize=(18,9))\n", - "sns.violinplot(x=employment.Age , y = employment.Unemployed , hue= employment.Gender , palette=\"Set2\" , dodge=False)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 326, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Drawing split violins to compare across the hue variable using -> (split=True)\n", - "plt.figure(figsize=(16,7))\n", - "sns.violinplot(x=employment.Age , y = employment.Unemployed , hue= employment.Gender , palette=\"Set2\" , split=True)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 327, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(16,7))\n", - "sns.violinplot(x=employment.Age , y = employment.Unemployed , hue= employment.Gender , \n", - " palette=\"Set2\" , split=True , inner=\"quartile\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 328, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#Showing each observation with a stick inside the violin using -> (inner=\"stick\")\n", - "plt.figure(figsize=(16,11))\n", - "sns.violinplot(x=employment.Age , y = employment.Unemployed , hue= employment.Gender , \n", - " palette=\"Set2\" , split=True , inner=\"stick\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 329, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Displaying multiple violin plots using subplot function. \n", - "fig1 , axes = plt.subplots(nrows=2,ncols=2 , figsize = (20,20))\n", - "sns.violinplot(x=\"species\" , y = \"petal_width\" , ax = axes[0,0] ,data=iris , inner=None)\n", - "sns.violinplot(x=\"species\" , y = \"petal_length\" ,ax = axes[0,1] , data=iris , inner=None)\n", - "sns.violinplot(x=\"species\" , y = \"sepal_width\" , ax = axes[1,0] , data=iris, inner=None)\n", - "sns.violinplot(x=\"species\" , y = \"sepal_length\" , ax = axes[1,1] , data=iris, inner=None )\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 330, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Displaying swarmplot on top of violin plot\n", - "fig1 , axes = plt.subplots(nrows=2,ncols=2 , figsize = (20,20))\n", - "sns.swarmplot(x=\"species\" , y = \"petal_width\" , ax = axes[0,0] ,data=iris , size=6 , color=\"white\")\n", - "sns.violinplot(x=\"species\" , y = \"petal_width\" , ax = axes[0,0] ,data=iris , inner=None)\n", - "sns.swarmplot(x=\"species\" , y = \"petal_length\" ,ax = axes[0,1] , data=iris , size=6 , color=\"white\")\n", - "sns.violinplot(x=\"species\" , y = \"petal_length\" ,ax = axes[0,1] , data=iris , inner=None)\n", - "sns.swarmplot(x=\"species\" , y = \"sepal_width\" , ax = axes[1,0] , data=iris , size=6 , color=\"white\")\n", - "sns.violinplot(x=\"species\" , y = \"sepal_width\" , ax = axes[1,0] , data=iris, inner=None)\n", - "sns.swarmplot(x=\"species\" , y = \"sepal_length\" , ax = axes[1,1] , data=iris , size=6 , color=\"white\")\n", - "sns.violinplot(x=\"species\" , y = \"sepal_length\" , ax = axes[1,1] , data=iris, inner=None )\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 781, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Facet along the columns to show a categorical variable using \"col\" parameter\n", - "plt.figure(figsize=(11,9))\n", - "sns.catplot(x=\"Age\" , y = \"Unemployed\", col=\"Gender\", kind=\"violin\",palette=\"Set2\" , height=8, aspect=1 , \n", - " scale = \"count\",data=employment)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 332, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAABOkAAAI4CAYAAAA/E73CAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3XmMZGd5P/rvObXva3dV78v09Cwez9jjsYkxmOBYGJzFyPE1mAiJHyghioJkSC4GgYMJm0IwRteOpShAuEkgBGOIcv0j/AA7eDxbT8/WW/W+b9XV3dVLVW9VXXXuH+Vqj+1ZejlL1anvRxoJ457zPm6Pq8/5nud9H0GSJAlERERERERERESkGVHrAoiIiIiIiIiIiEodQzoiIiIiIiIiIiKNMaQjIiIiIiIiIiLSGEM6IiIiIiIiIiIijTGkIyIiIiIiIiIi0hhDOiIiIiIiIiIiIo0xpCOiPfvZz36Gb33rW7Jc67777sPGxoYs17paa2srenp69nSNf//3f8ezzz67q9/76KOPYmJiYk/rExER0RsK7f7jhz/8IR566CH84he/2NN1vv/97+PcuXM7/n1K3GtsbGzgvvvuk/WaRER0fQzpiKgkvPjii4jFYlqXQURERDr161//Gt/85jfx4IMP7uk6Fy9exB133CFTVUREVEyMWhdARPoxMTGBz3zmM/jJT34CIPdG99vf/jZ+/vOfY2JiAvPz85iamsLnP/95vPvd78b//M//4LnnngMAHD58GF/+8pcBAE899dTWm+DnnnsOHo9na41nnnkGly5detO63/ve92A2m7f++nOf+xzGxsawsbGBT3ziE6itrcVrr72Grq4uNDU14ZVXXsGvfvUrbG5uwuVy4dlnn8VLL72EV199Fevr6xgbG8Of/umf4uGHH8aFCxfw9a9/HR6PB6Io4rbbbgMAPP300+js7MTKygr27duHb3zjG3j22Wdx+fJlrK6u4mtf+xr+67/+C6+99hrC4TAWFhaU+8YTERGVsEK4//iP//gPdHZ24gtf+AKeeeYZ/MVf/AW8Xi/uvfde3HvvvfjqV78KAPB6vfj6178Ol8uFp59+Gq2trZAkCR/72MfwgQ98AIlEAna7HSaTCe9973vR2NiIxsZGfPzjH8eTTz6JjY0NWCwWfOUrX0FFRQWeeeaZt91rPPvsswgGg3jssccwODiIp556Cv/6r/96zX/uCxcu4JlnnoHBYEBNTQ3+9m//FqlUCn/913+N5eVl1NbWKvWvjYiIroEhHRGpwmw247vf/S5Onz6N73//+7j77rvxla98BS+88AICgQCee+45RKNRAMAf//Ef48SJE/jc5z6H06dPv+mN9Kc//ekbrpNMJtHS0oIXX3wRAHD69GkcOXIE7373u/Hggw8iHA5jcXERP/jBDyCKIj7xiU+go6Nj6/d+73vfw8jICP78z/8cDz/8ML7xjW/g6aefRkNDA770pS9tfZ3b7cY///M/I5vN4vd///cxMzMDAGhsbMQXv/hF9PX1obW1FT/96U+xurqK973vfbJ/T4mIiOjG1Lr/+NCHPoSXXnoJTz31FARBwOzsLF588UWYzWY8+uij+PrXv46mpia88MIL+O53v4vjx49jYmICP/7xj7GxsYFHH30U99xzD06dOoV77rkHADA9PY2f/exn8Pl8ePzxx/HRj34U73nPe3D27Fl861vfwic/+clt32tsbm6+7Z97enoaTz75JH70ox8hEAjgO9/5Dn7+858jlUqhubkZn/70p9HW1oaWlhYZ/k0QEdF2MKQjIsVIkrT1vw8dOgQACIfDSKVSWFhYgNvtRiAQAAD85V/+5dbXHjlyBAAQDAaxvr7+pmve7E220+nEk08+iSeffBLJZBJ/9Ed/9KavFUURJpMJn/nMZ2C32xGNRrG5uQkAOHjwIACgoqICqVQKADAzM4OGhgYAwPHjxzE2NgaLxYJ4PL51jdXVVaTTaQDY+tqBgQEcOXIEoijC6XSiubl5V99DIiIi2hkt7j/eqrq6euvvDQ4ObnXrpdNpNDQ0oK+vD11dXfjoRz8KIBeiTU1N4eTJk/jsZz8LAPD5fPD5fACAvr4+/OM//iO++93vQpIkmEymHd1rXOufe35+HrFYDI8//jgAYH19Hffccw8WFhbw7ne/GwBw7NgxGI18ZCQiUgs/cYlINhaLBfPz88hkMlhZWXnT4cWCILzpawOBAJaXl7G4uAiv14uvfvWrW4HaW7/2ajd7kx2LxdDV1YV/+Id/wMbGBt7znvfgoYcegiAIkCQJPT09+M1vfoMXXngBa2trePjhh7du5q+1bllZGQYHB7Fv3z50dHTA4/Hg5MmTmJ6exne+8x3E43H8+te/3rqGKOaO+mxoaMC//Mu/IJvNYn19HQMDA9v4DhIREdFOFcL9x1vl7weA3D3B3/3d36GyshIXL17E7OwsTCYT3vGOd+ArX/kKstksnn/+eVRVVWF5eRl+v/9t18hveT1+/DgGBwfR2tp63XsNi8WC2dlZAEBXV9cN/7nD4TCef/55uFwuvPzyy7Db7ejr68OVK1dw//33IxKJbL3MJCIi5TGkIyLZlJWV4Z577sEjjzyC2tpa1NXVXfdrRVHEl770JXzyk5+EKIo4fPgwbr31VllqmJ2dxQc/+EHY7XZ8/OMfh9FoxLFjx/Ctb30L3/72t2Gz2fDwww/DbDajrKzshgMl/v7v/x5PPPEEHA4HHA4HPB4Pjh49iueffx6PPvoozGYzampq3naNQ4cO4f3vfz8eeeQRlJeXb725JiIiInkVwv3HjTz11FN44oknkMlkAABf+9rXUF9fj/Pnz+MjH/kIVldXcf/996O/vx/Hjh275jWeeOIJPPXUU9jY2MD6+jq+8IUvXPde4wMf+AAef/xxtLa2bnUHXu+f+wtf+AL+7M/+DJIkweFw4Jvf/CbuvPNOfP7zn8djjz2GxsZGmEwmRb8/RET0BkG6uh+ciIiIiIiIiIiIVCfe/EuIiIiIiIiIiIhISQzpiIiIiIiIiIiINMaQjoiIiIiIiIiISGMM6YiIiIiIiIiIiDRWdCHdJz7xCa1LICIiInoT3p8QERER0V4VXUi3sLCgdQlEREREb8L7EyIiIiLaq6IL6YiIiIiIiIiIiPSGIR0REREREREREZHGGNIRERERERERERFpjCEdERERERERERGRxhjSERERERERERERaYwhHRERERERERERkcYY0hEREREREREREWmMIR0REREREREREZHGGNIRERERERERERFpjCEdERERERERERGRxhjSERERERERERERaYwhHRERERERERERkcYY0hEREREREREREWmMIR0REREREREREZHGGNIRERERERERERFpjCEdERERERERERGRxhjSERERERERERERaYwhHRERERERERERkcYY0hEREREREREREWlMsZCura0NH/3oRwEAo6OjeOyxx/CRj3wEX/rSl5DNZgEAzz33HB555BF8+MMfRnt7u1KlEBERERERERERFTRFQrp/+qd/whe/+EVsbGwAAL7xjW/g8ccfx49+9CNIkoSXX34ZXV1dOH/+PF544QV8+9vfxpe//GUlSiEiIiIiIiIiIip4RiUuWltbi2effRaf/exnAQBdXV246667AAD33nsvTp8+jYaGBrzrXe+CIAiorKxEJpNBPB6H3+9XoiRVvPLKK4jH41t/HY1Gsby8jHA4DLfbvePr+Xw+3HfffRAEQc4ydeHixYsYHh4GAAwODkKSJDQ1Nd3w99TX1+PEiRNqlEd0U62trRgdHd3662g0CqfTiY997GPaFUVERER0lZaWFgwPD8NofOOxURAE3H333aisrNSwMiIifVIkpHvggQcwMTGx9deSJG0FTQ6HA4lEAslkEl6vd+tr8v9/sYZ0i4uLePHFFyEaDBAMuQbFTHoTkCRMT0/BbN7ZtzqblZBKbeLQoUP8AXgNL/z0p0gmkxCNBmRSaQDA7Gz0ul+fTmdw5sxpHD9+HKLIoxhJW9lsFj/84Q+xmclANBoAYOvP8WOPPQaLxaJleUREREQAgLNnz2J4eAjZbHbreWZ9PY1UKoXHHntM4+qIiPRHkZDura4ORVZWVuB2u+F0OrGysvKm/9/lcqlRjiJmZ2cBALW/9y44K8MAgKH/fgWrM7M4dqwaf/Ind+7oektLa/jKV/4bXV1dDOneQpIkrKysIHC4GeETx9D5//4EFrMBX/3qH17395w/P4Kf/OQSZmdnEQqFVKyW6O1mZ2eRTqdRdc+d8O1vBAD0/vQlpJMrkCRJ4+qIiIiI3iBJwIkTtXj00TsAAH//979BMpnUuCoiIn1SpaXo8OHDaGlpAQCcPHkSJ06cwPHjx3Hq1Clks1lMTU0hm80WbRcdAMRiMQCA2eWU5Xoejw2VlV50dnbKcj092djYQDaTgcG6/W6j6mofAGBsbEypsoi2bXJyEgBg9Xtv8pVEREREhcXpNGN5eVnrMoiIdEmVkO6JJ57As88+iw996ENIp9N44IEHcOTIEZw4cQIf+tCH8KlPfQp/8zd/o0YpipmdnYUgijA57LJd8+DBcgwNDWF9fV22a+pBvgPTaDFv+/eEQi4YjSLGx8eVKoto28bHxyGIAiwej9alEBEREe2Iy2VFIpHQugwiIl1SbLtrdXU1fvKTnwAAGhoa8G//9m9v+5pPfepT+NSnPqVUCaqKxWKwuF0QZDzvrLk5hFde6UNvby+OHTsm23WLXT6kM+zg3C6DQURFhQfj4+ykI+2Njo7C6vNunUdHypqbm8P/8+yz2NjYgMNux1/91V/B4XBoXRYREVFRcjotSCRmtS6DiEiXeIK+TKIzMzC55dnqmldfH4DZbERPT4+s1y12b4R02++kA4CqKg/Gxyd45hdpSpIkjI2NwRrwaV1KyZiYmMD83BwyZiNmZmawsLCgdUlERERFy+WyYn19A6lUSutSiIh0hyGdDDKZDOZmZ2Fxyzv4wmgU0dgYQE9Pt6zXLXa7D+m8WFtbQzweV6Isom2ZnZ3F2toabMHiPYOz2OQ/M7z76rUthIiISAdcrtxuFp5LR0QkP4Z0Mpifn0cmk4HF45b92vv3lyMWm8Xi4qLs1y5Wq6urAACDeechHcDhEaSt4eFhAIC9LKBxJaVjt8E+ERERvZ3bbQUALC0taVwJEZH+KHYmXSmJRqMAAItX/pCuqakMANDX14e77rpL9usXo90+cFdUeCCKAsbHx3H77bcrURrRTQ0PD8NgMl031B8cHIR5hwF0Xjgchsslb0evHiSTSYgGA0Qjf+QRERHtFUM6IiLl8IlFBlshnUf+h+OKCg9sNjNDuqusrKzAYDJBNOzs0H2TyYBw2M1OOtLUwMAArGX+tw2ZyabTAIDnn39+19duaKjHX//1/72H6vRpZWUFRuv2B80QERHR9Xk8NgAM6YiIlMCQTgbT09MwO+w73n65HaIooKHBj4GBAdmvXaxWVlZ2vW2tutqLSGQMkiRBEASZKyO6sdXVVUxHoyi/7Za3/83X55l8/ON3w2Ta+dTXrq5pnDo1iPn5eQQC3Ep7tWQyCQNDOiIiIlnY7WYYDCKP4yEiUgBDOhlMT0/DrMB5dHmNjUFEIp1YXl6G263cOsVibyGdD+fPjyIejzPIINUNDg4CkgRHqOy6X7NvXxkslp1/NPv9Dpw6NYjLly/j/vvv30uZupNIJGCwMKQjIiKSgyAI8HhsDOmIiBTAwRF7lM1mMR2NKnIeXV59fS5MGhoaUmyNYpJcWYG4y5CupsYHABgdHZWzJKJt6evrg2gwwBaUPyAOBByorPSira1N9msXu+VEAkYbQzoiIiK5eDxWhnRERApgJ90ezc3NYTOdhtXnUWyNqiovDAYRQ0NDuO222xRbp1gkk0kYXfZd/d6KCg8MBhGjo6M4fvy4zJUR3VhPby9s5QGIxp1vZ92OI0cq8Otf92BpaQkej3KfScVEkiQkEgl4Kq7fvUjyOXv2LK5cuQKfz3fNv+/xePD+97+fxw0QERU5r9eOsbG41mUQEekOQ7o9mpqaAgBYFAzpTCYDqqq87P563crKCuxl134AvBmjUURlpQcjIyPyFkV0E4lEAlOTkyi//VbF1jhypBK/+lU3Ojs7cc899yi2TjHZ2NjAZjrNwREqOXnyJMbGxmCxmGAyvblZf3Mzi/X1NI4ePYqqqiqNKiQiIjn4fDa0t08hm81CFLk5i4hILgzp9mhychIQBFi9ynat1NbmzlIr9R+EmUwG62trcO9yuysA1Nf7ce7cKDKZDAw7nBBLtFvd3d0AAFdVWLE1Kirc8PnsaG9vZ0j3uuXlZQCA0WbVuJLS8uEPH8ett745iJufX8E3vvF/MDg4yJCOiKjIeb12ZDIZLC8vw+v1al0OEZFulG7aI5OJiQlY3S6IRmXzzpoaH1KpNGZmZhRdp9Alk0kA2NOkxrq6ANLpdC5gJVJJJBKB0WqBNbC7LtDtEAQBhw+H0dvbi3Q6rdg6xeSNkM6mcSXk99vhdttyA1SIiKio+Xy5o2fm5+c1roSISF8Y0u3R+Pg4LH7l3x5VVnq21itl+ZDOaN19V0x9vR8A+KBIqslms4h0R+CoDCl+FtfBg2Gk02n09/cruk6xyId0JnbSaU4QBNTX+zE4OABJkrQuh4iI9iAQcABgSEdEJDeGdHuwsrKChYUFWFUI6crLXTAaRUxMTCi+ViF7I6TbfSed12uHz2fHwMCAXGUR3dDo6ChWkitwVVcqvlZTUxmMRgMikYjiaxUDbnctLI2NQSwsLCIe52HjRETFzOezQxByQ/SIiEg+DOn2IN/VZlNw+1qewSAiFHKX/BbNRCIBYG/bXYHcg+LAQD+7OUgVHR0dEAQBrqoKxdcymQxobAxsnYFX6hYXFyGI4p4/M0gejY1BAOBLEiKiImcyGeB22xnSERHJjCHdHuRDOiXPmLpaRYUbU1OlHdK9sXVtb+dL7dsXRDK5gunpaTnKIrqhtvZ22ENBGPYw8GQnmpvLEY1Gsbi4qMp6hWxpaQkmu03xbca0PeGwGzabGX19fVqXQkREexQM2jE7G9O6DCIiXWFItwejo6OwuJwwWtTp0AiF3FheTmB1dVWV9QrR0tISRIMBotm0p+s0NZUBAHp7e+Uoi+i6ZmZmEJ2ehru2WrU19+8vBwAGIch10nGra+EQRQH79gXQ388/m0RExS4YdCIWY0hHRCQnZUeS6tzIyIhqXXQAEAq5AADRaBSNjY2qrVtIlpeXYbRZ99wV4/c7EAw60d3djfe+970yVVfY4vH4rqcD9/T0wOVy4f7775e5Kv1ra2sDALjq1AvpKio8W91Kd911l2rrFqKFhQUYHXaty6Cr7NtXhs7OdszPzyMQCGhdDhER7VJZmRPJ5AhWVlbgcDi0LoeISBcY0u3S8vIyFhYWEG6qU23NsrJcSDczM1OyId3S0pJsXTHNzeW4cKEP6XQaJtPeOvMKXSaTwdNPP72n7Y9Go5Eh3S5cunQJ9qAfZhWDIlEU0NCQm6JZyiRJwsLiIjzlDVqXQlfJdzL39fXh7rvv1rgaIiLaLT6bEBHJjyHdLg0PDwMAbEG/amv6/XaIolDSbeXxeFy2rpiDB0M4c2YIAwMDOHTokCzXLFQdHR1YXFxExV2376r7c+yVU8imNxWoTN9isRjGx8cRPnFM9bUbGoKIRDqxvLwMt9ut+vqFYHV1FZvpNEx2dtIVknDYDafTit7eXoZ0RERFjLt8iIjkx5Bul4aHhyGIImwB9UI6g0GE3+8o2SlKkiRhcXERbpm6YpqaymA0GtDZ2an7kO7VV1+F2emA/2ATBHHnR1EKogjOwd25S5cuAQDc9TWqr93QkNtGODw8jGPH1A8JC0E8HgcAmJzcglNIBEFAU1MQvb09kCSJQz2IiIqU3++A0WjgIDYiIhlxcMQuDQ0Pw+b3QTQaVF3X77djfr40Q7rV1dXc1lSZumLMZiP27y9De3sbJEm/EVQ0GkVfXx98zY27CuhodyRJwvnWVtjLgzBrEBJVVXkhigJGRkZUX7tQ5EM6Nbca0/bs31+G5eUEotGo1qUQEdEuiaKAUMiFqakprUshItINdtLtQjqdxujICDzN6rd1+/0OdHaW5nbX+fl5AJA18DhypBLd3ZcwMTGBmhr1u53UcPLkSQiiCN8e/rxK2Syy2Sx++MMfyljZG2pqanDvvfcqcm2tTExMYCYaRcXv3KHJ+iaTAZWVXoyOjmiyfiFYWFgAAJheD+mS0dL87FRKIpHAL37xC2xuvrEVPv85fTP794cA5IbSVFRUKFIfEREpLxx2o7+fIR0RkVwY0u3C+Pg4Njc34QiVqb62z2dDMrmCVCoFs9ms+vpaym/zlXPr2i23VOCnPxVw5coVXYZ06+vrOHfuHNz1NTBadz9wI7uZAQB0dV2Wq7QtqVQG586dw4kTJ2DX0dlhra2tEEQBHg22uuZVV3vQ1jZeslsK5+fnIRoNMFgtAICV6d1NN6Zra2trw8mTJ2Gy27b+fKVW17b1e/1+e8lN2CYi0qOKCg8uXhxDMpmE0+nUuhwioqLHkG4XBgcHAQD28qDqa3u9uRAjHo8jHA6rvr6WtjrpXPKFdE6nBU1NQVy8eAF/8Ad/oLsg4/z589jY2EDVwaY9X0sUBTz55AdkqOrNRkfjePbZ36Krqwt33nmn7NfXQiaTQcv583BWVcD4ekCkhepqH86dG8H8/DyCQfU/r7QWj8dhdjp09991oZiamoLBZETz//WHW9/j/p//NzaWlrf1+3MTtvuxubkJo5G3I0RExaiqygMg18Sg9zOeiYjUwAOqdqG/vx9WjxtG2+47k3bL47EBABYXF1VfW2tzc3MwWiwwyNxBeOxYNWZn5zA+Pi7rdbUmSRJ+++qrsAV8sJUFtC7numpqfHA6Lejq6tK6FNl0d3cjmUjA1yTPkJPdqqzM3ThPTk5qWodW5ubmYHRwaIRSpqamYPF6dh2CNjeXI5VKYWhoSObKiIhILVVVXgC5Yz6IiGjvGNLtUCaTwcDAAOxh9be6Am+EdEtLS5qsr6WZmRmY3fK30R89WgWDQURra6vs19ZSf38/ZqLR3ETXAu4kEkUBBw6EEIl0IZvNal2OLM6dOwej1QJntbZnbYXDbghC6d44z8/Pw+zUzxbqQiJJEiYnJ2HxenZ9jaamMoiigO7ubhkro+1qaWlBS0uL1mXoGr/HVArsdjN8PgdGR0e1LoWISBe4v2SHxsfHsbGxgfJwuSbru9257r3l5e1tJ9KTaDQKc0j+LXt2uxmHDoVx4UIrPvjBD8JgUHdir1JOnjwJo8UCT0Ot1qXc1MGDIVy8OIaxsTHU19drXc6eJBIJtLW3w3dgH0SN/yyZzUb4/U5MT09rWocWVldXsba2Bo+L5+MoYWlpCaurq/D4vbu+htVqQl1dAJFIBA899JCM1dF2vPrqq5iYGMePf/zjbf8eo9GAP/3TP0Nzc7OClRW/hYUF/N03v4lkIgFBEFBRUYHa2sL/WUy0WzU1XoyNMaQjIpIDQ7od6u3tBQA4NArpLBYjzGZjyYV0q6urSCQSCDUrs33wjjtq0NnZgp6eHtxyyy2KrKGmxcVFXGlrQ+DQfohFcNZTc3M5BAGIRCJFH9K1tLQgm8nAt1/96c/XEg67SjKkyw+aMTOkU0R+C7XVt/tOOgA4cKAcv/xlBMvLy3C73XKURtuUTqeRyWRx9Gho6wXgzbz22gB6enoY0t1ENBpFYnkZotmEbCqNWCzGkI50rabGh/b2SSQSCbhcLq3LISIqaoX/9F5genp6YPV5NTmPLs/lspZcSDczk5vKaPEo8xB36FAFHA4Lzp49q4uQ7tSpU5CyWfhlGBihBofDgqoqH3p6uvHggw9qXc6uSZKE02dOw14W2HN4IZeyMhd6egaRyWR00yW6HVvToGUcNENvyG+htvp230kH5Lpof/nLCHp6enDXXXfJURrt0LvfvQ+1tf5tfW1PzwympqYUrqj4ra3lphybbDZspNIaV0OkvPxnyMjICG699VaNqyEiKm48k24HUqkUBoeG4KjQposuz+EwI5lMalqD2uTq2rgeo1HE8eM1aG9vRyKRUGQNtWQyGZw6dQqu6oqi6iJqbi7D8PAI1tfXtS5l1wYGBhCbicHXvE/rUraUlzuRyWS2piOXCnbSKWtiYgIWlxMGy94G+VRWenU3OEbPcp25DOluZuvnmFi458ESyam21gdRFDgIiIhIBgzpdmBgYACZzU04K8Oa1uFwmJFIlFYn3eTkJAwmE0xO5bpi3vGOemQymaI/5LmtrQ2JRAK+A8XRRZfX1FSObDaLwcFBrUvZtddeew0GswmehhqtS9lSVpYLqWZnZzWuRF2zs7Mw2awwmExal6JLY+PjsMjw0kQUBTQ3l6Onp1s3g2P0LBRyY34+jo2NDa1LKWirq6sAUNBDm4jkZDIZUFXlLep7OCKiQsGQbge6u7shGgxwaDTZNc/hMGNlZUXTGtQ2MTEBi8+j6A1vOOxGfX0Ap0+fgiRJiq2jtJMnT8LsdMBVpW2YvFP19X4YDCL6+vq0LmVXEokErly5As+++oI6BzAQyAXbJRnSsYtOEWtra5ibm4M14JPlegcPhpBMrmB8fFyW65FywmE3JElCNBrVupSCtra2BghC7hdRiWhoCGB0dBTpNLd4ExHtBUO6HeiKRGAvD2r+AO5wWLCysqppDWrKZrOYmJyEdQ9TBLfrd36nHrHYLPr7+xVfSwnRaBT9/f3wNe+DIBbXf95msxG1tb6i/d6fPXsWmUwG/gLrYHS5rDCZDCW33XUmFuNWV4VMTEwAkgSbTCFdc3MIggBueS0C4XDuXNhSHEazE6urqzCazRDAkI5Kx759QWxubmJkZETrUoiIilpxPcVrKB6PYyYahbO6QutSYLebkU6nkUqltC5FFbFYDKmNDdiC2zvYei+OHauG3W7GyZMnFV9LCadOnYIgivDtV2YKrtIaG4MYHx8vunPpstksTp48CUe4HFZvYU2oFAQBPp8D8Xhc61JUk0qlsLy0BLObIZ0SxsbGAAC2gDyfyU6nBdXVPoZ0RSAQcMBoFDmOhYihAAAgAElEQVQ84iZWV1f3fF4jUbFpaAhCEFC0OyKIiAoFQ7ptyj88uKoKIaTLnbGUP/NE7/Jv5NQI6UwmA+68sw5tbW1YXFxUfD05pVIpnDt3Dq7aKk2nD+9FQ0MA2Wy26N7CdnV1YWFhAf4DhTMw4mo+nw3z83Nal6Ga/NZei9ulcSX6NDY2BrPDLuvnzMGDIYyOjpbcUKRiYzCIKC93sZPuJpLJJEM6Kjl2uxmVlV709vZqXQoRUVFjSLdNXV1dMDsdMHu0f+iz2XI3fqUS0o2OjsJgMqn2wH333Q2QpCxOnz6tynpyuXz5MtbW1go2KNqOuroABAFFNx3s1Vdfhclug7uuWutSrsnns2FhYUHrMlQTi8UAgJ10ChkZHYVFpq2ueQcPhiFJEnp6emS9LskvHHZzwutNMKSjUrV/fzmGh4eLbkcEEVEhYUi3DalUCt09PXBWVxTEpK5S66QbGhqCNeBT7Yy1YNCJAwdCOHXqNWxubqqyphxeO3UKFrcLjnC51qXsms1mQnm5G8PDw1qXsm2xWAzd3d3wHSjccwC9XjuSyZWSOcw530lnZied7FZXVzE3Owu7zJ3NNTU+2O0WbnktAuGwGwsLi7nhCHRNyZUVGCwWrcsgUl1zcxmy2SwGBga0LoWIqGgV5hNlgenr68NmOg1XTaXWpQAArNbSCenW1tYwOTkJe0jdibr33LMPy8sJtLW1qbrubk1PT2N4aAje5saCCJL3oq7Oh5GRkaKZsHvy5MnXzwFs1LqU6/J4bACApaUljStRx8zMDEx2Gwwmk9al6M7o6CgA+Y8fEEUBBw6UIxLpQjablfXaJK9QiMMjbkSSJCQTCRitDOmo9DQ0BGE2GxGJRLQuhYioaDGk24aOjg6IRmPBdCjlt7uWwlvsfFjjCAVVXffAgRACAQdeffW3qq67W2fOnMkFRfvqtS5lz2pqfLlunbnCP0NtfX0dZ86ehbu+Gia7Tetyrsvtzp0dVmznLO5WLBaDiZNdFaHkGaGHDoWQTK5gfHxc9muTfDjh9cbW19exublZtGfDEu2FyWTAvn1BdkUTEe0BQ7qbyGazaG9vh7MqDNFg0LocAG9sdy2FkG5wcBAQBNjKAqquK4oC3vnORgwODmFiYkLVtXcqnU7nBkbUVOrioaCmJnfWVX6CZCFrbW3Fxvo6Agf3a13KDeVDulLqpOPQCGUMDw/D6vXAYJb/vK0DB0IQBPDhrsD5fHaYzUZOeL2O5eVlAIBBBz+PiXbj4MEQ5ubmMDMzo3UpRERFyah1AYVufHwcy8vLqDp6UOtStuS3u5ZCSNfX1wdbwKfJtrU776zDL38Zwauvvoo/+ZM/UX397ero6MDq6irq9p/QuhRZhMNuGAwixsfHcccdd2hdznVJkoTf/va3sAV8qofIO5UP6fIPj3q2urqKlZUVuApgyI/eSJKUC+kqQ4pc3+GwoLrah66uTjz44IOKrEF7J4oCQiFOeL2e/OesiSEdFaGXXnoJ/+dXv3rT/5fNZHZ0jUOHKvDzn7eho6MDoZAyPy+IiPSMnXQ30d7eDggCXNWFcR4dABgMIsxmo+7PpNvY2MDwyIhm24ztdjOOH6/BhQutBf29Pnv2LMwOO5wKPTirzWg0IBRyF/yWt/7+fkSjUfgP7i/4cwDtdjNEUSiJkC7/5p5DI+QXi8WwuroKe7lyxw8cPBjC6OgYksmkYmvQ3oXDbkxNTWpdRkHKHytgtNs1roRo5wYGBmCwWuA/3Lz1y+jY2Z9lv9+OykoP2tuL41xnIqJCw5DuJq60tcERChbcAcA2m0n3nXSDg4PIZjJwVGgXPt19dwNSqTRaWlo0q+FGFhcX0d3dDc+++oKdLLoblZVuTE4W9jbjV199FUarBZ6GGq1LuSlBEOB0WksipIvFYgAACzvpZDc0NAQACod0YUiShO7ubsXWoL0Lh91IJJIMU68hH9IV8jmlRNeztLQEW9CP8B1Ht36ZnY4dX+fw4QoMDQ0jkUgoUCURkb7p56leAbFYDNHpabhqq7Uu5W2sVlNBd3fJobe3F4IowqHgA+HNVFf7UFvrx2uvnSzIaaOtra2QJAnepnqtS5FVRYWnoB8AFxYW0NbeDm9TA0RjcZwa4HJZCvb7KaeZmRkIogAzB0fIbmhoCEaLWdEAtKbGB7vdwnPpChyHR1zfwsICDCYTDGZOl6bik0gkZDnf+NZbKyFJUm5HEhER7QhDuhvI/2Bx11RpXMnb2e3676SLdHfDXh6EaNI2BLn77gbMzMQwMDCgaR1vJUkSzp47B3t5UHeH5OcfAAv1YPLTp09DymbhP7BP61K2zeEwl8Qb7VgsBovLqavO0kLRPzAAW1lQ0e3doijgwIFydHdHkM1mFVuH9qbQP6O1FI/HYdpF5xGR1jY3N7G2tiZLSFdZ6YHf78CVK1dkqIyIqLTwKeYGrrS1web3wewqvJstm82ElZUVrctQzNLSEqYmJ+GsDGtdCo4dq4LVasLp06e1LuVNxsfHMRONwttYp3UpsguFcqFjIU4Gy2QyOHXqFFzVFUXVreV0WpBI6H+7azQahUlnoXUhSCQSmI3FYA8p39l88GAIyeRKwZ9LWcrcbitsNjNDumuYm5+Hycnz6Kj45F/kGa17D+kEQcDRo5Xo6enR/c4fIiK5MaS7jqWlJQwPD8NVW3hddEDuIPjVVf2GdD09PQAAZ5X2IZ3ZbMTx4zW4cuVyQd1otLa2QhBFuIvgTLSd8nhssFiMiEajWpfyNm1tbUgkEvAfaNK6lB1xOCy6DvYBIJvNIjY7q7vO0kIwODgIAHCEyhRf68CBEAQBiEQiiq9FuyMIAsJhF0O6t5AkCfH4PEw7PGifqBBshXQyTSY+dqwa2WyW3XRERDvEkO462tvbAUmCu66QQ7rCCYzk1tXVBZPNCqvfq3UpAIC77qpDOr2Jixcval0KgFwY0draCmd1BYyWwhpqIgdBEBAMOreGABSS1157DWanoyAC5J1wOMzY2EghnU5rXYpi4vE4MpubMHNohOz6+/shGg2wBnyKr+V0WlBd7UMkwnPpClk47Mb09HRBnteqlWQyiY31DU6XpqL0RiedPPeV1dVeBAKOgrl3JiIqFgzprqOtrQ0WtxMWr0frUq7JbtfvA3cmk0EkEoGjMqzo2Uc7UVXlRUWFB+fOndW6FABAX18fEomELre65gWDDsRihbXddWZmBn19ffA1NxbdmWdOZ+6mW8/ddPnt0RaPW+NK9Kevvx+2siBEg0GV9Q4cCGF4eETXL6OKXTjsxtra2tY0U7pqurS7eI5CIMrLD5cyyLDdFci9cL3ttmr09fWVxHR5IiK5FMdYQpWtra2ht68P/oNNBRMSvZXdbgYArK6uwuMpzCBxt4aHh7G2toZgTaXWpWwRBAHHj9fgf//vTsRiMZSXl2taz8WLF2EwGeGqrtC0DiUFAg50dEwjk8nAoFIwcDNnzpyBIIrwNjVoXcqO5T8zEokEvN7C6FCV2xsPyNfuYpGyuY6f//zP/4TNZrvhtURRxAc+8AGEw8XVMamElZUVTE1Nofy2W1Rb88CBEH7zmx709PTg+PHjqq2rN6lUCj/96U+vOWgqHo/v6drhcO7eY2pqCj6f8h2WxSD/GcROOipGcnfSAcDtt9fg5Zd7cenSJfzu7/6ubNclItIzhnTX0NnZiWwmA3ddtdalXJfDkXvgTiaTugvpurq6IIgCnJUhrUt5k9tvr8YvftGJCxcu4MEHH9Ssjs3NTVy+fBnOmiqIRv3+JxwIOJDNZrG4uIhAIKB1Odjc3MTZc2fhqq6AyX7jgKcQXR3s61U0GoXRYobhOg8Y2c3N179uFCbTjYPfubkkXC4XHnnkEdnrLDb9/f2AJMERVu/lRG2tD1arCd3d3Qzp9qCvrw+nT5++5sTj9Y2NPV27ouKNCa+33KJegFvIZmZmIIgizJzuSkUokUhANBggmuS7twyH3aio8KC1tZUhHRHRNun3CX8P2traYLLZYCvTPhi4Hocj9xCab03Xk/aODtjLy2Awm7Uu5U28Xjvq64O4dOmipiFdb28v1tbWUKbDgRFX8/lyDznxeLwgQrrOzk6sJFdQ9zvFGRjkg31db3eNxWB2u27aAf2//tfvoLLyxt2E//iPr6G3t0fO8opWX18fDEYjbEG/amsaDCL27y9Dd3cEkiQVbFd7oRsdHQUEAY1/9D4YTKY3/b3eF/4/pFd2H9rb7WZ4PDYOj7jK1NQULB5X0R2HQATknimMVovsn7eFtBOFiKgY8C7iLdLpNDq7uuCsqSzoh4L8+VL51nS9mJubQ3R6Gq4C2up6tWPHqjA9HdV06ujly5dhMJngrNT3NjyfLzcdb35+XuNKcs6ePQuT3Va03/d8J52eQ7poNCrb0Ih9+8owNTWtyxchO9XT2wtbuXrn0eUdOBDCwsLi1lmDtHMjIyOwet1vC+jkEg67MTU1qci1i9HU9DTPxKSilUwmr9uJvhfHj9dAEIDz58/Lfm0iIj1iSPcWvb29SKdScNcW5lTXPJdLnyFdR0cHAMBVU5jf/1tvzYWHbW1tmqyfyWRwpa0NzpoK1R+Y1ebx5A4uLoRDyZeWltAVicCzr75oOyT0HtKtra0hsbws2wNyU1MZAGBgYECW6xWrxcVFzESjmhw/0Nyc67iIRCKqr60HkiRheGRE0Q7Iigo3pqejyGQyiq1RLNbX17EQj8Pie/sRJJIkXfMXUSFJJBIwWOQP6TweG/bvL8f58y3IZrOyX5+ISG+43fUt2traYDCZ4Kgo7HZsm80Mg0HU3bSk9vZ2WL3ugp2M5vHYUF3tQ0dHOx544AHV1x8cHMTa6iqCtYV7XqJczGYj7HZzQYR0Fy9ehJTNwrevXutSds1kMsBsNuo2pNua7CrTge3V1T6YzUb09fXhtttuk+Waxai3txcA4NAgpPP7HQgGnejp6cF9992n+vrFLhaLYW11Fb6yoGJrVFR4kMlkEIvFUFGh30FG2zExMQEAsPrfGKIhSblA4gc/+AF+8IMfvOnr3W4XvvSlp2CVaZIm0V4lEgkYvMoMPTlxog4/+lErBgYG0NzcrMgaRER6UZwtIQrJZrNo7+iAoypc8F1KoijA6bRiaWlJ61Jks7q6ioGBATirC3Ora97hw2GMjIxqsg2ura0NosEAV1VpPAy5XIXxZ/z8+fOwBf2weIt7G5PNZtbt4IitkE6mf0dGo4i6Oj8GBvpluV6x6u7uhtFqhdWnzUTg5uZy9Pf3Y/P1oR+0fUNDQwAAu4Ln6149PKLU5UM6m/+N/1byE6VvvbUS73vfoa1fx4/XYHk5sTUNlqgQ5M+kU8KRIxWwWk04d+6cItcnItIThnRXGR0dRTKRKPitrnlut6UgAgy5RCIRZLPZgv/+HzgQgiRJWx0mapEkCW3t7XBUhmSdvFXI3G6L5t2iMzMzGB8fh6ehVtM65GC3m3TbSReNRnNTFV3ydeHu2xfE1NS0br9nN5PNZhHpjsBRGdLsjNbm5nKkUikMDw9rsn4xGxoagtFiVvTlQnm5C6IoYHKS59KNj4/DZLPCeI3p30ePVr0ppPvd3811Es3OzqpdJtE1pVIppFIpxUI6s9mIY8eqcPnyJayvryuyBhGRXjCku0pHRwcEQSiaLiWPx1oQWwHlkpuqay3oqboAUF3thc1mRk+PupMfp6amsBCPqz5UQ5IkSNksslkJZ84MqXqOjtNpRSKhbUh38eJFANBNSKfXTrpoNAqL2ynrmYGNjUFIklSy59JNTExgJbkCZ5V2w1L27SuDIAiqf97qQf/AAGxlQUUDVqPRgLIyF0M65IZ0WAK+bX2//f7CGoxElN8dosTgiLy77qpHKpXGpUuXFFuDiEgPSqMdZ5va29thDwVhsJi1LmVbPB4bBgf1scVkc3MTXZEuOGuqCnqqLgAYDCIaGvzo71d3G1xXVxcAwKXyduB47yDwejD3s59dAQC8852NqqztdFqQTGo72fHS5ctwhMpgukZ3RLGx2cyYn9dnV9h0NAqzTOfR5dXU+GA0ihgYGMCxY8dkvXYxyA9scGk40dhmM6G21ofe3h784R/+oWZ1FJtEIoHZWAyh40cVX6uy0o2RkdIO6dbW1hCdmUH5bbds6+utVhOcTis76ahg5EM6o4JnJNbW+lBe7saZM6fxzne+U7F1ilFLSwsSiQS83psfLSGKIg4dOgSbrfjvS4no2hjSvS4ej2N6ehrhE8XzIOb12rG2to61tbWi/6Du7+/HxvoGQrWFfR5dXmNjEJFIJ5aWluDxvH2SmxI6u7pgC/hUD4sS428OgiORaRVDOjM2NlJIp9MwmUyqrHm1mZkZTE9NIXzX7aqvrQS73YTx8QWty5Dd5uYm5ubmEDxyUNbrmkwG1Nb6S7aTrrOzE7agH0abtgfbNzWV4X/+p18XP+vUkn+J5AiXKb5WRYUHly9PYHV1FXa7XfH1CtHo6CggSTs6/y8QsGNubk7Bqoi2L5FIAIBi210BQBAE3HVXLV56qRPRaBThsHYvgArN2bNnMTExgbW1tW19/fve9z489NBDCldFRFphSPe6fJdSoQ8tuJrXm3tYWVhYKPoHl7a2NohGI5wV6k8Q3I36+tyN+MjIiCodNmtraxgeGoL/lgOKr/VW2bcc2J5KZVRb22bLdbWurq6qFoZerb29HQDgrtPHNF27XZ+DI2KxGKRsVpGztxobA3j55b6SC4iSySRGRkYQPHpY61Kwf385Xn65FwMDA7j11lu1LqcoDAwMQDQaYQv6FV+roiL32Tw5OYn9+/crvl4hyg/psAW2//0OBBwYHubgCCoMamx3BYA77qjFL37RhTNnzuDhhx9WdK1iI0kSamp8eOyxEzf8uv/4j4vo7o4wpCPSMZ5J97pIJAKz0wGLR5nR40rw+XJvrOPxuMaV7E1+IIKzMgTRWBy5cVWVF6Io5N6eq6Cvrw/ZbBYuDc+G0oLdngvptDq4v6OjAza/D2aHPrpDbDYz0ulNpNNprUuRVTQaBQBYPEqEdLlz6fIP4aUiEolAkiS4qrU/o7Wuzg+j0YC+vj6tSykavX19sJcFZD2j8XqqqnIhXX66aSnqHxiAze/d0XEpwaATi4tLuvs8puKkRicdALhcVhw+HEZLyzlO7b4Gs9mA8nLXDX8dPBjCxMTkVrBKRPrDkA65rVLdPT1wVoUL/jy0q/n9DgAo+u0SY2NjWF5agqvAp7pezWQyIBx2Y2xsTJX1ent7c10RBT5UQ242W26LqxaTwFZWVjA0NARnjfYhhVzy30+9ddNNT08DgCIvWerqAhBFAYODg7Jfu5B1dHTkBvmo0Il1MyaTAXV1fvT1qTtRu1glEglEp6fhUKkz3eWywum0lOzwiM3NTQwNDcEe2tnW4mDQAUmSODyCCkIymYQgihBVOFrkrrvqkUyuoLOzU/G19Gj//nJIkoTeXv5MJNKr4mhbUtjw8DDSqRScRTLVNc/lssBkMhT9DV5HRwcgCKoPRNirigoPBgbUeSjp6e2FPRSEaDCosl6hsFq1C5V6enpynURF9rlwI1d3JmqxfVgp09PTsLidinTiWixGVFf7VB8Uo6XcIJ8InDUVBfPiqqkpiF/9qgcrKytwOBxal1PQ8h2HjopyVdYTBAEVFZ6S7aQbGxvDZjq945AuEHACyG3X59lcu9fS0oILFy7AKOPnvyiKePDBB1FVVTwvj/dqeXkZJptVlc/8AwdCcLttOHPmDG677TbF19ObmhofrFYTuru7cccdd2hdDhEpgCEdctt6BEGAI6zODa1cBEGA3+8o+ulgbe3tcJQHFW+xl1s47MbFi2OKPzQuLy9jJhpF6A7lp/QVGosl9xG1sbGh+to9PT0wmM0F0Ukkl3wn3XYPJi4WU9PTMCuw1TWvsTGA114bQiqVgtlcHNO/9yI3yGcdoZrCeUBtbCyDJHVjcHAQR4+W3mfhTvT29uY+uwI+1dasrPTg9OlhZDIZGErsZVK+m2Wn95DBYO6+odjv4bR25swZDAwMwOWywuWSZ8jNzMwyXC4XPvzhD8tyvWKQSCRgUHCy69UMBhF33lmLV16JYHFxcVsTTekNBoOI/fvL0N2dO5aiUF6mEZF8GNIh9zBuKwvAYFZ/euReBYMOzM0V7w1ePB7H1ORkUU3VzQuFclvrZmZm0Nio3LTT/GTJYguR5WA2axfSdff0wB4uU+VMJ7XocbtrOp3GbCyGwBHlhqrs21eG3/62H0NDQzh4UN4JsoVoa5BPZeEM8qmt9cFoFNHf38+Q7gYkSUKku1v1z67KSg82NzcxMzODysri6orfq+6eHtgC/h2/aHQ4LLDbzYjFODxCDu96VyN+7/fk+Xz+3vfOoKenW5ZrFYvl5WUYbeq9LL/zzjq8/HIvWlpa8MADD6i2rl4cPBhCR8dlTE1NlVTHJ1Gp0M/T5y6tra1hfHxctW0hcgsGnZibm0M2m9W6lF3p6OgAALgKqGNju8rK3tiqoqShoaHceXQqdkUUCosl15GhdkgXj8exEI/DqbNgND8tV0+ddLFYDNlsFhYF38Q3NOTOpSuFLa/ZbBZX2trgrAoX1CAfk8mA2lp/Sfw72IvZ2dncZ5fKk9KrqnL//ZXaltf19XUMDw/v+h4yGHQypCtA+/eXYXZ2DgsLC1qXopql5WUYbep00gG5P/uNjUGcPXsGkiSptq5eHDyY2yIfiUQ0roSIlFDyId3AwAAkSYIjXDgdAztRVuZEOr1ZtDcSHR0dsHhcRTVVN8/vd0AQBMUHdwwODsIW9Ouqo2u7TKZcSKf29Lv8kICdnjFU6PTYSZc/rN7qU267q9VqQlWVtySmi46MjCCxvAx3AQ7yaWwMYHJyUpNBMsWiuzvX/eNUeRJ4WZkTRqOh5EK6vr4+ZDMZOCt39/0uK3MiFpuRuSraq6am3M/+UjmYP5vNIplMqhrSAcA73lGP2dm5rR0jtH0ejw2VlR50dXVpXQoRKaD0nvrfor+/H6LBAHuRTs0sK3tjy2WxWV9fR19fH5zVxXkwv8Egwu22IR6PK7ZGKpXCxMREyU11zTMatQnphoaGYDAZYfXpZ7gCoM8z6aampiCIIiwKnkkH5DorRkZGdB8QXb58GYIowlVTeFsWGxqCyGazGBkZ0bqUghWJRGBxOWF2OVVd12AQEQ67MT4+ruq6Wuvq6oLBZIQ9FNzV7y8rc2JxcUmTIx3o+sJhD+x2c8l07iaTSUjZLIw2m6rr3nprJSwWE86dO6fqunpx8GAIg4ODunrxSkQ5DOkGBmAL+iEai/Og4/Ly3I14NBrVuJKd6+3tRSaTgau68Do2tsvnUzakm5iYQDabhV1Hwwt2QhQFGAyi6iHdyMgIrAH9dS8aDCLMZqOubugmJiZg9boV/3fV1FSObDar6zf+kiTh0uXLcFaGYSjAARl1dX4IwhudrvRm6XQafX19cFSGNDlIvKrKg4mJ8ZLZuiZJEjo6O+GoCO168rpax2bQzoiigIaGAAYGSiOkW1paAgAY7eqGdGazEbfdVoVLly7p/gWYEg4frkA2m93qoCYi/dDXE+gObWxsYGJ8HLby3b0BLQROZ+7g4WIM6To7O2Ewm+HY5RvoQuB2W7G8vKTY9cfGxgBAVxNGd8poNCCTyai23ubmJiYnJ3V7BqDVatJVJ934xAQsPuUnwzU0BGA0GtDT06P4WloZGRnB4sIC3PXVWpdyTVarCeGwB8PDw1qXUpAGBweRSqXgrNKmO72y0oPV1TVFX1wVksnJSSwtLu5pN0B5efHuhtC7xsYg5ubmsbi4qHUpisuHdCaVt7sCwIkTdUilUrhy5Yrqaxe72lo/7HbL1vneRKQfJR3SjY6OIpvNwlHEIZ0gCAiF3Jienta6lB3ZegNdGSrqbiW327p1c6OEiYkJmKxW1d9uFhKDQVA1pJuenkYmk4E1oM9g1GbTT0i3vLyMZCIBq1/5kM5kMmDfvgAiEf2e/3Lx4kUIoliQ59Hl1dX5MTIyXLTDkpQUiUQgiKJmg7BKbXhE/sHYvYfBV2VlTgiCUJQvWvWuoSF3zEgpdO5q1UkHAPX1fgQCTpw/36L62sVOFAUcOhRCV1eXqvfJRKS84k1HZJA/10aJ874kSUJ6NfcgPDeXVHT7RzjswvT0VFFtMZmYmEBieRkujd74y8XlsmB9fUOx7ZgTExMw+zyabF0qFKIoqh7SAYDVr6/z6PKsVqNuQrqtTlOVuh4PHAhjZiam+LAYLWSzWVy8eBHOqoqC3OqaV1fnx9raOkONa+js7IQ9VAaDyaTJ+hUVuZ9VpXIuXVtbG+xlgT0dtm80GhAIOPnnuQBVVXlhMhlKonM33y1o0iCkEwQBd9xRg76+vqIdgqelw4crsLq6iqGhIa1LISIZlXxIZ3E7YbRaZL92vHcQ6UQSADA+voCzZ5X7IR8Ou7G2tl5ULfn5aURqT6CTm8OR+7OTTCZlv3Y2m8V0NKq74QU7JYqCql0z09PTEEQBFnfxTRzeDj110uXDAKtfnZDu0KHcFPDOzk5V1lPTwMAAlpeX4Wmo1bqUG6qry3W4jo6OalxJYZmbm8PMzAxcGg5isliMKCtzlURIt7CwgPHxcbhk6DoNhZyYnp6SoSqSk8Egorrah+Fh/Ycfi4uLMNltmu1sOX68BpIEXLhwQZP1i9mBA+UwGES0t7drXQoRyai0Q7rREcW2tCXG33zDFYkotx21oiIX4kxOTiq2hty6urpgC/g0eWsnJ4cj13GysrIi+7Xj8Tg202lYvMpOrSx0gqBuSBeNRmFxu4p6G/aN6OlMurGxMVjcLhjM6nQOlZW5UFbm0uX5L62trTCYjHDXFt5U16sFg05YrSaGdG+RD461nspbXZ0bHqF3+fOz3HV7P78xHHYjFpvF5ubmnq9F8qqt9WF8fEL14VVqi8fjmt6PB4NO1Nb60draqlkNxcpqNWH//m79AYsAACAASURBVDK0t7cV1Y4qIroxfT6FbkMymcTS4pJi26Syb7nZSqWU265XUZELcYolpFtbW8PwyAgclcXdRQcANlsupFNiWmb+IGmLp9RDOnXXm52dhcnlVHdRFVmtRqyv6yOkGxkdhVXloSq33BJGf3+/boJOIDcV9NKlS3DVVkM0GrUu54ZEUUBNjXfruArK6ezshMXt0rwDuKrKi8XFJSQSCU3rUNrly5dh9Xll+X6HQm5ks1kOjyhAtbU+ZDIZTE3pu9MxHo/D6LBrWsPtt1djcnJS999rJRw5Uom5uXl+74h0pGRDOrW3SSnJZjPD53MUTUjX29sLKZuFq8i3ugK5rYOAMiHd7OwsAGj+0KU1QYBqbwclScLc/DzMKod0kiQh+/q5ey0tI4r+8+Y66dYVu75aFhcXsby0pPrk4yNHKpHJZHTVTdfR0YH19XV4Guu0LmVbqqp8mJqaYufR69bX19HX1wdnjfZnvOaHR+h5y+vS0hIGh4bgrpNnwEr+RWuxDQArBTU1uWeE/PmneiRJEhYWFmDSOKQ7dqwaggBcunRJ0zqK0S23VEAQwAm5RDpSsiFdPtBSYyqgGqqq3EWzxSQSicBgMsFexFN186zWXEi3vi5/6DE/Pw/RaIRBgTMTi4kkQbXBGSsrK0inUjA5HaqslxfvHYT0ekj3X//VrugZllarCZubm0UfcOS3O9pVDulqa/3weGy4fPmyqusqqaWlBSa7DU6NpoLuVHW1F5lMhqHG63p6epDJZOCq1n4qb1VV7vgNPYcaV65cASQJ7roaWa5XVuaCwSCWzFTcYuLz2WG3m3UdOieTSaTTadXve97K7baioSGIy5cvcdvmDrlcVtTVBdDW1qZ1KUQkk5IN6aampmCy2xQZGqGFykovYrFZbGxsaF3KDUmShEgkAnu4XBdnflmtua1hSmx9m5+fh9lpL+nJrkAupFPL0tISAPUnnKl5hqWSwbKahoeHIYii6t3Qoijg6NEqdHV16WLL6/LyMroiEXga64rmM7kUurV2oqOjA0azGY6Q9i++bDYzAgGnrgOni5cuwer1yDbUyWgUEQq5imY3RCkRBAGVlR5df9bMz88DAMwah3QAcOxYFaLRGb6A2YWjRysxOTm5tQuHiIpbcdyRK2BqagpmHR3IX1XlhSRJBX+TNzs7i4WFBTirQlqXIguLRbnAY2FhAUa7ttsPCoEkSRBVCg/yE5LVDunUPMPSYskFy8Ue0g0ODsIW8EE0GlRf+/bbq5HJZHTRTdfa2gopm4W3qV7rUrYtEHDAbDby/B3kpoC3d3TAUR0umJC1qsqD8XF9dtItLi5icHAQ7np5uujyckGQPr9nxa6y0oPp6WlVB1ipqZBCultvzQ2+YUfYzh05kvveccsrkT4Uxh2dyiRJQjQahVVHB/JXV+c6Cwp9i0lPTw8AwKmDoRFA7g24wSAq0sG4tLQEo80q+3WLjSRJqnUT5g871/P3XcnuT7Vsbm5idGwMtvKAJuvX1PgQDDrR0tKiyfpykSQJp8+cgb0sAKtXnq4gNYiigHDYXfAvpdQwPDyM1ZUVuGu03+qaV1XlxdzcvCJntWrt0qVLgCTB0yBvSFdV5UUikdx6UUSFo6LCg3Q6rdsOpbm5OQCAyaV9SOd221BX52dItwt+vwPV1T5dvDwkohIN6RYXF5FOp2HWUUjndlvhdFoLviW/u7sbZqdD9YP5lWSxmGTvSpIkCclkUtdh0XZlMhIMBnW6pfIPlQazWZX1tKCH7a5jY2PIbG7CXqbN9j5BEHDiRC0GBga2HnCK0ejoKGaiUXj3N2hdyo5VVLgxNcWQrr29HYIowlml/dCIvPxLQz1ueb1w4QJsAZ/sU9fz37NCv4dTWiaTwdra2o5+ZTLKdZ4DQCiUG96l1y2Yc3P/P3tvEiPHlV77n4jMjIicp8qaRxaLkzhIIi212N3CU792e4Dbi4cGDHjT3ntjw5vGW7j/gBfe/B9gwxvvngEbhoEGvHqv25MkSqJYVItjkSxW1jxlVmZV5TxHZka8RSiKFJtDDRFx743IH6CFuqW4H1OZEXHPPd/59uHxSnB5PKRLAaANQdja2kKhUCBdCnNcvjyMjY2NA3dkjx492MVNugAS7O7uArDX1EyO4zAyEsbm5gbpUl5Jt9vF4uIi/GPDtspZkyS34U66VquFbrcLl2hfseiwKIpimUhXq9UAjgMv0PGyagZ2aHddXl4GAPgHE8RquHZtHP/+708xOzuLH//4x8TqOAm3bt0C73YhPDlOupQjMzAQwldfraNSqSAYtM+z/Kg8fPgQ/sF+uCi6Zw0PPxsecebMGcLVGMf+/j42NjYwcPWy4dceHo6A4zhsbGzg0qVLhl+fFf7///W/sLlB13vswIAmyGYyGcKVmMPe3h7xoRHPc/78IH75yyeYn5/Hd7/7XdLlMMXlyyP45S+f4OHDh/jBD35AupwePXqcAEeKdLplXQjZx80FAGNjEXzyyRJkWYZAoRNoa2sLzWYTiWF75NHpCILxIp3eitgT6YBu1zqRrtFowO3x2EpEfhHdScdyu+vi0hKkSBhuiZzTNBLx4dy5Ady6dQu///u/b9l31CiazSa+vvM1QpNjVAk8h0V3t2QyGceKdJlMBnt7exh6/13SpXyLYFBCOOy1nZPuzp07AIDwlPGitii6MTgYOpha7UQ6nQ62NjcRGBlC4Ajvibmni2hXzWutFkU3IhGfbUW63b1dCPEI6TIOGBwMIRz24smTJz2R7oj09QUwPBzBvXt3eyJdjx6MY5lI12638bOf/QypVAo8z+Ov/uqv4Ha78bOf/Qwcx2FmZgY///nPLQmIz+Vy4Hje8nB4sxkdjUJRFGxvb+PUqVOky/kN9Dw6/1A/4UqMRRRdhruSdNGPd7O3eTaaTkeB223NrUqWZfAee59d6CId7ZOgX0W328Xqygr8k6OkS8F3vjOF//2/ZzE3N4d33nmHdDlH4t69e5BbMkbPTJMu5Vj09z8T6WZmZghXQ4a5uTkAQHCcnjw6HW14hL1aN7++cwe+gT7TAvbHx6N49GgNiqJYNiyJJvL5PFRVRXhyDNEjtOCXN7ZNFekAIJEIYHc3a+oaJJBlGaViCf0GZyyeBI7jcO7cAB4+XNA6Shg7ACPNlSvD+NWv5lEoFBCNRkmX06NHj2Ni2VvAZ599hk6ng3/5l3/Bn/7pn+Jv/uZv8Nd//df4sz/7M/zzP/8zVFXFxx9/bEktuVwOQsBPzSQ0oxgb027GtJ7EJpNJSNEIUfeLGYiiG62WsSKdLMsAQGRyJU10uwpUVbVUpONs/kLI+uCIjY0NtFot+IfIO3LPnx9ENOrDjRs3SJdyZL64eRNSJARvgszwjZMSDnvhdrsO4iucyMO5h/DGoxD89E0BHxmJIJvNHjzLWCeVSiGzs4Pw1IRpa0xMxFCvNxz7nc7n8wBAVeuljibS7UFVVdKlGIreWURb/M/MTD+azRb1w/Bo5PJl7QCzN0CiRw+2scwyMjU1hW63C0VRtEB8txsPHjzAe++9BwD48MMP8eWXX+K3f/u3Ta8ll8vB7beXiw7QNi2hkJdKkU6WZaysriJyhj6H30mRJA/KZWNFuk6nAwDgXPYSko9Ku60FQlsl0nU6Hdt/5h6PCzzPMZtJl0wmAQD+QfKOXJ7ncP36Kfzf//sYW1tbGBujx43wOra2trC5sYHB995htrWb5zn09QUcK2iUy2Wsr2+g/8pbpEt5KSMjEaiqilQqhakp9gaTvMidO3fAcRzCJjp4JyZiAIDV1VUMDg6atg6t6CKdEKBPdO7r86PRaKBer8Pvp09EPC56C69AmUh3+rSWN5tMJm1x/7CSRKLX8vo6PvnkE6RSqWN1nIXDYVy8eNGEqnr0+E0sE+l8Ph9SqRR+7/d+D4VCAX//93+Pr7/++mCD4Pf7UalULKklXyjA02dPC/DYWITK4RFra2vodjoIGOx+UVUVUFW0213curWKDz6YsnzTKUluNJtVQ6+pTyvjOHsLRm9CF+k8Fk0d63a7tnPYvgjHcZAkD7NOuqdPn8Ibj8ItiaRLAQC8//4k/vM/F/DJJ5/gpz/9KelyDsXNmzfBu1yITk+SLuVE9PX5sbfnTJHu0aNHgKoiOD5MupSXMjz8bFop65tsRVHw9ddfwz88YGonQH9/ED6fiJWVFVy/ft20dWhFn+bpodAZGotpwtz+/r6tRLpsVmvhFcN0iXSBgIihoTCWlpbwu7/7u6TLYY4rV0bwq189QT6fRywWI10OVfznf/4nyuUybt++fax//+c//zn6+8kfEvewP5aJdP/wD/+A733ve/iLv/gL7Ozs4Kc//Sna7fbB/1+r1RAKGTvS/mV0u11UymX0TdCX4WIEo6MRzM8voNFowOulxy2YTCbBcRx8A8ZOY8wnVwAAiqLiX//1AQDg+nVr3XqiyK7gQTvttgIAlg1CURQFYNRZdBRYFekajQbW1tYQe+ss6VIO8PkEvPfeBG7duoM//MM/pD4Dptls4uuvvxkYwfhgmnjcj2RyDaqqMusIPC5zc3MQAn5IUXoC358nGvXC6xVsMTxibW0NhUIBoxffN3UdjuMwNRXD8vKSqevQSqFQgMfnpfKgTBfpcrkcJibMa3m2mmw2CzHgB29Rt8JRmJyM4f5952Y0ngRdpLt37x5++MMfki6HKlRVhcvF43/+z9850r9XqTTxN3/zKR4+fGhJ11+PHpbd9UKh0MEEtnA4jE6ngwsXLuCrr74CAHz++ee4du2a6XVUKhWoqmq7oRE6Y2NRqKpKXWBzMpmEty9m+BTBylb6W38/P79j6PUPg9frQaslH7jfjODZhtNe+SdHRZa1tl+rRDpVVeGErb7Xy6ZIl0wmoSgKgiN0tYJ9+OFpACo++eQT0qW8ka+//hqtVguxs2wOjHieWMyHdrtjmQufFlqtFhYWFhAcG6ZWnOQ4DsPDYVuIdHfu3AHvdlkyoGN6ug/7+7kDV5mTKBaLcFP6bh6Nau6+XC5HuBJjSe/swBM23yBxHKam4mg2W0in02/+h3t8i76+AEZGIrh37x7pUqglHPYe6a/R0ShGR6N48KCX9dfDGiwT6f7kT/4ET548wR//8R/jpz/9Kf78z/8cf/mXf4m/+7u/wx/90R+h3W7jd37naKr2cSiVSgBA7YvASaFxeESz2cTG5qYpQe/KN9ltOrJsnFB2WLxeTXg0UvTQ2zuVrmLYNVlEF+lE0ZrWRo7jHCGLSpKbSZFufn4eLo8Hvv4+0qV8i1jMj3feGcPNm1+gWjW29d1IVFXF5198AW8swuzAiOex68b5TSwsLKDT6VA51fV5RkbCSKdTmkOZUbrdLu7cvYvA6DBcFsQuTE9r3QaLi4umr0UbxWIRbi+dg8W8Xg8kyWMr8VRRFGSzWUgROkW6iQntGbW2tka4Eja5cmUEGxsbjns+msnFi0NYX99AsVgkXUoPB2CZv9nv9+Nv//Zvf+N//6d/+ierSgCghS0DoPZF4KT4/SKiUT9VIt3y8jJURYF/yJ49/D6f5vKq1+sIBAKGXFMflKAa6M5jEV10tVKkc4JK5/V6kMvVSZdxJFRVxaPHj+EfHqCyHeqjj87g3r1NfPrpp/jxj39MupyXsra2hnQqheEPrlLrwDoKkYgm0hUKBeZzz47C3NwcXIIAv8HxEUYzPBxGu93B7u4us4MQkskk6rUaxt9725L1hobC8PlEJJNJvP++ue21tFEulyFQ5pJ+nnDYa6vN+f7+PrqdDkRKRbpYzAevV6CuM4gVrlwZxS9/qbW82rk9s91u4x//8R8P7aiv14//7nvx4jD+7d/mMTc3hw8//PDY1+nR4zDQt9MxGbuLdAB9wyMWFxfBu1zw2cC58TJ0J12tVjPsmtI34dTKc7mNTqTV0v78kolh3c/jcrkAlV3Xx2HxegU0GmyJdFtbWyiXSgiO0hmUPzgYwqVLI7hx49MTvQSayRdffAGXx4PwKXtkKoXD2n3BThvnN6EoCuYePUJgdJBKsfp5hofDAMB0y+udO3fgEgQERocsWY/nOczM9GFh4ak2GMshdLtd1Op1uL10DAR6GeGwhFLJPvcavY1UjIQJV/JyOI7D6GgYm5ubpEthknjcj7GxKO7evUO6FFNZWVnB3bt3sbm/i+1i/o1/adFEx7u3DgwEkUgE8fDhQ2P/ED16vAT6kkJNRlfazZzQRZqxsSjm5lKoVquGObtOwkIyCW8iTmUwrRH4/dpLpZEinT70oys7XaSztt3V5XJBVey/MfJ6PdQKSa/i8ePHAICgRZvl4/DDH57D3NzH+OSTT/AHf/AHpMv5FtVqFXfv3UP49KQlbXtW4PMJcLtdjhLp1tbWUK/VMDZ2mXQpb6S/PwSe55BKpSzJHDaadruNBw8fIDg+DN7lsmzdM2cG8PBhCul0GiMjdLc0G0WtVgNUlep381BIwvKyfe41qVQKACBRKtIB2pToW7d6wyOOy5Uro/g//+cRdnd3bTuRdHl5GeA4TP3uDw6Ve/7kH3+B44p0HMfhrbeG8Pnni6jX6/D56JtE3cM+OO6OV61W4RI84N3WvXBZzeioNu2NBot4tVpFKpWybasrAPj9WrurkVlUkiSB43l0W7Jh12SRRkMTKa2aVOx2ux3RYuzzCZDl9rcmbNPOw4cP4UvEqXZBDw+HcenSMD799BNDRXsjuH37Nrqdji0GRuhwHIdQSDpwyDuBR48egeM5BChuC9Rxu3n094cOxADWmJ+fR6vZQnhq3NJ1z50bOFjfKejvT26JXiddMCihUqnaxuGYTqchhoLgPfQeoA8MBNFud3q5asfk7bc1kd/OAySWlpbgjUUNH0z4Ki5dGoaiKAcHxz16mIXjRLpKpUL1SZ0R6CIdDbl0S0tLgKoiYMLQCFoIBLSXSiNFOp7n4fP50Gk2DbvmcenKbYiiiI8++giiKKLZtE7YaTY1J51VIp3H43GMSAecLJvDSnK5HLa3t6kPygeAH/3oPFqtFj7++GPSpRygKAq+uHkTvv4+SNEI6XIMJRgUHSXSzc3NwTfQD5dFE69PytBQiNnpjHfv3oVbEi1/fwmHvRgaCjtqE6i/P7moFulEdLtdZp6bb2I7laI2j05nYECrb2dnh3AlbBKJ+DA5Gce9e3dJl2IK7XYba+vr8A1aN0xsbCyKYFDC3NycZWv2cCaOE+mq1SpcIhsvt8fF6xXQ1xegwkm3uLgI3u2Gty9GuhTTEEU33G6X4RvFcDiMTp28SKe027h+/Tp+8pOf4IMPPjhwt1lBo9GG2+0+mHZrNh6PB4oDRDq9RZvmSaTPo78MhSZGCVfyZoaGwrhyZRSffvrpoYOMzWZxcRH7e3u2ctHpBAIiKhVniHR7e3vIZrMIjtGZy/gyBgdDKBQKzE2TlmUZc48eITg+QiT778KFQayurlLnyDUL/c9J8/s5a8/N19FsNrG/vw8pFiVdymtJJLTInv39fcKVsMuVKyNIpdLIZDKkSzGc9fV1dDsd+Aes69biea3ldX7+CVPdKD3Yw3EiXaVSgcuifCuSjIyEsbVFPmx1IbkA30Af9QHXJ8GslqtYNIoOBSe2vMeDW7du4Re/+AVmZ2cPBmVYQaMhw2the6MgCOi2O5atRwq9RZuVDeCDBw8gRcIQQ0HSpRyKH/3oPNrtNv7jP/6DdCkAgJs3b8ItiQhNjJEuxXACAdEWm+bDoDurQgyJdENDbDphnj59irYsIzxJ5jdz4cIQFEXBkydPiKxvNbo7jWaHqBldE6RIp9OAqkKK0e2s9no9kCRPT6Q7AZcvj4DjNGew3VhaWgIAyyedv/XWEFotGYuLi5au28NZ2Fc5eQXVahUuid6XAKMYGYkgl8sT3YQXi0XsZndt3eqqY0bLVSwWQ7tKXqRzCR60Wi3cuHEDrVYLkmSlSNeG3++3bD1RFKEqClTF3hNe9c0GLU6v11Eul7G8soIgAy46nf7+IK5eHcPnn39OfKhBuVzGw4cPEZ6etGUWq98voFar2yYn6nU8evQIUiQEIUh+INRhGRxkU6S7f/8+3JII/yCZPN2xsShCIS8ePHhAZH2r0Z2WdDvpjM8fJoU+cZl2kY7jOMTj/p5IdwLCYS+mpvpw/779cum0PLqI5feN06cTEAR3r+W1h6k4SqRTVRW1Ws32mXSAJtIBzx7EJEgmkwAAvwNEulBIQrFYMPSa8XgcHVl29PCIWk2Gz2etSAcAis3ddCyJdA8fPgRUFeFJdkQ6APjt3z4PReni3//934nWcfv2bSiKgtjMKdPXUlX14H6VTGYtEc58Pi0nqklBfqeZNJtNLC0vIzDKjosO0DKRBMHNlEjXbre1VtexYWJdADzP4eLFIW14RatFpAYraTQaAMeBd9M7xMDrZSvL9XVsbW3BLYrw+OmfThkOS8QPu1jnypUR7OxkmM0HfRntdhurq6vwWeyiAwCPx4WzZ/sxNzfniAPCHmRwlEgnyzI6nQ7VJ3VGQYtI5xZF6k/qjCAc9qJUKhl6zURCe/C0yvQLKWZRr8sIBKxzjegiXdfmORM+nwCe5wz/zprBvXv3IIZDECNh0qUciXjcj/fem8SXX35JbDKdqqr48ssv4R9IWBIQnk+uHAy7uX17HbOza6av6fNpzl47bJxfx8LCApRuF8HRIdKlHAme59DfH2RKpEsmk2g1m8Tbwy9fHkG73XZEy2uz2YTL4wHHcaRLeSWsDVx6HVtbWxBjEao/b51QyItymf53FZq5dElrebXTlNeNjQ10Oh1ibucLF4ZQLpepyH/vYU8cJdKxMOLdKAIBEaGQF6lUisj6qqpiIZmEbzDBxEvASQmHvWg2W4a6OQYHBwEArZIzQtFfRq0mW9ruKn3jsrW7k47nOQQCxucoGk2lUsHS0hJCE6NM3kd++MOzAFT827/9G5H1l5eXsb+/j8jMlCXrVba+fUo/P2++MKNnZNph4/w6njx5ApcgwNdv3RQ7o+jvDyCbzZIu49DMzc3B5fHAP0Rm86dz6lQfgkHJlllSL6KJdPS66ABtSBjHgbkhKC/S6XSQTqfhjdM9NEInFJJQqVTRdcBQL7MIhSTbtbzqeXQknHQAcP78IDhOi6Ho0cMMHCnS0Tzi3UiGhkLEnHS7u7soFYuOyKMDgEjECwAoFIxree3r64PL5UKrSLeQYhZae3oLwaB1wwKeiXT2dtIB2ksb7U66+/fvQ1VVhKfYHHgQifjwne9M4vbt20QydWZnZ+HyeBC2yBGkdL4tbsuy+ZsqvQWN9Y3z61BVFY8fP4Z/eIDJIUz9/UEUCgUm2jYVRcHDhw8RGBkE7yKb4cjzHK5cGcHjx49t/f0GgFarRXWrK6D99xBFD/MHAul0Gt1ulxmRTncw2v03YDZXrowgk8ky5Wp+HUtLS5CiEWLGm0BAxMREHI8f90S6HubA3tveCdDzl9wOmO4KAENDYWQyGSKnTwd5dMM9ke64uFwuDA4OollwZhZHo9FGt6tY2u7q9Wr/He3e7gqwkfNyl9FW1+f5wQ/OguNgeTZds9nEvXv3EJoaA0+5Q+Uk6E46O2/gtre3US6XERwZJF3KsUgktHv47u4u4UrezPr6OqrVKoLjI6RLAQC8/fYoOp2O7QdIyLIMjnKRDtDuN6znX+rteVI8RriSw+GUSAOzsVPLa7fb1fLoBsm46HTOnx/E5uYW9QfePdjEUSLdMyed/QdHAJqTrtvtEnkxXlhYgBDwMzWF7iSEw1r4rpEiHQCMjo6ilS86Mpi0WtVcF0ScdLITRDqv4cNOjKRUKmF5eRmhyTEmW111wmEv3n9fc9Pl83nL1n3w4AHa7TYi05OWrUkCfdo06xvn1zE/Pw8ACIywlUen09fHjkj36NEjcDyHICWf9cREDPF4AF9//WvSpZhKq9UCx8D0aUFwM3+v2djYgFsUIAStixI5Cfo93s4HMVYQCkmYnOzD/fv3SZdyYjY2NtBut+En1Oqqc/68dnDmhNzQHtbjKJHuwEnndYaTbnBQCwq32tqsKAqSi4vwD/Uzvbk+CuGwBI7jDN+Ej4+Po91oolN33stJpaK9CIdC5gfe6zjJSReJeNFoNKndcNy/f1+b6spoq+vzfPTRGQAq/uu//suyNb/66iuIwQCTGWZHQZI0942dN3BP5ufhjUfh8XlJl3IsdJFub2+PcCVvZu7RI/j6E9QMGOM4Du++O4rFxUXDDwFpot1uE28vPgyS5Gaibft1rK+vQ4xHmXk/FwTtHi/LMuFK2Ofy5WHs7OwwlRH6MpaXlwEAfsJOuqGhEMJhLx4/fky0jh72xHEiHe9yUZ97YRSJRAAcB2QyGUvX3draQrPRgH+Izdac4+By8QiHvaaIdADQ2LfOgUMLlYr2ImylSOckJ100qrk/rXR3HYW7d+9CioYhMdzqqhON+vDuu2O4devWgaPbTIrFIhaXlhA6NcHMRuy4iKK9nXSNRgNrq6vwD7P7PBVFN4JBiXqRLpfLIbOzg+DYMOlSvsW1axNQVU14tytyu82Ek04U2XbSybKMnZ0d+PrYaHUFAI9H+170RLqTc+mSdm9j3U23uLQEKRKGm3BnHMdxOHduAMnkAjodew+c62E9jhLpyuUyPF7J9psWHUFwIxLxW35i8vTpUwBAgPBkNKuJRo0X6cbGxsC7XKjv5Qy9LguUSpozJhKJWLamKIoAx6HrAJEuFtNaXXI5+r5bhUIBq6urCE2y76LT+W//7Qza7TY+//xz09d65kIcN30t0rjdPFwunumN8+tIJpNQFIXZPDqdeNxPZHjKUdBbloKjdLS66sTjfkxPJzA7ewuKopAuxxTa7TZ4BoaiCIIbssyuk257exuKosDLSB4doN3jAfREEAOIRHyYmIgxnXHZ7XaxurIC3wAdXQLnzg2g2WxhbW2NdCk9bAb9T0QDKZVKcHmdkUen09/vRzZrrZNuIBQI+AAAIABJREFUYWFBm7jjsM86GvUhnzdW8PB4PBgbHUXDgSJdudyEx+M+aEG1Ap7nIYmiI9pdYzHNSUfjxlk/5Q1P2kdkGhwM4ezZAXzxxeembzY0F2IEUsQ6FypJRNHDfAvaq3j69ClcHg/zbcvxuB+5HH33mueZn5+HGAxACFmXg3pY3ntvAvv7uYM2L7vR6XTAMdDuKggupu816+vrAABvIn7of0dVVbS/iVzZ3a1YnpGsGyucmM1sBhcvDmNra4vKA9rDkEql0Gq14BugwwgyM9MPnud6uXQ9DMdRIl2xVIKb0UyX45JIBLG7u2vZw02WZayurjpmquvzRKM+FIslw6fpTk9Po7Gfh0JgSi9JSqUGIpGI5c5XyeuF4gCRLhAQIYoeKlvQ7t67C28sAjFM32b5JHz/+9MolyumnmIXi0Wsra0hNDlq2hq0IUluW2bSqaqKJ/Pz8A32g2PAZfQ6olGvKc9Ho+h0OlhIJuEfHqCy2+Ly5RF4vQJu3rxJuhRT6Ha7THzHBcHFdNvl+vo6BL/vSPmW+eQK2pXqN/9+HrOz1jqG9J8jSy5SWZZRLBaP9Fen07Fkr6a3vD58+ND0tczgII+OEiedJHkwORnH06fzpEvpYTOcEc72DcViEcFT9nFmHIZ43I9WS0a1WrVkSubKygq63S4CDhXpFEVBqVRCLGZcK8Hp06fxySefoLGfJz7JyEqKxQbC4ajl60qShLoD2l05jkNfn586ka5QKGB9bR39714iXYrhnDkzgHjcjy+++ALXrl0zZY1Hjx4BAELjzhHpRJH9MPeXsbe3h0I+j6Ez75Iu5cREo36oqopCoYC+Pjo2V8+zurqKtixTO0HX43Hh6tUxzM4+QKVSsXTquRV0Ox14XCyIdG60GT7EW11bg3TEPLrKVvpbfz8/v4Pr108ZWdahoFE8fxntdhs///9+jnKpfMwrmPvb7usLYHAwhLm5OfzgBz8wdS0zWFpaghgKwOP3kS7lgLNn+/GrX82jXC5bmqPdw944RqRrNBqQWy2qftRWEI9ruVN7e3uWvNQtLCyA43n4+50jJuk8H8RvtEgHjkMts+soka5UamBmZtrydb2ShEqzZvm6JEgkAtjepmvK17NWV/vk0enwPIf33pvEr371BHt7e0gkjP89z83NQQwFIDqk1RVgP8z9VSwsLAAAAgwPjdCJRDTnTrFYpFKkW1hYAMdx8A/S0UL1Mr7znSncvLmC2dlZ/OhHPyJdjqF0GHHSeTwutFoyVFVlRjTSKZVKKOTzGDx1tGer8kI8gyxb64ZVFM1dxkJmIaC9w5RLZSSuXDjSnnP/8QLksvmDpQDg4sUhfPzxIqrVKgKBgCVrGoGqqlheXoZ3mK779NmzA/jVr+axsLCA9957j3Q5PWwCG3c8A9BH1ztNpNPD4a2a4Ph0YQG+RBy8xzH67wG6SKd/14zC7/djZHgYtZ1dQ69LM92uglKpgWjUeied1+uF0nZGQHEiEUAul6fKGXD//n1I0QhECnOhjODq1TFwHPDrX//a8GvLsozk4iICo8PMbSBPgl1FuqdPn0II+CEE2dlEvYrnRToaebqwAG8iDpfgIV3KKxkcDOHUqT7cvPkFU61/h0FhSKRTVZXatu3XcZw8OhrodrXvuouBzEIAuHnzJsRQEP1vX0TszPSh/3J7vc96e03mrbeGoaoqHj9+bMl6RpHNZlGv16kzLAwPR+DziQcHaz16GAH9T0SD0AMyPQE/4Uqs5Xl3l9lUq1Wktrfht8Gp/3EIh7VNiNEiHQCcO3cO9d393zjRtCulUhOKoiIet/5lUhRFqA4R6fr7g1BVFbu7dAjApVIJq2trCE0Y36qpquqB+PrwYYpYCHUk4sOpUwncu3fX8GsvLS2h2+kgwPgk0KMiSW60WvYS6brdLhYXF+EfMicjTVXVgwE5jx6Z/3sw8/l4Uur1OrY2N+Efoj+m47vfPYVcLm+7kPKuohxLoHh+qMHmZt7077HHowlFNB1sHZa1tTVwPA9v3PrDz5PQbmuCqMdDr4Cuk06nsbKygsiZU1QflI2ORhAKeQ/iMVhBz6PzUdatxfMcZmb6sLDwtDfgpIdhOEak0ycYCg4T6UTRDa9XsOTFOJlMAgACQ3TZkK3CzM/67NmzUBUFtSxd+WFmUSho7aZGtg0fFkmSHCOGDgxobrVMxtoJ0K9ibm4OUFWEJkYMv3Y+uXIwEOTjj5OWh18/z6VLw8hksoZ/7gdxA5SdMpuNJHls56Tb3NxEs9k0Ld81n1yB8k325qefLpn+exBFNwTBjUqlYuo6x2FpaQmqqjLx7nLx4jBCIS9u3LhBuhTDUFUVqqIcy0mXT66gXdXeF548yZj+PdZFOhaHR6yursIbi4B3s9XporfXCoJAuJI388UXX4DjeURPT5Iu5bVwHIcLFwbw9Ok8U4LzysoKPF4JQog+d/nMTD9KpTKyWboiZHqwi2NEulwuB97thksSSZdiOeGwF6VSyfR1kskkXIIH3iOG0toJsz7rmZkZuFwuVNN0iClmk8/XAYCIk06SJHQd4qRLJILgeQ7pdPrN/7AFzM3NQQwGIEbChl/7ZeHXpLhwQQunN9oNk0wm4evvY24TdlJE0X7TXfVDL7PcXVb/HjiOQzAoWfIuclSWlpbAu1xMtAG6XDyuX5/CwsICNYcrJ0Vv3eX4ozuPrP4es+qk63a72NjchLefvjzINyHL2vsY7SJds9nE7a9uIzw1BrckkS7njVy4MIRWSz5wp7HA8soKvIk4lS7F06e1w1H92d2jx0lxjEi3u7sLIRig8odtNqGQaEkOzEIyCd9AgolcEbMIh0VTnHSCIOD06dOopZxxQpPP18BxHJFMOlEUobTbjrCsezwu9PUFqBDpms0mkskkAmPm5KmRDr9+nljMh/7+oKH5JY1GA+l0Gj6HuegAwOv1QJbbTOZEvYqnCwvwxiJwm3SwSOL3EAgIqFatCUY/CsnFRXj7+8Azknn1/vuTcLtdtnHTHYh03NHfHa3+HusiXYcxt/3W1hY67TZ8DAjRL9JsaoKo1+slXMnr+fWvfw25JSN2boZ0KYfi9OkE3G4XM63zpVIJ+VwOPkqF5njcj2jU1xPpehiGY9SU3d1dKu2xVhAIiKa3mBQKBeT296mejGYFwaCEctkcp8CFCxfQLJYgV+0/eXR/v4ZoNEIkg0QQBK39pmuvYO5XMTQUQiq1TboMLCwsoNvtIjRufKsrjUxP92F1dcWwAPj19XWoqkrtC6yZeL2aw8IubjpZlrG2uspERtpR8PkEVKt0tbvWajWk02n4B9kRt4NBCe+8M4qvvrqNWo3994EDcf0YTjqr8Xi0bRNr7a6rq6sAwOTzodHQBFGaRTpVVXHjs8/gjceY6SYSBDdOn+5jZnjE2prWyk7rd5jjOExP92Fpacl2g316kMERIl2320Uul4Ng02mBbyIQEE1/MV5cXAQA+BnIdDGTUEhCuVwx5QZ98eJFAEA1Ra5NzypyuRoSCTLfJb2lQumydVJ+XIaGwsjl8sQFjidPnsAleKh9ATOa8fEYms2WYUM79Ml9vgQbGwQj8Xo1Md8OggWg5e50u13biXR+P31OutXVVUBVmctx/P73T0OW27h16xbpUk7MMycd/SKd281mu+vq6iqEgB8ev490KUem0ZDBcRxEkd64omQyiWwmg9j500x8j3XOnRvE3t4eNcPDXsfq6io4nodE8eCTmZl+1Ot1pFIp0qX0sAGOEOn29vagKArESIh0KUTw+QTIcttUe/7i4iLckggpGjFtDRYIBEQoimJKiPnAwACisRgq2/YX6fb3q0gkyGyadJFO7dinde51DA9r+W8kXypUVcXjJ0+0SZYOaZcfGdHulVtbW4Zcb3t7G2IoCBfluT1m4PNpf+Z6vU64EmNYXFwEx3PwDdhLsPb5BNTrdLkdl5aWtImXfWy1AQ4Ph3H6dAI3bnzKfJv3STLprIZFkU5VVSwvL8Pbz9Z3XKdWkxEI+MFT/G7w2WefwS2JCE+Oky7lSJw7px0Ezc/PE67kzaytrcEbj1IdS3DqlPbMZinnrwe90HvHMxA9XFcKO1OkkyTNZWDmBmZxaQm+/j6mTpDMwO/XTvrMcAtwHIdLFy+itrMLxcYCUq3WQr0uo7+fjJNOb7G182f8PEaLRcchnU6jXCohMDJErAarSSQC4DgYdoK9tb0NMWr8wA0W0EU6uzjpFpJJeBNxuAi0+5uJJHkgyzJVotLy8jK8iRh4N70bv1fx4YenUSyWcO/ePdKlnAj9+3CcTDqr0dtdWRLp9vf3UalU4O9nyy2qU6u1EAjQG1e0v7+PR48eITJzirn7SF9fAPG4H0+fPiVdymvpdDrY3NykfrhPNOpDLOY/6C7r0eMk0P9ENICdHc15JDpUpBNFbdJfq9Uy5frFYlEL82SsXcQMzG67unjxIpROB7UM/db047K3pwmcAwNkWr10kU6laCNpJqGQhGBQIirS6S80gWF7tfe9Do/HhXDYh1wud+JrybKM3P4+pJgzncx+v31Eukajga3NTfgH7fdb0A8MzXCaHwdZlrG1vQ1fgk3H4rlzg0gkgvj44/9ietDRQTwIA046Fqe7rqysAACzztxqtYVAgN64os8//xwAED93mnAlx+PMmX4sLi5SPQwllUqh0+kwMfjk1Kk4VlaWmb4n96ADR4h0qVQKYigI3uMmXQoRzBbpdFsva5kuZqCLdGZtQs6cOQOPx4PKNvlpnGaxu6vlJ5IW6RSHiHQcx2FkJIzNzU1iNSSTSYihAISAn1gNJAgGRZRKJx80s7e3BwAQgvRuZMxEdzCbPSDJCpaXtZd7Ow5hMvtd5KhsbGxA6XaZPWDkeQ4ffjiNra1tpturDpx0FLcz6rAq0rkEAWKETad1udxCOExn7a1WC1/euoXgxCiTeX+AJtLJsnyQa0sjGxsbAEC9kw7QWl5rtfpBF1+PHseF/ieiAWynUo7NowPMHxm/srICl8ftWBfH84iiJvCYFcLv8Xhw/vx5VLd3bHtKk81W4Ha7EY+TeRi73dpG0ilOOgAYHY0ik8kQmVinKAqWlpbgG7CfKPEmfD4BjcbJYwj29/cBAELIWSKnjiS54XLx1A0lOA6Li4vgXS4mHANHhTaR7sBhxPBnffXqOHw+ER9//DHpUo4NiyIdS9Ndtecrm3E0qqqiUmkiFKJzD/frX/8azUYD8fMzpEs5NtPTCXAch4WFBdKlvJL19XV4vBITQmgvl66HUdD/RDwhsixjf28PooMHGrhc2oPZNJFudRXevjgTL1hmIwjmn7JeunQJcrWGZqFo2hokyWbLGBjoJxYSfCDSKfYUQV/G6GgEqqpie3vb8rXT6TSazSb8g2y6WU6CILgM2ezpLbMCxbk9ZsJxHAIBCeVymXQpJyaZTMLbH2cu2+gw0Jbntbq6Cikcgluid2rkmxAEN65fn8Ljx4+QzWZJl3MsWBTpaPkOv4lyuYy9vT1m3aLNZgey3KHSSaeqKj799FN44zGmp9L7fAJGRyNIJpOkS3kl6+vrkOJRJoTmeNyPYFA6OATq0eO40P9EPCGpVAqqqsLrYJeXLnYc5H4YiCzLSKfTTFiQrcCKF7i33noLAFDZsmfLazZbxeAguQECrm8mR6km/F5oZWxMG2mvtxRYydraGgAw/ZJLmnK5DI7n4RKdN9lVJxgUmRfparUaUum0LVtdAbomY6qqirW1NUg2eHf57ndPged53Lhxg3Qpx0I/QO6JdMZzEEfD6PO1VNK6UiIR+vZwCwsLyGaziF2YYUI8eh3T0wlsbGxQ6RBtNpvI7u7C2xcjXcqh4DgOU1NaLl2PHieB/ifiCdHD0KV4lHAl5DHjIbK5uQlVUXoi3Te4XNpPyszpdeFwGOMTE6hu7Zi2BimazTYKhRqGh4eJ1eBEkS4c9iIU8hIR6VZXV7U2Bofl0QGAoqiGOEbL5TI8Xon5jcJJCIVElMsnz/cjyfLyMmDTPDrAmufjYdnd3UW9Xoevn/13l2BQwtWrY5idnWWy5ftApHPRvyVxu3lwHDvtrsvLy+DdbmYEjhehWaT75NNP4fFKCE+OkS7lxExP96Hb7WJ1dZV0Kb/B9vY2oKrwxtn5Dk9OxpHPF1As2rPjqYc10P9EPCFbW1twiyITfexmYWZ2mR406kuwc/M0E32PbHZe3OVLl1Dfz6FdNyf7jhTZrBb8PjTUc9JZzdhYBJubBJx06+uQ+mKOFJiazTYkyXvi61SrVbgYbtkzglDIa8gQDpIsLi6Cd7uY3VC/CT16wwxX/1F59u7CvkgHAN///mm02218+eWXpEs5Ms+cdPS3eHMcB4/HzYyTbml5Gb4Eu3E0xaKW2RqN0mW0yGazmH/yBNGz0+Bd9H9v38TUVBw8z1GZo6YPNWPJbDM5qT3Dey2vPU4Cm3ftI7CxuQkxHrF8A9iV2xBFER999BFEUUSzSe6B3uloL8R61paRbG1tQQj44ZYkw6/NMmaLdJcuXQIAVFP2ctPt7Gib7JGREWI16CIdLBzMQcP9Ymwsimx217ShJy+j1Wphb28PXoZevoykWpURMCBHrtVqgTPh/s4SkYgX1WqNmc3zy0guLsKb6LPFpu9l6O9hNDjp1tbW4BI8zE68fJGhoTBmZvrx2Wc3qPh8j4LuSmMlh1EQXNQMP3kdtVoN6XQaPobzXguFBjiOo85J99lnn4HjeUTPTJMuxRAkyYPh4QiVLZpbW1vw+Lzw+E5+oGkVIyMReDyugziXHj2Og61Funa7jZ10mohFVmm3cf36dfzkJz/BBx98gEaD3Mah2zVPpNvc3HT0UI4X6XY1YceMz/p5RkZGEI5EULZZLt3OTgmSJCIWI+ck0TeSVjrpaLhf6Ll0+qmlFaRSKUBVIcWcJ9KpqopisWHI5qPVaoH3OFukC4e1F3hW20tqtRp2dnYcMUCFBtfs6toapLi9HLzf//40SqUy7t+/T7qUI6EL66yI04LAhpPuoH2e0aERAFAo1BEOh54dnlJAo9HA7OwsQpNjTAlHb2JqKoa1tXXqRP7NrS1IjOXKu1w8xsaiWF3tOel6HB9bi3TpdBqKohBxafAeD27duoVf/OIXmJ2dhdfrsbwGnVZLayUQBGNDxVutFnb39uCNs3XzNBPdtWj2CwXHcbh86RJq6SwUyh6oJyGdLmN4eITYZFfgOZHOwjVpuF+Mjmq/Y8tFOoC5FzAjqFZbaLXaSCROvoGS2zIzG1yz0EW6QqFAuJLjYfc8OppotVqaw8gmra46584Noq8vgE8//YR0KUdCd9JxjDjpPB42nHTLy8vgXS54+9j9nhcKdcTjdNV/+/ZtyLKM+IUZ0qUYyuRkHO12+yDLnQba7Tay2SyTB7mTkzFsbW0zk1/Zgz5sLdLpIegk8l1cggetVgs3btxAq9WCJJEX6SSDW1LT6bRjXTCvQpa1z1oUzc+HunjxIpROB7XMrulrWYGiqNjZKWF0dJRoHQcCoWKdTEfD/cLvFxGL+S0dHpHJZMC73Y7MDNXzFwcHB098LQs7s6klGmVbpFtaWvpmQ23PPDrgWQwEyUMYwL4Dr3iew/e+N4319Q0iQ4COy7N2VzbcwILgYmLjvbi4CG8ixkwb8csoFOqIxej5nSqKghs3bsCXiMPHsPj5MiYmtGePntdJAzs7O1AVhcmD3ImJGBRFsfTgu4e9sL1I55EkR24An0dvnfP5jP0cMpkMAECMhAy97lGgIcvrefT1jRZEX8aZM2fgdrtR3bZHLl0+X0Oz2SYu0j1rf3Ke8jE6au3wiGw2CzEctFXL2WHZ3tbaMo34vjvx83uRSER7vuXzecKVHI+lpSV4E3FbOyL1OAjSIp2dB15duzYOUXTjxo0bpEs5NLorjZWWfRYy6er1OrZTKfgG2HXmdrsKisUGVU66p0+fYn9/H7Hz9nLRAdozNBTyUpWjtr29DYDNbovxce35QtPn2YMtbC/SkRgaQRu1WguiKMDjMdadk8lkwPE8hIDf0OseBRqyvJ6nXtdOV40WRF+GIAg4c+YMqqmM6WtZQSqliRZjY+yPs2eV0dEIcrk8arWaJetlMhkIoaAla9HGxkYOsVgUweDJ//w8x5k+rIZ2PB4XgkGJSZGu0WgglUrBx3B21GHQ83FJ50utr69DDAZsOfBKkjy4enUc9+7dQ7VaJV3OoWg2mwBYctK5qRfpVlZWmG+fLxTqUFUVfX19pEs54MZnn8HjlRCaIHuYbBYTE1Gsr9MjKqXTafBuF9F95nEJBiXEYn6qnIk92MK2Ip0sy8hks0SGRtBGtdoyZILgi2QyGYjhENHR7jRkeT1Ptaq9uBmx8T4Mb731FlrlClrliiXrmcn2dhEulwtDQ0NE6zjIpHOg5jE6qrWuW5FJ0u12USwWIYSMvzfRjqqqWFvLY3r6tCHXE0URSqdjyLVYJhbzIZfLkS7jyKyurkJVVdsPjWi3tfxUow8Mj8ra+hokG7cVf/DBFDqdDm7fvk26lEPRbDbhEjzMHKiLohuyTLdIt7S0BI7nmXaL5vN1AKBGpNvf38f8/DwiZ6Zt63geHY1ifz+Her1OuhQAmkgnRsJE95kngTbRswdbsPmtPwSpVErLHCEwNII2SqUGwmHjrcLZbJb4BpuGLK/nqVSsF+kAoJpiv+V1e7uI4eEh4hs4HUb2C4YyMhIG8KzFwEyKxSJUVXVkHMHOThnVahNnz5415HqSJEFt90S6aNSHXG6fdBlHZnl5+ZsNNT1tXWagi3RGD7E6CsViEaViydbZf0NDYUxOxvHllzeZcNjW63W4CH4njoooug/cf7SyuLgIX3+cGXfiy8jnNUc/Le2un3/+OTgAsTOnSJdiGvoAMVqGR2giHblIpZMyPh5DsVhidup8D7LYVqTTgxqlnkiHUqmJSMRYkU5RFOQLBQhB57lgXkehUIff77NkcAQAJBIJ9PX1Md/yqqoqtreLGB+fIF2Ko/H7RUQiPkte0PS2RBbbGE5KMpkFAJw/f96Q60mSBKUn0iEW86FQKEJRFNKlHImlpSV441GmN9SHQZbJO+n0gQpWCKKqqqL7TVvk4uKupYLZ++9PYnd3T5saTDmaSEfH4dxhEEW6213r9Tq2t7eZzqMDgFyuBpfLZfj+5Ti0223Mzs4iOD5i64NFXaSjYdhBtVpFpVKBFAmTLuXYjI1pGgRLg3x60INtRbrt7W24JdHWN9PDoCiqKSPMK5UKup0OPAFnf74vUijUEItZe0J/4cIF1DJ7ULpdS9c1klyuhkZDxsQEeZGOBeeBmQwNhZBKWeOkAwC3BfmNtDE/v4PR0VHDNh+BQAAdyp0dVhCL+dHtdlEqlUiXcmhkWcbG5qbt8+gA8ybNH4X19XVwPGdJEHk+uYJOQ/tdfv31BmZnrWt7unx5BKLowezsrGVrHpdarQZeZMdJp2XSydQeBqysrHzTPs++SBeLxYgPmgGA+/fvo16vI3bWmIgKWvH7RYTDXqRSKdKlIJvVDjNZdtKNjETA81wvl67HsSB/5zOJra0tiNHe0IhSqYFuVzFcpNNzfwQTsu5YZm+vhv7+AUvXPH/+PJROB4099rKYdDY3CwCA8fFxwpX0GB4OI5vdRbtt7hCWSkXLUXR7rXGd0kKl0sT6eg6XL1827JqhUAidZgsqpZtGq4hGNcGXpVy6zc1NKN0ufAN05C6ZSatl3fTzV7G+sQEpGrHEtVjZSn/r7+fnrYulEEU33n57BPfv36e+NbNSrcJlUfeBEUiS9t2RZZlwJS9ncXERvMvFfPt8LlejJo/uiy++gBgKwj/EtvB5GKw6qH0TByJdmF2RzuNxYWgojI2NddKl9GAQW4p03W4X6Z0dJkc2G83enjbda2DAWOFId8F4/F5Dr8sy7XYXhUINg4ODlq47MzMDjudRTWctXddItrYK8Hg8GB4eJl2K4xkcDEFRFOzu7pq6TqVSAcdzTGURGcGjR2moKvDOO+8Yds1QSHuJ7TTJtmB15TZEUcRHH30EURTRbFo7bTsW01qnWRLpVlZWAAC+BB2bUTNpNNoQBIHYdFdFUbCxsW5ZHt2Lw1z0dl+ruHZtHLIs4+HDh5aue1SqlQrcEjsinShqIh2t4mdycRHeRBy8m+3hBvl8HYkEeYdxJpPB6uoqImdOOcL4MTwcRiaTRYfwMKpMJgPe5WK+I25sLKodxjn8ELXH0bGlSLe/v49upwMpym4fu1Hs7mpuFaNFunK5DABwe8mdiNNGJlOGqsLy6aRerxcTExOo7bAr0m1u5jE2NkZs8/Y8z9pd7f8y9jIGBjTBZ2fHXNdHtVqFW5Ic8dL7PA8ebGNwcMDQ+4TeYt+u1gy75nFQ2m1cv34dP/nJT/DBBx+g0bBWpItEtEMjPe+QBVZWViCFQ0yJFMel0WjD5yN3sLe7u4tWs2XroRHPMzkZRzTqx507X5Mu5ZV0Oh00Gg2m3iX1AWU0inS1Wg2pVIr5Vtd6XUajIVPhpLt16xY4nkN0epJ0KZagH9Tu7e0RrUMbThhkdrKrzvh4FI1Gk/jn2YM92P7mv4J0WmsxYDls0igymRJ8Pu+B08IoKpUKOI5jqkXBbFIpzV04NjZm+drnzp5FYz+PrsktimbQ6ShIpYqYmpoiXcq3cZZ2dEAiEQDHPWs1MAvWJvoZQbFYx9raPq5d+y1DxUk9zkCuVA275nHgPR7cunULv/jFLzA7Owuv19oweI/HhWBQYkakUxQFq2trkPrZbks7LPW6DB/BDEo9vNvb54zPm+M4vPPOCBYWkqhWyd4bXgWLB740O+mWl5cBVWW+LTOX0w6cSIt0nU4Hs7dvIzg2wtR39CRYdVD7JrK7uxBC7EcqjY72hkf0OB62FOkyGW3SJct97Eaxs1PG8PCI4W6VcrkMt9d5LpjXsbVVgNfrJTIufmZmBqqqop5l76RmZ6eETkfB5OQk6VKCvGfwAAAgAElEQVQA9AZHeDwuRCJ+09tdG40GeI910yxJt2ICwL17W1BV4Ld+67cMva7upJMrZJ10LsGDVquFGzduoNVqHThOrCQa9THT7rq3t4dGve6IVlcAqFZbCASCxNbf2NgA73ZDDJOrwWquXBmFoiiYm5sjXcpL0Ye8eLzsRKfQ7KRbWloC73Ix7xalRaR7/Pgx6rUaojOUHSKbSCKhCWP6XpoE3W4XuVwOQpB9kW5gIAiPx0XFxNwebGFLkS6bzULw+yzdANJIt6tgZ6dsirOrVqs5zgXzJtbX8zh1ikxmxalTp8C7XKhljBfpXgzYFgRjW1I3NjTXCy1OugORzsECdCLhN92a32w2wXusE3FIt2Kqqoq7d7dw6tSU4RsPQRAQjUbRKpUNvS6LRCJeFIsF0mUcitXVVQCAzyFOulpNRjBITiBb31iHNx5lvn3qKAwPhxGP+/HgwQPSpbyUQkH7rbKUO6UPjqBRpFtIJuHt7wNPQXTISaBFpPvqq6/g8XoRGLY2a5okguBGJOIz/aD2dRQKBSjdLoQQ+wcqLhePkZEINjd7TroeR8OWbyp7e3vw2EB9PynZbAWy3DFlYmaj0QAvOFsEfZ56XUY2W8apU6eIrC8IAibGx01x0gXHvj3M4cIFYzP3NjZyCIdDiEajhl73pDhXotMC+Pf3zRXpWrJsabA16VbM7e0istky3n//O6Zcf2hoCHKpYsq1WSIc9qJQKDLhiF1fX4dLEBzj+q9UWoZHbxyWbreL7e0UJMYdRkeF4zhcuDCEZDKJVovsYJmXwaJIJ4ras6PRaBCu5NtUq1XspNPM59EBQC5XRTAYgEgwUqdareLxkycInRp3lLAPAH19fuztkRPp9ENiOzjpAGB0NIKtra3e8IgeR8KWd529vT1b9LGflM1NzaFkRhtho9kE7+k56XSWlrQHypkzZ4jVcPr0aTRyhd+YKHdSYmenD1xl/+N/vI0PPjDW8baxUcDUFBlxs8fLicV8qNXqpm7q2u02OAtP+0m3Yt65swG32413333XlOsPDQ2hVSpDdfhLYDgsQZZlKl0uL7K+vg4pHnVEbESr1UGr1SYm0qXTaXQ7HXjjzhLpAODChUF0Oh0sLCyQLuU3yOVycAke8IL1rfHHRT/goU2kW1paAgAEGM+jAzQnHenJrvfv34fS7SIyPUG0DhL09QWIDjrY398HAAhBP7EajGR0NAJZbhNtIe7BHrYT6drtNmq1GlOncmaxvp5DIOA35UHXaDTgcng78fMsLWUhSSImJsg9zKenp6EqChr7xoamcxwHjufB8xyuXze2nbdcbiKfr1HT6tpDQ5+SqbsczKDTboOz0ElHkk5Hwf37KVy+fNm04PyRkREo3S5aDnfTBYNauLceSE8rsiwjnU7Dl3CGaFSpaKIpKZFOzwPy9tHl2LaCqak+CIKbWpHO4/czJVTrgyNoFOl4txtSnP3veD5fRzxOttX1zp07kCIhSNEI0TpIoB/UkjrsyuVy4HgeHoLTwI1EHx6xtbVFuJIeLGE7ka5Y1CZseghOEKOFtbU8Tp2aNuXlp+2gDfabUFUVCwu7OHPmLFwEc0B0x2R9j43QdEBrdQVArE24x8sJh7UXI/1+agadbhccZ7tH0EtZWMigXm/h/fffN20NPXu0mWcjj80sgkGtPapSoVusTKVSUBTFMc6uUkkTNCIRMhvezc1NuATBNu1TR8Ht5nHqVBxPnz4lXcpvsMvgBEeXi4cguKlz6yaTSfhskEfX6XRRLNaJ5tEVi0Usr6wgNDnOlIBsFLGY5mAjNYRpf38fQsBvmzbjRCIAQXD3RLoeR8Ie3/7nOJgU5beH+n5cisU6crkqZmZmTLl+p9MBx7P9ImAU6XQJxWIdly5dIlpHMBhEX18f6rvsiHTr63m4XC5Thpv0OD5WuJFURQHHO+Pl9+7dTQSDAZw/f960NQYGBuD2eNDIOVukCwQ0kY52J53+su6UjLRSSRM0SIp0UiziyA03AJw+ncDe3t7BOzINsDzBUZI8VIl0lUoFmUzGFnl0hUIdqgqi7a4PHjwAVBXhKWe+m8ZimtElnze2M+ew5AsFuG3UEedy8RgaCvUmvPY4ErYT6Wo1bSKQS3R2XtrKitbPb5ZI1+10wLls9/U5Fo8fp8FxHC5evEi6FExNTaG5n2ciNB3QJrtOTIzDY+GUzx5vRhc6qtWqaWsoquqICbqNRhtPn2Zx9eo1U522LpcL42Njhre7s4bPpz37aWtFe5HNzU24JdE27TxvolisAyAj0nW7XaTSaXht0AZ4XKamNFfSysoK4Uqekcvl0O12IYbZm+AoSR6q7jF6Hp1/kGyOmxHok13jcXJTrx88eAApEnbMUJ8X0bspzIw8eR35fB6egH1EOkDLpdve7g2P6HF4bKeyHIh0ArmJQDSwuLiLQMCPkZERU67f7XZtY0M+Caqq4uHDNKanp4ll7TzP5OQk2o0GOnV6Xh5fRbvdxdYWvUMj2JA5zUGSPOA4oF6vm7eIqjpigu7jx2l0Ol1cu3bN9LUmJyfRzBWgdLumr0Ur+kAQmjbQL2Nrawti1DnOrmKxAZ/PB0mSLF87k8mg2+nYIqvruIyORuB281hfXyddygHZbBYAmBRCJMlN1T1maWkJLo8bXhs4c3WRjlS7a7VaxfLKCoLj5uyfXoaqqmjXG4CqolRqED9oDwYl8DxHxHnbbrdRKZch+O0xNEJnZCSCVksmOpCjB1vYTmXR7ecuhiZFGY2iqFhc3MXZs+fAmyikOWNr8XoymTJ2d8u4evUq6VIAAOPj4wDARMvb9nYR3a6C6elp0qV8i4NNMyNuRDPgeQ6SJJgq0nEc5wgh9OHDbcTjMVOmbL/I1NQUlG4Xzbx5WYK0IwhucByoakV7kW63i51MBlLMOYHkhUIdsRgZkWx7exsAHPV5v4jLxWN4OIKNjQ3SpRyws7MDgF2RjqZ7THJxEd7+PlscnufzdXg8bmIH30+ePIGqKAiOD1u2Zj65gnZF61zY369hdnbNsrVfBs9zCAa9puYSvwq7xlaNjGjPn14uXY/Dwv7d/AU6nQ4AOLoVc2enhEqliQsXLpAuxfbcvbsJnufxzjvvkC4FADA6OgqO49DI0d/ytr6uZefRNtn1QNh2sEgHaGJHq9Uy7focx9n+M2402lha2sPbb79jiWNKH8BS3903fS1a4XkObrcLsiyTLuWV7O3tac4uB4lGJKc1bm9vg3e5IIbYa6s0kpGRMLa3t4i7dHTS6TQEv4/JeBqt3dVEp/kRqFQqyNokjw7QnHSxWMxUk8HrmJ+fh8crWTrUp7KVfqGGHcvWfhXBoEgk21VvsfXYKJMOAAYGQnC5+INDox493oTtlKx2uw0A4BifbnQS5ud3wHEc3nrrLdKl2BpFUXHv3jYuXLiAYJCOl39BEDAwMIBmjn4nzfp6DolEHxVtws+jvxjSspEhhSCYK3Q4QaRbWMig21Vw5coVS9aLRCKIxeOoZZ3dTuFy8ehS3PKbTmsbMikSJlyJNaiqikKhTixjajuVghgN28JldBKGhsJoNltE3DEvYzuVghBl8zdAk5PuWR6dPUS6fL6Gvj4y2XqKomD+6VP4hwcsjSJQvjGY6Mgy+ecXKZFOd9K5ffYS6dxuHgMDoZ6Trsehsd0bi9M31gAwP5/BxMS4ucIRx0F1RLPaq1lYyKBcbuA73/kO6VK+xejoKFoFOl7CX4Wqqlhfz+PUKbpaXYHnnHSKs7/fZgsdLrcbqs0DdJ8+zSAQ8FvqFj0zM4PG7r6jn4VuN3/gqqeRTCYDAEwG5h+HSqUJWe4Qy5hKp1MQHSKIvo6BAe37preZkqTdbiObyUCKsukmpWm660EenQ0yF1VVRT5fJ3av2N7eRr1WQ2B4kMj6NBEIiKhWK5ave+Cks+FQJdrczD3oxnYi3cH0PIf+AIrFOra2Crh82Vznhtvlgtq19wb7Tdy+vYZgMIjLly+TLuVbjI6OQq7V0W3R3O5VRa3Woi6PDnh2D3H6Q5TnOVOnULldLig2voeoqorFxT2cO3fe0radmZkZdJottArWBz7TgjY4mN7U1EwmAzEYAO92ky7FEkgGwVerVVQrVUgRuhzbJOjrCwAA9vfJt8On02koisKssCSKbrRaMhWTGu2UR1evy2g228REusXFRQCAf2iAyPo04fMJqNWsb+kulUrg3W5TsuVVVYWqqFAUFbdurVr+nj88HEa1WiPiUOzBHuzf0V/A/c1Lr90dGq/iyRPthNTs9ionuGBeR6FQx9OnWXzwwQfPhGFKGBoaAgA0i/Ru0vU8Oj1DiyYORDoHf78BQOtGNe8Fxu73kEymjGq1iXPnzlm67pkzZwAA1cyupevSRLerUHdffp7d3V14ggHSZVjG/r4m0iUS1rewHQwnYLSt0khCIQlut4sKkW5zcxMAmBbpAJia23oY7JhHB5Cb7Lq0tAQxHLSli+uo+HwC2u225fmu5XLZtM8/n1wBVBWqCvzrvz6wfEDH8LDmHO7l0vU4DLYT6TweTXl/sb/fal48IRcEazYMc3NpDAz0Y3DQXKu22+1sJ93s7CoA4Hvf+x7hSn6T4WFtIlWTYifN+noOPp8XAwP0nVYeCP0UZ1pZgaKopgodgsdj6894dVXbCM/MzFi6biwWQ7yvD7WdrKXr0oTZ392ToKoq9vb2IIScJNJVwfM8kUy6Z63FPScdx3EIh70HmU8kWV9fh1sS4Qn4SZdyLCRJ22uQbnk9yKMbIJPhZjT5vObcInGvUBQFyysr8PXb47M8KV6v9h2v161105VKJbi8kinXJj2gY3hYew6lUilL1+3BJrYT6QIB7cW32yTb6hcc+/bo7gsXhkxfs1JpYnV1H+++e9X0tTweAYqNN9ivo93u4vbtDVy+fJlYEPbriEajEAQBrRK9dur19Tympk4Rm971OvTNvZ1bMQ+D2W4kQRCgdOx7D9nYyCMUChG5R5w7exb1zJ6tnYqvQlFUyHIHgkDnxMharYZmswnBUU66KmKxKBHhdHd3F7zbZbtJgcclFBKpGByxtrYGqS9GdVv666DFSbe0tATe7Ya3z7pJpGaSz2tOOhLPzd3dXTQbDfj66XuvJ4EuRFv9HS+Vy3CbJNKRHtDh9QqIRn09ka7HoaBvh3xC/H7tVK5D+MEZOzt90M4yNhbFBx+YHxw+N5eCqqp45513TF9LEkXibkVS3LmzgXq9hY8++oh0KS+F4zgMDg6iVaRTpKvVWtjdrVCZRwdogyNcLpetXV6HQZa7pgodoihCtfE9ZHu7iImJCSKb0HPnzqHbbqOxn7d8bdI0m9qEd/1dgDYOQrEZdRAdh729Gvr7ybimd3d3IYaCzIpBRuP3C6jXa0RrqNfryGaz8CXItDQaAS0i3eLSEnw2yaMDtHbXYDAASTJHpHkdGxsbAGAbwfOkSJL2HbfaLVqpVEwT6WhgcDCEVKrX7trjzdjjrv4c+kTTToOsBZ3juIOe+r6+gCUviA8epDA0NIiRkRHT1xJFEUrbvhvsV6EoKj77bBkTE+M4ffo06XJeycDAANpl66cyHYaNDU04oDGPTsdj81bMw9BqdSCKomnXF20s9LfbXeztVTA2NkZk/bNnzwIch0oqQ2R9ktTrmove56PTOZXPa/c/wSHOLlVVsb9fJRZtkHVY/t+b8PkEy9vXXmR1VYsLYdmxJAjkRbpqtYrMzg58g/Zpz8zna8Q6VDY3N8G73b3W+G8gIUS32200Gw24JfPePUkzNBRCNruLdrtNupQelGM7kU6/ucuVKuFKrKVYrGNtbR9Xr16zZD27u2BexZMnaezvV/Hf//sPqT6ZHxgYgFyrUymkrq/nwPM8JiYmSJfySjyCYFsB6TAoiopmUzZV6JAkicrvpxHs7lagqjA9G/RV+P1+jI+Po5Z2nkhXLmsHdPqBHW3orYZuhwSTl0oNyHIH/f3WB9urqopCPg/BQa7FNyEIbuLur5WVFXA8B1+CZZFOa90m+VkuLy8DsE8eHQDkcnX09ZH582xvb0OKhm3jSjwpHo/2HbdycES1qu3d3QSclFYxNBSGoijIZp2bG9zjcNjuTuT1euH1+dCukrXzW839+5p19to1a0Q6r9dr2w32q1BVFR9/vIhEos+SluKToG+IaBSr19fzGBsbozYzCtBdXs510jWbbaiquS2DmhvXnieJ+jRLEsKEzlsXLqC+n0e3RTaf1WoKBc0lFIvR2bJULpcBjrO1U+B59va0ZxAJJ12lUkGn03FUa/Gb8HhckGWy993FpSV447HfGLDGErqTzurJl8+zvLwM3u2yTXtmt6ugUKgTm+ya3tmBGOm56HR0kc5Kx1elonUA2fn5ODiofcf0yeM9erwK24l0ANDfn0Dr/7F35kFynPX5f7rnnt2Zndl79taes5eutY5dnSvJNjHYEDBlY45QpKCc4ErsIqFSyAYHKlBAgouYgAm/IqY4HHAIAYdgSLBl2ZIsy5KtY7Wr1d7n7Jw79/TMdPfvj/aMDkvaQ9P9dvfMp4qq2FnP+1Wrt+ft5/1+nycoz1E/sThzZhZNTU2oqJDmBMpkMoEluDkhweioG3NzAdx5512yDDy4msx9wMhs5JVlOczOBmQ96grk7zh3Bim6kYxGI9hkCjzPi7YGKQIBcubXGbq6ugCeRyTPuumUINLpjIa86dZwu4XvIBIinc/nAwDoivNjtHg10DRF9JnLMAxmpqdhriZ3gJELMp10JEW60dFRmCrKQMs0yXqtBAIx8DxPRKQLh8OIRaMw2EokX1uuaLUERToVe9JVVFhA0xQWFhZW/uECeY0qd4l1tXVgAsuqfPm7EQsLy1hcDGL79u2SrWk2m8Eyyby5xjzP4w9/GIbdbseOHTtIl7MimU2O3DpKFxaCSKVYbNggfpDK7WAyGsGqtMtrNWREupIS8TasRUVF4HlelWJoKJSAXq+DyURupLGxsRFGkwnhPBPpPJ4IrFarbDt1o9EoNCruErgejycCg0Ev6rPkZoRCQniSLk9Gi1cDRVHgCKY+j42NgeM4FDuULdKRGAW8mlgshvmFBZWNugr7VRIindvtBgAYSuRpk0ACmhYsfaR8XkSjwj2gEdEPmTRaLY2KCktBpCuwIuoU6erqkGaSSMXipEuRhNOnZ0HTNPr6+iRb02w2q/YF+0ZcvuzG9LQfd999N7QKGNEwm80wmUyyG3dVQmgEIHSK8nks0i0vC91INptNtDUyfndqHMeMRpMoLpYmMOhmaDQadDqdiM678uYwBQBcrhBqampIl3FTotEoaJkKiGLgdodRVVVN5HchI9Kp2d9orfA8T3QS4NKlS6BoGuZK5Sa7AmRGAa9mfHwc4HmYq5Qtdl4NSZHuStdtIWQmg0YjPLNZCUPUrnjSqVekA4CqKguWlvLrALXA2lGlSJdJ1It7fIQrER+W5XDmzCx6enpQLOGXS2YtlrABsRTwPI/f/34YdrsNO3fuJF3OqikrK0MyQjbF7Xqmp32w2Upgt9tJl3JLMqOY+YrfHwNFUaKODGb87tT4DInHkzCZyI/YdXd3IxWLIxFYJl2KJLAsh6WlkCQJ5+slFo9Do9eRLkMy3G5yya5ZkU7Fo1NrJZ3moCE4Hjk8MgJzZbmi/egA8iLd2NiYIHZWyHOsfz34fFFotVoiXbfZ1O3CaHyWzMGKlJ10kUgEFEWBVvl3ZFWVBV6vr5DwWuCWqFak02q1iLm9pEsRndFRN8LhhOQjmBmRLh1PSLouCUZGljA97cd73vMn0OmU88VRXl6OtMzGXaenA2hqkveoKyAISPnmuXg1Pl8EdrtN1Je57DNEhSJdMsnCIINxja6uLgBAZC4/TmyXlsJIpznU1dWRLuWmMAwjC4GCTaZgMBgwODgIg8GARCL3LwsMk8bycoxYynE0GoVGr88b/7/VkEqx0BN6AQ6FQliYn0dRDRnRNpfQNAWKAtKEUuAvj12GqVzZ4RvX4/NFUF5eTqTTMxAIQGs0qOp63i4kBgGi0Si0BgPRKQQpqKy0gOd5eDwe0qUUkDGq3LlotVo0NTUhtqR+ke7NN6dhNpvR3d0t6boZQ3k1vmBfDc/zePHFiygrK1VUFx0A2O12JKMx2Yy6hcMJ+P1R2fvRAe94LiZT4Al695DE7Y6gslLcF6nsMyShvmcIy3KyGIsvKSlBbV0dIvP5kSI2NSV0z8t5nD6VTILWkjd651IpDAwM4P7770d/fz/i8dyLdB4PudAIAEgkEnnVtbgaGCZN7ABheHgYAGCpJSPa5hKKoqDRaIiIdAzDYHZmFmYV+dEBgNcbkyz87nrC4XBhLF4G5Itna2WlsP91ufLjALXA+lClSAcAbW1tiPsDqhaRYrEkLlxYxLZt2yTv8Mq+YKu8k+78+QXMzy/jve99nyxeutdCaWkpuHRaNp5fMzPCOIESRLoro5jyuHZSwnE8PJ6I6N0vmWcIq8JnCM9DNgnQvT09iLm9eXEvT035YLEUE03VXYlUOg1KBmmMtE6H48eP4/nnn8eJEydgMuV+D+F2C/5CREU6BXW/SwHJUfyhoSHoTEYYS+Vtd7FatFpaUr+uDJOTk+A4TlWhERzHw+eLkBPpIpG8EIfWAscJB/xS7mUikYjqR10BoLxcmCTJBJYUKHAj5PEWIQJdXV0AzyO6sES6FNF4661ZsCxHpMPLarUCANIx9b1gZ2BZDi++OIzq6ips27aNdDlrJmP6n4rJw5duetoPmqaznpFyRs1dXivh90eRTKZF9/UyGo3QarWqFfrl0sHa1dUFnucRWVTvdyEgXO/xcR9aW9tkPSrDc5ws6tPodWAYBkeOHAHDMDAaxRDpQqBpmtiLN8MwoGTQtSgnYrGUpP7FGTiOw8XhYRTVkAkREQOaJiPSjY2NARSl+PCNqwmF4kilWGLPikg4DI0hfwJ9VgPLEhDpotG8+HswGLQoKTEVRLoCt0S1Il1TUxNMJhPCc+od8zl1aga1tTVERA+tVouioiLiAtD1/hF6fe425KdPz8DtDuHee++TTVfMWsiEM6Sj8kg5np0NoLa2BnoFJBteEenUKSDdioWFIACILtJRFAVrSYkqU7g1GorIy9uNaGpqglHl34WA4EcXDMbQ2dlJupRbwvE8GbMfArjdEZSVlRLzck2n04ACv7vFJBJhiIh0k5OTiMdisNQ5JF9bLDQaSlJT/Qxj4+MwldpUNcrt9Qr+yZWVZNJqGYYBXei6vYZMJ52UQTPRaBQaGfj5SkF5eXFBpCtwS1S7e6FpGt3d3YjMLarSV2pxMYi5uQB27uwndipps9mId9JZ6muu+eeurtxsAFMpFr///TAaGxuxadOmnHym1FzppCMvgnAcj9nZZTQ2NpEuZVVcCUbJv066ubkAaJpGTU3Nyj98m9htNlncn7lGq9UglZLHeKlGo0FXZyei8y7ZdPeJwciI0CmYCcsoQB4h2ZWc/xjHcYXQiOsIhRJE0jMvXLgAiqZQXKN8P7oMFCX9YQzLspicnFRVFx0AeL3CaDypTrpkKiULr1A5kU4L97aUVj+xWAzaPOikA4Dy8iJ4vYXgiAI3R9W7ly1btiDNMIi61KdUnzo1DZqmiY5h2u12pAl30pV2tAAQkrY++MHN6O/Pjd/ZsWMTCAbjeP/736/Y0Qyr1QpQlCxEEK83gkQihaamJtKlrIrMS0w6Tv7aSc3s7DJqahySdL/YbDawMrg/c41erwEjIz/U7u5upOJxJPzLpEsRjYsXF+FwOLIdxHJFq9Go8uDwejiOh9cbJuZHBwCsTEaL5UI8nkIymSYi0p07dw7mygpVjbLRNCX5wcfs7CzSqZTqQiM8ngi0Wi2x57cQ6KMs32mxSaUEkU6qTuhUKoV0KgVaRc+IW1FWVoRwOIJEHk7sFFgdqhbpurq6oNPrEZyaI11KTmFZDmfOzKGnpyc7lkeCsrIyJCNkRTqKogCKgk6nwcBAc0425PF4Ci+9dAlOpxMdHR05qJIMGo0GxcVFSMtABJmdDQAAGhsbCVeyOsxms5DcplK/tJvBcTxmZgJoapIm3KO0tFRIIFaZaGE06mS18cqMgIZVmvIaCiUwOenFli1bSJeyIrRGA55V1/1+IwKBGNJpjqhIR1PSiyhXwyZTMBgMGBwchMFgQCKR+wTdtRAICPu10tJSSdf1eDxwuVzvmnxQOhQlvffo2NgYAEjaSSfFfezxhFFRUU7MWobjuLyxIVgtUot00agw8pwvnXRlZUJAnc/nI1xJAbmiapFOr9djY28vwtNz4GTiD5QLRkZciEQS6O/vJ1pHWVkZ2GRSdamBR46MIhZL4v3vfz/pUm6bEmuJLLrBZmcD0Ov1oieG5gqKomCxWmXRhSglLlcQDJNCS0uLJOuVlZWB5zjViaFGo1ZWIl1JSQnq6uoQEVmkE9Mj9FacPz8PnociRDq9Tqeq/cjNcLvDAMgluwLCyyVP8FpzqRQGBgZw//33o7+/H/G4PEQ6qbuVzp8/DwCw1Ivrcyo90os64+PjMFiLoTObJFtTivvY44kSHY3nUdDorieZFJ6dBok84mLvTGbliyed3S6kbHu9XsKVFJArqhbpAGDHjh1IMwwiKjLNPnVqBhZLMbq7u4nWUVZWBgBIRiJE68gloVAcR4+Ooa+vDw0NDaTLuW1KSkpkIYDMzgZQX1+nqACOUrtdFl2IUjIxIZzoSSXSZTo6kpGoJOtJhdBJx8gmPAIQRl7jbh/YpHiHKmJ5hK7E22/Po7q6ShIfxdvFYDSCS6VJlyE6Ho+wLyAp0mm1WqJdurROh+PHj+P555/HiRMnYDKRNab3+YTnrNS+X2+fPQuj3QaDVfrACnGRtouO53mMT4zDVFEm6bpi38csy8HnixB9VkDFfq3rhWGE7ymj0SjJeplOOo0CwuVyQUak8/v9hCspIFckfWP+/ve/jwceeAAf/OAH8fzzz2N6elbP+b8AACAASURBVBof+chH8NBDD+FLX/qSKClJTqcTxRYLAuNTOf9sEkQiDC5eXMS2bdslTdy5EeXlQrt9MqQeke5//3cELMvjfe97H+lScoLVagVLWKRjWQ4LC0E0NChj1DWDEIySXyLd+LgHZWWlWQFebDIvi2p6hgCA2SxsMuMy6GLN0NnZCZ7nEV0Uz6O1tKMF2nc29Dt3NuXMI/RWeL0RTE56sWPHTtHXygUmoxFcmmxHlRR4PGGYTCYiSaIZ9Ho9+DQ5QVSj14FhGBw5cgQMw8BoJC3SRWA0GlBUVCTZmuFwGBPj46obdQUAYUJSuvYrj8eDaCQqeWiE2PexzxcFx/FkR+M1GvBcQai7msxYs1Qi3ZVOuvxI2S0uNkCrpREIBEiXUkCmSCbSnTx5Em+99Raee+45/PjHP4bL5cLXvvY1PProo/jZz34Gnufxxz/+MefrajQa7Ni+HZG5RVWMrr311iw4jsfOneRfSDJR6UwoTLiS3OD1RnDy5BR27dpFLAY+11itVqTiCaK+PG53GKkUq7jORLvdjlQ0pupEzKvhOB5jY160tbVLtmZZWRkomkYyrI5nSIaiIkGky5wMy4Hm5mYYDAZRfekoisoaw3d0VEnyAnv69AwoiiIaorQWioqKwDHqF+m83giqqiqJBjcUFRWBTar/Wq8WjyeCigpp/07Onz8PnudhbVTbqKvQ2SblYfnExAQAaf3opGBpKQQARO1QdFot0dF4OZIZazaZpBmtzop0+vwYd6UoCjabuSDSFbgpkol0r732Gtrb2/HZz34WDz/8MPbv34+hoSFs374dALB3714cP35clLV37doFnuOwPDYlyudLyZtvzqC+vg61teQ3PHq9Hja7HUxQHS/Yv//9RWi1WvzJn/wJ6VJyhtVqBc/zRH0D5+aEREmliXSlpaXgWBZsQj4pnWIyNxdAPJ7MhgxIgUajQVlpKRiVddKZTIJQFSOcfn01Go0GHR0diC4sqUZ45jgep07NoKOjQ/aprhmKiorAyij5Vyw8nigqKsgedpnNZrBMUjX3++0i+H5J26109uxZ6IuLYCxVxu/nWuAkTg+emJiARq+HwSZ9Oq+YyMG/UpsnXqFrIR5PQqPRSOZJlx13zZPgCACwWo0IBoOkyyggUyQT6QKBAC5cuIBvf/vb+Pu//3v8zd/8DXiez37BFRUVISxSN0VVVRVaW1sRuDyh6M3a4mIQ8/PLshrrqa6qQlIFIt3CwjLeemsO+/cPoqREPRugTPovSV+6+fll6PU6xXUnZv3SZNQNJSaXLi2BoijJE42rq6tV8Qy5moxnj5w66QBh5DUZiSIZVocoOjLiwvJyDLt37yZdyqqxWCzEu5vFJpVisbwcI/7MLyoqAsey4AiOvMoFhkkjEIhK2q2USCQwPDICS30N0Y5KsWBZHtrrwnLEZGJyEqbyUtVdy6WlMGy2EsnGKm+EwWDIC6/QtRCNJmE2myS732KxGCiKAq2T7neKNCUlRgSDy6TLKCBTJBPpbDYbdu/eDb1ef2Xs5ipRLhqNwmq1irb+nj17kAxHFB0g8eabM6BpGnfccQfpUrI4HA4wwSBRc+Zc8LvfXYTJZMKdd95JupSckvmdShNMmpyfD6KuTlmhEcCVYJRURD7dUGIyPLyEhoaGrLArFcIzJKT4Z8jVZEQ6OSW8AoJHKwBE5l2EK8kNJ05Mwmq1YuPGjaRLWTUlJSXgOU51qehX4/UKIrDUAQXXY7PZAACpqPKtTm4Xj0f6bqWLFy+CTadhbawTbQ02mYLBYMDg4CAMBkPWR0sKWJaTbNw1kUjAtbgoeWiEFCwtheFwkPUsLDKbRQ1VUiLRKCOpp2gsFoPGoFedCH0rLBYjQiqxjCqQeyR7a+7r68Orr74KnuextLSEeDyO/v5+nDx5EgBw9OhRUcWnLVu2wGK1wjd8WbQ1xITjeLz11hy6u7slf4m+FbW1teDSrKI7M6amfBgeduHOO++E2WwmXU5OId1Jx3E8FhaCqKurJ7L+7ZDtpFPwvb1awuEEZmf96OnpkXxth8MBnuNUdZ0zxtpyCo4ABNHEbrcjurhEupTbxueLYmTEhYGBAeIhSmsh06mt5lCaTIoo6U66zAh0KpofBy23YmlJeBGUMgH57bffhtZoFNVDjUulMDAwgPvvvx/9/f1ZHy0pSKdZ6HTSmNzPzMyA53mYVSbScRz/jkgnTRL4zTCbzeAK/pXXEIkkYbGI1zxzPbFYDNo8GnUFhPCIZDIJJg8sMAqsHcl6SgcHB3Hq1Cncf//94HkeX/ziF1FXV4cnnngC3/rWt9Dc3Iy7775btPU1Gg327tmD3/72t2CCIRhKpHvw5IKxMTdCoTh27NhBupRrqKsTTkgT/mXFXdMMv//9MIqLi7Bv3z7SpeScjEhHylfN74+CYVLZ+0RJmEwmmMxmJMPyGlkUg4sXXeB5oLe3V/K1M5vzRCCo2GfI9RgMwler3DZeFEXB6XTi1OnT4DkOlMK6W6/m2LFxUBSNPXv2kC5lTWSEo2Q0BmOpjXA14pAR6TIJ8KS4ItKp/xm+Ei5XCBqNRrLuxlQqhfMXzsPSUCfqc4bW6XD8+HHwPI8TJ06grEyakUmW5cBx0o27Tk9PAwBM5aWSrCcVfn8U6TRLNDQCAIqLi8EuzBOtQW5EIgwaG6VrColGo6D1+SfSAUAkEpHM+6+AcpB08Pvzn//8u/7dT37yE8nW3717N1588UX4hi+jZmefZOvmgtOnZ2EyGYl0utyK6upq0DSNuH8ZJRuUFQwAABMTXly+7MaHPvQhon4YYmE2m0HRNLFx14UFwRBViSIdILxk+iPq6fC6GRcuLKC01E7k78nhcICiaST8yyhpUl7H5Y3Q6YTOrlRKfifzHR0dOHHiBOL+AMzlyuzKSCRSeOONaWzZsiU70qgUrozRq/e54vNFYTIZUVRURLQOm80GjUaDpMqCadaDyxVCZWWlZF2nly5dQpJJwiHiqCsAaPQ6xALLOHLkCADAaJRGVEilhJABqTrppqamYLAWQ2tU14u8yyUku0rZ4XkjrFYrUirubl4rPM8jFEpI6tGdjyKd2Sz8eaPRaHZvUKBABuUeo68Dq9WKbdu2YXlsEmmZdTjcimQyjQsXFrBly1bJNgSrRafToaamBnGvj3Qp6+IPfxiG1WpRlPH4WqBpGsXFxUjHydzvCwtBUBRFfJRhvVRWVCAtQScdfd1pvF4v3fheIpHC6KgbmzZtJuIFotPpUFVVhYRfPTH0Gg0NiqKQlqFhfXt7OwAg6vIQrmT9nDo1jUQihcHBQdKlrBmLxQKdTqfqDl2fL0q8iw5AtnOMCYZIl0IclyuE2tpaydZ7++23odHrUORQVmDUakkmBZFOL5GoMDk1BWOZurrogCsiHek9otVqBZdOg5XhwRoJEokUksm05CJdPiW7AteKdAUKXE9eiXQAcODAAXBpFv5L46RLWTUXL7rAMGls27aNdCk3pLm5GQmvX3HG75OTXoyNeXDnnXdJttEigcViIdZJt7gYRGVlhWKvb3l5OZKRqOj3tqX+2lPkri7pNqwXL7rAshy2bNki2ZrXU19Xh4RfXQlXNE2Bk+EzsaSkBJVVlYguukmXsi5YlsPRo+Nobm7Ghg0bSJezZiiKEp4rKjaL9vtjKCsjL9IBwsu/2tKj10o8nkIgEJOsW4llWZw9dw7FdQ7QCvKLXAvJpHAAI8WIWjgcRnB5GaYyu+hrSc3iYhBlZaXEJ1myIWuFbjoAQDAovDNI2amej550Gf9iuYWMFZAHeSfS1dbWosPpRGB4DBzLki5nVbz11ixsthK0traSLuWGbNiwAWwqrbjT6v/7v0uwWIpV20WXwWqxEAuOWFwMobZWmaOugGC0z/M8khFxT7lKO1pAvfMyc999G9HfL534cPbsHEpKrEQFj8bGRqRi8cK4iUS0t7Uj7vYo7mAFAM6fX0AgEMWhQ4dIl7JuqqurVTuCyXE8AgF5dNIB76RHhyPgUvLrapUKqUcKJyYmEItGYW1Q7nf/SjCMdCLd7OwsAMCoSpFOHnvETFBYIWRGIBAQrkPmuogNy7JIJBJ510lnNApTNAWRrsCNyDuRDgDuPHQIqXgcy+PTpEtZkVgsiZGRJWzd2gdapibfTU1NAICY20u2kDUwNxfApUtLOHDgoGK7vFaLxWIhEhyRSKTg90clHbHJNRmTbbFfqCmKynYc7NjRJNnYaeb50td3B9HnS2NjIwAg7vUTqyGX8DwPluVkmzra1tYGNpVWXPciz/M4cuQyKioqiISc5Irq6mpBOFLIQeFaiEQSSKc52fjr1NfXAzyPREBZ93ouWVwUvGGlEunOnj0LWqNBcS3ZMAAxSSSEsUgpOsDm5uYAAKZSdYl0qRQLjyciiz1iIQn6WqQW6WIxYb18E+nkGjJWQB7IU/URGafTidraWviGLoHnedLl3JILFxbAshzuuOMO0qXclIqKClhLShQ1PvXSS6MwmYyKSwZcD1arFelEQvJ7XS5eI7dDZaXgp8OodDTt/Hnh+dLXRzZIp65OSAAU09tSSt+/jKm4XA8AMl3Z0SVl+dKNjXkwNxfAoUOHZHtotRqqq6sBnldc9/lqCASEblipXu5Wor5eCKOJ+9TjeblWXK4QTCajJH8nPM/j7bNnUeSogkZmHsq5JCPSmc1m0dean5+HvrhIdQLG0lIIPM8TD40ABJGOoijRpyaUQiAQg0ajyY4Bi03Gk02TZwmnWq18Q8YKkEe5u9zbgKIo3HnnnWCCIYRnF0iXc0vefnsOZWWlaGiQb3IqRVFwdnQg5vLIXvQEAK83gvPnF7Bnz16YTCbS5YiOxWIBl2bBSWxinxHp5HBKul4sFgsMRoNq/aPOnJlFRUVFtpONFHq9HrU1NYh5xBPppPT9SySE3zXSPjs3w2azobSsDDGFiXQvvzwKi8WCHTt2kC7ltsi8lDKBIOFKck+mAyPTmUIam82GouJi1XTprofFxSAcjhpJOrTn5+cR8PthaSAvvIhJPC5dJ93s3BwMdukM/KViYUF4/pFIlb8ejUYDu92OZFidNgRrRQj/KZPsMOyKSKcuIXoldLqCSFfg5uSlSAcAW7duhd1uh/fCCOlSbko0ymBszIOtW/uIpC6uhfb2dqQSCTDL8n/pOHp0DDRNY//+/aRLkYQrhrjSeh64XCHo9TrZdFSsB4qiUFlZpcpOukAghokJD7Zv3y6L50tLSwviHvECaEo7WkC/09lx8GCHqL5/0agwulBcXCzaGrdLW2sr4h6fIg5WAGB+fhmjo24cOHBAdinna6WqqgoajQYJFYp0y8vyEukoikJLczPiIh4AyBme5+FyhSXrVjp//jwAwFqv3MO51RCLCS/VRUVFoq6TTqfhdrthVKlIp9frZeNfWVlZiZRKvULXitcbQXl5hWTrZcZdtXnWSUfTFCiKAqtC64sCt0/einQajQaHDh1CzO2V7cjPhQuL4DgeW7duJV3KijidTgBAZN5FuJJbE48n8eabM7jjjjskjRYnSVakk9iY1OUKweFwKHosDQCqVLpxO316BjwPbN++nXQpAISUaC6dFk24oCgKtE4Yed20qVZUYTIUEn7XLBaLaGvcLhs2bEAqnkAyrIzxnpdfHoXRaFBF0I9Go4HD4VDlCGYwGIfBoJdVl3pLSwuYUDgvg2mCwTji8aRkthNnz52DuaIMWpM8u4hzRSzGgKIo0e9zt9sNnuNgKJFm7FBKFhaCqK2tkc0esaKiotBJB0HY93qjWU9mKYhEhOueb510gCDUFUS6AjdCHk9GQgwMDMBsNsu2m+78+XmUlZVmPVXkjN1uh8PhQHhukXQpt+TkyWkkk2kMDg6SLkUyMmKk1NHyS0thOBzKH3mpqqpCMhKVfFxYTHiex5tvzqC1tVU2p9jNzc0AoLgRzBuRGfmTi3n+jcheb7f8r7fXG8HZs/PYvXuPJB5QUtDY2AjGv6yYTsbVsrwcz/o7yYWWlhYAygq3yhVLS0IXuBS2E8vLy5idmXmXtYAaiUaTKCoyiy4wuVzCwbfBpi6RjuN4LCwEUVcnn/ebyspKpJkk0gSC1thkCgaDAYODgzAYDFnPQxKEQgkkk2lUVVVJtma+etIBgIy+KgvIjLwW6fR6Pfbv34/w7AISMhvTjMdTuHzZg82bt8hqs3srent7EVvygGWSpEu5IRzH48SJSbS0NCtC+MwVmU66VFy6TrpolEE4nFB0aESGzEZFTSOvk5M+eL0R9Pf3ky4lS2lpKex2u2w7m9eC1xuBRqOBzWYjXcpNcTgc0Bv0ivDqeuWVy6BpWlWHK/X19UgzDFIqMyoPBhMoKZHXfd/Q0AC9Xo/o4hLpUiRHygCnoaEhAIClLl9EOnFHXQGhkw4ADBIZ+EtFIBBDIpGShR9dhuxej0CgD5dKYWBgAPfffz/6+/uznockyAj71dXSpTNHo1FQ9JVph3xCZed0BXJIXot0ALBv3z7odDrZddMND7vAshw2b95MupRV09vbC57nEZ6XZzfd2JgbPl8Ee/fuI12KpBQVFUGj0UjaSed2S/8lLxaZjVsyqB6R7o03pmA0GrBlyxbSpVxDW1sb4m6v4ruLXK4QqqoqZTPGcyNomkZjYxPiHnmLdJEIg1OnZrB9+3ZZi55rJRPWogSRdC2EQgnZ/T1pNBq0t7crKoE+VywthWCxFEvijzk0NAR9kVmVIQfXE4kwsFjEF848Hg90ZpPqxIv5+WUAkNWBOUmRjtbpcPz4cTz//PM4ceIETCZyvquZ/bvUnXRao1ExTSm5hOf5vPxzF1gZ+b5BSERxcTEGBgYQnJhBKhojXU6WCxcWYLVa0dTURLqUVdPU1IRiiwWh6TnSpdyQEycmUVxchE2bNpEuRVIoioK1pERSP57MSZwaOukqKysBigKjEpEuHk/i7Nl59PXdAYPMRgtaW1uRiicUf63n54Oor5dvIneGDU1NSAQCsh7lPnZsHOk0i0OHDpEuJafU1NRAo9UipiKRjuN4hEJxWfq9Op1OMKEwkirrXFyJpaUwqqvF/x5Op9MYGRlBUW11XrxwhsOMJJ6jHq8XumLxO/akZn5+GTRNSxZoshpKS0uh1enALEsv0mn0OjAMgyNHjoBhGBiN5EQ6lysIs9mcncKRgkgkAo0+//zoOI4Hx/HQatUlwhfIDXkv0gHAgQMHAJ6Hb/gy6VIAAOk0i0uXlrBx40ZZd2JcD03T2LplCyJzi2BlFicdjTK4eNGF7dt3KD4ZcD3YSkok7aRbWgpDp9PJJuHvdtDr9bDb7UROV8XgzJlZpFIsdu3aRbqUd9He3g4AiLqUO5a2vBxDOJxAQ4P8RbrGxkbwHC/blNFkMo1jxybR09Ojiq7cq9Fqtaivq1NV6mg8ngTH8ZK+3K0WpYRb5RKe598R6cT/3ZmcnATDMLDUKv9gbjWEwwlJxGiv1wu9RZ0iXVVVlaz24zRNo7qqiohIJycWF0OoqamRVGyPRqOg8zA0gmU5ACiIdAVuiHIUIBEpLy/H1q1bERgdB5sk76c2NuYBw6SxceNG0qWsmb6+PnAsi/DsAulSruHMmVmwLIedO3eSLoUIpaWlEo+7hlBVVaUokflWOKqrkVSBSMfzPF5/fQp1dXWyFJHKy8tRYrMpeixtYkIwp8+Y1cuZzD0g15HL06dnEIsxquuiy9Dc3IyELwBOJclumVRjOYp01dXVsNvtCM/Ja28iJuEwg0QiJcnY2vDwMCiKQpGjUvS1SMMwaSQSKdFFOo7jEAqFoCtSR1jO1SwshGS5B3E4HKrY660XjuPhcoUl73AMRyLQGuU12SEFyaQwxaDPwy7CAiujjjfoHHDo0CGwyRQCoxOkS8HQ0CL0en22q0RJNDc3w1pSguDEDOlSruHMmVnU1dVKknAmR2w2G1LRmGReX253VFWdL9XV1WBCYcV7pU1P+7G4GMTevXtlOZJEURScHR2ILXkUe61HR90wm02KeNbY7XYUFRch7pOfSMdxPI4eHUd9fT1aW1tJlyMKzc3N4FgWCf8y6VJyQjgspCLKUaSjKAq9vb2ILrpVI4quhMcjnTfs8MgITBVleTGylhGjxRbpwuEweI6DViWJ1hlCoThCobis/Ogy1NTUIBmNyTYAT2z8/igYRvpAj0gkAk0edtIxjPBdZDQaCVdSQI4URLp3aGhoQGtbG/zDl8FzHLE6eJ7H8PASOjs7ZdUGvlpomsa2O+5AZMGFtIRporfC641gdjaAbdu2ky6FGHa7HRzLgmXEj5ZPJtMIBNQl0lVVVYFLs0hF5ONbuR5OnJiE0WhAX18f6VJuSkdHB9IJRpHCBcfxuHTJDaezUxFdpBRFoaG+AYwMr/WlS0vweMI4ePCgLAXlXNDc3AwAiLm9hCvJDZGI8P0ihVfXeuju7gaXTiu6U3cteDwRAO/4qopIPB7H7MwMihzSGc2TJBgUphLEDkgJBgUbAp3ZJOo6UjM/L/y55JTsmiHTQZZYlqcFhNiQCPTgeR6xWCwvO+kSCcEaSm7+0AXkgfzfIiTk0MGDSEZjCE7NEqthcTGE5eUYenp6iNVwu/T394PnOCxPTJMuBQBw9qwQZCFnYUJsSktLAUASkSnzYiBlMpTYZARHJfvSRSIM3n57Djt27JT1qV1HRwcAILqoPF+6mRk/wuEEent7SZeyaurr65FYDsquu+i118ZgtVqxdetW0qWIRklJCcrKyxFb8pAuJSdkRDo5dtIBwrNFp9cjPDtPuhRJ8Hgi0Gq1onvDjo2Nged5FOfBqCsgnUgXiQh7KbWJFxkhSI4iXSbsjMljkY6maUlD3+LxOHiOgyYPhapYTOjYlCJ9u4DyKIh0V9Hd3Y2Kygr4Lo4SG7UaGXFla1EqDocDjU1NWL48KYuRtfPnF9HU1KiKEIP1khHppEi2IxHfLjZqEOneeGMKLMthz549pEu5JTabDVXV1YgsKE+kO3duHhqNRlEiXV1dHXiOl9VLiccTxqVLbuzZswcajYZ0OaLS2tKCmNsri+/K2yUaZUDTtGwPAXQ6HXq6uxGeXVDF9V4JrzeC8vJy0bt6R0dHQWs0MJWXibqOXAgEhMNOsfeU0aiwX1PbGODc3DIqKipgMsmvQ7C0tBQGg0G2YUpiMzsbQG1tjaSTXBkxWor7nE2mYDAYMDg4KPw9J8iGHGZEOjn+LhQgz6q+uaempvDKK6/A5XKpemND0zQODB5A3Osnlrg2MrKEurpaSVKjxGTXwAASy0HihuSBQAxzcwFs3ryFaB2kKSsTNs8piUQ6iqJQUVEh+lpSUVxcjKKiIsWOQLAsh+PHJ9He3i7pCel66XQ6EXN7wKXl1d11KziOx1tvzaGnp0dRG65MN0PCL597+/jxCWg0GlkmEOea1tZWpBMMmGCYdCm3TSTCoKjILOtR740bNyIVi6sqVfdm+HwxSb6HL4+NwVReClqrbkE9QyAQQ3Fxkehm71mRTmU+f/PzQVn60QGCBYTD4cjLhFeO4zE7u4zGxiZJ183c51oJOum4VAoDAwO4//770d/fj3icrEgXDss3bKkAeVbcSf3kJz/Bl770JTz11FN48cUX8ZWvfEWKuoixfft2GE0meC+OSr52PJ7C1JQPXV3K7aLL0NfXB71BD//IGNE6hoeFzkQldbaIgdlshslkkqSTzuOJoLTUrrq0IofDgaRCN24XLy5ieTmGffv2kS5lVTidTnBpFjGPcry6RkZcCIcT2L5dWd6XFRUV0Op0SATk4UuXSrF4881ZbN68WfGHVashE4oRcynfJy0aTaKoqIh0Gbekp6cHtEaD0PQc6VJEhed5+HwR0UU6hmEwNzcHc1W5qOvICb8/hrIy8f+8qZQgINA6rehrSUUslkQgEJWtSAcAtbW1YJaDqm5KuRFebwSJRAqNjY2SrpsVoyUY66Z1Ohw/fhzPP/88Tpw4AZOJrPd7OMyAoijZ+rgWIMuKIt1vf/tbPPvss7BYLPjkJz+Js2fPSlEXMYxGI3YNDCA8M49ULC7p2mNjbnAcj66uLknXFQOj0YidO3YiODmDdIJcgMTFi4soLy9T1ejleikvL0cyFBF9HY8ngqoq9YRGZKipqQETVGbC62uvTcButytGrG5rawOt0SAy7yJdyqo5eXIKFkux4vxEaZpGjcMhG5Hu3Ll5xONJ7N69m3QpklBRUQGr1YqoCkS6WCyJ4mJ5v2yYzWY4OzoQmp5T5LN8tYTDCaRSbLaLXiymp6fBcxzMlfkm0ok/2su8E/RFqWjkn0QwwVpxOBxIJxjZhN9JxdSU0F2cCTSSCinHujV6HRiGwZEjR8AwDIxGsiJdMBiHxWKRdfd5AXKseFdkNjGZdDW1dcfciD179oDnefgvjUu67uioGwaDHhs2bJB0XbHYu3cveI5DYHSSyPrpNIuJCaEzUa3pgGuhoqJC9HFXnufh8URET5MjQXV1NdhkEmmJxfvbZXExiPFxD/bt26cYfy+j0YgNGzYoJjzC74/h4kUX+vsHoNUqr+uhtrZWNl2ir78+iYqKCrS1tZEuRRIoikJ7eztiSx7Fi0axWEr2nXQAsHXrViQjUSR8AdKliIbPJ/imid1JNzU1BQB540fHshwCgSjKy8UXJdPpNGiNRlX7Vzknu2a4Eh4hj+9EqZie9sNsNkm+f5dy3FVuLC/Hsp7hBQpcz4oi3fve9z589KMfxczMDD796U/j0KFDUtRFlIqKCnR3dWF5dAI8x0m27uXLHrS1tSvyJe9GOBwOtLe3I3BpTNLrmGF62o9kMg2n0yn52nKksrISyXBk3SmOPM9jZMR1y/+dPTuPZDKtys7F7MZNYeERr746Bp1Oh/7+ftKlrImuzk7EfQFFnGYfPz4OiqKwd+9e0qWsi5qaGqTiCeLX2uuNYHLSh4GBAVW9mK5Ee3s7UvEEkgr3pYvFkjCbzaTLWJGNGzeCpmkEwfD7MQAAIABJREFUp2ZJlyIagYDw4itFJ53BWqy6BNKbsbwcB8fxknj9cRwHqOwxuLCwDJutRNbjfTU1NQCgWA/i9TI15UdT0wbJu7qi0ShAUaD1ZLvaSOD3xyXpyi2gTFZUgwYGBtDf34/R0VFs2LAhbwSPPXv2YGhoCKGZeZQ0id+W7fdH4fVGsH+/uq7vgQMH8MwzzyA4NQtbs7Q+B2NjnmyXQgFBpON5HqlIFIaSNZqUUgDPA//v/x1f1Y/X1tauo0J5kxHpEoEgimuUMc4bjTI4c2YOO3f2Ky7ivbOzEy+88AIii0uSPzvWQiKRwuuvT2HLli2KTZDOvpQEgig2kUvmfPPNGVAUpThfv9sl0zUYcS3BYFOugXQ8rgyRrqioCB1OJ8anplHVt1GVgrDfL3TSid2lMT0zA2OpMp9768HrFSxDpAvGUte9OT8fRF1dA+kybonFYoHZbAaTRwmv0SiDpaUQduxoJbB2FFqDXpXP4VuR6crdtk09IXsFcsuKIt3hw4fx3HPPoaWlRYp6ZEN3dzdsNhsCo+OSiHSXL3sAAB0dHaKvJSXd3d2oqKyEb+gSSjY0SPoQnpjwoa6uVlFJi2KS6W5jguE1i3QanQ4sy+Fzn/vcij+r1+uzL/1qwmKxwFxUBEZBp6uvvz6JdJrF/v37SZeyZurr62EymxGZd8lapDtxYhKJRAoHDx4kXcq6uTLeE0RxDZkuWJ7ncfr0LDo6OmCz2YjUQIqKigqU2GyILrpR5lTmmG8qxSKVYhUh0gFA39atGL54EXGfH2YVjmoGAjFYLMWiWtTEYjEE/H5UbZDv6GKu8XikE+ko6p3TUZWQSrFwu8PYulW+fnTAOwmvNTVYDMrDp1UKJicFPzoS7/oZkS7f8Ptj4DhektH5AspkRZHObDbjq1/9KjZsuNIC+8ADD4heGGlomsauXbvw29/+FslwBHqLuF0oY2MeWK2W7MuSWqBpGnceOoSf/exniLo8KHZI43XAshxmZvzYvVuZ42dicEWkCwFYe6cbRVGq8UtcLzU1NVhY9pMuY1Wk0xyOHZtEZ2enIp8rNE2j0+nE+ZFh8Dwvy1PWVIrF0aNjcDqdkiei5RKr1QqTyUR0vGd62o9AIIp7782vLjpAeLY6Ozpw+uzbsr3XVyKREJIolSLSbdq0CT977jkEJ2dVKdL5/TGUlor751pYWAAAGO35I6p7vREYDHpJkqd1Oh04llXsM+F6FheFxFQ5+9FlcFRXY3p2RjXXfiXGx73QarVE9jHRaBR0HvjdX4/bLVjnVFcrYzKngPSsOHi+ZcsWWK1W+Hw+eDweeDweKeqSBf39/QBFITAmbvABz/MYH/eira1dlV8G27dvR3FxMbwXhiVbc3ExiFSKzXtR6WpMJhOsJSV5Z4abS2prasAshxRh8H7u3BxCoTgGBwdJl7JuOjs7kYrFZdu9eOLEJMLhBN7znveQLuW2oCgKDoeD6LPh7Nk5aLVabNy4kVgNJGlvb0c6wcgmZXetxOOCSGc0khuXXgtmsxmdTifCU7OKeJ6vlUBAfEPyjEhnsIsvWMkFtzuMysoqSfbqhneM9Pl1+gjLjYUF4XtcCXYoDocDaSZJ3KdVKsbHPWhu3gCdTnpfuGg0CjoPO+mWlgQP2oJIV+BmrCjSPfLII+jp6YHBYIDT6cQjjzwiRV2ywG63o7OzE8GxKVGDDzyeCEKhuGq903Q6HQ4cOIDIvAtxnzRdSNPTwjpNTU2SrKcUagi/iCsdh8MBNpVCKhojXcot4XkeR4+Oo6qqEp2dnaTLWTeZ2iPzLsKVvBuGSePll0fR3t6miiTSmpoaJINkBGiO43H27AK6urry1p4gY3URXXQTrmR9ZEQ6Jf393XHHHUhGY4h7fKRLySk8z0uSGuhyuaDRaaEzK+fv/HZZWopI9lKdGVXmUmlJ1hObxcUgDAa9Iozyr7aHUTvRKIOFhSDa28nYLcXicWjysJNucTEEu92mqO/MAtKyokj3T//0T/jP//xP6HQ6/Nd//Re+/vWvS1GXbBjo70cyGkNExI3zxIQXAFTxoncz9u7dC4PRCM85abrpZmcDKC4uKkRbX0dNTQ2YYJBI2q4auNpgX85MTvowNxfA4OAByZO6condbkdVdTUiC0ukS3kXx49PIBxO4L3vfR/pUnICyc6B2dkAQqE4tm7dKvnacsFut6O8ogKRRfnd66uBYZQn0vX29kKj1WJ5coZ0KTklEmGQTnOi73+Wlpagt1pVOQFyIxKJFILBmGT2EZmwp3SCkWS9m0Frr3VG0us16/qcxcUQamtrFbEnyQixyaD6D7XHx4V3UFKNIvFYDJo8THYVQlTk7c9YgCwrPilPnTqFf/7nf8YnP/lJPP3003jzzTelqEs29Pb2wmg0IjgxJdoa4+NeWK0WVFZK49dGApPJhP379iE0PSdJJ9fCQhD19dIGVSgBh8MBLs0iGYmSLkWRZEQ6RuYjaUePjsFsNmPHjh2kS7ltujo7EVvygEvLZ+QnHk/i5ZdH0dXVidZW6dPQxCDzUkJitHhoaAE0TaO7u1vyteWEs6MD8SWPIg9R4nGh20dJIp3JZEJPdzfCU3OKvOY3IxCQJtnV4/VAbykSdQ05IfV4mlxEOkv9tUFgXV1rFyl5nsfiYgg1NfIfdQUAm80GnV4PJqT+TrrRUTeMRgORySOO45BIJPKuk45h0vB4worwZyxAjhVFunQ6De6dzUu+GGhejU6nQ19fH0LT86K0nPM8j4kJH1pb21R/bQcHB6HV6eA5L243XTrNYWmp8PC7EZlrkvDLW2SSKyaTCTa7XdaddD5fFENDC9i9e7eoyX5S4XQ6wbEsYm75+KEeOXIZsVgS9933ftKl5IwrCa/Sdw4MDbnQ2tqqmNABsXA6nWBTacS9yginuZpMJ51SPOky9PX1IRWPI7rkJV1KzlhejgMQujPFguM4BPwB6EQOVZMTLpfwbJSqk85isQAAcV+00o6W7N9zU1Mp+vvX7vUcDMYRjycV4UcHCD6tFRUVSOaBSHf5shttbe3QaNbXIXk7MAwDnufzrpNuYWEZPM8rOnCsgPisKNLdc889+MhHPoKvfvWreOihh3DPPfdIUZes2L59O7h0GqGZuZx/diAQRzAYU003xq2wWCzYu2cPghPTop5OeTxhsCynmM2AlDgcDlA0XRDpboO62lowMhbpXnttDBRFY9++faRLyQltbW2gNRrZjLwGg3EcPTqGvr4+1NerZ1TBarXCZDYjIbFI5/dHsbQUQm9vr6TrypH29naAomRzr6+FREJ5nXQA0NPTA51Oh9CUekZeM510Ynp/BYNBcBwHfVH+COsuVxA6nQ7l5eWSrJfphExFyU4+UBSV9R2srLSsq6FAaoEzF1RVViIZjpAuQ1R8vih8viicTieR9RMJQYCm80ykm5kJAAAaGhoIV1JAzmhX+oFPfepT2L17NyYmJvChD30oa26cTzQ3N6PEZkNwaha2lqY1//dvvz2L8+cXbvj/y5h0Nzc3306JiuHQoUM4evQoPOeHUbdruyhrZDYDmdHEAlfQ6XSoqqpCxB8gXYpiqaurw9DQELg0C1or/cnjrUgkUnjjjRn09fXBZrORLicnGAwGNG/YgPkFF4BNOfnMb3/7yLo7lzmOA0XRuO+++3JSi1ygKAo1DgcWg9IK0KOjgt9rV1eXpOvKkaKiItTX1cG/uARsVtbobyIhdNJlEimVgsFgQG9vL85dvAjHjq2gFOCXtRKBQAwGg15UwXR5WTjo0+WRSCeMazok81QzGo0wm81IqcCeRIn78oqKCiTPvg2e41TxXLgRIyNCKBep7994XOj61RBIlSXJ1JQPZWWlKCkRNxmbYRj85je/wYc//OE1/XenTp2CxWIhJt6uxKVLlxAKhbBt2zY89thj+PrXv66KyaHrWVGk+8UvfoGxsTF84QtfwKc+9Sncd999+MAHPiBFbbKBpmn0bd2Kl48cAcskoVlLVDRNo6qy8pZdAlarNW9GM0tKSrB79268cvQoKjd2QS/CqITbHQZFUar2+LsdGhsacOb8OdJlKJba2lrwPA8mGISpTF7BJG+8MQ2GSeHAgQOkS8kpnZ2dGHvhBaTjCWhN6x+no3XCV962bduzo0Troa2tTbJuCilxOByYPjUrqbXFpUtLsNtt2TS9fMfpdOL//vhHcKl09n5VAgyThk6nIzIydbv09fXhzJkziLo8KK5R/n0YCMRQWlom6u9wKCSILlqzssab1wvP81hYCGHzZmkD3srKy+FXQTeXyxWC1WpBUZFyPAzLy8vBczxSsTj0xcqpey2MjrpRXl6GiooKIutnO+nySKTjeR5TU344neJPD3g8Hjz//PNrFul++ctf4p577pGtSPeHP/wB5eXl2LZtG5566inS5YjGijvA5557Dv/+7/8OAPj+97+Pj33sY3kn0gHCJu6ll15CaGYe9rbV+zFQFIW6urq8vGY3484778Srr74Kz/lh1A5sy/nnezwRlJWVQpdHD/21UF9fj5MnTyIVi2dHGAqsnqt9/eQk0nEcj9deG0dLS7PqWuidTideeOEFRBaXYGtev4dH5qV1cHAwbw5G1sLVCa9SPBs4jsf4uBcbN25VvSfrauno6MD//u//IrrkgaVOOaNhDJOC0aisLroMXV1d0On1CE7NqEikE/f5lhXpFOZBuF6CwThiMUby7w1HdTWWhi5IuqYYLC2F4XAop4sOuDIungxHVCnSpdMsLl/2YMeOfmLfvwwjhKIo6UDqdvF6owiHE2hpaRF9rWeeeQZjY2P4zne+gz/7sz/D4cOHEQgIk1SPP/44Ojo68Hd/93eYmZkBwzD48z//czQ0NODVV1/F0NAQWltbs92vJ0+exDPPPAOapuHxePDAAw/gox/9KD7+8Y/DbrcjFArhX//1X/Hkk09ienoaHMfh0UcfxY4dO3DPPffgjjvuwOXLl1FSUoJvfetb4DgOhw8fRjgcRiAQwIc//GE89NBD13ze008/jccff/yanzl48CB+9atfQafTobu7G48++ih+97vfwePx4PDhw0in06AoCo8//jicTifuuusubN26FZOTkygrK8PTTz99zWHi1NQUHn/8caRSKRiNRjz11FOIxWI3/Kxdu3bh2LFjAIDHHnsMDz74IObn5/HLX/4SHMfhr/7qr/DrX//6mut5zz334I033sBTTz0FjUaD+vp6fPnLX16VRrFi/y5N09nxBZ1Ol7cb6cbGRpTYbKL40uUbNpsNu3btwvLYpCgpox5PBJWVyt9oi0XGqFSJ5uRyoLy8HDq9HnGZ+fpdvLgIvz+K/fsHSZeScxoaGmA0GhFdVJ5Xl5LIbMakCkZxuUKIxZKCF1sBAEBLSws0Wi0iCrvXGSatuFHXDHq9Hht7exGemVd8yivP8/D7Y6J3+sZigu/dmiZLFMzCgvBMlFykcziQjMbAMklJ180lPM/D7Q5LloqbKzIinRrGjW/ExIQXyWSaaKp6VqTT5o9INz4uhKBJse95+OGH0draikceeQTPPPMMdu7ciR//+Mf4yle+gieffBKRSAQnT57Ed77zHfzgBz8Ay7Lo6enBnj178Ld/+7fvGk9fWlrC9773PfziF7/As88+C5/PBwC499578eyzz+I//uM/YLfb8dOf/hTf/e538eUvfxmA0DF577334rnnnkNzczN+/vOfY3p6Gu9973vxwx/+EM888wyeffbZ7DqZz5uZmXnXz1RVVeFP//RP8clPfhIbN27M/jff+MY38PGPfxw//elPcfjwYXzhC18AAMzOzuKv//qv8fOf/xx+vx/nz5+/5s/09a9/HZ/5zGfw85//HA888AAuXrx408+6GVarFc899xx6e3vfdT15nscTTzyB73znO/jJT36Cqqoq/OpXv1rV39+KvxUHDx7EQw89hI0bN2JoaEh1Y1SrhaIobN2yBa8cPQo2lcq7+flcc9ddd+HYsWPwnBtG7cAdOftcnufh80XR2kqmdVsJ1NXVgaJpxL1+WBsK4RprhaZp1NXWYkkkX7+LFxeh0619ZOyll0Zht9uxaVNufNvkBE3TaG9vx8jEeF6mjEtFZkPGLAdhqRX/hWpiQkjUzIfgpNWi1+vR0tyMWYWJdIlEWnHJrlezdetWnD59GtElD4odyj3ki8dTSCRSooZGAIJIR2s0efNyPTe3DIqiJA8kyx6cLAdRVKXMfW0wGAfDpBUn0tntdoCikIzESJciCsPDS9BqtUS95vOxk2583AOr1Sq5JdPo6Chef/11/O53vwMgdEMXFxfjiSeewBNPPIFIJLKi1/KWLVuy3m9tbW2YmREClzZs2JBd4/Tp0zh3TrBUSqfTCAQC0Gq12LZNmJzbunUrjh49invuuQc/+tGP8Ic//AHFxcVIp9PZdTKfV15eftOfuZ7x8fHsGp2dnXC5BL9Fu92eDaxxOBzZey7D5OQktmzZAgDZcNSvfe1rN/ysq8lkClxd742up9/vh9vtxqOPPgpAECx37dp10z/H1az4W/GXf/mXGBwcxOTkJD7wgQ/Idj5ZCjZt2oSXX34ZkXkXSprUk+pHArvdjoGBAbx27BgqNnXlLCEsFksikUip0i8qV+j1ejgcDgS9PtKlKJaGhgZMHzuWW8HonY/56U9PrfsjPvjBDyrSE2o1OJ1OnDt3DslwFAZr7r0sCwgbDIvFIln68+SkF3a7XXRBQWl0dHRgdHT0tj0YpUTopFPuSFhXV9c7Ka+zORPprhew9Hrxn80+n9D1I/bvVCKRyKvD6vn5ZVRWVkguRGcSxONev2JFOrdb8NRTmu+oVqtFcXExUjH1iXQ8z2N42IX29naihvvJpNAhSqt033o9HMfj8mUPOjs3SnLYTNM0uHe6w5ubm3Hffffh3nvvhc/nw/PPPw+3242hoSH8y7/8CxiGwb59+/D+978fFEVdI0JlGB4eBsuySCaTGBsby05mZf4szc3NqK6uxsMPP4xEIoHvfe97KCkpQTqdxsjICJxOJ06fPo3W1lb88Ic/xObNm/HQQw/h9ddfxyuvvJJdJ/N5N/sZiqKyf64MLS0tePPNN3Hw4EEMDw9ndYCVrnNLSwvOnz+PgYEB/OY3v0EwGLzpZ6XTaUSjUeh0OoyNjV1znQHc8Hree++9qK6uxne/+11YLBb88Y9/hNm8Os1jRZHu8uXLSCQSqKmpwde+9jU8/PDD6O/vX9WHq43m5maYTCaEZxcKIl0OuOuuu3Ds+HF4zw+jZmdfTj4zEBC+TAsvfbdmQ1MTXj91qtCVtE7q6+vBpdNIhsIwlFhz8pm0TgeWSeKxxx5b19gYTdPZ0yI1kjntjbqWCiKdiNTW1mLaI00X1/R0AC0tnZKspSSueDC6YWsWx18y1wISw6RhtyvX41Sv16OnpwcXRobB5yjl1VJfg8j8Yvafu7rEfz5nRDqxjeBTqVRedb/Mzi6jo6NH8nVLSkpgs9sR9yj3UNXjCQNQnkgHAKV2O3xR9Yl0Hk8EXm8EBw+KH15wKzKdUZQ2P0S6xcUgIhEGnZ3S7HvKysqQSqXwzW9+Ew8//DAOHz6MX/ziF4hEInjkkUdQUVEBj8eDD3zgAzCbzfjUpz4FrVaLTZs24R//8R9RV1d3jXdeOp3Gpz/9aSwvL+Mv/uIvUFp6rS/3gw8+iMcffxwf+9jHEIlE8NBDD2UFrB/84AdYWFhATU0NHnvsMZw5cwZPPvkkXnjhBdhsNmg0mqxom2FwcPCGP9PT04NvfOMb19T2+c9/Hk888QR++MMfIp1O4x/+4R9WdY0+//nP44tf/CK+973vwWg04pvf/CYGBwdv+Fmf+MQn8MADD6Curu6GSdU3up56vR6HDx/GZz7zGfA8j6KiInzjG99YVW0rfsN+6UtfwuHDh/H000/jsccewze/+c28Fek0Gg26u7vx9oULqo7klorS0lLs3LEDr588iYqNXTkxKvf7Y9nPLnBzNmzYgGPHjoEJhmC0iRsBrkYywQxxXyBnIl2Guro6RY+NiUVVVRUsViuii26UtotvuJuv1NbWYvTyZdG/44LBOJaXY2hqahJtDaXS0NAAo8mEyKJLNJEu1wISw7CK9aTLsHnzZrz11luIeXw56Voq7WiB5+wQ0vEEtm1rRH//6kPH1ovXK3QtiT1NkE6n82YPHAzGEQrFs10jUrOhqQlDo5cUe6jq8URgMOhRUqK8vabdbod7eop0GTnn4kXh2d/TI73wfDWpVApA/nTSjYwIY5NSTSUaDAb8+te/zv7zd7/73Xf9TMY37moefPBBPPjgg+/69y0tLe9KU/3xj3+c/b/1ev1NBaivfvWr1+wRdu7ciRdffPFdP3f1593sZ/bv34/9+/cDAF566SUAwrvTv/3bv73rZzNBDwBumATb2NiIH/3oR9f8O5vNdsPP+uxnP4vPfvaz7/r3GSiKuuH13L17N3bv3n3T/+5mrPgNq9Vq0dbWhlQqhc2bN4Nl2TUvoiZ6e3uRTiQKpvs54u677wbP8/BeGMnJ5y0vCyKd3W7Pyeeplcz8vJJPZ0lSXV0NrVZbeA5ICEVRcHZ0IOZy37ANv0BuqKurA8eyYIJhUdeZmxM8HQsi3buhaRod7e2ILYp3r5d2tIDWC+OKg4Ntty0gCemuyj5c6O7uhkajyVlAGEVR0LzzUtLeXimJwOLxRGCzlYgumLIsCyhQMFoPs7PCs4qUSNfa2opkNKbYAAOPJ4KKCmnu/1xTUlKCdDxOuoycc/GiC7W1NcQbGjIiHZUnIt3w8BLq6+sVKVgXkJ4VO+koisLnPvc57N27F//zP/8Dk0m54wy5wOl0AhSFyIIL5sqC79ntUl5eju3btuHU6TdR0du5bv+dVIrFT3/6BhYWgtDpdCgqUq43jhRUVlbCZDbDe2EEkYWVR9vYZBLK216Jh0ajQV1dHTw+ccIjCtyY9vZ2nDp1CsxyCEZ7YZMjBhlj9ERgWdRrTMqIXSk4nU6cPXtWNA9GiqKg0enAJVPo7a297RdohlF2cAQAmEwmdHR0YGxmBtV3bFakqOB2h6VLt1fe5VkXMzN+ITBK4mTXDJkUyKjLDb1FeVYPPl8UjY3kwgluB6vVijSTBJdmQatkJDMaZTA56cN73vMe0qWA4zhQFKXIZ+1aiUYZTE/7cffd20iXsi527NiBHTt2rOu/zXS7FVgbK3bSPfXUU7j//vvxiU98AqWlpTdsFcwniouL0VBfj8j8u5M+CqyPu+++GxzLwTc8uq7/nqJp8DwwN8eA44zYtm1bXjzwbweaprF3zx5Y9EboIvEV/1dkLsp23xUQaGxsRNwXAH+deWkB8bj6ZaWAOFRXV0Oj1SIhsgA9P7+MqqpKxY9IikXWg3FB/nsNjuORTKZV8Xe5efNmJMMRMIEg6VLWDM/z8Hgi0qVo5klD8/R0ALW1tcQM9h0OB4qKixFRWOIzALAsB78/KrpHolhYrYKdSTqRIFxJ7rh40QWe59HbS9aPDsivjtyRkSXwPI+NGzeSLqWAQlixk660tBT79u0DIMwGFxBSwF78/e/BJpPQEEzFUQtVVVXYsnkzzg1dQHmPc83XlNLQ0Gm1ePLJJ8UpUKXcd999K8ZtF7g5TU1NeOWVVwRfP7uNdDl5QXl5Oex2O6IuN8o620iXo0o0Gg1qa2rg84st0oXQ1tYl6hpKprKyEiU2GyKLSyh1tpIu55YwjDCypIZJi4xHU2h2AcZSZT3XQ6EEEomUJAb9Go0GkIHtgNgJuizLYXY2gJ07B3L6uWuBoih0d3XhzLmzivPDDgRi4DhedI9EsSguFjoX2QQDFKtjQmdoaBE2W0nWW5kknMLu59thaGgRJSXWbGJzgQIrkR+/GTmmo6MD4HlElzykS1ENd911F9hkCv6RcdKlFCiwKjL+NLGCr5+ktLe3I7bkKfjSiUhDQwMY37Jo1zgeTyIYjBVGXW8BRVHodDoRc8n/Xk8khIQ+pY+7AoIHVUNjIyJzC6RLWTMuVwgAJPm90mq14GXgUW2pvzZhL9cJui5XCMlkmvgkQXd3N9IJRnE+uJkwN6WKdBaLBQCQTjCEK8kNyWQaly4tYePGTbKYOFJqGMpaSaVYjIwsobd3YzbttECBlcif/PQcsmHDBmi1WkQX3bDWF14yckFDQwOcTifGh0dR1tWuGu+HAuqloqICJpMJcY8fKKSNSkZbWxtOnjwJZjlY6GAUiYaGBrz22mui+aFlxIQbRdgXuEJHRwdef/11JHwBmMrlm1ieSAiddGoQ6QBgY28v/vu//xupWDwnqfNSsbgojOg6HLkVqm6EXq8Hm06Lvs5KlHa0wDs0glQ4iu7u6pwn6E79f/buPMiRu74b/7tb0ug+R6O5b82xs/flCxvHGD8cFSoJ9XAmG6AICc+DqScEKi5DuOIEcDkUpJLwQBJwYAPYBDvkl1BAnmCwzWFs4rXX3l179t7ZnVPSjO679ftDltbHzs6l1re79X5VuWq9nlF/rNX2dH/6c5yrPoQbHRX7M35qagqSLCMxM6uredixWHXZRXt7u+BINqc237qcN0aS7uTJRRSLZbZcNtn09AIKhRL27NkjOpR1+esv/R3iycYtD/O63fg//3v1rah0ZWsm6X7605/iW9/6FnIv6sf/xje+oWpQWmexWDAyOoqZef3Nh9Cy2267Dc/9zd8gfvY8/GMjosMhuipZljE8PIwzc/qruNCzy3PplpikU0mtDSYXjamapGtGMkHPanPpUnMLGk/SVZM1Rmh3Baotr//xH/+B1Ow8/GH9zGKdnY3D5/PWW/TUZLPZoBTFJ+kkSYLFbkcxmcbAQKDhVTnnzkXh8XiEb8F0OBwYC4dx/sJFdO7bqZvqo1gsDVmW4fPp82e1w+EAAJQLRcGRNMazz87BbrdhbEwb40IkSdJE27zajh6dhd1ur1+/al08mUTHaxrX4r/00C8a9loPvbmxAAAgAElEQVStZM0k3V//9V/jzjvv1G2pslrCo6OYfv55lPMFmKycS9cIExMT6OnpQfT4NHzhYd1chFDrGhoawvHjx1EuFGFqs4gOpyW0t7fDx7l0qurp6YHJbEYmEoN3uPFzaxYXU2hrs8Dv9zf8tY3E6/Wiq6sLqbkFdOzcJjqcVRmtkq6vrw9ujwfJi3O6StJduhRHb29z5h05HA4o5TKUUukVc+GM5OzZGMLhSU1cj+7btw/T992nqyry5eUMAgG/blv8aue0cqEgOJKtK5cVHDs2j+3bd8Ksob+zFYNvoCmVyjh2bA579uyvzvIkWqc1/5Z6vV5cc801zYhFV8Lh6iDnzFIE7j627DSCJEm49dZbcfjwYaRmF+DubdKGMqJNGhmpVnxmI1G4evh5bZbxsTE8efRoy8wzaTaTyYT+vj4sqTT/aHExiVCoU7c3bs20bds2PPzII1BKZc2Ogagl6WpVJ3onSRJ27tiBX/3617oZ1J/Pl7C4mMT+/YNNOV6tDbCUL6BNQzf8jRSLZbCykhHe6lqza9cu3Hf//Yifm9FNki4WyyAQ0G+Rh8VigdliMUQl3dmzUWQyeezevVt0KHWyLKOiGDtJNz29iFyuiH379okORdMefPBBPPzww8jlcrhw4QLe9773YXJyEnfddRdMJhOsVivuuusuKIqCD3/4w+jq6sLMzAx27tyJT3/600gmk/jYxz6G5eXq0rM/+7M/q3cj6NWqP1nvv/9+ANUT1Mc//nFs3769fjP0tre9rTnRadjw8DBkWUZ6gUm6Rjpw4AC+973vIXZimkk60ryhoSFAkpBZZJKumcLhMB5//HEU4klYfR7R4RjS8PAwLjz6qCpJiqWlFIaHJxv6mkY1MTGBn/zkJ8gsReDqVn9r52Zks8aqpAOqM8B+8YtfILMUhbOzQ3Q4a5qdrS56adbGxvrWy2wOcBojOftyZ89GAFx+KC+a1+vFxPg4zp29gNCeHbp4QLWyksXkpL4rpq1WqyZau7fq2LFZmM1mTE1pZ6u62WxGRVEM/cD1qacuwuGw6z5h1AypVApf/epXce7cObz//e+Hw+HAX/7lX2Lbtm34r//6L3zuc5/Dn/7pn+LcuXP46le/Crvdjte+9rVYWlrCP/3TP+G6667DO9/5Tpw7dw533nknvv3tb4v+X9qSVa+8l5aWsLS0hN27d6OzsxORSKT+e1Qdmtvb24tshJsdG8lsNuPGG29E8uIcCsmU6HCIrsput6O7qwuZxYjoUFpKbZ5KemFRcCTGNTQ0BKVUQm453tDXLZUULC9nEAqFGvq6RhUOhyHJMlKz2p2Bm81WW8GMUkkHVJOjkiRp+n1/sfPnq1WvQ0NDTTlebcZYMZNtyvFEOH16CQ6HXVMLbg4ePIh8IoWsDrbKl8sKEoms8Hl+W2W1WqGU9F1JV6lU8Mwzc5icnNTUw5Ra221FUQRHoo5isYxjx+axZ89eTbUYa9XkZPXhbXd3NwqFAhYXF7FtW3XUx8GDB3Hy5EkA1bnJLpcLJpMJHR0dyOfzmJ6exgMPPIBDhw7h4x//OBKJhLD/j0ZZNUl3++234/bbb4csy/Vf33777cgbZMNNIwwPDyMXiRn25CLKq171KkiyjNjzp0WHQrSmcDiM7FKU54Em6ujogNvtRnqBD43UUrvZzzT4ZjAWS6NSqaCjQ/vVSVpgt9sxODiIzJx2E9KZTBEWixkWi3HmcjocDgwODiI9Oy86lHU5fz6GYLAdbre7KcerJ+nSmaYcT4TTp6MYHQ1rqi1/z549MJvNWDl9TnQoa4rHc6hUoPvZo1pZkrIVs7NxrKxkNNXqCrwoSVcuC45EHSdOzCOfL2L//v2iQ9GFl1dThkIhPPfccwCAJ554on5deqWqy5GREbz73e/G4cOH8cUvfhFvetObVI9Xbaumdf/lX/4F3/3ud3H69Gk88sgjAABFUVAsFvHhD3+4aQFq2fDwMB555BHk4wndzIfQA7/fj107d+LY888htGeHZufwEAHA6OgoHn30UeSW47C36/tiVC8kSUI4HMax6edFh2JY7e3VG/7MYgTtk41r94pEqhXSTNKt37bJSZz74Q81u6gqmy3AbjdOFV3Ntm3bNP2+11QqFZw9G8O2bTubdky32w2T2WzYJN3KSgbRaAq/8Rva2sZot9uxd+9ePPn00+g6uEfTSzvi8WqVpV43u9a0WSxQCvquGH3mmdnqrM2dzTtHrIfVagUAKKUyTNo9xW7akSMzcLvdutnqWuN1uxu6kdW7yYdHf/EXf4G77roLlUoFJpMJn/nMZ1b92ve///342Mc+hu985ztIpVK4/fbbNxuuZqx6dv+t3/otXH/99fjKV76C97///QCqAx7b29ubFpzW1WZ/ZCPLTNI12E033YSnn34ayZlLqmwXJGqU2lDpzOISk3RNFA6HceTIERRSabS5nKLDMRxJkjAyMoLnzjS2ojkWq97UM0m3fhMTE/jBD36A9PwiPIN9osN5hUymCKcB55LV3/eFJXgGekWHs6pIJIVUKtfU2WmyLCMQCCBv0LEkp05Vq7S1eHN9ww034IknnkDiwiX4RpqzKGQzakk6vVfStbW1oZJNiw5jS559dhajo6NNq7Rdr3qSTueVileSzRZx4sQCbrzxJk1V467H//nfH2j6Md/85jfXf221WvHQQw8BAL75zW++4mu/853vXPHXX/rSl1SMsPlW/dS0tbWhr68Pn/jEJ7C4uIjZ2VnMzMzgP//zP5sZn6aFQiG0WduQjaqzAa+VTUxMwOvzYfnUWdGhEF1VIBCAz+9Hep6tl81UuyFly6t6RkZGkE+mGjp3KhpNo62trT54ntY2PDwMi8WC1Jw256NlMgU4ncb78xwaGoLZYkFao+97zenT1ZmotVmdzdIZCqFo0CTdyZNLcLmcmppHVxMOhxFoD2B5+ozoUK7KKJV0ZrNZ1+2YkUgK8/MJzbW6AtXKUABQivqe+XclzzxzCaVSGQcOHBAdCunUmnXSH/zgB1EsFrG4uIhyuYxQKITf/M3fbEZsmifLMvr7BzAXXRYdiuHIsozrr7sOP/zRj1BMZ2Ax4FN6Mo6xcBhPPfuMoTdUaU1PTw9sNhsyC0vwjw6JDseQLleJRuAd6m/Ia8ZiabS3t/PvyQaYzWaEw2GcnbskOpQrymSK6Ow0XjWrxWJBeHQU5+bnRIdyVadOLcHr9TR9GUtnZyeOnzihygZokSqVCk6dWsLY2KQmK2BkWcZNN96Ef/u3f0N+JaHZDefxeBZtbZZ6IkavzGYzoOOZw88+OwsAmkzS1SrpygZM0h05MoNgMNi0ZT5kPGv+9Kmtw921axcefPBBLo54mf6+PuSW4xwar4Jrr70WqFSwcua86FCIrmpsbAzFbA6FRFJ0KC1DlmWMjo4iu8DNumrp7++H2WxGpoHVirFYhmMzNmFiYgK5lYQmt2mm03nDVkaOjY0htxxHKafNa19FqeDkySWMj080PfHd1dUFpVxGIaXvVsCXW1pKIR7P1jcNatH1118P2WRC7PlTokNZVSKRg9fr1f0DGZPJhEpZv/d4zz47h76+Xk3+3HU6qw93yvmC4EgaKx7P4tSpJRw8eFD3n38SZ80kXW3zSjabhc1mQ9GA2e6t6Ovrg1IqoZA01kWKFoRCIQwNDSFx9oLoUIiuqt56yZbXpgqHw8jFEyjlcqJDMSSz2YyhoSFkFhu34XV5mUm6zZiYmAAAzbVeKkoF6XS+frNlNLVze2ZRmw8DZmdXkE7nMTU11fRj9/ZW5/TlluNNP7aapqerm5S1nKRzu93Yu2cPVk6f1+w8r0QiB4/HKzqMLTOZTKhUKqLD2JRkMofz56PYtUt7VXTAi5N02nwIsllHjlxEpQIcPHhQdCikY2sm6W677Tb87d/+LSYnJ/HWt77VsBdim3X5ImVFcCTGtH//fmRjK8izQok0LBQKwe12Iz2/KDqUllJvx2Q1nWrC4TCyseWGtKNkswXkckUEAoEGRNZa+vr6YHc4NDeXLpcrQlEqmhtI3iiDg4Mwmc2aPbc/91z18yAiodTd3Q1JlpGLGWvky8mTiwgG2xEMBkWHclU333wzyoUCVs6cEx3KFSUSOd3PowNeSNLptFvq+PF5VCrArl27RIdyRbWcQilnrEq6I0dmMDg4gM7OTtGhkI6tOZPud3/3d+u/vvnmm9lb/TJdXV2AJCG3HG/YzB66bO/evXjggQcQPzeD0K7mPykmWg9JkjA+Po6jJ45zLl0TDQwMVG+gFyOa3HppBOFwGPjhD5FZjMLd27Wl11perm52ZZJu42RZxuTEBI5NP6+pc0wqVa2AMGqSzmKxYGhoCHMNrCZtpBMn5jE4OACPp/lzydra2tDZ2YmURuYyK0oF5S22JSpK5YU2tesaFJV6RkZG0NfXh8iJU/CPj2rmnFBTraTT5ry8jdDa+7oRx47NIhDwo69Pm9dHFosFbVYrygbqhpifT+DSpRX8z//5WtGhbNpXvvJ3SKcTDXs9p9ODP/qj5m+M1bs1k3QPPfTQK2bR/cM//IOqQelJW1sbgu3tyK8Yq9xfK/x+P4aGh7Bw/iKTdKRpY2Nj+O///m8UkilYPca8YdUai8WCocFBzLGSTjXDw8OQZBmZhaWGJenY7ro5ExMTOHLkiKbOMclk9ebKqEk6ABgdGcGZ//p/UEolyOY1L5ubJpnM4cKFGN7wBnEJpaHBQfz3U09pInH8ox+dwI9+dKIhr7Vt27aGvI6aJEnCLbfcgsOHDyM9twBXz9bOz42UyxVRKJTg9eq/3VWWZV0ujigUSpieXsKrXnWj8L+bV+P1epHPGidJ9+STFyDLMvbv3y86lE1LpxP4X//rmoa93v/9v4837LU26zWveQ1+8IMf1JeVvNz999+PN7/5zbBYLGu+1re//W1EIhF88IMfbHSYL7Hm1cbdd9+NP//zPzfEiVYtPT09mL5wTnQYhrVn9x5873vf45ZX0rTx8XEAQHpuUTM30K0gHA7jzP/7T83dQBuFzWZDX18fYg1YHrG8XF164Pf7t/xarag+l252QTPnmGSy+gDXCBUzqxkZGUFFqSAbicHZ1dwNqldz4oT4VrahoSE89thjKKbSaHMLWh7yQv5hYmICY2NjW345q9WKnTt3bvl1mmH//v3413/9V0SPT2sqSWek84IkSdDjRLqTJxdRKpU1/1n2+3y4uBITHUZDKEoFTz55EZOTE4b47LeSr3zlK/jt3/5t0WG8xJp3NGNjY9Utm7Sqzs5OPPPss4ZbQ68V27dvx/e+9z0kL80hMD4qOhyiKwqFQnB7PEjPLyIwwc9ps4yOjqLyowoyS1G4ujn/Qw1j4TB++vDDUEplyGbTpl9nZSUDs9ls6KorNXV0dMDr8yE1t4DAZFh0OABao5JueHgYAJBZjGoqSffMM+Jb2UZGRgAA6cWIuCTdC8bHx/H6179eaAzNZrFYcPPNN+P73/8+cisJ2HzaSAwkEtXzgmEKPHS4OOL48XnYbNaGJK7V5PV6cX5uVnQYDXHuXBQrKxn81m81rgqtVeRyOdx5552YnZ1FsVjERz/6Udx///2YmZlBuVzGe97zHrzxjW/EoUOHMDExgZMnT8LhcODAgQP42c9+hkQiga997Wv48Y9/jB//+MdIpVJYXl7GBz7wAbzuda+rH2dubg4f//jHkc/nYbVacdddd+FnP/sZlpaW8KEPfQhf+tKX8PnPfx5PPPEEKpUK3v3ud+MNb3gDfv3rX+Mzn/kMvF4vZFnGnj17VH9P1swo3XrrrXjb296GO++8s/4PvVRnZycqimK4NfRa0d3dDZ/fj+TMnOhQiFYlSRImxseRmV/U7SYwPRoeHgYkicsjVBQOh6GUy8hGt/a0e2UlC7/fp+nWGy2TJAnbJieRWVjSzDkmkcjBZDLB5RKboFGTy+VCMBhENqKduXS5XBHT04vYs2ev0L9P3d3dsNlsyDSg0pY256abboLJbEb0+POiQ6kzUvJejz+vFKWC48fnsW3bFMwa7zDw+/0opNO6Xc7xYkeOzKCtzaLZRR1adt9996G3txf3338/Pve5z+Hxxx+H3+/Hfffdh3vvvRdf/OIXEYtVr0F37dqFr3/96ygUCrDZbLj33nsRDofxxBNPAAAymQzuvfdefO1rX8PnPvc5lEqXN2DffffdOHToEA4fPoz3vve9+Ku/+iu85S1vQUdHB77whS/g4YcfxsWLF3HffffhG9/4Br785S8jkUjgs5/9LD7/+c/j3nvvbdqDsTWTdIcPH8a73vUuvPGNb6z/Qy9V295SiHMDqRokScLOHTuQnluAUi6LDodoVePj4yhmc8jzXNA0DocD3d3dyCwySaeW2hbd9PzWbsSXlzPw+7k0YivGx8dRyuWRi2ljo3wikYPX69HljexGDA0NIaeRBQkAcPz4HMplpSlP869GlmWEw2Em6QRyu9249pprED99HiWNzPaqJekMU0mnM7OzK0gmc5pvdQWAYDCIilJBMZMVHcqWlEoKnn76Enbu3AWbzSY6HN05c+ZM/efZ+Pg4lpaWcPDgQQDVB2Wjo6OYmZkBUO2wA6rt9OFwuP7r2v6EgwcPQpZlBINBeDyeenIPAKanp/GVr3wFhw4dwt/93d+95L/V/vuxY8dw6NAh/MEf/AFKpRJmZ2exsLBQr6rft2+fiu/EZWsm6YLBIN74xjfipptuqv9DL9XR0QEAyCdTL/l9/9gwTOsYQEhrm5iYgFIqaeoimejl6nPp5hcER9JaxsJhZJcihngSq0Uulwtd3d1bvhFfWclxHt0W1efSzWnjHBOPZ+H1+kSHobqhoSEU0hkU0xnRoQAAnnrqInw+b/2mQaSxsTHk40nNvDet6NZbb4VSLiP63CnRoQCoJulkWYbDof850lqpWt6I48fnIUkSpqa0v3CvtkiqkFS/G+3lc4vb2jY/vuPlpqcXkMkU6okl2pjR0VE888wzAICZmRl8//vfx69//WsAQCqVwvT09Lor2I4dOwYAiEQiSKVSL1lWNjIygo985CM4fPgwPv3pT9dbYSVJgqIoGBkZwbXXXovDhw/j61//Ot7whjegr68PHR0dOH36NADU41TbmjWwNpsN733vezE1NVV/Uvonf/InqgemJy6XC1abFYXES6tn/OFhRI42ZtNUq6vNVEjNLcIRCgqOhujKgsEgfH4/0nOLaJ/U9hwQIxkdHcUjjzyC3HIc9nYmgdQwFg7jF4/9ctOzV8tlBYlElkm6LfL5fOjo6EBqfhHBHZOiw0E8nkN/f7/oMFQ3ODgIAMhGl4UvsMpkCnj++UXcfPNvVDdPCjY5Wf0cpuYW4A+LTxq2oq6uLuzYsQPPPX8SHTsnhS9RSibz8Hjcmvh8NoTOKoWfe24Bg4MDumg3riVQiqkUAHVnfrr7e5C6dHl00tRUd8Ne+8iRi3A4HLrYDL0Wp9PT0I2sTufaszLf/va346Mf/Sh+7/d+D+VyGf/4j/+Ib37zm3jHO96BfD6P22+//SXJtquJRCJ417vehWQyiU9+8pMwmS4nY++44w586lOfQj6fRy6Xw8c+9jEAwIEDB/CHf/iH+MY3voHHH38c73znO5HJZPDa174WLpcL99xzD+644w44nU44nc6mVAmveRa/5ZZbVA9C7yRJQkewAysvq6SjxnG5XOju6UFifhHYrf0nQ9SaJEnC5MQEfv3UEVQqFcO3gGlFbXh5ZnGJSTqVhMNhPProo8jFVmAPbrxlNZHIoVKpMEnXAJOTk1tKmDZKpVJBPJ7Fzp3Gr6Tr7e2FJEnIRpfhGegVGsvRo5dQLiuaqdjo6emB0+VCanaeSTqBbrvtNjz77LNYPnkW7dvEPiRMJHLweIzR6qq3SrpUKo+ZmRje+MbrRYeyLoFAALLJhHxC/XvowMQo5n71JCRU8Du/swfXX9+Y81WhUMKxY3M4ePBazc8AXI8/+qMPNP2YVqsVn//851/ye1ea7Xf48OH6r7/whS/Uf11Ltj344IM4ePAgPvKRj7zk+x566CEAQH9/P7761a++4nXvvvvu+q+vtH8hHA7ju9/97nr+VxpmzU/S7/zO7zQjDt0LBoOInD0jOgxDGx8bw6M//5nwGxOiqxkfH8djjz2G3PIK7AEmJJohEAjA6/MhsxBB+7Zx0eEYUn0u3cLSppJ08Xh13gyTdFs3Pj6ORx99FNlITGhleTZbRKFQaok/U6vVilBnJzJbXJ7SCE8+OYPOzpBmKhhlWcbUtm048sxRPpwSaHR0FEPDQ5g9Po3AxKjQ6+RkMo9AoEPY8RtNT5/o6ekFVCqX53ZpnclkQjAYRC6eUP1YkiRBkiXIAG64YaRhr3v8+DwKhRIOHDjQsNckYqajQdrb21FIpXX3xEVPRkZGoJTKyC3HRYdCtKr6XLq5RcGRtJbw6CiyS1Geg1Xi9/vhDwQ2vaBjZYVJukapnWNS82LPMcvL1RlkgUBrLAMZ6O9HXvD1RyyWxpkzERw8eI2mkmHbt29HKZdHdkk7G3BbjSRJuO21t6GQTCFx/qLQWJLJnGGWRlQqFV21uz733AJcLqdmkvjr0d3V9YqRUXry9NMX4fG460sMSJw3v/nNr6ii0ysm6Rqkvb0dSrmsmc1KRjQ0NAQAvAgkTfP7/Qh2dDBJ12QjIyOaGuxuRFtJhK6sVP9cmKTbutr4B9HnmFqSrlX+TPv6+lBIZ1DK5YXF8OST1e1211xzjbAYrmRqagqSLCN5cW7tLybV7Nq1Cx2hDkSefV7YA6tyWUEqlYPHs/YcKj3Q04M/RalgenoJk5PbdDUPsLOzE/lEUpfLv/L5Ek6cWMDevft09Z6T9vHT1CC1J8m8QVRPe3s7HE4nMhEm6UjbJicmkFlc0uUFh17V2jE3W+lFaxsdHUUxk93UFrZ4PAubzQq73a5CZK1ncmIC2cUIlHJZWAyxWPVzsN5hznrX21udRZdbXhFy/EqlgieeuIDx8THNvedOpxOjIyNIzlwSHUpLk2UZt732NmSjMaQFVdqmUnlUKjBMkg6Abirp5ubiSKVyulte0NPTg4pSQb4JLa+Ndvz4HEqlMvbt2yc6FDIYJukahEk69UmShOGhIeSiy6JDIbqq8fFxlAtFZPlZbZqenh60tbUxSaei+oKOpY2/xysrWfh8xl8w0CxjY2NQymWhleWxWAZWaxucTqewGJqpr68PAJCLiUnSnTkTRTSawnXXaXMg/O7du5FbjjdlADyt7pprroHb7UbkmeeEHD+ZrHYUGardVSemp6uJ2drGZb2oPwARdG7diqNHL8Hj8dSvj4gahUm6Bqm1ezBJp67e3l7k4wmh1QNEaxkbq25WE92O1kpMJhOGh4eRZZJONd3d3bBarZt6j6tJutZoi2yGsbExQJKEVcsAQDSaRnt7u6Zmo6nJ7XbD6XQivyJmLt3jj5+DzWbFnj17hBx/Lbt37wYAJC6InYfW6iwWC17zmtcgNTuPbKz5DwrjcWMl6QD9LI44eXIRXV1dunsg1tnZCdlk0t3M8UKhhOeeW8CePXvY6koNx09Ug9jtdlgsFhQzTNKpqa+vr1oSvaK/kmhqHR6PB11dXUJvoFvR6OgosstxlItF0aEYkizLGBwa2lT1Vjyea5nZZc3gcDjQ19uL9PySsBhisQw6OkLCji9CT2+vkOuPbLaIo0cv4cCBg7BarU0//nq0t7ejv78fScFLCwi48cYb0dbWhsizzzf92EarpNOLUqmMs2ejuquiA6oPWbu7uoQklbfi+ecXUCyWNfvghPSNSboGkSQJXp8PxXRWdCiGpueSaGotExMTyAieGdVqRkZGgEqFy2VUNDI8jNxyHEqxtO7vKZcVJJNsd2208fFxZJeiUErNP8coSgXRaBrBYLDpxxapp7sb+ZV401vgjhyZQbFYxg033NDU427Uvn37kFmKopDa+NxKahyHw4Ebb7wRibMXmv5nEY9nIUmSsWbS6cD58zEUi2VMTEyIDmVTBgcHkY+u6Kq9+Nln5+BwOLjVlVTBJF0D+bxelDJM0qkpFArBZDLpcrgotZbx8XEopRKykZjoUFrG0NAQIEnILDJJp5ahoSFUKpUNPfFOJnOoVFpnC2iz1OfSCVimlEhkUSqV0dHR0fRji9TV1YVysdT0a71f/eocent7MTAw0NTjblRteHr87AXBkdAtt9wCSBKiJ6abetx4PAu32wWTydTU46pJD2mjU6eWIEmSbhNGAwMDKOXzKKb00ZFWLis4fnweO3fuNNRnnbSDSboG8vl8KOfyosMwNFmW0REKMUlHmle7UBLZjtZq7HY7uru6uDxCRUNDQwCwoWrFlZVqQoPtT40VDoerc+kWmn+OWVqqLgdoxSQdgKZeg1y8uIxLl1bwqle9SvPz/4LBIAYGB5E4NyM6lJYXCARwYP9+rEyfQTlfaNpx4/EcvF7jVE034++cbDa/5N/b2jae9Dl9OoK+vl44HI5GhdVUtQcQ2ag+HmyfPRtFNlvArl27RIdCBmVe+0tovTweD4qZDCqViuYvpPSsu6sLJ86cEh0G0VW5XC709PQgPr8I7J4SHU7LGBkZwa+eeILnYZW43W74/P4NVYjG49UkHSvpGsvhcLxwjlkCdjf32LUkXSjUWjPpOjs7AQD5lQRcPV3r/r7Tp5dQLG6uLfmZZ2ZhsVhw8ODBTX1/s11z8CC++93vIr+SgNXHlkeRbr31VjzxxBOInTyDjh3NmVUWj+fQ2bn+vxtaJ8syoCiqHsPd34PUpbn6v09NdW/o+4vFMi5ciOHVr/6NBkfWPL29vTCZzcguReEd6hcdzpqOH5+DyWTS5QxA0gcm6RrI6/VCKZWhlEowWSyiwzGszs5OPPXUU1DKZcgsMSYNm5iYwMOPPsLPahMNDw/j5z//OfLxJGy8QVTF4MAAnjt7Zt1fb8Rtf1oxPjaGR372aNPPMZFICt+1/KAAACAASURBVBaLpeXmDHo8HlhtVuQTyXV9fe1BwWOPncNjj53b9HFf9apX6aZCZt++fXjggQewcuY8OvftFB1OS+vv78fY2BjOnziJ4NQ4pCZsoIzHs5iYMM55QZIk1dtdAxOjiBx7HsVkCsGgE9dfP7yh75+ZWUappOi21RUAzGYz+vv7saiTmcLHj89jfHwcNptNdChkUEzSNZDb7QYAlLI5JulU1NHRgUqlgmI6A6vHLTocolWNjY3hJz/5CbKRGJydrdUWJsrwcPXiNrsUYZJOJQMDA3j66adRLhRgamtb8+vj8SzMZjOcTmcTomst4XAYP/3pT5GLLsMRat4Sh8XFJEKhULXKpIVIkoRQRwjLidT6vv6F9+ctb3nLltqi9JQM9Xq9mJiYwJkz5xHau4MVzYLdeuut+PKXv4z4uRn4RgZVPVY+X0I2W9DV53UtsiyjonIlnSRJsDjsKKbS8HrtG/47c/ZsdcTH6OioGuE1zcjwMC48/LDmH2xHIilEIinccssO0aGQgbXW1ZXKapuMStmc4EiMrbZNrpBc30UykSi1C6b0/KLgSFpHKBSCzWZDZkkfc030qL+/2oqy3i3biUQWPp+XN+sqqM++bPJcusXFVH0+W6sJhUIobvD6w+VyIRAIbPofvSVDr732WhRSaWQEzEukl9q+fTs6Qh2IHp9WfXPmykp16H8gEFD1OM1kNptVT9Jt1dmzUXR1dcHlcokOZUuGh4ehlMvrvrYQ5bnnFgAAU1McZUPq0ddPfY2rnRxLXB6hqstJuuaulSfaKJfLhe7ubiGD3VuVLMsYGhpCjlt1VdPX1wdg/Uk6ow0S1xK3242OUAiZheYtSykWy1heTtfns7WaUCiEfCoNpby5GXOtYPfu3bBarVg+dU50KC1PlmW85pbXIBuJbWjhz2bUlgQZaf6oyWTSdJJOUSo4dy6m+yo64PKDba0n959/fgEdHcGWm8lKzcUkXQPV2l3LOVbSqcnj8cBsNm/4STaRCGNjY8guRjV9kWc0Q0NDyC2vQCmVRIdiSB6PB06nE9nl9VbS5TmPTkVj4TCySxHVq2RqFheTqFTQspV0wWAQeGHkBl2Z1WrF/v37kTw/g3KxKDqclnfNNdfAZrMheuKkqsdZXjZmJZ1SKjft/LpRi4tJ5HLF+qgPPfN6vQgGg0g38aHTRpVKZZw+HcG2bayiI3UxSddArKRrDlmW4fP7UeAFMunA2NgYlFIJ2eiy6FBaxtDQECqVyivec2d3a1b+NJokSejt60N+Ob6ur08kskzSqWh0dBSlfAH5lfX9eWzVwkJ1aUJ398Y2EBpFvZp/nXPpWtW1116LcrGExLmLokNpeTabDTfccAMS5y+qmlxeXs5AlmVDne8tL8wY1+qD1vPnq9WRIyMjgiNpjHA4jOxi8x46bdS5czEUCiVudSXVNT1JF41GcfPNN+P06dM4f/483vGOd+Cd73wnPvnJT0LR6AlwvcxmM6w2K8pM0qmuPRBAiUk60gG9lO8bycDAAAAg+7KWV1cXWxMapbenB/mVxJoX0rlcEYVCyVA3bVpTuznLLDan+mBhIQFZllu21YdzcddndHQUHaEOLJ9a/yZoUs/NN9+MSqWC2LR6fx6xWAY+n093MxSvpu2F5UiVkjbb2y9cWIbdbkdHhzGWk4XDYZTy+aY9dNqoU6cWIcsyxsfHRYdCBtfUs2ixWMQnPvGJ+rriz372s/jjP/5jfOtb30KlUsGPf/zjZoajCqfThVK+IDoMw/P7/ShlsqLDIFrT5fJ9Jumaxev1wuP1snpRRd3d3VBKJRRTV58NmkxWxz/UFitR43V0dMDpcjUtSTc/n0Ao1AGz2dyU42mNx+OByWxmu+saJEnCDdffgMxCBPl4QnQ4LS8YDGJqagor02dUm6e4vJxBe3u7Kq8tSi1Jp9XxGTMzyxgcHDRMYrSW/ErPa/Oa+dSpCAYG+mG320WHQgbX1L/Rd999N97+9rfXn74eO3YM11xzDQDg1a9+NX7xi180MxxVuF0uVtI1gd/vRyGT1Wz5OdGLVcv3o5ot3zeiocFB5JikU02t1TG/cvWb70Si+vOQSTr1SJKE0ZER1YfC18zPJ9DT09uUY2mRLMvVa5A1EtRUbXmVZBmx50+jnC+o8k9F4c/V9br51a9GMZtF8sKlTX1/qaQgkyms+k80mjZckq5WWKLF2Yr5fAnz8wkMDQ2JDqVh2tvb4Q8EkJ5fFB3KK+TzJVy4EMP4+IToUKgFNO0x6IMPPohAIICbbroJf//3fw8AqFQqkCQJAOB0OpFMJpsVjmqcTicWF/X//6F1Xq8XqFRQyuVhcTjgNltEh0S0qnA4jMceewz5eAI2H9v+mqGvrw9Hjx5FuViEycLzQ6PVHrblE0m4r/J1qVS1ko7truoaGRnB0aNHUcrmYLbbVDtOPl9CLJbG9df3qHYMPQi2t+N8RHs3kVrj9Xqxc8cOHD16FNHj06oey2Qyqfr6RjA1NQW/34/l6TPwDg9s+PuffHIGTz45c9WvMUrbZU0tSacUtJekm5uLQ1EqGBwcFB1KQ02Mj+PXR468JE+gBefPR6EoFYyNjYkOhVpA05J0DzzwACRJwi9/+UucOHECd9xxB2Kxy/OC0um0IZ60O51OKGx3VV3thq+UycLisMPVpt5NCdFWvXhmFJN0zVGbS5eLrcDZaaybBi1wuVxwOJ1rtrElk9VKutr2c1JHbbNfZikKz4B6VW7z8wlUKkBPT2sn6QKBAE6fPyc6DF1461vfqvr8JlmWsX//flWPYQSyLOPGG2/Ev//7vyOfSMLq2cB5WZIwNDiIAwcOXPX1jfbnUGtrLGswSXfxYnXDeu16xyjGx8fx2GOPIRdbgb3dLzqcujNnIpAkyTBLOkjbmpak++Y3v1n/9aFDh/CpT30K99xzD371q1/h2muvxSOPPILrrruuWeGoxul0opRnu6vaakm6IufSkQ6EQiE4XU5kFiIIjI+KDqcl9PX1AQBysWUm6VTSGQphcY0Nl8lkDpIkwel0Nimq1jQwMABZlpuQpKsO8271JJ3f70cxm4NSLkNmBddV+f1+3HLLLaLDoBdcd911+I/vfx/L02fQdWD3ur9PkiR0d3e33J9l7WdXuaC9AoyLF5fhdrsMV6k+MVFtJ03PLWgqSXf2bAx9fX316koiNQmdMnnHHXfgb/7mb/C2t70NxWIRr3vd60SG0xAOhwPlQpGz0lRWq7osZZmkI+2rzowabdrMKAJ8Ph/sDgdyy9rcEGYEoVAIxTU2XKZSebhcTsMMtdaqtrY29Pb2qn6OmZ2Nw2ptM9zcqY3y+6s3jlxgRXrj8/mwY/t2xE+f573KOrhcLgDQ5Lzx2dk4+vsHNNUS2gg+nw+dnZ1IzS2IDqWuXFZw4UIM4XBYdCjUIoSs5jp8+HD91//8z/8sIgTVOBwOANWyaLPNKjga46q1TpWy2vuhSXQltZlRkePTkK6QsFA0OJRYzyRJQl9fHy4tMzGqlo6ODhTSGSilEuRVNn1Wk3RsdW2G4eFhzP7yF6goyhXPMas5enS23ja1lpMnl9DT09vySddakq6YzqDN7RIcDdHGXH/99XjmmWeQujQPd39rV8WuxeFwAJKkuS6pUknBwkISO3b0iQ5FFZOTk3j05z/XTLXy7GwcxWK5PlqCSG1CknRGVi+LzheYpFOR2WyG3W5HKZcTHQrRukxOTkKSJMw/fmTVr2lra4OFSw4apq+3F6fPnNHc8GGjCAaDAIBCKgOb78ozZdPpAtzu1q66apahoSE88sgjyCeS65t9KVf/Tvz0pxsb6P8//sf1mwnPUHw+HwCO3CB92rFjB5wuJ5ZPnWWSbg2yLMPlcqKU1db9xsJCAuWygt5eY27anpiYwMMPP4zMYhSu7pDocHD+fHWOPufRUbMwSddglyvptDe7wGhcbjfyGvuhSbSa/v5+3HPPPShepWLOZrNxQ10DdXd3QymVUEylWe2iglrLYzGVvmqSLhDge98MtQ1/2aXYupJ0sql6CfiBD3ygPsNxLZIk1du/Wlk9SZfOCI6EaONMJhOuOXgNfvrwwyjnCzBZ20SHpGlerw8JjSXk5+aqozzWe+7Wm/HxcUiyjPTcvCaSdBcuxOD1eupV1ERqY5KuwZikax6P2425VEITZdBE62G32+ubwkh93d3dAID8SoJJOhUEAgEAQCGVXvVr0uk8kzpNEgqFYLVakY1E4R9bf0uO0+msz3ml9bHZbGizWjmTjnTr4MGD+MlPfoL4+YsIjLM66Gp8Xi9i87Oiw3iJubkEzGYzOjqMuRjLbrdjeGgIc7ML6NwnOhrgwoVlDA1x8Rs1T2sPFVFBfVV3nvOl1OZ2u6HkmQwloivr6uoCAORWuDxCDR6PB7LJhOIqSTpFqSCbLXCza5PIsoz+/n7kouubL0db4/V6UWQ1P+nUwMAAOkIhxM+cFx2K5vn9fs1Vzc7PJ9DV1Wno7ott27YhG4mhJHhpRyZTQCSSqlerEzUDk3QNVqukU1hJpzqn04myxga5EpF2OByOalt8Iik6FEOSZbmaqFilmiibLaBSAZN0TTQ4OIjc8gq3NjaBz+tlJR3pliRJOHjgANILS5ytuIb29naUcnmUNbTga3Exie5uY88T3LZtGwAgLXjL66VL1QdfAwMDQuOg1sIkXYPVK+mYpFOdy+VCKZdHpVIRHQoRaVRnZycKTNKpJuD3o7RKhUEmU/05yCRd8wwMDEApl1k92gRerxdlVtKRju3duxeoVJC4cFF0KJr24vmrWpDLFbG8nKmP9DCqgYEB2Ox2pGbnhcZR237e398vNA5qLUzSNVhbWxtMZjPKBe08bTEqp9OJSqUCRUNPtohIWzpDIRQTKdFhGJbf71+1miiTqZ6baxXmpL7aEHG2vKqv1u7KB4WkVz09Pejs6kLi3IzoUDStvslcI9cSi4vVB4+1kR5GZTKZMDkxgfTsgtDz7OzsCvx+P+frUlMxSacCu93GSromqFVnlDmXjohWEQqFUMzmeE5WicfjQTGbveIFdDZbfc+ZpGueUCgES1sbsrFl0aEYntvthlIqQSmVRIdCtGn79u5FeiEifO6XloVC1e2iWhmdsbRUTRZ2dnYKjkR927ZtQyGdQT4u7r2/dCnBKjpqOibpVGC32VHK5qszHjgXRjX1JB1vvoloFbU2lUJSG20qRuP1eqGUylesaM5mq7/HjcbNI8sy+np7kY+xkk5ttY24Jba8ko7t2rULqFSQnNHW9lItsdvt1fm2AhNFL7a4mIQsy/UKPyOrzaUT1fJaLJaxtJREb2+vkONT62KSTgUulwvJmUt4/jv/H/KpNMxms+iQDKlWncFKOiJaTe0iViuzZIzG6/UCAEqZaqLC2RWq/zcm6cTo6+tDbjnONkyVMUlHRtDf3w+vz4fEzCXRoWhad1cXCvGE6DAAVJN07e3tLXF/2d7ejo6ODmFJuoWFBCqVCpN01HTG/9stwDve8Q6cOXOm/u9TU1MCozEutlAR0Vrqs2SSKbS5OU+k0dxuNwCglMvBCg+cXSHEnj8FoDrcGmCSrtl6e3tRLhRQTKX5mVdR/bPPJB3pmCRJ2LljB375q8eglMuQTSbRIWlSb28vTp89i0qlAkmShMYSiaQRCvUJjaGZpqam8OjPfy7k8zk7W13CxCQdNRsr6VTQ29uLm266qf5Prd2KGos3fkS0Frvdjra2NhRX2UBKW3O1aqJcrghZltHW1tbssFpa7WYit8wNr2piko6MYvv27SgXS8gsRESHolm9vb1QSiXhozMqlQqi0XR9Tl4r2LZtG5RSCZnF5n8+5+cTsFgsLdFaTNrCJB3pFivpiGgtkiTB5/dXZ4RSw12upHvl0PF8vgSbzSq86qDV9PT0AGCSTm0ulwuQJJRyTNKRvo2Pj8NkMiF5aU50KJpVf/gheClPIpFDoVBCR0eH0DiaaWxsDLIsIzW70PRjz88n0NXVCVlmyoSai5840i2LxcKyfCJaU8DvZyWdSmoPS66UpMvlSrBarc0OqeXZbDb4AwHkl7k8Qk0mkwkOhwNlbsUknbPZbBgeGUFmrvlJEL3o6emBbDIhGxWbpItGq5V8rZSks9lsGB4eRlpAkm5hIYnu7p6mH5eISTrSLUmSYLPZRIdBRBrn8/lQZkuaKkwmE+wOB8r51SrpeI4WobenB3mNDDk3MrfbfcUENZHebJucRDa2wsrQVVgsFvT29CAbiQmNo5aka7X2y23btiEbjTX1fJvNFhGPZ9Hd3d20YxLVMElHusYbQCJai8fjQTGb5bZLlTidzitWExUKJVitPEeL0N3djXw8iYqiiA7F0DxuN2fSkSFMTEwAANJzi4Ij0a7BwUHkojGh1xLRaBqSJCEQCAiLQYTJyUkAQLqJ1Z6Li0kAQGdnZ9OOSVTDJB3pmp1JOiJag8fjQUWpoFwoiA7FkFxOJ0r5V763hUKZ7a6CdHd3o6IoyCdSokMxNLfbDeUKVaREejMwMACLxYL0wpLoUDRrZGQE5UIR+RVx8z6XlzPw+bwwm83CYhBhYGAAVpsNKQFJOlbSkQhM0pGuccMrEa3lahtIaetcLheUKyRA8/kSN7sK0tXVBQBseVWZy+ViuysZgslkwvDICLICNmjqxejoKAAgLXALbiyWQXt7a7W6AtXP58T4ODJNrPRcWkrCZDKhvb29acckqmGSjnSN7a5EtBaXywUAHPCuEofDAaVQfMXvs5JOnFp7Tn6FSTo1ud1ulPIFthWTIYRHR5GNrbDqfBXt7e1wezzILIqrNlxezrRcq2vNxMQE8skUCsnmVIgvLibR0RGEiUsKSQAm6UjXeANIRGupJemu1JJJW2e326/43haLZVbSCWKz2eD1+VhJp7L6uYUPAMgARkZGAED4cgStkiQJ42NjyMwvCZlLVy4riMezLZ2kA4BUk6rplpbSCIU4j47EYJKOdI1JOiJai9PpBMBKOrU4HA6UC4VX3LQUCmx3FamrsxOFRFJ0GIbGKl0yksHBQQBAZolJutVMTEygmMkKObcmEjlUKpWWTdJ1dXXB5XYjPa/+XDpFqSASSSEUCql+LKIrYZKOdI1JOiJai8PhAAC28Kik9v6+vOWVlXRidb6QpONWY/W43W4ArKQjY3A4HOgIhZCNREWHolljY2MA0NQFBjUrKxkAgN/vb/qxtUCSpOpcuiZUMi4vZ1AuK9zsSsIwSUe6VkvS8RaEiFZjsVggm0woX2FuGm1dbYHPi9/fcrmCcllhkk6gUCiEcqHIKi8Vsd2VjGZwYAD52IroMDSro6MD/kAAqUsiknRZAK2bpAOaV8kYiVTn3nV0dKh6HKLVMElHula7ASyVSoIjISKtkiQJdpuNlXQquZyku/z+FotlANUEKYlRa9PJs+VVNfV21zw3R5Mx9PX1oZDOMPG8CkmSsH1qCpn5BSjlclOPHY9Xk3Q+n6+px9WScDgMAEjPq7u8Y2mpmqRjuyuJwiQd6VotSVfI82KCiFZns9ugFJnMV0MtSacUL1fSMUknXq0CgHPp1ON0OgFJYkKDDKO/vx8AkIstC45Eu6amplAulpBZjDT1uPF4Fjabtf4ztxWFQiG43W6kF9RdHhGNpmC1tsHj8ah6HKLVMElHulZP0hXZxkZEq7Nabag0+al3q7DZbACA8ovOw6WSAoBJOpHa29shyzIKyZToUAxLluXq4hQm6cggenp6AAC5FW6GXs3ExARkkwmpi3NNPW48noPX623qMbVGkiSMjY0huxBRdS7d0lIKwWAHJElS7RhEV8MkHela7QawxCQdEV1FLZFEjVevpCuwkk5LTCYT/AE/8gkm6dTkcrlYSUeG4Xa74XA4kF+Jiw5Fs2w2G8bHxpBsepIuC5+vdefR1YyNjaGQzqCYSqt2jGg0w1ZXEopJOtK12g1gkUk6IroKGzdBq6ZeSVd4cSUdk3RaEOoIochKOlV53G4m6cgwJElCd08P8qyku6qdO3ciH080deZnIpFn+yWA0dFRAEB6QZ25dOWyglgsjWAwqMrrE60Hk3Ska0zSEdF6cMuoempJuhfP/CsW2e6qBcFgUNVqA6pW0il5LqUh4+jq7OQsyzXs3LkTAJC8cKkpx6tUKkgksi29NKKmu7sbNptNtZmAKytZlMsKN7uSUEzSka6ZzWYAUHUuARHpH5NF6rFYLJBkGUrplZV0tXM0iREMBlHKF1BmEkk1brcbpRy3u5JxhEIhlHJ5lLiUbVXt7e3o7etDoklJumy2iHJZYSUdqrNAR0dHkVUpSReNVh9sMUlHIjFJR7rGG28iWg9W0qlHkiRYrdaXtLtyJp021Np1Cim2vKqlNpOuoiiiQyFqiM7OTgBAgfMsr2rvnj3ILEZQzGRVP1YiUX0QwCRd1fDwMHIrCVUeQEUi1c89211JJCbpSNdYpUFE68FzhbpsNutL2l253VUbAoEAAKCQygiOxLhcLhcAsFqRDKO9vR0AuBl6Dbt37wYAJC5cVP1YySSTdC82PDwMAMgsRRv+2tFoGmazma3FJBSTdKRrvPEmovXguUJdVqsNyotmgx4/Xt16x/ddrFolAJdHqMftdgMAW17JMGpJOs6zvLru7m6EOkNInFM/SZdKVVuPmaSrGhoagiRJqiXp2tsDkGWmSUgcfvpI10wmk+gQiEgHWNGlLrvNhnKxBIvLAQDo6OjGddddx5kugjkcDthsNhR4s62ay0k6zu8iY7BarXC6XDxvrEGSJOzftx/phSWUsuom6ZPJ6vmldr5pdTabDd3d3ciqlKQLBnntQmIxSUe6xiQdEa0HzxXqstlsqJRKkF94n1/3utfh0KFDrKTTAH8ggGKa7a5qqbe7MklHBhLgeWNd9u7dC1QqiJ+fUfU4qVQOsizD4XCoehw9GRoaQi663NDlgZVKBbFYmg8YSTgm6UjXeANIROvBc4W6bDbbS2bSkXYE29tR5Ew61bCSjowo4PejlFZ/IYLe9fT0oLOzE4mzaifp8nC7XZAkSdXj6Mng4CBK+TwKycZVfKZSeeTzJS6NIOGYpCNd47wAIloPnivUZbVaoZSYpNMiVsSoy+l0ApKkersbUTP5fD4UMzxvrEWSJBw4cADphSVVz7OpVB4uF1tdX2xwcBAAkI3EGvaa0Wg14cdKOhKNdy2ka2xhI6L14LlCXayk065AIIByoYBygdtH1SDLMpwOByvpyFC8Xi/KhSIfvqzD/v37AQDxc+pV06VShXprPVX19PTAZDYjF218ko6VdCQak3Ska6yOIaL1YJJOXVarFeUXbXcl7fD7/QDAajoVudxulPNM0pFx1LaIskJ0bZ2dnejr60Pi7AXVjpFOF7g04mVMJhN6e3qQjS037DWj0TQkSapvOCYShRkO0jUm6YhoPZikU5fVakVFUaAoZdGh0MswSac+j9vNZAYZSi1JV8xwLt16HDx4EJlIDPlEUpXXT6fz1dZ6eomBgQHkoysNWx4Rjabh83lhsVga8npEm8UMB+kak3REtB48V6jLarUCAFteNaiepOPyCNW43W5udyVDqVVt8XO9Pvv37wckCfEzja+mK5UU5HJFVtJdQV9fH0qFAoqpxiyPiEbTCAY5j47E410L6Rq3HBHRerCSTl02mw0AsHzyrOBI6OW8Xi8kWeYQeBW53W7OpCNDqW8tZhv3uvj9foRHRxE/e6FhVV01mUz1z4CVdK/U19cHAMjFVhryetFomksjSBOYpCNdY5KOiNaDlXTq6uzshMlkQvzMeZjNZgQCAdEh0QtkWYbH40ExzbY1tbjdbpQLBShltnuTMdSWFDD5vH4HDx5EPp5AroEz0oDqPDqASbor6enpASQJueWtJ+ny+RKSyRyXRpAmmEUHQLQVTNIR0XowSaeukZERfPGLX6z/O99vbQn4/VhMN6YdiF7pxa2BstMhOBqirbNYLLC0tXEhygbs3bsX93/nO1g5cx729sY9qMpkqkk6bnd9JavVimAwiNxyfMuvxc2upCW8iiZdY5KOiNaDSSP1ybJc/4e0xe/3o8QB8KqptwbmuDyCjMNht6OcL4gOQzecTie2T00hcXYGFUVp2OvWknSspLuyvt5e5BtQSReNpgCA7a6kCbySJiIiw+NMOmplPp8PxUy24bOSqKqepMuy6oiMw+F0Mkm3QQcPHkQxk0V6Yalhr8l216vr6elBPpGCUtra4qpIhJV0pB1sdyUiIsNjdRe1Mp/PB6VUwul/+xHwQgF6KcvKukZhJR0ZkdPhQDy59TbCVrJz5060WduwcuY8XN2dDXlNVtJdXXd3NwAgH0+sq824XK7gnnv+6xW/n0zm4HA44HBwZAGJxyQdEREZ3tDQEK699lqYTCZ0djbmwplIL3bv3o0LFy6g9LJKA7vdXr/Boc27XEnHJB0Zh8PhQCUWgWSxiA5FN9ra2rBn9x7891NPQbmuDLkBVfyZTAFmsxkW/jlcUU9PDwAgt7J2kk4ymVBRKujuHnnFf+vuBsbGxlSJkWijmKQjXWPrDhGth9PpxO///u+LDoNIiGAwiPe85z2iwzAsq9UKs8XCTZhkKHa7HUqhCBOTQxty4MABPP7440hdnINnsG/Lr5fJFOBw2DmHexUdHR2QTSbk17E8QpJNMMkK3ve+9zUhMqLNY/8PEREREdEmSZIEt9vNSjoyFJvNhnKxKDoM3ZmcnITD6cTK2QsNeb1MpsgWzKswmUwIBoPIJ5KiQyFqGCbpSNdYSUdERESiedxulFlJRwZis9lQLjBJt1EmkwkH9u9H6uJsQ5Kc2WyB8+jW0N3VhWKcSToyDibpSNeYpCMiIiLRPB4Pyi9bHNGIVjciUWw2W/U6m9faG7Z//34opTKSM7Nbfq1qJR2TdFfT2dmJfDKJiqKIDoWoIZikI11jko6IiIhEc7vdr5hJ5xnoFRQN0dbZbDYAvNbejJGREXi8XsQb0PKacMUqqgAAIABJREFUy7HddS2hUAgVpYJCKi06FKKGYJKOdE3hExMiIiISrDaTjgkNMgqr1Vr9BT/TGybLcrXl9dI8yoXCll6LM+nWFgqFAAAFzqUjg2CSjnSNF8NEREQkmtvtRqVSQTm/tRtyIq2oJel4rb05e/fuRUVRttTyWi4ryOeLsNvtDYzMeGpJunwiJTgSosZgko50jRcOREREJJrH4wEAbnglw2Al3dYMDQ3B6/Mhfm5m06+Ry1UXT7CS7upcLhdsNhsr6cgwmKQjXSuXy6JDICIiohbndrsBAKUck3RkDG1tbQD4QHyzZFnGvr17qy2vm9zymskwSbcekiQhGAyikGQlHRkDk3Ska5xJR0RERKLVk3TZ/BpfSaQPtSQdK+k2b8+ePagoClIX5zb1/dlstX2eSbq1dXR0oMTFEWQQTNKRrjFJR0RERKKxko6MhjPptm5kZAQulwvx8xc39f21dlfOpFtbMBhEPplGhfeGZABM0pGusd2ViIiIRHM4HJBlmTPpyDBYSbd1sixj9+7dSF2cg1La+D1LNst21/Xq6OhARVFQzGRFh0K0ZUzSka4xSUdERESiybIMp8uFMivpyCBqSbpSNsfqpC3YtWsXlFIJ6fnFDX9vLUnHSrq1tbe3AwCKbHklAzCLDoBoK9juSkRERFrgdruRzHEmHRmD3W7H61//ekQiEUiShOuuu050SLo0MTEBi8WC5MwluPu6N/S9rKRbv0AgAAAopNJwCo6FaKuYpCNdY5KOiIiItMDjdmM5svFqGSItkiQJb3rTm0SHoXsWiwVTU1M4ceokKpUKJEla9/dmswXIsny59ZhW5ff7AUlCIclKOtI/truSrrHdlYiIiLTA7XZDyRdEh0FEGrNjxw4U0hnkV+Ib+r5stgiHw76hxF6rslgs8Hg8KKaZpCP9Y5KOdK1UKokOgYiIiAhut5uLI4joFaampgAAyYtzG/q+XK7IeXQbEAgEUExnRIdBtGVM0pGusZKOiIiItMDtdqNcKkEp8gEiEV3m8/nQ09uL1KWNJekymSLn0W1AeyCAUprbXUn/mKQjXWOSjoiIiLTA7XYDAErc8EpEL7N9agqZxSjKxeK6vyeXK8JmYyXdevn9fhRSaVQqFdGhEG0Jk3Ska7V2V85qICIiIpEuJ+m44ZWIXmpychIVRUFmYWnd31OdScdKuvXy+/2oKArKPAeTzjFJR7pWq6STTSbBkRAREVErY5KOiFYzMjICk9mM1OzCur+HSbqN8fv9AMC5dKR7TNKRrtWSdGYm6YiIiEggl8sFACiz3ZWIXqatrQ2jo6PIzC+u+3uYpNsYJunIKJikI12rJelMTNIRERGRQKykI6KrGR8bQza2glJ+7XNEsVhGqVTmdtcNqCfpMkzSkb4xSUe6VptJxyQdERERidTW1gaLxcLFEUR0RWNjYwCAzEJkza/NZqsLJpikWz+n0wnZZEKRG15J55ikI11TFAUAYDabBUdCRERErc7pcqGUZSUdEb3S4OAgTGYz0gtrt7zmctUkHdtd10+WZXg8HhQzTNKRvjFJR7rGSjoiIiLSCrfbzc2CRHRFFosFgwMDyC5G1/zaTKYAgJV0GxXw+1Fiko50juVHpGucSUdERERa4Xa5EFmYEx0GEWnUyMgIzj70EJRSGbL5pfcv587F8Jd/+UMAQLFY7RZiJd3G+Hw+XIosiQ6DaEuYpCNdY5KOiIiItMLtdqN8/pzoMIhIo4aHh1FRFORiy3CEgvXfl2QZDocDExPb679nt9vR19cnIkzd8nq9KGU5F5T0jUk60jW2uxIREZFWuFwubnclolUNDg4CALLR2CuSdF1dXTh06JCo0AzB6/WiXCyiXCzCZLGIDodoUziTjnStVkknM0lHREREgrlcLijlMpRiSXQoRKRBPp8Pbrcb2UhMdCiG5PV6AYBz6UjXmKQjXasl6STBcRARERG5XC4AQGp2HtnYsuBoiEhrJEnC4OAgclGeH9Tg8XgAAMUMW15Jv9juSrpWS9IRERERieb3+wEAF37y8/rvWa1WUeEQkQb19fXh2WPHoJRKkM28HW+keiVdlpV0pF88K5CuKYoiOgQiIiIiAMDExAQ+9KEPoVAoAAAsFgtGR0cFR0VEWtLb2wtUKsivJGAPBkSHYyiXk3SspCP9YpKOdI2VdERERKQVsiwjHA6LDoOINKy2sTUbW2GSrsHsdjvMZjNn0pGucSYd6Ror6YiIiIiISC+CwSDMZjPy8YToUAxHkiS4PR4UWUlHOsYkHekak3RERERERKQXsiyjs7MT+RUm6dTg9XrZ7kq6xiQd6RqTdEREREREpCfd3d0ospJOFV6PB+Uck3SkX0zSka5xJh0REREREelJKBRCPpWGwnuZhvP8/+3deXhUZZr38V9V9qQSEvZdCIuCCsjSjMOMQxRboJUecoECzSaig62BoIEgIWwCsvXQEhtRlAbDcgEXsYdl6AZplKZtARGlxQYhiGxKgLCkCFmq6nn/yJtqIokQJ6lDFd/PX5Cqes5d55xU3fmd55wTE8NMOvg1n904ori4WBMnTtTp06dVVFSk559/Xi1bttSECRNks9nUqlUrTZkyRXY7uSFunTHG6hIAAAAA4JbVqVNHklSUd9XiSgJPdHS0XAWFMh6PbGQL8EM+C+k2bNig2NhYzZs3TxcvXlTfvn11zz33KDk5WV27dtXkyZO1fft2Pfroo74qCQGAkA4AAACAP/GGdFfyLK4k8MTExEiSXAWFComMsLgaoPJ8Fi337NlTY8aM8f4/KChIBw8e1M9+9jNJ0kMPPaSPP/7YV+UgQHBNOgAAAAD+pHbt2pKkYicz6apadHS0JMl17ZrFlQA/jc9CuqioKDkcDjmdTo0ePVrJyckyxshms3kfz8vjSAIqh5l0AAAAAPyJw+FQcEiIiq4S0lU170y6a4UWVwL8ND49Sfu7777T0KFD9ctf/lJPPPFEmevPXb161fsLBdwqQjoAAAAA/sRms6lmXJyKnflWlxJwvDPpuMMr/JTPQrrz589rxIgRGjdunPr16ydJatu2rXbv3i1J2rlzpzp37uyrcgAAAAAAsETNmjVVfJWQrqr9M6RjJh38k89CusWLF+vKlStatGiRhgwZoiFDhig5OVkZGRl66qmnVFxcrMcee8xX5SDAMJ8OAAAAgL+IjY2V+xqzvapaWFiYgkNC5GLdwk/57O6ukyZN0qRJk274+YoVK3xVAgJQWFiYJCkiPNziSgAAAADg1sTGxqo4/5qCHVFWlxJQbDabHA6H3Mykg5/yWUgHVIf+/fvrwQcfVIMGDawuBQAAAABuSUxMjIwxMh6P1aUEnJjoaOVyTTr4KZ/eOAKoapGRkWrdurX32gMAAAAAcLtzOBySREhXDWJiYphJB79FSAcAAAAAgA+VTjIgpKt6nO4Kf0ZIBwAAAACAD5XOpJOHW+BVNYfDoeJrBTKGdQv/Q0gHAAAAAIAPRUZGSmImXXVwOBwyHo88xS7vz8JiHAr9/zcdBG5nhHQAAAAAAPiQN6RjtleVK52l6LrulNfQmGiFhoZaVRJwywjpAAAAAADwodDQUAUFBzOTrhqUXu/PzR1e4YcI6QAAAAAA8LHw8HCJmXRVrnQmnbuwyOJKgMojpAMAAAAAwMfCw8M43bUalHe6K+AvCOkAAAAAAPCx8LBw7u5aDaKioiRJrkJCOvgfQjoAAAAAAHwsLCxMRoR0VS08PFz2oCC5mUkHP0RIBwAAAACAj4WGhnJNumpgs9kUGRnJNenglwjpAAAAAADwMUK66uOIipKb013hhwjpAAAAAADwsZCQEDK6auJwOORiJh38ECEdAAAAAAA+FhwczEy6ahIVFSVPESEd/A8hHQAAAAAAPhYcHGx1CQErKipKHmbSwQ8R0gEAAAAA4GNBQUEyzKSrFpGRkZzuCr9ESAcAAAAAgI8FBQVZXULAioqKksftlsflsroUoFII6QAAAAAA8DG73c416apJRESEJMnNbDr4GUI6AAAAAAB8jJl01ScqKkqS5ObmEfAzhHQAAAAAAPiYzWazuoSAFRkZKUlyFxVbXAlQOYR0AAAAAAD4GCFd9fGGdJzuCj9DSAcAAAAAgI8R0lUf7zXpON0VfoaQDgAAAAAABIzSkM5TzOmu8C+EdAAAAAAA+Bgz6arPP+/uSkgH/0JIBwAAAAAAAkZQUJBCQkLkZiYd/AwhHQAAAAAACCjhERHycHdX+BlCOgAAAAAAfMwYY3UJAS0iPJyZdPA7hHQAAAAAACCgRDCTDn6IkA4AAAAAAB9jJl31Cg8Pl8dFSAf/QkgHAAAAAICPEdJVr/DwcHmK3VaXAVQKIR0AAAAAAD5GSFe9wsPDZVwuq8sAKoWQDgAAAAAAHyOkq15hYWFyc006+BlCOgAAAAAAfIyQrnqFhYXJw0w6+BlCOgAAAAAAfIyQrnqFhYXJ43bLeDxWlwLcMkI6AAAAAAB8zBgj2WxWlxGwwsLCJEmeYmbTwX8Q0gEAAAAA4GPMpKteoaGhksQpr/ArhHQAAAAAAPgYIV318oZ0brfFlQC3jpAOAAAAAAAfI6SrXt6QjtNd4UcI6QAAAAAA8DFCuurF6a7wR4R0AAAAAAD4mDFG3Dai+oSEhEiSjJu7u8J/ENIBAAAAAOBjJXd3tbqKwMU16eCPCOkAAAAAAPAxTnetXv+cSUdIB/9BSAcAAAAAgCWYSlddSkM6rkkHf0JIBwAAAACAjzGTrnoFBwdLkoyHa9LBfxDSAQAAAACAgMLprvBHhHQAAAAAACCgeGfScXdX+BFCOgAAAAAAEFC816RjJh38CCEdAAAAAAAIKHZ7SdzBNengTwjpAAAAAADwMZuNO7tWJ5vNpqDgYE53hV8JtroAAAAAAADuNHa7XcbjkfF4vLO+ULWCgoKYSQe/QkgHAAAAAICPJSQkqEaNGjLGqE2bNlaXE5AI6eBvCOkAAAAAAPCxevXqqVevXlaXEdCCguyEdPArzKkFAAAAAAABJygomJAOfoWQDgAAAAAABJyS012N1WUAt4yQDgAAAAAABBy73S4xkw5+hJAOAAAAAAAEnKCgIBnDTDr4D0I6AAAAAAAQcDjdFf6GkA4AAAAAAAScILtdxnC6K/wHIR0AAAAAAAg4JdekYyYd/AchHQAAAAAACDg2u51r0sGvENIBAAAAAICAE2S3S4R08COEdAAAAAAAIODYmUkHP0NIBwAAAAAAAo7NZmMmHfwKIR0AAAAAAAg4dk53hZ8hpAMAAAAAAAGH013hbwjpAAAAAABAwCmZSWd1FcCtI6QDAAAAAAABx2aziZQO/oSQDgAAAAAABBxuHAF/Q0gHAAAAAAACjt1ul/EQ0sF/ENIBAAAAAICAU3K6K+A/COkAAAAAAEDA4XRX+BtCOgAAAAAAEHCYSQd/Q0gHAAAAAAACjs1mk2EmHfwIIR0AAAAAAAg4nO4Kf0NIBwAAAAAAAo7dbiekg18hpAMAAAAAAAGH013hbwjpAAAAAABAwLHbiTzgX9hjAQAAAABAwGEmHfwNIR0AAAAAAAg43DgC/oaQDgAAAAAABBxm0sHfENIBAAAAAICAU3J3V6urAG4dIR0AAAAAAAg4nO4Kf0NIBwAAAAAAAg6nu8LfENIBAAAAAICAY7fbCengV4KtLsDj8Wjq1Kk6fPiwQkNDNWPGDN11111WlwUAAAAAAPxYyTXpCOngPyyfSffBBx+oqKhIa9as0csvv6zZs2dbXRIAAAAAAPBzJae7eqwuA7hllod0+/bt07//+79Lkjp06KAvv/zS4ooAAAAAAIC/s9vtMh4j5+nvrC4FuCWWn+7qdDrlcDi8/w8KCpLL5VJwsOWlAQAAAAAAP9WmTRtlZ2fL4/GoVatWVpcD3JTlSZjD4dDVq1e9//d4PAR0AAAAAADg/6Rly5ZKTk62ugzglll+umvHjh21c+dOSdLnn3+u1q1bW1wRAAAAAAAA4FuWT1l79NFH9de//lUDBgyQMUazZs2yuiQAAAAAAADApywP6ex2u6ZPn251GQAAAAAAAIBlLD/dFQAAAAAAALjTEdIBAAAAAAAAFiOkAwAAAAAAACxGSAcAAAAAAABYjJAOAAAAAAAAsBghHQAAAAAAAGAxQjoAAAAAAADAYoR0AAAAAAAAgMUI6QAAAAAAAACLEdIBAAAAAAAAFiOkAwAAAAAAACxGSAcAAAAAAABYjJAOAAAAAAAAsBghHQAAAAAAAGAxQjoAAAAAAADAYoR0AAAAAAAAgMUI6QAAAAAAAACLEdIBAAAAAAAAFrMZY4zVRVRG165d1ahRI6vLAAAAASIuLk7vvvvu/2kM+hMAAFCVqqI/gf/xu5AOAAAAAAAACDSc7goAAAAAAABYjJAOAAAAAAAAsBghHQAAAAAAAGAxQjoAAAAAAADAYoR0AAAAAAAAgMUI6QAAAAAAAACLBURIl5WVpfnz5//k1+/evVtjx46t8ueeOnVKDz/8cKXrefLJJ3Xq1KlKvw4VK91HTp06pSeffNLqciyxYsWKW37uhAkTlJWVVanxd+7cqQkTJlS2rIAzduxYFRUVVfj4tm3bdPbs2QofHzJkiHbv3l2pZa5evVoZGRmVes3tqKLP8put027dulXJ8idMmKCdO3f+n8Z4+OGHVVhYWCX13E7KW8dZWVnavn17ha+pivUpVe57tyIZGRlavXr1/7mWyqI/wa2403sU+hPfoD/56ehPbm/0KAg0ARHS3a5q1aql+vXrW10GIEl68803b/m5tWvXVt26dauxmsC1YMEChYaGVvj4e++9J6fTWeHjrPsb3WydwhqJiYl65JFHrC4DPwH9CW4n9Ce+QX9S9ehPbl/0KPBnwVYXUFU+//xzDRs2TE6nU0lJSerevbv++Mc/auXKld7nvP7664qNjdWMGTN04MABFRcXKykpSdHR0fr22281cuRI5ebmKiEhQUlJSTp8+LBmzJghSYqNjdWsWbPKLHPDhg1avny5QkND1axZM02fPl0bN27U+vXr5fF4NHr0aC1cuFBSSVp/4sQJFRYW6plnnlHv3r3LjLVgwQL95S9/Uf369XXx4kVJUl5entLS0rz/nzRpku6++26tW7dOK1euVI0aNRQSEuId6/rlXrp0ScuWLZPdblenTp2UkpJS4XhV6ZtvvtErr7yi4OBgBQUFae7cuapXr55mz56tffv2SZIef/xxDRs2TBMmTFBwcLDOnDmjoqIi9e7dWzt27NB3332nRYsWqWnTpvrNb36jvXv3yhij4cOHq1evXmWWt27dOq1evVoej0ePPPKIkpKSyt0u5dmzZ48WLFigoKAgNWnSRNOnT5fb7db48eOVk5OjBg0aaO/evdq1a1e5+0J0dHSVrrsfysrK0o4dO1RQUKBz585p6NCh2r59u44cOaLx48erR48eWrFihbZu3SqXy6Xo6GhlZGTo9OnTN2yDrKwsXb58WVOnTlVaWpqmTJmib7/9Vh6PR8nJyeratasef/xxNWvWTKGhoZo6darCw8O1b98+zZkzR8HBwYqJidH8+fPlcDi8NWZnZ2vixImKiIhQRESEatSoIUnasmXLDftfbm6uUlJSVFRUpObNm+uTTz7Rtm3byix32rRp5e6j5Y1XGU6nU2lpacrLy9PFixfVv39/DRo0SCtXrtQf/vAH2e12dezYUampqdq6dauWLFmi4OBgNWrUSHPnzpXT6dS4cePkdDrldrs1ZswYPfjgg9qxY4feeOMNSVLbtm01bdo09ejRQ1u2bNG3336r2bNny+Px6MqVK5o0aZKuXLmif/zjH0pNTdWqVau0Zs0abdq0STabTb1799bQoUOVnp6uuLi4cuuw2/95XOXTTz/VrFmzVKNGDdntdnXo0EGSlJmZecOY3377rff3rVGjRjp9+rQyMzOVkJCg+Ph4xcfHa8SIEUpPT1dhYaHCwsL06quvqkGDBuWOV52++OILjRgxQrm5uRo4cKCeeuopPfzww9qyZYu+//77ct9HUVGRXn75ZZ05c0axsbFauHChQkJCvGOWt52PHz+uSZMmqbi4WOHh4VqwYIEkac2aNXrnnXfkdDo1depUtWvXTkuXLtXmzZsVHByszp07a9y4cbpy5Uq5+4Sv+Pqztrx1vHjxYtWuXVsDBgzQtGnT9OWXX6p27do6ffq094/u8tbnj72HOnXq3PJ39FdffaVXX31VQUFB3n22YcOG5W4vK9Gf3B79iUSPUlXoT+hP6E/oT34MPYr/9Ci4TZkAsH79ejNy5Ejj8XjM+fPnTUJCgnG73ebNN980+fn5xhhj0tPTzf/8z/+YrVu3muTkZGOMMTk5Oea///u/zSeffGJ69+5tCgsLTX5+vvnZz35mjDGmf//+5siRI8YYY9auXet9bnJyssnNzTU9evQweXl5xhhjZs6caTIzM8369evNqFGjytSXl5dnunfvbi5cuGAuXLhgNmzYUObxw4cPm4EDBxq3223y8vLMgw8+aE6ePGnmzp1rVq5caYwx5ptvvjEDBgwwFy5cMD//+c9Nfn6+cblcZtCgQWb9+vVllnvx4kXTq1cv73tPSUkxu3btKne8qrZixQozffp0U1RUZD7++GNz+PBh8+c//9m88MILxuPxmKKiItOvXz9z6NAhk5qaahYtWuTdPnPmzDHGGPP666+b3//+9+bDDz/0bquCggLTp08fc/nyZe+yzp8/bx599FFz7do143a7zcyZM82pU6cq3C7z5s0zJ0+eNP379zcej8f8/Oc/N+fPnzfGGLNgwQKzZs0as2zZMm8dR48eNffcc48xpvx9obqtX7/ePP3008YYYzZt2mT69etnPB6P+dvf/maef/5543a7TUZGhnG73cYYY0aMGGE+/fTTcreBMcb867/+qzHGmJUrV5q5c+caY4zJzc01vXv3NsYYk5CQYA4ePFimhtmzZ5u3337buN1us23bNnP69OkyjyclJZldu3YZY4x56623TGpqaoX738yZM82KFSuMMcbs2rXLJCQk3LDc8vbRisarjC+//NL86U9/MsYY8/3335tHH33UGGNMYmKi2b9/v3e9FBcXm6SkJLNp0yZjjDHvv/++uXz5spk9e7ZZtmyZ9/UJCQmmsLDQJCQkePehjIwMc/r0aZOQkGAKCgrM5s2bzaFDh4wxxmzYsMGkpaUZY4wZPHiwOXr0qDly5IgZMGCAcblcxu12myFDhpjs7Owy6/aHdVwvMTHRHDt2zBhjzOTJk83ChQsrHPPXv/61+fDDD40xxqxZs8YMHjzYGGPM3XffbXJzc40xxowZM8b7nI8//ti89NJLN62xqq1fv94MHz7ceDwec/LkSdOrVy9jjPGu04reR9u2bc3JkyeNMSXr94svvrhhXf1wO48aNcp89NFHxhhjNm/ebP7yl7+Y1NRU87vf/c5by5QpU8yhQ4dMv379TFFRkfF4POaFF14wf/7zn8vdJ9xut7fW6ubLz1pjyl/HCxcuNKtWrTLbtm0zY8aMMcYYc+HCBdOpUydz8uTJctfnzd5DZb6j+/bta7766itjjDHbtm0zSUlJFW6v0lp9jf7k9ulPjKFHqSr0J/Qn9Cf0Jz+GHsU/ehTcvgJmJl2nTp1ks9lUq1YtRUdH69KlS6pVq5ZSU1MVFRWlY8eOqUOHDvrmm2+8R3Tq1KmjsWPHavfu3WrVqpV3unJwcMlqyc7O1rRp0yRJxcXFat68uXd5J0+eVMuWLb1H7bp06aJdu3apffv2ZZ4nSQ6HQ+np6UpPT5fT6VSfPn3KPH706FHdd999stvtcjgcat26tSTp66+/1ieffKItW7ZIkq5cuaITJ06oRYsWioiIkCQ98MAD3nFKl3vixAnl5ubqueeekyRdvXpVJ0+eLHe8qtavXz8tWbJEI0eOVHR0tMaOHavs7Gx17txZNptNISEhat++vbKzsyWVHN2TpJiYGMXHx3v/XVRUpK+//loHDx7UkCFDJEkul0tnzpxRTEyMpJJt0KpVK4WHh0uSJk6cqAMHDlS4Xa6Xm5urnJwcJScnS5IKCgrUrVs35ebm6qGHHpIktWjRQjVr1pT04/tCdWrTpo0kKTo6Wi1atJDNZlONGjVUWFgou92ukJAQvfTSS4qMjNT3338vl8tV7ja43tdff619+/bpwIEDkkrWa+mR4R++r1GjRmnx4sUaNmyY6tWrV+YIkyQdOXLE+7OOHTvq2LFjFe5/2dnZ6tu3rySpc+fOZcYpXW5F+3x541VG7dq1tXz5cm3dulUOh0Mul0uS9Nprr2np0qWaP3++OnToIGOMXnnlFb311ltavXq14uPj1aNHD2VnZ+uJJ56QJNWrV08Oh0Pnzp1TTEyMatWqJUl68cUXyyyzbt26WrRokcLDw3X16tUyR/hL3+uZM2c0fPhwSdLly5d14sQJ7+9BeXVc7+zZs9711rFjR504caLCMbOzs72fFZ06ddLGjRslSXFxcYqLi/PW89Zbb+mdd96RMUYhISE3rbE6tG3bVjabTXXq1FFBQUGZxyp6HzVq1FDjxo0llWzra9eulXldedv5m2++8Y5VOttn06ZNuvfee73jFBQU6NixY2rfvr33yHfnzp115MiRcveJ3Nzc6lgl5fLlZ6304+u49PtVkmrWrFlm//jh+rzZe6jMd3ROTo73M7JLly76zW9+U+H2shL9ye3Rn0j0KFWJ/oT+hP7kn+hPyqJH8Z8eBbengLkm3d///ndJ0rlz55Sfn6+QkBAtXLhQCxYs0IwZMxQWFiZjjOLj473PzcvL0zPPPCNJstlsN4zZvHlzzZkzR5mZmRo3bpz+4z/+w/tY48aNlZ2drfz8fEklpyWUfiFdP+VbKvklPXjwoH73u9/p7bff1rx587xfwqXLOXDggDwej/Lz83X06FFJUnx8vIYPH67MzEz99re/1RNPPKGmTZvq2LFDrp1UAAAODklEQVRjKigokMfj8TYy1y+3cePGatCggZYuXarMzEwNHjxY7du3L3e8qrZ9+3Z16tRJy5cvV8+ePfXOO++oRYsW3qnNxcXF2r9/v+666y5J5a/3UvHx8eratasyMzO1fPly9erVy/sBLMm7Lkov2Dp69GjVqlWrwu1yvbi4ONWvX1+LFi1SZmamRo0apa5du6p169bav3+/pJI/Jq5vDivaF6rTj62fQ4cO6YMPPtBvf/tbpaeny+PxyBhT7jaQJGOMpJL1+otf/EKZmZlasmSJevbs6T0N5If77saNG9W3b19lZmaqVatWWrt2bZnH4+Pjvevryy+/lFTx/nf9uv3888/LjFO63PL20YrGq4ylS5eqQ4cOmj9/vnr27OldF2vXrtW0adO0YsUK/eMf/9D+/fu1Zs0aJSUleS9kvW3bNrVo0UKffvqppJLm88qVK6pTp46uXLmiS5cuSZJ3+nupmTNnavTo0ZozZ45at27tXabNZvN+FrVs2VLvvfeeMjMzlZiY6P0DWFK5dVyvTp063uam9DOtojGvX/dffPHFDeu99LUpKSnKzMzUtGnT9Nhjj920xurwY/t8Re/jx14jlb+dW7Ro4V1vGzZsUGZmZrljxcfH68CBA3K5XDLGaO/evWrevHm5+0RsbGzl3/BP5MvP2pu9vlWrVt7f6cuXL+v48eO39Lry3kNlvqPr1q2rQ4cOSZL27t2rZs2aVbi9rER/cnv0JxI9SlWiP6E/oT/5J/qTsuhR/KdHwe0pYGbSFRQUaOjQocrPz9f06dPlcDjUsWNH9e3bV5GRkYqJiVFOTo4SExP1t7/9TQMHDpTb7dYLL7xQ4ZhTp05Vamqq3G63pJIvtZycHEklSXxSUpKGDh0qu92upk2bKiUlRZs3b75hnDp16ujcuXP6z//8T0VGRmrEiBHelF0qORrZs2dP9evXT3Xr1vUe+Ro1apTS0tK0du1aOZ1Ovfjii6pZs6aeffZZDRo0SLGxsSosLFRwcHCZprpmzZoaPny4hgwZIrfbrUaNGqlXr17ljlfV7rvvPo0bN04ZGRmy2+165ZVXdO+992rPnj166qmnVFxcrJ49e3qPXPyYhx9+WHv27NGgQYOUn5+vHj16lDnaV7ouBg8eLJvNpoSEBDVq1OiWtovdbldaWpqee+45GWMUFRWluXPn6oEHHtCECRP0q1/9Sg0bNlRYWJik8vcFq911112KiIhQYmKiQkNDVadOHeXk5KhDhw43bAOp5Kh7SkqKZs2apUmTJmnw4MFyOp0aNGjQDc1vqfvvv18TJkxQZGSkQkJCbrh2zpQpUzR27Fi9++67qlmzpsLCwirc/5599lmNHz9eW7ZsUd26dcv8DpSqaJ8vb7zKSEhI0NSpU7Vx40bFxsYqKChIRUVFuvvuu9WvXz/FxcWpXr16at++vZxOp55++mnFxsYqKipK3bt3V0JCgiZOnKg//elPKigo0PTp0xUaGqopU6bov/7rv2S329W2bVvdf//93mX26dNHv/71r70XaC/9Y+qBBx7Q+PHjtXTpUj344IMaOHCgioqK1K5dO9WrV8/7+nbt2t1Qx/XmzZvnnYkTFRWlGjVq6J577il3zJSUFE2cOFFLly5VdHR0ues+NTVVU6dOVWFhoQoKCpSWllbheFa5lfdRnvK28/jx4zV58mS9+eabCg8P17x583Tw4MFyX9urVy8NHDhQHo9HnTp1Uo8ePdSlS5cb9olbracq+PKz9ma6d++unTt3asCAAapdu7bCw8PLXHOnMu+hbdu2t/wdPWPGDL366qsyxigoKEizZs1SkyZNyt1epY2yFehPbo/+RKJH8RX6k1tHf0J/Emj9iUSPIvlPj4Lbk82UHj6BX3C5XFqyZImef/55SdKvfvUrJScnq0uXLhZXFhg+++wz5efn69/+7d90/PhxjRw5Uh988IHVZQWEjz76SHFxcWrXrp0+/vhjLV68WO+9957VZd0RNmzYoPbt2+uuu+7SunXr9Nlnn+m1116zuqxKC5T3EWiys7N16NAh/eIXv9DFixf1+OOPa8eOHdzx7g5Df1L96FGqB/2JdQLlez1Q3kcgokeBPwqYmXR3iuDgYF27dk19+/ZVSEiI2rVrd8P1M/DTNWnSRC+99JLeeOMNuVwuTZ482eqSAkbjxo01ceJEBQUFyePxKC0tzeqS7hgNGjTQ2LFjFRERIbvdfsOdIP1FoLyPQNOgQQPNnz9fy5cvl9vtVkpKCs3vHYj+pPrRo1QP+hPrBMr3eqC8j0BEjwJ/xEw6AAAAAAAAwGIBc+MIAAAAAAAAwF8R0gEAAAAAAAAWI6QDAAAAAAAALEZIB6BaHD58WHv37q3w8d27d2vs2LE3/dlP1a1bt1t6ntvt1jPPPKOBAwfq8uXL1bKMmyksLNS6deskSVlZWdq+fXuVjAsAAMqiP7l19CcA4HuEdACqxdatW3X06FGry7ipc+fO6eLFi1q9erVq1KhhWQ2lTXBiYqIeeeQRS+oAACDQ0Z9Urgb6EwDwrWCrCwDgW6VHQp1Opy5evKgXXnhBjz32mP74xz9q5cqV3ue9/vrrOnLkiObPn6+QkBA9+eSTatiwoRYsWKCgoCA1adJE06dP18aNG/XRRx+poKBAJ06c0LPPPqtu3brp/fffV0hIiO69916dOXPmhrFvZsuWLVq2bJnsdrs6deqklJQUJSYmauHChWrcuLG2bNmiffv2acyYMUpLS9PFixclSZMmTdLdd99d7pgbNmzQ8uXLFRoaqmbNmmn69OlKT0/X8ePHNXnyZE2fPt373MOHD2vGjBmSpNjYWM2aNUuRkZFKT0/X0aNH1aRJExUVFUmSJkyYoN69e+uhhx7Szp079b//+7+aPXu21q1bp9WrV8vj8eiRRx5RUlKSVqxYoa1bt8rlcik6OloZGRlavHixjh49qjfeeEPGGNWuXVsDBw7U7NmztW/fPknS448/rmHDhmnChAkKDQ3V6dOnlZOTo9mzZ+vee++t5F4AAMDthf6E/gQAwEw64I6Un5+v3//+91q6dKlmz54tl8ul48eP6+2331ZmZqaaN2+uXbt2SSo51WHVqlX65S9/qfT0dL3xxhtasWKF6tWrp/fff1+S5HQ69dZbb+nNN9/U22+/rXr16qlv374aPny42rVrV+HYFbl06ZIyMjK0bNkyrV69WmfPntVf//pX9evXT3/4wx8kSe+//76efPJJLV68WP/yL/+izMxMvfrqq5o6dWq5Y168eFEZGRlavny5Vq9erejoaK1Zs0ZTpkxRy5YtyzTAkpSenq4pU6YoMzNTDz30kN555x3t3LlThYWFWrt2rV5++WVdu3atwvdw4cIFLVmyRKtWrVJWVpby8vLkdDp16dIlLVu2TKtWrZLL5dLf//53jRo1Si1bttSLL77off2OHTt06tQprV27VqtWrdKmTZt0+PBhSVLDhg317rvvasiQIVqzZs2Pb2wAAPwE/Qn9CQDc6ZhJB9yBunTpIrvdrtq1aysmJka5ubmqVauWUlNTFRUVpWPHjqlDhw6SpObNm0uScnNzlZOTo+TkZElSQUGBunXrpqZNm+qee+6RJDVo0MB79PZ6FY1dkRMnTig3N1fPPfecJOnq1as6efKk+vTpo4EDB6p///5yOp1q3bq1vv76a33yySfasmWLJOnKlSvljnny5Em1bNlSDofDuw527dql7t27l/v87OxsTZs2TZJUXFys5s2b68iRI2rXrp2kkka0QYMGN7zOGONdXqtWrRQeHi5JmjhxoiQpJCREL730kiIjI/X999/L5XJVuPzOnTvLZrMpJCRE7du3V3Z2tiSpTZs2kqT69evrs88++5E1CQCA/6A/oT8BgDsdIR1wBzp48KAk6fz583I6nYqIiNDChQv14YcfSpKefvppbzNnt5dMuI2Li1P9+vW1aNEiRUdHa/v27YqMjNR3330nm812wzJsNps8Ho/y8vIqHLsijRs3VoMGDbR06VKFhIQoKytLbdq0kcPh0H333afXXntNiYmJkqT4+Hj16dNHTzzxhC5cuOC9dkp5Y2ZnZys/P1+RkZHas2ePt8EvT/PmzTVnzhw1bNhQ+/bt07lz5xQcHKzNmzdr2LBhOnv2rM6ePStJCg0N1blz5yRJX331lSSpadOmOnbsmIqKihQaGqrRo0dr8ODB+uCDD7Ru3Tpdu3ZNiYmJMsbIbrfL4/GUWX6LFi2UlZWl4cOHq7i4WPv371ffvn296xYAgEBDf0J/AgB3OkI64A50/vx5DRs2THl5eZoyZYocDoc6duyovn37KjIyUjExMcrJyVHjxo29r7Hb7UpLS9Nzzz0nY4yioqI0d+5cfffdd+Uu47777tPcuXPVokWLm479QzVr1tTw4cM1ZMgQud1uNWrUSL169ZIk9e/fXyNHjtSsWbMkSaNGjVJaWprWrl0rp9NZ5pSMH46ZlJSkoUOHym63q2nTpkpJSfE2rz80depUpaamyu12S5Jmzpyp5s2ba9++ferfv78aNmyouLg4b00TJ07Uxo0b1axZM+/ynn32WQ0ePFg2m00JCQm6//77FRERocTERIWGhqpOnTrKycnRAw88oOLiYs2bN897ZDshIUF79uzRU089peLiYvXs2ZNruwAAAhr9Cf0JANzpbOZmh4wABJSsrCwdO3ZMKSkpVpcCAAAgif4EAACJG0cAAAAAAAAAlmMmHQAAAAAAAGAxZtIBAAAAAAAAFiOkAwAAAAAAACxGSAcAAAAAAABYjJAOAAAAAAAAsBghHQAAAAAAAGCx/wdNLt9lncyVhgAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Facet along the columns to show a categorical variable using \"col\" parameter\n", - "plt.figure(figsize=(11,9))\n", - "sns.catplot(x=\"parental level of education\" , y = \"math score\", hue= \"test preparation course\",\n", - " col=\"lunch\", kind=\"violin\",palette=\"Set3\" , height=8, aspect=1 ,data=stdperf , split = True , cut =0)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Strip Plot" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Strip plot is a scatter plot where one of the variables is categorical." - ] - }, - { - "cell_type": "code", - "execution_count": 787, - "metadata": {}, - "outputs": [], - "source": [ - "# Recover default matplotlib settings\n", - "mpl.rcParams.update(mpl.rcParamsDefault)\n", - "%matplotlib inline\n", - "sns.set_style(\"white\")" - ] - }, - { - "cell_type": "code", - "execution_count": 788, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(11,8))\n", - "sns.stripplot(x=employment.Unemployed)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 789, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA8kAAAHhCAYAAABdrPzrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3Xd81dX9x/HXvbnZN3uSQAgJMyAzgiCgLAEXipP+1DpbR911V611tWqpq446atVqi3VvEWQKYa+wTICQBYTsndzx++OGG64JiJLkm9y8n4/HfZhzvuf7zftWm+Rzz/d7jsnpdDoREREREREREcxGBxARERERERHpLFQki4iIiIiIiDRRkSwiIiIiIiLSREWyiIiIiIiISBMVySIiIiIiIiJNVCSLiIiIiIiINFGRLCIiIiIiItJERbKIiIiIiIhIExXJIiIiIiIiIk0sRgfoLMaMGUNiYqLRMURERERERKQd5Ofnk5GR8ZPjVCQ3SUxM5IMPPjA6hoiIiIiIiLSD2bNnH9M43W4tIiIiIiIi0kRFsoiIiIiIiEgTFckiIiIiIiIiTVQki4iIiIiIiDRRkSwiIiIiIiLSREWyiIiIiIiISBMVySIiIiIiIiJNVCSLiIiIiIiINFGRLCIiIiIiItJERbKIiIiIiIhIExXJIiIiIiIiIk1UJIuIiIiIiIg0UZEsIiIiIiIi0kRFsoiIiIiIiEgTFckiIiIiIiIiTVQki4iIiIiIiDRRkSwi4sVK6krYXrIdm8NmdBQRERGRLsFidAAREWkfH2V9yL8y/4ndaScmMIaHT36UBGui0bFEREREOjXNJIuIeKGKhgre3PoGdqcdgKLaIt7d/o7BqUREREQ6PxXJIiJeqKyutMUt1kW1RQalEREREek6VCSLiHihXiFJ9A7t7dE3PnGCQWlEREREuo52K5I3btzIpZdeCkBOTg5z5szhV7/6FQ8++CAOhwOA559/nvPPP5+LL76YTZs2tetYEZHuotHRyLd755MWNZiTeoxlROxIrh/2O85MOcvoaCIiIiKdXrss3PXKK6/wySefEBgYCMDjjz/OLbfcwpgxY3jggQdYsGABCQkJrFq1ivfee4/CwkJuvPFG3n///XYbKyLSXTy1+glWFH4PgAkTd5x4l2aRRURERI5Ru8wkJyUl8dxzz7nbmZmZjB49GoCJEyfy/fffs3btWsaPH4/JZCIhIQG73U5JSUm7jRUR6Q4O1h50F8gATpx8tutTAxOJiIiIdC3tUiRPnz4di6V5ktrpdGIymQAIDg6msrKSqqoqrFare8yh/vYaKyLSHfiYfDD/6Ee7r1m7/YmIiIgcqw5ZuMtsbv421dXVhIaGYrVaqa6u9ugPCQlpt7EiIt1BREAEM/rMdLctZgvn97/QwEQiIiIiXUuHFMlpaWlkZGQAsGTJEtLT0xk5ciTLli3D4XBQUFCAw+EgMjKy3caKiHQX1w67nodPfoxrh13PC1NeZljMcKMjiYiIiHQZHXIP3l133cX999/P3LlzSUlJYfr06fj4+JCens5FF12Ew+HggQceaNexIiLdybCYYQyLGWZ0DBEREZEux+R0Op1Gh+gMZs+ezQcffGB0DBEREREREWkHx1rzdcjt1iIiIiIiIiJdgYpkERERERERkSYqkkVERERERESaqEgWERERERERaaIiWURERERERKSJimQRERERERGRJiqSRURERERERJqoSBYRERERERFpoiJZREREREREpInF6AAiItI5FNUU8d8d77Kveh/jEsZxesqZRkcSERER6XAqkkVEBIfTwYPf/4G8qjwANh3ciBM4Q4WyiIiIdDMqkkVEuplGeyP/2fEO6w+sJzk0mUvTLqOsvsxdIB+yLH+pimQRERHpdlQki4h0M29ufYOPsz8CIKvsBwqqC7hn9H1YTBZsTpt7XGxQnFERRURERAyjhbtERLqZlYUrPNpbizMxAb8efDkWk+uz0/jgHswZOMeAdCIiIiLG0kyyiEg3k2BNZH/Nfnc7zD+cIN9gZvU9l4k9T6W47iB9wlLwMfkYmFJERETEGJpJFhHpZq4ccpX7VupgSzDXD7sBi9n1mWlEQAR9w/upQBYREZFuSzPJIiLdTO/QZF6e9gr5lfnEBcXibwkwOpKIiIhIp6EiWUSkG/Ix+ZAUmmR0DBEREZFOR7dbi4iIiIiIiDTRTLKIiLTQaG/k5U0vsij3OyICIrjqhGs4qcdYo2OJSGsqC+GjK2DXt9BjBMx6HeJOMDqViEiXpZlkERFp4ZPsj/gm52saHA3sr9nPU6ufoKK+3OhYItKaL34H2V+D0w4Fa+B/x7F9W/5qyHgOCje0XT4RkS5GRbKIiLSwrWSbR7vB0UB2+S6D0ojIUeV+79kuyoS6X/Ch1oq/wSuj4cub4OURsO61tsknItLFqEgWEZEWBkWlebT9zH6khqcalEZEjqrXyZ7t2CEQEPbzr7P44R+1//TLM4mIdGF6JllERFo4O3UW+6v38V3uQiICIrlqyNWE+oUaHUtEWnP689BY0/xM8tm/YAbY6QR7g2efrb5t8omIdDEqkkVEpAVfsy/XD/8d1w//ndFRROSnhMTDJV8c3zVMJhhzIyz7c3PfSTcf3zVFRLooFckiIiIiAlMeg4R0yMuA3hNhwJlGJxIRMYSKZBERcVuev4w3t/6LqoZKpiWfxmVpl2M2afkKkW7BZIK081wvEZFuTEWyiIgAUFRTxFNrnsDutAPwwQ/vkxCcyGnJ0w1OJiIiItJxND0gIiIA7Cjd7i6QD8kszjQojYiIiIgxVCSLiAgAfcP7Yf7Rr4UBEf0NSiMiIiJiDBXJIiICQHxwPDeOvJlw/3B8zb7M7HM605NnGh1LREREpEPpmWQREXGbkjSVKUlTcTgdWrBLREREuiX9BSQiIi2oQBbpZg7ugI+vhv+eBz98aXQaERFDaSZZREREpDurq4DXJ0BNkau97UP49QLoM8nYXCIiBtFUgYiIiEh3tmt+c4EMgBM2v2tYHBERo6lIFhEREenOQhJb9oW20ici0k2oSBYRERHpznqdBMOvaG7HngCjf2dcHhERg+mZZBEREZHu7pzX4eQ7oK4MEseAWfMoItJ9qUgWEREREYgZZHQCEZFOQUWyiIiIiLfYtRDWvwYB4TD2dohMMTqRiEiXoyJZRERExBvkLIW3poHT4WpvfR9uygJ/KxzIhC9vhoPbYcBZcNpfwS/I2LwiIp2UHjgRERER8Qab/t1cIANU74fsr8HhgHfPht0LoDIf1rwE391vXE4RkU5ORbKIiIiIN7DGt95Xusv1Olz2/I7JJCLSBalIFhEREfEGo2+A6IHN7SFzIOlkCOsFQdGeY3uM6NhsIiJdiJ5JFhHxcgVVBXy95ysApifPIMGaYHAiEWkXwTFw3WbYu8y1cFeP4a5+iz+c+xZ8crXrduukCTD1L8ZmFRHpxFQki4h4seLag9y++BaqG6sB+CbnK56f/AJRgdE/caaIdEk+Fuhzasv+fjPg1r3QUAkBYUe/RmOdq7A2mdoloohIZ6fbrUVEvNjS/KXuAhmgurGapflLDUwkIoYxm49eINeVw7uz4NEgmNsLtn/ccdlERDoRFckiIl6oqqGKens9QZaWW7y01iciwuKHYccngNN1W/b7/wd1FUanEhHpcLrdWkTEizTaG/nbur+yPH8Z/j7+nN//AvqE9mF3xW4AkkP7MLHnKQanFJFOqWCNZ7ux2rWvcs/RxuQRETGIimQRES/y5Z4vWNZ0O3WdvY63t73Fs5Oe50DNAQBGxo3CYtaPfhFpRZ9JkLO4uR0YBXFDjcsjImIQ/aUkIuJFdpfvbtGXW5nLhJ4TDUgjIl3K+Luhuggy50FEH5j+N/ANMDqViEiHU5EsIuJFRsaOZMHe+e62xWzhw6wPeGb90wyPGc6NI24mzP8nVrYVEe+z/RPY9S3EDgZbPZTthoHnQPJhj19Y/OGM510vEZFuTEWyiIgXmdBzIgdrD/JNztdYfa2U1JWQVfYDAKv2ZfCPTS9xx4l3GZxSRDrUir/B17e17F/5DFz4P0ib3fGZREQ6MRXJIiJe5tx+szm332wqGyr5vy8u9jiWWZxpUCoRMcyqvx/hgBNW/11FsojIj2gLKBERL2X1tZJo7enRNyBigEFpRMQwfsFHPuZ7lGMiIt2UimQRES9lMpn4ffqd9AlLwYSJYTHD+c3Qa42OJSId7ZQHweTTst83CCbc0/F5REQ6Od1uLSLixVLDU3lm0nM4nU5MJpPRcUTECGmz4cYdsPs76DECGqqhJAv6zoDQBKPTiYh0OiqSRUS6ARXIIt1cZKrrdUjyYdvCFayDFXPB3gCjb/Bc8VpEpBtSkSwiIiLSXZXnwT8nQmO1q739Q/jNWogfamwuEREDqUgWERHxYj8s2s2OBdkEhPkz8sITiEwKNzqSdBaFG1zbQx0qkAEcNtj6nopkEenWVCSLiIh4qd0r9rLwb8vd7fyN+/jVK+fiG6Bf/93eksdg4X2tHwvt2Xq/iEg3odWtRUREvNSu7/d6tOsq6inYss+gNNJuHA6w2459fEMNLHmk9WNJE2DopW2TS0Ski1KRLCIi4qVC4qwt+kJjW/ZJF7b2VXgqDh4Ngk9+c2zFsr0B7PWefeF94JrVcOUS8Atqn6wiIl2EimQREREvNfTsQUSnRgJgMpsYPnswEXom2XsUZ8Gnv4Gag+BohHWvwNp/QH0VNNYd+bzAcBhysWffSbdAYnr75hUR6SL0UJKIiBfYXb6L8vpyhkSfgMXc9j/a86vy+TjrQ2pttUxPnsGQ6BPa/HtI2wsI9ee8uadTvKeUgBB/gqM0Q+hVCtcCTs++jGfgq5vBxw9OvgtOfaD1c2f9E5LGw/5NkDodBp3T7nFFRLoKFckiIl3c02vnsjB3AQDxQfE8PuEJogKjPMbU2+tZnLuIkroSxieOp2dIr2O+flVDFXct+T0VDRUALM1fwl8mPMmAyIFt9yakXUUlRxgdQdpDr3FgtrhWpD6keKfrnw4bLHoQUqdBr7Etz7X4wYnXuWadGyo7Jq+ISBeh261FRLqwrLIf3AUywL6afXyS/bHHGKfTyYPf38/zG57lne1vc/N3N7K9ZDsV9eW8sukfPLD8D3yS/TEOp6PV77H2wBp3gQzgcDpYnLeoXd6PiPwMYb3ggnkQPQiC4yDxpJZj9m048vnLn4InY+GvCfDWDKhXsSwiAppJFhHp0srry1v0ldWXebR3lu5ga3Gmu93oaOTzXZ9yoOYA20q2ArChaD11tjouHHBRi+tF+LechYwIiDze6NJGygsq2LFwFxZ/CwOnpRIUHmh0JOlIg851vQCyvoa3ZzQfM/lAn8mtn1eSDfPvxH27dvbX8Gx/sNfB4Ath5rNg8W/X6CIinZVmkkVEurAToocSHRjjbpswMTnJ849iH7NPi/NsDpu7QD5kaf6SI36PcQknu9u9Q3szI3nm8cSWNlJeUMH7t37B+ve2sPrtDXz4+69orG00OpYYpe90OP3vEDUA4ofDBf+F6AGtjy3aRovnmav3QV2Za/GvZX9u97giIp2VZpJFRLowPx8//jLhCT7K+oiKhnImJ01lWMxwjzF9w/sxInYk6w+sAyDAJ4CzU2ex7sBaam217nGFVQXM/mQWp/acxHXDbsDXxxcAk8nE3aPvJbssm1pbLYOiBuFjall4S8fbviCbxrrm51GriqrZsyqPfqf0MTCVGGr09a7XT0kaD/6hUF/R+vGc1j80ExHpDjqsSG5sbOTuu+8mPz8fs9nMww8/jMVi4e6778ZkMtGvXz8efPBBzGYzzz//PIsWLcJisXDvvfcydOhQcnJyjnusiIg3igmK5ZqhvznqmPtPepCVhSsoqSthbI9xxATFcMWQq/jHppewNS360+BoAODbvfNJsCZwfv8LPa6RGp7aPm9AfjFf/5a/xi1++gBDjkFgOFzyFXz3AFTucy341fQzAIDE0cZlExExWIdVjosXL8Zms/Gf//yHG264gaeffprHH3+cW265hXfeeQen08mCBQvIzMxk1apVvPfee8ydO5eHHnoI4LjHioh0ZxazhfGJEzg7dRYxQa7bs2ckz+T16f/iyiFXtxi/o2RHR0eUX2DgtL4e2zrF9IsiKT3RwETSpfQaC5fNhxs2w0X/g7DerueYB18IE+4zOp2IiGE6bCa5T58+2O12HA4HVVVVWCwWNmzYwOjRrk8qJ06cyPLly+nTpw/jx4/HZDKRkJCA3W6npKSEzMzM4xo7bdq0jnqrIiJdRrh/OJOTpvD21jfdM8kAaVFpBqaSYxUUEciFz5/Jnow8LAEWeqcn4uOrmWT5BQac5Xo57NDKOgYiIt1JhxXJQUFB5OfnM3PmTEpLS3nppZdYvXo1JpMJgODgYCorK6mqqiI8PNx93qF+p9N5XGNFRKR1oX6h3DX6Hl7f8ioldSVM6jWZs1JnGR1LjpFfkB/9J6UYHUO8hQpkEZGOK5LfeOMNxo8fz+23305hYSG//vWvaWxsXoGzurqa0NBQrFYr1dXVHv0hISEezxT/krEiIt3Z7vLdLM9fRnRgNJN6TcLfEuBx/MT40ZwYr2cQRbqV+kqoLYHw3kYnERHpVDrsmeTQ0FBCQkIACAsLw2azkZaWRkZGBgBLliwhPT2dkSNHsmzZMhwOBwUFBTgcDiIjI497rIhId7Xl4GZuW3Qz83b+hxc2Ps8fVzz4s84vrSvhxY1/575l9/Bx1kc4nI52SioiHWb1i/BUPDydDK+OheoioxOJiHQaHTaTfPnll3Pvvffyq1/9isbGRm699VaGDBnC/fffz9y5c0lJSWH69On4+PiQnp7ORRddhMPh4IEHHgDgrrvuOq6xIiLd1We7PsXutLvbmcVbyC7LIjW87zGd//DKh8gqywJg88FN2ByNnNf/gnbJKiLHac9i2PYBRKTCyKvBL6jlmKr98OXN4Gi6oy9vJSx5FGY+3bFZRUQ6KZPT6XT+9DDvN3v2bD744AOjY4iItLm/rnmSxXmLPPqem/x3eocm/+S5+6oL+c18z9WvU8NS+dukZ9swoYi0ia3vw7zzm9spU12rV//Y3u/h9ZM9+1JPg0u/bt98IiIGO9aaT5sHi4h4uVl9zyHAp/kZ5JN6jD2mAhkg1C8Mfx9/j77YoLi2jCcibWX1i57tXd9C8Q8tx5XtAUugZ1//s9otlohIV9Nht1uLiIgx+ob344WpL5NRuJKowKiftUBXkG8QVw25hn9sfgmbw0Z0YAyXpF3ajmlF5BfzC/5Rhwl8f3S79cpn4aubm9v+YTDhHhh9Q7vHExHpKlQki4h0A9GB0ZyRcuYvOndGn5mMTRjH/pp9pISlYjHrV4dIpzT+HtfscWONq51+LYQmeo5Z94pnu74CRlwJTVtnioiIimQRETkGYf5hhPmHGR1DRI6m10lwUzZkfQWRqdB7QssxARGebUtAy1uvRUS6OT2TLCIiIuItQuJhxOWtF8gAk/7kWRSf8gD4WzskmohIV6GZZBEREZHuos+pcMse2LMIYodAbJrBgUREOh8VySIickQLcuazMHchEQERXDTgYnqFJBkdSUSOlzUWhlxodAoRkU5LRbKISDextyKH+Tnz8ffxZ0afmUQHRh91/NK8JTyz/ml3e1PRRl457fUWW0KJiIiIeBMVySIi3UBeZS63L76Vens9AN/u/Ya/T3mJYN8fbxnTbHnBMo92WX0ZW4u3MiJ2RLtmlbZna7Bj8fMxOoZ0Zo114Bvw0+NERLoBLdwlItINLMxd6C6QAUrqSsgoXHnUc+KD4z3aJkzEBcW2Sz5pH6V55bx/2xe8dsG7vH/r55TmlhsdSTqb0t3w6lh4NBD+PgQK1xudSETEcCqSRUS6gaBWtngJsgQd9Zxz+55HSlgqAGaTmQsHXESCNfGo50jnsvjZFRzMLgHg4K5SFj23wuBEYqiGamio8ez77DrIa/rArCgTPrik43OJiHQyut1aRMSL1Npq2VqcSVxQPD1Derr7p/Wezjd7vmZfzT4ABkYOIj3+xKNeK8w/jKcnPcue8j2E+ocSGRDZrtml7RU1Fcju9g/FBiURQzmd8OVNsOZlMJnhpJth2l9cxwrWeI4t2uoqpP2O/iGaiIg300yyiIiX2FO+h2u+uZKHVjzI9Qt+yzvb3nYfC/MP42+TnuXEuBMJ8Q3B6XSSVfbDMV03OSxZBXIXlTAk7qht6Sa2fQirngdHI9jrYfkTkD3fdSz5VM+xCSeqQBaRbk9FsoiIl/jPjneoaKhwt9/bOY+y+jJ3+/Ndn7F6/2oqGyvZUbqdh1f+yeM5ZfE+p9x4Eknpifhb/UhKT+TUm8caHUmMsH9jy759TX1nvACDZkNABKRMg/Pf7dhsIiKdkG63FhHxEuX1nosy2Z12KhsqCPcPB1xbOB2usqGC3eW7GRg5sMMySts7sPMg2ctzsEYHM3BqKr6Bvu5j1uhgZt4/ycB00imkTIPFfzqswwQpU11fWmPhovcNiSUi0llpJllExEtMTpri0e4f0Z9eIUnudmp4qsdxPx9/eh5hIS6n09n2AaXN5W0o5KO7vmbTR9v4/tU1fP7gAqMjSWfUezzMeh1iBkPcUDjv39BjuNGpREQ6Lc0ki4h4gdK6Ug7U7GdE7EgcTgcDIgYwq++5HmMuHHAxuZW5rN2/hjD/MH4z9FqsfiEeYyobKnlm3d9Ys281CdYEbhh+I4Ojh3TkW5GfIfPLnTgdzR9o7N9xkKKsYmL6RhmYSjqlEVe4XiIi8pNUJIuIdHGNjkbuWnoH+6oLAfAx+fCrgf9HyI8K4GDfYB4Y+0dqbbX4+fjhY/Jpca03t77Bqn0ZAORV5fHE6j/z2vQ38DH5UGevI7CVraTEOBb/lv8OLf761S4iInI89JtURKSL21S00V0gg+tZ5Pk53zAoKq3V8UcrdLeXbPdol9aXsjx/Gf/e9hb7avYxKDKNO068i+jA6LYJL8dl2Dlp5KzKp7G2EYDUCb2J6BXmMaYsv4Itn23H1mAnbXo/Yvvr352IiMjRqEgWEeniTK0sLxHsa/1F1xocNZicij3udlRAFG9k/pPiuoMAbCvZyqub/8Hdo+/9RdeXthWdEsnFL53N3jX5WKODSRwW73G8tqKOj+76ivrKBgB+WLSb2X+dSVRyhBFxpbMp2wuZ/4XASBgyR1s/iYg00cJdIiJdWK2tlpc3vejRF+4fweRek1lZsILCw2aYj8VlaZczIXEi/j7+pIalcsPwG90F8iHZZVnHnVvaTlB4IAOn9qXn8B6YTCaPYzkZee4CGcBhc5C1dE8HJ5ROqWgbvDAE5t8Jn1wN/5wAdpvRqUREOgXNJIuIdGErCr6nsLrAo29E7AjuXPp76u31mDBx9Qm/4azUs4/pekG+Qdxx4l0efb1Cksit3OtuD40ZdvzBpUMEhPq36AsMDTAgiXQ6a16ChsrmduE62L0A+k43LpOISCehmWQRkS7MhKlF35aDm6m31wPgxMnb296kwd7QYtyxumf0vQyLGU6YfziTek3hyiFX/+JrScdKSk+k5/Ae7nZkcjgDpqYe5QzpPlr+7Gi9T0Sk+9FMsohIF3ZSwlgSdiRQ0DSbHO4f3mLV6jpbHQ32evx8/H7R9+gZ0ouHT370uLNKxzP7mDnjoSns216EvcFOj8GxmH30+bgA6dfChn9CfYWrnZAOKVOOfo6ISDehIllEpAsLtAQy99RnWJK/GJu9kfE9J/Jtzje8ufVf7jFjepzk3g/Z7rDjY265bdBPKasv4+2tb7KrPJthMcOZM/D/fnHRLR0vfmCM0RGks4kZCNdnQuY818Jdgy+EvAzYvwlSpkJUX6MTiogYRkWyiEgXF+QbxIzkme72+f0vJDIgivUH1pEcmsyZKWexrXgrz61/hryqPIbFDOe2Ub8nIuDYVzh+cvWf2XxwMwBZZVnU2mq5dtj1bf5eRKQDhfWEcbe5vl74ACx52PW12QIX/g8GzjIum4iIgXTPlYiIF5qcNIXb0+/gvP4XYPHx5ck1T5BXlQfAxqINvL7l1SOe63A6+M/2d7hhwXX88fsH2Fa81V0gH5JRuLJd84tIB2qohu+fbG47bLDkEePyiIgYTDPJIiJerqyulIO1RR59O0t3HnH8p9kf8872fwOQW7mX3eW7iPCPpLS+xD0mwZrYPmGlQ9htDvZtPUBAqL/2TBZXUWxv9Oyrr2x9rIhIN6CZZBERLxcZEEWP4ASPviHRQ444fs3+1R7t0vpSzul7DsG+wQBEB8Zw9QnXtH1QOW5leeWsm7eZ7fOzsNW3vudtdXEN8274hM/u/5b/3fw5i59b0cEppdMJCIPeEz376srAYTcmj4iIwTSTLCLi5UwmE3ePvpcXN/6dvRU5jIpL54rBVx1xfFJIbzYWbXS3LWYLU5KmcnrKmRyo2U+CNbHFCtpivP07DvLpfd9gb3QAsGPhLmY9fpr7uNPppDDzAJs/207Fvip3//Zvsxl8xgCiUyI9rndwVwkV+6tIHBqPf7AWafN6fsGe7er9kL8Keo01Jo+IiIFUJIuIdAN9wvrwxMSnjmnsRQMuJrs8m63FmQRZgrhyyNWE+ocB0CskqT1jynHI/GKHu0AG2Lf1APt3HCRuQDQOu4Mv//QdeRsKWz23pqzOo7381TVs+XQ7AP4hfpz1yDTdlu3trD1+1GGC4FhDooiIGE1FsoiIAFDTWMPq/auw+lp5bPyfKa0rxepnxd/H3+hocgzsjS1vjTWZIG9jIbnrC45YIFujg0gYEuduVxZVs+Wz7e52fWUDG97PZMrt49s+tHQe4++GrC+hwrXAHyfdDJGpxmYSETGIimQREeFAzQHuWHwbpfWlAIyIHckfx/4Jk8lkcDI5FgWb97EnI8+jz2Q2kfHWego27W/1HEuABVudDUugLyV7SontHw1AQ3UDOD3H1lXUt0tu6QRsDfDF72DTWxAcBxMfgBMuhphBRicTETGMFu4SERE+3/Wpu0AGWH9gHZnFWwxMJD/H2nlbcNgcHn1Oh/OIBTImsNW5FvYqyy1n/pNLcTpclXFUcgQx/aI8hg88re8RFwKTLi7jGVj3CtjqoDwHlv/RwiYDAAAgAElEQVQFAqN++jwRES+mmWQREaHWVtdKX60BSeSXsNU2/vQgILxnKAlD4ti7toCqomp3f9WBaqqLa7DGuBZvOuOPk9ny2Q4qD1QT2y+K9e9t4dsnlhKdEsHk28YT0SusXd6HGCD3R6ub2+uhcB30m2FMHhGRTkAzySIiXsbpdPL+zve4/tvfcs/Su9hanOk+VtlQSaOjZUE1rfdpWMzNn5v2CE5geMyIDskrxy9tZv9W+62xzSsWm8wmJlw3hgnXjSFxaLzHuJDYYIKjgtxtf6s/oy4eyqk3jWXHwl0U73bdZXBwV6m2jPI2SSd7ti0BkJBuTBYRkU5CM8kiIl5mwd5v+dfWNwDIq8rjoRUP8tzkF3hhw/OsO7AWq6+VK4dczdTe09zn9Ivox1MT5/Jd7ndY/azMSJ6Jr4+vQe9Afq4BU1L5/tU1NNR4fgAy6/HTyFq8h+rSWvpNTHY/d3zSFSOpr24gd20+EUnhTLx+DCZz68+fF2UVe7azS9rnTYgxxtwEJdmw8U0I6QGnPQXB0UanEhExlIpkEREvs+7AWo92ra2W17e85u6vaqzihQ3PMyounYiA5m19UsJTSQnXarZdVc8RCexanuNux/SLwhodzPDzBrcYGxDiz/R7Tjmm6yacEEf+xn3N7cNWwpZOyuGAhX9wFb7WeJj2F0iZ0vpYH1848wXXS0REABXJIiJeY1VhBl/t+ZKi2qIWxw5U7/No25w28ipzPYpk6drGX3siOJ3kb95HTGoU468d3SbXPfWmsSx9aRX7txcRPzCGCdeNaZPrSjta8yIse9z1dWU+vDsLbsuFQP3/XUTkWKhIFhHxAlsObubRjIdxNu3dY8aMg+bVjnOrcj3GW32t9Ito/TlW6ZoCQwOYdtfENr+uNTqYmX+Y1ObXlXa0e6Fnu7Ea8lZCv5nG5BER6WK0cJeIiBdYlr/UXSADHgUyQL29nrE9xhEfFM/gqCE8MPYhAiwBHR1TRDpCj5GebbMF4oYZk0VEpAvSTLKIiBeICYr9yTGz+53HgMiBHZBGRAw19jbYvwm2/g8CI2HakxCaYHQqEZEuQ0WyiIgXmJl8OisLVrCjdDsAk3pNJr8qj52lOzFhYnryjOMukJ1OJ3X2OgItgW0RWUTai28gXPBfaKgBiz+YfVqOcdjBVgd+wS2PiYh0cyqSRUS8QJBvEE+e8ld2l+8i0BJIfHAPAHaVZRPkG0x8cPxPXOHoNhdt4pn1T3OgZj9pUYO5I/1OogK1TUx34HQ42be9CL8gX6KStfBTl+IX1Hr/lnnw5U1QfQD6nwmz34aAUM8xVftds9EJJ0JgePtnFRHpRFQki4h4kT5hKR7tttjSye6w89e1T1FS59ovd2txJq9teZU7T7z7uK8txqivqsdkNuMXdPS9sOsq6/n0vvmU5JQBkDqhN1N/P6EjIkp7qSmBjy4HW62rvfNTWPIInPZE85hN78DHV4C9AXyD4eKPIHWqIXFFRIygIllERI6qrL7UXSAfkl2WbVAaOR4Ou4NFz64ga8kezD4mhs5KY/Slw484fuuXO90FMkD20hzSZvYnYbD2Su6yDm5vLpAPKVzX/LXDAV/f5iqQwbUy9vw7IHV9x2UUETGYVrcWEZGjigyIoqe1p0ffsJgjF1bSee38bjc/LNqN0+HE3uhg/f+2sG9by321D6kprW3ZV9KyT7qQ+OGuxbwOl3LYLLHDBjUHPY9XFrZ/LhGRTkRFsoiIHJXJZOKeMfcxLGYY4f7hTEmayuWDrzA6lvwCJTmlx9R3SN+JfTCZTe52QKg/vUZqleQuzS8I5nwKPcdCSIJrJexxtzcft/jB4As8zxl2acdmFBExmG63FhGRn9QrJImHT37M6BhynJJGJbL5k+3uttnHROKwHkccHz8ohtP/OJnt32ThF+zL0LMH4R/s1xFRpT0ljYOrvz/y8VmvQ0waFKyB5Ekw5saOyyYi0gmoSBbpZiprG1m8/QBBfj5MGBCLr0U3lIh0Fz2H92DiDWPY8vkOLH4WRl44hLAeIUc/Z1gPeh6lkBYv5BsIp9xvdAoREcOoSBbpRg5U1HHlP1ZysLIegME9w3j5ytFYfFQoi3QXg07rx6DT+hkdQ0REpNNSkSzSjXy8Js9dIANk5pWzMusg4wfEGphK2pPD6WDejv+yNH8x0YExXJb2a1LD+xodS9qZ0+mkvqqBgBB/AOw2B2v+vZE9GbmEJoRw0uUjiegZ5nFOY20j2ctzsNXbSR3fm8CwACOii4iIGE5Fskg3Umezt+irtzkMSCLtod5ez9biTKIDo+kVkgTA57s+453tbwOQW5nLrrJsXpv+Bn4+rudKt5dsw+6wkxY1GJPJdMRrS9dxYOdBFsxdTkVhJZHJ4Uy7YwI/LNnDhg8yASjLr6Ast5yLX5zlXpTLVm/jwzu+ojS3HIB18zZz3tzTCY4KMux9iIiIGEVFskg3ctaIRD5YnUttg6tYTowI5OR+MQankrZQUJXPvcvuce9nfG7f2Vwx5CrW7F/tMa68oZwfSnfSP3IAD33/IJsObgSgf8QAHj35Mfwtmj3s6r57ZgUVhZUAlOwpY+mLq2isa/QYU7GvirK8ciKSwgHYk5HnLpABasvq2LEgm5EXntBxwUVERDoJFcki3UhyjJV/XTuWLzcUEORv4awRiQT4+RgdS9rAezvfcxfIAB9lfcjpfc6kd2hv1h9Y5+63mCwkWBPJKFzpLpABdpbuYFHeIqYnz+jQ3NK27I12yvLKPfoO7i4leUxPirJK3H2+gb7Y7U4WPbeC2tJaQuKsLa7lcDjbPa+IiEhnpCJZpJtJigrmt1O0aI+3Ka/33OvWiZOKhnIu6H8R2WVZbD64mSBLEFcMuYqIgAjK6lrujVvaSp90LT6+PsSnxbJv6wF3X8/hPRh9yXBKc8sp+qEY/xA/xl19Il/+aSE1JbXucYERAdSW1gEQEOLPgCmpHZ5fRESkM1CRLCLiBSb1msKa/Wvc7aSQ3qSG98VsMvPo+D9TWldCkG8w/j6uhZxOShjHW9vepNbmKpL8zH5M6DnRkOzSdhrrbfSd0BtHo4Oq4mqi+0QQPygaW72N2U/NpLq4hoBQfwozD3gUyABx/WNIHBaPrd5Gv1P66HlkERHptlQki4h4gQk9J+Jr9mVp/hKiA2M4p++5mE3NW3tFBER6jI8OjOYvE57is12fYHfaOb3PmSRaEzs6trShuop6PrzjSyr2VQFgjQ5i79oC9q4tYMXr65h86zj6TuwDQHB0ywI4tIeVIWcM6NDMIiIinZGKZBERL3FSwlhOShh7zOOTw5L53YibaLA3sKLwe3aX72JswjhC/EIAyDy4hf/seJeaxhqmJ8/gtOTp7RVd2sCOBdnuAhmg6mCN+2unw8madze5i+SInmEMPWcQmz7eBk4I7xnGsHPSOjyzGKS2DLZ9AAc2Q/4qMJlh3B0w8Gyjk4mIdAoqkkVEujGbw8bdS+8gqywLgLe3vclfT3kai9nCH1c8QL3dta/2Dxt2EhEQwYnxo42MK0fRWG87+vFaz+NjrxjFkNMHUFNWR2y/KPd2UOLlqvbDy6OgMt+zP3cFXLse4rSiuYiI+aeHiIhIV1ZYXcgjK//ENd9cyUsbX6DOVuc+tmb/aneBDFBWX8Y3OV+xqWiju0A+ZNW+jA7LLD9f/1P74Bvo625b/D1Xrh98ev8W54TEWYkbEK0C2dssfxKeHwSvjYfdizyPrX+9ZYEM4LS7ZpcbaloeExHpZjSTLCLi5R7LeIScij0AfLH7c8DEtcOuA1wzyT9mc9joGdKzRX9Pa8s+6TxC40OY/deZ7FiQjY+vmYFT+1KweT8HfjhIwpA4Uk7ubXRE6Qgb34L5dza33zkDbsmB4GhX295w5HMX/RGWPOK69XrqY+0aU0SkM9NMsoiIFyuuLXYXyIccvm/yifGj6RGc4G4HWgKZ1vs0UsP7cmH/i7CYXJ+lpsedyIzkmR2SWX658MRQxlw2gvQ5w7DGBNN/cgrjfztaBXJ3kvW1Z7uxBvYua24P+zVwlDsHHDZY9jgUroeKAvjPufBELLw7CypamYEWEfFCmkkWEfFiYf5hRPhHUHrYPsq9Q5sLJn8ff546ZS4L9n5Lna2WwVFD2Fm6EzBxSdplnNP3XOrt9UQFRhuQXkR+trgTYPPhHSaIHdLcjEiGxNGQf/jjE2bA4XmdrK8hZzFkfeVq7/gEGmvhsm/aJbaISGeimWQRES/gcDpYuHcBL298ke/zl7v7LWYLN4+8lcimLaBSwlK5asg1HueG+IVwTt9ziQ/uwf3L72Pu2qe4/tvfsiBnPla/EBXIIl3J6Bth4LmACfysMH0uRPX1HDPrNYge6Po6rDfEtLKyeb+ZsHuhZ9+P2yIiXkozySIiXuDVzf/gs12fAvD57s+4pOoyLhxwEQAj40bx2mlvUNFQQURAxBGv8fbWN3E0zSY5cPDWtjeZ0nta+4cXkbbjFwQXfwA1JeAb6Hr9WOxg+N02qNwHwbFwcBu8OhYaKl3Hh18O8cOgxyjIW9F8Xo+RHfIWRESMpplkEZEuzu6w8/Werzz6XAt0NfMx+xy1QAaobqw+altEupCgyNYL5MOFxIPZ7Cqa7zgAly2AW/bAOf90HT/7VYgb6vo69gSY9Xq7RhYR6SxUJIuIdHEmkwk/Hz+PvgAff492vb2eRkfjUa8zvc8Mj7bV18rGoo1tE1JEOg9bPXxzJzyfBv89H0p2gW8ApEyG8MMWeYtNg+s2wj2VcP0miBty5GuKiHgRFckiIl2c2WRmzsD/a25jZs4gV9vhdPDSxheY89mF/N/nFzNvx3+OeJ3L0i7n7NRZ7nZxXTEPr/gjxbXF7RdeRNpHzjL48Nfw+Q1QnOV57LsH4PsnXbdZb3sf3j376Nfyt7ZfThGRTkjPJIuIeIGzU2dxQvQJ/FD6A4Ojh5BoTQRgSd5i963XNruNt7e9xeDoE4gPiiMyIAqTqXkrGLPJTIPdc7a5wdHApqKNTEqa3HFvRgxXW15H1pI9APSdmExgWICxgeTnyV8N/5rk2s4JIHMe3PgDBIa72js9H8egKBNK97hWvhYRkY4tkl9++WUWLlxIY2Mjc+bMYfTo0dx9992YTCb69evHgw8+iNls5vnnn2fRokVYLBbuvfdehg4dSk5OznGPFRHxZn3CUugTluLRt6s8u8W4R1Y8RLWtmqiAaB4Y+6DHOUkhvVqMTwpNavuw0m7sjXY2friVfduKiBsYzbBzB2Px8znm8+sq6nn/1i+oLq4BYOOHWznv6dMJDFWh3GVs+ndzgQxQcxB++AKG/srVjklzFcaHBEaCNb71aznssPs7MJkgeZLrGWYRES/XYT/pMjIyWL9+Pe+++y5vvfUW+/bt4/HHH+eWW27hnXfewel0smDBAjIzM1m1ahXvvfcec+fO5aGHHgI47rEiIt3RsJjhLfqqba4FuYrrDvKH5fe5vq49SGldCaclz+CkHmMB8DX7ctGAi0kN79viGtJ57N9xkJX/WsfWr3Zia7Cz7KVVrP73RnLXFbDmnU0se2nVz7pe1tI97gIZoLq4huymWWXpIqxxLfscNijJhtoymPZE84JcgVHQ73R4ti882x82vt18TkM1vDIG3poGb06F10+GxrqOeQ8iIgbqsJnkZcuW0b9/f2644Qaqqqq48847mTdvHqNHjwZg4sSJLF++nD59+jB+/HhMJhMJCQnY7XZKSkrIzMw8rrHTpmkbExHxTnaHnXUH1tJob2RUfDr+hy3aNSounWtO+C2f7voEP7MfeytzPM6tbKjggeV/YEPResyYmdp7GveMvo+y+jL8fPwI9g3u6LcjP0PO6jy+fmwxTocTgN0rc9mXecBjTNaS3Zx609hjvuZhd+D/RKd0WqN+65pNPjRbbDLDR792fW32g6mPuRbkKtvrujX7vfObz/3wMtdWT7FpsPldKFzbfCxvJWx9D4Zd2nHvRUTEAB1WJJeWllJQUMBLL71EXl4e1113HU6n0/08XHBwMJWVlVRVVREeHu4+71D/8Y4VEfFGjfZG7ll2JztLdwLQIziBp06ZS4hfiHvMWalnc1aqa2GeX395CaX1pR7X2FC0HnDtjfxNzteMTRjHqLj0DnoHcjy2fL7DXSAD5K0vxBobTNWB5u27gqOCftY1+05MZsOHW93XsMYG03dicpvklQ4SFAnXbnAtyvX+/4HT3nzM0QDz74TBF0J4Eqx8+kcnOyFniatIbm3Rvhot5Cci3q/DbrcODw9n/Pjx+Pn5kZKSgr+/v0fxWl1dTWhoKFarlerqao/+kJAQj2eKf8lYERFvlLFvpbtABiisLuDbnPlHHH/N0N96tIMtLWeK86vy2y6gtCsf35bPGqdfNBRLgOszcIu/D+Ou+XkfePhb/Tn/b2cw4brRTLh2NOf/7XQCQvx/+kTpXHwsEBTjWSAf4nRASRYUbYPsb1oeT2j6b2bwReB32MrW/qEw+IL2ySsi0ol0WJE8atQoli5ditPpZP/+/dTW1jJ27FgyMjIAWLJkCenp6YwcOZJly5bhcDgoKCjA4XAQGRlJWlracY0VEfFGNY01LfpqbS37DhmfOIFHT36cqUnTOK/fBdyefgcmmm+ltZgsmkXuQobPTsPnsEW5+k9OYcDUVC55bTZnPTqNS14/j97pPX/2df2tfqTN6E/azP74W1UgdzkOB3xxE7w9s/XjwbHQYxS8Pt5zAS+zBU59CBqrob7Stdr1VSvgxOth9O/g6pUQmtghb0FExEgmp9Pp/OlhbeOJJ54gIyMDp9PJrbfeSs+ePbn//vtpbGwkJSWFRx55BB8fH5577jmWLFmCw+HgnnvuIT09nd27dx/32KOZPXs2H3zwQQf9LyEi0jYqGyq5YcG1lNWXARBoCeRvpz5LgjXhmK/xfcFyPsn+GIvJwux+5zEyblR7xZV2UFlUTe6afELirPQc0cNjWy/ppja+5Xq2uDU9RsGs18FWC6+e9KODJvDxA3u9a9b44o9dzydb/F0vEZEu7lhrvg4tkjszFcki0lUV1RTx9Z4vaXQ0Mq33afRsZRunY1HZUMn2km0khyYTExTbximlq6gpraUou5iY1CiCIgKNjiO/xBc3warnWj827vdw2pNQdQCeamUV7MMFREB9OfgGw+SH4aSb2z6riEgHOtaar0P3SRYRkbYXExTDJWmtzxqt3b+GbcVbGRg5iGExw3l9y6usKFxBfHA8V59wDRH+EQT7WtlZuoNHVv6JOnsdZpOZKwZfySm9JhHuH97qdaVrqK9uwN5oJyj82IrdXSv2suCpZThsDswWM1NuH0/KOO2T3alVFMCmt123Sg+7DIKjIfnUIxfJyae6/mmNhQHnwI6PDjtoAg6bO6lrWuSvoRK+uhX6zoTo/m3/HkREOhkVySIiXup/O+fx5tZ/uduDowaTWex6/rCkrpg7F/8em9OGn9mPIN8g6uyu/U8dTgevbXmV17a8yoTEidw66nYsZv266GrW/GcTG/63BXujg+QxPZly+3gs/kf/97jyn+tw2BwAOGwOVv5zrYrkzqyiAF4aDjVFrvbKpyHtPDiwBVJOg/2boPaga49kTDBkDvQ/o/n8OR9C5nuuxbtST4PMebD1f0f4Zk7X9VQki0g30GELd4mISMf6OOsjj/a24m0ebZvTBkCDo8H9TPOPLc1fwne5C9snoLSbg7tKWPvuJuyNroJ3T0Ye3/xlCave3kB54ZG3Rawtq/Vsl9e1a045Tpveai6QASpyXYXyrm9h1zcQGN5UIAM4YecnrgW5ABx2OLDVNTt89iuuVat7nQx+oeDjD3HDWn6/7R9Do/6bEBHvpyJZRMRL+Zh9jto+Vnsr9rZFHOlAZXnlLfpy1xaw/r0tfHDbF0cslPtPTj1qWzqZn7rDoyTLs91QBSufhZxl8Gw/eGEw/DUBtsyDvAz4+lZoqHAt3LV/o+v2bdNhfypufhuWPtb270NEpJNRkSwi4qXO73+hR/uC/hcxPGYEAAE+rT+j2iukF+Yf/WpIjz+xfQJKuwnvGYaPpfVf8Q01jez8blerx8Zdnc7Yq0aRMi6JsVeNYtzV2g6sUzvhV0c/HtzKAnzf/QHeOBXKdrvaDZXw+XWwu5U7RswW157Kh8tZ8ouiioh0JUf9CPKjjz464rFzzjmnzcOIiHF2F1WxKquYlDgrJ6ZEGR1H2sCZKWfRL7wfW4u3MjByIIOi0gDX3sovbvg7i/MXeYwPtATyp3GPklOxh3k7/0uDvYEzUs5kWEwrt11Kp7Vu3mbWvLsJp8OJxd8HP6sfNcWet1H7HuHZZB+LmaFnD4KzB3VEVDlewXHgH+ZagdqtafGtgHCY/TbsWgCZ//WcVXbaPa9TWwLRA1tev+8M1zPLDYfdedBzTFu+AxGRTumoRXJ2djYAGzZsIDAwkBEjRrB582ZsNpuKZBEvUFbdwLsrctiYU8qm3FIcTYua/mpcMjdNH2BsOGkTAyIHMiDS84/fIN8gGhwNLcbePOJWogKjiAqM0l7JXVRVUbW7QAaw1dux2+o8Fi22xgYzYKpuo/YKZjOc+kfXbdIAmODMFyF2CMQPB79g6DPJ9bzxS8OPfJ3EMTDoXJj6Z1j6uKuIPulW13m+QfDF76A817Uo2MT7O+KdiYgY6qhF8u233w7AVVddxT/+8Q93/5VXXtm+qUSk3TmdTm56aw07W3k2cV5GDledkkpwgFY07oqqGirxNfvibwk44pgZfU4no3AlDly3UkYFROFj9sHpdGIymToqqrSxqoM17gL5EKe9uT3kjAGMvnQ4voG+ANga7NjqbASE+ndoTmlDPr64np5zgH8o9BgJiT96RCJ+mGtRrtzlzX1D5rhml2PSwM8Kz6RCeB/49ULoMQIO/Rzof4br5bDDL1zXQESkqzmmv4BLSkqoqKggNDSU0tJSyspaXwVVRLqOH/ZVtlogAzidYHc6Wz0mnVejvZG5a5/i+4Ll+Pn4cfGAOZzX/4IW4+wOOzkVe+gfOYDyujIKawoprivm0YyHiQuKY3T8GM7rfwGRAZEGvAs5HrH9owiJDabyQHWrxy0BFneBnPnlTjL+tZ7G2kaS0hOZcvt4/IJ8OzKuHK+Gaph/FzR92EV9OSz8A1z6dcuxl3wFy5+AHR+7btFOOx/SZsOSx2Dhfa4xpbvgnTPglhyw+HmerwJZRLqRYyqSr732Ws477zysVitVVVU89phWNhTp6sKCfDGbwNFKLXz6sARCA/XHclfz5Z4vWF6wDIB6ez3/2voGJ8aPJim0t8e4N7e+wYdZH7R6jf01+/l01ydsKNrAc5P/jtmk9R27ErOPmTMfmca6eZspzS3nwI6DHscTh8bTWNvIoudXsmtZjrt/75p8Nn2yjfSLh3Z0ZDke9RXQ+KMPRCryWx/r4+faMqpsj6u9dylc9IFrj+TDVe1zrWz949loEZFu5JiK5OnTpzN9+nSKi4sJDQ3F11d/PIt0dXFhgcwZm8y/v98DgDXAwtTB8YzsE8mUwfHGhpNfJKdiT4u+PRV7WhTJi3K/+8lr5VbuZXn+MuxOOydEn0BUYHRbxZR2Fhpn5dQbxwKwc9Eu1r+3BXujg6FnD6Tn8B4sf2W1R4F8SMme0o6OKscrpAf0mey5MvXQS1ofm7u8uUA+ZP0bP1r0C7AEQmS/tkwpndYBYC3QD+hrcBaRzuWYiuTVq1fz0EMPYbfbmTFjBgkJCVxwQctb+ESka7lx+gDOGJFIYVktI5MjCPTTM8hd2cCIgczPaZ4VMmEiLXIwAOX15ZTXl5EU2puowChK649eEJkw8eSavwBgMVu4b8z9jIrTdkBdTf9TU+h/agoABVv2s/yV1WQvbVkgA/QameD+ek9GLuve24JvgIVxV6UT1SeiQ/LKLzDzOch4xjUD3O90GPWb1sdZe7Ts278Ryg/778ESALNeg8Dw9skqnchK4Dbg0CKONwBXGBdHpJM5pr+In376ad5++21uvPFGrr32WubMmaMiWcRLpMRaSYm1Gh1D2kBZg+eMkBMnWeU/sDB3Ae9u/zd2p51Ea0+CLUGYMOHEidlkZmyPcYT7R7A0fzEVDRWYMGE2mbE3bRNj+3/27js6qmpt4PBvWia990YKIQm9hhKaUkURL6JgQb32exV7771+XhsWLFhRREFFBQTpPfQSSjrppPc27fvjJDOZzCQESJnAftbKMmeffU72WZjMvLP3fl+9lh+OLxFBcg9VcbqKg8uPcvzvFKvnZXIZQ+cOIGaKNJOUvjuLta9tNp5f/tAqblw8G0cP67W1hW60agEkfAQYIOwSaRa5tcR7OQmWbeUtPjCx94R+c0GvlzJnCxewRZgCZIBPgHigT/cMRxBsTLuCZLlcjru7OzKZDLVajZOTU2ePSxAEQThLNS33JgKnq0/zw/HvjVmsc6qyzc7rDXq2527D39GfDy79iNyqHJxUzjy48T7ze2trOm/gwnnJPphHytYMnH2c6H95NPYupkzVWQdyWfPKJvRavdVrlWoF056eSPAg0yzj/p+OmPUx6A0cWH6U+NvFHlWbkrUTEhaajjM2wr7PYPSDcGw5JP0J3rEQd49UCipzq+U9WtZYVqjgTQ8pk/Wo+2HSq53/HEIH2gRsBkKBa4G23q9XtTjWAw8Cv9PO8EAQLmjt+i0IDQ3lnXfeoaysjM8++4zAwMAzXyQIQo9XVafB0U6JXC5KAvUEl4RM4o+0P2jQ1QPgae9JoFOgMUBuS35NPi/ueJ4GfQNDfYcyJjCebbmmN9XTw6Z32riFc5exO4u/m836ZuzK4up3ZxjLeB345WirATKAVqPDL9rHvNHKr7va0c6yUeheJalW2lJg+zuw7hFT2673pNJQrkEtOstg8M2w+wNTU/OZ5a2vQfAoiJ7ZocMWOstK4KVmxwlIs8OtuRr4vxZtp4GTjf/9FilwvhGY2nHDFEVpGloAACAASURBVIQeol1B8osvvsjPP//MsGHDcHBw4OWXX+7scQmC0I0Kyut4atlBjmaX4+9mzzNX9Wd4hFd3D0s4g1DXUP5v/P/4J3MtaoWa6WEzOFCw37i0+kzSK9IAabZ5ethl3DXwP6SXpzHUdxhjguI7e/jCOTixznwJdXF6KUUpJfhESb+v2npd2zfQQ1lOOT6RUv+di/dSlFJi1kXloGLwnH4dN2ihY0ROleobNzSbEQy7BJZfb96vKk/6Kj4JvgOgNFUKmie9Bns+bvtnZO8WQXKP8VuL4z1ADtDyw5Em84CtwO5mbSqgDngCY1kxnm68h/gbIFxc2rXh5J577sHHx4dnnnmG+fPnY2cnPlEWhAvZ+3+f5Gi2tAQvv7yOF1ccQas782yk0P3C3MK4fcCdzO97M0q5gk8PfWwWIAc5B6OUS5+PKmSt1z3dk5/A5RFXcO+Q+xjmN4zSupJW+wrdR+2stmizcza9Rve/PNrsnL2r2uLYI0RK0pS46iSHfz9hcb+xd8ehFEn9bI+zL9y0HmKukjJcX7NMCoD1mtavqcyDMY/CzM9gyL+hPKvtnxE2oWPHLHQi1xbHCtpebg3wAqY9yGqk5dZHwWz1kQHY0QHjE4SepV2veo899hjLly9n4cKFxMfHM2fOHMLDwzt7bIIgdJOTeRVmx4WV9ZRUN+Drat9NIxLORXJZMlqD1qxNo2/gfxPex06hQq2w55/MdWh0Dfyd8TflDWXGfmX1ZeRW5XKw8ADfJH5FrbaWQT6DeHzEUzjbiURvtmLw7L5k7suhrkJaYh87LQq3ABfj+T6XRODk5Ujm3hw8QtwIHxPCrsX7SduZhau/M2NuH47STvqwJGlDmtWfsfHd7dSU1DB4tphJsjnBcTDvV9Pxltfa7l9bBJtflL4f8yj0nydlxm5i7w7aOpCrYPzTEDml48csdJLbgQNAU26KmwBrWcqzga+BYuBy4AcgA/ACXIBvrFwjXvuFi0+7guTIyEgee+wxSkpKePXVV5k5cyYjRozgoYceYsCAAZ09RkEQutiICC+yS0yJmsJ9nESA3MNkV2bzwb73LNoLagp4a8/rLJz0CXKZnLnR84znliX9ZPxeZ9CxMvU31mSsRm+QZhUOFR5iRcpybup7c+c/gNAuHqHuXLdoFtmH8lHaKfAMtXxTHDTQn6CBptrnExaMZkJjHeXmHNrIXr1nySH6XBIhMlzbukE3wa53oaZIOnbwApkcagqlwLf5LHPCh/BoITj7wf4voDQN6po+KKuD4uQuH75wPvoj7Uveg5S4y1qW6nrgTqT6yCAtt/4/YGLj8TZgo5XrzrxdRxAuNO0Kkjdv3syvv/5KWloaM2fO5KmnnkKr1XLHHXewcuXKzh6jIAhdbMHUPmj1enYlFxHh68xDM2K7e0jCWVqe/AsVmgqr57KrskkvTyPSvbexrbd7lEW/Kk2VMUBuklmR0aHjFM6fwQDHViWRcyQfDBA+OoRJD49FoWp9OX2TqqJq9v14mLLcCnx6e2HnrKKhynK5rl6rZ+snu5n21MROeAKhQ+Qfhi2vgGcfCJ8EIaNh4HxQu0jLrL+dDCXNAl+ZHBR2MOwu2Pi85f2O/gizvui68QvnSQ8kAjpa34d8AFOA3ORvpCD5e8Dyg1VJdCvtgnDhaleQvHLlSq6//nri4uLM2u+9995OGZQgCN3LUa3k6Vn9u3sYwlmoqC9nVfoqKhrKmRhyCVUNla32lcvkeNh7mrUN8x9OuGs46RXpALjYuXJtn3kcOL2fSo3pXsP8RBkgW1JVWM0vD/xFfZWp3mn6zix2fLkXgx68Iz2JmRyJXGE9BcmaVzZRnF4KQP6xQoZdNxDfPt7kHMrj8G/HzfrmHj3deQ8inJ/aUvhqHNQ3fjCWDQy4Dhwbf8/dQ2Hck/D7raZrRj8MaevgyI/W9zG7Bnf6sIWOogfuRcpoDeADfAX4t+jnZ+XapralVs7ZAdcDIztgjILQs7QrSH7zzTf56aefWL16NWFhYVx33XXY2dkxdapICS8IgtDdtHotj299zFgD+c+0PxgbOM6sj0KmRGfQIkfOdTE34NkiSFbJVTw+4kneO/A/CmsKGRUwhgCnAF4Y8xLfHfuW4rpiJoZcwvSwy7rsuYQzS1ydZBYgNzm22jRjWJBUxEQry6vLcyuMAXKTUwnZDJ83kNChgWTsyqIi35Q52TfKuwNHLnSYwhPw1QRTgNzk2HKImWU6HvJvKbt1+gYIHAal6fDDFdbvqVDD9NZmFQXbsxdTgAxQCPyCFDg3Fw7cgLQP2YAUBCcjlX1qmZTXCVjFmZN/CcKFqV1B8nPPPYerqyvx8fEkJCTwzDPP8NZbb3X22ARBEIR2OFJ0xBggN2le4zjIOZhnRj5LRUMF3g4++DhKdXEbdA38lfYnh4sO09u9N/tP7yW5TAqu/kr/A5VCya39b+el+Fe67mGEs6KpbSOTcaPkjWnE3zkCldr8Jd/B3QGlWmFWJsrV35SUbeqTE9jw7nZKMsrwi/Zm3H/FbJJN2vA01LRcQgt4RFi2BQ2XvgAWDbc8H32VFECPXAD2bh07TqET1Vhpq7bSBlIGa0/gQ6ABqQTUf7Ccdb4NESALF7N2BcmnTp1iyZIlAEyePJl58+ad4QpBEAShqzgq206mlFOVzUObHuDpUc8aA2SA9/b/j205UjC97/Qei+t25Gzn1v63d+xghQ4VM6U3x9YkY9C3nlhHqVZaXW5t56hizO3D2f75XnQNOlz8nIm7cbDxvFeYB9e8fwU6ja5d+5uFblKabtnmNxBG3d/6NQe/gULz5fTI5HDVV+BgLSOyYNtGI+1Dzmk8tgNmtd6dIy2OKxq/mtgDczpsdILQE7UrSK6vr6e2thYHBwfq6urQ6XRnvkgQBEHoEtGeMYS5hpNRYeXNcqNaXS1fJy7mfxOlci+12lq252xr877N9yILtsk7wpMrX5vCxvd3UJFXZbXPsHkDUSit70mOnRpF+OhQqgqr8ezlbjWYFgGyjet3DeQfMB379IX/HGq9f8YW+O0Wy3aDHiqyRZDcI6mR9iCvACqRSjtZy27dJOwM96sDMoGYjhicIPRI7QqSb7rpJmbNmkVUVBQpKSksWLCgs8clCEIn2nKigM82JFNW04C9SkFNg45Rkd48PCMWJ/t2/VkQbMzTcc/y4Ob7qWojsC2sKSS/Oh9vB2+UciUquYoGveV+1ia12lqKa4vwchB7UW2Zf6wvExaM5o+n1pm1Bw7wI/6OEXj2sh706DQ6di7eR/rOLFwDnBlz63B8ory6YshCR4p/XNpDfHIleMfARCuZqptLWdP6uYps8BNJG3smT6RayWeSiLSHWQlokWadB2O+p9kDsLJcXxAuIu16N3zllVcyfvx4srKyCA4OxsPDo7PHJQhCJ8kvq+XJnw6ia7E8c9WhXJQKGU+JrNY90qIjn5gFyL3de1OrrSWnKsfYptVruXPdbbir3Xlo2CPMjZ7Hd8e/bfO+S45/z71D7kMusz4TKdgIK6utNXUaSk6VYe+mxtHdckn+/mVHSFyVBEBNaS1rXt3I9Z//S8wc9zTZuyBrBzh4QP+54BLQdn+/AdbbXQIhbGKHD0+wJRrgIaC4Wdt1SLWT/wesR1q2/TCWibwE4eLSZpD80EMPIZPJrJ575513OmVAgiB0rgOnSi0C5CbrE/OZ3D+AuEgxm9TTHC40X16ZWpbKT1f8wvLkn0kpSyGtLJXSeimTcVl9GQsPfMBnU79ELlPw08kfadA3EO0RQ1FtIYW1hcb7/JO5jjj/kYwKtMyOLNiOgL6+2LuqqauoN7YVJpew/p1tKO0UXPbcJQQOME/Mk3Mo3+y4prSO0qxyvCPMM58LNqwkDb6dBNo66TjpL7hrf9uzwf2uhbT1cPBrkMnA3h2cA2DiC6CyN91XaQ+ugZ39BEKHKEAKgFurj9wkFfMAGaTayWrgycYvQRDgDEFyywRdMpkMg6H15CCCINie6not204WYK9SEN/Hh5gA1zb66rjv2708c1V/rhhyphdbwZZEuEdyosSUiMfHwYdDhQeZF309f59aw77Te836F9QWUK2pZmXqb9TppDfYx0uOEeMZaxYkA2RWZjIKESTbMplchoufs1mQ3ETboGPf0iMWQbJ3pCenTxYZj1UOKtwCXDp9rEIHOvm7KUAGqd7xkR/A77XWr5ErYNYXMPVt+G4a5O6BmiJYdg3EPwanDzYuyZbBsDvhik+kYFqwQQbgVeD3xu/HAW/S+ixwCFLG6uaZr8W+Y0Gwps31c3FxccTFxREZGcnatWtZtGgRGzduJDo6uqvGJwjCWdhwLJ9Xfz/K0p0Z1Gt0FFfWc/1H23l++REeX3qQuxYnEOLlyIPTY3C2VyKXgYPK8s/ALwmZXT944bwsGHIfYa7hAChkCgpqC3h198s8vf1Jfk1aYdE/1rMvpXWlxtnlJlUNVchbvDQsOf4dd6+7g0OFBzvvAYTzFjKk9WW29dWWe8+HXz+I4MZrHD0duPTBMagcVJ02PqETuPWybEtd275rS1KlANlID9vfaLZn2QD7FkH6xvMdpdBpdgO/YdpvsRWptnFrnIAXgaYqB2OAu87wM/YgBeJfYp4BWxAubO3ak/zAAw8wY8YM5syZw759+3jsscdYtGhRZ49NEISz8PPuU7yz6oTx+OCpUvoEuHK63DTLkJhdzo7kIuaO7sXVcSFo9QbqNTouf3sT2mZLsB3EnsQeJ8QllA8uXchXR7/k1xRTUHysONGirxw5Dw59CC8Hb1ztXKloML3xGegzkBv7zue3lBWcrj5NaX0pBgzkVufyVsIbLJ7+DWqFukueSTg73lGtL5P2jrDMJWLvomb60xNJ2ZJBdUkNSZvSSfjuIEGD/ImbPwSVSOJn+/pcAcgw25Setx/0epCfIY+AXTtr4JakQMSl5zpCoVNltbOtuYnAeKAeaLt8ILwErGx2vBH4Dun/OUG4sLX7FfC6664DICYmhjVr2siMKAhCt/htX7bZ8eYTBfi62lv0q23QAqBUyFEqwF6lYN7oXny/PQMAlULGLRNEVsueSm/Qn7HPtdHz8HeWZhAfG/EEnxz6iLyqPEb4x3Fj7E042zkzJjCeRzY/aDbTXKmpJLcql3C38E4bv3DuPALdWj1XnFHGpg93olDK6X9FDB4hbuh1elY+vY6CZkuuAUqzytFpdIz/76jOHrJwvlLXYpG1zdH7zAEygE8s9J8HR5e23kdpD1GXndcQhc4Uj7S0ummliAwpCD4TOWcOkH/HPEAGOAEcB/q2f4iC0EO1K0iOiIhg5cqVjBw5ksTERNzd3UlPl+pxhoeLN0uCYAtc7M2XSdop5cwYHMgfB3KobZBqm/u72TMu2tfi2nunRjM+xpf0wmriIr0IsJIJV+gZJveawuqM1TToLPemAtzU9xbm9LnGeBzsEsLCSZ8gQ2aRwbqvVz+SSpOMx25qd4Kdgztn4MJ5cw92Y+jcARz4+QgtPyspSiuhKLUEgKSNacz9+EpKs8otAuQmp/bkWG0XbEz5Kcu2yCntv/7qHyDmX7DyNmhorLNt5wx+g8DeDcY+IQXKv1wPmdsgZAxc9j44+3XM+IXzFAh8CHyDlLhrLtBK9nILFYACaQm2NdtaaRd5C4SLg8zQjkxc8+fPt36xTMa337ZdPqSnmD17NitWWO7bE4SeYm9aMQ8v2U+9Vnp3fPekKG4ZH8Gpomr+OpCDvZ2CWcOC8XIWS2UvdJkVmWzMWk9pXSkbstYb213sXPl8ypc4qhzJrszmjYTXyKw8hZe9Fw8Ne4QBPgPN7lOnreOTQx+zK28H/k4B3DXwP/T1EjMItq62rI5d3+wnaUMaAHKlHL3WPGr27ePN0Ln9WfPyJqv3CBrkz+UvTCJxdRJZ+3PxCHVjyNX9UTuLsjA2pSwTFsaAtlY6lingzj0QMOTs73PgSzAYYOht4N5sr/MPV0LSH6bj3tPhxtXnP3ahm2iBV5D2LiuA/kizykOAG4GmD9w/Ar5qce1k4I2uGaYgdJL2xnztCpIvBiJIFi4ExVX17E8vIdzXmd5+5/Zpb1ZxNW/9eZyTeRWMiPDk0cv74u4k3hj3VDtytrMucy3OKmcclY6klacS69mX9Ip0s0Rcvg6+jSWhTLPJf6Su5PeUX5HLFVzbZy6Te53FDJXQ7QpTiinPq6SqsJrd3xywON/v8mhyDudRlmWejMc1wIVpT00gY1cWe5aYSosFDfTnipcnd/q4hbOUvRt2vAO6eohbAJHt+DfK3g2r74fSVIi9Gqa/C6pWVhC9bC/du4lMDs/rOmbsQhcrQwqO/9fK+WHAQqRAuRKYDTRP7ngdUg1lQei52hvztWu59bvvvsvy5cvN2rZta20ZhiAI3cXLWc2UAa1nuG2PZ385zIlc6U3z+sTTVNZp+eCm4R0xPKEbjAmKZ0xQPE9ve5LNRZsAOFl6EoXMPDlbQW0BtdpanFTS0rtDhQf5/IgpQeMHB94j3C2cSPfeXTZ24fy4+DqTtCGNwtRi5AoZep35Z+KJf51kzB3Dkclk1FfV4x7sysl/0jAYDJTnVpK8OcOsf87hfGrKanEU2zFsS/BIuHaZ9L2mDo6tkJZIR04FhZW3edoG+HEWVJ+WjvctAgdPmNxK2Sj/QZCTYDr2G9Sx4xe6yLvAUqCtDzj2AbcBDwL9gPIW5/9GBMnCxaJdQfKmTZvYsGEDdnZiNkkQLmTV9VpjgNwkIbWYLzamcPslIjiyVbvzdvHl0S8oqytlYsil3DnwLpRy6c97jaaGd/e/w5Giw2bX6Azmb5RiPGOMATLAkULz/gBHio6IILkHWffWFnKPnG6zT0FSEZMeGktteR0/3vU7mloNANkH8ywyYts5qrATJaJsj8EABYkgV8KPM6Vs1ADBo+CWzaBs8d6t6LgpQG6SvAoyNkHePgi/FGYtBpfGD1wDR5gHyUNv67RHETrLQWBJO/seA+4ArgA8geZ5CyxzmgjChaod6Q+hb9++1NdbTwIjCMKFw0mtpJe3ZRKPb7elU12v7YYRCWdSUV/O23veJL86jzpdHWsyVvFH6u/G80uOf8fuvF1Wrx0bNA5/R3/GBMbz6PAnzM71do+y6G+tTeh+ep2e/T8fZcXDq/jn/7ZSnFHK1k93nzFABvDp7QVA1oFcY4AMgAFc/Vywd5FyGMgVMkbeMhSlWpSFsilVBbBoKHwyAD7uZwqQAbJ3me8lbuLZG9QtMqFXZEP2TtA1SHWS//qv1N5QDQcWm/c98kPHPoPQBawkeMMNCKH1ck5/IiX1ajrvBNzf8UMTBBvVrle7qKgoxo4di7e3NwaDAZlMxvr16898oSAINiW/rJaCijr6BrmhVFj/jOyF2QO488sENDpToh+NTk+DVo+TyPllc1LLU2nQN5i1JeQnEOAURKBzIMdLjlm9rq9nX66ImEmAUyAe9pY1dEcGjGJ21NX8mfYncmSEuYWxLWcrzipnwtzCOuNRhHN0+Lfj7Ple2l9emFJC5r5cNDWaM1wlJefqd1kfQFqa3ZJvtDcTHxhDYVIRbkGuOHk6duzAhfO3/S3Ib8wtYK38W32FZZudk5TV+s+7peC49zQpMG4us3FLnbYetHVnvqdg40ZhXioK4HUgDtgAPIWU0Kul5sH1y8CIzhqgINicdgXJq1atYv369bi6unb2eARB6CSfb0zhq82p6A0Q5OHAhzePwNFOwQdrT3Ikq4xBoR4smNqH2CA3Hpgezdt/HTdeOzHWDw+RvMsmRbhFopKr0OhNQVFi8VESi48C4O9kvkddJVcxq/dVrM1YyxNbH0OOnL5efanXN1CnrWN88ASu6XMtcpmcW/rdyuXhV3Dfhns5UXKCEyUnWJ+5jvcvWUigc2CXPqfQuvTdWWbHZwqQVY5K4u+MQ1urIXlzBpHxoQT09SV2Wm+Or00BA/j39aXvtChUaiWBA/w7c/jC+ShNa/2coy/EXGX9XJ8Z8OApKQhW2cMng+B0sy0Wnr1h+9sQMQX6XQOJy0znht3VMWMXupAf8AGwGKgD5iAFyACXAk8jJewqbuMeCcD4ThyjINiWdgXJgYGBODg4iD3JgtBDnS6vNQbIADmltXyzNY2iynq2JxUCkFVcQ1WdhjfmDeHquFB8XO3ZmVxIhK8zs4aFdOPohba4qd14ZPhjLD76BUW1RRZ7jfOr84j17EtS6UkCnYP4z6B7WJ78MxUNUkIWPXqONgbUIC3PdlI5cUXETAD25CdQra02nq/X1bMlexPzYq7vgqcT2sM9yLXVesfWzHptGn+9sJ7aMmmG8PBvx5j9zmWM/+8ohszpj6ZOi4ufM/mJBbj4OeMeJD4gt1l958CJX62f6z0NHCxXiRjJZKCwg4SPpYDaJQgq88AtRFqqnb0LkMFVX0Ov8XD6CERdBjGzOuNJhE43vPGrpTzgNaQ6y03GADta9AvtpHEJgm1qV5Ccn5/PlClTCAmR3ijLZDKWLl3aqQMTBKHjLN+TZQyQm5wur2NPmvmnxjuTiyivaWDNoTw0Oj23TeyNt4tYY23rRgeOYXTgGN7f/x7rM9dZnJ8Ycglvjn/beLzo8Cdt3m/f6b3GINnZzrKUmIudCJpsyfDrB1GYUkxpZstMtJYc3O05uCLRGCADlGaVc+KfVPpfHo2LrzOlmWX8eMdv1JZLfYZeO4ARN4iMxjZp4PVSjeQd70BxEjT/kOzIDzD9PXD0bP36jc/B1ldNxzFXQXLzGsgG2PkO/OeQxaXChSIB8wAZpL3K1wA/N2tbj1QSSuQlEC4O7S4BJQhCz3Qgo4Rvt6ZbtE8d4E9RZR0pp6uMbb28nbhl0S7yymoBWLIjg2/vHo2Pq32XjVc4d+ODx1sEyWq5mjj/uBb9JvDdsYxW7xPqYpoxGB0whhjPWE6USMvvw1zDuSTk0o4btHDeXHycuPL1qXx303L0zXIJIIPrPruKLR/tIi+xAL1GT21ZHSlbMizusevr/YQOC8TV34V9y44YA2SAA78cJXJcKGVZFbgFueIV1sbspND1AoZC0QmgxSehGKzvU27u0Lfmxyd+l7JkN6cXNZEvbJFW2tyAlr/n+4CNwJROH5Eg2IJ2ZbdWKpW8++67PPfcc2zfvp2iovYv6xIEoXu1nC0GmNLfnxmDg3jyyn74u0kBcKCHA2OjfYwBMkBpdQOrD+V22ViF8zPEdyhPjXyGGM9YfB18GeE3gtfHv4mXg7dZv6uj5jAx+BKr9xjgPYA5fa41HqsUKt4Y9xYvx7/GC6Nf4t2J7+OoEgmcbElxRilL7/rdPEAGggb64+rrzBUvTsbZq+1/M12DjsMrTwCYzTIDGPQGfn1kDeve2sov9//Fnh/ErKJNSVuPZYAMDLoZnLzh6DL4oA+87QcbnpNKRjVxbrHf3METht1h3ubeC970gtdc4e+HRdBs84qQllA3ycO8jFNL/ZFqIzf/cOQz4H0rfdvasywIF5Z2zSQ/++yz/Pvf/+bjjz9m+PDhPPHEEyxbtuzMFwqC0O36BFgujb1yWDAA/YLdWf7AeIoq6/BxsWf1YcuAWC5rrTyEYItGBYxmVMDoNvvIZXIeHPYwwS7B/JX2JzJkTA+fwbSwaXjYWy7NlMvkDPIRy21t1YGfj1JfZZ7hPGRoIBMWjDIey+Qtfo9lWMRVhanSG+A+l0SYlY9SOajMykMdXJ7IgJkxxvJQQjcLGGLZNuYRmPwGlKbD8utNy7C3vAze0TDwBul48hvw45WgqZZmkKe+DYNvgYjJkH8ICo/BsWZLbnf+D9zDYOSCzn4q4Zy8CSwH9MBYpF/0rUhzYrOBJ1q57j/ALiCxWVuLrOaoAesfrgrChahdM8n19fWMHj0amUxGREQEarV4YRSEnmJCjC9zR4WiUshQq+TcPC6CERFexvMKuQw/NwfkchmXxPqZ1Un2cVUzY7DIYnwhkslkXBs9j28u+56vL/uOeTHXWQ2QmyuvLye5NBmdmEmyKS0DZICRNw8xK9k0ZE5/8w5WJh5dGn/3oydFMvnRcUTEhzJ4dj/cAszLQ+m1ejR1om66zYiYBOOeAqWDlIhr5P0w5S2QKyBzu/k+ZYCMzc2uvRQeyoIbVsMDGdBvLux6D1L+hqA4SPrT8uc1v16wIXuR9hA3rSjZhhQg09j2C7Cnjeur2zgHcAtSlmxBuDi0aybZzs6OrVu3otfrOXjwoMhyLQg9iFZnwF6lJMTLkTBvZ2YNC0aj1SOTYVEr2VGtZPGdo9iQmI9GZ2BSPz/sVQr0egPyljNRwkXlr7Q/+fLo52j1Wnwd/XhpzMsEOgd197AEIGZKb7IPmpZX2jmp2PTBTqImhjPwylipUQYeoW7oNHrqKutpaBlYy6Df5dHGw8ixvYgc2wsA1wBntny023gueHAALj5OCDZk0qsw/llpD7Jds6X1QSOwWDbgOwAOfC0F0bGzpQzYUdNBUwtfjIbTjcvp9y0CO8v62QTFWbYJNiDrzF04Reu1jq8C3mvlnAy4tpVzgnBhaleQ/PLLL/Pmm29SWlrK4sWLeeGFFzp5WIIgdJQvNqXwTWPirrSCavamF1PboEOtUnDbhEiuGxNm1t9JrWTm0GCq67S8+OsRtp4swNtZzcOXxzIxVnyKfDFJLk1GLpPj5+jHV0e/RKuXZg8Lak6z5Pj3PDri8W4eoQDg6OGAo4cDNaW1yGTQUK2hKLWEotQS7BztcPR0YNP7O9u8R+y0KLzDrSfkip0ahb2rPRm7s/AIdqPfjD6d8RjC+VI1JlisLpJqHgcOk5ZWX/EJbHgG6ith4I2w610oa0zmuOVVuHOPNAP92XBpeXVzjj7QYEruSMgYGHV/1zyP0A7VwI9Iwe8AwA6wXFkisQPi27jXjYAPsBMpQVfzmeVYpGRegnDxaFeQ7O/vLzJcC0IP9ddB833GFbVSoKPRaXn/75MMj/Akyt9y3/LiLalsOVEA3/h/HAAAIABJREFUQGFlPc8sO8RPC+IJ8hQzSD2JRq+hTluHi50LBTUFbM/ZhpvajbFB47BTWF8V1KBr4IUdz3G0+AgAfb360aA3f+N1uua0tUuFLqbX6Vn/zjZqSqWEe4YWy6hP7cnG0cPhjPc5viaZtG2nuOy5S/CL9rE4Hz4qhPBRol66zUv8GVbMB129NAs87zcYfhcMu1OaZU74CA58aepffFK6Ru1qGSADePWBuSukmslBIyHQyv5noRs9ilTCCWA1cD2QgbSfuGnmdxnSfuIRjX2GAoNbud+0xq+JwPNIgbI3re9lFoQLV7uC5E8//ZQvvvgCe3tTGZht27Z12qAEQegYW08WUFRZ32afE7kVVoPkE7kVZsdavYGr39/GuGgfXpozEAc7USvR1v1zah1fHv2cak01sZ59SS9Po04nJWNZk7GKN8a9jVxmmZpic/YmY4AMcKw4ER8HXwprC4xtY4PGdf4DCGdUW1ZHdXFNq+fL8ypxC7CsdW1NfVUDu789wJWvTu2o4QldyWCA1fdLATJIM8B/Pwz/OQgyGcgUpnPN6eqtt8tVMOFZCBgsfQk2Jh9TgNzkINCirBeTgUXAB83angDmtHHviUgBdRYQAajOZ6CC0CO1613u6tWr2bp1Kw4OZ/40WhAE27E7pe1ybQq5jMG9rC+xHBbmyb70Eov2rScL+XHnKW6dYK22omArSutK+fjgQrQGaeXA8RLzWaITJSc4VpxIf+8BFtcW11qW+ZgcOpmS+hJyq3IZHTCayyNmds7AhbPi6OmAe5ArZTnNPtRqtgW19FQZlflVBA3yJ+dQPnKFjAFXxhIRH0pRWilbP95tdr/q4lqEHkqvheoC87aKbNP3J/+Askxp1ri+8f8Xl0Dody0o1OAeblqGrXSAWzZBsNh/bLuckIJXTbM2dyv9dMCSFm3f0naQDOAIRJ+hjyBcuNoVJAcFBZnNIguC0DNE+lrOIM2JC2HryUIc7BTcPrE3IV7Wl0/PHxvOir1ZVmeiU09XdvhYhY6VU5VtDJBbY2i5NrfR2KCxLEtaatyDrFaomdRrCr6Ovh0+TuH8yGQypjwxnu2L9lCSWUbI0EAc3NQc/v2EsY+2XotnL3dKTpVRW1ZHypYMwkaF0HdaFPt/OmwWGHuGin2HPZZCBf2ugaNLTW21xfDlWKjMNQXAABFTpKzYg24Gx8ZqB3ckwKFvQFMDA+eDR1iXDl84Wy7A7cAnjcdOwJ2t9G35t976335BEEzaFSRrNBpmzpxJnz59kDXWTH3nnXc6dWCCIJw9rU7PqoO5JJ+uZFRvb2YODeJgZinrjuShUsq5aWw4t03szSOXn/leKqWcRy+P5fGlBy3OjYz07oTRCx2pt3sULioXKjWmDzSUcqUx8I32iKGfd3+r1wa7hPBq/Ov8mfYHtZpaZve5WgTINswz1J2Zr04xHh9fm2zRJ31XFrVl0lL76uIatn6ym5mvTKGmxLwWalVh60u3hR7gyi+lGeVjv5jasrZb9ss/ADetNW9z8oYxD3fu+IQOdhswCWkf8jCkwLklBXAD8EWztpvOcN9yoAhpqbWobCFcnNoMkn/77TcAZsyYgUwmQ61WU11dTWhoaJcMThCEs/P6ykRjoq6fd2fy8IwYHpkRy8AQd9wcVWednXp8jC+OdgpqGkx1Np3VSmYOFaV/bFFxbTHfH/+OzIpTDPMbztMjn+X7499RVFfEhOAJXBo6mR2523G3c2Ns8Hir+5GbOKocOVFynMLaQhJLjnLv4PsYFzy+C59GOFdRE8JJ2phG/rFCAEKGBpJ9KM+sT1lWOTK5DJlChkFrmlWSK1v/f0LoAewcwacfUk3cNsjFHtMLR1jjV1vuBgYBicBwWk/cBfAT8D5SluwIpL3M/uc7SEHocdoMklNTU82Oa2pq2LNnD/PnzycuTuxTEQRbUl2nZc1h8zfCS3ed4qstaZQ01kQdGubBM1f1p7S6gdhAtzPWPpbJZNw2MZIP1yYZ2+6dalpRItiW1xNeIalU+rdKLktCo9fw2rg3zPpcHXWmfWiSrxO/orBWCrJqtbV8euhjRgWMRqUQb65tnVKtZNbr0zh9sgi5UoZPpBdr39hC+s5MY5/QEcGonezoN6MPR1ZKS7NlchlD5vTrrmELHaXP5bD5xbb7jH+ma8Yi2JDRjV9tKUOqldy0zzkN+Bx4thPHJQi2qc0g+eGHLZfd1NfXM3/+fK655ppOG5QgCGdPoZChVMjQ6U2zQrX1OkqqTaV79meUcvV7WzEAvbydWHjzcHxcpXwDBeV1fLj2JMmnKxkZ6cV/JvXB3k7BuGhftp4sJKu4mjFRPlwxRMwi26Li2mJjgNxkV95Obu53yzndL6/KvHRYpaaSKk0lHgrPcx2i0MX8ok3bIibcOxJ7VzvyjxfiF+PDqJulUj5jbhtO6PAgSjPLCR4cgEeI2JPc42lqoM8sSPrd8lzMbBj3BASN6PpxCT1APuaJwEDKcC0IF5+zruGiVqtRqcRMgiDYGnuVgpvHRvDZxhRAylwdE+jKjmTzDNdNIfSpomru/XoPcb29uW50GM/+cojE7HIAMgqrKa6s56U5g3hoyT6yS6TEPn8cyMHPzZ7bL+ndZc8ltI+rnSvOKmeqNFXGNkelA/+39y287L25qvdVeNhbBrgpZclodBpiPGPNVgiMChjDihTTkk1vB2+r1ws9g9pZzfj/jrJoL8+tIH1nFtp6LT69xb9vj7fpJdj0vPVzMf+Cecu7djxCDxMFBAPNsqJzaTeNRRC611kHyYWFhdTWihIRgmCLbp0Yyagob5LzKxke7klNg5Z96SXUa/VW+58qruFUcSbrE/ONS7Kb/JN4mpqG/cYAucmO5EIRJNsglULFfwbdw8KDH1CrrcXNzo3ksmSSy6QkTnvyd/PhpI9RyBQA6Aw6Xt31MntP7wEgyr0PL8e/iqPKEYBwt3Cz+xfVFpFYdLTVZF9Cz1NfVc9vj/9NXYWUwT5lczpXvTUdn95e3Twy4ZzoNLD9rRaNjfXAvKJh6v91x6iEHkUBLESqq5yDVGN5breOSBC6S5tB8kMPPWQ2s1BfX8/x48d58sknO31ggiCcm75BbvQNMi2Z/Oqu0aw5lIujnYLle7IotFLSqaSqAVd7JRV15iWDdiQXoVbKzYLsMB/nzhu8cF7GBY9nuP8ICmsK+PbYNyTkm2rgZldlk1RyklivvgDszd9jDJBB2sO8IfMfroi8EoCMigyL+390aCHTwy7jioiZbSb9EnqGU3tzjAEygF5nIHlzugiSeyqDAQw68za3ULhhFfjEgsglIbRLMPBydw9CELpdm0HyvHnzzI7t7e2JiIjA2Vm8SRaEniLC15n/TukDwJQBAXy9NY396SXklJrPEN8yIYJF61MsZp3DvJ3ILK6hVqMjOsCVuy+N6rKxC2fPQemAl4M3dnI7i3Nuanfj96X1pRbnS5q1DfIZxPLkn83OZ1dm8cWRz6hsqOCG2PkdOGqhqxkMBo7+ddKi3dHdoRtGI3QIpR3E3Qs7ms0Yj3kEfPuajvV6KE0FlyApE7YgtCkf+BNphnkmIMo/ChePNoNkkcFaEC4sQZ6OPD2rP8VV9dy9OIGsYqkm6ogITzyc1Lx49QCeWnaIZrm/OJkv1dm9MT6Me6dGd8ewhbPwR+pKvjn2NQ26ehQyJTqDtDrgioiZBDoHGvuN9B/J18rF1Gil/weUMiXjgkwlngb7DuHugf/h15RfOV2Tb/YztmRvEUFyD3ViXQrJm9ORyWUUJhWbnbN3UxM7TWyl6NGmvAUh8ZC3D+w9IXUtpKyBUQ9Is8o/zoTiJFC7wZVfQL/2ZbsXLkankeorlzceLwOWAiK5n3BxOOs9yYIg9AzFVfX8tjeLyjotlw8OJMrf1XjOy1nNj/fEsz+jlD8OZLPuSD570kpwsFPw4PQYDmeVseHYabNM2asO5Yog2caV1JWw+OgX6BqXXOoMWkYFjObG2PmEuvYy6+th78mb499mZervNOgauCz8cot9yDMirmBKr2nctOYGqjXVxnZvB7EctydK2pDG5oW7Wj0fEd8LtbO6C0ckdJjUf2D1AihNh37XwuiH4Ys40DXmmkj9G0LHSQEyQH05/HkXRM8Epfg3v3BpgRQgCHA5y2tXYwqQAQqBf4CrO2ZogmDjRJAsCBegOo2O2z/fTV6ZtKR6xZ4sPr99JNEBpkBZqZAT4evM+qOmWcLaBh2704p5+7oh7H5zAxW1pj3KdkqxB9XW5VfnGQPkJhq9Bj8nf746+iUHCw8S6RbJTf1uwV3tTi/XMBYMub/Ne6oUKm7rfwcfH1yI1qDFReXCTX1v6cSnEDpKQVIR+5Yepq6qgZjJkZxKyG61r0wOdRV1/PLAX/hFexM3f7AImHuK+ipYNkcKfAEOfwcVOaYAGUCvhYIj5tfVlkB1IbgFd91YhS6UCtyHNCMsA3oDTwPtTb5ouWUHxN8E4eIhgmRBuADtSikyBsgADVo9f+zPIfpyV7N+tQ1as6XVAEl5Fby+MpHpAwNZtjvT2D4yUuxFsnVR7n3wUHuY7TeO8x/Jl0e+YE3GKgDSy9M4XXOaV8e+3ua9jhYdYWPWBlzt3JgZeSVfTvuanKpsotyjUCvtO/U5hLNjMBgoTC7GzlGFe7C0FLK+qp6/nl9PQ41U87TgZJFFDWSZDKKn9AYDVBVWk7ZN+n0vTi+lprSWaU9N7NLnEM5R4TFTgNykOt+yX/AoSPrTdBwwtPUAua4c8g+C3yBwcLfeR7BxC5ECZJCKPyYD/0XaY+za2kXNzAB+QspyDRABTOrgMQqC7RJBsiBcgBztLH+1ndSWbSFeToyI8GJPmmlvYkFFPSv35yADwnwcySiU9qz+vi+bCF9n5o7qZXEfwTaoFCpein+FJce/p6i2kHFBE4gPHMvSEz+a9TtSdJgaTY2x3FNLhwsP8dz2Z9AjJXHbnrOVjyZ/Sn/vAZ3+DMLZqa9q4M/n/qEotQSAPpdEcMkDY8g5ctoYIDcpzTIPpHqNDGHCPVLt5MVzl5qdO7UnB4PegEwuQ1OnRSYDpZW/IYIN8Okr7TFuHij3mQk+/eBYY/K96Cvh6h9g62uQvEo6N7mVD8qS10gz05pqUDnCnKXSsmzBBh0CPgZKgcuBm5udy7HSvwbYS/tqH7sDPwAbkcKFiYD4gFS4eIhXPEG4AA0P92R4hCd706Q3zj6uaq4eEWK171vXDea3vdnsTi1iV4opWDaAMUBu8sOODBEk27hermHcM3gB3x37hmUnl/JV4pfIMC/94u3gjX0bs8HrM9cbA2SA/Jp8jhYdYYjv0E4bt3Bujq1JMgbIAEkb04iZ2hv3oDPPFDl6mDJZuwW5mt3H1V+qYrH10wROrEtBJpcxcFYscTcO7sDRCx1C7QzX/gyrFkBZhrQnecJzUvbqklQw6MGrsSrBpFelr7aseUAKkAE0NbD6fhEk26RKpOXUTfkiPgQ8kbJQgzTrm2blukArba1xAq441wEKQo8mgmRBuADJ5TI+mD+chLRiKus0xEf54NjKLJCDnZLrxoQRHehqFiRbU1hRR2WtBhcHVWcMW+ggL+x4ltTyVOOxAdOaeheVC/cMXtBmnWMXO8syfy52Z5v0RegKVUU1Fm3VRTX4RXsTNjqEjF1ZYADfaG8Kkopo9r8COYfyWHLbCnqPDyf+jhGse2sLNSW1OLjZM/6eUaTtyOTY6iRj/wM/HyVwgB/BgwK64tGEsxE5BRacsGz3jDz7e1W02LteaW1GUuh+hzAFyE12YAqSb0fai/wDUNWsz+PAF4CPlXtmAmsBD2As0ixyHTAd8O+ogQtCjyCCZEG4QMnlMkb1bv8+4iG9PHCxV1JZZ0rWJZdhtmdZb4DM4mr6BYs9arYqs+KUWYDc0qdTPj9jwDsr8ip25G6nqLYIgPHBE+jtLupj26LIcb3MAlm5QkZAf182f7iLjJ1ZUqMMBl4Zi0FvYO+Ph2io1dBQ1UB5rlTe7eCKRBw87Lnhi39RkVeJi58zCpWC3d8dsPh5a1/fwrSnJhA0ULxhvmANuA72f2E67n9d941FaEM4UhDcPLFI8w9FFMCdwDigecm+HOBHpFno5k4CtwL1jccqoGnLxidIe5TvQwqgBeHCJ4JkQbhIldc0sHJ/DpW1GqYPCiTC15mP/x3HQ9/vo7CyHl9XNWOifPhtn2lWwdPZzqyUlGAbjhYd4fPDiyioKWC4/wgUMoVFlmsAVztXi33IuVW5OKmccFObkjr5OPryyeTPOFRwEDe1G9GeMZ3+DMK5UTuZZ6DV6wycWJtC0qZmyywNcHjlcf711nR6jw8j53A+fz77j9l1OYfyGXhlrDHxF0DwoAAO/pJo1k9Tq2HLR7uY9+ksZDLzZfyCDcraBcd+AfcwGHKrtAT7TKa9C0oHKDoBoWMh/tFOH6ZwLoKAh5D2JNcCY4DrG881AFlACGBthVgx0lLsAKBp28UvmAJkMAXIADrgD+AUsLhjhi8INk4EyYJwEdHq9Hy9JY2dyUWcKqqmql6aNf5p1yk+v30kfQJcWfnwBAor6/FyVmMwGHCyV7I+MZ8AdwfumxotSkHZmHptHa/tfoUqjbScbnP2Jvp79SexONFsmbVcpuDW/rejkCkAqNZU8/KuFzlWnIhCpmBOn2u4IdY026BWqIkLGNm1DyOctdLMcou2stwKZDIZBkOzf3+FKaD1DHVHrpSj15r2nXtHWM4OBQ30Z/w9I9n6SQKGZktKKvKr0DboUIlEXrYtaRX8OFPakwxwfAXcsqHta7ITYOlVUJUHDp5SgKxyaPsaoRtdB/wLWAP8jVTiKR5YhJTMyxN4BfDDlOkapCXVfyEl4noBmEz7QoLDQD5i6bVwMejyV7ji4mJmz57N4sWLUSqVPPHEE8hkMqKionj++eeRy+UsXLiQTZs2oVQqeeqppxg4cCCnTp06776CcLFbtCGF77alW7TXa/W8t+YEQZ6ODA3zZPrAgMZZIhkLpkazYGp01w9WaJeMigxjgNxEJpPx6ZTPya/Op5dLLzIq0glzC8fT3tPY54/U3zlWLM0S6gw6fjq5lHFBEwh1De3S8QvnJ3CgH0o7BdoG08qBiNGh2DnaGZdhy+QyBs/uB0BDTQMVp6sYe/cIEr49SF1lPUED/amv0bDzq33ETo0yS/oVOzWK/OOFJG0wzUwHDvATAbIt0zbAqntg/5eYLcXN2AgFieDbr/VrVy+QAmSQ6ij/cRc8YC35k2A7EpEC4SbbMP27lwDvAF8CS5Bml7dhmiWuA14FJgDXAqsw7XO2bzzfnCPghiBcDLr0VU6j0fDcc89hby9lVX399dd54IEHGDlyJM899xzr168nMDCQhIQEfv75Z/Ly8liwYAHLly8/775TpkzpykcVBJu08djpVs/tzyhlf0Ypf+zPIbOomrsmiT2oPUGISygOSgdqtaa62FEefQhwCiDASUqw5OngaXFdblWuZVt1jgiSexhHdwcue/5S9i09TH1VA7HToggfHUrYqBB6xQVTllVGyNAgPELcyEjIZsM729DUaVE72zH58XE4eznx66NryDkk1dU9svIEvr29GH7DIIIHS///xN8xAqVaSe6RfLwjPRn972Hd+cjCmSR8aL6nuDmlAxz6DhIWgsoJxj8NEc1q3xYnm/cvy5CCbqX5sn7BlmxscWxocZyFNPP7MPANUpDcXCVQjrTH+RdgPdJe5yVA89cJJXA/puXZgnBh69Lp1TfffJN58+bh6+sLQGJiInFxcQCMHz+eHTt2sG/fPsaOHYtMJiMwMBCdTkdJScl59xUEAYI92/fi1nwfcml1A5/8k8QLyw+z7WRBZw1NOEeOKkceGf4Yvo5+yGVy4gPHMjf6zIl2RgWONjt2UjkxwHtgZw1T6ESB/f2Y+coU5rx3Of0u6wNIqwlChwYycFZfPEKkmZ/tn+1B05iYr76qgd1f7SdzXw4N1Q3Gexn0Bk4nFbH65Y1UFkgrFOwcVYy7O465H13JpIfGmpWOEmxQ2j+tn9v3Gfx6E+QkSDPLS2ZAWabpfOy/zPv3uVwEyDYv+AznvYCFSLPK1vr6tPh+HpCEeYAsB74Hrj73YQpCD9NlM8krVqzA09OTcePG8dlnnwFgMBiMiT+cnJyorKykqqoKd3dT5tym9vPtKwgC3Ds1mvTC/Zwur8PBTsG/hocQ7OHAh2tPUqsx7U90tley4Vg+32xJI72wmobGvYtrDufx2txBXNpX7EeyJSP84xjhH4fOoDPuOT6TMYHxLBhyP/+cWoernStzY+bhpHICILk0ma8TF1NYW8j4oPFcF3tDu+8r2Ca9Tk91sXm5qIr8KuwcrQdAeq2erAN59J0mVpT0OB69Wz93fIX5sa4BUtfCsNul48s+lPYiZ2yCwBFw6SsWtxBszVXAFiABKZidiTTbuw3IBvKAr4HNSOWgJgNNH6TIgEKkWshPYyofldfiZ+gxT+QlCBe+LguSly9fjkwmY+fOnRw/fpzHH3+ckpIS4/nq6mpcXV1xdnamurrarN3FxcVsT/G59BUEAXr7ubD8/nGkF1YT6OGAnULOLZ/tNAuQ5TL41/AQnll2yKz8U5O/DuSKINlGnW0gO6XXVKb0mmrW1qBr4KWdz1PeICWEWpb0E04qJ/4VJWYQejK5Qk7YyBDSd5pmDRtqNBz98wQeoW5WE4B5BIu9hz3SpS/BnoXWz3n1gZIWS6p9Yk3f2znC1Lc7b2xCJ7BHynCd2fi9b2P7MaQguUk68CBSBux4YClS2ScALfAecBlS4Nzydz8UELlJhItLly23XrJkCd9//z3fffcdsbGxvPnmm4wfP57du3cDsGXLFoYPH87QoUPZtm0ber2e3Nxc9Ho9np6e9O3b97z6CoIgUSrkRPm74KRWsjOliNTT5kmfZg0LQSGTWQ2QATycxNK7C1lqWYoxQG6yv2A/hTUFVGuqW7lK6Akm3jeagVfFIleYXvqL00txD3Rl6pPj8YuRll3KFTIGzooloJ9va7cSbFlxkvX2sEtg1mKInS0dy5Uw+mEIje+6sQmdQAOsRCrR1HxLlLUcJLuQah2/CKS0OFeOVErqLmBds3Z/4CO6eIemIHS7bk1P+fjjj/Pss8/yv//9j4iICKZNm4ZCoWD48OHMnTsXvV7Pc8891yF9BUFoH2d7Jb39na2e83S246ax4V08IqErFdda1tTMrszmtrX/xk5uxw2xN4pZ5R7KzlHFgJkxHP7tuFl7SWYZ4aNCCR8VSnVJDQqlAntXdTeNUjhvnlGgtAdts8zEg2+Fq76Uvp+7HCrzQGEHjl7dM0ahAz0JbGr8/mukklBZSLWN22Lt/N2YZpeb5CMyWgsXI5mheSHFi9js2bNZsWLFmTsKwgVEo9Vzy2c7jbPJLvYKXpg9kCFhnny1JY2fdp1CpzcwPsaXGYMDGRHuhb2d2JvaE2l0GtZlriW7MosR/nEM8R1q0Udv0HP72n9TVFtkbFPJVWj0pr1ocuR8OuVz/J3EkntbV55XiUIpx9nHyax92YI/zJZX978imvg7RnT18ITOdHgJrL5PKuMUfilcs0wExBekXODK87g+EkhtR79Hgbnn8XMEwXa0N+YThQ4F4QKzPCGTNYfz8HS249bxkUQHtr4nX6WU8/ltI1l3NJ/0girWHsnj4R8O4KRW8vzsAfx7fAQGAzjZiz8VPd3/7X2LnXlSpv8/0/7g/iEPMKmXeWm8Om2dWYAskZkd6dGTW5UjgmQbpm3QsfrF9eQelZZeekd6ctVb01AopQ+4pj01kZ1f7qUks5zQYYHE3TSkO4crdIaBN0Dfa6C+Apy8u3s0QqdRIv2Nbmu+awJS0q6W5MB42hckb0AEycLFRmwwEIQLyDurjvP2X8c5klXG5uMF3LxoJ8/+fIh6TevLrhzVSmYNC+ZEXgUljaVgquu1vP3nMdQqhQiQe5jNWZt4f/+7rEz9HY1OmgEurSsxBshNVqWvsrjWUeVIX69+Zm0xnubJWpxVzsR69e3gUQsd6eSGVGOADFCUWsKWj3Ybj90CXJj+zCVc/9lVjL0rDpVa/I5fkJR2IkC+4PliPpMss9JnT4tjJXAJUrIvV9oXCgSe0+gEoScTr4yCcIH4JSGTn3dnWrSvO5pPuK8zt06IbPP6nBLz8jCFlfXUa3Q4ijfQPcYvScv49tg3xuOk0pM8MvwxVHIVSpkSrUFrPGevtL7n9PERT/B14teklacy2GcwN8bO5+9Tf7Mxcz0e9h5cH3sjDkpRJ9eWFaVY7ivPPZLfDSMRBKHzPQNMQspevQ442uJ8TYtjLVLt5O3Ad83aPYHhwNoW/dXA7R01WEHoMcS7X0G4QKzcl93quYTU4jMGyRNi/fglwRRkj4z0EgFyD7P2lPmbm23ZW/nvoHtxtnNhVu+rWJ78CyDtM742ep7Ve3jYe/LgsIfM2q6MnIWbnRu78nayK3cn/o7+ONu5dM5DCOctclwYJ9aZL6H0Cvds17XZh/I4uT4VtbOagbNicfWznsRP6MHyD8HuD8GgB2d/KRt2wBAY9aBUAkroYWTAGKACywC5NfXA3y3aqoHZWAbJPkDQ+QxQEHok8Q5YEC4QLg6qVs8dPFXKIz/s55VrBmGvsp54675p0bjYK9mbXkIffxfuvLR3Zw1V6CTOKvOARq1Uo5JL/1/c3O/fjAwY/f/snXd4VFX6xz9Tk0x67wVCEkLvoSgIiCAWFEVde8Pe3XVddy2/dV1d69pFUWysHSsoIE06CYSeRipppPcy9ffHTTI11JTJcD7Pkydzzj335L1Pkpn7vW+juPEoo4PHEKwJ7lpX317P+/vf43D1IZIChrJ45J0EepiL/Pyav4p3973dNd5ftZ8Xp7/cy1cjOF3Ch4cSNTaM4r3lYAKvYA1Tbxt/wvNKDx5j1TPrMXX0f8vfVsQ1SxaIcGxXoq4QPpwGtu3cMr7jur8xAAAgAElEQVSD8r1w1Tf9Y5egBzjZaBElUgXsPUCjxbwO2OVgfaODOYHA9RE5yQKBC9DYqqOpTWc1566y/vfeklXJvP+s5/vUow73kAHxoV5MHhLI5ROi8NVI/ZAzSxvYlHGM5na9w/MEzsP1yTd0iWKA65JvQKUwj4cGDOX82DlWAhng7b1vsrnkD6rbqtlWupX/7nnV6viGo+usxpk1GZQ2lfbCFQhOh7aGdvK2FVF7VKpYve7lLRSnSwIZGZxz1yR8wk7s+c/ZmN8lkAFaalsp2VvWW2YL+oPD39kL5E4yVkB7U9/aI+hBZgLdPSyXAROBG4FPgVHAvVjLACPwEWD7IF1EkwjOTsTjYYHABfhsSz5ZZeanvXIZzB4exsq91kKmTWfkpZWHOXdoCEHe5pzU+hYtN723nfJ6qa/mBxtyuXn6YJra9F0h2L4aFe/dMolBIeID01kZFzqeN2e+TVpFGuNCxhPlHXVS5+2tSLca76vci9FkRC6TbqB81X5Wx5VyJV5q8XfgDJRnVLDymfXo26SHWKMuSyZ/u0VtAhMc/DmL2Akn/lvw8HM/qTnBAMYrtPtjbr7gqFaBrhXqi6T+y3LhW3FeYoF3gS86xglI4df+wC1AjM36C5BCrJ+zmQ8DSizGN/S4pQLBQEC82wkELkBepfXTf6MJkiJ8kDsodGk0we5868I+P+0p6RLInXy6Oc8qR7m+RcenW/J7zmhBj7OmYDX3b7iXpQfe55GND7KmwDbnzDFxvoOsxz6DugQywJ+GXou3WmolJkPGNUl/wkfdfWsxQd+R9r/9XQIZ4NDKLLs1MkdvBA4YcXESnoHmomxKtQK5QtwmuBTDroTYGeZx5/+5TAFzXgSFjScy8yd4JQLeGgpvDIGKQ31nq+A0KEcKj5YhtXf6L3AnsAy4A0lAW7aLctQfvRT4G1KxrveAK3vRXoHAeRGeZIHABZgyJIgtWZVdYx8PFZeMjSQ+xIvXf8siu9w6p2jj4QrmjpJaOmSU1PO/bQV2exodtF3cX1TLm6uzuGRcJHHBwpPoTDRpG1my7110Jinsvs3Qxlt73yDKO8qurZMt9425nxdT/0NRYyGRXpE8OO4hq+OD/eJZesFHHK4+RLhnBBFeoh2Is9DW2G41NuiMxKVEUbBTKuQnV8oZtSD5pPby8HVHrjSLYr3WwNb3U7nsxXk9Z7Cgf1G6wc0b4Oh2qXBX8DAo3gGhI8E3WlpTWwC7l4BBB3s/hrY6ab4uH1Y/Ajec3MM3QV/zB1Kl6052ASuAm4DOB+N7kETytR1jR5EiJqS2UTcCq4C9wBVIHmmB4OxBiGSBwAVYODGaxjY9q/eXEuTtzt3nJ+ChVjJ+UCD/WjSaq97cYrW+uFZqCWE0mvj7N/uo7eiPbMmYWD9atAayLcK4S2pbWb6tgO/TjvLp3VOJChCVUJ2FDUfXdwlkS/6981/MjJ7F9ck34KZ0HDob4xPLW7PfoVHbiJfKC5nM3vPoofRgfOiEHrdbcGYMnTOEre+b+6DGjI9gzl+nU5haQkNZI7ETI/GL8j2pvYx6I40V1vmqdaUNPWqvoI/Y9xmkvgtqL5j+D4ibLs0bOqIOYqaa1ybON79uOgYfTISWKsf7Vmf3jr2CM0CLlIu83ma+AXgIs0DuZB1mkdydDMgCbkVqFwWSWP6K7nOeBQLXQ4hkgcAFkMlk3Dx9MDdPH2x3LMLfgyBvN6osPE7Tk0IAqG5qp7S21Wq9Ui7jqpQYbps5BL3ByNc7i9iVW8WBjqJAAC1aA6v3l3LbeaICtjOQX5/HhweWOjzWoG3gx9wfaNW3ct/YB467j7dNW6edZTvYVrqVUE0Yl8YvEHnITsiIi5Lw8HOnKLUE/2hfhl+UhFwhZ9Dk6FPeK2tdLnK5HKPB2DUXN+nU9xH0AwYdpL4DJamgCYKdr5uPFW2BB47A7vdh28tgMkFUCnhHQMKFMOo689rD33YvkAGSFvTeNQhOkWbgGWATEASMcbDGUUsoy3ZOfsBgIM9mjRqzQAYoQvIuT0UgOFsQIlkgcHFe/TXTSiCPiPLllhmSmA70ciPS34MSC6F8wchwHpg3tGu8eOYQ4oI8OXB0v9W+nqItjNOQWp6KEeNx1+wq33nc403aRtyU7l3VsTce3cCru81tntIr9vDSjFfO3FhBjxM/LZb4abFntEd9WSOb37Vu/xIxMpRpdzjKWRQ4Hb/cBekfOT6mb4Udr0kCuZOCDdL3A8sl7/HUjt7obg5qDUSmgEELQ+bCjKd71m7BGbAM6Pg9UoEklpOBjOOco0LKUbbkNaRwaktRbOt9BvA8PTMFggGKqMghELg4K9NLrMYFVc0oO4rxVDW1syglhvgQL1QKGdOHhvDgvCQA9AYjqXnVHCquY0ZyKMMizTdPMYEa5o+JROAcRHmduHJxlJdjj2Czrpmntz3Jtauu4YZV17Ku6HcA1hausVqXVZtJUUORoy0ELkB5RoXdnJu3Gyp38TDM6THopPDq46E9TmsnS3E97EoIH2ceByVLOch37YHznweVqHbuPBy2GbcDfwa6K6qoQKpkbfvZHQnYRgjUAZbpVOcAo0/PTIFggCI+/QQCF8fHQ0WlhSfZTyN5Cn/dV8q/fjiIwWjCTSnnP9eMZWqi1D+3vkXLXR/tIr9Syk88NymYJbdOYldeDVq9kakJQbipbHspCvqLlIjJzIyebdfPuJMQjxAWj7rD4bGPD31EesUeAFr0Lby553XGh06wq14tl8lFuLULo3fQB92yarbAiZEpwN0PWszFG1F7ScJYroTJD8HQyyHtPcfnawLNr1UesOgb2PiMdO7s58D95HLaBX3NMKTiXJ14AYlACrDWYt4XqRhXCNYC+mOkwl46wOJvp4u5SNWv/XBcBVsgcG2EJ1kgcHHuvSARRUcLGKVCxj3nJ2IymXhzTRaGjhLW7Xojb681F2T5Ia24SyADbM6qJL2wjmmJwcwcFioEspOhkCl4ePwjPDvNtt8lDPIZzJILljLI1z5fHSCtPNVqbMTI/or9XJV0NV4qsyi+bMjlBLgH9KzhAqehraHdbk7bal8ITuCEyOUw5z/mdk4KNSxcDg8XwaNlcMFLUqGui98Dv0Hg7o/UIghQaWDmP8171RXC+xNg/2ewdxl8dA60H8cLLehHjtqMQwAP4B5gBFJ4dAxQj1TE6whwH1IP5N+Bt5DaPTkSyDLgIqReypPo+nsRCM4ihCdZIHBx5o2KYEyMPxmlDQyP8iXExx29wUh9i/UNcI1FhWtH1a5rm+1vogXOxYjAkQR5BFHVai684+fuh0LW/UMNjVJDtU3+WaBHAIN8B7P0gmXsr9pHmCacON+43jJb0EfkbS2k7HAFoUnBxJ8ba1XF3C/SPkTTK8DDbk7gpIy9BeJmQtkeiJ4C3uH2aybcKX0BVGVD5SGInW7tSU5fBm215nFtHmT+AKOv7137BadBms04D3gCKTe58/Paz2aNHvgLMPIEez+H40JgAsHZg/AkCwRnAU3tetYeKOPJb/bx4+5ilAo5c0dZ30TNH2PufTt3VHiX9xnA31PN1ITgPrNXcHoo5AquTbrOai69Yg8Hq8wVTg1GA19nfcVfNj3K63v+y0WDL7ZaH6YJIzlwGAAalYbJ4VOEQHYB0r7cz9oXN3PwlyzWvbKFnZ+mWx2PnRiFxt9CFMtg2EVJfWyl4Izwj4NhCx0LZJNN4/ugREi+3FogAygctPhxNCdwAoY6mFuDWSCD5DW2JRvJw9wdc5E8yALB2Y3wJAsELk6rVs99H6dS1+E53ldUh0at4PFLhjM42IuM0nrGxgVw+QRzYafkSF/euWUiP6YVo3FTcPXkWLw9xI3SQKCmvcZu7lD1QUYEjQDg6+yv+CJzOSAV48qvz+PvKU+yueQPgj2CWTDkcuQy8fzU1Ti0Mst6vCqblBvHdnmTlW5KLntxLvt/yqS9sZ2k2fFEDA/tD1MFPcnhFfDbQ9BULrV6uvg9ULp1v37srbDrbWgqk8YhIyDp0r6xVXCKPI7kOc4A3LAWx5b4IIVbW44XInmef3Swfi0wCChDqpZ9GUIuCM5GxF+9QODi7C2s7RLInWzMOMackeFcf86gbs8bHePP6Bj/3jZP0MMkBdh7FxL9zR7B7aXbrI7l1ecS5zOIlPDJAByuPswraS/RpG1kTtxc5g+6qHcNFvQJSjclljfRSrXCKtwawDvEi2m3T+hjywS9RnMVfHctGDp+73s/hoAEmP6EeU11DuT8CoEJMGSe5IW+56DUL1nlAclXSN+NRtC3gVrj8EcJ+oNo4DPgX8AP3awZhRRefT9SxWo18ChS7vKjOBbJRqCzyNuPSFW0n+oxqwWCgYIQyQKBixMZoEEms462iwoQNzquyujgMVyffAMrcr4D4PKEKxgbMrbreLhnOAUN+V1jjVJDq76FJfvepUHbyM6y7WiNUk567r538FX7Mi3ynL69CEGPM+FPo9j45napyG3HWODilKebBXInxTvMr3N/h+XzwdjxEHXc7XDpB6AJgAkW1fAzfoCV90je6IQLpaJgHra5roL+4TCOBXI0cCmwCKnq9UogCynMuvN3545U7Mu+/Zs1K4G/InmrBYKzByGSBQIX4dtdRXy7qwh3lYIofw8yyxoI9nHn3jmJ3DYjnmV/5GEwmhgW6cu1U+P621xBL3JV0jUsSrwawM5beOPwm8mvz6O8pRw3hRs3DruZf2x9ggZtg6OtSC3fJUSyC5A0O56QhEDKMioJTQoiME5Eibg84eOl6tW6FvNcxHjz660vmgUywJ6lUJIKBi1MvAdS7oO2Bvj+BnOf5ZxVUnuoC//bJ5cgOBFlDuamAq9jXZHaDcmrbIkcKWT7KcCygrkSqcBXJ+5IPZYFgrMLIZIFAhdgW3YlL6/M6BpnlkqCp7imlUc+38NPj8zgikkx1LdoiQu273VrMpnYV1RHu97A+LgAlAqRkzrQsRXHnUR6RfLenA842lhEsEcIO8t3dCuQAaJ9jlfgRTCQ8I/xwz9GeADPGjQBUs/jNY9CbT4Y9bDx/+DYARjxJ+sq1p0c2yd9//V+8IsFr3CzQO6kbE/v2y44SVKwzzm+lpNv2TQd+BUoRgrBLgQetFkTh5ALgrMR8VcvELgAO45UdXusoVXH4dJ6wnw9CPK2D5fSG4w89Nlu0vKlgk8yYHJ8IP+6egyebuItwhWRy+TE+sRR2lTKnmO7HR43moyMD53ARYMudrCDQCAYECTOl/KMl4wzz2V8J32diNw1cMHLoAmGFoteuoNm9bydgtNEBYRiFsnRnHrrJg8gGPgZ+MPB8ebTtk4gGMiIO2CBwAVICPPu9phSDm+vyeZQST1uSjl3zErgumlxXce3ZFd2CWSQUha351bz7PcHeOGasfYbClyC4sajPLrpYVr1rVbz0d4xPDX5GZRyJYEegd2cLRAIBgzHDhznoAwm3Se1gtr4jPWh0FFSJexrf4bVj0g9k4ctgnP/1pvWCk6J34Eci/FR4DekitQnSwtwE47bRYHjVlMCgesjRLJA4AJcODqC9MJaVu8vQymXEezjRnFNKz4eSkZE+bEtR/I0t+uNvL02i1nDQwn3k3qi1jVrHe65LaeKi17agN5o4prJsdwyI77PrkfQ+6wtXGMnkBfEX0ZRYxF3r7uDIX5DuG/Mg8T4xFDaVMrawjUoZHLmxs0jWBPST1YL+hqD3khtUR0+Yd6oNaIN3IBk0ExQqKVcYztMMPJaKNkFkSlQvlcKyx51HYy5WVoSlQK3be1LiwUnTd1JzgEcBFYDQUgtoDofrv9B9wJZhRRu3YaUmywQnD0IkSwQuABKhZynLh/Jw/OGopDL0LgpqWvWklFazztrc6zWGk1wtLqlSyTPSA7lzTVZNLcbrNZp9Uaqm6SbqiXrj5AY7sO0xOC+uSDBKZNfn8cXmf+jtq2WmTGzTti6SSm3f/vPrMkkqzaz6/UraS/y98lP8ejGh2jWSyF3qwt+463Z7+Lr5tvzFyHoEQw6A2lf7qc4vYzAOH8m3TAGjb/HKe9TlVfDr89uoKWmFZW7khkPTCF+WmwvWCzoVXyj4U8/SfnIDUehodh8LHwcbHxaCq3uZMFHMPaWvrdTcBqcD7yPOSTao2POljTgXqDzc3418DlS8S5HUsAbaAR0SO2gDgKiWJvg7EKIZIHARVi2KZfPtuaDCa6ZEkt1k5YfdxfbrfPVqBge5cuBo3UEe7sR5ufBsjuncNeHu6jp8CrL6OoU08W+wlohkp2UNn0b/9j6dxo7CnBl1WbiofRgZnT3uYPz4i5kTeEa6tslr0OifyJlzaVWa/Ib8vm9aG2XQAao19aztXSL6J/spNQU1rHu1S3UFEi/16rcGupLG1jwwlwAtC06qvNrCYj1w81Lfdy9dizbQ0uNFG2ga9OzZcku4lKiUShFYb8Bx5C50hdA1i9w6Gvwi4OkS+GDidZr934iRPKAIRRYBnyD1N94ERDVcawByAUSgRWYBTJANrAfKX95OhCOdaXsRpufswUoB8J61nyBwIkRIlkgcAF251ezZP2RrvFHm/Lsalt6uikZE+vPlZOiuem97RTXtCCTwU3nDuau2Qn89OgMtmZXUl7fRnSAhkeWW1cwHREtquI6K4erD3UJ5E52lu04rkgO1oTwzuz32F66DY1KQ0rYZP6T+jy7ynd2rYn1iUPuoEqqTq+zmxP0Pw3ljXz/2G/o2/RW8+UZlbQ1tFOVX8PaF/5A26JD6aYg5YaxHN1XRkNZE4MmRzPh2lHIFXJKDx4j7Yt9HMu0LgjYVt+OrlWHwkEBQMEAIuli6QugsQxkcjAZzcfV9h0QBM7MYKQ+xk1IIdFbgbXAGkALeAKjHZynsTjnEiSPdHcoEH2SBWcbQiQLBC7AoeJ6uzlbT3ByhA+vXDeOF385THGN1DfTZIJPNudxydhIapq1+HuqmT40BJlMxsPzhrLsj1z0RhNXT45l+lCRh+qsRHhFIEOGyeK3HukVecLzvNXeXBA3t2t89+h7aDe0c6ByP/F+Q3hg3IPsLNtpd167sb1nDBf0KEc2F9oJZAAPP3fUniq2f7gbbYv0gEPfbmDbR7sxGaW/mfRv62mpa2XidaP59Z/r0dukXwBEjAjFXQhk18I7HCbeC7velMYqDZz7RP/aJDhF6oC/AalIQtb2/bkZKefYslXUDOANYAcQgFS4S4HZ26xACsXufCCa1Eu2CwTOixDJAoELMDYu4IRrco41ctdHuzCZrOWzyQSPf7WXnHIpvGpMrD+v3zCeq6fEcvUUKf+woVXHM9/tZ3d+DYnhPvz5ouSunGZB/xPmGc71w27ki8zl6I16hgYkc9mQhae8T6BHEM9Oe85q7khtjt06PzcRVeCMOAqfVrgpmH5PCnKFnKaqFqtjnQK5k6zfczm6p9ROILv7ujF4aiwTrh3V80YL+g+DHprK4MLXYcQ1UJMD8XPBW4TUDizeRRLIYC+QO6kBfkDyMgcDm4AvLY69C/wHKSxbBlwHHAFe7VhzGLgPWN7DtgsEzotILBIIXICR0X48dvEwAjzVyG2iYxUdE/UtOvYW1nLkmHWukZ9G1SWQAfYW1vL7oXKrNS+vzOC3/WVUNrazNbuSJ7/Z1zsXIjhtFiVexSfzPue98z/gxekvU9VaxbaSrTRpbXPLTo1zoqaT4JfYNY73jWd61IwzNVfQwzTXtJC59ojVXGCcP9d9uJC4lGgAhkyPO+E+nTnIliTMGIS2Wcsfb+3kaHqpg7MEA46CP+C/sfBaDLyZCG7eMOYmIZAHJFknsSYS8AXmAxORcpItaUMSz28ArwOTsO+ZnIUknAWCswPhSRYIXISDR+u6Cm9ZYrDxFjW3G7hj5hAOFtcR4uOOj0bFp5vzrdZUN1o/jU7Nq7b+WcX1tLTr0biJtxBnwlvtjbfam08Pf8K32V8DoFFqeHbacyT4J57gbMe4Kdx4ccbL7K/cD5gYFTwahUzRg1YLeoK05fuoyjX3O1eo5Fzy3Bwr7/LU28bjGeBB2aEK3H3dOLKpoNv9ZHIZJqOJqLHhZKw50hXGXZhazIIX5hKaFNRr1yLoA366DRo7HnjUHIFV98Etm/rXJsFpMgmp+vTxyAQOAcMtzrGsOxIAJAB6pF7LEUCgzR4KQEQRCc4exB2uQOACHDnWyKp9J+fh8VAruGpyDLe6S32PS2tb+HpHEW06KcRSpZDh76nGaDQhl8vQ6Y0EeamptRDgEf4eeKiFUHJGDlcf5Lvsb7rGLfoWvsr6kn9Mfuq091TIFIwNGdsT5gl6iZoi67oEBp2RpqpmK5GsUCkYd9VIAEoPlB9XJJuMJi57cR61R+spTi+zms/bWihE8kBG1yYJY0tK90Du79BUDgnzQXPiFB6BszAN+MhmLgApjNqSw5hF8s1IFax/R/IyPwjkAH8BKpC8zvcjtY6qtjhH/N8Lzh5EuLULY2xpoeb+ByiJG0z5OdNp2ySeErsqDa0nV21YKZfx5GUj8HJXdc1F+GtYctskZg8PxU0pR2cw8dyPh3jo8920tuu59YMd5BxrstqnvkVHYVWz7faCfmZNwWoe3/xXqwJeAE26pm7OsKdN30ZObTZt+raeNk/Qi/iEW1ckVnuq8Y/uvpd1+PBQwpItWrrZFzGntrgODx/7Ql1ewZ6nbafACVC5Q9xM6zldE3w2B76/Ad4YApUZ/WOb4DSwT5GAeAdzSzC3eVICDwMrkapaDwdeRhLIAPVIraV+BF5Dyle+oedMFggGAEIkuzCNr79B64rvQafDkJ9PzZ13Y2wWwsYVGR3jT/BJVJ2dkhjErOH2OWdqhZysskba9eY2ILtyq/lwU55VvnInze16vtheeGZGC3qc/2V+7nB+QuhEh/O27Kvcyy2rb+TRTQ9zy283kl6R3pPmCXqROpsK9watHqPF/7MtMrmMi589n1mPTGPq7ROYft9kmwWw6Y0dbHh9GxGjQrumQ5OCGHq+oxtwgdPRUAorboR3R8Oav0ge5E6u+B/4d/N7bKuFbS/3jY2CHmA85t7IIN3a3469qK0DvjrOPkU241Kk3OVnkVpMzUNqLSUQnB0IkezCaHfvthqbGhvRZ9sWaxC4Agq5jKWLJxNoEVrp5W6fTRHlr7Gb0+mNPPBZWldbKEua27v3ULdq7VvNCPqXVr0jjwIsz/iMtPJUh8cseX//ezTrpAdpzfpm3t//bo/aJ+g99O3WgthoMGE4jkgGKfw6YcYgEmcOomCbzQ1yRzBCe5OWtvp2rnr7Eha+eiGXvTgPlYfKfjOB8/H1lbD/Mzi2XxK9ax8zH/MOg8hJ3Z+b9bPU+kAwAFABS4FFwDnAW0jCebyDtY3A58A/kLzElr/j6TZrp3Ts1Rm23Qa8hJS3LBC4PkIkuzDqCROsxjJfX5RJp97rzlBTg0kv3hSdnaY2HfGhXgR4qZmaEMRzi0bbrZk42LYQB2SVN1DZYN82IipAw83T4/HT2N8Qy2SwYHx0zxgu6DHmD7rI4bzBZOCbjkJex+NYS4XN+FiP2CXofYZfmGA1HjI9DrlSzpb3U/nizh/47bmN1Jc5rnS+6pn1FO3uvqZB47Em/KN8CY63f/8QOCnNVVC83Xou6yfr8fg7oLsifC2VUGhb3VjgvKwEvgO2AE8BeUAKEGOxRoUUTv1f4DckD/H7FscfQ2r9NBRY2DEusfk5NUhiWSBwfYRIdmG8H3wAzVWLkHl4oExMJGDJe8g19p7E7jCUl1N56WWUjxxN+cQUWtf+3ovWCs4EvcHIo8v3sCu3hpomLdtyqjhwtI4/z08myNsNX42KO2cNYWpisN25kf4alArrhMThkb58cHsKob7uLLtzClEB1n83cpmMxHDvXr0mwalz47CbeWT8n5kdM8fumN544gdd0yLOsRsfrDrAwaqDdv21Bc7FiIuHMvfv5zF8fiLn3pPCjPunsOvTdA6tzKKhvInCXcWsed6+LkVNYR0VOdUOdjQz+JzY3jJb0Fu4+4FnqPVc0FDr8aDzYMGHEJQM7v72e+i767krcC7qgPeAzsiRKiTxq0Iq6HUPkvhdAuyyOXeFxWsPpDzl94FK4DLsi39NBrwQCM4GRHVrF0bu4YH/a6/i/9qrJ17sgPrnnu8K2TZWVFD70MO4705F5u7ek2YKeoD8ymbK662f7v6RWcHHd07hypSYbs6S8PdU88iFybyxOos2nYFhkT68eO1Y/D2l0O1wPw80btbeBoPRxPvrj/Do/OSevRDBGSGTyTgveibnRc/EYNSzsXhD17FL4i9l97E0DlUfIsk/iZTwyXbn3zP6HgI9AsmoPkyMdwzZtVk8seVxAIYGJPOvaf9GrVDbnSdwDuImRRE3yZybeHSPtXe4prCO5uoWPAPND73cvNRd7Z66kEHEiFBaaltx83Ijftrx30METohCCZcuhR9ugtYaKf94rs29QG0+rLwHdPapNoSMhEGz+sZWwRlSB9imRnVGBfkBt3a81gOeQIPFumrgU+BGi7nPgc0dr3VIVf2GAyOBxT1mtUDg7AiR7ILosrNpfPNtjHW1eF59NR4XOw7BPOE+GYetxqa6OgxlZSgHDeoJMwU9SIS/Bxq1ghatoWsuu7yRK9/YzAtXj8FXo2LZpjxKaluZNSyUyydah0ovnBjN3FHh1LdoiXCQt3ze0BCybUI1t2ZXCpHsxDw47mHGhoyjqLGQCaETyazN5NXd5mI8VyVew/XDrAu7uCnd+dPQa3kl7SV+LVhldSyzJoMtJZuZFTO7T+wXnDkBsf7Ul5r/bz183VG5K8nfXoTaU03EyFA8AzWMuiyZfSuk93uZXEb8ubEo3ZSUHpDC7Vf93wbOvSeFYXMTHP4cgZOSdDE8UgINxeA/GOQ2wYMZKxwLZJkcZj8vCW3BACAI6XbeMlpomoN1SuA+4N8280uAK5AENEitoCwxAXcAU8/YUoFgICHeAV0MY1MTVW3H7GUAACAASURBVAuvxFhbC0D7+g0EfvYp7rNmnuBMe9xnzKApI7NrrIiLQxErwu6cEU83JU8sGMFLKw9T32J+olxa28q/fjhAeX17V5uo1LxqjCYTV0yy9g4t31rAF9sLALhyUjT3zjHnr18/bRCfbsmnTWcuBBR0EtW0Bf2HQq5gZozZE/Ri6gtWx3/O+5Hrkq9HJrMOtV9X9DvbSrc63LO+vd7hvMA5mXLLOBqPNVKVV4vG352Um8fxzUMraaqQirNFjQ1n/tOzrIS0yWiS+ifbtITatjSN7R+mETU2ghn3TsbdQWsogROicofAIVCSCr/cDRUHQaGScpGjpzg+x2SEvcsg6fQesAv6mnXYF9Ny0NMNkHKNvwDyLebakdpIdYrkycAGi+OewKgzN1MgGGCInGQXo33Lli6B3EnrTz91s/r4+Pzlz3jeeguK6GjcZp5H4McfIbN9Ei1wGs4fEcaKB22rU0J2eZNdH+XfD5VbjbdkVfDRplxatQZatQY+21LAtzvN1W7VKgWPzk9GIZc+eD3dlNxzfmIvXIWgt1DIrZ+JKrop2FPceNThvLvCnWmR5zg8JnBOvEO9uOK1i7jh4yu47sOF1Jc0dAlkgOL0Mg6uzKJgh4PfuU0KukFrQN9uoGDHUbZ9mNbLlgt6FIMevloIZbvB0A7aJmivhyO/QWA37+MlO8HQ8bnRUi0J7PcnwdrHQee4ir6gv3Dk7zpeBfrLbcaTkbzRnSwE7gKigTFIhb5EHrLg7EN4kl0MRVSU/Vz06VUhlrm74/fsP+HZf56pWYI+wtNdyaBgT/Irj98PO9zPw2q8zkY0A3y/+6hVPvMl46KYkhBMXkUTwyN98XTQYkrgvFyVeDXv7Hura7wo8So7LzLAxLBJ/JT7Y9dYhoxzo6ZzRcIiQjQhfWKroOc48kcBxfvKCIzzp9VBFfvWOseVahVqBQaL9A1Lyg9XOJwXOCl1BVLItSPCxsDC5bDiBqg2R47RUAyHvoZR18F310LuGmm+NFUS2BeL9nDOwyzgY8zeYQ+kHOLuuBYpV3kzEA/8yea4DKnP8u09aqVAMNAQd7kuhnrECDxvvYXmZR+DyYRq5Ei8br2lv80S9BFF1c0nFMgBXmpumxFvNZcc6cuv+8qs5oIdhFMHebuJMOsByrxBFxLvN4TD1QdJ9E8iOXCYw3Wjg8fw0LhHWJn3C+5KNxYlXs2YkLF9bK3gVMn8PZdDq7JQeSgZt2gkUWPC2bviEDs/Se9aEz0uArlSjrGjf7JXkIZRlyeTu6WQBpuaAyoPFRf+4zyqC+rY/+NhmqvN3sOQpCAEAwi/WPAKh6Yy+2NRkyFyAhhtCz8BNUdA22IWyJ1kfC9EslPhgeTtvQYpbLoVeBAprLoEOILUDmqIxTnzO746WQl8CaiB2xD5xwKBEMkuid+z/8TrjsUY6+tRDR/u0FskcE0Ol9jnjCrlMvQWlWuvnRpHpE1Lp6tSYvk+9WiXwFYr5SKc2gVJ8E8gwf/ExZdmxcwWBboGEEf3lLLpTXNP3N+yNrDgP3NJ+2K/1brivWVc/Oz55G0tRO2pZviFibh7unHZC3P58u4f0VrUM2irb8M/1o/I0eGEDQtm05s7qCmqI2pMOFNvn9Bn1yboARQqWPQ1/HwHVGWC0g1MJhh9I0y6D2pyoTbX/rykS0HpDj5R1p7oQFHAzfnYhiSOO2kF/gpkdYzlwAtIXmdb0oCnLcYPAt8CsUh5F4c65kf0oL0CgfMjRLKLooyOhtMMsxYMXEZF+6OQyzBYiGKVQo7eaA6bfGdtNrOGhRHh70FpbSvrDpXj46Hiw8UppOZVs/FwBZEBmq4WUAKBwLkpSiuxGht0RrZ9kGYXLq1QKwhNCiJihHX/XA8/d2InRZGz0VzMxy/SBw9fqd1fSEIQi964GJPJJB66OjvFu2DtY1BfBCOugVnPglwBsefAfYclcSyTmb8DqL2lQl4mi7+XyEkQ3hFBcvF7sOJ6aKsD7wiY99++vy7BCfB2MJdl8dqIFJLtSCT/bDM2Ac8gVcj+A+jsdDIJeJ3j5zsLnA1dSxMmkxG1p09/mzLgECJZIHAhIvw9+PNFQ3l7TTZtOiOT4gPZW2hdyM1ogs+35nPlpBhu/2BHV9uo73YV0aozcLRaagnyza4iPrlzCmEd+cttOgOfb8nnUEk9Y2L8uXZqHCqlKOQmEPQ3ftG+dnMtDnKNR1yUhELluGDb1NsmoG83cDS9lMA4f869e5KdIBYC2cnRtcLy+dBaLY23PA+aQJj6qHlN5+/Q8nfpFSKt2fqiNFZ7w4Vvmo8nXiS1kqrNg6AkyTMtcDJmAsFA5XHW2FbA7sTR//WBji9LdiFV0p53ytYJ+oc9n75Azm//w2QyMnjmQibe/owowHsKCJEsELgY36cV09QuCd9tOVUkhnmTXW6db1jd2M6K1KN2fZUtqW/R8XN6CYtnSnlML/x0iN/2Szlt23OqqGho4y8XO85rFQgEfcfQ8+Mp3V9O3vYi5Ao5oxYkY9Qb2f9jRtcaz0APJl43uts93H3cuOBx++r4ggFE2R6zQO7kyGprkewIbQuMux2GXy3lIQ+eLYlrS9QaCBXhts6LG3AdUm5yd1zbzfzNSDnJpm6OW1J1amYJ+o2yfVvJWvlJ1zh33TeEjZxKzBTxkONkESJZIHAh8iubyLYpwJNd3ohcJnmQO5k7Opz0glpOROfzZaPRxNqD1hWwVx8oEyJZIHACFCoFc/46nZa6VhRKBW5eanTtenRtegp3FeMX6cPU2ycgV3TvQShKK+HgqiwUSgWjFw4jbGhwH16BoEcITAKFm9TmqZOw7h+MAHDoG/hpsVSxOjAJrv3FXiALBgiXAauA7I7xZOASIA+YgtTOyRFxSPnK7wH1QM1xfoYo4jhQqCvKtp87mn1CkXxk7VcUbv8VTWAYI6+8F6/Qszd1U4hkgcCF8NeoUSlk6AzWT4QtBXJHq2OumBjNqr2lNLdLIVgywFejoq6jeI9MBl9sLyC/sglfDxUatYLGNnO4VoiPe29eikAgOEU0Fq3dVG5Kpt+TAveknPC8ipwqfntuI6aON4ri9FKufudSvII9AWiuaaG9UUtArF/vGC7oGTyD4NKl8NuD0FoDg+dAwsXQWgceDn53ujapmFd7R8HH6iwpn/maFdK44hCkLwO1J4y/E3wi+u5aBKeBF/AZkI7kWR6OVNl6EuB/gnNnd3wZkVo/7e9mnWePWCrofcJHT2Pfcjkmk9Fi7tzjnpO7/ltSlz7TNa7MSOPi139Drjg75aIITBcIXAg/TzV3zEpwmGHUidEEL/x0mGAfd56/yuxlMAF1LTpmD5eK+phM0NxuYN2hY6xIK6axTd+1r0Iu48pJMfabCwQCp8BkNGHQG0+8EMjffrRLIAPotQYK06RqxqnL97L8tu/55oFf+O6RVbQ2OO6rLHASRl8Pj5bBrVugKgM+OQ9ejYR9n9uv3fCkVIzLkqqOXskVh+H9ibD9Fdj0T1iaAu2N9nsInAwFMAEpP/kqpBDrC4HPkQTwMuAG4G9AkYPz5cC7wN+BkTbHEpC8zoKBgF9MItMefo2A+JH4xSUz+d4XCE46fiRA0Y7VVuPmyhJqcg/2pplOzdn5aEAgcGEWTYrm/fU5dt5kSxpadbz0y2HGxNo/XW5oddAvs4POHQ1GEx9sOML8MRG4d1MISDCw0Bq0rMpfSX59HmOCxzIzxlEVVMFAIPP3XHZ+ugdts47E8wZxzt0pKI5XZM/BU7Vdn+1F12Zgz9fmG6Sq3Br2/5BByo0i5NKpUaph87/NbZt0LfDT7VC0RWr5FDoC6opg+6v25w5dIH3f9wnoLVoKNRRD1s8wqru8VoFz8SFQ0PFaD7wFNAFLO+YykKpWr0AS1pZokTzStiK6AGgARJXkgUJ0ygVEp1xw0uu9QiKtxjK5Ak1QeE+bNWAQnmSBwMX4dleRnUBWyu3vgjdlHmNEtH0I3qT4wON6ojupbdZy8GjdiRcKBgSv73mNjw4uZcPR9by25xW+zf66v00SnAaNx5r44+0dtNW3Y9Qbyfw9l8O/2uemdWIymcjdUmg3r23WsevTdLv5hvKmHrVX0EvU5lmPDe2wewksnQw1eVBXACabSIOABDjv/6A2H445CLd1E+Jo4FBiM9YDmxyscdAfm99w7GXWIXmiBa7K8MvvwicyHgCZQsmoqx9EExB6grNcF+FJFghcjIKqFru5SfGBHCquo77VnFNsMEJ0gIbJ8YHsyJUqomrUcj5YfwQToFTIUMhk6AxGq5zmTuQyiArQ9NZlCPqQFl0LW0u2WM2tKVzDlYlX9ZNFgtOlMrfGKnQaoPJIdTerob1JS2M3wtdkNKHWqNC2mKNLBk8TaRZOTfEuyQM89HKpBZQtumY49BVMeRS8I6HRQkxN/7skjpdNt/YiA8ScA0NEVdyBwyyklk2dBAHNNmvcgDAH57Y7mOvkxAU/BQMDvbaNrJWfUJN7kNDhKcTPuZqmY0Wk3PUvFGo33P2C8fAL6m8z+xUhkgUnxNTWRssPP6DPzsF9waW4jT5BtUxBvzI2zp9f0s03PjIZPDp/KO+vz2X1gbKuea3eyCurMroEMkCL1uxZ0BtMzBkdRnO7nj0FtcQFeaIzGMkqa0StlHPHzCFdPZQFAxsZMuQyOUYLz5KP2rsfLRKcLqFDg5Ar5Rgt8pEjRth7Atqb2jEaTXj4uBMQ60dNoX1UiFKtYN5TMzm0MovWujYSZw0mflpsr9ovOE2MBvjiUshZJY1DR8OMp+Dgl1BtE0lw7ABsexku/0QqzNVQDKOugzE3wXfX2wvkea/DpHtBLlJrBg5XIuUg/w6ogR02x92Bh4EWpIJfJqTq1r8Cfh1zjh6endc75gr6nF3v/YPCrSsBKE79nYMr3qW9QapsHjF2Ouc+9k5/mucUCJEscIg2PR1DaRlu08+l+qab0e6Unkg2LXkfrzsW4/v0U/1socCW5jY9b6/NZl9RLSOifCmpbcHHQ811U+P4YnsRW7Ir7M75eY9tSJY1aw+Uo+/wSh0srmd0jB/fPnguPh4qfDxUvXIdgr7n57wf0Zv0VnNXJf2pn6wRnAmeARpmPTyVTW/uQNemRyaX0VxrLXq2Lk3j8KosTCZIOG8Qs/58DtuWpFKZV4PGz532Ri2aAA9Sbh5HeHII4ckh/XQ1gpNCr4WfF5sFMsCxfZLovWsffDILirdL80p3OPiF9FrtBYt3QXCy+TzbEGyAmGlCIA9Irur4+peDYzcg5S0/D0QieZ4/6zhWDmiAW5HykHcheZeTsS/mJRiIGHRairb/ZjXXKZABStP/oCz9DyLHz+xr05wKIZIFXZiMRhpe+A9NSz+EdincRubtjanRuqJl0wdL8brrThShZ2+egjNy3yepZJQ2dI0nxQfyxo0TuPHdbWSXO65K2n1pLwm9TdjmvqI6QnzcUR+vCJBgwLGvcq/dnK9a5B8OJEwmE3UlDXgGeNBU1YKuo12byWgibfk+BqVEExDrR/HeMg7+nNl1Xvb6PKLGhHPJc3P6y3TBmbLmUdj3qf180zFQuUuVrgs2QNE22GjxgFvbBLvfh3mvmedS7oeMFeZeywp3KEuHiPG9ew2CXsRR3+ufgc4H5yXADzbHW4DxgC+wvmNuP/AgUqVsgbOjb2+lubIE7/A4uxZOcoUStbcf7fXdp+K0HefY2YK40xV00fLFlzS9/U6XQAbsBLI0aUKfl2c/L+g3Wtr1VgIZIDWvmvyKpm4F8ungoVKwK7eqx/YTOAeDfeOtxm4KNyK9ovrJGsGp0nCsia/v+5mv7/2Zz25ZQf42+6I7tUfrrb5bHSuynxMMIA5+ZT8nU8LIjmgQuRwGz4bIifbr5Da+kugpcOEb5rGhTfJSl9kXcRM4I98Ci5FaOBV0zF0NWKZJzAOO2Zxn29pNCcQDa2zmM3Fc1EvgTJTs3sAPd5/Hqkcv4ef7L6C2IMPquEwuZ+wNjyFXSBGBcpUbMotoEbWnL5ETRIcL4UkWdNG+Y6fDeZmXF6Ymc26KzMcH9ZgxfWWW4CRwUymQyaTexp2YTOCrUaFWytF20y9VqZCht6mE7adRUdfiuA1Uq87AY1+ks3TxZIZF+vaY/YL+5eqkP1HcVMzuY2n4uflxx6i78FJ79bdZgpMk9fO91BVLD8n0bXoqcuw9ACoP6eNeprCvXR8+Irh3DRT0Lr7R0FJpHqs0cMNaaK2FX+6Rjk+4GwafDxEToTRVWucRABPust+vLt9+rvAPCBetv5ybH4EXLMZ7ga+QhO4YpH7JM4AIpPZPlmJ3OmBAqoDtg5SvHIRU2OuQxTo3wL51pMB5MBoNpH7wDLpm6TOhpbqMPZ+8wOynPwGgtiATtac3wUnjmf63JZgMeoKGjKKhNI8jv3+NQu1G0oU34u4T0J+X4RQIkeyimPR6MBjQFRbS8MJ/0GdloxoyBJ/H/oJq+DCH56jHjaV1xQq7eb/XXqFt5a+0b/4Dmbc3XotvB3f33r4EwSmgkMuYnhTCpkxz3vE5iUEEeLlxz/kJvLkmG4PRZCWKLx4byS3TB/P1zkJ+2lNCq9YAYCeQYwI1FFWbK2YbTbApo0KIZBfCS+3F01P+jxZdC25KNxQykX84kKgvs44Wsa1uDdDWIEUIVToQ0NoWvd2cYAAx9zX4cgG01YHSAy7/DFqr4YsFdCXVZHwPi3fCLX9AxnfS2uQrwNtBdePISQ7mUnr1EgQ9wQab8TEksWsZBeCLJKQtBfIk4EmkYl0tSIW+lEie6MaO13qk4NP7AVHU0dmoP5pD+cEd+Mcm4R83jNZa6xo0jeWFaJsb2PjvxVQfsW7vFpQ4hvP+9gFBiWMJSrR+EFZxOJXq3AOEjphCwKBkzjaESHZBmpZ9TMNLL0veX4Oha95QUIB2717Cdm5H5kDkel5/HbqMTFq+/hqZSoVq5Ai8H3oI9+nnItdoaF25EqprqP/7k+izc/D793N9eVmCE/DCNWP4dlcRW7MrSYkPYlGK1KrlmilxnD8inNLaFoZF+nLkWBMaNwUxgZ4AZJQ2dAlkWxLDvAnxdbcSyQBRAaKqtSuiUYmWXgORuJRoK/HrGaSh2aIVnNJNQdTYcAB8wuwjBA6tzLKrWt1a18b+nzNormoh/txYYieI8HunJW46PFIshUSHDAcPf/jfpVhVnShN7cgtHidVsj4eyZfDOY/DzjdBoYJz/w7Rk3v1EgQ9ge3/qBxrgQzwJWDbF12GJJBBKtgFkii+HyizWHcLcM2ZmynoUYq2/8q21/+MqaPo3vCFdxEyPIWKQ+bo0KiJs8n+bbmdQAaoyt5LztovGLZgsdX8rvefJnfd113jQeddzuS7/91LV+GciJxkF0N35Aj1/3gSU329lUDuxFhVhTbdcW6RTKXC/8UXiMjNITw7k+AV3+E+/VwAGt9+F3RmD2Pz58sxVIncVGdCJpMxc1goQ0K9+S61iIc/30NWmRRuE+TtxqgYf5QKOUMjfLoEMkBZXWt3W5Jd3siWrEpUFiGa0xKDmTsqovcuRNBrNOuaqW+ro1ln2y9TMJAZs3AYE68fQ+Bgf+LPjeWSf55PwCC/ruM+4T6oO6rRj7hoKO4+blbnlx2qoDrf3P/UZDTx85Nr2fvtIXI25vPbsxvJ3y7yEJ0atSfEniMJZAB3B5E+bqdQjO/85+FvDfDXGph4N+z5ELa9Cg3H74gg6E9uBhI6XiuRcpPdbNY4SqOxnPsKqSL2tVgLZIA9Z26ioMc59P37XQIZIOOnD5l8z7+Jn72IgMEjSF6wmLHXP0ZzZff/u7bHGo8VWQlkgPyN31NfnNuzxjs5wpPsYuj2Hzj+AoUC5aBBx10iUzgItdTZ5KgajaAXIXrOQnVTO098tZd9ReZep8U1rTy6fA/fPzQd1XGqUc8eHsaX222fLFujM5i4d04CM4eFERUgvI0DDYPRwFt732B90TpMHd6l86Jm8sC4h1DaFu4RDDj07XrKD1dQnVdL47Em1BoVNfnm94KaglpyNuWTfEECbl5qIkeFkbvF+n/eoDc/VK3IqbYr5pW1LpdBU2J690IEPce0x6SCXsbOz24Z1BVA4JCT30MuB4MOPpwmtZQC+ONZWJx6avsI+ogg4H9AHhCAOXd4Scd3NRCClI/cGWWgQfIQg5SP/NJx9o/rQVsFPUWbResmAKNe+p+fdMc/reZjJs8jb8N3DveInjzPalyya53DdbX5h/GNind4zBURnmQXQ50yCZTd3PQqFPg+8zSKMAc5SCfA67ZbQWb2JnpccvFp7SPoHZasy7ESyJ1UNbZz5JhNC682HRX15kqW981J5M5ZQxgX58+ilBj+b+FIFoyPtNsrNshLCOQBysaj61lX9HuXQAbYWLyBdUW/96NVgp5i73eHObqnFABts47MNUfs1rTUmCNGhs9PQm7x4CwsOZiQhKCusa2nGcDdV9ShGFCoPC0EMoAJtr8qvdS3Q02edaXH7jiy2iyQQcpl3r2k+/WCfkaGVJW6UyAvRhLOzyJVvN6AdfPHJ4ChHa93ONhP3fE9Gbizp40V9AAaf/s+9rUFmXZz4WPOYfB5VyBXqZHJFcgUSpTungy//E7CRlinU3gEOmrxKiM4+exqBSdcCC6GMjKSgCXvSjnJ9Q24nTcDeWAg8pBgNFdeicL39IoteVxyMUHh4bStXYtqyBA8LlvQw5YLzoQjx5oczrup5FbC9tPNeSzdmItWb2TC4ADmjgpn3cFyfDVq/nLRMAaFSGFXUxODOVhcT27Hvknh3kwe4qjXomAgUNBQ4Hi+3kEVW8GAo7qw1mpsMoFCrcDQUWtArpQzeKrZCxw+PISFr1xI3tYiPAM8SJg12Op833Bvhl+UxKGVWQBo/N0Zs3B4L1+FoE/IXgnf3yQV9gpIgD/9BMFDT3yeYACT2PH1kYNjnWG2LcBBB8ffQfI+ixQrZyVq0hxq8qx/d37RCXbryvdvI2+jtSdZb9CT8fNHJMy9Fg8LsR016XyCh06gMjMNALlSxeR7nscz6Oz6OxAi2QXxmDcPj3nzTrzwBBgqK2le/j9Mzc1oFl2J24TxuE04u54iDRQmDwnkcIl1eKSPh4pH5w/FuyMXsai6mXfX5XQ5D9LyakjLM4fpbM+p4oeHp6NxU+LtoeLpy0fywGdp1DXryCpr5MHPdvPmjRNQKkQAykBjTMhYfsz9wW5+XKj4f3YFosdGUJRqzilTe6qZ948ZZK7JxWgwMnx+Ev4xflbnBMb5ExjXfSuXc+6YSPIFQ2iqaiZiZBgqN3G7MKAIGAzDroTD30pjmQJSHoQfb5YEMkBNDqx+BOLnwNYXpblpj8GUh837DJkLoaPN3mR3PxgvPIoDkxTgXcyeZBkwBSn3+BbAts6MCql1lMCZSZp/A9VH9lOyez1Kdw2jrn4Qz5AoCjb/TFXOPkKSxxMz5UKK09Y7PN+o11GZlY5/XDJ5G1cglysYPOtKZj/zKZWZuzEa9IQOm4RMfvbd+4lPPYFDjK2tVF6yAMPRowA0f7SM4FW/oEpK6mfLBI64ZXo87TojGzOOER2o4aZzBzMiys8qF7moqvm40XUNrTpuWrKdpbensOyPPL7aXmgVlJVeUMuPu4uRy2QkR/oyNOIUisAI+pXxoRO4e/S9fJv9NQ3aBjyVnixKupqJYQ5avTjAYDSw+1gajbpGJoWl4K0WLUCcieEXJtLW2M6RTfloAjxIuXEsoUnB6Fr17P8xg7Qv9jFqQTIxDtIojseJhLTAyRlzK+T8CrpmSdyaDNBUbr2mPB2O/Goer34EwsdB3AxprFDBbVvhwBfQ3gAjrgafU/s7EjgLw5HCrj/tGN8IDANew14gA+iA34Azd7oIeg+lmwfT//IW7U11KNTuKNXupH/2Ipm/LAMgZ/VyDv/0IbV5hx1vIJPh7hvI6r9dia5FSs/LXPkJU+5/EV1LI0p3DUajHoVc7fh8F0ZmMp1MUorrs3DhQlY46BF8ttLy40/U3nOv1ZzXnXfg+9ST/WSR4ExpatOx4NU/aG4/fsG1i8ZEsHJv6Qn3e3BuEn+aGtdD1gn6gvRje3gh9Xla9S2o5CpuH7mYCwdddNxzTCYTT237B/sq9wLgq/blpRmvEOYZ3hcmC06TmsI6vn1oZVfPZJlcxpX/vYiAWMmjnLu1kKK0EgJi/Rh+YSJK4Sl2Pf47GOosUioCEqC+CAzt5rmoyVBsk4s6618w/e/S6/L9IFdCyLDet1fQTzwL/NjNMR/gV+yrZAucFZPJxDc3jcfQ3n3nEimKwITCzYMx1/0ZXUsT+798rdvVgQmjOf+Zz5ArVT1ub39wsprv7POdnwWY2tpoWfE9TR9/jKGi4sQn2GAoLaP+n8/azcs0Um6ryWDA2Nhod1zg3Hi5q7h1xuATriuoctweSG5RuA3go025GI3iGdtAQWfQ8fyu52jVS/1zdUYd7+17l+LGo+iN3T84OVR9sEsgA9Rr61mZ90uv2ys4fdqbtGx8c3uXQAaprVNhajEAB3/J5PcXN5O9Po8dy/aw7pWtAFTmVLPy6XV888Av7F1xCJPJRH1pA/t/zKBgV7HVfgInwmSCrS/BO6Pg0wugJBUMeqi36VpQc8RaIIeNhRlP2e8XNRl0bfDpHHhvNLwzHL68HIz2bSUFzoQWWI3UC7nyFM67FEk0OaKh40vgrFRmpbP+2Vv49S+XkbXqU2QyGUr1iQotSu/lhvZWKjN3U5PvKB/dTHXOPkr3bu4hiwcO4tGxi2EyGKi46BL0mVJlu4aXXiFk5c8o4+JOeo/Gt9/GWG4dkiUPDsbz+utoW7ee2sf+irG8HPXUqQS8+zaKoKBudhI4G1MTg3lzTbbVnFopR6s399hbMC6K/MomWtrNN0TnjwgjvaCG6iZt15xWb8RoMiHv9sNV0JfUtdeRW3eEBL8EfNzsC/SVt5TRZmizmjNh4t51d6NRabhhapNJJgAAIABJREFU2E3Md+BVbre8qT7OnMB52PzeTipzqu3mfcOlMPkMm+rXBTuPsv6/WyncVYy2WaqIvPOTdFrqWjm0Mhtjx/tDwnmDmPXwtF62XnDKpH8Eax+TXlccgNI0eLgIki6FTMtaBDYPORRqSLgQZv/bOid58GzY8xHkWVS/z/wBsn6C5Mt79VIEp4sJuBdI7xi/BlwH3I2UW9xJPfA5UAzMQAqlHo3UJuo5wLYd5EgguNesFpwZ2qZ6Nj6/GH2r5NzY88nzuPkEMPKq+0n7sKMFlEyGTKHEpNc53KNo26qT+lnH90y7Jn0mknU6HU888QQlJSVotVruvvtuhgwZwuOPP45MJiMhIYGnn34auVzOW2+9xcaNG1EqlTzxxBOMGjWKwsLCM157NlB9621dAhnAVFdH82ef4/vkP056D0Opfait27nnoN23n9pHHsFUJxWI0m7bRsML/8H/5eP11RM4E4OCvbhtRjwfb87DYDQxOsaPe+Yk8vWOQspqW9EZTSzdmMu42ABMJhOtOgOXTYjmgpHhfLo5j3d+z+na67IJUaKIl5OwrWQrr+x+CZ1Rh1qu5rGJjzMpPMVqTbhnBBqlJy1660gBE//P3nmHR1Xlf/idnkzKpIf0hFBC6L33ZkOaClasP8WC6NrXlV3Luq4raxe7YltRUEFEAQWRXg29ppHeezL998cNSSYzk0ImYQjn9ZnH3HPPPffcZ5iZ8znfZqXSWMm7Se8wMGQQYY3cqPsHDyDKJ4qz5VJ+ApVcxbTY6e37QII2kb7X/js8fmwMsSOiOPlbMmU59p5ApzbZZzo/tSmlTiADnPo9hWE3DcA72Mu1Exa0jZNrbY9riuHsdpj4LKRsBr19eUCgPu547JPSqyFlZ+37l6a3eaqC9mI/9QIZwIwUe1wGNFz/LQYO1f69AagGZgODgJWACfgE2A50Be5pz0kL2kjesb11Avkcu9/9G9GjrmDqs19Rmnma4J6DMFSWcvT79zHpqynPSqWqKMfJiI6Rq9REDJ7oyqlfFHSYSF69ejV+fn68/PLLFBcXM3v2bBISEli8eDHDhw/nmWee4ddffyU8PJzdu3fzzTffkJ2dzQMPPMDKlSt58cUX29R36tSpHfWoFwzjyZPoN9oXALdUV2MuLKT8jTcxnTmD59SpaG++CZnMsQXQ8+oZ1KzfYNNWveo7qld9Z3/Pw0dcM3mBSymtMrA/tZjYIK+6sk7nuGtSN64ZHk15jZHoQGmx2z/an1vf3cGp2sVzXlkNVw4I55XZfQEpxqV3pB93jI+nvNpIYpSOaX1ETKq78OHh9zHW1kQ1WAx8fORDO5GslCtZMvLvvLj7n5Toi1HIFJit9d4CVqyklCbbiWSlXMlLY19mfdp6yg1lTIiaSIxvbLs/k+D88Y/SkXeyPhGPbxdvpjwylryTBWx6bXuLxzE3EMgAWMFsEi63bkdwIhxv+PssA40OVt/lWCCrfaTM1+OXOB+z1xzY8jycC8VQekJPUfrRfXH2uVyLVB9ZhmQlPtTo/I9IIvkcSuDO2pfA3dFFxoNMZlPz3GyoIWXzKmQyGH7PC3Xt4x57G4CMvb+x9ZUHsToJs4oedYWdddk/JgGlh9Zh/85Mh4nkyy67jOnT660PCoWCI0eOMGyYlF113LhxbNu2jbi4OMaMGYNMJiM8PByz2UxRUVGb+14KItmS5zgGpeqbbzHs3oPp2DEA9L9twlJVhc89d2PKyKBqxTfIVCq0865DERKCdvZssFip/PJLDLv3gKXBQqnRh1Ezdky7PpOg9Rw+W8Kiz/bWuUvfNTGeOyZ0s+nj76XG36s+U2FZtZHjWbZxR7vPSO6aJrOFBz/bx74UqVxU1xBv7prUDblcuFm7CyWNFsJFNUUO+/UKTGT55Z8D8Gv6Rl7bX5+oQy1XkxjYm6OFR9iVvYsI7wgmRk9CJVfhrfZhTve57fcAApcyduEw1v9rC+W5FXgFapnw4CgAMpKatx6cq68c3jeUstwKjFW2LnoWs4hLdjtGPwoZOyDlXIkXK3w8FiyO3SuRq2Dkw6BuYtEb2hdu3gA7X4PCE1CZC19eCZNfhISrXf4IgrYyGEgAjjdqD6A+3liHtOw3NTrvDDPwBpLQDgQWAaNcMVmBizAZ9GgDw6gqsPceyjlouyGauX8zB1e8QVnGGeQKJWYnIjl9+0+otD51ma4B/OJ6uXbiFwkd5ivp5eWFt7c3FRUVLFq0iMWLF2O1WuusmV5eXpSXl1NRUYG3t7fNdeXl5W3ueymgHjYURVSU/YmqqjqBfI7qH37AlJlF3vTLKH9lKWX/eom8y6/EUiIttrVz54DZYiuQAbRaFN27I/P3Q3vzTfg+/BAC9+KDzWds4ok/2ZJMWbWTxVIt3holYX6eNm3du0jxi9tO5tcJZIDkvAp+PJCJwH2I08XZHI8Jb37zalLUZG5IuIkQzxDidF0Z2mU4T/7xGE/88RjfnV7Jm3++zit7RSjFxUhQ1wCuXzaTG96fxQ3vzyIsMURqj7Mv56QNqP/cx4+N4ZpXr2TUHUMYsWAQEX272PRVe6nwEa7W7oeHDhb8CtoGsaMWoySGHVFTBFtfbH7cuAnQ40ooOAbVRZB/FL65FsqzXTJtgStRAO8Bc2v/BkkQL27Qxw+4A1vRfFcTY36DFL9cDJwGHkWKaRa4A1aLha2vLHIokAF00fUlW0/8tJwtLy2kJOUoFqMes7HG4TXnaCiQAc7u/AXLJZi4r0MDCrOzs7nllluYOXMmM2bMsIkTrqysxNfXF29vbyorK23afXx82tz3UkCmVhO08lsUkc3XMJR5e1P97bd18cUAlpwcKld8A4DVZMKwZ4/9dYD51CmsxSVYsnOQeXra9RFcWMqqDTbHRrOVqmbKPsnlMpbM6UsXPykjYo8wHx6+Qto5LK2yF9ilzYhuQcdRUF3AqeJTNm0b0jdww9r5JJckO71OJpMxP+F6Ppj+MXG+cWzL+oPMCtvNj+1Z2yisdlQ/U+DuyOQyfEK8kTfIGxA9JIJ+s3qhUMlRqOT0m9mLG96bxZXPTmbO0svpNa073z74I9s/3MuqR9ah0qoI6y0JbK2/JxMXjxalotyRomQoOCHVMW6IvIn3qso+sZtD0n63PTYbpHhngRuiBZ5EKtn0KpIrdWMvyruQYo9fA9YAPZyMZQG+btSmB5rOgizoOKqKcqjIdZ4nwDs0su7vkz9/3qZ7GSrKsJqFSG43CgoKuP3223n00Ue55pprAEhMTGTXrl0AbNmyhSFDhjBo0CC2bt2KxWIhKysLi8VCQEBAm/teKigjwvG6q6mdQQm5lxdo7OvelT33POXvLEOmVKLq08fmnCwgAGuDTYmajRvR793X9kkLXMqMgZE2x8PiA+ni1/xmxoAYf1Y9OI5fHp/I8ntGERkgueKNSwhBp623SGiUcqb3E/HI7kJOZTbWxllrgQpjOc/uaCLmsAHbs7Y5bJfL5CiaWmgLLjpG3jaYBV9cx4IvrmPk7YNRqBRE9g8jOD6QfV8fxGys9x46uu4k05+awK1fXMuNH84mdlhkEyMLOhyLGb69Hl6PhzcTwNvW8o+piWy0g+5o2T3Ch9oey+QQNrh18xR0MAHAGMBZ5ZEoYBiSqHbGj0Dj5G0KoKeDvoILgad/CCov50bA1N9/IHnTKtJ3rEPW2vrGskby0Goha//m1k/yIqfDRPKyZcsoKyvj7bff5uabb+bmm29m8eLFvPHGG8ybNw+j0cj06dPp06cPQ4YMYd68eTzwwAM884xUw+/xxx9vU99LCe8Ft6CZPk2KH1ar8ZzlINmGUon2umvt3bMtFsqef4GaLVvwf3UpqsREAFQDB6IZNdJuGGtlRXs8gqANjEsI4a6J8UzvG8bCyd3517wBLb5WLpeh06pt2vy81Hx41wjmj4hh9pAo3rtzOHHB3k5GEHQ0Pfx74qfxc3iuWF/cojFCvbo4bL889gqnYwsuXlQaJSoHFmFjta3HicVkwWw0o/HW2FikBW7CybVw+H/1x6Vp0Ge+czdrgOixcMNa6H1ty+4xdCEMvF0aUxsMM94H/9g2TVtwIfkDuAoptvgvgLM13EEHbbNxLrwFHY1coSS4p/MNK2N1BbuW/ZVtrz6MWd+0e/U5fCO64t0lBqwWu3P5Jw44uKJzI7NarSILBzBnzhxWrVp1oafhEsr+/TLlr78BViuK6CgCv/4fxfcsxJhU+6UnlxO4/BM8Jk7EUlFB/oyZmE7a1s5VxETTZbtkXbLq9cg0GvR791Ew9xowSQspZXw8Ib9uQKZq5Q6VoN34fu9Z/vPTMUxmK35aFa/ePJiEcB1ZxdVsPpZLkI+Gib1CUSnFgrczkVqayt+3P0OR3taFUqfW8dkVXzq9Tm/Ws/zIp2zP2kqpvhST1YSn0pNJ0ZMZGTaKfsH923vqAjfi2PpTbHlrl03b0JsGMOjaPk6uEFxQdr4GPy+2bRvxEOz8r+P+IFmbYyfA9KXgU+sRVFUIh78GhQp6zwONj9Tm1UAQmY0gU8AlUk6zc1IFXA40LBl0A/Cwg76rgWcbHMuBVYDwJnEXyjKT2fnOUxSeSnLZmMMX/pM97y/B4qCm8piHXyNq+DSX3etC0lLNJ/zoOhmmjIw6gQxgTj9L8T33EvjpJ1R98y3m7Gw8r56BZqjkQiX39sb79tsoecK2RqI5LR1zbi6K0FBktW7Zch9vPCZPwnj6DJrhw/B98gkhkN2IGoOZ19efwFSbfbakysg7G0+xcEp37vloDzVGKZ5kaNdA3lhw6YQgXArE6mJZMurvPLblEfRmPSDVM3521PMO+1utVn5J/ZlVp1eSU1mfhKeLtguvT3oLD6VHh8xbcOHJO1nA4bUnkMll9J2RQHjfULIO5dad3/dVEglT49G2IGRD0MH0mAEbHofazzwyBfS/BVJ+hVxHlkCgIkeyPlfkwq2/Sf9/dxCU1yb/+f05KZa5JAWCe8O1KyAkURLQgouQDCAVGIDkPl3Z6PwGIAeYDkxu0H4VkIIkjL2BexEC2X2wWiz8/tJC25jkRtVnzgf/uF5YGyfoksnpPefuTiOQW4MQyZ0Mc06u3YfEmJRE6bPPE/DGaw6v8br5Jio++xzTEduax0X3LyL4Gylxg7mggPxZc7CWSYlBqtLT8VqwAEVAU+UDBB1Jpd5kk9UaYG9KEQ99vr9OIAPsSS7kWGYpvSJ0HT1FQTvip/FnZvwsUstSmRI9lRHh9uER5/jm5Ao+P7bcrj2nKodyQ7kQyZcIJRmlrP7rBswG6fsheXs6ATG27vUWs5Xqkhohkt2RgK5wywbY/h+pnvHwRRA2ABJmORfJ50jdBMunQVgDgQxQ1iAONf8I/HgP3L6lfeYvaGc+Bd4ErEhCdylShuuGJQPzgd9qXy9Sn+hLDjxY+xK4G+XZqQ6SdsmQ3msZcRNmcXbXekzVjTdFnCNTKEnb9hPWRlVt+s1fTO9Zzec66owIv5lOhnrgABSxsXbt1atXYzU6z0gc9OXnyHx8bNoM27djzpasTDXrN9QJZACMRqrXrHHJnAWuIdBHw+A4200Ls8VKcaXBru+SlQf5Jcm+bIDZYmXn6QK2n8wnp6SKDYeySSto+Zes4MJQpi/l3l/vZsXJr9mds4uX9rxIWmmK0/6bz/7msF2n1uHnIWKQLxX+XHWkTiADmGpMeAfZJvMJiPGzE84CNyJmLFz/A9y4FrrV5l+JdL5BZkPyBjj4WdN9cv5s2/wEHYQF2IUUc2xEijV+D+qSOlYAHwOvAImAo1JuP7X/NAUuQRsUhsqzUW6YujhiK+k7fmbKP76kzzX3ofZ2YhBplJwraugUilOP2XXTRcTZtV0qCEtyJ0OmUODzyCOU3H+/Tbs8MACUtm+31WTCdPo0ipgYFEFBqAcPQr+5vtyDzNOzTjjLg4NpjMJBm+DC8uK8AXz6RzIrd6dTY7RPvHCO9MIqlqw6RHG1gfkjYgHQG83c+8kejmTY10F8+PIErhsR017TFrSRjWkbqDTWb2aYrWbe+vNN/j3+FYf9/T38yajIsGnzVetYNGgxKgdJf7ZlbuVo4VESAhIYEzG2rg694OIg/0whZ/5IQ+vvQc8p3dB4qSlMKebEb/YlwuJGRhM9OIIzW9PQeKsZcmN/8X5fLJiNUimo2PEwYjHsflOyMDdFeRZ4hUBlnnSs9ABTgyQ/8dMg+Tcp9rk0HfrMg8tfB6V9dQzBhcIELATOJVaKBV5CKtnUkCKgP7AcyARmgU1lhO1ICb1igBuRMmSLDTJ3RKnxZPjCF9j9/hIM5SXIVWosxnqDiFlfTeqW77CYzai0Phgq7Nd1kUMnoYvsRnbSNoxV5aTvWm+XsEvt7UfYgHHt/jzuihDJnZCqTz+1a/N98gmbhY7h8GEKF9yGJScHma8v/q+/hu9jj1LwZxLWkhKQy/F9/DHk3tJOlcekiXhMnULNho0AqPr3Qzt/Xsc8kKDF+HqquG9KD45mlHIgrfnMxp9vTa0TyZuO5ToUyADvbTrNnKFRKEWGW7ek0lRl11ZikFzqDhccIqcyh0GhgwnwkDwNbk5cwD92LKHSWIlcJufGhJuY1W0OKgdxh18e+4L/nZCSf61J/oHk0jMs6H1bOz6NwFVUl9Tw+1s7SNtdX//61OYU5rxyBUnfHaVx5TDvYC1xI6IoSi1hd8qfVBVXc3Z/FpP+MoboQeEdPHtBq8jcA1/NhIps8PCHuV/C0PvgrUSwNFHX3r8r3L4NDn8lZbCOmwSbnoHM3ZLYnvQ8vNOvvgbzvvfANxLG/61jnkvQDAbgb9QLZJBikHcAQ4E9DdqvavB3BHAT0NCTwFz7OgX8Hank0/8BLSwXJuhQooZPI3zwBAzlJfz85LXUFOfZnD/+4ydOr/X0D6H/9Q9TlHKUI6uWOe1ntZgx1VSiUKmd9unMCJHcCbGU2gsdzylTACnY33j4MMVPPIklJ0dqKyuj+KGHCDuYRJc9uzDs3YsyPh5lRETd9TKFgsBPPsZw6BDWmhrUQ4YI64KbcSyzlLV/ZrLnTCFphfaiSaWQYTTbrootlvrjimrnFodqgxmj2SJEspsyM34mK099g6XBLvCEyIm8eeB11qf9AoCHwoPnx/yTHv49SQjoxYfTPuFE8Ql0al+WH/2Uz499RrRvDA8MXEQP//pamGuTbcMqfkpZK0TyRcKGf28h+4jtwqkguZic4/noKxtbmSC8bxcUKgXb3t9DVbFUY1dfYWDza9u57s0ZePgI66Hbsm6RJJABaoqlWOLFKTDzI/jhdsdCWaaAfjeDTxcY+VB9+7xv6/9O31YvkM+RJmKU3Yc3gF8dtJcBLwNfIiXgGgtc0ajPg0ApUiZrR5iBZUhJvUTSLndEoVSj9tLZCeSmGHzHEuInzEah1rDz7aea7GusKmfVnaPpM/ce+l63qK3TvegQK95OiPY62/qHmokTkfv7Y87NJW/yVPIvvxJTkm1SD2txCeb8fORaLR7jxqGMiMCcn0/l8s+o+mE1VoPkxqHu2xdVnz5tzqAncC1HM0u544OdfLv7rJ1A9vVQMiQugDcWDKWLzjYh0/yR9S7UExND8fV0vG82rW8Ynmqxp+au+Gp0/GvMy8T4xBLgEcDc7tcyKXoKG9LW1/WpMdfwzYkVdcdalZaBIQNZdWol+/P2YcVKWlkqS7Y/YyO2NY3cKtXyS3NH+WKjpkxvJ5DrkEHPqfF2zT0nSW2l2eU27dUlNXxxxyqSt6W5fJ4CF1F02va4NB1Mesk9eqSjEj+A1QxbnoM9yyRXbQBDpe3ve0gfUDWKX40Y7rp5C9rIJgdtaiRB7I1kCX4Re4F8jlHNjG9FypAtcFcUag2+Ed1a1FcmkxM1dBIKtfS7bpfJ2iFWDq98h+LU422Y5cWJEMmdEEt+vu1xnlTOo/ytd+zqIdv0y8rCUlVF+etvUHDLAnJHjaHkyacovvc+cidMpOCOO8mdMIns7j3JGTKU6nXr2vU5BC3n213pWJyEII/oHsSbtw5lQIw/Xz8whgVj4xiXEMwL1/XnlrFd6/oF+mj48K4RKBW2HgIapZynru7dntMXtJHDBYdZuu9l0spTCdGGIpPJeDfpHayN/Gn35O7mh9Pf1R1brBb+yLS1ClUaK0jKq0/Wc33Cjcio/zdxfa8b2+kpBK5EpVXhobO3/CpUclY/uZ4TG5LpNysRpVqBylPJ8FsGEt43FIDYEVF215n0Zra9vweL2XmuA8EFpOdM2+Nul8Gu1+GlQKluckB3yXKssk3MhtUCaxfCJxPg/ZHwT294o4dkQQbw0MHYp2qFsgx6Xg1jbUtGCi4kjS28HsBHSHHJLWEysADwRHIubewh6I9UPkrgzoxe/ApewRHN9gsfNB6Vl2/dscrDUQI3xxSebiZjfidEmIY6GYakJKpWfGPTZjxylJKn/0blV/9zep3M1xdlQgLFC++tiztuiDktHXNafbp5S24exYsWo9k/BnmjrNiCjqes2j6D9TmCfeqtxxqVgoVTejjtGxXoxfUjY/lsa31m5OtHxaJSiv00d8VsNbN038sUVBcAcLzoGMeL7DNUgiSKPzz8Af2CBxCni+NQwUE7IQ2wI3sHA0MHARDgEYBSrsRoMaKUKfFTi0Qu7kpBchHpezPxi9QRNyKKsfcMZ/PrOzBWG1F7qTDpzZhrE/ql781EF+7D7SvmA9iEz/Sflcjx9aftxq8qqcFstCAXYRfuRU0Z5DSISfWLg8H/B1/Prm8rOgWzPgVjlSSKG3N2e4O+p2HVTXDZa3BiNfz5cX1Cn+z9dllxBReSh2pfeUgZq/8OJDTqU42U8doXe2TAA8D9tX9bgO+AtUAQkiValAR0d/yie3D1mxupKSngp8fnoC+xNZZpfPzRlxeTuW8Tq++fwqSnP8Ivugdmo33YjTOCew509bTdHiGSOxFVP/xA8X0P2LlCy7RaKj/+xPFFGg3KuFh8n3iCspf+7VAgO8NaVYXp9GnUAy+9D467MXtoFFtPFjg898X2VEb1CGJwXGCLxrp3Sne6d/Hh0NkS+kX7MaV3F1dOVeBiSvWldQLZEUq5ElOjDLenik8Sp4uzaz9Hr4BedX9/dPhDjLXxjCariQ8Ov8eoiNEumLnAlfyxbBdH152qO+45OZ6uo6MJTQiiuqQG/2hfTv9u6y6ddSjXYW6JY+tP2bUBRA+JQOUhlg1ux4EPJfF6jpIU2PC4fb+cAzDtP5Jg3v0mmJ1vrlKSCv+bad9elgFnNkDC1W2etsAV9ESKKU5BSsbVyFOAD5Esy0ZgCvAPQIVUEmofEAV0pd6CLAfm1r4EFwvGqgq2vfYw2X/+AQ6+0/Xl9Ylc9aWFHFrxOmMfeZOokZdRcPKAXX9H5B7ehS6qu8vmfDEgtgM7ERXL3rWPFdbpUMREO73G78UXCP11I5XLP6Py/Q9ad0MvL1S9ejXfT9DujO4Rwo2jYlHIHSdTe+fXU6zac5YaQ/PxJzKZjGl9w7h+ZCxnC6r4cnsqJQ5qLQvcA3+NP1E+9u6x5/BV21sPVp36lgpDBf2DBxDpbeuuF6frysToSXXHRTWFNueLqotsYpYFF56Dq4/ZCGSAE7+eYd2zm8g4kE1hSrGdQAaoKKikNLscq9VKdVkNSd8d5Y9luzj4vb0nglwpR+WhwlDVRKZkwYWh3L7mPWUO4kijRoFcAdNfgTu2Q8P8Ah7+Lb+fqKXuZiiB7tgL5BPAO0iloCzAeuAH4DgwA/gLcF1tH8HFzLE1H0oCGVqUM6i6WLI0G8pLbNplCueboMfWfHj+E7xIEVvCnRmFAr8XX6DsxZccnpZpPUEux5yfj/6331o/vsGApbIShYdwxXEHHpjekwXjurI/pZAnvk6yOXf4bCmHz5ay4VA279w+zOH1RzJK+HxbKjVGMxN7hfL6+hNU1EiWxm93n+Xl6wdyKrec3hE6ooNaHsciaF9kMhlPDHuK9w4uI7UsDTlyivVFdedNFhMTIyexKaP+M55VmcUTfzxGiDaEm3rdQlFNIenlaYwJH0evoER2Ze9EhoxBoYMZHT6mLkM2gBUrnxz5iNv73NmhzylwzunfU5rv5AB9uYH/3fMDvl28MRvNVBZWO+1rMVk480cqGm81Y+9x/B0iuED0mQ87X62viazRQWg/SP+jvo9nICReU3+s8QWFCiy1G6BmI/SYARk7pWRdqZuxqxF2DkO543aBm+HII+QUsBNo+B5+AswDAjpgTgJXYrVYOLHuM05tcB5OCUjW5QbiOWr4dFK2/MDJX76wHc/cTF31SwwhkjsR3vfcQ/F999d9EDyuvIKSBx4Es2ProbWqmpLFtVkv5XJsMj8plWBq5sNiNGLYtw/PadNcMX2BC/D1VDEhsQsLxpbz1Y5UjCaLzTLnQFoxx7PKSAi3tS4WlOu575M91NTGK+44Zeu+m11Szc3vbMeK9F37xIzezBwsSkK4C1E+0fx95HP8mr6R5Udt66SXGcrwbJysB0gvTyO9PI29uXtQoMDXwxcZcpYdfIeMirMARHhHUlRla0m2YuX7098xMmwUvQIT2++hBC3GK1BL/umi5js6oSynosV9sw7lnPd9BO1E+GC4ZSPsXSYl5hrxkCSAv54L+UdAFwNzv5BEdM5BMOvhyAowVtaPYayQ4pJ9o+DsNpwKZICMXdDjynZ/LEFLOA6sA3TAHKChlX8Ikmt1Q++PkdjWRgap1FMFQiRffBxb8yFJXy5tso9C7cHYR97g5LrPKEo9TlD3/hxb8yH6stb9ZvS6+tLbGBciuROhnXk1yq5x6Df/jrJnT6p//NGpQLajoUBWKFCPGY33ggVUffklxpMn8Zg0CavJTNVntl+uMi9hUXRHFk7pzq3j4njuu8P8djTX5pzaQRKu7Sfz6wSyM84tmaxWWPbrKSGS3Yx3kt6ysfg25KeUH5Ehx4rj99iMmeKaYtal/mTTnlnhvPTH2fKzQiQf5wC+AAAgAElEQVS7CUNu6E/u8QKqS2va/V5B8WIh7ZZEj5WScpVlglcweIfCfYdhx2uSIN74FOQeAn1tbKKj5FvVhdKrORy5dwsuAEeAO4BzBo21wNfUL+27AK8A7wOVSCJ6AlJt5IbeZv0B52F5Avfl7E7Hv/nnkCtVDL/3n6TvWEfWAamSRcbuDed1L58uMc136mQIkdzJUPfti7pvXwoX3kvN6jXnN4jZjGHz75QXFxPy09q65sqvV9iJZP2WP/AYLZL4uCOeaiW3jI1jx+kCqmtjkcf3CqFriLdd3zB/z1aNXak3YrVaHSb9EXQ8elMNv6Y3nXTPioVI70iCPUM4kL+/yb7NoZKrGBgyqE1jCFxHYKw/N7w/i23v7eH4xjM25/yidGj9PPAK1JKRlE118fkL6fC+oYy8bXBbpytoD1ZcA8dry7ut94Xbt0JxMvyy2HH/tuQVULXu90LQXnxPvUAGSAN2Y1v7eBT2tZBnItVQ3oyUuOv69puioF3xCo6gKPmI0/MWk5GkL5dSmZfZ5nud3vg/wgaMafM4FxMicVcnpOrHtecvkBtgTDqIOTu7/vigfY00udbejVNwYTiQWsQX21L4bk86n29N4XBGCRH+Wj5bOJKR3QIJ8dVQrTfx88EsHvh0Lze+tY0vtkmxjEPiAgjwUtuMFx2kZe5QxwmhjGYr3+xKd3hO0PHI5QqUcts9zy5a+6zkPmpfloz6B+MjJ5zXfTQKDf2D+7Nk5D8I1gaf1xiC9qEiv5Ly/Eq79gFzEpnx/FQmPTQaq6X5hC7OiBkWwYznp6Jt5YaaoAPISaoXyAD6MtixFI5/74LBHSwTw4e4YFxB23H0WWzpmmwy8BxSiSdRxvNipdeM25tMtgVQmZdBk+ETjZDJFUSPvMyuXelx6a33hSW5E1L17beuGUilovzd9/C5dyGKkBD0fybZddFMnOCaewnaxCdbkln2q+OyLT4eSsprE3DllenZnVwfh/LG+pP4eqrwUCkobpDB2tdTyW3j4lHIYOWes3ZjWq3w1saTXDEgHG8PlYufRnA+KGQKm+Mon2hKDaVUm+qTMY0MH4VcJucvQx7lhl43UVCVz2dHP+V48fEW3cNkMTG3+7X0C+7v0rkL2obVYuWnZzdRnmsfW3xqcwpaP09CE4Lb5Plh0rcwdEfQ8RgdJFzTl7lIzDayOIf2h8RrXTCuoO3MB34BzrnIjwIGXLjpCDqc7IPbXZdsSybD0z+EATf8hdixM7CYzXWu2SqtDwkz7nDNfS4ihEjuhChCQs7/Yo0G9LXFxY1GKt//AP3m3/FedD/WEttU8SiVKKOcl54RdAwWi5XlW5Odnj8nkJ3x+7E8skuqbfYZy6pN/GPVIXqG+RDsoyG/3L7gvN5ooaTKKESyG5BamkqVqcqmbU/ubrt+355YwbbMrSzofRt9gvpwIHcf2ZXZdv2cYbaaeW3/f3l7yrt4KoVF0V0oySpzKJABMpNyyEzKQSaXYW1BaRBnZCblUJhaTGBsK0oFCTqGyOEQMQwyG3zmT/8CQxZC7ERI3QRyJai8QF96/vfpOgVuWAtKdfN9BR1AOLAS2IqUuGv4hZ2OoMOpKmz57zeAQq2hS/+x5Bzchllvu7kmVyi54pU1qLWSZ8GYh18j7+geqgqyCB84Ho3vpffdL9ytOyE+99yDPCiwyT6K7t3wuu1W+6LjFgs0cqE2nTpFyQMPYk5Ntb3P/fch97/0PjTuhpUWlcVzytaT+STnOV5gn8guJzrIsYtNYoQvkQGXnvuNO9LFqwtqefML1zJjGSeKj/P0tid5ZtvTLDv4DqWG1i2aC2sK+fjwpVcv0Z1piRu11WK187jThbfOzbLGwWaZwA2QyWD+alA0+A4wVsKmJVI5p5jxMOXf8Eg2XPk2DPo/0AbV91WoIaB78/dRegqB7HZ4A5chZa0WS/pLjegR9m7RzlBoPJj41w8Zfs9z6CK62p23mIxs/uddHPnuXcwmAzKZjNDew4gbP+uSFMggLMmdEmXXOEK3b6NgzlyMhx0H9JtPnabyrIPMtUaj9GoCmacnwWt+QNWrlyumK2gjCrmMeSNi+GSLc2uyjKYjUpo6V1xhsGsblxDCEzNEZmN3wUftw8IB9/H6/lextiD2yGK18Gf+gfO+35/5f573tQLX4xXgiUwhw2quf+/9InWUZDjfAOk2Lpb4MTH88s/fnQ/c6Itj31cHiehrH+sucANkMjA3+q7O2gsZ26W/036XBO6w+6Tjy/4LyRvAKwSiRkpt/5tjG9vcGI2v83MCN2Qz8CZSNuuZwL0IId25MOmd17ZvjNlopLqkgLO7NzpN9lV4KonCU0lUF+Uy5I5nXDXNixbxaemkyL28kIeENt2ppub8TJAajRDIbsY9k7vznxsGcvv4rtw9uRtXD4yw+XC3wdDMvJG2af+76Dx4/tr+BHhr2jCqwNVMjp7CTYk3u2w8eRM/D1119rvQgguHxlvDsBvrYxE1PmomPTyKyAFhTq8pz6skdngUXRKdJ2DzDrYt8Zd9JI/KwionvQUXFO8Q6NbIqmRpJJoPfVX/t1oLCTPrBTLAtV9DjxnO73FkBWTta/tcBR1APvAEkAoUA58Aqy/gfATtQc6h7S3vbDGT9NVSMvb82mzXtG0/NdvnUkCI5E6M9pq5bbreY+bVKOJi7do1Y8dgtbShfISgXRjTM4S7JnZjdPdgjmSVOqmI6xx5I897lULGI1cmcDyrDKVchodKzsjuQSy7fZjDWsuCC8+1PebxwMAH6eZn7zrpqWhdDLHFyb8gD4UHd/S587zmJ2gfqstqyD6WBzLwCfVm+hPjCY4PZOrjYxl0XV/8o3V211QWSJmw9Q48RQB6Tulqt7um8lSh9hbutm7LtStg7FOgti/zB4AuSgqpyj4AFbn25xUqsDThSWYxwt53XTNXQTtzENvyUAAt3eCoAb4AXgRaIcIEHUrO4Z2c3riiVdfUlBZSU5LfqFWGZ4CtUU0bKDyGQLhbd2r0O3bYtalHj8ZSkI/pxMkmr1V2i8fvuWexVlRQ+tzz1PyxFSqkuNWaNT9S2qULfn9f0i7zFpwfBeV6Fi3f6zS+2BlRAVr8vdXcMT6ekioDvx3JpVeELzeOiuPb3el8t1dyyzdZrOw5U4BKIQSyu7I7exfrktdSZaom2DOE/Oq8unM3916AVqHl1QNL23SPhIBeBGvbkBxQ4HJ2fLiP9D1SHczy3Ap+e2071y+biVqrZuiN/dFF+LDpv7aLXW2glE8gtEcQxem2btlB8QGc3JRi474NoNaq2PLmTobfMtDOyiy4gBz8Ena9BuVZksu1wclvQLfL4a1EKDwhJfLqOhUqcsAvFia/AEe+kRJ+NYXSw+XTF7QHvZDsYA03O3u38NrHqBfHK4F/AFe6bmoCl3Bk5TutzmxtMRpQenphNtTUtal9dAy+7a/seOMxzIYalJ5eDLzlcUyGGpTqS/vzLkRyJ8Vw+DBVn39h127KygSTCdRqMDi2IAAEb9yAXKWCwEACP3ifrN59bIwKVZ9/IUSym/HpH8mtFsgA0/qGcdekbhzPKuOJr/+k2mDm9+N5HM8qQ2+0tSaaLHA0s5SxCUIkuRurz/zAB4fec3p+S8Zmru0xz+l5pVyJUqZELpMjQ0alyb7mLkC4d0Sb5ypwLRl/2mY4rcir5KP5XzPwmt4MntcP31D7BF1dR0UD0HdmL45vPGNzruBMkV1/gMrCKk5vSaUks4y5S69w0ewFbSJlE6y6sWV9D3wkCWQAiwlOr5P+zjkAGTslwdxccE6+41hGgbsRDjyNFJNcBlwFXNOC67Kxtx6vQohk98NU4/g3uiksJiMqT28M5fXVavrNe5CoYVMJfWczJekn8fALZs/7z5B3dA/eXaIZsfCfBCcMduXULxqESaiTYS4qpuT5Fyi8/kaH8caWlFQsZzOaFMgoFBh27abk6b9R/NjjVK/fAJ6Nshirhcudu5FdYp/AQaOU4++lIsDLeZmmrNrrvtyeSrWhvhbq5mN5lFXb/zupNop6qe7IV8e/bPJ8bmUuA4IHEuzpeINjcMgQvrpqBV9e+TVBDTPfNsJqtdjUXhZceCwme9d4s8HM3i8Pkr43ky69gul9RQ8pERcQ3ieUxOmSS37y9rRW36/gTBEVBa1foAnagRNrWt7XUT3lc1Rk06LsFSm/QU5Sy+8puIBcjVRHeSuSYG6JXcwDUDRqE14j7ki3adef13Wmmioue+k7Bt/+DIMWPImxspyilKOovXWEJA7l0IrXyTu6B4CKnHS2v/4oFsulue4TluROhLmwkNyp07HmOog1ag0yGYXz5tcdVn3xpV2pKGtpKeVvvoXP/fe17V4ClzEpMZStJ+pjTUJ1Hny7aCyq2vjhJSsP8stB+5p6RrOFSr0Jo9l+oR3mr+VIZplN25ncCujr4skL2ozZ0rTbVe/APvyYvJregb3ZnJFnd35yzBQUMmlxNCt+Nq8deNXhOOtSf+Jo0RGWjn8NlULUyHYHND5qp7HFR9adJHpIBGPuHsaAub0x1pjwj5RilGvK9Rz4pvWWQQ8fDZ66S9sNz20I6tnyvk1tbslV4BkAlS1YP1Q59jQQXGjSa18DkEpDgbQz1pqlvj9wA/BZ7bEHcLurJihwIWH9RiOTK7C2UsAaKssoSjlC/rE9pO+QvEmSvlpKQNc+xIy5kqLkwzb9qwqzqSkpRBtw6XkQCktyJ6J65arWC2QPDzxmzrRtUzr4QnVglS5/6+3W3UvQrozsHkyvcF+UchnBvhr+PqdvnUAG6B/tT7CvBp2nisAGmak3Hs5h9n+3YDJbbJJ3DYjx5/bx8SgaZfT6dncaNYZLc1fRXSmuKSbI09b666PyYXL0FHoH9iHGN5atWX/w8ZGP2JyxyeEYB/OS+ObkCn44/V2z9qS0sjT25Ox20ewFbaX/LOfl2Iz6+s0T7yAvPHw0VJdJ8Wg1pTUOrdDNMfr/hqJQNbY2CS4IA26FhNn27V4OFrQFJxyPIVfB5a9Bb+fhGDb4x7V4eoKO4n1gDrAYuBw42oaxHgQ+BZ4DfkAS3QJ3I/fwTjuB7BUSiUzetLSzmk3sXvZ0nUA+R1HyYQ4sf4nK/Cybdt/wrnj6O6+C0JkRluROhPU8yjnp/vZXtNddR35qCqakg44FsrP7VQp3O3fipTVHOJYlWX3zy/S8+9tplt0+DID9qUX8+0fnP5pl1Ub+OJGPr6eSqwdFEu6v5Yr+4XioFcQEaUnOq3+vK/VmskuriQt2kkFV0OG89ecbZFTU1z2P8I7g7cnvIpPJOFNyhoc2L2p2jI3pG6gxS+Ip0COw2f4tqccs6BgSL+uBb5gPm17dTlWRrbUw+1AuWYdzCUsMYcvbuzjxqxR/3HNyPOPuHU5QfIBNDLJcIcNidv7eyuQyYkdEtc+DCFqPUgOzl8OLjeLOZQpQ+4ChvL6tSz/wDoOTjVy0LUbJjTqkBS5CQb3AP7bN0xa4knKgYdbxauBJJIF7vsQgxSdnAM3/Hgg6Hl10D7u2oO79qdAFUnj64PmVeIU64S2Ty1Fpfelx+U3IGnmTXioIS3InQjt3DvKgln+ZBa9dg/ett1L5yaeSQAYpqVdNTdMXnsNsxpTW+ng2QfuwN8XWBe7PtGImPL+Buz7YxYZD9m7WjiirNpEYoWPO0Cg81JKlaGxPW4tEmJ8n0YEiRsmdOJhvGyOYWZFZJ2IzyzMcXWJDvC6+TiADFNYUMjZiXJ37dWOifKIY2mVYG2YscDWR/cO4YskkPHzt65dnJuWQuussxzecxmqxYrVYOb7hNKm7M7jimUn0vTqB6KERjH9gBBMeHFUXu+wImRwMVU3ktBB0LBYLHFsFikbu77ooWPAb+NfWNPePhxnvwdwvINFBAqejK0HVqEycWmdbTsorFG7d7NLpC1yBo5CJTKD1iTwlUoGZSHWW70DKbi1wNwLiEul73SIUag9kMjkBXXuTtm0thaeSzlsgN8RqsWCoKGHvR8+Rf+KAC2Z88SFEcidCERRE4Bf2Ga0d4uVF6fMvkH/dfCo++dTutEynQx7RfBZb0+kzzfYRtD+VehNatb2gqTFaOHS2hDX7mxdK50hrlJDnjgndmD8iBn+tGl9PJcG+GpLSi9s8Z4Hr6OoXb3Mcp+uKXCan2lTNJ0c/bvLau/rezcjwUXbtw8NG0Duwj1377G5zeHncUtQKkbzP3QiM9WfyI2Ps2oPiAyjOKLNrLz5bgqefB6PuGMLlT08kYUo3uo+PY/bLl+EVpLXrD2AxWVm5+CeM1U3U0xV0HOsfge8XQINNLtQ+MPXfEDEEHjgFf8mCRacgbCBofGDAbQ4GssKORuXhlGq49zBMeQmu/gAePAPel15covvjrKbt/UhW5cYUAauBnThO1rYcaFgWbg2ScBa4G33mLmTO+9uY/cE2lJ6t9+5T+/gROWwqyJsIn7Fa2fLyfaRtW9uGmV6cCJHcyVD36Y322hak+a+sxLBjJ4Zt27BkZtqdtpaWYsnMRDV4EMhkyIKCUERH2/SR+figHjbUVVMXtIGX1hwlr0zv9HzDsMPmnGaig2ytxGqlnCl9ulBSbaCs2sTB9BIWf7aPrGKR4dhduH/AA8TpJItRpHcUM+NnUaYvZXfOLgqq851eNy1mOiPDR9FVF4+/JqCuPcY3hkGhg/FV+9r016l13NTrFrQqxwJKcOGJ7B/GoOv6otQokKvkxI+LoUuvYKIHhzfOv8jZ/VkOxwjpHlSX/doRVcXVpO1p+caboJ2wmGHvO7ZtngHw8FmIHS8dy+XgE2abfDN+mmRZbkxlo+8KQznoomHMYzDoDlALDyL34zRS5mpHHAb+AxxHsiybkdyyrwCeRRLRjq4tb2GbwB1QemjRePvhFRTequtkKjX95i9mxMJ/ctXSpgWwobyY7a8/Qs6hHW2Z6kWHiEnuhPgtfQV5cDAVb7/TfOdmUPfrR9D/vkKm0VD54UeU/uPZ+nP9+yH3sa+/Keh4fj/e8oRtTTnhqBUyQn09sFqt7Eku5LOtqZRWG/DzVNl47xhMFrafyueaYdHOBxN0GJE+Ubw28Q2OFBzhhV3P8ur+pShlSi6Pu9zpNZ5KLeHeEdy1/nbMVjPBnsHc1Otmgj1DiPCO5L6NCynW27rw9wpMFBmt3ZCSjFLS92fhF6kjamAYQ2/sT/SQcH5+YTNntqSRuuMs4+4dQcSAMDIO1Ide5BzN58v/+x6NtxqLyYzGR8Oga/sSOSCMAXN7U11aw+EfnSR7Elx4ZHJQaMDUwIosU4CHzvk1Rcnw492gdyB6FCowNUgENOhOSVwXJcPJH8EvFnpcJQlvgZvwNJJQdsYPtS8Z0A041ej8L7VtNwCzattmAZupXy10Bxxsqgjcij7X3Ev6jnWYDS0LmbQaDex9/+/8+fnLDL3rH6i0Phirmt4MydizkS59R7piuhcFQiR3QmRyOcpu3VwyljIuDrlWshqVL1tmc06/fQeW0lLkuiZ+kAUdQmSAVirN1EYMZiv/9+EufNQKSvVNZ7COChDWRHfjtf3/pcIo/TswWU38nPozPfx7cLL4pF3fIaFD+PzocsxW6X3Or84nqyKL63rO57kd/7ATyABZFY4tj4ILR/q+TH55YXNdsq3Ey3vQ7+oEtr67m5pSybvEbLSw7YO9RA+1D6Epz62gvMEe27rjm5i/bCY+wV6MvmsoOcfybRJ7AciVcuJGig2yC45MBroYyDtY36YvhZoy8PC172+1wsfjoNzeewyAvjdC9BhI/wMihkvW47StsHwKmGs9lfrMh2u+cv2zCM6DGpoWyA2xYi+Qz5EMPA9okDJjjwbeQRLQxcB+YAIwGViCVBZK4A7oy4spSj6Kf1wvvEMiCeoxgNzDO1s1hqm6kt3Lnm6RuK4qbGOJ2YsMIZI7KZ6XTaf0Xy9hzbOvh9pSNOPHob1BKlZuOHYMS56926ZMLeIS3YFHr0zkya//pLjSgE6rYnq/MH7Ym4H+PMq7WKw4FMghvh7kldUgk8FVAyMYFi8yXroTepOe3KocmzajxcjjQ5/iTMlpSvQlJJeeIbn0DL0D+zAibCR/ZG6x6X+86Bjfn/6O7ErHid56B/Vut/kLzo8/Vx6xyUZ9dN1Jjq6z3xQxVBroNjaW5K1pTZZ9spgsrFy8lrhR0Yy8bTCX/XUCfyzbzdl9mVjMVpQaBRMfGi1KQLkLikbLOLMBqgoci+TiFMcC2SsUBiyA8UtArYWBt9af2/6feoEMcPh/MOl5CBCWxQuPB9ADsP+8nx9LkCzOlwFDkOKZ/wKc+77YgGSNvsNF9xO0hcz9m9n234cwG2qQq9SMeuBlKvLOLwzGoUCWyewSgOWf2Hde41+sCJHcSZHrdHjfcjPl/3nlvMfw+ctfKF/6XyqXf4a1woGV0mKh5tff8LzqyjbMVOAKBsT48/atQ3lv02lMJgtD4gK5c0I3Csv1+Hgq+X5vBqv3Z2K2WPDWKEkrrGr1PeYOjWJq3y4o5XJCdGIn2Z3Ymb2DN/e/bleWSSVXEawNJlhrX+PQYrUQ6R1pUzoqqzKLjw5/gEZhmyFZjpz+wf0pN5Tz8p6XuCLuSnoH2Sf1EnQ8TZVraohvF29ihkQw++XLOLz2BCc2Ok+6qK8wcHz9aWQyGHfvCC776wTMJgslGaX4dvFB5SGWDm5D73mQvb/+OHwIBHR13NdsQBJBjf7NmPQw9SXH11hMLWsTXCCuAf7ZqC0QKDyPsSzAf4FpSIL4rw76HD+PcQXtwYHlL9WJW4vRwP7l/8IvqjuV5ymU7XCQIdtqbtrDsLMhfuk6MdbqtiVWKpg1Wyov0QQ1W7YIkewG1BjNLFq+l/xyacf/j5P5vHLjIEb3kMTRnRO7cedEyQW/osbIOxtPsetMIdUGE4UVLSvn4uelItxfuFi7G3qzntf3v1rnZt2Q+Qk3OL1OLpPz5PCneWLLo5QbbeOQ9GY9g0IGY7aaifKJYnL0VJ7847G6MlE7srbz34mvEeMb69JnEbSevlcnkHsiv+lkA0BZTgXFGaUEdQ1g+IKBnNyUjLUZgX22QfyyQiknMNbfFVMWuJLRj0qlm06shqAEGOckidP+j2DNXTj8h+Id6nz84Yvg9M9QG5ZBt8shqGebpy1wFY7iw89HIJ+jBDABnzs5L0r/uQvVJbbendVFeZiN7VueL+HKBe06vrshRHInRj1qFLz19vkP0IxABlAl9jr/8QUuY39qUZ1APsdX21MZ1T3IYRH434/nUlAufZkqZJAQriMlvxyj2YrRycL5rQ0n8fFUMSnRWbkJwYWgsLrQTiDr1Dr+MuRRBoQMbPLapLwDdgL5HL0CE5nXcz4APyavsamjbLKa2Ja5VYhkNyB+dAzeQV7s/HgfOcecZzIHKE4rwT9Sh6evB4Ov68verw7anJcr5Tau2EIUXwTIZDD8AenlDIsFNj4OVge/6XK1VC7KGd2mwf/tlWox+8dBX+cbb4KOJgkplrghDjwFWsVkwFkY3U3A3DaMLXAlcWOv5tT6+vwAVosZfWlbNkiaZuQDLxM75qp2G98dESkKOzE1P/7YruN7zp6F1w3iB9MdCPaxd3/em1LEX1ck2bSlFVTy9DdJdQIZwGyFI5mlVBksGM1WYgK9UCvsvxrKqk089XUSu8+035ewoPWEeYURqrW1BE2JmdqsQAYoMzgWyDqNH1Oip9QdB3rYx58Hega1cqaC9iK0ZxARA8Ka7KNUKwjrU//vZPD8flz31gx6X9GD6CHhDLy2D1MfH4dXoOQtEtTVn0Hz+rJ/xSG2f7iXgmT7RG6CiwSLCWpKbNu8QmDOF3DTOujRjDdY2ACY9CwMvA2Umqb7CjqQZQ7azlcgK5AkwSGk5F2Ns9rHI2W9FrLBXeh//cP4xSYAMinTfTMoPZsv4SaTK/CNsk/8Gzv26ktOIIOwJHdaqlZ9R9Wq79rvBh4eBLz5RvuNL2gV3bv4cM2wKL7dfdam/bejucx7Yyv9ov2YOSiCRcv3UWVoOqYkrbCSm8fE8dnWFIfnNx3NEUm73IiC6gLK9GV1x2q5miviWvZjNi5yPKtOfYvBIm2aaBQaru0xj2mx0/HT+NX1G9ZlOENDh7EndzcAiYG9mRA10YVPIWgrp3+3/byqPJUMnt+XExuT0fio6TczkbQ9mai9VMQMjUShlOMfqWPM3bbuk9GDw9FXGlB7qvhm0Y+UZkkbKUd+OsnMf00jpLvYHLnoUKqh303w5yf1bWGD4YfbpaRc/l3hpl8g0DVVMQQdhSvK8YUjxTAfqj12nLQRzgC3AF8AUS64r6CtHFvzISWptTHiDuKHG6INDkep0VKW0XQ2dKvFTHl2ul1792mXpkFMiOROSM2WLRQ/sOj8B1AooLng/JoaLOXlok6yG/HIlYlsP1VAVrFtLHpaQSVpBZXsTS5sViCD5L130+hY4kO9+X7vWf5Ms7VAhPl5unTegraxJWMz1eb699xgMbArZydXdZ3R7LWRPpG8NO4//JK6DqVcyZVdZxDhbV8mSCFX8LeRS0gpTcFsNdHNr7tLn0HQdgxVRptji8lC3xm96D+rN+V5FXz3yM9Ul0ou8116BTPjhanIHXiMyBVyPH09SNubUSeQz413fMMZIZIvVkYshuSNUJYBumhI+a0+a3VxMmz6myjtdNFxG7C9jWNkAS2NY60CfgLubuM9Ba4gc9/mFvetLsrDarZPuOcb1YOys7bZ0a0m238PGl0gap9Ls9Sr8JvohNT8sr5N18s0GuQR9gtlGxQKZEqxx+JObDqaYyeQG5Jd4rgGnpfatpSL1QoHz5ZwWb9w3rhlKF4a2/e5a4h32ycrcBkeSvtNC08Hbc6I94vn3gH383/97iHCO4KU0hRWnVrJvty9WBvtTsfp4oRAdlMSL7N9XxKmdqsTwUd/PlUnkAFyjuWTedC2XFhjVJ72ViqVp/jOv2hZc7ckkAFK04ORAjwAACAASURBVG3LOoEklAUXGd1xja2rpPkudRib7yLoEHRRLf8tdiSQA7r1w1DR/HuvLy1k7UNXcODzl1s1v86A+MXrhCiaE7jNYK2qwlrVdIkg7/vvQ+YpLIruxNoDWU2eD/RWU2UwU11rTQ7x1fDPeQP49XAOX+1Is+m78XAOPx7IxN9LTaXeZHduTM8Q105ecN5MiJrITyk/crZccrWP841jTPiY8xpre9Y2/r37X1hq62JeGXcVd/df6LK5CtqPwfP7oQv3JftILiHdg+gxqb4MkMmBB4m5Ga+SsMQQIgeGkVGb4Vrr70GfK0VW44uWrD2NGholeOolEjJdfHgjJdr6pY3jmAAtkqW4OSLbeC+Bqxhy1xJyD+2gprTA4XnPgFCqi3KdXl90+qDTc3ZYrRxf8xHxk67BNzyutVO9aBEiuRNS89tv7Tq+sn9/dI892q73ELSebl182HrSNrvtuVrwaqWc0d2DWN1ASOeV6dl4KIftja5RyGX8ctBZXBLotK6IgxK4Ci+VF/+d8Dp7c/cgl8kZHDoElfz83qNVp76tE8gAP6eu48ZeN+OtFt4D7o5MJqP7+Di6j7dfwPSa2o3j609h0kvCWBfuQ9Sg8GbHu+KZSWT8mY2+Qk/0kAjUWmdZbwVuT8w4SN1cfxw9BgJ7QOFJSJgJIx66YFMTtIVHgU203GXaGS0RyAAj23gfgatQe3gxc9lmvr11KGa9vRdhUwJZplRhNbXeK6CqKFeIZMHFidVkomr1agw7drbrfUxJSZhzc1GENlFbUdDhDIrxZ7kMLA2MA+e8ZQ0mCydz7evo/m9nml2b2WLrYquQy+ragn01zB8Z67I5C1yDWqFmVPjoNo9jaeReba39T3BxExDjx9ylV3BycwoaLzU9p8SjUCmavU4mlzUrpgUXCbM+hR/vhrM7IHo0XPUu6IRV8OLHD/gP8DpQAFwBDAe6Aj8DK2rbXfE9Ph4Q6z53Qi5X4B/bi4IT+1t1Xezoq0j5vXXJfbWBYQQnDGrVNRc7QiR3EixVVRTMnovx8OF2v5dMq0UmEna5Ha+sO46lid9Bo7n5uteOCPf3ZMnsvhRVGhgWH4hHCxbXgouTmd1msXTvf+qE8ZToqfioxWe9M+AXqWPYTQMu9DQEFwq/aKnck6ATMqr21ZDfgbdxjTg+x/mF8Qjal/7XP8SONx+nqqDpkLtzhA0Yx7C7n8VqMZO6dU2tNUWGQuPh0CINkuv25CWfolBeWt5EQiR3Eqq/+75DBDIyGb6PP4Zcq23/ewlajMlsIa2gssk+o7sHM71vGKv3Z5BdUmNnMXbGnRPiUSnlrEvK4uudacwYFMFl/YR1qTMyPnICXbRd2J+3n2ifaEaGN154CQQCgcD9eQXXCmQvYIoLxxO4gmOrP+Tg169hMRnx8A9BowugpigPfZltXXsPXSAyhZKQxGEMvu0p5AolQ27/G6nb1oLVDFidCmQArFa8Qy+90l9CJHcSzMXFrh3wXDBr4+bQULzvvMO19xK0GaVCzvD4QHadKaxr6xul42xhFaXVRkZ1D2bB2K54eSi5bngME17Y2KJxe3TxZlT3YOa8uoXyGimB176UIrw1SpG8q5PSMyCBngEJF3oaAoFAIDhvHAkeDaB30O6IICQ37XNUAv8GnmvjvASuojI/k6Qvl2K1Sl6CNcV51BTnAeAb3pWyLCljvULlQf+bH6OmMJfKgkxKUk8Q2mc4uUd2gaX5sqAA4YPGt89DuDlCJHcSNKNHUd58t5bjpDC5NScHi16PXKNx5d0ELmDJnL68sf4kRzNLGRjjz/3TeuChUqA3WWzKOHmoFcSHeHMmzz5GuTFPXt2bvSlFdQL5HJuO5gqRLBAIBAKBW6FHSuSVAOxwcM4RIUBeozZHGZN/A55FyowuuNBU5GbUCeTGVJcUMGrRfzjy3buUnj3Frv9v787Doqr+P4C/ZwOGXUAhF0jcoa8p5lLkikthpKIiLhSiuaXmkpILapC7YqWC+f1llloq4tfccs/czTUVNUVMVAQEFERhmOX8/gAnxwFXcEZ8v57H5/Hee869Z+6Hgfu559xzF4TrtyXuWA3vLoNwbuMPj9y/zMIKcqUN3Jt1wJu9RpVq218WTJLLCW3S5ScuK7Gxgbj76KG50goVYBc+FtmRUcBDr4PSnDsHiwZ8ts3cHL6UCa1OoI2XK96o5gCNVkBuJYVcZvw69Cld/4OPYg8+cjCWh4sNXOysiq1fxYnD7YmIiMzHSRT29N6fkPN+Z8bjeo/v4cl6mXVF/zgviTlwrv0mrBxcin0FlE6jAiQSZF+9aFxRCJzfuAS6AuN4S6QyQCJBzbY94BM6DlLpqx1r46tfeilJ7J7iFS2SR98FlCiVcIj8ErYhfaDs0MFou/pKMkTB875ugErTiv3/4Mu1p7Ht9A38sCcJo1ecwPuzfke3b/YaveIpK1eFY5ezik2Qe73jgdddbKCQSXAl4y46Rf+BY0lZ6O37OqRFPzb/qeaIoKbuZf+hiIiI6DHyAfQv+vfgGytUeLLh1bkAwgFYPbS+xkPL3cAE2XzILazQeuL3qOzTyui63tGjLjIuniyxrvbhBLmovtBpIbQaVPCoA6lUhrzbN3F+049I3LEa6rxHd66VRxIhShhX+4oJDAzE2rVrTd2MZyY0GqS1ag3t5X9KZX8SZ2dUmDkdEhsbZPUfYNzzrFSiwuyZsO7SpVSOR8+n54J9uHyz+F9gMikwoE0tnLl6G5UcrLArIQ237hrf5KjsqMTakS0wdOkRHL1sOOmDf4PKGNimFu4VaFC9It+ZS0REZB7WApj2nPuQo/AdyEdQmHQrAIwFYAvgOABvFL5ein1r5ij3ZgqO/zgNN88dRUFuNgBAIpUCkEA89NyxVG6BinV9kHam5NfFutRuiHc+m4OtX3SD6k7hnEf2VWqgw4w1kFs8fDPl5fOkOR9/2ssJiVyOStu3QeriUir7E5mZyBo6HJm9+hQ/NDsvD7eGj4A2M9N4G71wjjYlT8uv1QGxOy5i7983Ef/n1WITZAB406MCAODmHeM7z5tPpuD4P1lMkImIiMzKzccXeSwNgL0oTJABQA1gNoDGKOxl/gBMGcyXbcXKeCssAgV3c/TrhE4H+8qeRmWtnV3R/PMFqBsQhkpejVH3g76QyAyfvrW0d0LS72v1CTIA5Fy/hOT9m8ruQ5gh/sSXI1KlEs5xq4GnnFTLws+v+A35+SVO4AUA0OlwLz7+qY5FZWNgm1qwtni+YVCt6rkCADrUf63Y7YlppTo1HBERET23Jo/ZLgGgfIb9FgD45xnqkbmwsHeElYNh51mF1+tBobRBwz5j4Df5JzQMGQvvLgP12xU29nij6+Bi95e0+39l2l5zwyS5HBEqFbL6hgGqJ53iv5D69OlnPqbUhj2L5qCBRwV816/4P5TVnmCSLYVMgq/WnULzyG24nnUPH71b3ahM0xrOz91OIiIiKk05xaxrBKAdgAAAKwE8y6s7KwCo9xztohfJ2skVr7/7gX5ZIpWhVrtgVGls2BF2/djv2DjSHykn/tCv+0/3ofCfuxHNxyxEpwU74eTpjWpN2xsd407qFaN15Rlnty5H8rZsgfaff566nkh/eOr/JyOxt4fV++89U10qfRVsLCGVALoHOv8bVXfCsPZ1MGLZUdy+p9ZPvvVgGZlEArVWQK0tfG5l08kUVHUyvut8NCkLTWqUznB+IiIiKg11UDih1oPPnvoC+OiB5UoAtgG4UMI+qgP4GEByUTk3AMPw7wzZ9DJoOmQ6qjZui5yUy9Bp1DgcOwHagnyDMjqNGndSLmPfvJHoHPM7LGwdAAAOVWvAoeq/k7VJZHJY2DqiIPe2fp2T5xsv5oOYCfYklyMiu7i7iaWgmNmwLdu3Q6VNGyFzciqbY9JTc7GzRIBPVf2yXCbBx809UbeyPdaNbIkFH7+FNl5uBgkyAFR2Mp6E4VpWntG61YdfrTuIRERE5s8NwDgADihMlt8HEPxQGTsAywF8D2ApAD8UpgBOKHxtVBwKnzseAmAdgEUonKyLzNn147txeNFEnF33X6jz7kIqlaFa0/ao3aE3zm1YYpQgP0irykPW5bP6ZSEEMi+dQW76NVw5sBm/jQ4wSJCda72Jt8ImlunnMTfsSS5HdCoVIJMBWu3jCz+NYp5LVu3YiYKuXSH3NB6WS6bzRYAXWnu54krGXbxTywXVnG0AAFYWMjR83Qk7E1KN6rjYWeFqpnFS/LB8tQ47E1Lh5+1W6u0mIiKiZ9UZhUOr1TB+ldN9UgBvFv1/Jv6dxZqvdXoZXd67HocWhOuXL27/BQ1DwlG1sR/ybt+EVvXo6zqpwgLnN/6A40unwa2+L1LPHEJ28t/FlpVZWaPtl8shlb1aaSN7ksuJ/F2/I2fKl8+cIEsqVXq6Cjodbg0dBm3WrceXpRdGIpGgWU0X9GjmoU+QAWBnQioC5u7G/45eg1z278iAt2u5YMR7dWEp//dXgbNtyTNl/3rsWtk0nIiIiJ6DDCUnyMWxAhPkl9fpVd8YLN/LuIH980Zgz6whsHvtddhXNuzEqvC6F5xrNYBUroC1S2VYWNvjxsm9yL6WiL83/1higgwAugIVhE5XJp/DnL1atwTKsfydO5+rfoVZM3FvTTw0589D4uAA9fHjj57ZGgDUahQcPAhlR//nOjaVrZw8NSL/dxoqdeEvOI1WoFlNZ/Ro5oGmNVwglUrwv5EtcOBiBlztLfGWpzN2nU3DyoP/4PTVbIN92VkpTPAJiIiIiAgAdFoN7mYajwwEgBsn9+L4jzOQm35dv05uZQ2pwgINeo2CXGmDpN1rcXHLiic+nkxhAZmi5A6U8opJcjkhr1Xr2SoqrWA/fjxyvpoKTWJi4b68vOC8bi1ufzbysROByWs/43HphUnOuKtPkO9TawXerlVRv+xka4kPGlbRL/t5u8HP2w3Rm89h9eFkAICdlRyhLTi8noiIiMhkhHhkR9aF334yWNbk30PmxZP4fdonEFoNhO7pRp0K8er1IgNMkssNm57BUO0/gPzNm5+8klKJShvX407sIn2CDACas2eh2rMXlr6+uPeIJFkZ1B2KZ03O6YWp6WYHB2sFsu+p9eveql444Vp6dj5mbEjA6au38Z9qjvgiwBuVHP4drjXKvx78G1RGyq08NPZ0hp2SPclEREREpiKVK6BQ2kJ9785T1dOpn+4VsfdZ2r2ak/TymeRyQmJpCef/fgdF47ceUUgCl43rYTdhPOzHjoHrzu3Q3bmDvDXxRkXVJ07A7tPBkLo9MEmTzPDHRXP+fGk1n8qQlUKGub18UN/dERXtLdHzbQ+EFL0HOWrdGRy4mIE7+RocuJiBqHVnjOrXreyANt5uTJCJiIiIzIDrG81e2LHqBvR9YccyJ+xJLmdEXsnTvUMISJRK2A8ZrF+VM2dusUWtg7pD7uEBt/17oTp0CFJHR9wM6GRQRnfrdrF1yfy8Uc0Ri/s1NVp//J+sRy4TERERkXnx+Sgcty6fxd2b14vd7v5uAFKO/Q5NXu5zHce+iidyrifh+rHfUaVR6+fa18uGPcnljJXvO4/cLu4YflkkFsU8iG9lBauWLQu3W1nBqlUrWDRoAOWHAQbFrIN7PF9jyeS8qjg8cpmIiIiIzItNxSrQFhgPn5bIZGgQMhZK+wrPnSADQM71JCRuX4k9s4bg4rZfnnt/LxMmyeWM3eejYfFWo+I3ymSQV6lisMr2k/7Aw4lyfj7yt24zql4hei7sJ0VAGRgIx3nRsPtseGk1m0xkfCdv1HnNHgBQ5zV7TOjkbeIWEREREdHjaPLvGa2TKawgtFok7lhd6sdL3L6q1PdpzjjcupyRWluj4q/roFOpoE1LQ1ZoX2j+vgDI5bAf8zlklV8zKK+oWxe2Awcgd/4Cg/USO1ujfUssLWE3cECZtp9erOoVbfHjoLdRoNHBQs57ZkRERETmTqPKg0tdH6T+tc9wff5d/PXzXCis7aEteMQjmM9ArrQp1f2ZOybJ5ZTU0hJSd3dU2rkDmrPnIK1UEbKKFYsta/tJf+StXw/tlcJX/Vi89Ras/PxeZHPJxJggExEREZk/nUaNHZP74Nbls4UrJFLgodc0vfamL5IP/lZqx5TKFXij25BS29/LgElyOSeRSKDw9npkGZmzMyrt3AHVzl2QKJWwbNkCEjl/NIiIiIiIzMmNU/v/TZABowQZEgkqeTfB9WO7in1uuVaH3kg9fQB3Ui4/9lgVvRqjRqtAuL7RDNbObo8tX54wEyIAgFSphPKDjqZuBhERERERlUQIo1UV672Fu+nXIJVbwLvrYFz4bZlhgiyRQlmhIur4f4x6Ra90ystKx4VtP0OrLsCVfRuRf/um8bF0OlRv2bmsPolZY5JMRERERET0EnjtzXfh4F4b2ckXAAAKpS2aDIiEfeXq+jKnVn5tUEcikeCDb7ZAbmGlX6d0qoQ3g0cAAO7cuIKUY7uMjuX2n7fL4iO8FMptkqzT6TBlyhT8/fffsLCwwFdffQUPDw9TN4uIiIiIiOiZSOUKtIv8GVf2bUTBvTvw8PWHjUtlgzLVW3bG2f99p1+u1qyDQYL8MKfqXkZJcs22PeDV+dWdsLfcJsk7duxAQUEBVq1ahZMnT2LGjBmIjY01dbOIiIiIiIiemUJpg5rtepS4vX7QcFg7uSLtzGE4eXqjjv9Hj9xfvYC+uJ38N64d2QELWwc0DAmH5ys6zPq+cpskHzt2DM2bNwcANGjQAGfOnDFxi4iIiIiIiMqWRCpFrfY9Uat9zycqL7eyRvPR30KdfxcyhSWksnKbIj6xcvvel9zcXNja/vuuX5lMBo1GY8IWERERERERmSeFlQ0T5CLlNkm2tbXF3bt39cs6nQ5yvtaIiIiIiIiIHqHcJsk+Pj7Ys2cPAODkyZOoXbu2iVtERERERERE5q7cdq22a9cO+/fvR3BwMIQQmDZtmqmbRERERERERGau3CbJUqkUkZGRpm4GERERERERvUTK7XBrIiIiIiIioqfFJJmIiIiIiIioCJNkIiIiIiIioiJMkomIiIiIiIiKMEkmIiIiIiIiKsIkmYiIiIiIiKgIk2QiIiIiIiKiIkySiYiIiIiIiIowSSYiIiIiIiIqwiSZiIiIiIiIqAiTZCIiIiIiIqIiTJKJiIiIiIiIijBJJiIiIiIiIirCJJmIiIiIiIioiNzUDTAX169fR2BgoKmbQURERERERGXg+vXrT1ROIoQQZdwWIiIiIiIiopcCh1sTERERERERFWGSTERERERERFSESTIRERERERFRESbJREREREREREWYJBMREREREREVYZJMREREREREVIRJspn566+/EBISol/OzMzE4MGD0bt3bwQHByM5OdmgvEqlQlxc3FMdIysrC+3bt4dKpQIA3L59G5988gl69uyJwYMHIzMz8/k/CD0xtVqNMWPGoFevXujWrRt27twJALhy5Qp69uyJXr16YfLkydDpdAb1bt++jQ0bNjzxcWbOnIkePXqga9euWL16tcG2I0eOoGXLls//YeiplRT/hIQENG/eHCEhIQgJCcHmzZsN6j1t/OfNm4fu3bsjKCgIp06dMtjG+JuGVqvFuHHjEBwcjN69e+t/v5d27AEgLy8PnTp1wp49ewzWM/aml5mZiZYtW+LSpUsASj/+gwYNQnBwMEJCQtC/f3+DbRs2bECPHj2e/0PQU+vcubM+xuPGjQMAbNu2DW3bttWv//PPPw3qpKSkYNeuXU98jO+++w49evRAYGCg0bUiY1+2ijv3j/tuvyzmzJmDtWvXmroZZU5u6gbQv/773/9i/fr1UCqV+nWzZ89GQEAA/P39cejQISQlJcHd3V2//ebNm4iLi0P37t2f6Bh79+7F3LlzkZGRoV/33XffoVGjRhg0aBAOHDiA6OhoTJ06tfQ+GD3S+vXr4ejoiNmzZ+PWrVvo0qUL/Pz8MH36dIwYMQJNmzbFpEmTsHPnTrRr105f7++//8auXbsQEBDw2GMcOnQIycnJWLVqFQoKCtCxY0d06NABDg4OuHHjBpYsWQKNRlOWH5NKUFL8z549i759+yIsLKzYek8T/7Nnz+LkyZNYvXo1rl+/jiFDhmD9+vUAwPib0O+//w4AWLlyJQ4fPozp06cjNja2VGN/X2RkJCQSicE6xt701Go1Jk2aBCsrK/260o5/cnIyNm3aZBT/c+fOYc2aNRBCPPsHoGdyv5Ni2bJlBusTEhIwZswYdOjQodh6968D27Rp89hjHD58GCdOnMAvv/yCvLw8LFmyRL+NsS9bJZ37x323ybwwSTYj7u7umD9/PsaOHatfd/z4cdSpUwehoaGoUqUKJkyYYFBn0aJFSExMxIIFC/DRRx9hzJgxyM3NhVarxWeffYa3337boLxUKsUPP/yArl276tclJiZi5MiRAAAfHx9ERkYa1ImOjoarqyt69+6N7Oxs9O3bF2vXrsXcuXNx5MgRCCEQGhqK999/H3/++ScWLFgAAMjPz8fMmTOhUCgwePBgODo6okWLFrC2tsa6desglUrh4+OD8PDwUj2PL5v33nvP4A+iTCYDUPjHskmTJgCAFi1aYP/+/QZJ8qJFi3D+/HmsWrUKvr6+mDBhAjQaDSQSCSZOnIi6devqyzZs2BD16tXTL2u1WsjlcqhUKkyePBlRUVEIDAw0ahtjX/ZKiv+ZM2dw+fJl7Ny5Ex4eHhg/fjxsbW315Z4m/l5eXvj+++8hkUiQkpICFxcXAGD8Taxt27Zo1aoVABjEpTRjDwDff/89GjZsaHBBzNibh5kzZyI4OBiLFy/WryvN+GdkZCAnJweDBg1CTk4OBgwYgNatW+PWrVuYM2cOxo8fj4iICKN2jR49GgEBAWjVqhUuXbqEmTNnYuHChZg8eTKuXLkCnU6nv4m7ZcsWrFixQl/3m2++wcWLFzFnzhwoFAoEBQXh8uXLOHToEHQ6HTp27IjQ0NCyOaEvifPnzyMvLw9hYWHQaDQYNWoUGjRogISEBJw7dw4//vgj6tevj88//xxyeeGlularxeLFi5Gfn4+GDRvitddeQ1RUFGQyGSwtLREVFYXKlSvrj7Fv3z7Url0bn376KXJzc/XXlox92Svp3D/uux0cHIyoqCjUqlULf/zxB3bv3o1Ro0ZhwoQJuHXrFgBg4sSJqFOnDpYvX45t27ZBo9HAzs4O8+fPx8aNGxEfHw+dTofhw4fj119/RXJyMlQqFfr16wd/f3+Dds6dOxdnzpzB3bt3UaNGDUyfPh3z58/HtWvXkJmZiZSUFIwbNw7NmzfH1q1bERsbCycnJ6jVanh6ehrsKycnxygHqVChAqZNm4affvoJADBw4EB89tlnyM3Nxbx58yCTyVCtWjVERkZiw4YNBm1/OH8xCUFm5erVq6J79+76ZS8vL7FmzRohhBDz588XX3/9dYnlZ8yYIZYuXSqEECI1NVW0bt1aaLXaYo/TunVrkZ+fL4QQYu7cuWL+/PlCCCE2bdokWrZsaVA2OTlZdOvWTQghxPLly8WSJUvE7t27xYgRI4QQQuTn54sPP/xQZGdni+XLl4vU1FQhhBCxsbEiJiZGXL16VTRt2lSoVCohhBCBgYHixIkTQgghVqxYIdRq9TOcqfLnzp07ok+fPmL9+vVCCCF8fX312w4cOCBGjx5tUP7QoUP6GAwbNkxs375dCCHE2bNnRZcuXYo9RkFBgRg5cqRYtGiREEKI8ePHi4MHDwohhHjnnXeMyjP2L87D8V+zZo04ffq0EEKImJgYMWPGDIPyzxL/6Oho0aBBAxEfHy+EYPzNxdixY0XDhg3F3r17hRClG/sDBw6IiIgIIYQQ4eHh4o8//hBCMPbmID4+XixcuFAIIUSfPn1EYmKiEKJ045+SkiK+//57oVarRUZGhmjXrp24efOmGDx4sEhMTDS65rjv4MGDYvjw4UKIwmuLrVu3ihUrVohZs2YJIYTIysoS/v7+QojCmN+7d08IIURERIT49ddfxaFDh0RAQIB+fy1atBDJyclCpVKJX3755TnOWvlw/vx5sWrVKqHT6URSUpLw8/MTarVaLFmyRCQnJwudTiciIiLEsmXLDOrFx8eL2bNnCyGE6NKlizh79qwQQojt27eLYcOGGZSdMGGC6Nu3r1CpVOLSpUuiffv2QqPRMPYvQHHnXqfTPfa7vWbNGjFz5kwhROF3+8yZM2LWrFlixYoVQgghLl++LIKDg4VWqxXz58/XX+OHhYWJo0ePivj4eDFo0CAhROE1RatWrURmZqbIzMzUX1vcd+fOHbF48WIhhBBarVa89957IjU1VXz77bdi4sSJQggh9u3bJ8LCwoQQQvj5+YmsrCyh0+lE//799dcR95WUgwQFBYlr166JtLQ00b17d6HT6UT79u1FRkaGEEKIefPmiVWrVhm03VywJ9nMOTo66ofVtGnTBvPmzSux7KVLl/TDr1xdXWFra4usrCx970RJBgwYgKlTpyI0NBTNmzeHm5ubwfZq1arBxsYGiYmJ2LBhA2JiYhAfH4+EhAT989MajQYpKSlwdXXF1KlTYW1tjbS0NPj4+AAAqlatCgsLCwDA9OnTsWTJEsyZMwcNGjTgcB8UDnv89NNP0atXL30MpdJ/pwy4e/cu7O3tS6x/6dIlNG7cGABQr149pKamGpXJzs7G8OHD0aRJEwwcOBBpaWk4evQokpOTsXDhQmRnZ2PkyJEGP2OM/YtRXPzbtWunj3m7du0QFRVVYv0niT8AjBw5Ep988gl69OgBDw8Pxt9MzJw5E59//jmCgoKwadOmUo39mjVrcP36dYSEhCApKQkJCQmwtbVl7M1AfHw8JBIJDh48iHPnziE8PByxsbGlGn8XFxcEBwdDLpfD2dkZ9erVQ1JSEq5cuYIpU6ZApVIhMTERU6dONRip1rRpU0ydOhWZmZnYv38/A7ButwAACVFJREFURo0ahalTp+LYsWP6OQ00Gg1u3boFZ2dnhIeHw8bGBklJSWjQoAEAoHr16vr9RUdHIzo6GhkZGWjevHnpnMCXWPXq1eHh4QGJRILq1avD0dERN2/eRNeuXfWx9/Pzw9atW0vcR3p6un6EWOPGjTF37lyD7Y6OjvD09ISFhQU8PT1haWmJhIQExv4FKO7cZ2VlPfa77e/vjy5duqBfv35ITU2Ft7c3vv76axw6dAi//fYbgMIeW6lUCoVCgVGjRsHa2hqpqan6x2bun3tbW1tEREQgIiICubm5+PDDDw2Odb9N9/dx7949qNVqAND/XLm5uaGgoAAZGRmwtbVFhQoVABSOTnxYSTlIt27dsG7dOlhYWCAwMBBZWVlIT0/HiBEjABSOPvL19YW7u7vBz405YJJs5ho1aoQ//vgDnTt3xpEjR1CzZk2D7VKpVD+hU40aNXD06FF4eXkhLS0NOTk5cHR0fOwxjh49ik6dOqFZs2bYunWr/gLnQUFBQYiNjYWrqyucnJzg6emJpk2bIioqCjqdDjExMahatSpCQ0OxY8cO2NraIjw8XH8h9GDCt3r1anz55ZewtLREv379cOLECf2w4ldRRkYGwsLCMGnSJIPhJV5eXjh8+DCaNm2KPXv2oFmzZgb1iou9n58fzp07Z3RjJD8/H6Ghoejbt6/+F6Wrq6vBH2BfX99ib8Iw9mWrpPj369cPERERqF+/Pg4ePAhvb2+Dek8T/4MHD2Lbtm2YPHkyLC0tIZfLUalSJcbfxNatW4e0tDQMHDgQSqUSEokEMpkMH3/8canF/sEL5y+++AL+/v7w8fFh7M3Ag8NUQ0JCMGXKFFSsWBHdu3cvtfgfOHAAK1aswOLFi3H37l1cvHgRNWvWxKZNmwAA165d0w/nfJBEIkFAQACmTp0KX19fKBQKeHp6ws3NDYMGDUJ+fj5iY2Mhl8vx7bffYvfu3QCAvn37GsW/oKAAW7ZsQXR0NIQQ6NixIzp27IgqVaqU3sl8yaxZswYXLlzAlClTkJaWhtzcXLi4uKBdu3ZYuXIl3NzcHhv7SpUq4fz586hbty6OHDmC119/3aBso0aN8NNPP6Fv375IT09HXl4evL29GfsXoLhz7+joiODg4Ed+t5VKpf4mRadOnQAAnp6e+PDDDxEQEIDMzEzExcXh/Pnz2LFjB+Li4pCXl4fAwECjc5+eno6EhAQsXLgQKpUKLVu2RKdOnfTD9/fs2YMbN27g66+/RlZWFrZv367fx8PzFzg6OuLOnTvIysqCk5MTTp8+bdShVlIO4u/vj9DQUEgkEixZsgTW1tZwc3NDTEwM7OzssHPnTlhbW+PGjRsGfzPMAZNkMxceHo6JEydi5cqVsLW1NbpT6OzsDLVajdmzZ2PgwIEYP348tm7divz8fERGRuq/DI9SvXp1/fNhlSpVwrRp04zKtG3bFpGRkZg9ezaAwl7tP//8E7169cK9e/fQtm1b2NraolOnTggKCoK9vT1cXFyQnp5utK86deqgW7duqFChAlxdXfHmm28+y6kpNxYtWoScnBzExMQgJiYGQOEkbuHh4YiIiEB0dDQ8PT2NJvJwd3fHhQsXsHTpUowdOxYRERH6SXgennht5cqVuHr1KuLi4vSzLE6bNg3VqlV7bPsY+7JVUvynTJmCqKgoKBQKuLi4GN1xfpr4N2nSBFu2bEFwcDB0Oh169+79RLEHGP+y1L59e4wbNw69e/eGRqPB+PHjYWlpWaqxfx6MvWmUZvxbtmyJffv2ISgoCFKpFKNGjYKTk9MTtSMwMBCtWrXCr7/+CqDwecmJEyeiT58+yM3NRa9evWBrawsfHx906dIF1tbWsLe3R3p6OqpWrarfj4WFBRwcHNCpUyc4ODjA19fX4NnZV1G3bt0wbtw49OzZExKJBNOmTYNCocBXX32FoUOHwsrKCjVq1EBQUJBBvdq1ayM2Nhbe3t746quvEBUVBSEEZDKZ0bVb69atceTIEXTr1g1CCEyaNEk/58XjMPbPp6Rz/7jvNlB4c7Jnz56YMmUKgMLZ6SdMmIDVq1cjNzcXQ4cOhYeHB5RKJQIDA2FhYYGKFSsa/d6tWLEibt68ic6dO8Pa2hphYWEGOUH9+vURExODoKAgWFhYoFq1asX+7gYAuVyO6dOno1+/fnBwcCg2tygpB5HL5ahbty40Go3++esJEyZgwIABEELAxsYGs2bNwo0bN571dJcZieCYJ3oCeXl56NOnD+Li4szuTg+VLcb+1cb4v7oY+1dbWloaxo4dix9//NHUTaEXjLE3nVOnTmH58uWYNWuWqZvyyuNfPXqs48ePIygoCEOGDOGF0iuGsX+1Mf6vLsb+1bZ161b0798fo0ePNnVT6AVj7E1n+fLlmDx5MoYNG2bqphDYk0xERERERESkx9vDREREREREREWYJBMREREREREVYZJMREREREREVIRJMhERUTm2ePFivPvuu1CpVKZuChER0UuBSTIREVE5tmHDBvj7+2PTpk2mbgoREdFLwfht0ERERFQuHD58GO7u7ggODsaYMWMQGBiIU6dO4csvv4SNjQ2cnZ1haWmJGTNmYNmyZdi4cSMkEgn8/f3x0Ucfmbr5REREJsGeZCIionIqLi4O3bt3h6enJywsLPDXX39h8uTJmDFjBn766Se4u7sDABITE7F582b8/PPP+Pnnn7Fjxw4kJSWZuPVERESmwZ5kIiKicig7Oxt79uxBVlYWli1bhtzcXCxfvhzp6emoVasWAKBRo0bYvHkzLly4gJSUFISGhurrJicnw9PT04SfgIiIyDSYJBMREZVD69evR9euXREeHg4AyMvLg5+fH6ysrJCYmIiaNWvir7/+AgB4enqiZs2a+L//+z9IJBIsXboUtWvXNmXziYiITIZJMhERUTkUFxeHWbNm6ZeVSiXat28PFxcXjB8/HtbW1lAoFHB1dUXdunXx9ttvo2fPnigoKED9+vXh6upqwtYTERGZjkQIIUzdCCIiInoxVqxYgffffx9OTk6YN28eFAoFhg4daupmERERmQ32JBMREb1CnJ2dERYWBmtra9jZ2WHGjBmmbhIREZFZYU8yERERERERURG+AoqIiIiIiIioCJNkIiIiIiIioiJMkomIiIiIiIiKMEkmIiIiIiIiKsIkmYiIiIiIiKjI/wPv1P6M+DoIEAAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(16,8))\n", - "sns.stripplot(x=employment.Age ,palette=\"Set1\", y = employment.Unemployed)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 805, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA8kAAAE+CAYAAAC+xFIRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3Xd81dX9x/HXvTd7D8JIQiAhgRCGzIQNst1MFdGq1bZatbXaOlCxVKv+tKVaaV2Iq07cAxVlL9kzjLAhCYEsstcdvz8uJFySQMZNLoT38/HIw3vOPd/z/QQiuZ/vWQabzWZDRERERERERDC6OgARERERERGRC4WSZBEREREREZFTlCSLiIiIiIiInKIkWUREREREROQUJckiIiIiIiIipyhJFhERERERETlFSbKIiIiIiIjIKUqSRURERERERE5RkiwiIiIiIiJyipurA7hQJCUlERER4eowREREREREpAmkpaWxdu3a87ZTknxKREQEn3/+uavDEBERERERkSYwadKkOrXTdGsRERERERGRU5Qki4iIiIiIiJyiJFlERERERETkFCXJIiIiIiIiIqcoSRYRERERERE5RUmyiIiIiIiIyClKkkVEREREREROUZIsIiIiIiIicoqSZBEREREREZFT3FwdgIiItAxWm5VlqUvZl7uXbq26Myh8sKtDEhEREak3JckiIuIUb25/g28OfA3ANwe+5paEW5na+XoXRyUiIiJSP5puLSIijWaxWvjh0PcOdd8d+NZF0YiIiIg0XJMlyVu3buWWW24B4PDhw0ybNo2bbrqJJ598EqvVCsCcOXOYMmUKN954I9u2bWvStiIi0jSWHFnMPze8ABgc6r1Mnq4JSERERKQRmiRJfuONN3j88ccpKysD4Nlnn+X+++/ngw8+wGazsWjRIpKTk1m3bh3z589n9uzZzJo1q0nbioiI83217wv+temfrExfQYW1vLLeiJFp8dNdGJmIiIhIwzRJkhwVFcXLL79cWU5OTiYxMRGAYcOGsXr1ajZu3MiQIUMwGAyEh4djsVjIyclpsrYiIuJ8i44sqlZ3e7dfM2fUKwxvP6L5AxIRERFppCZJkseNG4ebW9WeYDabDYPBPg3P19eXgoICCgsL8fPzq2xzur6p2oqIiPMFegY4lD1MnoyPvpJI/0gXRSQiIiLSOM2ycZfRWHWboqIiAgIC8PPzo6ioyKHe39+/ydqKiIjzTe96C95u3gAYMDA9fnplWURERORi1CxJckJCAmvXrgVg+fLl9OvXjz59+rBy5UqsVivp6elYrVZCQkKarK2IiDhffEhX3hz7No8nzeTVMW8wMW6yq0MSERERaZRmOSf54Ycf5oknnmD27NnExMQwbtw4TCYT/fr144YbbsBqtTJz5swmbSsiIk3Dz8OPxHZJrg5DRERExCkMNpvN5uogLgSTJk3i888/d3UYIiIiIiIi0gTqmvM1y3RrERERERERkYuBkmQRERERERGRU5Qki4i0cMUVxezK3klxRbGrQxERERG54DXLxl0iIuIaG49v4Pn1z1FiLsHHzYeHE2fQu3Vvl8RisVkwGUwuubeIiIhIXWkkWUSkBXtt26uUmEsAKDYXM3f7a80eQ05pDk+smsHEr67l3kW/Z29uSrPHICIiIlJXSpJFRFqwrOJMh/KJ4hPNHsMb215ja+ZWAI4UHOaF9f+HDlYQERGRC5WSZBGRFmxIxFCH8tCIYc0eQ0ruHodyRnEG+eX5zR6HiIiISF1oTbKISAt2T697ae3Thj25u+ga0o0pnac2ewzdQruzNHVJZbm9f3sCPQObPQ4RERGRulCSLCJyATpZdpJySzmtfVo3qh9PNy9uTrjFSVE1zJ09f0u5tZzNJzbRMSCa3/e6x6XxiIiLWMyQsxeCY8DN09XRiIjUSkmyiMgFZt6OuXy9/yusNit9Wvfl0cQZeLp5uTqsBgvwCOCRxBmuDkNEnK3gGJSehLCu52+bth4+mggFaeDTCiZ/CJ1GN32MIiINoDXJIiIXkJTcPXy57wusNisAm05s5MfDP7o4KhGRsyx8CGZHwn8SYO4gKDl57vYL7rMnyADFWfDt75o+RhGRBlKSLCJyAUk7/SHyzLrCVBdEIiJSi4ytsPoFOPUwj9Q1sO7lc1+TfdbRb7kHwVzeNPGJiDSSkmQRkQtIr9a98DQ5rtUb0G6gi6IREalB7oHqdTn7z31N/HWO5bgrwM3DeTGJiDiR1iSLiFxAgr1CmDXoaeanfExxRTHjo6+gd+s+rg6rXvbmpvDxng8pKC9kbMdxjIrSukORFiV6JHgF2dcjn5Yw+dzXXDkHvEPg0FII7w+jnmnSEEVEGkNJsojIBSYhNIEnB85ydRgNUlBewOOrZlBiLgFgV85O/N39SWyX5OLIRMRpvALh1iWw4u9QnA197oAu15z7Gg9fGPfP5olPRKSRlCSLiIjTbMvcWpkgn7bm2BolySItTbtecP18V0chItIktCZZREScJtwvvFpdRA11IiIiIhcqJckiIuI00YExTI6bislgAqBHqx5cGX21i6MSEafY8g68HA//joP1r7g6GhGRJqPp1iIi4lS3druN62InUGIuoZ1vO1eHIyLOkL4RvrwdsNnL3/0ewhKg43CXhiUi0hQ0kiwiIk4X5BmkBFmkJTm4hMoE+bQDi1wSiohIU1OSLCIiIiLn1q6Go+hqqhMRaQGUJIuIiIhcbGw2KM1rvvvFjIThM8HdB9y8YOCDEH9d1fulebDmX7DocTixs/niEhFpAlqTLCIiInIxOboGPr8FcvdDu74w9RMIiWn6+14+C4Y+BtjAzbOq3mKGeUPgxA57efU/4I7VEK6RZhG5OGkkWURERORiYbNVJcgAxzbCgnub7/5uHo4JMsDBxVUJMoClDDa+1nwxiYg4mZJkEZGLxK7snSw89COZxSdcHYqIuEpZflWCfFrGZtfEcpqbVw113s0fh4iIk2i6tYjIReCtHfP4Yt9nALgb3Zk58K9cFtbLxVGJSLOwmGHvAijMgC7XQng/SN9Q9X7MaNfFBtBhKHS8HA4tsZe9QyCxGUe3RUScTEmyiMgFrqC8gK/3f1lZrrBW8Mmej5o9Sc4szqSwopDowOhmva/IJe/Da2DfD/bXPz0EUz+Gtf+GY5shZhRc8W/XxmcwwC0LIeVbKM6C+Ang28q1MYmINIKSZBGRC5zZWoHFZnGoKzWXNWsMb26fy9f7v8SGjdigOGYNegp/D/9mjUHkkpS6ripBBijLg52fwfTvXBdTTUxu0HWCq6MQEXEKrUkWEbnABXuFMCh8sEPdlTFXNdv9D+Yd4Kv9X2DDBsC+k3t5Y9tr5JU14/EzIpcqSw0PxGqqawirxf7lKuZy191bROQcNJIsInIReLDvX+gV1pujBUfo1zaR3q17N9u9jxcfr1a3NHUJq9JX8mDfvzAoYnANV4mIU7QfbD/m6dhGe9nkAf3ubny/Pz9qn7JtMMGQR2DYjMb3WVeHlsHXd0LOPug0Fia+B36tm+/+IiLnoSRZROQi4G5yZ3z0FS65d89Wl+HvEUBBeb5DfYW1grk73lCSLNKUjEa4bQlseRsKj0P3G6FN98b1uftrWPlcVXnxY/bNtzoMbVy/dWGpgE9vtG9CBrB/oX2d9cS3m/7eIiJ1pOnWIiJyTj7uPjwz5FmGRgzDaHD8tXGyNBebzeaiyEQuEZ7+kHQfjHq68QkyQNq6GurWN77fushPrUqQT0tvpnuLiNSRkmQRETmvDgEd+Uv/hxnf8UqH+mGRwzEYDC6KSkQ4sgo2vw356XW/puOIGuqGOyuicwvsAEEdz7r3iOa5t4hIHWm6tYiI1NmdPX5DG5/WJGfvoHNwFybETnJ1SFIDq8XKydR8/Nv44e6lX/Ut1oI/wLqX7a/dvOFXP0FUHZY/dBoN4/4Fa/4JRncYOgPC+zZtrKcZjXDDF7DgHsjcCZ2vhtHPnf86EZFmpN+cIiJSZ25GNybGTWZi3GRXhyK1yDqQww9PL6UouxgPX3cuv38wHRMjXR2WOFtBBqz/T1XZXAIrnqn70VAD77d/uUJge/CPgMxdUHDMPv3aU0fKiciFQ9OtRUREWpA1b26kKLsYgPKiClb8dy1Wi9XFUYnTmUvAdtbfa3mRc/rO2AYrnoPdX4G1CX52FtwLO+dDaS4cXATzb3D+PUREGkEjySIizcxis2DEqLW80iTyjhU4lItzSzCXmfHw8XBRRNIkgqMhdjzs+6Gqrn8jjobKO2o/kqkoEz6bVpWA97kTrn2jcbGe7dBSx3LGZijNA69A595HRKSBlCSLiDQTi83C3G2vs/Dwj3i5eTO18/Vkl2SzJ3cXXUMSuDH+JrzdvJvs/vnl+aTk7CE6MJpQ71ZNdh9xrY4D2pP83Z7KcnjPtkqQLyQVJfZ1wCYnfAS74XPY9CZkp0D8BIgZ2bB+1rwIC/8MNgsY3RxHqDfPg1HPgG9Y4+M9LbwfpHxbVQ7tDJ4BzutfRKSRlCSLiDSTJUcW891B+wfDivIK5u2YW/ne7pzd5JTm8GC/v9SrzwUHvmXx0cUEeQYxLX46nYI61dhu84nNPLP2KcosZZgMJu7tdR+jOoxp+DcjF6wBt/XB3duNtK0ZtIoJpv/0XnW+1lxmxma14e7t3oQRXqLM5fDNb2Db+/aEcNQz0P+uc19TUWqfjuwTBpGJ1d9394akexsXV2k+LHrUniADWM2N668urpwDJblwdBW06goT3wXNrBGRC4iSZBGRZpKSm3LO99ekr65Xf0uPLuHVba9Ulndl72TuuLdqHI1+J/ktyixlgH1E+63keYyIGonJYKrXPWtTYa0gvyyfUO9Qp/QnDefmYSLplt5wS/2uW//+VrZ9uROrxUqX0Z0Y8rtEjCZtXeI0G16Bre/aX5fmwne/h5jREBpbc/u8VJg3GPKO2Mvdb4QpHzo/rpIcMJfW/n6v25w7igwQ1AHuWGl/CODu5dy+RUScoNmS5IqKCh555BHS0tIwGo089dRTuLm58cgjj2AwGIiLi+PJJ5/EaDQyZ84cli5dipubGzNmzKBnz54cPny40W1FRFype6vu/HBoQa3vt/VtV6/+fjm2xqFcUFHAzuxk+rbpV61tXtlJh3JhRSFmqxmTqfFJ8i/pa5iz5d/kl+fTKbATM5KeIMzHyR+qpUkd23mCTZ9sryzv+nEf7RLaEDci2oVRtTDHNp1VYbOvxa0tSf7lxaoEGWDHRzDwAYjo79y4gjtC+0Fw9IyHdAMfAO8Q+yhv/ATn3u9MSpBF5ALVbJnjsmXLMJvNfPTRR9xzzz28+OKLPPvss9x///188MEH2Gw2Fi1aRHJyMuvWrWP+/PnMnj2bWbNmATS6rYiIqw2LHM60+OkEeQYR7hvO9Z1vwN/dfuyJv0cAv+t5nqmXZ4n0czzWx4CBcL+IGtteHjXKoTw4fAieJs963a8m5ZZy/r35RfLL8wHYn7efd3e+3eh+pXllH8ytVpd1MMcFkbRg0WetFzZ5QNSQ2tuXZFevK85ybkynTfsaBv0FOl8D17wB4/4Jwx6DhEn2c41FRC4xzTaSHB0djcViwWq1UlhYiJubG1u2bCEx0b7GZtiwYaxatYro6GiGDBmCwWAgPDwci8VCTk4OycnJjWo7ZozW3omI602Lv4lp8TdVlqd2uYG0glQi/dvjYarf5koTYieyPWs7u3J24mZ048YuN9GultHom7veQivvVmzL3EqnoFiu7XRdo76P07JLsymsKHSoO5x/2Cl9S/OJuKwtBqMBm9VWWde+d7gLI2qBLvsVnDwMm+baR2lH/R38zzF7pNdt9unZpzfRCupYPdF2Fp9QGPt80/QtInIRarYk2cfHh7S0NK644gpyc3N59dVXWb9+feURKL6+vhQUFFBYWEhQUFDldafrbTZbo9qKiFyIPE2exNSy2db5+Hn483/DXiCj6Bi+7n74e/jX2tZoMHJl9FVcGX1VQ0OtUVuftkT4RZJWmFpZ17dNX4c2FquFr/d/xbasrXQK7MTkzlMr102Xmks5mHeAqIAO+Lr7OjU2qbvgyEBG/2Uom+dvx1xupcfVXYjsVb/p/3IeBgOMmGn/qouOw+HWxbDlHXDzBN/WkDwfuk21l0VEpMk0W5L89ttvM2TIEB588EGOHTvGrbfeSkVFReX7RUVFBAQE4OfnR1FRkUO9v7+/w5rihrQVEWmp6ruW2ZkMBgNPDJjJvB1vklaYSv+2idwUf7NDm3d3vsMX+z4DYOPxDRwpOMKMpMfZkbWdv699iqKKIrxMXjzQ788MaDfQFd+GADGDoogZFOXqMORMHYeDV7B9A6/yUzM2Nr4Oty+7+HaDzkqBnZ/aR8+7T9N6ZBG5oDXbQpOAgAD8/e2jHIGBgZjNZhISEli7di0Ay5cvp1+/fvTp04eVK1ditVpJT0/HarUSEhLS6LYiItI0wv0ieHzATF4Z/Tq/7n4n7ibH44OWpy51KK899gul5lLmbn+Dogr7g85SSymvb3utuUIWuXism1OVIAMcWQFHVjmv/5NHYO8PUJrnvD7PlroWXukJix+Dr34N/xvXdPcSEXGCZhtJvu2225gxYwY33XQTFRUV/OlPf6J79+488cQTzJ49m5iYGMaNG4fJZKJfv37ccMMNWK1WZs60T0t6+OGHG9VWRERcI9Q7lOzSqk2IAjwCcDe5k1l8wqFdTkk2ZqsZN6NOJxSpYquhyuqcrtf9F76/z96fZwBMXwBRg53Tt8N95sCpI+gAOLwcUtfVfPaziMgFwGCz2Wr41/fSM2nSJD7//HNXhyEi0uIkZ+3g6V/+RpG5CHejO3/ofT/D24/gla3/4fuDVUdiDQofzCOJM1wYqcgF6NgW+3TrimJ7OXIA3LG68dOtK0rghTZQfsa+LR2Gw+1LG9dvTb64teqM6NN+sx4iNNNPRJpXXXM+Pa4XEZEm1a1Vd+aNf4d9uXuJCuhAoGcgAHd2/y3BniEkZ28nNqgz13e5wcWRilyA2vWCu7dD8if2zbt6THPOeuSKYscEGaAwo/H91iTpD/b1yKcT/ZgxSpBF5IKmJFlERJrEwbwDfH9wAUaDiatirqJHWE+H991N7twYPw2Y5poARS4WITEw9BHn9ukTCnFXwt6q2Rxc9ivn3uO08L7w+2TY9Tn4h0PXSU1zHxERJ1GSLCIiDZKctYN5O94kqySTYZHDubXb7ZXridML03lo+Z8pO7UOcdnRJcwZ9Qqh3qGuDFlEzjTlI1gzG45vh9jx0OeOprtXcEcY9EDT9S8i4kRKkkVEpN5KzCU8vfZvlbtTf7X/S4I8g5jceSoAK9KWVybIAEXmItakr+LqTte6JF5pOuXF5ax4dR1H1qcRFBnIkN/1JyxWD0OaTVkhLLgXdn8JoXFw5RyITKrbtZ7+MOLJpo1PROQi1GxHQImISO2sztqtthEqrBUkZ+2otut0TQ6c3F+ZIJ+2LWtb5esAj+rn0/t76sz6lmjtu1vYt+wQ5cUVnEjJYuFzy7FaXP/z3OIdWAwfTYTX+sDWd6AsD9I32OssFa6OTkTkoqaRZBERF7JYLbyx/TV+OrwQX3dffpVwG6M7jGn2ONIL03l81QyySjIxYmRa1+nc0OXGWtu3D4jCw+hBubW8sq5TUGzl6xHtL2fhoR/Yn7cfgITQbgxq1wRHy4jLZex0fKhSmFlEwYkiAtv5uyiiS0DGNvtZw1Zz9fcKj0H2Xmid0PxxiYi0EEqSRURcaOHhH1lw8DsATpadZM7mf9O9VXfa+rZr1jg+3vMhWSWZAFix8tHuDxjbYSzBXiE1tg/wCOD+vg/wxrbXyCvLI7FdElPipla+7+3mzT9G/IsdWdsxGUx0C+2OwRk78orLlOSVsvunfZjLzHQe2akyCQ6LCyXn8MnKdj7BXviF+boqzEvDrs9qTpABvEMhOKZ54xERaWGUJIuIuFBK7h6HshUre3P31pokl5hL+PHQD5woPs7g8CF0a9XdKXFklWQ5lC02C7mlubUmyQBDIoYyKHwwFdYKPE2elJhLWJO+mmCvEOJD4jEZTFwW1ssp8YlrVZRU8MWfv6fghH2K/fZv9jB59hUEhgeQdGtvSnJLOLIpncB2/gy7dwAmN63malKBUdXrDEYIioZrXgN3r+aPSUSkBVGSLCLiQgmh3Vh05OfKsslgIj4kvtb2s9Y8yc7sZAC+O/AtjyU9QWK7JI4WHCElN4WE0G60a8Ao9PDIEWw/Y01xlH8HogPPPxplNBjxNHmSXpjGwyseIq/MPqJ4eftR/KmvdrJ1pdL8MmzY8A5ofMJ0eH1qZYIM9qR596L9JN3SG+8AL66YORKrxYrRpOS4WfSYDjs+ggOn/u3oOgkmfwBunq6NS0SkhVCSLCLiQqOiRpNemM7Cwz/i5+7HLQm/IsyndY1tD+UdqkyQAWzY+OHQAnJKc3hl63+wYcOIkT/1e5DhkSPqFcfYjuNwM7qxKm0lbXzbMKXz9fWaHv3Fvs8rE2SAJUcXMTluMlEBHc57bX55PuuPrSXQM4jebfpgMpjqFbs4stlsrHx1HbsW7gOgy8gYht0zAIOx4dPdTe7V/07cPBzrlCA3E0sF7PsBLrsVRvwNvIMhrPYHayIiUn9KkkVEXMhoMHJrt9u4tdtt523rVcMokafJm//tehcbNsA+Xfvd5HfqnSQDjIwaxcioUfW+DqCwvLBaXUF5wXmvSytM46FlD1JQYW/br00/Zg6c1aAYxO7w+jR2/rC3srz75/207xtBzKAapujWUVS/CMJiQ8jclwOAb6gP8WNiz3OVOJ3FDG+PgKOr7WX/CPjNOpeGJCLSEumxr4jIRaKtbztGR1XtfO3t5s2kuEkUVxQ7tMsqyaxTgupMYzqMxUDVSGV7/yjiQ7ue97pv9n9VmSADbDi+gT05u5skxkvFyaN51epyj56soWXdmdxNXPfcOMY8NJQRfxzI1JevxjfEp1F9SgPs+6EqQQYoSIONr7suHhGRFkojySIiF5E/9LmfkVGjOVF8nL5t+hHoGUhUQBQH8g5UtrFhY33GugaPCteFzWZzmI7dp01fnh78DMtSlxLkGURb33Z8ljKffm36ExPUqdZ+yixl1epKa6iTumvfN5x1/9uCzWqfXYABovpGNLpfk7uJmMHnnz4vTeisB2L2uqLqdfVlMUPaWgiIhCD9HYuIKEkWEbnIdG/VHaja1XpIxFCHJBkgyDOo3v1mFmeSWphKfEg83m7eNbax2CzM3fb6Gec638qoU+c69wjrSY+wnvxr42w+SfkYgA92vc+jSY+R1G5Ajf2N6zieZUeXYrbZj7PpENDx1PcnDRXaMZgxDw9j6+fJ2Gxw2YSuhMWGujoscYbOV0FQRzh5yF5294Fetzeuz9xD8M5IOHnQvkP2sCfg8r82rk8RkYuckmQRkYvc+I5Xsix1GYfzDwGQ2DaRXq1716uPbw98w9ztr2O1WfFz9+Ovg/5G5+Au1dr9dHgh3x38FoDysnJe3vxvElp1r9xRO7c0h6VHF1e2t2Lly31f1Jokx4d05R/DZ7MsdRlBnoGM6TBOG3c5QfSA9kQPaN8kfdtsNo7vzsRSYSW8e5tGbQgm9eThC9d/Dj/9BawVcPlT0DqhcX2u+Ls9QQawWWH5U9DnTgiMbHy8IiIXKSXJIiIXOT8PP168/N/szErGy82LuODO9bq+1FzKu8lvY7VZASisKOR/O9/jb4Ofrtb27PXC9nOdU8557NSZa5VrEhPU6ZxTsqV2pQVlrH13Myf2ZNGuW2sSb+mFh49Hk93PYrayYNZi0rdlANCqUwjXPD0GDx/3xvddYaG8pMIpR1a1WPlp8N4YKMm2lz+9Ae7eDr6tGtFnqmPZZoWCdCXJInJJ08ZdIiItgMlgokdYz3onyAAl5mJKLaUOdbllOTW2TQjt5lA2GozEh1Rt0BXsFeKwFtpoMDIxblK9Y5K6WfLSanYv3EfO4ZMkL0hhxStNu9Px4bVHKxNkgKz9Oez8IaXR/e5bcYj/3f45797yKV/PWEhJXun5L7oUbf+gKkEGKMyA5E8a12f3aY7lkDgI79u4PkVELnIaSRYRucQFe4VwWVgvtmZuqawbEXl5jW3t5zqn8eOhH/AweeBt8mbmqscYGTWKqZ1vwGAwcF/vP5LUdgCphUfp1yaRjoEdm+k7aXnKi8tZ8+ZGUrdl0Co6hEF39sW/tR8ANquNIxvSHNofXmcfFTyZmkfy9ylYLTYSxscR2jG4Wt/H92Sy9t3NFGUVEzssmn7Tep536nT+8eqbRB1cc4Rek7pVq09ZfICtX+7EYDTQa1ICscOia/0el728BnOZBYBjySfY8OE2ht6VeM5YLkluNYyyu9e8f0Cd9fqVfS3yjo8gMAqGPgrGRi55KMiAdS/bk/iet0D0iMb1JyLSzJQki4gIjyTO4Iu9n3Gk4Ah92/RjbIdxNbazn+t8O5PjpnDHwtvJKbWPOP9v13sEeQYztuM4jAYjA8IHAgOb8TtomVa9sYGUxfZN2QpPFFGcW8LEF8YDYDAaCGznT1561RFaQZEBFOUU88VDP1JeVA5AyuL9THnpagLb+Ve2qyg18/1TSygrsLfZ9Ml2vAI86XFN/DnjCWofUK2uotRSrS5jdyZLXqo6qmjRP1eRdTCX6AHtadMlzKFtfkZhZYJ8Ws6h3HPGccnqeTP88hLk7reXW3WFhKmN7/eym+1fzmCpgLeGQc6ps7o3vwW/+glimm63fRERZ9N0axGRC8Th/EP8e9OL/GPD8yRn7WjWe/u6+3Jzwq+YkfQ44zqOdzjeqSa7cnZRYi5xqNt8YlOD7l1iLiEldw9lZk2xPVvq5mMO5RMpWZSdSn4Bht07AO8g++iib6gPQ+5K5OCao5UJMoC5zML+FYcc+sncm1WZIJ92dHP6eeOJvKwdnn6Oa55zj5ysNuU6bYtj3ABbP9/Jlw/9yJbPkh3qg6OC8AlxHA1t3yf8vLFckryD4a4tMPFdmPQ+/HYDePq5OipHh1dUJcgA2GDzPJeFIyLSEBpJFhG5AJwsO8kjyx+iyGyfzroqbSX/GP4vOl2gG1p1COiIESNWrJV10YE1T6c9l80nNvH8uucoMhfh6+6ftkbKAAAgAElEQVTLI4mPcVnYZc4M9aIWGh1McW7Vwwj/1r4Om2SFd2vD9DcnUXiiEP82fhhNRvKPFVTrx8vf06Ec1D4Qo5sRq7nq76+mKdlnc/MwcdWsUXz50A9YLbbK+k2f7CBhfNV6+JBz9LVp/g56TuiK0WR/Tm9yM3LlzJH88vYm8jMKiB4UxWU1TN+WU9y8wOQBuQch7zCEdT3/Nc3JO6SGOh1BJiIXF40ki4g0s8ziTOZs/jePrXyU7w58i81mY92xtZUJMtjPI16RtqxO/dlsNhYc+JbHVj7Ky5tfIrM4s6lCr9TapzW/7fk7fNx8MGAgqe0Aru00od79vLr1lcrvu6iiiDe2vebsUC9qg3/Tj5CO9jOv/cJ8GXH/oGqj/CY3I4HhAZVJZ/TAKNrEV01pDo0OJna44wMMnyBvht6dhIevfVS4fZ9wek2uW2IaFhuKycPxGbul3HG6dMekSLpf1QWjW/WPGVaLFZvNsS40OpirZo1i2msTGHBrH0w1XCenzL8ePr0RFj0Kr1wGB5e4OiJH7XrZp4Wf5h8OAx9wXTwiIg2gkWQRkWZktVl5cvXjpBbaN1janrUNm81K2xqOUArxqtvoy3cHvuH17a9V9rcreydzRr2C0dC0icaVMVczpsM4yiyl+Hn4n/+CGpwoPu5QPl6cUUvLS1NgeABTX7qakrxSvPw963QmscndxHXPjiV9x3GsFisRPdtWJtBnih/dibjhHakoNVcbaT6f7ld3YfP8qiUB3a9xPFPbYDAw+Lf96X9zL5IX7GHde1WbwiWMj1MS3FDZ+2D3F1VlawWsmQ3RNW+05zKT3oPE++wbd8WMBg8fV0ckIlIvSpJFRJrR4fzDlQnyaSvTV/LMkOcY0G4gvxxbA0BsUByjo8bUqc+V6SsdyqmFqRzOP9yg6c/15W5yx93U8DNyB0cMYXlq1Yj5kIihzgirxfEOrN/ZwQajgYiebc/bzuRuwuRe/52ME2/uRVinEI7vyaJt1zA6JrWvsZ2Hjzu9p3QnNDqY9O3HCYsNJWZwVL3vJxehSO1OLiIXLyXJIiLNKNQrBDejG2arubKujU8bjAYjM5Ie58DJ/ZRby+kSHH/ezbPOvH5ndtVmSG5GN0K9algXWA+7snfy/q7/kV+ez+gOY7i203WN6q829/b6A2HeYezO2U1CaALXd7mxSe7T0lgtVtK2ZmAut9C+TzhuHo08sqcBogdGET2wbglvVN8IovpGNHFEl4DQWIifWDWabDBB+8FgtTT+2KamUF5snxa+fyG0uQzGvgCBNT9QERG5kChJFhFpRgGegdyacDvvJL+F2WamrU9bpsXfVPl+TAM26poWfxO7cnaRUXQMN4MbtybcToBnYINjLCwv4K9rZlbuXj13++sEegYyPHJEg/usjZebF7d2u93p/V7srBYru3/ax/HdWbSJb0X8mNjKKdMWs5Vvn/iZjJ0nAAho68eEF8bjHVC/0Wa5SE39BLa+Az8/CsWZ9iR0z9dw21Jw8zjv5c3qp7/A+v/aX2fthpOH4De/uDQkEZG6UJIsItLMroudwPD2I8gqySQ6MAaToXEjQG192/HK6Nc4mHeAVt5hBHkGNaq/Hdk7qh3vtCFjfZMkyVKzNW9tYsc3uwFIWXKAk2n5DLqjHwBHN6ZVJshgP2d4z0/767zxllzkTG5Qlm9PkE9LXWNPlLtNcV1cNUn5zrGcthaKssC3lWviERGpI+2cISLiAkGeQcQGxTU6QT7NZDARGxTX6AQZoL1/FAYM1eqk+ez+ad9Z5f2Vr8uLKqq1Lysur1YnLVjpybrVuVpYgmPZP9x+1rOIyAVOSbJIC7bnWD5PfraNRz/ewoYD2a4ORy4SEX4R/KrbbXiY7Dse923Tj2s6XeviqC4tnr6O02Y9/arKHRIj8Qmumlrt5mGi84iYZotNLgA9bwb3M3aM9gmDrhNdF09txv8LWsXbX/u2hmvfvDDXTouInEXTrUVaqMz8Uu6et47iU+eXLt99gjd/M4D48AAXRybOsjx1GYuO/EyARwBTO99AVIDzRnsnx03hio5XUmYpJbiRm4BJ/SXd2pslL67GZrVhMBpI+lWvyvc8/TyY8MIV7PwhBXOZhfjRnQhuX/c16Ec2pZP83R5M7iYum5hAmy61T321VFjYt+IQhZlFRA+MIiSq8TMVxAlC4+A362DTXDB5Qr+7wKduR8Y1q1Zd4J6dkHcU/NpeeGumRURqoSRZpIValZJZmSADWKw2FidnKEluIdYe+4V/bHi+srzlxGbeGDsPLzfHzZuOFx3ng93vk1F0jAHtBnJd7IQ6n5/s4+6Dz6nRqnJLOR/v+ZBtmdvoFBTL9K4349/As5Hl/EKjg/Hw86AsvwybzUZhVrHD+/5hviTd0rve/Z7Ym8UPTy3BZrUBcHRTGje+ch2+oTWfY/vD00tJ3XIMgE2f7OCqWaMI796m3veVJtC6m32k9kJnMECQlmuIyMVFSbJIC9W6hp1ua6qTi9PKtBUO5bzyPLZnbaN/26qzSa02K7PWzKw8l3lXzk4AJsZNqvf95u2Yy4KD9k149uTuJqPoGH8d9LeGhn9Js1ltbP1yJwdWHca/tR/9p19GUKTjSPCGD7ZRll926gJY//5W4sfE4uXv2ah7H1h9pDJBBjCXWTi8PpWE8Z2rtc0+lFuZIANYzVZ2fLtbSbKIiLR4WpMs0kINiG3FyISqD7M9o4K4qne4CyMSZ2rjUz1RObvuaMGRygT5tDXHVjfofmvSHa/bdGIjpebSBvV1qVv95gbWvrOZzH05HFh9hO9mLcZqsTq0KcpxHDm2mq2Unk6aG8G/tV+d6gAMxurndNdU1xiZe7PZt+IQpQWN/95EREScRSPJIi2U0WjgmRt6ceBEIeVmC/HhDT83V5xv/8n9HMw7QPdWPWjr27be11/b6TrWH1/PwbwDGDFybex1RAV0cGgT6hWKh9GDcmvVzsftfNs1KN62vu3ILct17Nuk9YX1teSl1aQsPuBQV3iiiOyDuYTFVq0pjRsezYk9WZXlsLhQgiIav1Siy8gYDqw+Qvq2DABih3cksnfNPxMhUUF0SIzk8Dr7gxaTh4ke13ZtdAynrZq7ofKYKw8fd65+ejRhnS7AdbWucvIIeAWB1yWwRCZ1HWTuhJhRENje1dGIiChJFmnpYmoZJRLX+SxlPu/sfBuwH930SOIMktoNqFcfAZ6BPD34GbZnbicuOJYwn9bV2vh5+PPrHncyb/tcyq3lRPhFMi1+eoNiHhE5gt05u7Bhw4CBCbGT6ry2WexyU/OqJcgAJncjfq19Heq6X9UFN083Dq09SmC4P70mOecMZDdPN655ajQ5h09i8jAR2O7c68rHPjKMQ2tTKcwsomNSJAFtnbMOvSi7mOTv9lSWy4sr2Dx/B2MfGe6U/i9qJSfhowlweJl9U66kP8Kwxy6eZLngGJjLILhj3dovegxWPGN/bfKEm76FTqObLDwRkbpQkiwi0owqLBV8vOejyrLFZuHD3R/UO0n+7sC3vLXjTcqt5XQMiObJgX8l1Lv6LsVXRl/FsIhhZJVkExUQ1eDE9ov9X2DDvpbVho1V6Su5LnZCg/q6VNV0vrHBaGDQHf3wrmG/gPjRnYgf3alJYgnpULddqo0mIzGDnL/pUnlxhcPaaICyGv58LkmrX7AnyACWMlj9PKx7Ga6cA31+Xbc+rBZYNwcOLYOI/jDgT+DeDHtSfHs3bHwdbFbofA1cPx/czrGOvuQkrP5HVdlSBsufUpIsIi6nYQARkWZktpkdpj8DlJpL6tVHXlkeb+54o7KfQ/kHHRLvs/l5+NMxsGODE+QKawUZRccc6lILjjaor0tZ67hQQqODHepG/WUICVdU3zSrpQtuH0jbhDCHuq5jY10UzQUma3f1OnMJfH8flObXrY+3L4cf7ofdX8CiGfD1nc6NsSYHFsOGV+0JMkDKN7DlnXNfYykDy1kPR8oLmyY+EZF6UJIsItKMvN28ubz9KIe6K6KvqvP1GzLW86elf8BsNTvUpxWmVWu7NXMrH+x6n43HNzQs2FPcje70bt3Hoa5/26RG9XkpMhgNXP3UaPpPv4yu4+K45unRdBrU4fwXtlBXPHE5Sb/qTfzYWK58ciSxQzu6OqQLQ+era66vKIaC6v+fV7PvRzjiuPs9Oz4Cc3nN7Z0lZ2/d6s7k1wa6nrXbfv/fOy8mEZEG0nRrEZFmdm+v+4gPiedg3gF6hfVmQPjAOl1XVFHE8+ufo9RSfVfpge0c+/hy3xfM2zG3sjwtfjrT4m9qcMwP9P0zbye/xb6TKXQP7cEtCbc2uK9LmZe/J32u7+HqMC4IHj4e9JrsnLXWLUrv22HJk5B/1myNkDhoFX/+6w8vr17n7gMmd+fEV5vYK+xrii2ndyo3QJfrzn/d5Pdh8yg4kQydr4K4K5o0TBGRulCSLCLSzExGE+M6jneoW5O+mm/2f43JaGJy3BR6te5d7bpDeQerJcg+bj7cGH8TV8Vc41D/5b7Pq5Vv7DINg6FhR/gEegbyxz73N+jaMxVVFLE9axsRfhG093f+WleRFmH0s/D5zVVlrxC4+Qeoy/+/kTXsbzDwT3W7tjGCouCWH2Hlc1BRAon3QochYLNBSQ741LJzuZsn9L+7aWMTEaknJckiIi62J2c3z617pnJjrOSsHcwZ9Qrhfo7nWncMjMbbzZuSM9YwXxc7kQmxEyvLFquFvPI8DDh+IDZibHCC7Cx7c1OYuepxisxFANwUP50bGzG6fTEozCwiY1cmYbEhBIZfJLsTi+t1ux5+fACKTtjLpTmwdwEk3Xv+a7tcA8MehzX/spcHPgCXz2q6WM/Ucbj967Rjm+HTGyE7BcISYMrH0KZ788QiItII50ySv/zyy1rfmzCh/ruavvbaayxevJiKigqmTZtGYmIijzzyCAaDgbi4OJ588kmMRiNz5sxh6dKluLm5MWPGDHr27Mnhw4cb3VZE5EK0LmNtZYIM9s29Nh3fQLjftQ7tfN19eaj/I8zd/jqZJVkMjRjG5Lgple9vObGZFzfNJqc0h2CvEIdrJ3eegrPkl+Xx7YFvyS3LYXjk5XRvVbcPvR/u/qAyQQb4JOVjroq5Bn8P5xwrdKE5uOYIP7+wAqvFBgYYencSCePiAEhZcoDtX+/CYDLSa3I3YgY6b1S9ILMIL39P3L30HPyidWxzVYJ82u4v65YkA4x8Ci7/m/11Yx+OHVwC2z+EgEj76LCP478tWMyw7wcwl9qnS7t7V7331a/tCTLYz0H+5rdw5+rGxSMi0gzO+Rt0//79AGzZsgVvb2969+7N9u3bMZvN9U6S165dy+bNm/nwww8pKSlh3rx5PPvss9x///0kJSUxc+ZMFi1aRHh4OOvWrWP+/PkcO3aM++67j88++6zRbceMGdPwPyURkSYU7hdRpzqAvm360bdNv2r1FpuFlzb9i5zSHAByS3OID+lKUtskuoTE071Vw9fBllnKeGvHPNZlrCXCL4LjRRlkFGcAsPDQj0yKm0ynoFiS2g7A/RzrHvPLHXfmNVvNFFcUt9gked3/ttoTZAAbrH9vC13HxHJ8TyZLXqxKFH5+fgVTXrqKkKi6HctUm+KTJfz492WcSMnC3cuNgXf0pevYuEb1KS4S1BGM7mA9Y+fn0Hrugu6MmSMpC+CDq+H0Q7yVz8H1n0HnU+uGzeXw9nBI/cVeDo6BO9eCbyv7NOuMrY79ZWypfo/tH8KKZ8FqhkEPQp87Gh+3iEgjnXN49cEHH+TBBx/Ew8OD119/nbvvvpv//ve/mM3mc11Wo5UrV9K5c2fuuece7rrrLkaMGEFycjKJiYkADBs2jNWrV7Nx40aGDBmCwWAgPDwci8VCTk5Oo9uKiFyohkeOYFD4YMA+LXpsh3HVdpM+n6LyQrJLsx3qskuymNx5aqMSZID3d73HgoPfklWSydbMLZUJMtjPTP5s76c8v/45/rL8Qcotte+gOzrK8WFlj1Y9aOPbplGxXcjKi8ocyyUVWK02jm5Kd6i3WW2kbnY8YqshNn60nRMpWQBUlJpZ9fp6SvKrb/ImF4j8NMis4bgnAL/WMG42uJ062zgkDvzbwfHtzRcfwKa5cMYsF8wl8NG1kH/qZzjlm6oEGSD3AGyeZ39tMEDMWecddzprwOLYFvhsOpzYDlm77EdVHT5rZ24REReo01ysnJwc8vPzCQgIIDc3l5MnT9b7Rrm5uaSnp/Pqq6+SmprK3Xffjc1mq1wj5+vrS0FBAYWFhQQFVT1NP13f2LYiIhcqN6MbjyTOILM4E5PRRMhZU6XrIsAzkNigOPadrDpypaYR54bYcqKG0Z8aHMjbzy/H1jAscniN74+PvgI/Dz/WHvuFCL9Iru1Uh51vL2LxY+PY9HFVUtN5ZAwmNyPBNYwYh3Ro3CgywMnUPIeypcJKQUYh3gFeje5bnGzBH2D9f+xnCncYBjd9C55nzahIuhd63gyLn4D1c2DJTPuu175hgAES74HhT1TvO3UtLLgXsvdC/AS46j/g4duwOL1q+Lm0mu07aPe4Ecpq+HxVfkbdxHdgwX32RLrDULji345tDy7CIQkH2P+Tva2IiAvVKUm+6667mDx5Mn5+fhQWFvLMM8/U+0ZBQUHExMTg4eFBTEwMnp6eZGRUjUYUFRUREBCAn58fRUVFDvX+/v4Oa4ob0lZE5EIX5hPWoOusNitGg5FHEmcwb8dcDuQdoE/rPtza7fZGx3S86DjBXiEcyj9YWedmdKt2TvNp5xpJBhgSMZQhEZfGB+B+03oS2Naf9B3HCYsNoeup9cidBncgbVsGe37ej8FooPtVXYjs1a7R9+vQP4L07ccry76hPoTG1P2Bi7nMzIm92QSG++Mb4tPoeKQWqWth3ctV5cPLYcOrMPgv1du6e8OWeWdU2KrWKi+ZCa26Qrcz9huwVMBHE6Dw1Oerre/Yd5Ue98+GxTr4Idj2nj0xPlPby+z/jZ8Ai2ZA4amZEO6+0POWqnb+7eCGT8FcZp+q/emN9t23h86wJ+5tLqt+z7a9GhariIgT1SlJHjduHOPGjSM7O5uAgADc3et/1l7fvn159913uf322zlx4gQlJSUMHDiQtWvXkpSUxPLlyxkwYABRUVG88MIL3HHHHWRkZGC1WgkJCSEhIaFRbUVEXM1qs/LVvi9Zm/ELEX4R3BQ/nVDvVnW6dnfOLjZkrCfSvz1DI4ZhMprILc3hXxtnszVzC+39o/hDnz/ySOKMBsV2OP8Qq9JWEuIdyuWRl+Pp5sV7O9/h05T52LDhbnSnwlpBiFco9/a6D193Xw7mHeTdnW9TbC4GINQrlAHt6nbm86XAYDDQeWQMnUfGONYbDQy/ZwADbu2DwWg/L9gZelzTFXOZhf2rDuPf2o/Em3thcjv3ppXp2zNI3ZKBh687277cRUleKUaTgYF39KP7VV2cEpecJfdA9bqc/TW3tVmrJ6hnOrzMMUnO3luVIJ92aFn9YwTI3gdZe6rXB7SHsK72195B8Nv1sOE1+1Ts3ndAqxrWTn//B9j4uv31wcX2P4MpH0Kn0fakeseH9vf6/g66Tqx+vYhIM6tTkrx+/XpmzZqFxWJh/PjxhIeHM3Xq1Hrd6PLLL2f9+vVMmTIFm83GzJkziYyM5IknnmD27NnExMQwbtw4TCYT/fr144YbbsBqtTJz5kwAHn744Ua1FRFxtc/3fsq7O98BYGd2Mvty9/LSyDnnvW556jL+ueGFyh2wNx3fyAP9/szc7W+wJXMzAEcKDvP8+v/j9TFzMRrqt5t/ctYOnlj1GGab/cP40qNL+FOfBysTZIAKawXuRnemx0+nX9v+AHQNTaBPmz4sOvIz7kZ3RncYi5+HX73ufSnz9HNOcnyawWigz/U96HN93dag71q4l+X/WVut3mqxsfadTXQZGYO7d/0fisspOfvtU6Vz90PXyTDoz2A0QswY8PB3nJYcHFNzH+7e9sTxzJHnM0UkOZaDY8A7FErO2J8g8qw2dbF4Jix/mmpToeHUdG+g5KR9FDysK4z827n72/GxYzl5Pkx6H3Z9Btv+V3WftLVNf56ziEgdGGw2Ww3/AjqaPn06//nPf7jvvvuYO3cu06ZN4/PPP2+O+JrNpEmTWtz3JCIXlgeW/pF9J/c51L06+vVad7I+7c/LHiAlt2pEx4CBd674H39e9gAnio87tH1n/HvVjn86nxfW/x8r0pY71N3b64/M2fJStbZGg5G5Y9+iVR1HwM+06PBPfH9oAV4mb27ociM9wnrWu4+WriS/FHcvd9w8TE1+r4/v+ZqTqfm1vj997kT8whq4lvVSZ7XCnC6Qc8b/72P/Yd+9GSBtA3w8EfJTq96/7i3ofVvNfSV/Ap9Nc6w3ecBjJfbE+0wHFsG3d9lHaztfDRPehqzdsPSvUJIDvX8N/e+uPfaCYzC7PdgsNbxpgEn/g5BO8N5YKMu31416BoY+Unuf/+1p35zrtKCOcP9BmDvQceMvgCtervtRVyIi9VTXnK9Oww1Go5GgoCAMBgOenp74+uqXpogrHc8roaS8/rvM10dJuZn3Vx3kma92sHLPifNfIOfVxqetQ9nT5EmQZ/B5r3MzOk76MRgMGA1GuoU6nk8c4RdRp/7OZjJUT8hiAqNp5xterd5qs3LgZC1TQ89h4/ENvLT5RVJyU9iWtZVZa54kuyT7/BdeIsqLy1kwazHv3vIp7936KTu/T2nye1ot1lrfa5sQ1mwJckVJBftXHubo5nRs1vM+t784nNjhmCAD7Pqi6nVQR/vu1meqbbTYaLRvkhUU7VgfllA9QQaIGQV/2AuPl8G0r+xHMb03FvYvhPQN8N3v7SO5tSnKrJ4gt+4OI/4Kd66BnjfZ10OXnX7AYoNls6C09gcujH8RPAPtr919qzbwKi+u3nbfj7X3IyLSTOqUJEdFRfHPf/6TkydP8vrrrxMeXv2Dk4g0vdyicn4zdy3XzV7OVS8s5auNqee/qIEe/XgLLy9M4etNafz5g818uznt/BfJOd2c8Cva+NiPPPIwenBnj9/i437+DZImx01xSGSv6HglAR4B3NHjTgaFD8bbzZv4kHge6v9o5c7+9XFd7AS8TFU7IPdvk0hscBxPD36mWiLuYfQgPiS+Wh8nik+w8NCP7MxOrvEe6zPWO5TLreWVU8UFtn6xs/JoqPLiCla+vp7CrKLzXNU48WNiq9X5hvrQc0JXxj064rzXFxwvbPQRU4VZRXx8zzf8/MIKFvx1MQtmLaYOE9wufIHtq45vOu3Mc45N7nDWwy/cvM/d51X/rUo0vUOr7xR9NtOp/g8thfJCx/f2fFP7dW16VN88a+CDMOLJqqnbRZmO75tLHaePn6k4B7a8bf/zCIiE2PHgfWq2y4A/1nD/7tXrRESaWZ3WJM+aNYv58+fTt29fvL29eeqpp5o6LhGpwbxl+9l+1H4EW3G5hX98t5Ph8a0J8nXu2saMkyX8ss9xlO/LDUe5uve5pwXLuUX4RfDqmDc4nHeIMJ/W+Hv4n/8ioH/bRF4e+V82ndhIe//2XNaqFx/t/pCFh3/E392PP/d7iP5tExscV6egWP4z6lXWZvxCqFcoiW3tH4TDfMK4r/cf+cvyBygoL8CAgatjriHg9Af1U7ZmbmHWmicrd7yeEDuRX3e/06FNpH9ktfu+uf0NVqWt4Hc9f9+iz0uui5zDjkcr2qw2Tqbm49eqfqO5ZYXlHPzlCCZ3E9ED2uPmWfuv+d6Tu3N00zGO7bBP2ffwdefKJ0ee9ziqipIKFj63nNQtxzCaDPScmEDSLb3rFedpyd+nUJRdNZqYuuUY6duPE9Gz7Tmuugh4B8P4l+CH++0bWoV1g8tnVb3vFQgD/wSrnreXje4w7LFz9xk3Hh5Ms2+mFZYA7mck4QeXwE8P2adK97wZRv0djKcerLWq/lCrcuOtmhgMcPOPsPof9inb3aZC9xsc2/S+Hb4/4yFXzBgIqOX3w3d326eLn5afCru/hF+vhD6/to+6r/23ffQ6PBEG1bDLt4hIM6tTknzPPfcwdepUrr/+ekympl8nJSI1O5jpOBpQYbGRmlvs9CTZ28OEyWjAcsbURz8vbeDjDOWWcvbn7Wd37m6GRAwlwKNuR9RF+kdWJpqLjyzig93/AyCrJJNn1/2dN8bMI9Q7tMFxhfmEcXXMNdXq39v5DgWnRohs2Pjh0PdMi78JTzcvdufsZmd2MstSlzocCfXN/q+Z0vl6h+9tbIdxbD2xhbUZv2DAgA0bhRWFbDi+gYINz/PC8AYeUdNCtO8dzqG1VTNDPHzdad25fuu+i0+W8PkD31cmnSEdg5j4whXnXN98zVOjObopnaKcYjokRuITdJ7RTOyJbeoW+5E/VouNLZ8m02lwB1rV47ip0yqKK6rVlddQd1Hq91t7cllwDFp1qb4h1Zj/s68ZPpEMncbY1/mej4cvhPdxrCs5CR9eWzVavOr/wM2zKilvnQCX/w2W/x0sZdBpLCTeV73v9I3wy0v2ZDXxPhj7fO1xJN1nH81O+daesNc0Inza/oXV62wW+/FU7QfA+Nn2BwQlORAad+7vX1qQTGAREAiMBDxdG47IWeqUJD/00EN89tlnzJkzh8GDBzNlyhSio6PPf6GIONXguDA2HMipLIf5e9KlrfPPAQ/08eDmwdG8s8J+VIm3h4lfD69l91WpszJzKX9e9ieOFhwF4JM9HzF7xEuEnLHRVpmljBWpy8krz2Nw+BDa+lYfUduWudWhbLaa2ZWzs0nOH04vdJxmX2wuJrcsl01HNvLqtldqvMZis1QmzUcLjlBqLiMuOI7HBjxBdkk29y3+PYUVVQ989uTupsxShqfp0v2Q1HV8HKUFZexdehAbNjx8PVj77mb6TO2Oyd3Esjm/cHRTGsFRQQy7J4mwTtUfiOz5eb/DqGzOoZMc+uUoscM61npfg32Q690AACAASURBVNFAVL8IbDZbnafq56VVX3ual15QY5JsqbCweu4GUpYexCfYm4G/7kvHxKpZBV1Gd2LXwn1YzafWRxsg+1Au0QPa1ymWC55XoP2rNh2G2r8aM8U8fX316dTL/mZf83zdXHt5+BP2xLe8EAKrz+og9xC8NQwqTv387PwM7toCYTWMQp8W3g8O/GzfeGtfF/uIc03aXGY/qupsZz7U8wm1f7VYm059dQN0TB4cAm4DTv/czgfmUsdVoCLNok5JcqdOnXjooYfIycnh73//O9dccw39+/fngQceoEePuh01ISKNd8OADpRUWFi0I4O2Qd7cPToO9/Ocg9pQd4+OY2S3NhzJKqJfTCjBTh6tvhStObamMkEGyCnNYdGRn5na+XrAvinW4ytnsCd3NwAf7nqf54f9g5ggxxGmTkGxLD66qLJswEDM/7N31uFxllkfvkfi7u6euqSWurdQKmiRAguL7cIiiyyuH4uzwOKyOMULFSh1b2pJm8a1adx1kox9fzzJSGaSTFKhTee+rrma95lXnkk6M+/vOef8jtuZWcSYEDCRwqZC3XaYazj+TgF8n9u78c+UwGQ87DyMXLPjPOJ5OvlZvBy88LT3MhLJMokMucSir6Mhi0Qi2jfZOtmy+31Rv12dU0tFRhVekR4U7Rf/b2ry6/jjhZ2sfHcpEqmxqFWrTI24NCoNrbVtHPzmKI2lTYRPDGbEkgTdsWqlmp3vpJC7vRBHd3sm3zSeyCmhfc41bEIwWZv05m029nICR5pPlz/2axYZv+UC0FTezKaXdnLtRyuwdxULIj5RXky8fgx7PzokDtDCoa+P0tHSQfLNSf392s5/FPXw842Q8yt4xsCS9yF8+sDO4TtCpGtrekTgj3wEo1bpz+fgLh7myPpJL5BBRJyPfATzXxLb1VlwfLUQtmNuBIkU/jdD35M5dx3I1kD8Jabnvvgd+PZyqDbwK3AOgAkXioP1auAlg+2/Arf+SXM52xQDn3X9GwXcAngB36MXyABHgYPA4MuGrFg53Vh0V7J9+3Z++uknCgoKWLJkCQ8//DAqlYq//vWv/PLLL2d6jlasWOlCKpXwlxlR/GWGBWl5FlDb3MG7W3LJr2xhUrQXN06PMhLdcQGuxAWc/kj1hUhufQ4/55m2HNBo9cImo/a4TiCDMLd6fM+jvD/vIyODr4URi8hryGP7ya04yh25NuG6fttIDZar4q5GKpGRUr6PYJcQrku83mTeIAy9FoQvIsQ1hDmhc0mtPmLUViq7Pos/ijdySdRSkxRztVZNTn02CV6JZ+Q1nE/k7yo22q4rbqC52tjAq7myhbZ6BU5exqZvcbMiOfZLFp2tnbqxnG0FpP50nPoTjQCUH69Co9Iy+tJhABxdk0n2ZiF4W2ra2PLqLgISV+Dg3sN0yoDwiSHMuHMyWRtzsXO2ZeyVI3BwNb9/RaaxwZO6U011fi0hY/QGoG31CpPjjq/LYdwVI3Viesiy6V+QvUb8XJsN310B95wA+QAWJV38YelH8Outov7ZkIYiwALR7WLm82PPK8KFO2gCfDwV1F3/rzY/DIve0gvkbtK/MS+SfRLgiu/h7RHQ1Yud1mporxdzH/J81mP7S+BmYKiXL74NfGywnQrkdo2Zay/Wu9u+FSt/BhaJ5F9++YWrr76aCROMV3j+/vcLZRXQipWhyUOrU3VGYBmljXQoNdy5IO5PntXQo6mziUd3P4yixw2si60rc0Ln6rb3le81e+zG4t9ZFr1cN1anqCPJP4kr4q7E39EfmfT03Gw1dDTwe9FvtCnbmBM6h1DXMGRSGSvjr2Zl/NVG+y6NWs4nxz/Sba+IuZSrE67VbdcoakzOX6MQginAKZD0Wn3PVClSvAbRd3ko4uxt6nbes27XxdcJRw/T2mEXP2eWv7SAH+5Zj6pD3ISWplWY7Fewp1gnkqtyjP9OaqWG9U9tYcrN4wkY5tvrPOPnRhE/t//FOv94H4pT9LXWMhsp3lHGadl+cT4mx2k1WhRN7UNfJPfsEdxaKYStd6zZ3QFoqRKpyYbv+1HXgUswfDZbP2brAjGLLJtHwnKIWgD5hu2XtPDHgxC/XC+QQbhYp5j2UMetjwyE7DV6gQzi56w1fRuIDRl6ljFIzIxZQhUi4hoPmEmZP6d4D2OB3M1RRC3ypcBaoPs7MRa4ADJHrJxXWCSSX3jhBVavXs2GDRsIDw9n5cqV2NraMn/+/DM9PytWrJwh6lo6dAK5m+1ZlVaRfAZIq0o1Ecgx7rE8PPFRndnWrtKd/JK/xuzx9e36OvQtJzbzxuHX0aBBJpFx3/j7T0stcoe6g/u330tlm3A6XlfwKy/PeI1wt3Cz+y+PWUGkeyTHa9KJ9YhjvL/xDc54vyQc5Y60qUQKp1QiZWrQNNYXrmNnqb4+UYKEK+KuxNexd0E2FOho7USj1PQZoQUYv3IkFRlVtNSY6R8rAa9wD6b/baJJqnU3Wg06gWx4HAYlry5+zrqf/RN9jQzDAGoK6lj/1GZWvr/MIiMvQ06mlXPom2MoFUoSF8Yw4pJ4Gsubydmaj62jLYmLYrB3Nha+EZNCCB4bwMnD5box70gPPIL7qOUdKoRNg0oDjwGXQPAwUzrR0QzVmbD2Nqg4IvZb9ilE6RfZiJwFK3+Bg++CrTMkPwhOpgsQZpHZwHW/wbOOxtFoZSuozbT5qi+CSffAvtcBrXDvnnxv7+fv2eMZwONC8ba5HnjBYPtaBl57ux14EFAh3tD/AlYMYi7NiPrfSmAeMH4Q5+iPXOCDXp5zBlwAH+BrYCPCuGsRQz+ybuV8wyKR/Pjjj+Pq6kpycjIpKSk8+uijvPhiH66HVqxYOedxsbfB3dGGBoMoVbDnwNrNWLGMQGfT3vJTgpKN3Kj3l+8z2QdEve704Bm67U+Pf4KmKy1NrVXzWcanfYrkjNrjnGw+yVi/cXj3Ea09VHFQJ5BBpHpvOrGRm0fc0usxo3xGM8pntNnnPOw9eH7aC/yc9xPtqnYWRSzGw86D99Pe1c0fYGnUMqMI9FAk5YtU0n7KQKPWEDk5lNn3JiOzMX9D6BboylXvLWPf/w6T/muW0XMz75xM3Jy+o7euAS44eTkaGXgFjfSnIqMKtVKDi68TSVeP0j0XMMyPwBF+lGdUoVXrlbSqQ82Ot/bh4GZPzOxIAof136KrrqSB9U9uQdvlir/znRQcPR1JumYUJ1PLaalu5fDqdCoya7joydlIZXqhcNETc8jcmEvRvhJcA1wYc/kF0it39nPQVgvZv4hWTRf9V9/fGKCjBXY8K1ynDcVqcxn8fL1IzTaMKMctEY9uirZDXb7oTexq+jlkhFYr+h0bIpHBqOsh43vjcQd34Uo98U5oq4GAcSDtQ/glrBAR6ayfxHb8MjF2QXA5EIPeuGviIM7xNkIgg1jx+i+wlIEJSy1wB5DZtf0j8BowdRDz6YvsXsblwD+B7oXCYOAvp/naVqycPiwSycXFxXz55ZcAzJ07l6uuuuqMTsqKFStnHhu5lAcuTuTZNem0dajxd7fnzvl9pPhZGTRR7tEsj76UNfk/odFqGOE9gkXhi432CXYxdfO1ldriae9FjaKGKPdotFotrUrj+tSWrvZM5vjg6Pv8WrBGd64npzzNcG/zZov2ctMIp71sYFFEwznVtdcR7hrBPePuA4Sg7ymQAaoUVbqftVotX2d9xeYTf+Bq68p1idcz1m/coOZwrlCVW8OR79J12wV7ThA40p9hi3p/r8nkUsZdOYITB07SVCHMbTxC3Po11Oo+dsG/ZrD7gwM0ljUTNjGY5FuSUHeoaa5uwSvcQydOj67JZO/HXYZZZgLTxQeEs3n2lgIufnoOgSP6rh/d+d/9OoHcTcmhUmrya2kxqKsuO1pBaVoFIWONRVvC/BgS5l9gLYDsXeGyr8w/l/Y5rL1dRHPN0VwmBKpzLwsYa++Ag10O9DaOcN0fEDql97lIJKJVVY3B4ozfCHAyk+Xh1ZVx5BFhWURYJoerfoTa3K7jL7C/M6O7HoOlp6N8K6KGdyAiORO9QAYhmn/i9Itkc5/ZIcCngDmPk03A+0AtMAl4ABFdtmLlz8UikdzR0YFCocDBwYH29nbUanMF91asWDnfmD3Mn0nR3lQ0thPm7YSslxROK6fOjcP/wrLo5ShUCrOR5SWRl5Bec5S06jSkEhkarZpOTScVbeVdfZA/wsfRl5khs9lY/JvuuPF+5uu4GjoaWFf4q267U9PJdznf9iqSR/mOZrjXCF2tsJe9F4siLKxnNGB9wVo+Tv+ITk0nIS4hPDn5aXwcfflf+idsKFpvsn91WxVvHXmDZdHLyajN4JtsIRiqFdX83/5n+WjB/3CzO39vmLoNs4zHGszsaYy9ix2XvX4RhftKqCtuwM7FlpaaNjxC+v9d+MR4sezFhUZjNnZyo/pejVrDodVH9TtoQW4nR9WhQiKVGIldrUZL9uaCfkVyw0nT1+oa4Exrrakx15DphXym6GjuWyAD+I/uXSA3lYq0626UbbDr33C1gdlqZxvsfQXKDkL4LBEVXvK+MA9rqRBmXhe/J1o9+Y2ESoP/L0m3D+51uYfD7/dB+tfgGgwLXoWIWYM71wXFUkSLpG4WATYDPIezhWOnirl5aTEvkN/DODX79659/+8MzMuKlYFhkUhetWoVS5cuJSYmhry8PO6800wTeitWrJwx1Bot2zMrKaltY2qcD1F+Lqft3I52ciJ9LfuiLK5pZXtmJf7uDsxO9EMus/Y0tBSlRsnR6jRqFNVMDpxi4kbtaOPIM8n/R3VbFY/tfoSy1jLdcxqthvSadGaFzjbpJZxWnYZaozYx71KqO00cqNt7plIaIJPIeCb5OQ5XHaJN2UaS/wQjR21LaOps4qP0D1F2taIpaS7hq6yv+MfYu9lyYpPJ/hIk5DbkktuQy96yPYzoIeA7NZ1k1mYwKfD87SsaNMofmY0UtVL/twgdb5kTuY2DDRWZVWT+ngfAwS/TWPDITELH9X+8oqmd/J3FSCQQPT0cux51wFqtcJo2xM7ZlivfXkJjWTNrHzP+e9m59O+27B3lxclUfV2x3E7GsMVxNJY1k7EhR/c7cPZ2tPh3cMHSVNq7QHb0gZDJsOC13o9XKjAqRAfT8625EY5/K37O/gWaS0XLp3tOCPMw9wh96vf1W2D/m9BUAsOvgqh5g3lVwjE75U3xc1sNfLMM7j0JdqfvO21ocisQhGiTlABcNohzhAKXAN0LJa7Adadldsa4A96AoSmgucyBDuB/ZsYPnIE5WbEycCwSyZdccgnTp0+npKSE4OBgPDw8zvS8rFixYsBTPx5l4zHhUvv+1jxeuWYsk6JPnxuwVqtFrdH2KXpTi+u589MDKLvqFn+P9eGVa8aetjkMdZ7d9zRHqg4D8FXWlzw39XniPU2dXX0cfU1SqgE8HTxpV7VzqNL4BqK+o47SllJCXY1TcX0cfUnym8CByhTdWEVrBceqjzLCZyQAG4t+54vMz1CoFCwMX8SNw28iyX/wfSprFTU6gdxNeZfYd7Nzo1mpTw23k9nRoe7QbTcrm5FLjSMQUqSEu53f5j7O3k4sfHQWuz84QFN5M1qgOOUkwaMDjGpyzaFoaCfrD30/Yo1aS+qPx/sVyYrGdn64Z72uLjn1pwwue+0i7Jz1QlcmlxI/P4bj6/T1gzEzI8jbUYRUJiV8UjBF+4Shl5OXIyMu6d+FeOqtSWz89w7qihtw8nJkzn1TkdvK8Qr3YPlLi8janI+tgw2JC2Owsb+w+2L3i3ecSGmuNajvdPKDqQ/C5Hv6P94rGqLmQ/7GrgEJJN2hf17ZblpnfPQLIZJlNvp0aFUn7HoeCreIuuMFr4L9IDI71EqQyqFom/F4RxOUHxl4b+gLDgmwpOtxKjyOiEpXApMRJlqnGznwJPA0wpE7ATBn6rYaMJdREn8G5mTFysDp81vq3nvvRSIxn375yiuvnJEJWbFixZiKBoVOIIOIKn+1p4hJ0d6crGujuKaV0aEeOA3ypnNLRgWvrc+irrWTmQl+PLpsGA62pudava9YJ5ABdudUU1DVYnEU+kKmsLFAJ5BBRJV/zf/FrEgGGOkzyqjHsJONEw5yB27aeCPNnca1aS62rvg7mU+DfXDCv3hyz2Ok14qa2PqOOl488G8+XvApVYoq/pv6JtquaNOa/J8Jdw1nTtggI0RAmGs4AU6BOmEMMNpnNAcqUrg05nLeTnsLpUaJBImJmAaYHToHJLDr5E4cbRxZlXhDr6/tfMIjxI2m8mY0Xe+fjN9ycQ92Y8SSvm8GtVotWq1xNNDQXKs3crcXGhl3tVS1kr+riMSFxnXQyTePxzfGi+rcWjzD3Un5PJX2JrFw4ejhwOKnZqPu1BA8yh+5Xf+fL26Brlz+xsUoGtuxd7EzcuD2ivAg+eYz4aQ7RJFI4Jp1sPkRqM0RRlfTHjY29eqPK3+CIx9DfT6EzYS89bD7JSGepz0Mjt7QqvcEwMWMsdfG+yDlLfFz8Q6oy4WrfzXdrzeUClhzk4hYO3iJ1lWGyB3A1gly1kPoVFGjbeUMM6qX8bWIKLMbcBOnJlYnAb8iaql7C6x9Y2bMD+HibcXKn0+fn7Y9DbokEonJF7YVK1b+HD7fVcjbm3LQasHZXs4bq8aTGORGk0LJO5tySD/ZyKhQD26fE9OrgG5s6+SpH4/R0ZUGufl4BWHejtwy+0IzVTmzHKo8NKD9bx7xV5o6m0irTiXQKZC7xt7NV5lfmghkHwcf/j7mH9jKzKfC2spsae/RvqWxs5Hy1jLyGvJ0ArmbtQVrKWstY27YfAKcAgY0ZxBtnp6a8jRfZX5JRVsFwc7BfJfzLUqNEplExi0jb6NV2cpnGf8z+S6ZGjSNMb5jGes3jjtH34VcanPa+j//2VTl1uoEcjeV2dX9imRHDweip4WTt6NIDEiwKKJrKRKphNhZkcTOiuTwt8d0AhmgrV5BZWY141ca31A3V7WQ8nkq9SWNhCUFM/bKEcjkxhFxB7e+21x1o1aqKU2rwMbRhoDEod0CbFB4RsHlZoTEid0iCuweDmNuArteFiptHWHi38XPn8wQIhegdL9IvV7wGvx8A2iUomXUPDNdS45/Z7yds04IXxsLTf32vCLqjwHaqsSjG+cAiJgN7ycBWrB3F+ZiQdbFlMGRgTDAqkdEnAeSkr0NEf3t5iBC5J7KIrgMvUBuB/YDXkBvzvX2CKFu9Uaxcm7Qp0ieMEGk3dXW1vLOO+9QVFRETEwMt91221mZnBUrVsDf3YF5w/35I11Ek2VSCcvGBfPUj8fo1hkt7Sre35LH69eN45mfjrEzuxqA3IpmmhRKnr5spNlzF1S16ARyNxmlpuY7AFdOCmNXdpUumpwc62ONIltAU2cT32QZu9dKJVKWRF3S6zEe9p48k/wcSo0Sm64UZMNeyd28MP3lPts6ASR6DSOvIU+37W7nToBzIHKpDVKkRm7T+Y155Dfmsb5gHW/MfgufQfQu9ncK4N7x/wTg9k236iLGaq2a1dnfsDRqmckx88MW8vcxeq8LOzNO2+czvrFeSOVSNCr979o/wbLf7ay7pxCWFET9ySbCkoLwjen7793e1EHB3hKjMWdfJ6Kmhvd5XFOFqUt6RWa1ydhvz26jrlgYj9UW1tNa24rc3gYHNzsSF8Xi4GrZ366tQcGaB3/XuXeHJgWx8JGZvWavWekiZx18tQRdvXHGD/CXHX0eQlutXiB3k/kjLHgFIudA5TEISjKfRu0eDq361nC4BEAPX4Q+KU3p/bkp98Pmf6F7Le0NsPVxuNbU4M9Kf7QAf0P0QQY4jkilXmDh8Vt6bDcjhPLM0zC3UkRkurtG+SLgKWAV8LLBfjdgFchWziUsytu5++67Wbx4MZdddhmHDh3igQce4L333jvTc7NixUoXT146klmJfjrjLhd7GzpUxuK2rrUDrVbL7hzjG9td2VX0RmyAK052clo7VLqxseGeZvcdHebBl3cks83AuMtK/5xsLqFT02k0FuceZzbVurqtmrUFv6JQtTE3bB6xHnG652aGzKLweKFue7jXiH4FMsDV8dfS2NHIvvK9BDoFcuuoO7CR2hDoHMg/xt3Dlxmf09jZaFQf3KpqZWvJVq6Iu3IwL1lHY4exi3NTRyOJXsNM9psW3Huf56GAk6eoz93/6WHamzqImxNF4kKRrdFWr2DPhwepyqkhYJgfk28ah72LXoRIZVKip1tel33om6NUZujf81KZhCXPzjOqRzZHyLggsjcXGI15hLobbTdVtugEcjeGx+TtKOLyNy7ut9YaIGNDjk4gA5w4UErK56mMXpFoYjJmxYAD72BkyHVipxC5fuZd6wGwcxNtnAxTqz2jxb/Ofr07ZGs0og66G6kNLH6r737IPQmfCTm9pGdrNWDwuQMYz/G8J6vrMR7RE/hMcgS9QO5mB5aLZNMWhPo51yHqh2sQrtoDjfR/gbGJ1zrgWuAqIBZIQbSzikbUKA/UtduKlTODxcUtK1euBCA+Pp7ffvutn72tWLFyOpFJJcweZlybOT7Ck4OF+ujiRaODkEgkhHg5UVyjN34K9Xbq9bxOdnJeuGo0b/yeTVVTO/NGBHD1lHDd8+knG3jj92wqGtqZO9yfO+bGsGpa5Ol7YRcAkW5RONs406LUC4IJARNN9lOoFNy/4z7q2msB2FT8By9Mf5kYDyGmlkWvwMnGmQMVKQS7hHBpzKUWXd/RxpElUZdgI7XBVmZn1E5pVshsZoXMZuuJLbx22NhnwrBvcmNHI++kvc3R6lTkUjlLopZyeewV/V57Tuhc1uT/rL9e6GziPOP4++i7+C5nNWqthqVRyxjlcyr9Q88PIqeEmu1zvPX1PTpH6OaqAlQdKuY9OHgTo9rieqNtjVpLe1M7rn59Z31ETg7FN9aLqhzx/8/OxZboGeE0ljXhFijqRB3d7bF1sqGz1Xz7poaTTZSlVxI8SqTqlx6tIGdLAXYutoy8JAFnH/1nUXtzp8nxqT8cJ+uPPJa9uBC3AKvbsVlszXye9+dCL5PDRe+I1OrOZnANgfkW+Mpk/Qw5Bi2jNEropbSjVybeJRyx0z6DzhZQd/3dvRNg/K2Quw6Ktur3d/QW4nwgQvyc5H9AVy03MuAFTk9UtjfM9VAPM/h5B/AHoub3GkzrhFcC+4A0xHxXIUSrGrgFKOra7xfgTUTNsaWYy07rHotERJVLu7YTEa2uBvj/zIqVM4DsySeffLK/ndLS0mhubsbd3Z2UlBSKiopISEigoaFhyDhdr169miuvPLWoiRUrZ5MZ8X7YyKV4OtmxaloEy8aLleBoP2f25tWg6FTj42LH4ytG4NtHCuThonoOFNQikUiYEuPNyFDxnm5XqvnL+/sormmjtUPFsZIGbOUyRocNjff82UIulZPgNYyTLSVotVoWhC/kqrirkUqMbwL3l+9j04k/dNsaNNjKbBjnJ1btJRIJUe7RTA+ewWjf0dhamPJY2FjIAzvuI68hj9yGHHaUbGNe2DyjlOZApwAOVhygoSvyG+AUyG0jb8NWZkdBQz53b7uTwsYCOjWdtKvbOVqdRqBTEOFu4X1ee5TvaNzs3LCX2TM3dB5XJ1xLnaKOfeV7cJA7cFns5cwJm2vR6xiKaNQatv1nr9FYS3UrYy7vrWavfzI35tJaozftcnC3Y+Kqsf1GdyUSUZ/sFeFJ8Gh/HN0d2Pl2CulrsylLryBicig2Dja4+DhTmlaOWqnBxtEGTY9yDc9Qd/wTfCk7VsG6JzZTW1hPVXYNBbtPkLgwBmlX/bK9qx05m/PpaXOi6lCj1WJRm6tznuPfwdYn4OQ+0Wf4dLQ5kjtC9s9CsALYucKxr0ClgLA+Fld8EmDCnTBiJcx+Flwt8Bw4/p2pG7XfKAhNtny+UikEJkF1BjSWgEcEJD8Il3wAdk4i0nzgbdB2tSOrzxdR76DBu+z/+XQC96B3btYiRKZlC5uDwx0hbtMQUdmxwD8RYnMTcD+QB6QCe7rmYpjabItwvW4Cyroenl3bn/e4lhIYyOf21q5rd+ONcLuWAt8hxHs31QhxHjWA81uxMjAs1XwWRZILCgooKCjgu+/0Bg6PP/44EomEzz77bPCztGLFyqBxspfz11nRJuNjwj1Zc88MyhsUBHo49NnWKae8iefWpOtuVF//LZsIX2cmRnmTV9FMQ5txxOhAQS03TLdGkgdKolciL07vO3LjYmt6A+1sY/6mWqvVUtCYj4PckUBnM460Buw4uR2VRp9O36xsZn/FfuaFzdeN2cnteXnGaxyoTEGtUTPBfwJ2cntqFTU8uPN+o1TsblKrU5kRMrPPa8skMi6OXMLFkaJtiUqj4uFdD1LZJmoc95Tt5pGJjzExYCBRifOT1B+Pc3RNJlKZlDGXDWPY4jikMikeoW7Un9BHWjzDB78IVZFVTWVWjdGYe5AbX/31J0DC6EuH9WkWJrORETkllJqCOnb8d79uvDy9iuPrsxlz2XCip4cTNiGYtro2CvaeIOWzVKNztFSLLJacbYVoNXoF3FrbRunRCsKSRAqnnbMdnmHu1BQYR74BI5F/3nLsa/jhav123m9wR/qpRUjX3gEH3wW04BYOjUWihVJHE2x5VLSMGtaHWZOdc99p2T2JWQTbnkSX3i2RQvTCgc97w12Q0XX/2NEAx76EZOFbQE2WPrrcTcEmmPC3gV/nnEGN6AFsiOIsXPcmIBwRwc4G3kCI47U99ssHMoGepS+/o3ecrgUeAV41c52BOJArECLZEA/08sPce30IvP+tDAksEsmff95zFcmKFSvnMjZyaZ9p1t0cLqozieQcLqxjYpQ3od5O2NlIjYy9Yv1dSC2u58W1GRTXtDI1zodHlw7HxaH/GqI/0stZe7gUdydbbpgWScQFZPrVpmzjzSP/YV/5XgKcArh91N90vYq7Gek9ivF+4zlY92bRcQAAIABJREFUeRAAf0d/FkUsNjlXq7KVx3c/Sm5DDgDzwuZz55h/AHCo8iBvHXmDuvY6vBy8+MfYe4zSq7txt9PXmq4t+JXVWV+j1ChZEnUJ1yRcp3tuX/k+swIZIMpt4IslGbXHdQK5m20lW5kYMIlWZSt5DbmEu0aYnfP5TMnhMvZ/ekS3veu9A/hEe+Eb683MOyez6eVdNFe24B7kyrTbBx9Bayo3Nd8qP66v8dzz4UG8ozz7dZI2d55GgzEbezluga6EjAk0K5JLj1aYNfAydL3e8tpuswIZwNmv/8+uc560HvdNNZlQfkgYZA2Gkr1w8B39dmOR6T5FW/sWyYYo6kVfZKUCRl4DrmYi90FJcNnXsOdlIZCTHwB/8yaQAJzcD7kbwCcREi+Fbnf6wh4iqSIVFA3g4A6+I0T/ZIOFPPzHWPYazlkcgIuBNQZjA3GaHiwtiNTlbpH5I+CPaWq1BBF57knPLgxq4DUgAuj2w/ACrsNy1IDKzFg3FwFfAd0lYt7ArAGc34qVM4dFIvm1117jhx9+MBrbtWvXGZmQFSsXAuklDSjVGkaFeiCV/nlujglBpmIkPlCMuTrY8NiyEbyyPpP61k4mx3izamoE1727l5pmIZy2Z1bhap/NI8v6Tg/dmV3FY98d1W2n5Nfywz+m4WhB79WhwJeZX7C7THxmnmw5yQsHnufjBZ8atW6SSCQ8NulJjtceR6FqY7TPGGxkposPGwrX6QQywB/FG5kbOg8XWxee3vukrq1TjaKG5/c/x33j7kfcFIlxJxtnxvqNAyCvIZf3j76rO9fq7G+IdIticuAUADzszUc1J/pPYkHEogH/Hsydz9Pek7TqVP5v/7MoVArkUjl3j72X6cEzBnz+c5XyDFMzovKMKnxjvfGN9Wblu0tRNLXj4Gbfr7tze1MHVTk1eEV44ORlXIsaPCYAub0cVXvPm1I9u95NwcZeTmhSMKNXJJpNww4a5Y+tow2dBpkk4RNNjX28Iz2ZeP0YDq8+hrJDBVooPlBK8YFSkq4Zhau/s86cK2iUPz4xokeuRq2hKrvG5HzdKNvM1zyfVzj36O8tkRqbYPWGsh2Ofg71hUJoBor3KvWFfR8HIq3ZEjpaRNul+nyxvftFuPUwuJupax1+pXj0R/pq+H4luqjzmL/A0o/Ez0FJkG1Q2+wZo3fSdg2EJe/D7/dBe9eiSdpnIg07fPC1+X8+/wJGIiK6E4Gz8XmWhWkUNhW4D5FiXds1dhVgrpwhESGsDSnq+ncMopa5EXgGEU22pJeyM6YLBobtZYMR6dy/IAy7ljOwSLUVK2cOi+5Qt23bxpYtW7C1tRbSW7FyKqjUGu754jAHCsSXVUKgK/+9IelPE4vdfZQ/3VWAWqPlsgmhzDRoTTN3uD+zEv1oV6pxspNzoqZVJ5C72ZhezsNLh/V5c7+5q31VN/WtnRwuqmNq3IXRGzWrLtNou6mzibKWMpOaXolEwnDvvhccqhWmbXmqFdUcr0036XvcpmpjfdE6DN1wW5Ut5NXnEucZT1ZtJj3JqsvSieSJ/pMY6zuOw1UiwhDoFMRTk5/Gr6cAsJAQl1AuiriYdYUi/c/P0Y9l0St4bv8zKFQiHVGlUfHRsQ+YGjTNpG77fMUvztSF3HBM0dRO1sY8lB0q4mZF4h6sX7xqLG8me3M+MrkUt0AXtr+1D1WHGqlMwvS/TSJujr52z9HdgYuemsOR79NRKpS4B7mS+Xue0XW73akrs2tQK9UkXW3cBxlEKvTFT8/l8HfHaG/uJGF+NOETzLvzjl4xjGGLY/n0uu9Rd+ojRJl/5HHZ64v5+cGNNJQ0UppWwa+P/MFFT81BZiPDO8qTmnzTtmaASd/l85Lpj0D+RmjuMiSaeDc4eoFaJSK+UhtRQ9wz/frrS6Cgq0Zz94twzTqIXgBR88HWRRhvdZP0N5G6rFTA2JthlEGET9kOhZvBwRNCJhtfI+tnvUAGUNRC6v9g5uODf717X8XIdTv1fzD3BXDyhkVvijZUJbvBOx6WfwaG3xdjbhS1z2ld5Xv1+fD9VXBPMZhZKDw/kCNqfPsjDdF+KQBYhugVPFhiATuMU72HIwy81iBaOvkjan7NsQSRhv0LIvpr+H2SijD3esZg7EDXvildz48A5mPaxulhRI10HsLwq6dxZSjw9/5enBUrZx2L7swTExPp6OiwimQrVk6RHdlVOoEMkFnWxPq0Mi6bYM6Z8uxw/fRIrp0agVarNVu/LJNKcOoS8YEeDtjJpUbtpzqUGtJPNjIixFz6liDA3cGisaFKoleiUfTXzdaNIOfBGRNNDZzGb4UbdILYycaJsb5jOVx12GRfe5k9zjamae1SiUiDTPBKNHkuwUvfmkomlfHklKfJrc9FrVUR5xF/yn1sbx11O4sjL6K+vZ5Er2HIpXJq22uN9mnsaEStUVvUSuh8ICwpGO9oT2ry9KKwKqcG/wRflAolP93/Gy1VIt0wfW02l76yCPdgN5oqW/jx3vW6iK5EJkHb1adco9ay73+HiZkZYfR78o/3YdGjIl2xLL3SRCQbUrSvxKxI1mq01JU04ODuQMTkUGJm9t2CSmYjQyqVGCVRSqUSCveW0FCir7cuP15Fwe4TxMyMYPY9yWz7zx6qcmuxcZCjVIjot9xeTuKi2D6vd17gGQX/yIcTuyH9azjwX9j/hkgxbuuKoodOg1WbQN51b1WVoRfIIMys9r8pRLKTN9ywDXY9L2qQx90KiStg0X9EKyVDMdlUBh8nQ0OR2E64FK78Xv98dxq0IebGBoKk5/ESET0HEaG+aZcQ7ja9iMCyg8bbLeXQdFIYfQ05OoF3gI2AYfnJ9q7xgXAQ2IwQ2SuA54BXEAZY8xEu1SDE99R+ziVDRMDvR0SJjxs85w3s7LF/S9f1NndtfwPkAHf22E+GSKs+iXDGfqVrLrdjbfdk5VzGIpEcExPD1KlT8fb2RqvVIpFI2Lx5c/8HWrFixYj6FtO2J+bGzjYyqQTT1V9T5DIp4yI82ZNrnCpp04+YuWpyGLtzq8kpb0YigasmhRHlZ2pKVdXYTkpBLeE+TgwP7l10n29cnXAtDR0N7O2qSb5t5O1mU6ktYYTPSB6d9Di/F23AUe7EipjLcLZ1YUpgMuN8x3OoStxsOsgd+NeER3CxdWFf+V5dbfFonzG6tlJR7tHcPupvrM7+RtQkRy4hyX8CvxVtILsuiwTPROaGzdPtf7oIcQklxEW/MDQzeBZr8n/SbU8JSh707+dcpLNNSW2P+tv0dTmMXJpI8YGTOoEMoGpXkb25gInXjyFna4FRynO3QO6mo6UTjVrbq77xi/fBxc+Z5soWs8+7+pv3Bdj36WGO/iyyDDJ/z2XPhwfxivRk4qrR+MaYRsWlMimjViRy8Ct9SYV/oi8NpU0m+yoaRcaAR4gby19ehFarRdWpJn9nMe1N7UQlh+HST7uq8wa5nai1PfyhfqzN4LPzxE7IXgPDLhfb5toryQ1c7APHwhXfGT8vlSFEiAEpb+oFMkDmD3BiD4SKDBHiloq64eoMse3sD6NvHMgrE2jU4jquITD1QVh9qd6levxt4OhpvH+3QC49CJseEq2hohYIt+2wGfr5ALiHg1sYQ5N3MHWMBhGZLUTUAFvCdoSDdffnwjbgY0SrKS2WfKebR45wn74XkV7tADyAvi7ZkP09tr/FVCR3cy/Q3Ve9oGt+ve1rxcqfj0Uief369WzevBlXV2udgBUrp8KMBD/e3pRLa4eImtjKpcwdYT51tUmh5NX1mRwqrCMu0JX7FiecE9HX2+fGknqinrYOcTOUHOtDfGDfnw1ujrZ8eutkciqaOVHTyjf7iln+2g4Wjwrk0gkhtHSoqGps594vD9PZFaVeNTWCO+YNgYgSQrDeN/5+k/FaRS0HKw/g6+jLaJ8xFkdpk/wnkORvbPAkl8p5YspTnGwuASDYRV9D+t8577K3bA9eDl5MCjBOvVwUsdjIIOyDo+/za4GoH9t8YhMlzSXcNOJmy17oILlh2I14OXhxrPoo0R4xrIhecUavdzZRdar59ZE/jJyeQZhfAcjNlFrI7YXokdv2Hd2LmhrW5z4yuZQlz80j7cfjtNYpcPJyJHtTHqoONS6+TkxYZd4gKeO3XKPtjpZOyo5WsPbRTaIOWiJh1PJE4ufqU73HXTkS/wRfDn97jLJjleRsKUAqlyKVS9F0vaelcim2TrZo1Bpd9FsikWBjJzc615CiMq3v5w1Fs1c0DF8pIs8AcgeY8k/TY5pKIWediLJGzjVOXQaR2twThcGYrSPcvF84TisVMOwKEakeCOWp8M0yaCwWLZsu/RpuSxUu3r7DenfBVirgy0X6112bA4feh4X/gRHXQM5aIeAv+u8Q6JXcG315+ljW2k/wI8Yp0UeBXCCGwQvkbkYB6xAp0uGI2uIkRG1zKmJh5mpENNxwEU4NHEakVxtShl4gd7MLq0i2ci4j0Wp7etuactddd/H888/j5DQEHCd7YcWKFfz4Y0/DAitWTj/5lc18t/8ESrWGiVFe/HToJAVVLUyJ8eGfixNw6rp5fvz7NDYe09fyDg9248O/GrfK2ZBWxo6sKoI9Hbk2ORw3x7NTElHT3MGOrCq8XexIjvXpikT3T5NCybJXt9NmULsolYBGC052ct3iAYBcJmH9/bNwtcA5+3zjm6yvWVfwK02dTbq06RnBM80K6bPN5b+uMHK0dpA7sPpifapmes0xfi/6DQe5A0ujlw86bfxCIW9HIZtf2W08KIG5908jKjkMtUrDD/es07WBcvJyZPnLC3HydETR1M5P//xNFwn2ivQgdnYUFcer8In2ZMSSeLMiuy86WjtpqW7FI8St13T2z2/4nrb69n7PtfSFBfjH+xid+7NV3+tEcfecXfycOXGgVDceOj6IRY9dIA625UfgvXGAmVste3f4exY4Gxh6aTRCaDYUQezFpmZaJ/fDp7NB2WXQNGoVLP/UeJ8Tu+GTGfqormsI3JkNNqdxkfWjqaLGuBuPSLgrz1Sw96R4F3wyzXTcxhHuK9Mbeg1p7se0LRLAJUBfdeFa4F1EHbAb4AIc6bHPGsybcp1OihCi2bvres/0eF4KvA+MNhjrABYh+i53Mxf49xmbpRUrvWGp5rPo27WiooJ58+YREiIiExKJhG+++aafo6xYsWKOKD8XHrpkGFqtlive3EVJrbjZ2ZBWhr2NlAeXiN6FBwqMTW3STzai6FThYCvetj8dKOGFtfr0tEOFdXx8y9npN+vtYseKJFO32/5IP9lgJJBBCGTASCADqNRaXVR5KLH95Da+yvrC7PjK+KsJ/JNFp7ONs5FIdjHo1Zxdl8Wjux9GoxV/l91lu3lv7gc42w6R9NjTTHNVi0lUFmD4RXFEJYtU0uPrsoz6JI9cmoCTpyMtNa0U7D7BmMuGIZVLsXGwIWx8EDIbGSP76HXcH3ZOttg59b2YlnTtaLa/tc+srjOkNK3cSCRrlBo0auP3rARwcLUzEs4nDpZSnVurc7se0gSMgUu/hF3/FunJwy6Hlgph3DXh78YCGUDZKsRn+RFQtcOkf+jrhTuaYd0deoEMwuxqxhNCXNbmiPZJocmifjn1E3Dwgol3nV6BDKK/sSH1BaLfsbyfSKh3nEgr79kbWdkGjSfAfgB9nM9b/gEUIyKrLgjxOBsY189xa4Aux3CqEbfwTujbJy3jzAtkEJHlbpYC7cBLBmMaRG9mQ5FsBzyKqGFuRJiHWaPIVs5tLG4BZcWKldNLVVO7TiB3c6hQL4xj/F1IydenyIV4OeoEMsD6tDKjYzNKG/l2XzGXTQj9U9tK9UW0rwsyqQS1pt8EFmYk+OLtMpDUs/ODY9VHe32uo+eN41mgsLEAlUZFjIdIbV817Ab+c+g1NGiQSqRcN+x63b47Tm7XCWSA5s4mDlUeZEbITADUWjUyEwOfCxO1SsOvj/xBs0G9MYCNgw0jDETu4e/SjZ4/uiaTkDEB/Pzg77p6ZN84b5b9ewGSs/S+jp8bjX+8D6XHKsndVkBlVg1yOzmqHgtZ3pHGNacO7vZETg6lYM8J3VjiolijXs3dqHoslg1pRqwUD0v44RrI+VX8nLcB2qph7vMiTfnDScZ1u91kfA/bnhCi2tEbrlkPYVPF40wRezGkGUSwI+cZC2StVjx6pkw7+cDF7wqxrzLIVvCIBJ9hZ26+5xTBiNrdckTfYUszwHr2MVYBjyBu5QMwFqVnkwQzY+baB84GkoE6xHwbEXXYcVjbPlk5F7FIJMvlcl566SXq6+tZsGABcXFxBAVZU+ysWLEUlVrDF7uL2JNbTYSPM7fMisbL2Q4fFzuqDVoqdfcoBvjnRQk8+m0aORXNBHs68MRy4xV2L2fTL9ZXN2RRWN2ii0YPZp4araiVPhP4utnzwMWJvLUxi+Z205vkVVMjaOtUE+7jxCVjzbecOd+J9ohhY/HvJuPDvUYQ4Xb2nFzVGjXPpzxLSkUKAIlew3hq8tPMCplNoucwcuqzifOMx9dR36bL3UyfYw97D1o6W3j98KscqEjBz8mfv43+O6N8/qwbtnODyuxqE4HsGuDC4sdn4eqvj85rVMYLRhqVhuMbcowMu6qyayhLryRo5OBabw0G92A33IPdGLYoFkVjOzYONhz8Ko30tSKCOOyiOMKSTN+js+9NJnCkP/UnGggdH0TouCA8QtzJ31WsiyZ7R3nin+BjcuwFT0ezqMk15NhXQiRn/2JeIEfMFq2iugVnWw388QDcYC6d9zSy+C2wcxXtrALHi3ZP3ex/S4h2pQKSbof5L5u2fEq8ArY/Bfm/g2c0zHl+CNcg90bAAPdPADYYbEsR0efA0zajwTESmAd0O7MHAb311rZDvO7tiNZQHQjn7X/Tv/u2FStnF4tE8mOPPcaNN97I22+/zfjx43nooYf49ttvz/TcrFgZMny8PZ+PtwvTiqMnGsitaObjWybx9GUjeW5NOifrFIyL8OSuBXG6Y0K9nPjs9ik0KZS42MuRSCQ0KZQ42cmRSSXcPCuatBMN1LcaRx9/OVzKHXNjcXGwYUNaGT8dLMHJTs6N0yMZGWpudVfw6vpMfjhwAo0GxoR78tb1489IRHrpuGAWjQpg6as7jObu72Y/ZIy6+mJe6HzyG/LYXLwJG5ktse6xTA6czJzQuaftGo0djWTWZhDuFoG/k3lhdaAiRSeQATJqj7O1ZCsLIxbh5+SHn5OfyTELwxex4+R2ipuKAJgSmMwI75G8m/YOKRXC5bSitZwXD7zAJws+xdacW+8FgpOno8lYyNhA3HqY3I1YEs/hb4/pty+Jp6WmreehJsZfZxMHN+FKPPrSYYy7cgQSqaTXWmiZjYxhPVo4+Sf4sOLlReTtKMLBw574uVFnLSp+XiF3EL2UDc28XLsWIszZx8QshiUfwKs9ghblhyHvd9E66kxh5wyL3zAdr0iDDQZptHtfhYCxMPKaHsc7wfwXgRfP3ByHHJcjWixtQKRp/50/XyB38zxwLSI6nET/rZ1eRd/Pub1r2yqSrZxbWCSSOzo6mDx5Mu+88w6RkZHY2Q29FEgrVs4kWzMqjbYzShupamxnTLgn3901jQ6VBnsb82mqrg42VDe18/C3aRwracDH1Y6HLxnG5Bgffrp7Ote9u8cobVsiEY99eTU89aP+5vtIUT0/3D0NL2fT9+/hwlq+3a9PkTxcVMetH6fQrlTj62rPbXOiifE/felQtnIZ9y6O55mf0ulUaXCyk/PY8qFbi1beWs6nxz+htOUkE/wncuvI27llxG1IpdLTnp58pOoIz+1/hk51B1Kk3DLyVhZHXmyyX8/exGKsxmTMEBdbF16f9QaZtZk4yB2Ico/icOUhk8h4c2cTFa3lhLoO1RYu/eMW4MKo5Ymk/ZwBWtFuafQK077USdeMwifak8qcGgISfQkdF0RdcQM5WwtQtYv0Zp9oTwJHmC5anC2aKlv444Ud1OTX4ezrxKx/TCFw+MDm4xXhgVdE74t0VgCZHBa8Br/cJGp27d31Edq4S8ArVtQdg6g1vugdcA0Uqc6G/ZU7muCLhbDkfRj317P7Gk72bAkElKaYimQrg8AGeBIRgTXT+utPZyAZbD1LMKpP50SsWDktWCSSbW1t2blzJxqNhtTUVGxtL9zogBUrgyHI05HCan3qpbO9HFdHsdIqkUh6FcgAzQolr6zP5FhJAwDVTR089eMxfrlvJva2Mm6fE8Oj36XpDLBWjA/B2d6GHVnGX0LtSjUp+bUsGmW68rwpvdJkrPt6uRXNZJQ28vM907HrY54DZd7wAJIivMivaiE+0BWnAbr0ng/Utdfx4dH32Vu+F7VWCJ7ipmIkSLk28bozcs3PMz6ls8t4S4OGzzM+Y174Amykxiv7EwMm8enxT2hXizRNuUROcqAZ19keyCQyhnsPB0CpUfLaoVd0r60bDzuPP92A7Fxg0g1jSVwYQ1u9At9Y717dpMMnhhA+UW+E5xnmzhVvXEz+rmLsXGyJnhHR67Fngz0fHqQmX/gltFS1svW13Vz9wXKjaLBWqyV3WyFlxyrxifYkfn4MsjNUtjGkGXUtRM0XqdWB40XEFkTbpr+miPRrZZtoFeXa9Vl++WrY8hgc+K/xufa/efZFctg0hF2bQeQ7bPrZncOQ52zcg7cACuBMlUUsBH7tsW3FyrmFRXelzzzzDC+88AL19fV8/PHHPPnkk2d4WlasDC3+NjeWvIpmKhrbsbeRcd/ihD6FcTfvbc7li92FKNXGqXYNbUqqm9oJ8nRk9jB/PvVyZF9eLVG+zkyOEf0uQ71M0z3NjQEkx/nw48GSXudR39pJRmkjY8I9e91nMLg72TIu4vSe81zilYMvcazG1KjrQGUK1yZeR2NHI+8ffZeM2uPEecZzy8jb8LQ/td9HU2eT0bZCpUCpVpqIZG8Hb56f9iK/5P+MSqNiccRFhLuFD+hadYo6GjsbjcZspbb8a+KjyKVDb9FjMLj6uxjVIAO01LRy7NcsOpo7iZ0TSeAw06isi58zoy89N4yMagvrjbZbatpob+nAwdVeN3Zo9TEOfS3+r2dvzqcmv44Zdxr35LZiIc6+4gHQ2Spcn71ihYN10u2m+zt4wNx/w8H3wHDBaqCO1tVZkPIWaFQw/jYIGISvgE+CaEm17Ukx9wl/g8RLB34eK38iHyJctJXAFOAF4DS7o/MQonb5GMJw7NrTfH4rVk4di+5i/P39rQ7XVqycAhG+znz/j2kUVLUQ6OGAs33/vX+zypr4ZEeB2edCvBwJ9NB/acX4u5qkQy8bF8K+vBr25dUik0q4clIYw4LdzZ4vOdaHWQm+bM0U0WeZFAw7ucikEkK8Tr1P+pbjFXywNY+2TjWXJoWwalrkKZ/zXEWpVpoVyAAhLiJq+OaR/+hqefeU7aZN2cbTyc+e0nXnhs4zajE1JSgZRxvziyNR7lHcM+6+QV/L19GXQKdAylr1TusLIxYR79l7i6KyljIOVx4k0DmIMb5jkfTXV3WIoepUs+ahjbR0ZZbkbC3g4mfn6oRyR0snhftOIJVLiZgcis05kGERPMqfrE35um2vCA8jgQyQtTHPaDtnWyFTb5uAzGAxsLmyheKDpbj6ORMyNtBal9wfGT/CmhtF+rR7BFy9FnxNU/YBqDxqLJBBRJstpblcuGd3dC16pX0Gt6eBV8zA5z3qOvGwMkAqgS+AWmAxA6vRLQd2IGqUkxGmXoMhH9GLuZs9CCfu683vPmjsgJtP8zmtWDm9WPTt++677/Lhhx9ib6//Uty1a9cZm5QVK0ORDqWGTpUGmYU3hkU1LSZjDrYyRoa4c/fC+H7Fhb2tjNevG09ZvQJ7GymeZmqRDXn+qjE0tHZyvLSR+748bPRcfICrSTsmlVrD6n0nOFxUR3ygK9clR2BvaxodL29Q8PmuQk7WtXGwoFaXFv72plyCvRyZnXj2HHvPJjYyG4KcgyhtKTUaD3eNYFXiDQCkVqcaPZdWnYpWqz0l4Xhl3FV4O3iTVp1KhFskF0cu6XP/ls5mvs/9jpKmEsb5j2dR+GKLry+RSHhk0mN8eOwDSppLGO+XxHUJq3rdP7XqCE/vfRJV1838wvBF3DH675a/uCFAaVq5TiCDMOTK2VJA4DA/FA3t/Hjfep1xV+oPx1n+8qIBC+XOtk7hJq3WEjU1DPtTbKU2+aZxaIGTR8rxivBgys3jTfaxdbKh1aDM3cZebiSCyzOqWPvYJp3DtVugC5e/cbGRiLZigKoT1t4qBDJAQyH8cT9cs878/gWbTMcM+p33S+aPeoEMoFJA+jcw4zHTfUv2QvEOCJ4E4TMsv4aVPlACtwDd3xcbgdexTCgfBW5Hb4Q1H/i/Qc6j0MxYkYXHtgF5QBSif7MVK+c3Fn3zbtiwgZ07d+LgcLrTLaxYuTDYmV3FE98fpa1TjYu9nBdWjmFsP6nLSRFe2NlI6VDqQ7rPXDaSqXG+fRxlimHEuT/cnWxxczSNcgd0nUOl1vDVniJSCmppVqjILhc3cLtzqimqbuG5K4zT85QqDXd8coDyBoXZ6x0qqBuyIhngzjF38/LBF6lRVBPoFMgtI29jrN84AHLqs7GT2urqhwHCXcNPObIqkUiYGzaPuWHzTJ5TqpXsLN1BjaKGKYHJBLsE83/7nyO9Vhi8HahMoU3ZymWxV1h8vRCXUJ6a8oxF+/6Q+71OIANsLPqdlfFX49GVYt6hamf7ye00dTYyNWh6r87c5zP2rqaCtXsse0u+kbN1/YlGivaWEDPTtDWYRq3h6JpMnXAde8Vw7Jzt6Gzr5Id71tNUIRbZjnyXzqWvLsbB3d7kHJZi62jLzH5SpydcO5o/XtwpRLAEkq4dbVRHfeT7dJ1ABmgsa+bAF6lMunHcoOc1pGmvN3a5Br1plzn8R5kZG0C6tKO3ZWP73zJ2r57zPEx7yPLrWOmFI+gFcjeigQCfAAAgAElEQVTrsEwkf4FeIIMQ2LcBoYOYx3hEarXhd7Ylc9gPPAC0IgTy84hU7W7yES7WiYiadStWzn0sEslBQUFGUWQrVqwMjFfWZdLWKfoCN7ereH1DFp/dPqXPY7xc7Hjt2nF8vC2f1g4Vy8aHDFggD4ZhQW4kBrmRUSqiCjKphOXjRXrwe1vy+HyXuZVm4eDdqdIY9Vg+WtLQq0AGiA88fY7Z5yKJXol8MP8jGtob8LT31Ang6rZqHtn1LzoMBLKPgy93jb3njM7n6X1PkFadBsDq7K95IOkhnUDuZvvJbQMSyQNBpTFOB9WgQa0Vwkmj1fDI7n+RUy+EwLfZq3lh+stntXf02cAvzofI5DAKdhcD4OLrxIiLRXq6oYjsRq0SnxuNZU3k7SjCzsWO2FmRHPkhndTvjwNQerSCuuIGLnpqDnk7i3UCGaC1to2cbQWMWtZLmq4FKBrbOfj1UeqK6wkeHcDoS4ebmHKFTwxh5XtLqcioxjvKE/cg4/d2e5NpVPPk0YpBz2nI4+wnIrUn9+nH4pb2vn/cJTDpbjjwNiCBiXcNrAVU/HIInQYndopt/zEw0kzK9K5/m25bRfIp0Al8DOw085yZRQqzKC0cM0cWIgI8CuGW7Q68CbwPNANLgTkWnOdlhECm69+HgHhEVPsg0J3pMBx4GzBfAmTFyrmERSJZqVSyZMkSYmNjdTd5r7zyyhmdmBUrQwWVWkNVU7vRWF/C0ZCx4Z6MvcGTqqZ21h4u5cOteVw8JggPJ1u0WsymN58qEomEN68fz9rDpVQ1tzNvuD/xgW4AbErv/abWw8kWeY9Uch8zaZ42MglaYMmYIBaPHvoOyDKJDC8HL6OxAxX7jQQywIzgGUS5R52ROTR1NLKlZItOIINwpt56Ygv2MnudwzWAp73xXCtbK/ky83PKWkuZ4D+JS2MvG3TbqiVRl5BRexxtl/PtlMBkvB3EjWB6zTGdQAZoV7ezoXA9d4z+26CudS4z74FpVOUk0N7cQdBIf13KceysSI7+kklHs+gf7uzjRMTkUGqL6vn5gd9QdQjBnLkxl84245vgk6nltDd3kLvV1MfgVHss//HiDsrThV9BRUY1ynYVk64fa7Kfs7cT0dPNp1mOWpbAppeMy7QUDe1m97UCKOph3C3gEggNxRC9EGY83vv+EgksfA1mPwtIhBv2QJDbwo3bRRq1RgXhM0Fq5n2u1Zhua7Xi+ubobIUjH0NjCQy7AoJMU/UvLFoQ7tSpiFvwL4HtZvYLBCxtm3UlonZY3bU9EZHy3BdahJDd3LUdDbwHuCGMtN7u53gVIjLc5b5OeY/n24DDXQ9D0oE1wADq5a1Y+ZPoUyT//PPPACxeLGrU7OzsaG1tJTR0MCkcgtraWlasWMHHH3+MXC7noYceQiKREBMTwxNPPIFUKuWtt95i27ZtyOVyHn74YUaOHElxcfEp72vFyp+BXCZlVqIfm4/r2yzNHW55Gml9ayfXv7uX+lZx4/z5rkK0iJYrK5JCLKpPHjBa8HGzY3iIm04gA/i72ZsV+LZyKXcvikfaQySHejuxcnIYX+8VUbNgTwfeWDUebxd7o4jzhYaPo2lGgK/TmemDm1adxrP7njIR5QBymZwbht3IB8feR61V42LrynWJ+ppirVbL0/ueoKRZOJ93i9gr4q4c1FymBCbzwvSXOVCxn0DnIGYEz9Q9JzGTgjeUPb18Y02jRM4+Tlz22kXkbC1AZiMjdnYkdk62pHyeqhPIAHVFDXiGGZvw2bvYoVFrqMgy7jcqkUmIndW/QZ6ioZ2y9Eo8Qt3wDNWfW9HUrhPI3RTuOWFWJPeGqlNN4Eh/JDIJWgOn/rZ6yxYLhyQdzXDofeFcnXg5hBmktJ7YLfocd7YAEpj3IiT/s/dztdXy/+ydd3hUZdqH7ymZSe89IQ0SQggl9NC7omJBVBQRsaKurmV3Lavo2ntb97Ni7woiFhCk9xp6SCAkpPfeZiYz8/3xTp9JJSAJc1/XXJnznnPecybJzJzfeZ7n9+DiLtysFWdQCyqRtF9jPPYfsMbC7G/sQ22/Ub+4CPK2iec7XocbV0Pf6V0/xx5LBUKUpiEittpWtpMArwNjEH2RO8IY4DNgPUJcz+rAPvswC2QQtcTLgUUd2HcV8BpQg0jFfgaYgXVLp7aw7ZHsxMn5SZsiOSsry2q5sbGRPXv2sGDBAkaNGtXpg2k0GpYsWWJK3X7hhRe4//77GT16NEuWLGHdunWEh4eze/dufvjhB4qKirj33ntZtmzZGW87Y4Z9fZ4TJ+eKf1+RTISfO0cLakiJ9uuUq/OfR4pMAhlAZZGS+d3OXIZG+zMlqfsEVk5ZPYs/3k21IVJ1+bAIHrtC9MX928wEHvpqP9WNGpRyKQ9ekkiEnzt9Q7zw8zD3biytacbTVY67Us7fL05kzsg+VNSrSY70Qf4X9ns9XxgeMoJx4ePZVigia4MCBzOlz9Szcqwvj33uUCArpAou73sFCX79GR2WSkF9Pv39+qOUm0trCuoLTALZyM6iHV0WyQCJ/okO3a8HBiaT6D+A45XpALjJ3bg09rIuH6en4hnkwbBrB1mNSR3cUEqaFc/ebw7RXKNCppCRettw5Ao5UpnUKm3bv48P7u34EhQeLmbV0xtoMZSEjFowlJS54j2vcHPB1UtJc535f8grxNPhPI5IX3OCnZ/sR92oQemlMEXJAcKSgqkpqmPnJ/uoyqshakQEoxakID8LGTJ/GZpmWP9vyPwVAgfAzFchoB98MdOcSr3rbfDuAyPuhAmPwYYlBoEMoIeNT4qWTEqb37u6AZbdABkrQeEposhj/n52X8/YB0Wts9G4K76N/raF+80CGUCvFengF6RI/jdCIEPrAhlEX+KuuFMnAnFAOR3ro1zewTFbqhCi2Pg+3gJ8CjwMhAC7EW2dLLNX5IjIM4gbBM7rcSc9gzZF8kMP2bcGUalULFiwgGuuuabTB3vppZeYN28eH3zwAQBHjx41ie2JEyeybds2YmNjGT9+PBKJhPDwcLRaLZWVlWe8rVMkO/krcVfKuXtGQpf2VcrbvmA8UVzbLSJZ3aJj2e5cftydaxLIACv3F3DjuFiiAj0YGOnLigcnkVlUS3SgBz7u1l/GtU0aHv42jbScKlxdZNwzI55rRkfTJ8Cj3RZSLVod20+U06BqYUL/oA61yeqpSCVSHh71KPl1eWh0LWe17ta2jzHA/MQbmdRnMqEeYQAEuAXYpYQD+Lv626Vjg57X9r7CwIBkZsZchFTSPTc9pBIpz457nm0FW6lR1zAufDxB7kHdMndPoam6mRaNFq8g6/fKwFkJnNhwClW9uDANTQoi6aIE+k/rR3lWJb4R3ibzr+TL+nNohbjRIJFKGDZvcLvH3fvNIZNABtj/3WGSL+2Pi5sLMhcZ4+4cyaZ3dtLS3IK7vxtjbu5YFLmhspGt7+1GZ4geq+rUeIV40lTTTEhCIBPuGc0fz26kKk/8jx5eeRyJVEJqbzLz2vCEiKCCMN6qyIQ5X1rXGgPU5sH6x8HVFxqsswHQNIKmwV4k73xLCGQQonr1A5AwG/zPcmu9uKnikb4Clt8E/v2EOHf1sd7OUZ/mzvZu7hU0ICK37SEB7gRqEeLTH0ilY4J5K/AUUA3EIiK9bWV9jkPUH1cblmV0LAKdjVkgG8kEXBFmYYuBTxBtpLSItO+HECZkzcBchHmXEyfnP51uwKhUKnFx6fzF6/Lly/H392fChAkmkWzZ6sTDw4O6ujrq6+vx9TWnehnHz3RbJ056KtOSQ/l6Rw45Fm1jLBkZZy9uusILK4+y6mChw3W1zWbR7OoiY3CUn8PtvtiaTVpOFQDNGi1vrs5g0oAQgr3bNv7T6vTc8+keDuaKL+xALyUf3z6GYJ/ebRgYaeiXfDaZHjWdL9O/MC2PDR/HdYkdqwdzd3HnzsGLef/QezRrm/GQe3Cy+iQnq0+yKX8jRQ2FLEq+tdvOVSFTMCXq7ETUz3e2fbSXo79loNfpiR4ZwfR/TTRFVH0jvLn2f7PJ3pGHq5eSmNGRSKQS5AoZoQOsbySkLhpO1PAIKk9XEzkkFL8ox73RLTGKbyMtai0tKi0ubuK7vt+EGPoMC6e2uA7/aD87067WqM6vNQlkI35RPtzw+JUA1JXWmwSykbx9hb1LJJ9YZb1cng7N9jeurLZPWQR/PGge6zdLGHnZUnrYZkAPZUfPvkgGOPAZrLjZvHxqLdxiYz4VNEDUIR/9XiwrPEW69gVHIdaR1dbQA8uAtxGpzCAMtUYhxOkE4FIH+7UgortGwZsNvGF4tIYXsBRRE90IXIkw1WqPAYA3QsgbOYZItTa2G1yEMPyqQNQ6FyIcr3XYO1t/D3yNkCOXIAy9EhF10U6c/LV0WiSXlZXR1NT5OqJly5YhkUjYsWMH6enpPPzww1RWVprWNzQ04O3tjaenJw0NDVbjXl5eVjXFXdnWiZOeiodSzqd3prLleCk6vR5Vi45vd5xGq9NzfWo0Ke20kuoIzRotaw7bGm8I+oV4khTu43CdLdll1r2dtTo9eRUN7YrkXVnlJoEMUF6n4qe9edw5Lb5Dx+0J7CzcwefHPqVOXcf06JksSLoJqUTKgdI0lh75iMqmCiZGTuLWQbcjl3b6o7lVrkm4Dn/XANJK9xPnE8dlfS/v1P7TomeQGj6O8qYyHthoncq59vSabhXJFypFR0s58stx0/LpPQVkrMti4Cxz9om7r5vVcltEDA4lYnDHfQ8GzOzHtg/3mpZjRkfatYxSeigI6tu5G3LBCYEoPRVWIrxPSrjpubufm10qd0dEfY8ieKAQrkbcAiBqLAy5CQ5+7mD7ZEh9ANyD4MTvYv/RraRQ971I9DI2ovCEPuO69/xbY/9S6+XcrVCeCYE2/6NXfwMpt4ja64TLwCvs3JzfeYEKeBxhqiXBWijHAAmIOmJL1/9jNnMcNDxAOETXAfNstqlBCFJLHHehsCYaeKwD21nihhDfzyPaOoEQ5/9BRI2NUWJ/w6MRIZqN1/urEQZhwxCp2S9bzG1pFrYYuK2T5+bESffS5pXYgw8+aGUIpFKpSE9P59FHH+30gb766ivT8wULFvDUU0/xyiuvsGvXLkaPHs3mzZsZM2YMUVFRvPLKK9x6660UFxej0+nw9/cnKSnpjLZ14qQn4+oiY8Yg88XF5cMiHW6n1+tZtjuPLRmlKORSYoI8GBsf1K6QlksleCjl1DaZI8bebi5cOzqKa0ZH2RlyWR7P8jNiXHwQWzPMqYI+7i4MjGj/ordZY1+j1eRgrKdS0VTBy3teNPUIXnbiB8I8whgXMZ4Xdj9HU4u48fhb9q8EugVydULr5Sw/nVjG8hPLQCJhbvxcruh3VZvHbqtvckdxd3EnyiUaTxdPqlRVpnEvhfMG5JmQu6+AI79lUJ1nH1msKah1sMfZIfmyRNz93MjdV4hflE+HxXh7uLjKmbVkKru/SKOhopH4SbFWc8tcZEy6dwyb/reT5hoVAbF+jLk5pVuOfd4w42WRYl18QAjfyz8CuRKu+kyIxwOfwtEfRDp17DQYb2inNORG8WiLlJuhoUTM4R4kapLdz/ymaYew7aEskdmnWwNIpZ1rRdWreBTYbDMWiIiY3o24BL8DewfotvgVs0jWI8R3ACLCm26xXUd6G3cGNXAUiEREt6diFslG9mCfSr0Ts0AGcc6vI3o772njeJ8BC+m4eZkTJ91PmyJ53jzru1Wurq7ExcXh6dlx0462ePjhh3niiSd4/fXXiYuL46KLLkImkzFixAiuu+46dDodS5Ys6ZZtnTi5EPh6ew7/XWNuo7Mlo4wvtubw4KxErh0T3ep+cpmUu6fH8/Kvx9DphVv1U3MGMTbBcU3oyZI6nl1xhOOFtQyL8ePJOYMI8XHjyhGR1Kta+ONQIYFeriyeFt+hNlXhvm64uchMwljpImV2Su9pD5VRedwkkI0cKT9MmEeYSSCbxiuOcDWORfLBsoN8cvRj0/LSIx/R1zee5MCOpMl1nbTS/fyS9TN+rn7UqGrQoUMukbNw4M1n9bi9meL0UlY9vaHV9dGjHN8IO1vEjYsmblzrnxFdJaR/ILOfbf0GTczoPvQZFk5zrQqPgF7YO9U3GhanQW2hEJZyCx+HmEnicen/garWcUp1e4x/WDzONZOegJwN0FxtPo+unH+vRY+oE7ZlFnCfxfKjhmXHmVz2+CNqgP8DZCDcrOcCI4ATiDrgZOBvXTprM5nABiAUEfF+AGHsJQPuB8oc7DPAwZijLLICw097A0czLYj0bCdO/joker3+zBoo9hLmzJnD8uXL/+rTcOKERlULaaerCPdzIzaoczekFr2/g/RC+whUsLcrKx9qp7UHUFDZSGZxHYOjfAnwtO9xbOTG/9vGyRJzavXY+EBev7FrdYTNai1XvbnZysH7/ov7My81pkvznY+UNJRw59rb0Fl86d+UtJCZMRdzy+qFqHXm1z6v/w3cMMBxf8xvj3/D18e/tBpbkLSQaxKu7dJ5NWoaUcqVbfY9PlWdxYOb7kdn6I8ql8i5ddDtjAlLdWj25cQx9WUNZKzPQiKR0H9aXw4sP8qRXzPstvMIdGfMwhT6TTx7Zm5OLmBOrIZTf0LYMEieJyK9zTWQ9gk0lMKg6yFkUPvzgNgve4Mw7go5uzfqeiYzsY6iArwI2Lp7f2B4WGKbng2ijvgdhEC274duzZt0PZq8G7gXswu3H8LV2ogLoLHZZxrwkoO5CgHbEp84RC2yHpG6/aPhueWc1wH/7MK5O3HSPh3VfN1X+ObEiZMz5mRJHfd8uocag7v0zRPjWGyoy21Wa9FodXi52acfbckoZdfJCrQ6x/e8OtpvNsLfnQh/d2oa1ag0WpQu9uKpWa21EsgAe7Mr+XJrNleOiLRypVa36GhUteDr0XpLirTTlVYCGeBIfhvGNj2QEI8Qbhgw38pA64+cP5jd9woeHP4PPjz8PlWqKsZHTODqhLmtzuOodVKiX1t34x1Tr67ntX2vsK9kL75KX+4YvJjxERMcbruzaKdJIAO06Fto0bU4BXInaKhsZNmDv9NcK2pvj/yWQdIsx/X2iTP6dbtA1rboUNer7eqM20LdqGb3lwcpOlJCcP9ARi9IMTloO+mh7PovrLKIYuZtg1lvwyeToMRQ97rjNVi0BSI70ObT1QcGXHl2zrVX8CiiN7JRbCpwnD7syIHe9rv8XwjTLj3tC2SAI3RdJH+HdZuqKpv1tgIZRETbEbsdjPUz/JQADyKi3hKEA/huRITZ2ZHGyV+PUyQ7cXIe8cmmLJNABuEWfc2oKH5JK+CTzVloWnRMTw7jiSuTcTE4zH6/8zSvrzKb/ihdpKg01mlKC8a1f9HdrNGy6VgJ3+w8zfHCWjyUcu6dmcCVI6wdmF0VMvqHeZNRZI5Yq1t0vLM2kzVHivj0jlSkUgmrDhbyxqp0aptaGBHrz3PXDrFrGQUQ5mvfEiSinb6uPZEGjbU7eUljMXuL9zAuYjyp4WMpaSghwD0AF2nrNVhDg1O4KWkhy08sQ4KEOQlzGRTUeoufRk0j+0v34a3wZlDgYFP9+HcZ37CvRBg1VauqeWv/GwwNSsFTYZ+5EOJhn0LpaMxJ65zcnGMSyCBaPcmVcoLiAyg7YTbccfVWkjitb7ce+/SefDa9s5Om6maC4wOY8chEPAPbbscGsOW93ZzclANA5elq6ssauPSpad16bk7OMbvetl7e96FoGWUUyABaNex9r2Mi2ZaczVBXCP0uBrdeZsDWaYoRJlx9gBzDmBp4EvgcIWL7IVKZxyBqlL9EiMVo4JDNfAqEQzRAPCK1ui1s3aHLEaZb7b/3RUp1W/TFvh65NTdqR+LZdlvjdcEYw8OJk/MDp0h24uQ8oVmj5bhNqrRWp+dQbhXvrTN/Ia45XMSQKF+uHiV6IC7bk2e1j6ZFx9sLRlDXrCGvspGUGD+GtNKyyUhNo5pbP9xFfmWjaaxB1cJLvx7Dw1XO9IGhVgZdT88dzAsrj3IotwrL4HVmUR2H86uJCfTgxZVHUbUIsb43u5JPNp/i/ovto54xQZ4snBDLF1uz0emhf5g31/eiVGsjLlL7GwQKmYLC+gKe2/UMeXV5+Ch8uH/4gwwPGdHqPHMTrmVuB9KrixuK+Nfmf1CtEjWDY8JSeWz04wCcqrG+wFFpVRQ2FJCg6G83z8TISWwv2MaeEhERmBAxkZGhXbiAvoCROcjIcPVUMufVWRQdK6XoSAkubi70HR+NezfeINJqtGx8a4fJPbr0RAW7Pktj2kPtR5hyduVbLeenFVFXVo9XJ0tAnNigaYbMX0Gvg/6zz23fYLlNJoFM0X29jJfNh8Nfi+duAXDLVgjqfJZL76AeuBkhTB2tuw5zNNbo4nyL4QGwDmuRLEW4QRt5HuFKbSmU+yKcr7XAfMxisxERzd4OKBFGYQvbOf8bgW0Id24QqdSjgE0IAX+L4fl7iCizFHgXUZMcbDNXms2yzDCXEyfnP06R7MTJeUCzWstDX+2noMraxCkpwsehy7NlurObjTGWQi5jcLQvrg4uzFtj5f4CK4FsRK+HJ344xI7McpbMMdepRQd68N4to3j+5yOs3F9gtY+7QkZeRaNJIJvPufV+5XdNT2DuqCiqGzXEh3p1+Lx7EhfHzmLt6T9M7tAJfv0ZFjzcJJABatQ1vL3/TT6+6DNk0vb/fn/krOanE8uQSKTMjZ/LNAsH65VZP5sEMsDOoh1kVmWQ4NefIUFDOVxu7rHqo/Ahxts62+BAaRqfH/uUalUNU/tM5ebkW5BL5YR5XEgtXLqH+EmxHP7lOLVF4j3gG+ltMskKSwomLMn2wrJ7aKhotGqvBFCRU0Xu3gLqyxqIGhnRalTZw9+NmkLr9+zxNVmMnD/krJzrBYGqHj4aY24JFdAfbt8NrufIJX7iE7DseiHQQThpx0yCvjMha40Yc/WD0fe1Poe6ASqzRA9kmSHrpeSIWSADNFWItO3LPzSPFeyFvO3gGSbcri1fc1M1rLoXstZC6FC45B0I6EfPZQuOBTLY1/N+AtyA6A9sZBpwD/ADIvp7BxBlsT4W+AYRrd6IEKYTEZf0LQjDsOUI0fohQiCDEL3vAJMRYrc1BiNqhjcDYYj+zDLgaottrgS+MLxOLXASuAz4HeHgbcS27lNrOKfn2ji+EyfnB06R7MTJX8zWjFKeXHaYBpW1+7Gvuwtv3DiMZo0WF5kEjdYcsk2NN38J3Tq5L498e8BUj7xwQmynBDJgd2xbfj9YyKJJcfQJsL6gvn5sDBvTS6htEvtPSQohPtQbdYsOPw+FVa3xmL42LUNsCPJ2Jaidfso9mUC3QP437V12Fu3EXe7OyLBRyKQy8upyrbarUlWRXnmM5MC2zXOOVRzjfwf+a1p+K+1NoryjifdLQK/Xs69kn90+jRpxI2RO/Fzq1PVsK9xCsHsIiwbegkJmjnTXqet4btczqLRCYH2f+R0BboHMir2kS69do9WQU5tNuGcEHi4dSffrXSg9Fcx981Kyd+YikUiIGdMHF2X3fP0216o4te00MqWMuLHRuLia5/UK8cQn3MtK7Oq0elY9I1y15Z/ImP3cDILj7d+bidP7setz6yiQulFtt52TTnD0O+ueyRUZcPgrGHnXuTl+8rUQMhiy10NYCvRJFePzf4fM34RxV+IV4OG4qwHHf4afbhJO3F4RcMMvYh6Vg3ZlzRa+EjvfgtX3m5dlStEKy9jiavX9cMhgSJj1B/xwjXAE77E4yrZwQ4jWUsAyS0NteNg6uy8yPNoiFPueyQ8AO9rYR4/oodyek30EcH0b68uA0zZjOoQIf8pizNF3ekd6ODtx8tfjFMlOnJwjtp8oY8XefNwVMm4cH0u/EC90Oj0v/5ruUKTGBHni467AB3j5+hQ+2phFg6qFq0b0YWKiOfI0oX8wP9w3nn3ZlcSHepEY7qBXZTvMGhLOtztOO+xXbMTRutggT364bwLbT5QT4KlkZJzo0amQS3njxmG8szaT4uompg0MY15q97eX6Wl4Krzs+hUPDxnJ79m/Wo09tvURBvgn8WTqf3B3cdwW51DZAQdjB4n3S+Bg2QGKGgqt1vkqfRkUKOqX5VI5tw66jVsH3eZw7ozK4yaBbCStdH+XRHJmVQbP7HyaGlU1rjJX/j7sAcZFdHcPz/MfF1c5CZPjunXOhopGlj+0ikZDBsrBn44x59VZyA0CXCKRcPG/J7Pj431U5dcSOiCIExvNF6gtKi2HVqQz/Z/CtE2v13Ns9QlyduXhHeqJR4AbDRVibpmLlP7dXC99waGxz9ZB3WA/1hnUDVC0H4KSwL0DZnpBifZp0FIZJNo6ENug08Kvd5kFcV0BrH4AFm2EyDFCfJcYUoQlUhh+u3nfTU9bz6VVwe9/g6SrRWp39jrr9cUHoLHy3PV87nZSEULZ0uByICI9+TvgFYvxaUBH6rfrESnWuxGR2ksRwnsaou4ZRJ1zWwIZRCS7O4wB/XDscm37/3wvIt3bkgvv899Jz8Qpkp04OQccOF3FQ1/tx9hwbVtmGT/+fQJKuYzS2maH+0yyEMKp8UGkxrdydx8I93Mn3K/rPUajAz34+I4xrNyfj1IuIyrQnedWHDHVGw+J8iU+1HFKoI+7gllD7M05EsN9eGfhyC6f04XCouRbkEtl7CzcQWlTqWk8vfIYq3NWMSf+aof79fW1T0eM8xUipqjBvufm+PAJHUrhBojxsb+IKqwvRKvXttkuyhEfH1lKjSHtu1nbzPuH3mVMeGqn57kQ0Wq0DuuZjWSsyzIJZICq3BpyduXTb2KMacw30odZS6YCItXaUiQbj2Hk0M/p7Pxkv2nZP9aP/tP6oW7S0H9qHIFxPVW0nCcMvFYIxkZDKq6bv2i51FVyt8HXs6G5StQbX/EJDLKNLHYT6gaot/lcqTwpfkqlcPNG2POuMDQ/jbUAACAASURBVO4adD1EjRPr9HphBmaLqgYaysA3SrSjqrWIrvrGgmtPNv6SYy2QwVxjfB0QgkiB7gtcBRxFpEhHI9pDGS/NNyPaI7kCNQj3ZxBp1ksNzz8E3kf0Ru5IpocGkb79FdZp0Z1Fjohav2wxJgHutNluuuH83kTUTE8HbseJk56AUyQ7cXIO+PNIMZYdyeuaW9hxspyLB4czpl8AO09W2O2TW3GGEYZOEhfsaWWsFRXgwbqjxYT5uDF7WIRpvKG5hV/TCqhqVHPRoDBig51GPmeCUqbktkF3EO+bwGv7XrFaV9JY3Op+I0NHcVW/Ofx26leQSLii7xWkBAtzl+EhI1BIFab+yxIkTOzTfp9sI94KbyRI0Fu0IcmtO839G+7lufEv4q3oeA1lSYP1a6hWVaNqUVlFyPPqctmUtwkvQ6T9QkzJtqSpppn1b2wjP60I71BPJv1tDOGDQu220zlo+abT6ezGjATE+BGeHELhkRIAJFIJAy8xm7Vlbcmx2r4yu4qZD0/EJ6x3+gScczxD4I59kLZU1AWn3AreEe3v1xpr/iEEMkBLM6z+Owy8RkSGuxtXb4idZh31HTDH/NzNDyY+Zr+fRCJqnLc8bz0eNlwIZICL34L6EijYBX594arPhPDu0QxEiF8jltH7yYYHCJOuRzC3fNoKPAscAB7CvhWULSpEdDoZ4RqdCBxvcw+oAH6h/XTu9rgWIfT/i4gq34u5vZMlwxH1yyAi3f+Huc1TT/87O+nNOEWyEyfngBAf+7qcEEP97X+uHswLPx9l4/FSm33+2jZIg/r4MqiP9d18rU7P4k92c6JY1Dh+vT2H928ZxYCIzqd4O7EmJTgFd7k7jS3mlMyx4W2npS1KvpX5AxYgQYKLzNw6Ktg9mP+MfYZlJ35ErVVzWdxsEv0HdPhc5FI5fq5+VDZXWo2frj3N76d+ZV7iDW3ur9aqOVh2AE8XT8ZFjGdl1s+mdcOCh1sJ5Kzqkzy8+Z8mQf9n7lrenPx2h6PevZFdn6WRnyaidrXF9fz56lbmf3SVXVS5/7S+HPn1OKo68bvzDvUkdnQfu/ksuXjJFE6sP0VdeQNxY6MI6mtO0fUI8KDspPlvLlfInL2RuxvfKJjyn+6Zq8a6swENZaBpAmU33LhUGSKhlnPN/RY2PAFFaRA3HSY90bG5FF4i0t2iAqWht/LUZ83r/WLg9p3QXAtKLyGsezwzsRbJrWV6fY21EP4DuB9YT/sC2RYpImr7C1AJxCEMtYyi+GwwHPjU8Pw4ImLsh4iQexjWbQAiEZHypRb7HkT0f3bi5PzEKZKdODkHXDUikg3HijlWIOq5LhkSTkqMSF30cVfw4vUpPLfiCL+kCafo/mHezBnZ9sVud6Bp0VHZoOqwIE/LqTQJZBD9kZfvzePfTpF8xngrfXhu/It8lf4FeXV5RHlFE+DafnqrpeGWJQMDkxkYmNylc5FKpNw26A5e3/sqLXrrenlb4WxLRVM5D2/+pyl1fExYKvMHLOBg6QHifOOY1986vfSPnNUmgQxwujaHQ+UHTVHxC5Eym8ySpupm6ssb7SK6XkEezH3zUk5uykGmkBE/ORYXt9b7bAO4KOUkzUpwuG7kjUMozSynsaoJqUzC6IUpKD0c/385OQ8YdD1sf9W83H/2mQlkVZ2om978nOiVLJHAqHvhIsMxPALhsnc7N2fBHlj3qMUxqoWLtW8MTHzcOup9rly+zwkbbJZ3At8iIsiWWSG2NwMlCLHrqL+wI5SIFG4jHtibeTUiItPGmyoBwOwOzt9RDiJSrY3fF78DsxCtoUAIaNvX+hPwd8RrcOLk/MMpkp04OQd4urqw9PYx7M6qQCGXmgSyJf++MpkFE2Kpb25hQLi3VV/is8H2zDKeWXGEqgY1fYM9een6FCL9265rLqlpshtTyp3pUt1FoFsgJ6oyqVHXUNJYzJGKQ7w15b+E/gVtl8ZHTCDeN4H7N95Lg0ak/kuQMDFycpv7/XrqF6va6p1FO7iq3xyu6++4VtJFai/qHPWUvpAIGxhM5Wlz+y7PYA+8gh2noHsGejD06oHdclz/KF9u+PBKyk5W4BXiiUc7nwdOzpDGChH59Ym0Hm8og13/NdT33gBxUx3vP+0FcA8SKdChKTDBQbpzR9nygqiXbrHxyNjxmogax1/ctXmL9tuP1RXAxqfAxR3G/bNr8573OPoMexV4A3gRmGIYuwkhYI1lElcA/oafGzDXIc8GcgBz6z5h2PU2ZuOu1nBHpDuvRtQkX2Q4Rlc4CbwF5Bpewz2IVOufMAtkgCyEULbE1vxTjjPd2sn5jFMkO3Fyjnh91XGW78lDq9MzNSmE/1w9GBeDwKxt0vDN9hwKqhqZnBRC0lmOzLZodSaBDJBVWs/bf2Tw8vUpbe63Yl++1bJUAteMtnetfmNVOmsOF+Hp6sLtU/oxc5Czt25H2FG4nRq1uXVKU0sTG/M2Mi+x6+Y+Or2ONaf/4HDZIeJ8+zI77vJWo8+2hHiE8OqkN1hxcjkNmgZmRM8kuZ3odJ3avh+2ozEjl8Zdxsa8DdRpxDaDAgczMKB7RF9PZdSCFDRNLZzek49vpA/j7xyJVHZuLiZlLjJCB5ydvs1OLFj7iBCguhZIuAyu+V44Peu08OkUc6uotI9h/m8QP8t+Dpkcxv9LPM6E0mOwrg2BXXKw6yI5Zopwu9Y7qJXP/K0Xi+SbgTTs3Z+1iOiqUSS7A95ANcLl+grDuBsidToLYdwVgTDsegERtR2CcLsO6eD5eAJz21i/E/gNYeZ1A+DIKFSLMOsyGrh9aTi3xYbztSUCOGWxLEfcDDD+LyxECGwnTs5PnCLZiZNzwN5TFfywy9wPd/2xElLjC5k9TEQQHvhyH0fzhThac7iYx6/UclnKGRi6IITwdztzOXC6kuRIX+alRqM01DRWNaitehgDnCq1deO0J7vM2kxMp4cIP+svx0e+TWNjeqnhOBqW/HiIuGBP+oU4zX/aw83F/kKjXlPP63tfRSaVMTvucpODdUf5Ov0rvs/8FoAtBZvJrjnFP0Z0/KI6wjOCe4be63BdcUMxe4p3E+QexMjQUcgkMqZGTefP3LXoDBfFQW5BDA1u/eZLuGcE/zf9fXYW7cBb4c3I0FFnPYvifEfh7sKU+8f+1afRJXRaHRU5VXgGeeDWi/uenxEFe2DbS+blzF9h34cw5j7I32ndSxm9EMqORHJ3UXqkjZUSiJvRxvp2CEww1DI/CeXHsaqz1bVA1p/Qd3rX5z9vGQX8AGxBRI8tbxLUIlyrPYEPEAIZw8+Xgc8ttrX8vA9FRHG7m+3AfRbLawznkYh1inQOZoFsue9iRIr3GoQLN4g2T48AJUAm4mbAQwiDsb2GuYd042tw4qT7cYpkJ07OAafL7Z2qf9iVy4ZjJQyO8jMJZCO/pRWcsUh++48MvjcI8y0ZZZwub2DJnEEABHm7khDqRaZFffHY+PbbQYyND2TNYbNbcVSAO78dKGRGcijuSjk1jWo22RiQAew7VXnBi+R6dT25dbnE+sTiJrcWwzsLd/Dp0Y+pVlXjq/Sl2tAyKcQ9hFXZv6HRiWjEtoKt/G/aewS5t94OzJb1eX9aLW8t2MK9KX9HKTuzOrDjlek8vvUxUz3x2PBxPDLqMZICknh+/Eusz/0TL4UXl8XNbjdy7aP04aKYLkaqznNKMsrZ+v5uqgtqiRkVyYS7RqFwPzvp5PXlDTRUNBLUL+CcRZ4tqSmq4/en1lFbXI9ULiX1luEkX9q//R0vNModuA8bx1z97Nc5GutOYiaL1GfLPs7eUcKxevzDEH6G/gADrxGPtE+FA7ex13LeNvhiBqQ+ZK577lVEAtcjosErLMbrECnXjsg5y+fkiK9slksQUd5I4B3DTxB10h5Y90KON/yMBpYjbgr4A2MQqdRfI2qh/Q37grXwd+Lk/MUpkp04OQeM6ReIXCahRWu+i55ZXEdmcR3bT5QjkWDVIsqvG8xyVh8qtFpec6SIx69MRioVUboX56XwzpoMskrrSe0XyOLp8Y6mseJflyXhppCz51QFZbXN5FY08sLKo3y7I4dP70ylRad3aMiZ0MEWMukFNTy/8iinSusZ3TeAx69Mxt+z55t67CzawWt7X0GlVeEh9+DR0f9mcJC4i17VXMnLe1+kRSfquRpbGrk4ZhbDgoeTVZPFdxnfmOZp1jazs2gHs/te3uFjeyt8KG8qNy17uHgil5z5R/+Kkz9ZGW5tL9xGfl0+kV6RJAUkkRSQdMbH6OloW3SseXETjZWilv/k5hxcvZSMu6P7+4fv//4we785hF6nxzvUk8ueno5XSPe2Z9NpdRz86Rj5aUX4x/ox/LpBuHqZ3597vz5IbbHISNG16Nj2wR7SfjzCuNtGEDfOvizjgiVuOsjdoMXC46G/wUgpOAmGLoIDn4hlj+Czn5LsGQzzfxfR3uYqGHYbjHacPXJGpNwMydfBR2Og5JB5fPd/YfKTwtm6V/IIMABhXlWGaPPUGhPOyRlZU9jKeD4i0v20YdkNeBKR8l2FiATfZXh+AkgCLnMwj6Oa6eOI9O0Lu7TGyfmNUyQ7cXIOiPB357X5w/hiSzbVjWpOllinNvt7KKioF4LDx92FRZMc32ktqm5i1YFCXORSLh0a3qaADPBUUttkNtLw81CYBDJAuJ8bz183tFOvw9PVhUcvH8gH60/w8SZzrVF2WQMPfLkPjVZPXLAnWRap25MGBDs0KjPtW1rP0k1ZlNU2c7q8gepGETXdfqKct/7I4D9XD+7UOZ6PfHDofVRaFQANLQ0sPfwhb019B4DMqkyTQDZSr6lnTHiqVX2yEb9ORpVuSlrI87ufQ61VIZVIWZh0c7e0V7I9ZwCd3taY5cKmrrjOJJCNFB0zZ1poVC3IXWRIpG2nlzfXqtjz9UHKT1USOSSUYdcOsmoH1VDRaBLIINpG7f/hCJP+NqYbXw3s+fIgB5aLVODCIyVU5VZz2dPmVNm6EvuSjcbKJta9vo3QpGDc/f7atnbnDV5hcONq2PysiKqOWGydTn3lx2KsrlAI6u5o6dQeMZNg0cazfxwXN4SDswU6rXiAaD2l8OglbaCMyIGrDc/vc7B+BCJNeSjCCKs7aUaYiLWVWRKJ2fnaFlsBPRWYiIiG+yFSrJ9E1F67A68Ao9s4VguirnmHYXkYos9yz78Z7qT34RTJTpycI1xkUvqFeuHvoeBU6Ql0FhHXino1f5sRT2ywF/7uCgqqGgnxccXbop1LUXUTC9/bbhK+P+7O5au7x+Lp6tj44t6L+vPodwdQaXS4yCTcf3HiGb8GlUaLRquzinob2Z9TZXo+eUAwob5ujI0PZFTf1tO4VRotf/tsj+kGgS2H86odjvcktDotlc3WLX3KmspMz/v5xiOTyNBaCMz+fiJFdXLkZNbl/snxynQAhgalMCYsVczRWMba02vQo2N61ExCPBwbuAwLGc7HMz8hvTKdOJ84gty7x5Rpdt/L2Vey13TeKcHDiPJ2Rgst8QrxxM3HlaYas2NwcEIgqgY1q55eT8nxclzcXZhw12jiJ8a0Os+617aSf0DUApZmlKNu0FhFoxsqG00C2Uh9mX2Jx5mSte201XLBwWKa61SmaHLcuChKMsrt9tO16Ni+dC81hXX4RnozakEKXkGO3bovGGImQsya1tdHjjp353KuSX0QViw0L6fcAs3V8OXFULAL/OPhqs+hT/fe5PnraUbU49oyBes2TpY0IlK1S4AZiJrejlAPPIGIWvsD/wRaq/1eCOzCum7aiKN95AiBrAdex2xO1oiomf66jfPagFkgA+xH9IbueHaUEyfnCqdI7uFoK6uQKFyQep6DO81OusyfR4p5/IeDpuVIfzfybSJM64+VMq5Fx4cbsgDwUMp566bhJEf6ArDqQKFVZLikppmN6aWt1i6PjQ9i5YOTOF5YS3yo1xmnLX+7I4cP1p+kWaMlNT4QbzcXaptsnTsFxTXNvDgvheoGFe+szcDfXcG81BirSDYIEdyaQAYYEnWWa/HOATKpjLHh49hasMU0NiFyoul5gFsADwx/iE+OLKVWXcuUPlO5NE6kXirlrrw04RUyqo4jk8iI8+lLWul+6jX1fHT4Q2oNkebfT/3G21PfIcDN8Q0Jb6UPo8O694JzSNBQXp/8FjsKtxHsHsKkdlpDXYjIXGRM/9cEtry7i5rCOqJHRjD6pqFseGMbJceFmNQ0atjwxjaihoWj9LQvs1A3akwC2cipHbkmkVyVX0N1fi1eIR7UlZiFcd8JMd3+eryCPayixa5eSqu+zIMuH8DOT9PsBLtEKiFrixDY5VmVVOXWMPfNS7v9/JycZVR1cPIPUHqLCLhnCER3IT146E3g3xdOrobgQZA0F765XAhkgMoTsPxGuO9EL4so5wGOvu/acnj+G2BMTf8G0fKpI5/lSxH1wQAViGjvaERLqc8RAnc+QgSPQLSnetBmjjHAtW0cowWRam1JmaMNLbD3LHE85sTJX49TJPdQ9Go1Vfc/QNPKX0ChwGvxnXj/q7e2Uuj5LNuda7WcX9mEBOvyXYlEz6ebzSnMDaoWlm7M4o0bhwOY2kVZ4iITFxDVDWp2nCwn2FvJsBh/kzuwj7uC0f3aN+Rqj9PlDby5OsO0vC2znNsm98VdKUcqgffWCfFsJMLPnYzCWhZ9sMMUMf9sSza//XMycgtDoQAHwt34e3F1kTH7DM3LzhfuS7mfMI8wMqsySQ4cxJz4q63WT4ycxMTISej1ejtnZ4lEQqL/AFQtzfxj0wNk1WTZzV+nqWNT/ia7eXV6HSWNJQS6BqLTa/k9+zdy6/IYETKCcRHjz/h1xfrEEusTe8bz9GbCk0OYfN9YqvKq6ZMSjtJTaZVyDaDX6Sk4VETcWPtIvFwpw93PjcYq8001H0ON/5Ffj7PtQxGZksgkRKaEIZFIiBsXTeL07jfHGXPzMFY9vYGmmmbkChljFqVweGU61fm1RI2IIG5sFEpPBc21Kqv93P3caKgwm0JVZFdRV1qPV7Dz5m63odNCVTb4RoPsLLTVqcyCpWOhwUbQDLwWrvlOPK8rhqw/wK8vRLfz+RI1TjyM2PZTrsqC5hpw8z3zcz9viEFEYC2FpScws5Xtj2MWyCAivcvomEi2NYdTIUTzU5gjxo8izLiSECnUTyGMuioQ38I7gYcRKdSOcAGmIVKujbTnwj4V0QLLmF2jQES6n0a0jLoO8Ttx4uSvxymSeyiN331P088rxYJKRd1bb+M6YzqKlLb73Dr5a1C6WNeASiUwc1AYqw+JCJFMKmHOiCieWWHdiqOm0RypvXRoOD/uzqXEkLrZN9iTSQNCOFlSx+KPd1PfLKLMFw0O6/Y63pMl9n1uC6ubWHKVcMv2UMp59fd0VBodkf5uLJ7Wj2dWHLFKKa9p0vDdztPMH2cWVceLau3mNe7SrNHy7roTfHhbW/VNPQNXuSsLkha2u11brY+2FmxxKJBNx7Bxq86tzeW5Xc9Q1FCIl8KbMI9QMqsyAViXu5Y7VIu5zBCxdnL22PVZmqmOV+YiZdaSqbj5uKJusM7CCIg11+1X59dw5LcMtBodSRfHM+GuUWx4czvqRg3u/m6k3jIcnVbHnq/N2Sl6rZ7GqiauecuRcU73ENQvgPlLr6Iiuwq5q5xtH+6h8FAJABnrshi/eBQDZsaT9qP5c6zv+Gh0Wh3ZO8wiWeGhwM3H2R6q2yjYC9/Ngdo88AyFud+JdO7uZMfr9gIZ4Oj3MP4RaFHB59NBY8hmGHkPXPpOx+ePnQqHLVyWw4b1MoEMQlS+BryEcLFONDxvTRQ6eo+09b7ZCKwDwhBp2Xss1vkg2jdZplTrES2cjCaLlwEZiIi1kQ3AEazTvPXAbqAAuBMh/tOB4YhWUG0RBnxoOIbOsO/zFuu3AR+3M4cTJ+cGp0juoWgyM+3HMjLaFcl6vZ7Gr7+hecMGXPr3x/Ouxc5U7XPAwgmxpOVUomoRX1ADI3xYd1S0Ugr1ceW5a4YwsI8vqw4VsvdUpWk/y0iqv6eSr+4ey8b0UlxkEiYNCMHVRcZX23JMAhngj0NFLJoYR0xQ9/1dh0b7oZRLTecPwrHbdJ7DIpk8IISS2mbigjyRSiU0NNsbO20/UU5ssCep/QKRSCTUNztO1zbSkd7NFwr1mtZrTCM8I5jUZ4rV2NIjH1LUIExX6tS11Kmtb0iszfnDoUguqC9ALpG3WuPspOM016k4tDLdtKzV6Nj/wxEm3DWa355cZ0pLjhnTxxQdbqxu4qd//YHa0Mf8xKZsrn79Em78eA61xfX49vFBJpfSomqhxeY9Ziu8zwZSmZSjqzLJXH/Kbt3xNSeY89oleAa6k3+wmKB+/gyanUhDZROVp6upKaxD4e7ChMWjkCudlx/dxm93C4EMUF8Mv9wB9xoiibnbRRpz9EQIH971YzS34Q/RXA073jALZIC978KEx8A7vGPzX/JfQA+n/oTQFLikEwK7RzEY65ZLOoQwDQFsbwrEABchanZBtFC6sZV5VwOPWywnItpPrUUI0/sx9zC2PYYljr5zbceeBX42PFcC/wPusNmmEvgCYfw1A+va5gGYHbPvttnvEKJllrNNlJO/Hue3VA/FdcoUGj7+xDygUKAc3376ZP07/6P2xZcAaF61GvXBgwR++UW3nZeupgZN5glcBiYhdXfvtnl7Oikx/vxw3wR2nCzHQyljyY+HTFHW4ppm1qeXMLCPLy/NS+H7nac5Xd7AxMRgpg4MtZrH09XFrga5UW0vRpvU7bsMt2h1bDpeSlFVExMSg4kObN1IJ8BTycvXp/D++pPUNWu4fFgkMweFWW3j5eaCl0V94o3jY/nP8sNW2+zLrmRfdiWzUyL495XJTE0K5cMNWa3WNg/u09siCV1nfMR4vs34mgbDhaibzI2FAxfhpfBiVOgolHLrCEN+XWtupQJPhfVNFLVWzfO7nmV/6T4ApvSZyv3DHjRFt3cV7eTP02vxVnpzdfxcwj07nwp/svoEB0rTiPWJY3jIiE7v39PQqrXoWqzNcFqaNEQMDmX+R1eRt78Q7zAvwpPNNyRyduaZBLJxjpObcxg5fwgBseYafblSTr9JsVZitd+Erhun1ZbUc2DZERqrmkmYHNtqy6bTe/IdCmQApacSiVRC0qwEkmYlmMZ9wry47v8up6awDo8Ad1xcnZceneLYcjj4uWgHNf4R8I+zXm/bd7kiE3Q62PEarP2XeXz2BzD89q6dQ8qtcORb0NuYOwUmQtQE4dRtiV5nLZrbw80Prrbt19ubKAA+RaQyX4pIUy4A7gVyEVHm+7E38HoWYWpVDIwHAlqZ/xeb5ePAEuAhizE9wmV7heH5ZYj0Z0suB35HtGcCiELULBspBlZaLKsQNc6WnTL0CPF70rC8DvgP4nXbYtv2S+pgzImTvwbnN1UPxXXqFHxfepGGzz5H4uGB1/33IY+MbHe/xmXLrZZVGzairahAFtDaB2/HaVq9mqq/3Ye+qQmJjw8BH3+Eckxvc6fsOsE+rlwxPJK9pyqw8bUhz1Cv56GUt9r+qTWuGtGHzcdLTY7TSRHeJIZ7o27R8fmWU6SdriIpwoebJ8bhYRG9eeLHQ2w4JlIl319/grduGsGwNlo1je4XaKpvPnC6ig83nKR/mDcT+gc5TBOeNSQc9PDltmxKaputot2/Hijg9qn9CPZ25eM7xvDTnjxWHyq0M/FaMN5Z72okwC2Q1ya9yeqc39Hr4aKYi4n0av09PzJ0NL9n/2paDnQLotzgqq2UKbk+cb7V9hvzNpgEMsCGvPVMjJzE8JAR7CvZy3O7njGt21u8hw9mfGQnzNtiU/5GXt/7KnpDQv0Vfa/i1kG3dXj/nohHgDsxo/uQs8t8w8IoHj0C3Emc0c9uH1cHachuPo5N9ybeMwbPIHcOrThOi6qFQz+n4+7vzqDZnXOy12q0/PLvtSZH7NO78/EJP8DgK5M4tOIY9WUN9B0fw4S7RlFTZF96AaJ2evi81ss8JBIJvhHeVBfUkvbjERqrmkiYHEf85AvoPa5tAVknL7uOr4TvLbwGDn4GEx6HCY+Ya48TLoMjFimy0ROgYDdsfs56rs3Pdlwk63Sw623I/AUCB8CkJ2DRZjj0JWjVoNeL+ueR94jXNOIuyF5v3j9uOgTEd+619lrUiEhriWF5M8Ioaz1CIINwiH4LuBiRGm1EQtstlYzYmlxKbeYxzvUoorcx2EeuAVKAj4DfDHNeg7VUUGPtpgJCKFuSgVkgG/kdxyL5FkTqtvFz5TqgezowOHFypjhFcg/G48b5eNw4v/0NLZAGBcGJE6Zliadnt0R89Xo9NY8vQd8kzGX0NTXUPPU0wat/P+O5exvJfXzx81BQZREtivBz4//WZpIU6cOkxOA2a1NtKa5usmrJNDDCF4lEwhur0vlpr7g435ddSUFlo6kvcm5Fg0kgA2i0er7ZntOmSDayYm8eL/5yzLR8w9gY7ruov8NtZw0NZ9bQcO75dA/7ss1p5Ho9aA13CiL93blnRgK/pBVY7eumkDEstv3zuZAI9wznluSOCctFybfgInXhQFkasd6xLBy4iAZNPbl1uQwKHIyP0voCqrix2G6OkgYxtjl/s9V4laqKQ+WHGBna8TY1yzN/NAlkgN+yf+GGAfNxk/fu3rnT/jGejD9PUpVfS/SICPoMazv9NHpkJOGDQyk8JH73AbF+JEx1fONMJpdSU1BHi0rcgNJp9ez6PI2EKbEoO+FmX5xeZtcyqqawjq3v7jJ9tmRuOIVnkAf9JsWw+/M0dFrz33LYtcm4uMrJP1CE0kuBf5TjDJAWVQu//HutyYQsP60ImUJG3NioDp9rj6QsHZYvgKJ9EDkG5nwp3J07gqX4BSFQNy4BdS3MNBgqXfaeiMSe3gzqevFzaSpIbMwetZ1Ix9/2Eqx7TDzPXg+Fe+D2XdZmkrcgGQAAIABJREFUW5YMnAvu6yH9J/HahnVAjOv1kLddnGef1I6fW48jDbNANvIH9q7OaoQ7tK247QiLEEZbxrT4+YgUbke0l6E1yPBwRBSQirmNkwSRTr0NGIKor/ZHiHTLrIPWAjH9EZHpXYh+zWfeqtKJk+7CKZIvMLwf/hcVC25CX1sLUinejz6MxK0bLlI1GrQl1l8C2vz8M5+3F+LqIuOdhSP4aGMW5XUq/DwUfLPD3H/0pvGx3D0joY0ZrPl6e47V8s/78/nbzARTzbORjekltGh1yGVSh32OHQx16Hg/7s7lzqn97MzJLBnSx5f92ZWmY0weEEyYr/n/TqPVUWdTn6x04ObtpOMoZUq7SG2AW0CrvYxTw1JZnvkjOsOFjUKqYIRBBAe42V/gBLh2LvtEZ/sf1tF/uB6OXCEjbnw0e748wO4vD5B/sIgRNwzBpZWaXJlcymVPT6M4vQytRkt4cghSWevvhTobcatVa2msbu6USPbwd/wdYPs5UXK8jJHzh3DxE1PY+v4eag1R5bQfj5rqqw8sP8rlz88gpH+Q3XzF6WVWLt0AWVtzer9I/mmhEMgA+Tth5W1w84aO7evVSlnD0e/NItnVGy79H5xcA19eZN7GNjU69YGOn/OR76yXC3ZD9WkRPW6N2Cni0RE0TcLoK2+7WI6ZDDf+AXL7Nmg9H0eR0WCEED1oMRZDx2tx1cCvwGlgAiIleiWixVMYYJ+l0n28Yji28cb28whB7IGIhicjDLyM/ZIDERHjFkT98gbE6/wnEIpIr26th7MTJ38dTpF8gaEcMZzQ3TtR79uHPD4eeUT3tNiRKBS4Xnwxzb+bI8duVzibw7dG3xAvXjBEdWe/utFq3fe7clk8Ld6up7AtB3OrqKhX2V3ISiQitTHU19Wq1jfI29XUfik60IMJ/YPYkiHSb2VSCfPGOL74qW/W8L+1mRw4XUVyH1+7VHHj8Vrj+52n+diitdWgPj48e80Qq22ULjIm9A9m83HznXXbmmcnZ5d4vwQeH7OEX0/9glwqZ078XILdxcXd5X2vYFfRTvLqRGrgrNhLiPPtXFnAnH5X88b+10zLF8fO6vVRZCPrX9tm6nVcnlWJulHDpHtaL0WRSCSEJXUs5bDv+GhKM8pNywGxfvhFdi4S5Rvpg3+0L5Wnrc2ZJBJroRwyQAjf4PhAGsrN4tyyL7KuRcfR3zMdimTPQPuspV7fBkqnE1FYSwp2t759eSakLQWpHIbfAWMfgoxfoNLGrNPHwed1XYH9WP8rICgJYiZBv4vs17eGbzSUWAg4Fw9wcLOsyxz+xiyQAXI2QvoyGHR99x3jvCEWYaJlzAqIQhhwBSIirusR7Y/uQERmO8JjCDdrEEZgzyJStccAHwD/RojuexER2u7EFZiLSLOeiTli3GA4LzUioj0QWIAQ8UrDORlNyPKBY8Cqbj633ouuRUNzbRXu/s509HOFUyRfgEi9vHCdPLnb5/V783Xq4mLRHDiIInUMXnff1f5OTqz6C4O593FbPLnsEH8Y2kd5KK0juPPGxKCQS7n/4kQe+TaN2qYW3BUyHrpkgNV2L1w3lHVHiymsamLSgBDiWrlYfWHlMVNUOrusgfhQL6uLZ+PxLNmfU8kH609S06i2SisHOJxXw77sSrv+zU/OGcSnm0+RXljDiNgA5o+Naff34KR7GRE6khGhI+3GfZW+/Hfq/8isysBL4U1EF0y7pkRNJcwznAOl+4nxiWV06IXhV9CiajEJZCM5u/LaFMmdYdDsRGQuMnJ25uEd5sWwa5Pb38mG6oJaO4Hs5uPKyBuHcGhFOvVlDcSNjybl6oEAqBvUaDU6R1MBIhruCN9IH4bOGcjBFcfQ6/T4R/sy+MoBDrftNUilEDUecreax6Jbac9UlQMfjgSVwYl+34dwzzH42zFRX7z1BWhpBvcgmPmq/f7xl4LSB1QGF2OJDCY+DhFdMMmb9jwU7hPCW6aAi14HZTfe0Ki3L+9wONZreAgRPd6LSFf2QwjiebTfNsmWEswC2cgPCJH8AWA0dc0CTgHf03Hx3RmaEcLYEssU8qOIFHBjlNg2e6IMEQnvuuHghULRga3sfPdRmqvL8YlKYMJD/8UrtJdn4JwHOEWyk25D6uGBz6OP/NWn0aP4/UABdTZtXOalRrcZRT5RXGcSyAANKi0JoV7MGBRGQpgXo/sK8Tksxp+VD07mZEkdsUGeeNg4ysplUi4a3HZ9ZItWZxXdBThZXMfS20ezL6fK6nhGqhvUPPjlfjvxb8nnW7LtRLKHUs49nUgzd3JukUqkJPqfmaBJ9E8k0f/CqjmTKWR4BnlY1fz6Rnh32/wSiYSBsxIYOKvr753mWlvjHQhODESr0RHY15+Bl/Yn6eJ4U9q3V4gnYQODKTpq3zfXxc2F5DaMw0YvTGHgJQk01TQT2Ne/U/4LPZarPhdtmfJ3Cifoyz90vN3hr8wCGaCxDI79CCMXw+QlMPpeKM+A0KHg4sA0zzMYbtkiehqrG2DEYrNALkuH1feLnwmXCZGtaMOPJHgg/P0UFKeBXxx42GcGnBEDr4XNzwjRDyJSPeDqtvfp0XwEvGd4vg1hbvVkF+dSADLMDtQgIrUAW222zUakRXd3NBlE7fQEYEsb21hmQDh6rzs7WLSHTtvCrvceo7laZAzV5GaS9sXLTPxn223S1A21ZPz+OfUluUSOmkGfUTPOxen2Kpwi2YmTv5AdJ8rtxuJD276Atq3dBcgsruOemQl2gtVVISPZoo1Sk7qFjemltGh1TEkKwdNVuKOW16n4als2pbUqZg4KZdKAELQ6PXcs3YVGax0xkkigSaNt1Xk67XRVmwIZ7NtWNWu0vLX6OBvTS4n0d+fBWYkMiOiKeYkTJ+cXEomEiXePZt3rW1HVqfEIcGfsbebIXnF6KcdWn0CulDHo8gGdTpXuDoITAvDr40NVnrmPql6rZ9sHIk345OYcqgtqGX+HOcvgoscmc3DFMarza4kaGYHS3YXG6mZiRkXiEdC2GaRnkAeeQa23nOt1+MXCTWsdr8veAPs/Aldfx+nMSovvAzc/6NNOBkLIILjyE+sxvR6+uRwqDY7De9+FjJ/hhl8hLMXxPCWHhbu1VgMj7+5+kRzQD27ZCrvfEcZdo+8D394cGfvJZvk3w08dwkG6MxkgRtfpbw3LMszO0bHACYttvRBp3SVAE/Z9kc+Ux4AXEcLfvh2ltTP35YiIt5EhdM2k7MJCVVdNU1WZ1VhNXmYrW5vZ9OKdlGceACBnyy+MvvsF4iZdeVbOsbfiFMlOnPyF9A3xYu0Rc4qZRIJV2vPeUxW8ufo4JTXNTE8O44FZiQyJ8sPfU0GlTbuk3VkVdiLZkkZVC7d8uJMcQ0Rr6aYsPr0jFS83F+75dA+nDTWG644W8/y1Q6hp0nCsoNZuHp0eXvrlGN/fN8Hxa+pAjeEVw63van+8MYuf9gqjt6oGNf/6Jo2fHphoqqF2cnapV9fx44kfyK3NZUToSGbFXHJhRPjOEX2GhXPjx1dTV1KPT7iXKSJbfqqSX/691uQUfWpbLte9ezlu3h1vrWWJulHD1vd3ixZOEd6Mv3MkwfGOPxPUjRq2vLeL3D0F+EZ4k3rrcIqOlNJQ0Ui/iTGseXGT1fYZ67JIvWU4Oz7ex8lN2bj7u5G6aDijbhzqcH4nHSB3uzCvMhpsuQeCfzxUGkRO2DAYMKdjczWUwZYXxL6JV8KwW83rqnPMAtlIXSF8c4WIFtu2paotgKXjQG1oy3PkW1h8AIK6OQskfLi9oO+1eGPtcK3D3Nt4DfAlHTftAvgHUPT/7J13fFRV+sa/0zKTSe+dEFIIoXekSBMpCuqKWLGwaxfRdV3svfeGq+vawYaAiIogHek91BRCSG+Tnkyf+f1xkpm5U0JR+dGezyef5Jx7bpnk5t7znPd9nwdYi4goP4tQkL4HkWKdjyDIjyLEtL5HqCX2B94E/ririag7/jtQ5mWbP3AZ4Kpy/m+EmvUaBEE+MXeWcxX+oZGEde5GXeFBR19cH+/zr3Y0lhY4CHI7jqxZeJ4knyDOk+TzOI9TBJvN7pFG3Tc5jMggNTVNRvyUcu66KJ3EcPHy2l6g4/65Ox2R3EXbi4kKVjNjZCqPTOnOv77aJTlWRmwQ324+ymfrCrDa7Fx7QbLEc3n1wUoHQQaoqDewdE8ZPZNCHQS5Hb/sKcNi8V1zWFLb6vXzFOta+Hx9AZ0itJTV6bG4qXzFhmi4f2ImI7tJrSm2u9hDAVQ3GSmsaSEtJsjnNZzHn4cXtjzHPt0+ALZXbqPV3MLUjGn/z1d1dkHppyAsSRo1yV9XKLFSMjabKNpWStexJyaK1o5t83aTt+YIANV5Opa/uI7rPrrcqzr21i93kb+2EICqPB3r3tvMtf91jtUEayQp4ppgNXt/PMj+n3Mc17r85XXc8PHfUAeejYrEpwDZc6UK1K01MOEtUPoL4a70iU4v5GNh3iQo2y5+zv0JfroDwlJh4jtCOVobKY7visZiQZ7dye+hH5wEGcBqhP3fwqiTTQ8+DxiKNMLrCjPwGydGknVI05wtwBfA+4gIcxnCiikHafR2B0Kd+gmk6c92TrxueSmeBLkPojb6cjwphqyt/zxRa6kpp6W6lIi0XihUx35+Dn/gXXZ98RL1xbnE9R5On+v/1eF4VUAwMrkCu82Z1acOcvfSPo9j4TxJPsUw5+TQ9NbbWGt0aK+aSsC0q/6/L+kvhWHdOowbNuLXuzeaiRO8RqfsRiOoVMjkZ2fU0GSx8cT3e1iXU0V4gB/3T+zG2O6x6JqN3D9vB61G8RAzW2x0TxSp0Uv3lPH0wr0ex9p6uIbyej3FulYGpUaw+2gtNjtM7ptIXKg/Ty5w7vPhqnyW7y2nf0o4t45OY/0hz/pBs9VGWICfh4pteICfw8fYG4Z3jfYgyCaLjbs+20a1S32j1k9Bq8n5kL5heGcPggyQGR/MgVJnqmeQRkli2J+x0n0eHcFgMfDa9lccBLkda0vWnCfJpwDaMM+IsX/oyUWRAY8a4RZdK43lTYR6SeF2H9tc00pTVQshcWJhavBNfVn95gZsVjtyhYwhN/Ujd3WBZB+LwUL1YR2Jvb0r0ZcfqKJ4RxnhySF0GZbslaxbTFby1hTQXN1KygVJRHY5h7zRA2M9+0I6QXJblKi+CNY8JYhst7/BkFki3cgdNblOgtwOmwV0OTD/KvhnKVzxJXx3JZhbnWPkStB6SfH2dl0BPjx3bTahUq3yF5Hh8/ABwzG2e7vvWxFp2bXAeKSp0lakPsQgVKXb0a434kXxnCUIherZCFGvDxFK1VOBWYgIdREi2tuRA4E33+0Jbcc5D184sPgjsr9+C7vdhn94DGMe+4TghC4d7hMYncCIf7173OfQhESgCY1AX+t8zicOvvikr/lcxXmSfAphbWmh+tIp2FvFS8q0cSNyrRb/Sy85xp5nJpo//oSGJ5wrz4G330bIE4872naDgboHZ6NfvBh5aCjBjz5CwNVn38T831/vZHO+DoCaJhNPfr+HvslhbMqrcRBkEOu4K/dX0DMplHkbjng9Vk55E7tdVGjvGJvGtMHJaNVKD/9iEGrUR6pbyC6qJ7eiSbJN66dgQu94ooM1XDMk2eHVHBWsZmyPWN745ZBkfLC/krhQf7onhnLn2HSPc+0pqpMQZIDuiSE0GSzklDViB95bnkdieABD3ES7bh+TRlmdns35NcSEaJh9aRYaP9++y+fx5+C73G/ZWrHFoz/8BD2Qz8M3qg/r0NcZiO8Vi9Ltnu56URo5KwscytLJAxNI6tuxmF5HiM6IQHekztHWhKgJivFe/hCdESlRtPYP1UjqhNNGdCYuK5qq3BqiMyIJiNBSX9pA0XbnpFuhkhPR2Xt0IndNAavfdFr8lOyuYNS9F3iM+/XZ1ZRmi5KT3Qv2MempsST08kLSzkYMvEukMte0pVF2n+YkyHY7zJ3g3Fa0HrB79zrWRgoFaqvJc5uxEar2QvoEuOwT+N5FSdlmgex5cMF90n26ToEuF0HBCtFOGAS9p3se29AIn4+G8p2inTEZrvlBKHq7Ql8Hqx4T1lfJF8LoZ8DvHKpJB0TN8bc+tmUBl7r12YDbgfYU2y8Q4l/t4onRCNXotr+RQynbHUMQqdWtbv2LEIT2FZe+uUANIv3bhqgXngP4SrOf2HZd7c+RKOC8OFRHMDbWsffbd7G3ZZDoayvZ+/0chs16/Rh7nhiqD+2QEGSAit3rUfkHoI2IIyy56596vrMV50nyKUTTCy86CHI7Wpf8dPaS5I/+J21//jnBD81G5idSS5o//Qz9woUA2HQ66h/8N+rhw1EmnPwk8XRDk97MlsM6SZ/FJhSqo4PVHuPjQsSqra96UL1JKoi17lA1N18oUrR6JvlWiXQnyADd4oOJbqt9nDUhkyn9E6lqNNA3OZyZn2+TpGDHhGj46u5hBKi9PzKsNjuVDXqP/tToQJbvq6A9Jm0wW3lveY4HSQ7R+vHW9P4YzFbUSvn5ethThJzaQx59WqWW6Vk3/j9czdmHNe9sImflYQACIrRc9tLFEl/g1jo9+npnhCk4NgjZMfzRO8Kg6X1pqdVTtL2UkLggRtw5GIXK+2LT4Bv70lqnp2iHGHvh3UM8rJsCIrSkXOAUU+p9eRYNZU0cXl+If6g/Q//eH/8Q75Hv3d/vl7RzVh1myC390AQ5n3u6wjoHQQawWe3s+ynn3CHJAZFwZ7YgwJpQoSK9/3sI7SwiszUHpeMPfO+DJIfDmOdgxcNgdxNN9AuC6J7iZ7M7UQIaSzz7FCohNFayRQh3dRrmPYK962MnQQbIXQL5v0LGJOm4RTeJbSAi3vo6uPwTz+Od1RgPHELUBmsQnsjdEdHY3gi/ZFfsxEmQQUR6P0YQ24EIAvscMBxhozQC6OXlvOHAf4C7gWaXfjvwspfxv+GMUDcgFLnf8vGZooCvENFuOYLon4gQVy4iYj2Ac0Xl2tBQg80qjcDrayt9jD4+GJvqUKj9Ufo5n8UymWfWTtGmXzmybjEAGROn0//mR455bIvJgNWgRx18bqZqnyfJpxCm/fs9+mQaKVGylJRg2rQZVY/uqLqduN2Ktbyc5s+/wN7cjPbqafj17In+p58xrFmDqls3Am64Hpnak5wdC3a7neZ336N14SIUMTEEP/Rv/Pr6UMVsh1J6e8kUSskKs3nPHreLt2Lev//sIskGsySNGcRcw2y18cpPByT9vTqFMrmf8J8d1yOWPC/E1h0JYc5UqJ5Jodw/IZPP1hfQqDdL0qU1KjkGN1/TaDdxoJSoQFKixAT+UJlUsKuq0eCTIBvNVu76bBv7Sxok/SlRAVx7QWfmby2W9OtcBMd0bbXYQf6qtus8Hz0+lege0YO9NdmOtkah4cOLPiJEc25MWP5K6ArrHAQZROpz9uKDDLvVqRC9+/v96BucJHnvT4foOTkTdZAfZr3lmCrR7tAEqZn42GhsVpvX1GbJ2GA1Ex8/vrHtUKqVjLl/GKPuvcBjn/rSRg4uEzWXWRPSaXbTOcDuufgn9+KnLFeeYwtkCiWkjBZq0m93AX2bPkPfv4NS47RIAkGifWHYg9DjGqg6ANlfCkIdmixqktv9jdMvEWrZ7TZTMoWIXvtC4mDf2+D4vI6tZlEj7YpDi4BzjSTLgfsR6cwyjl3/6+19u6btKwBRe9wdzwi0N3QHHgYeA8eSdQ9gj5ex7s4UNYgI848IVe07EXXH7YgGbjmOa3DH+zjvAW1b+8Q93s8UWM0mynatRSZXENqpK/VFOY5tycO8B8rqCg9SsHohCrU/GeOvQxshXTy0GFrZ+M6/KN2xGqVGS6+rZ9F1kljgjuzal7CULOqOiHmmTK7AanZm+uX+Opeuk24kMNq3NVjur/PY8/UbWAytxPcbydBZr6PS/LEMkJaactRBoSjVHaXxnz44T5JPIfy6d8e8TVo3FHTXnY6f9ct/o/a228EsVpmCH3+UoDvuOO7j21paqJ58GdZy4aHbMu8rAm65mZYP/+sYY9q6jfAP/3PC19765VwaXxZpOZa8PGpu2Evstq3Itb4ncUH3zqT+nw84il0D77oTmQtxVg8din6Jy8tTo8ZvwNlV0xQfpqVXUijZxc60xi5Rgbz60wGqXFKTs+KD+e/fnROSiCDvCxmdIwMoq9djsthICPPntjFpku1XX5DM1Rckc6iskX99tZOaJiP+fgpmje/K60sPYraIv4VcBjeO8Jxw1TYbMVls9EsJl9hT9evsu05w9cFKD4I8fVhn7rwoA7lcxkU9YiW+zhN7x2MwW3ni+2zWHapCpZAxfXgKt43xTOE+22G0GKjW1xAfGI/cy8rvX4UGYwNGq5GpGVdRa9Dxe+l6orUx/KPnrecJ8p8Eb97DroQYQN/oVqdohz2LD3Lot3ysJiuJfeIYN/tC/LTHKd7UhuMlvSc61ts+hVtL2PrlbuqK6x3z70MrDmPzIvxns1ppKG9y1D2HJYaQckEnjmwqAoS4Wa/Lsk74es4KrH/RSZABdn0Co56G9c8L4azwNNHuCCFJ4it9PFw513N7YDTcsh42vS58lAfeCYmDjn1tzVWQ9zMEJYg07PbF7h7XCk9mW5v1jyYUuk6W7qtQich4vUsJUfi596x34nj/33ojIqzbvWxrQaRev3kC5x0PJAObgTScFlTuY6oRUex2pCCNJN8L/IRQ63ZHKyKlvAAR2XavgTUi6p2DgM/d9vsIocJ99sHU2sRvj15DY5nQdAjt1JX08dfRUl1K0qCL6TLaU8G+viiX5Y9dg80sggqF637gkjd+QaV1ZiLlLP2S0h2rAUGYd37xEgn9RxMYk0RDcR4NxS6K9nI5uIh4YbdjbKzzSZJbqkvZ+dkLjrTwsp1ryfnpM3pMvZvCDT9TvmstIUnpZIy/HqXm2Iu5+vpq1r96D7r8bJT+AfS/+VG6jLrimPv9f+M8ST6FCJp1L6btOzDv2wcqFSGPPYqqq7MuoOm11x0EGaDpzbcJnDHDkZ58LBhXrXYQZABMJlq//U4yRv/zz9jq6pCHnVjqhGH1aknbXt+AacdONCOG+9wnYNpVqLKyMG3ahKpXT9SDpavS2huux1JaSuv8+SgiIgl+5CEU4WefaMtr1/fjnWU5/LyrFDtwuKrZY0y52+S5X+dwFHKZJBo8JiuGRy/rgcVmo7LBQGpMEAofqZmZ8cEsuu9CDlc1kxSuJUCjpEdSKN9uPorFaufKgUmkuFk1vbX0EPO3FmG12RnYJYLhGVFkF9fTIzGE2ZN9T1yb9J7iHVq10iHs9ciU7qREBXKwtIF+ncOZOrgT328pYl2bkJjZaueTtQWM7BZD17iOPaLPJmwu28TbO9+kxdJCrDaWx4Y8Safgv94n9NN9H7P48A/Y7Db6xwzgoYEPc0/fe//y855riM2KJjg2kMaKtv93GXQdI1Wv7To2leIdTnXY0IRgh3o0QMnucvYuOUj/q72lUf7/o7Gymd9eWitR6AYwtZgITw6V1DwHxQYy7++LsJptRHeNZOJjo9EEq7noweEUbS+lubqF5EGJknT0cwqGOrcOuyCcg+6ChmKI6eVZ63syiO0FV3x+7HHtqNwLn4wAY9tCaNZVMK1tXhHXB25aDTs+FIrcQ+7z9FM2NIhocjvkSrjIW5rveUghA95DRI4LgP+6bT92ppknMtu+9IB7ZqMGeBBB4r8ECoELEaTaFa3ALmCkl+M/BLTrECwF6oCr29qbEJHsBoRvs3vE+mQ+z+kNi1FPydYVlO1a5yDIAPVFOXSb8ncGzHjc575H1i12EGQAfV01pTvX0Hm4M3OgvsjNK9lup6Ekn8CYJLG/xbm/3SKdp4V0yiA81XfkvmT7SgdBdp4vj0M/f86uL15y9NXk7OLCf7/v8zjt2Dd/Drp8kbVm0bew/X9PkzhgDH6Bp7dP9nmSfAqhiI4metlSzPmHUURGIA+VRmxsLVLyZNfrsVssx02SZSGeBEPm74+93jlRkWk0oDlx9VRlRgYs/82lQ4kq7dh2BX49uuPXo7v365XLCXn4IUIefuiEr+dMQrC/iiCNEt9a0XjU6MaF+vPi1X3435p8dE1G7HbYWVjLx2sPc/e4DEK00nuiWNfC+pxqYkM1XNg1GqVCjkopJzPeeU9o/RQo5XKa9EZqW6QCL3uK6vhm81FHe1uBjn9N6sZr1/c75ucbkxXLR6vzadSLaIK/n4KLezrVbtUqBTdfKI1aH6n2XCg4Ut18zpBki83CnN3v0mIRKakVrRV8uv9jnrzgGJGiP4jcuhwW5S90tHdUbmfZ0WVMSb3sLz3vuQiFUs6UFy9m74+HaK3TkzG6C4l9pCrQqcOSUT6m4PDvRwmMDCA0KVgidgVQVyzN0jidULa3woMgtyNzXBpVuTWU7askvFMoJXvKHZHmqpwadi/az5Cb+iFXyOk8OOkUXvVpin7/EPW87YgfKEgoeFegrtwLqgAI71gV9w9j4+tOggxwYD5U7oOYtgl28nDx5QvrnoMml7pnmwXqC4DRf8nlnl1QIsS5QFg37XDZdjmCaOYAMQiP5OPBOuBxRDTaH5G6HYOoWW6fk97tMt7dFUMGZAOJSC2rqnES5Hb8iCDJduB5BEEGkcIdiLRG+ux6B1mMepY/ejUNxd5tv8x6zzmQK/y0nvaXfgHSvrjewyna+IujrdRoiezat22s51yq+9S7aKksRhsZT9dJN/rUfslb/jU7P3vRoz+uz3ByfvlC0le6YzWGBh2akI7vv4bSw5K21WykuaqE8PMk+Tzc4YtcBky/gcZnn3e0tVf+rcN0Zneohw9HfeEIjOuEd54iKYngRx6i7r5/glGk/gXdfx9y/xOvBQi6+y7Me7Ixrl+PLDCQ4EceRhHn3fbjj8Cu11P/6GPof1yCIiGBkGefRnPhhX/6eU413EktQJ9OoVQ3GemfEs6947vtkvNCAAAgAElEQVSyr7ierYd1ZMQFMSwjigszo+mZFMrlb6zF2Ja6+NXGQuJD/Zk62Blx3H20jnu/2I6pbczorBhevLqP5FxGs5XbP9nqUJ9ec7CKN67vx9AMsepf5F4/CBTpPPvK6/V8tq6AygYDF/eMZVKfBCKC1Hx86xAWbivGYrNzxYAkEsI7vm+HdY3ihx3OiZNMBgdKGxiZGY2/39n/WGo2N9NgkpKf0iYvAjrA4frDKGQKOod0/sPnLW3ytAMpbfZ+Xrvdfl5A7Q8iIFzLkJs7XmhKHphI8kCR8mZsMeGnVWFqda76Jw/wXTP2/43AaO/1aZGp4WRenEbPyUIVt2RPOSW7yyVjGkobve167iLrSrhhGez/TqQnD7rHue3gIpF+7R8Og2bCsvuh6Hexre8MuOzjv+66vIl9eevzBosRtn9w8vufhwveQPgdFwGjEAT1SqAEUAD3AF4UyCWwAS8hCDKIiHIGQhDMG/KAfIT4V23beayIVOm5wGuItGoQhFuNSKluRzsBMgLu9euqtmsuQkSlvUWmz1yUbF3hkyCrg8JIGjK+w/1TL5pGwZqFNFcKTZfo7oOJ7S1djOoy6gpaa8o5+NMnWAytaEIiaSo7gjqjL6ljr+LwqgW0VIn9tRFxdJ14I+rjIKXZ370j7ZDJ6H3N/XQZfSWF65dINin8NCjUnoG3hpLDWIx6wrt0RyaTEd93JNUHnaUD2og4Qs8Ahe2zfzZ6BiHojjtQJCRiXLcOv1690F5z9bF3coFMLifiq3mYNmzE1tyEZuRIZP7+qAcPxrhpE6rMTFSZvqT8O4Y8OJjIb77CWl2NLDDQJ9G2FBbSuugH5KGhaKdeiTzIczWsIzTNed+RIm7Jz6f2tjuI3bENecCZbRdxxYBElu4pcyhGD0mL5I3r+zlSkn/aVcpzPzi9aq+9IJlZEzLZX1LvIMjt2HW0VkKSv95U6CDIAKsPVFJU00KnSOfvbGdhrYc906/Z5Q6SPDgtErVSLjnXiMxoyXiL1cY9n22jtE6oWG/Or0EmkzGxdzxJEQHMmnD899aIrtFcNzSZrzaK6LXdDt9tLqK22cRzV/U+7uOcqTioO4BSrsTSXssHDI4bIhljspp4etOTDmGtQbGDeHjQYyjkJy9u1ie6D2qFGqPVeS8MjpWet8Xcwru73mZz+SZitbHc2eduekf1cT/UefwFUAf4MempMWz/Kht9g4GuY1NJH5Xypxy7KreG3Qv3YzZY6D4xQxK91TcYqCmoJTI1HP/g48s00jcYWPPWJklfbFYUPadk0nlQkqRuOTYzCk2IGkOD874Lig2kuaaFwMgz+9n+pyLtYvHlivxl8K1LzeKBBWB2WcDc9Qn0vgk6H2Mx2WqGog3CKqpks7CL6nUDhBxjEWbAHXBwoVQ1e9FNcNn/hOp1R6g5BCa3iJlcCd1PbG5zHiAivje7tJ9GEGQQxHUOcAne/ZbbYcIzMlzc1u++kF8P3Io02mt1+/kLnCQ5EPhH23WAEOO6ve1nDTAI2Oqy/yi3z3N2wWbxLEOL7NqP6G4DSB07DT9tEDabFbmP97kmOJxJry2hfM96lGotMT2GIPNSbmFo1GHRi+dBc2URv78xiynvrUQTHE5C/9HkLhWR31ZdOT/dN5HozP7E9RlO0pDxqAM99UfsdjumZukCvkwmJ+vyWwHoOW0ma1+8HYtRLHT1vOoeiZiX3W5n03uzOfq7INMRab0Y/ejHZE6+BZvZSNHmZQTGJNH72vuRK05/Cnr6X+E5hNbFi2l46hlsOp1Qp556JahOTLBFJpOhHu58cbUuXETTfz5AHhxE0Kx7T5okt0MRFeVzmzknR+ID3TJvHtFLf0F2Ap/BtHWbpG1vasJ84CDqgQNO7oJPE4Ro/Zh311C2Fejw91OSHiNdPHD3RV6wrZjbx6TTNS7YozY5K0G6EmizeaY7Wt0ktaO8THyjXMTBooM1vDW9P5+vL6DVZOXKgUkM7CJNnzlY1uggyO34bW85E3ufnBr57qPuNXiwan8F1it7+ay1PhvQaGrk9e2vSghy94ge3Jh1s2TcmuLVEuXprRVb2VK+maEJnhNTo9XIvpq9hGsiSAnxTarCNOE8PfQ5vsv5hlZLKxM7T6JfjFQs76uD89hYtgGAspYyntn0NJ+O/4xg9emdFnW2IKZrFJc8Pdaj32qxYbPYUGlO/LXdWqdnyeMrsBjEPVeyu5wpL1xMXFY0RzYXs/K19VjNNhR+Ci7613AJgTbrzeSsKqBF10rq8GQiu4hJeN7aI7TopBHB2qP1rHjldzoPTmTUvUMdgmNWi41Lnh7Ljq/3Ul/WSFNlE3sXH2LfkhyG3TaQ7hMzTvgznTPY5+ata/bM8KG+EFE/6gONZfDZSKjNl/ZvfA3u2CXEvtqRvwwO/wZxfYUwV5cx8I9NsHgGVLUt5OoOwfxpcF+hEObyhfB0IeZlcJZ80Wu6EBBrh7FZqHifARPmU4cdwO8I0axJeJ+ql7m1LQgC3BFJ1gBDkaZF64FhiPvnaQTZBVFD3HFKsJM0W4BfgMa2Y2iBfkjtoJ5HEOiDCAur4xelPROROHgce+e/R6tOZND4BYQw9N5X8Q+PYeenz3N41fco1Vp6XnUPGRNv8HoMhZ+axIEXed3WjupDOyVtfV01zVUlBMenULxlmWSbqamOkm0rKNm2gp2fv8jwf75DfF/nc8PQWMuGN+/D3ZLFtTY5utsApsxZQdXB7YQkphEcL51vVO3f6iDIALr8bPJXfke3yTPoMfVueky9mzMJp+ypZDabeeSRRygtLcVkMnHnnXeSlpbGQw89hEwmIz09nSeffBK5XM57773HmjVrUCqVPPLII/Tq1YujR4/+4bGnM6w1NSIt2iRqRfU/LkGZkUHw/fed9DGbP/ofDU85axx1W6cTvXolqrS0DvYS0eDGl17GUnAEzfiLCZp1r0SVGsBaVYVpy1ZU3buj7CL+SVrmzpP4QFsOHsK4/nfUw4Zia2k5LlEuvwH9MW7Y4GjLAgNRdftjxP50gVIhJzUmiMfm7yG7qJ7YEA2PXt7Dg4w6IBPk9vErevDushwa9GbG94zjqsHJkmFXD0lmY16Ng0hfkB7psHJqR1pMEFcOTGLBNpF60ylCy7VDO0vG9O0cTt8OVKyjgtTIZeDKyWPafJ11zUZCtX4nRG4r3cTK2s9htdlp0psJDTi+WvwzDUcaCjDZpDXhWqUWldtkU2eQ+msD1BhqPPoqWsp5aP1satvGT0yZxJ29fb+IsiKyeGroMz6359RJvVnNNhNzdr/Hw4Mf9bnPefy1OPBrLlu+2I1Zb6bLsE6MuncoSr/jzygo2lHmIMgA2OHIxiLisqLZ9MkOrG32cFaTlU2f7nSQZLvdzs9PrqQyR9x32T8c4JJnLiK+R4zXVHxTi4ieHNlUTEjcPrpNSGfFq+upztMRHBvI6PuGsm3uHurb6qztNjtbPt9F1zFdUPqwmDsnYWgQEVe/ACmBdUCGo8DbLwjSJ3Z8vM1vehJkAL0Odn8OIx8T7S3vwdKZzu1Fv8Ol/4GEgR4TZ5rKoCbHWZvsDX5amPoN/HQnNByFjMkw/g2xzdgEC2+AnCWi5nrCW9Dr+o4/xzmBpYia4XZsAjzrQ2Ec0hrlZETq9LHwLML7eD/Cp7h94XstQmG63Yfbm1d5JsLrGcQ92P73ehzhr+x6DvdF1TCEcNe5AT9tEONfnE/BmkXYLGZSRl5GQGQ8BasXkrf8awBMlgZ2fPY80d0HEdrp5BYKIzP6UH/0kKOtCY10KFYHRMb59GC2mozsmvuKhCTvnvc6VQe2eYyVuUW71UFhJA0aB4Aufy+ttRXE9hyKyj/AsSjgitYaz74zBafsrfTjjz8SGhrKq6++Sl1dHVdccQWZmZncd999DB48mCeeeIKVK1cSHx/P1q1bmT9/PuXl5cycOZMFCxbw4osv/qGx48aNO1Uf9aRgPnDQQZAdfe4+wieIxrfd6gpsNnS3zECmVCEPD8NaXYMqtQvBjz7qqJO222zopt+EpUAo8Zn37we5XELWDatXo/v7raLOWSYj5NlnCLzlZlB4TtoMG36n9p6Z2BsaUI8YQfgH73sIlrkicOY9mI8WYViyBJm/P4G33Yo88OxRO313WQ7ZRWJVvaLBwFMLsln8z5FMH57CM4uc6dZXDerk8Aye0Cue8T3jsNrsKL3YtQzoEsEXd1zAmoOVxIX6M66H91rxBy/NYtqQZOpaTPRIDPF6rI4QG+rPLSNT+XTtYWx2SIrQclGPGK6fs4HDVc3EhGh48m89O7SLcsXFPeP4epNTLEwug5HdYrjk1dU0GSwM7BLB89N6E+x/YtkUpztSQ1I9Up6zIj3F7YbGD2V+zrdY7ILc+Mn9GBJ3gce4hXkLHAQZYOmRX5jc5TISg06uljUzrBu5dVLVzL3V2T5GS6HT6whQBaBRnrg44Hl4R1NlM79/uA172+rU4fVHiewSTp+/eRdE9IbgGM+U5qAY8VxtdcsOcW1X5+kcBBnAZrWz/5dc4nvEkDayM3sWHfCIJjv2zddR+1E91Xni3mysaGbVmxs9vJHNejNmo+U8SQawWmDJbbDnC0GShz0oFKNzfoSK3YBM2DalTRC1vn6BMGy2p6K0K1qqRYq2L7guzm1xmzPs/Bgufl2Q3eQRUO2miPzfAeIa+84Q12M1Q/9bIaqbc0zaeLivQHw212jx7y+JzwXQWiMi1akXd/xZzgl849ZeATyAUIR2xVQEUV0JxCNSnY/nnR4CzEaQ5JvctrkukMYgiHJ7LXEW8C6wBTiCSLPOAnRt1+j+GY6xcHMOQBMSQdZl/5D06Q7v9RhXW7DfK0luqSlj3/w5VOfsJCwli66TplOybSU2s4nUMVMJSUqn97X3Y2jQUbpjNcFxnRl461PIleJ/us8N/2bdK3d6pE87jl9VisWod3gW6/J2ex2n8g9gx2cv0GXU3wjr7Axabf3vExxeOR8AdXA4Fz09l/i+I1Go/bEane+Rwo2/0HnEZCLSTk+Xho5wyt5KEyZMYPx4Z6G6QqFg//79DBokPPouvPBCNmzYQEpKCsOHDxeF3vHxWK1Wamtr//DY050k+/XuhSwgAHuLM5XK7wLPCbEvWMvLQaVCEenyIDV6+nRaC6RpvdbDhzHn5hKzfh0yuRxLQYGDILfDsHy5hCQ3vvyq89h2Ow0vv4I5OxvDuvWgUoJZTOpVvXrR8slnDvJvXL+e+kcfJ3zOuz4/h9zfH3tTE1it2JubaXrjTRTx8QRce81x/y5OZ+SUS8VqdM0mdM1GJvVJoHNUINsO60iPC2JounSiIJPJUCp8R2lTY4JIjTl2/XdyZADJf6AG8NbRaUzpl0B1k5Fu8SE8MG+Hw9KqssHAs4v2sfC+Eccl+HT3uAwiAtVsOVxDZJCa6y5IZsZHWzC3qeVuK9Dx+foCZl58+os7nAgC/YJ4aNAjfLLvf+j0OkYljeay1Ms9xiUEJhIfmEBRk1hICPIL9ko+G4yeL8BGUwNCffTEMTVjGj8WLJb0hft3rFzZZGrihS3PsV+3D3+lPzd3n8HElEkAHKo9xIqjywlQBXBplylEaZ33ttlq5ucjP3GkoYDeUX0Y08kzzfhch66wzkGQHX1HPEsV6ksb2fTxduqKG0jqn8CQW/qhaiOe8T1jyRyXxqEV+WCH+B4xZI4TGUXpo1I4tNwZZUwf6UyfU3iJVrdHsP2DNUx9+xLy1xVis9rY8c1eTC6q+fE9Y9i/VLrY0lTZTN+rerBrvnNBMKlf/HHXQZ/xqD8qiK03tWqAvV/B7k/Fz1arUIZOmwi374SyHUK4q13N2t2P2BWttWBqgtBkUT9cf8T7uKAE6HOzs+3+fFGooD2KdNFLoK+DQz8I32YQ39c9B1vedSpg7/wI7tjjqbrtnk5dLk0TxWqC4o2QeXapHJ841G5tGb6n6le2fZ0MUhGE2fX94Vp68y+kYlu928a7ex8rEeTctV7Z/TOcRztiug8i/zfnQohMriAqU/zeLUY9ub/Oo74oF0NDDZX7NjsyOJrKCyna9Cu0pT7n/jqPfjc/TMb46xnxwDse5wGI6tqXEQ+8R9GWZVRkb6SpTDq3t5oMbHjzPkY+9CHgW3Hb1NxA7tIvObziOy5+4TtCO2XQWHbEQZABjI21HFj8Pwbd9jRKtUZCkk2NtWz54DEmvfYjecu/JnfZPJR+Grr/7U4SB57e7/xTRpID2oSXmpubuffee7nvvvt4+eWXHZPpgIAAmpqaaG5uJtQl0tje76q0ejJjT3fIQ0II/99HND73PNbKSvyvuJzAv8845n52k4nau2di+OUXUCgImH4Doc8/B4D22mtp+fjYqpfWwqNYCgpQpaWhiI31IOtKt/RsW4PbpLy5mdbvnP8s8vh4NKNGooiPx5wtjUDplyzB9tILPgW9rOXlGFeulPS1zJ171pDkQakRFLlEXpIjA4humyBmJYR41BufjogJ8XekWedXSh+q5fV6Wo1WAo6jblKpkHPD8BRuGC4m5buP1jkIcjsOV57+/7sng/4xA+gf03Gd/daKLQ6CDKAz1PDb0eVcmT5VMk6jlIrohWvC6Rp+8iUKB2sPePQdKyo9P/db9usE8dFb9HyU/SFD4oZQo6/h4fX/xtom+rO2ZC0fXPRfB9l/a+cbrC9dB8Dq4lXU6GuY1vW8qI8rYrpFofRTYDE5J6EJvaWpkHa7nWUvrKW+RDybDyzNRa6QMezWgY4xI+8ZQr9pPbAYrYQlOZ8zw28bSEhsEJU51cRkRjkUqQEiOofReXAShVtEmYbKX0Wvy5xRQk2Qmh6XiEWsyNRwNn28g+bqFlJHdKb3FVk0lDWRu9o5MYtMDWfg9b0JjNRSvLOc8ORQel/hEnU8W2FsFuJbBb+BXAXDH4IxXkoeKr1kbFRmQ6ehkHCcuhyrn4L1L4DNDJ3HQOFq6Xa5Esa+BJpgyJoK/mGiv2ynsJ2q3u+YiDNsNijbCI8mBK76BpY9AJvecPt8LnMCU7Mg+yOPkVrb5SKp5RUIQv/3DRB9/FkSZx+mA64LCHaEwvSfrcuiAV5HqGaXIaymbmnbVoVIxXbFBkREuwlY3bb/SARxngZ83TZO6XKccxuGxlpKt63ELzCEhP6jkStVyJQqFH4arCYDMoWSntPuJShWCLFueOuflO1c4/uALrXBdpuVHZ88h0KlJnXMVK/D9y14n73fiaCUTKGk7/TZHFzyCYb6aseYsl3raNVV4BcYgr7WXdRNCqvZyJF1i+l7w4OYWjzdCeqLcshb/jXGRs9F3IbiPFY8cT3VOc57+/c37+OSN34iKDbZY/zpglOa31ReXs7dd9/Nddddx+TJk3n11Vcd21paWggODiYwMJAWF4LW0tJCUFCQpKb4ZMaeCdBcOALN8l+PPdAFrQsWCoIMYLXS8tnn+E+ahHrYUEKefBxll84YVq9F2TmZlk8+BZvN4xiyoCAU8UJ8SR4YSOiLL1D/6GPYm5pQdsskePa/JeMDrr2GxpdfcXbI5WLVuw22sjJav2p7YMpk0lomqxXTrl0+bZ1k/v5CrMzsVAaUB50Zf7/jwV0XZWC02NiUV0NKVCD/nJTpM+qqazKy+kAlgf5KRneLQa06eVXj44HVZuf9Fbn8sruMsAA/7h6XwbCMjlPfBqdG8PNup4BIj8SQ4yLI3pAZH0yoVkW9i/3N4FT3FLNzB3ovNinufWabmc3lUm9KrVKLQnby94pW5ZlpkBCYIGnr9DUszFtAtb6aCxNHUtxULNlusVsobS5jQ+l6B0EGqDXo2FG5nWEJw2k1t7Kh9HfJfiuOLj9Pktuw45tsDvyai8pfRc/LulGyqwx9o5GuY1PpOlZqI9hc0+ogyO1wt1wCCIr2LF1RqBT0udI3Kbn4oQsp2llKi05P50GJaMO8OxvEd4/hyjcmSfqG/mMAdrud0j0VRHQJY9itA5HJZGRNyCBrwjkk1rVtjiDIIMjrumeh+1UQ01M6Lm08bHrd2ZYroctYaCyFDa9AQzEkDoHgJOgxDfZ8KSK7Eekw7N9wYCGsdfFaL1wFAdHQ4jL5jesHwx5wu77/wM93Odvdr4YhsyDJSzZb2gQpSZYppMrXIAj1sTB4lhAC2/2Zs8/YIHyZL//k2PuftXAvL7Ij/Ib/CvHSPgiFaneE47R9akcqwgv5xrbvAN2ATxDkeRQiDXsIJ5vFdDahqeIoyx69GnNbqrM2Io4Bf3+S319z1vzbrRYOLv6IblNmYGys65gg+0DB6gVeSbLFqOfADx9JznV0w8+EdkqnwoUkyxUqFGoNCj8NgTFJDsspEMTabrVIjqvyF++QiNSeBEQl0FLttJWsK9hPXcF+5EqVV3VvV4Lcfk2Vezef1iT5lKlZ1dTUMGPGDB588EGmThV/0KysLLZs2QLAunXrGDBgAP369eP333/HZrNRVlaGzWYjPDz8D489HdC6cBEVgy+grHsPGl58Cbu7EMZJwHL4sEefOV+kzskUCgJvvpnIzz8l9OmnCHn2GWRtEX1ZW52vLDSU0Fdelvgxy6OikMfEgEaDX+/e0hRuIOjemYS98zbaq6aiHjNGQpA94P4Z5XJU6ek+h8tDQwm606l6KPP3J+j+Wb6Pf4ZBq1by6GU9+Olfo3j3pgEeAlvtKKlt5do5G3jtl4M8tWAvd366FYvVc4Hjz8Si7cXM21BIXYuJgqpmHvl2N3Ut0jr50tpWvvz9CL/sLsVotvLPid2Y0i+BuFB/RnaL/kP2TRqVgjdu6E//lHASw7XMGNmFaUNO34fnX43BcUMIU4c52mqFmlFJYyRjbHYbZqv0ZaS3SGtMTxS9InvRN9rp7RvpH8WklEsdbavdymMbHmFJwY9sLt/EK9teIlQt1RkI8QshPSydID/PjJH2PpVC5ZE+7qdQ8+DaB5j64xU8u+lp6o31HvufC8hfV8j2r7NprTPQUNbE7gX7uejBEVz/0RUMuKaXx8KaNlSDf4j0dxmeHMafAZlcRvKARLLGp/skyL6gDvRjzP3DuPzVCdgsNubPXMKPjy6nofzszBDxgKEBtn0gLJTcUZPj2Zc6Di79EKK6Q/wAmPY9hHWBz8eIeuFDi2DFbFh4HTyrhsW3QM5ioVL9fk/42YticFx/QaoBQlPgUi++xWvdotqFa5wEuXgTrHse8pZ6v8Yrv4aEQc59I7tB7xuP+atBoYT+t3v2e1PvPitgR9T0jgYmIwS6vMHbAsOflWG2F3gYUZO8q4NxSuAJhNgWQBowC1iEkyCDqGFuX+jsj6iTPk+QQaRDm11qgVt15ax//R6PcebWJsp2rkWp9kfhd+JlJzarhXWv3s2mOQ9JfJntVitWs3T+ZmptpseVd6FQO5/jmVNmoA4MRSaTMfiO5/APE8rzQXHJDJjhmQ3SXlesr6+h1YcomM1iRqnRIlf5odQEoPT3XeJ3unsln7JI8gcffEBjYyPvv/8+77//PgCPPvoozz33HG+88QZdunRh/PjxKBQKBgwYwNVXX43NZuOJJ54AYPbs2Tz++OMnPfb/G5bCQupm3eeI5Da/NwdVerqwefoD0Fw8juYPPnSSUYUCa2EhlqNHUSZLCUbgzTehvXoa9qYmFNHRWMvLkYeHI1M760dsLS3U3na7qAsGWr/5FkV8PMEP/FNyLO2Vf0N75d+oue7E1ChlISHIo6M7HBM8+99oLpmEJS8P9fDhHdpOna1YtK2YRr2T/BwobWRbgY4L0jv+XRTpWnh20T72ldTTMymUG4en8Gt2OU16M5f1T2RMd2eaZmF1Myv2VVDZaCBc68eBMmkkymixsa+knhFdxd8rp7yR2z/eisEsFkV+3FnKf24ZyCOX+VY3tdrsrDpQwZGqZoamR9EjybdoG4iU8zk3D+xwzLmCQL8gXhv5Jr8W/oLJamJc8sUeac9qhZqxyRexrNCZgaIz6Hhn51vc20+qjG+z27Db7cf0WZbJZDx1wTNk1+yhxdRC/5j+qF3IbF5dLqXNpZJ9GgwNTM+6iXUla4jQRDI96ybUCjUTUy5hTfFqKlpFbdvAmEH0jBQv2S3lmyVkz0/uh97S6kgx31a5lY+yP+TBgbOP91d21qB8v3TyYbfZKT9QRXCs9zIVhUrByJlDWPPOJgyNRqLTI7jgln5ex7rCarai+IszVADWvbeZ0j3iHijfV8XyF9dy1TuXHmOvMxymFvhoEOjc01YRdckpo73vN+A28dWO4s3ej+EevW3xPmGl8yi4bolQow5KEJlf7rC46Ze01xzv/Bh+dBEeGjYbxr3keY3drhCRcqtZRJqVJ+BMENkNatoEo2QK4ct8VuJn4PO2n5uAJxHCVzVABNC5bVs3YDzQbt8TjVNF+o+gBGG71P63Xgt8BXTxMX44wtapFiHiBeAZHRTRYx/3cocoBioRtc5nlzgngM1i8uhzj8q2o3THKhIHjKHH1LvY85XI0pAr/QiM7YTNYqK5sgTsNmRyBX7BoRjrhRiiTOlH7WGnvkPZzjVMfmc5fgHBKP0DUKr9sRici07qwGCiMvszbNYbHF69gMi0XmROcZZ1RmcNYsqclejrqtFGxLL3O89a57rCQyhUftQVHvT5eQAsBpH1NuSuF8lf8R1V+7dItstVarIu+weRGX18HuN0wCkjyY899hiPPea5KjF37lyPvpkzZzJz5kxJX0pKyh8e+/8J0/YdHqnOxq1bj4sk2+127M3NXut41YMGEfb+HFo+/hjzgYPYW1tp/u9HtMydR9RPP6LqKl2lkfv7g79YRVLEeaogmw8cdBBkx7Vv2eoxrh1+vXtjXLvO2aFSiRTrdqVuPz+Jare9rg5rWRnKJKmthf7XX2n59HPw8yPo7jtRDxmCX48OrCXOcli9eR976XPHs4v2sbdYRN+yi+r591e7aL/rthzW8fZ0JYPTItlfUs+dn27DZPEdnVbIZXSNdaa6f7+lyEGQQSWqS5AAACAASURBVNQQ7y2up1cn3xGrFxbvc6Rjf7qugGeu7MW4nt7Vt9tR2aAnr6KJHomhZ60N1PEiShvFDd1uRG/Ro1VpvY65o/ddNBob2eSSdr2i6DfGJV9Mt4gsAH7IX8S3h77GbDMzMWUSM3r8o0NxNZlMRu8o7y+vUHUYMmTYcd6PEdoIrsqYxlUZ0yRjwzRhzBn7Aburdzn2qdZXo5QreWP7aw7lboDJqZNZkCdV4d2vc1PTPcNgajWz/as9VObUENstiv7X9HJ4B3eEqPQI+DVP0hed5ls8rUXXysaPd2BoFBPgyLQIAqN8r97Xlzay6s0NVOfpiOwSxpj7h6EN9ydn5WGMzWbSR3YmNPHP00co3yclcLVH62moaCLEB+k/K3DoB09yG5wI0T1h5BO+xbvcERiLxPLpeCGTixrGFbPh8DK4/hfvBBlEavWap5ztwfeK7xtekY7b+KpI3R77AgS51MUrlN5tqKwWQbj93O5Fsx6+HA9F60U7IkMIlPW6XthNnZVwVw62IRSp2+s3pwHtpW3PA9ciCOogRP3v8cAGzAXWICK6dyCUr2nrc10MsQCr8E2SQZDXGJf2ZOA7wDXa/5+2Y4w6xrVVAD8hElirgXYdm1jgQyDBx35nJlLHTiN/xXdu2ZQ+/o/burIuu5XEAWNpKMknuttA1MFibtWqq6Ambw+HfvoEXZ5Tt8DuRsRNzQ1UZG8gcdA4mqtKJAQZwNhUT+H6JWx6T9xnpdtW0FRxlMF3POc8pt1GY2kBxsZawlPdykGAvd+97TWV2heObviFXlfPYu2Lt2HWNyOTyel1zSwyJk53qGqfzjjvuXCK4Nevn0d9rl//Y6/0m/bsoe6ee7EUFKDo0gX1gP4oUlII+PsMFG2p09opk5EHBqKb7kxxsre20jJ3HqHP+vZD9QZVZldkgYHYm52CTLLgYKzV1V4juoEz78Fy5Aj6n39BHh1N6LPPoExLRf/DYuTh4Zj27EG/cJFjvCIuzlH/3A7j9h3U/uM2x+/GuGEDMevWoEw8d9N2LhuQyI87S2htE+tJjQ5kSNqx63P3l0jTU90p8Mr9FQxOi2TB1mKvBDk8wI8GvZkQrYqZF3clOuTE03/aUd9iYukeZ72y3Q7/XZXPsIwotC52L7/nVDFvYyHYIS0mkIXbS7Da7KhVcl65pi+Dj+Nzn00obCikrKWUXpG9KWo6yls73qCitYKuYZn8e+BsorTSTAyL1UyAlzriGr2w7smvz+OTff9z9C8+/ANpYemMTBx1UtcXGxDLFel/Y2EboY3yj+LK9Kt8jlcpVPgp1Dy/+RkMVgMyZAyLHyEhyADlzRUkBCZS2lzi6Mv8AwJkpwPWzdnM4d9FZLwqt4bWOj1jHxjuc7zZaCHnt3waypvoPCSR4h1lKDVKBl7Xm7BOnlkYhkYjKq2K7MUHaXRJYT6wNJfuEzMIT/aeubH2vc0Oa6aagjpWv70Rs8FCfYkQY8lefIDLX5lAROc/J2XbP9yf5irphK1oW6lEJOycQP/bjy1o5Y6wzqLeeMMreEywlRqwGAQhjukDFe01fzKJyA9HVsH++dD7Bu/nGPUkxPaBog2QNBS6eartA+KYuz8FXY4Q2OoIuz6D5f8CQx10+xtc/rmwkgIh7NVOkEEsJox+9iwmyAA9gR/c+lwFjr5DpCu3k9aTCRLMBdqjf9nAAQQZleHd99hbX0foBLyNIPftsCMi0qM62K8KEQ33ZkVUAXwGPHqC13J6Izwli+H3vcmmOQ8JkS65goyJ08ld9pWE3MoUStIvvtbRDk7oQnCCdOFCGxFLy6alEoLsCw0lh9n+yXMYG2uRyRXYbc7AhlnfzN7570nGH1n7A31u+BfqwFBaa6tY+dQNjrrkqG6eparuBFmmUIIdkoaMp7HsCPWFUuFPpVpDVNe+THl/FdWHdhCSkEpgjDfv99MT50nyKYKySwqhr71Cw4svY29uJmD6DWiv8j2xbEfdrPsdlkzWggJa235ueuNNIr/7BnWb1RXePG+9+BYfC/KgIML/8z71jz+OtagYbDYMS5dSsWoVEZ/8D7vJjGHlKlQZ6QRcfx1yrZbwD/6D3WwGpRJbVRUtX87F1tyMZtJE7BYrht9WYG9qQp6URNh77yJzuy7DsmXS1TajEcPKVQTedBx1TWcZdM1G/FUKUqICmXvXUJbvrSBQo2Rir/jj8jXu3SmMXUc9lQXbER8mJikKufcoYpeYQN66oT8Kucwj0jh1cCd+21fhiCb3SQ6jZwfp0zKZiEi6/m2La1uZ+s56PpgxiE4RAeRXNjH7m92OKLnrtRvNNuasyD3jSbLVZmVX1U6sdiv9YvqjkqtoNDbw6f5POFR7iO4R3bm5+y0E+gUx98AXfJf7LSAEuNQKNXVG8TvJqTvER3v/yyODnZPsrw99xYK87zFbpSvKKrmK/bp9pISkkFcnjUgC5NflnTRJBri5+wwuTp6ATl9DZkQ3VHLv0dE6Qy2f7PuYTWUbMdnENdqx83vZOo9odI/IHkzrejXv7HqbwoYj9IrqzW29zuzUyyObpYJmRzYVdTh+2XNrKM122q5ow/1JHpBA+qgUyTh9o4EVL6+nbF8lmiA1IQmeEdmW2lafJLk6X+fWrpW0LUYrh5bnM+y2P4e0ZE3IYOsX0hrIdp/msxaZl4sIaXs0WRsFfdtUf/OXiUhzeDoMuN0z0rr9v8J3WB0sos7jXoJ+/xC+wlvnCOLZdQqMeR6+ngwVu6ChELKugvIdYKgHvfRvSlMZHSLzMqn9kr4OBt4Nv3rRBCneCM2VEBjjuQ2gsQyW3Aq2toWwA9+DUisEueQKaPIUlTvm9Z3xmIxQqV4EBCAitO5OAjV0HNk9FtyUzClEpEO3R3pHAO2LE4PwtHM6HiTgGRE9FpVYineC3I7qDraduQhP60n6xdfRXF1C+rhrCI5PIefnzyRjtBFxhHfpWM29aPMydn/5SodjAJKHX8qBxR9ha6tFdiXIIGyajI1uzwWZDJlMzC1zfvlcItxVfXD7Mc9pt1rImHgD/W9+lI3vPOhBkuP6CJFeP20QCf1GHfN4pxvOk+RTCJuuVkRoDQZavpyLtaSU0OeeQRHrfTXPrtdjyfOc4AJgNlMz/SbiDx1AJpOhHj4cVd++mHeJiYgsNITAG0+OZGrGjCaq7xIq+vZ3pogbjdTNfghbibMW0bhxIxEfiwiVTKXCrtdTPeVyrCUiEtTy+RdgcUaLbOXlKGI865GVnTt79qV49p3N0JssPDY/mw251ahVcv4xKo3pw1O4+cITe2E+fkUPnl+8nz1H67C4pWdHB6uZOkis4E0b0omV+ysckWoApULG9GEpPsl417hgvrp7KKv2VxIe6MfY7rEdpuyGaP24YkAS32+VEoPaZhPzNhTy8JTubMyt7jCN3F047EyDyWri4fWzyasXE+WkoE68cuFrvLXzTbZXbgOgtLmEFnMLd/S+iwV53zv2bbW00mqRqlkfrnf62ebUHuLrQ/Mk25ODkylrLsNsM/PLkZ9ZXbyK2QMf8kJIPdOoThTxgfHEB8Z3OOa17a+wt2av121ymZxI/yiaTI2M7XQRE1MuQSFX8NZo756PZyKCY4MkqtPBcb7Ti7N/PCghyACttXoOLs/HbLQw9p/OCPSOb/ZS1pbCbGgyYj4sXd0PjNQS38NJYFrr9WDHIbwV3yOG4p1OUhKWHELdUekk1tUjWVdYx8FleciVcrpP6kpIB5/DG3pNyeTwukJ0hWLBJzojkuQB0vTK1no9xTvKCIoOIL7niUa4TkP4BcCtW2HfNyK9uOe1glRmz4OFLhHd/F/hxuXOds4S+MlF0GreJJhVABFpMPSf4qsdS+8TBBkEKT7gtGKUQOkPWcepf2K3w9JZsP0/InKccSnUHIJa57MH/wjQdJBlUJntJMjtyP4C6vLhptXCemrdc87aZ1WAqGs+qyFHqEC3K4uvA1y1XuKAvn/g+C0IRWpXqBE1zSCm+28iiLod8C2g2jGigEuBJS7HzQSeAjIQ0XD3MqljlU15SdU/w2FsqmPZI9MwNogFyYrdvzPuua9RBQRjdrFPCklMpTx7A4a6auL7jUQdJP2/spgMFKyWliH5QnNFkYMgHy+SBo/DL0CU1XkQ6ONEXeEhADqPuJSjG35y9PuHx9DpggkndczTBedJ8imCOT+fxhdedHYYDBiWLqW2oYGo+d963Ufm749f//6YduzwftDmZqwlpSiTEsFkIvT55zDn5mBvacF/0iQUXgSyLKWlgAxFdBSNL7yIfslPKBITCXn8MUn6d+Nzz0tsmABslVIPNcOvyyRp2IY1axwEWZzM7SVpsVB7z0yiF0tTjrRTr6T1+wWYtjprn1sX/eDTJupsxPwtRWzIFaupRrON91fkMjg1gk15NeRVNjE4NYJL+yYgk8korW1FrVIQGaT2OE58mJY5Nw+kutHANe9toMUo/gYqhZx3bxpIoEZE/NJjg/nmnuGsOlBBbbOJYH8VIzKjSY70XcfYfvx2X+PjwQOTMkkI0/D2MmltXkOrCZvNTlldx0rMl/Q5s+uUNpZtcBBkgOKmIlYVrWRnpfR/envlNlotrRK7JBDCXEars47MbrdT1VpFtDaawsZCj/OF+IVy1Ob0VtZb9OTW5XFfv3/yTc7XmKxGLu0ymcFxQ/7Q56pqrWojub6j/EaLwSdBBqGS/cLwl4jSnr3CfCPuGMhvL6/H0GREE6xm+O2DJNvNejPbv8nmwNJcLEbfLgFF2wWhtdvsFO8ulxBcAKvZxpAZ/ak8WI1/qIY+V2ShUCmw2+ysnbOZ3FUF2O12MkZ3YeQ9Q7hgRn/KD1RhMYjng91qJzozkqpDIkVfE6Ima6KwaKovbeSHB391+DTnri7g6jlTPNS0O0JdcQM6lyyRqtwaSrMrSOwj9Amq83Qseew3zG3Xk3lRKiNnerEfOtOgCRGRYlds/1DaLvgNagsgvG1BNO8X6XarERZcB+Nfh5heQmU6rh+EJMKuTzs+f3AidB4taozDUzse247Dy2Hru8527k8w7lXR11AkCG3yhfDDzcLGyhu5TRwixrkrVRdvhNwlgrDfvAa2viciy4NnQei55mRwIfAaQhwrAmGtdLICVgsQBNiAIKQmBEF+AHDP2Eg7yXO44nFgLHAUkUrtaiO1H1FT7YpJwDdAe5AlCRHJrkWIlF30J1zT6YWSbSsdBBnAYmylePMyBsx4nG3/fRKLsZWAqASsZiNrnhfp636BIYx75itHunXR5mVs/fBxzK3H5wagy89GqdZiMXraR/pC0calBMUmk3X5bURl9ufIusWO7D91cDimlkaHQJdcqSI0OZO6wkPYXVw1YnuI+UR835Fc+H/snXV8VGf+/d93PJm4ERcCwYMFdytUKFD3Qp0q7da3Xeluu9Xdtlvbb1uoG9QFKO5OCARLICHE3ZPx+f3xJDNz506ku/ujDcvpK68y1+aO3fuc53M+5zz8BifWfo7WL4D0q+5HrXVPkNQXnaTi8C5CUwYQkfafTAidOZwjyWcItuM+3CkBy/btOC0WJJ3vmbbQN16j+vobseX43h8JTJs3U7P4Lpx1dUjh4UQsWyojyPbychpff4PWn1biKG2TOanVrugme2kp1QsXEb1nF5JBDHzMW330G3mTXr1e5owtBXRdXbDu3UflFVcS+vxzrgqys7VVTq6B1i+WUx8Xh65fPwxzZiNpzz73Q0/kVTTJHjud8Nz3RzhcLKo7a7PLKK1r5UhxPTtPVKOSYObgaPQaNRa7g1Cjjo1Hy1FJEjdMTGF+RgJv3zKG5bsKsNmdXDo6QUGAo4INXDUu+f/r65IkiSvHJvN9ZonrNUoSzB0Rzxtrc/hmn/xzP29INL2jAsgta2RkSjjzR/bsvvQWH3Em9eY64gLjKWx0V9jDDRHEGGMYHD6E7Go3sbyy31V8d/JbVxRSlamKp3c+xbTEGQTrglFLahmx7hPah4NVWbLnM2qNTEuczrREeXyUL1gdVt49+DbbSkSsR7Qxhgi/CGYmzWJkrwxsDhsv7n2e7SXbkJCYmjCd+0YsQSUp1Qc6tZ5e/r0ob/HtuhthiDirCTJA7JBorl16CfUlDYTEBSmcpNe+sIXT+7qWmYYlChOtdS9tdfU4e8I/1I/BF6QxdN4A2fJTu4s4vtYdE5izPo+kjDha6kwuggxQV9TAyKvSGTpvIJZmC8ljEjAEiWv7ic35LoIMYG60cOj7oxgC9UT0CUdv1LH1X7upPV1PYkYcE28fhc5ffj8ryixVtNP++Md1RPYNJ7BXABXHK10EGeDY2pMMv2IIQWejJFsfJH8sqYXbdTsiByr3KdgE744Xyq72Xv6+F4KlQbmtJ4beADO8CYsHLM1w5EuwtQqptn8YnN6q3M5UJ6rZlUfg6xtFFBVA9qcw+QmY/hf59n4hcOHrsOZheUYziFgsgISx4u9/GlPp2vCqK9QhyHY7abEAs4DHAc8x2V7gGCJv+T/1AlAh3K8nAt7962vanttzvBGM6FvegKAdU+m+GVnPRHuesCds5laSJ15E3MhpNFcWY7da+Plxd9ulpameLX+/D3N9NX5hvWgqL1SYb3UFJ07UWj12q7nrjdtw5Nt3yFn5EdbWJnSBIYSnphMUm0y/C2/EabdTemALgbEpRA8RE5dVuVlkfvg8zRVFJIydzYD5t7qOVXMym9KsbTjtNkqztpE4bg6DL11M5bF9bH/lQZxtXglDrriHhDGzKc3aQlBcKjFDJ3aqTPy1cI4knyHYCgt9Ltf06eMiyPaSUuylpWiHpiNpxEejiY8n7J23qZg+Q0FSdWPHoomPp/LyK3DWiUG0s7qaqhtuJOZQFpJKhdPhoOrKq5Wyba9sY0dNDdbDR1CFhVL70CPYS3wM3LwyjwPvXIwqyH3D108Yj37yJMybRc+LFB6Os75ecd6WbdupnDefiC9X4Kipofn9D3w+X9M/XhbHnTyJiE8/8fn+nS0YnxbJqoPuPi2DVu0iyO34ck8h9S3iRuhwws+H5NLMdjz7/RFWHyzluokpPDK3816XMwGVSuL1haP4YmcBlY1mzhsSw+jUcP76TbZ8Own+sGBIt3qvewrGx03k42Mf0+gxmP0ydwVDI4bJSHJFawUNlgaeGPsHfsj7jpKmEsbGjGNs7Di+zpVnrOY35JPfZsQ1MW4SZc1lmO0mLky5iJlJ53Go8pCreh0fEM+0hK7JMYiIqIc2/Y68ejepqrfUc7xWVMT/NP4v1Jvr2F4iJtCcONlQuI6x0WMZFzdecTxJkpiVNJuPjn6gWAdg0PhhdVg77Gc+W6DRqX0aYLXWmbpFkAEaypvY+f5+BUHWGDT0Sotg7KIRPqOc6ouVJKquuAGbVVm1PvDVYa59Z4GiQqwPUCpWMpe7Xcf1gTrMjULil7sxH41ew+Q7x8i2D0vuoDc6t9plIOYNa2v3HVR7FCY/IXKI2yfQxi6B2jxYeS/gFOZeAy5RZit7+Q6Q+6Pv46u04LACksg4traC1oeLrLUV3h4DlW2f5aan4La90OyjP9QQIiq+SG55dzs2Py0ItlonTMQiB8Dnl7gr4pLaHVdljIKU6bD2MSjNFJnLY+4T7tjn8G+iGGU0Uy1ygvwv4O22f0sIafSF/6Xn95r0wQ/fFXEjQqb9v4G4UdMJ7zuU6lz3pPWxH5ZReWwfUx9/G7VWx4G2uCdPNBSJtgZzY8feMjKo1ODRe2w3C3We1hhEwtjZ5K3/Um7i5wNOuw1rqyhiWBrrMNVXMfUxt+Kl7+xrcNisFGz7kabKEhpLTwn36z7pDL7sLtRtkW/1RSfJ/vIN136WpjpOrPmMisO7Qa12EWSAw1//i0PLX3edW9/Z15Bx05Pde81nEOeuTGcIze8uVSxTxccT+veXcJpM1Nx9D6ZVwsBKnZRIxOefuWKStKm9CXvnbZpeex17VSXqmFgMs2ZivP46nDYbjtNyAu6sq8O8YSOGGdOxHjzYcV+zBySDAU1qb6quvxHr/v1dbu9//XUEPfg72TJJpSL8448wb92G7dQpGp76i7L63AZHVTUVU7qXrWfevAVLZia64T1DntFdnK5uprrRzJCEEM4bEkNtk4XvM4sI9texaHJvHvnsgEsuDdBk8v1e+kJmQS2ZBbUsmdOfq8b9ZzK2tdmlvLEmhxaLnQuHx3HPeb88/D3UqOP2GaIH6mhxPUeL6wk16mQ9x8H+OtQqiW/2FrL2cBkxwX4smpJKbOhvPyagI4ToQ3hpyj+4Z/1dmO0mQMiMMyvlvzGbw0pOzXEyokdxRb+rZOt6h/Qmq1JeHW7H7rLdfHz+p5ysP4lR649OreP5yS+SWbEfm9PGyKgMtGrfJLSkqZjPj39OjamaqQnTiPSLlBFkTzhxsqlwAyF6Jdn7+fTPLpJsdVjZWrSF8pYyxsSM67RnuaipkEc3P8TIXhn0Dk5lTMzY3+RM8n8LLbWt5G7KR5Ik+k5LQWPQoNGrO5VZu/ataSXrK2+TH4hLj2bO76d2uF/CyFh2f3QAZ1vfv6SSSMyIY/eHmYpt7RY7O5btY/qSCbLladN7c2zNCWoKxESsSq3CYXcPdtoJcjtyNuQx4vLBsgiqxJFxDLm4P4e+O9bla21HU1Xzf81d+zeFhLGiKpu3Rhh7+YXBG4MFwQRh6LX4INQVCBOuzqALBovHZGq/eXD827YHTji1Ab6/Ay55371Nzk9QtFP0DFe6JztoLBHybb0PRVi7FFofhNK0yQkrrnJnHXualYEgyP0uFhXyjDvgx7vcBP/kamipgpkerWjn8AvRD2EC5qnY8WxVswIfejx2Asv475HkxQhZtwXx3VhM1z3IZz/UGh0z//wRuWs+Y/8yt5qj+sRBjv34PifXfYGpruqXHVSlUkTJxmdMpyRzk6IX2drcQNGunxUEOSQxjdb6apkU3Bu1+UdY8+TVTH38HbR+4jq+5cW7KcncLNuusfQUq04eYt6bGwFoKvdtTNlQkod/mNxnwmG14nkdyV39Cbk/f0b0kLGMWfw3/MOU7aK/Bs6R5DME79Btyd+fXtu2oNJoqJy3AMtet4ucveA0ja+8SuiLL7iW+c2aid8s0bfhaG3FsnMn9pJStH1SUaekYM/Plx3fVii+rKrISJ8/LE+owsMJ/utfkAIClATZQ5btCcv2HT6PJalUGCZPovb773G2dt5v2iE0GgW5dnZAtnsqXl51jM92iKpQXKgfbywaxZXjkrjSg9AuntGXv688SruvVXdykn09j16jYsGof89yf0duJU8sd8cOfLztFEU1LcwfGc++/BoGxAUzfWCvbpEbq83Bko/2sS9fmEME+WnQqMDmEFXkeSPjeGNNLh9uc3+XMwtq+PyeSR26cfcERBujXQS5HU4v7alaUpMS7NukbfHQu3h+z3Pk1Z9EJalweNz0LHYzd6y9lWqTuOFNjJvEhNiJrMz/CYPGQIg+hP5hAxTHtNqtPLHtcVdMVFblgU5jnAAOVGYSF6DsETfb3L/zZ3c9w55y4S3w2bFPmZU0G6PWSLMP2TlAbl0uuXViEu/i1HncMuS2Ts+hp6KltpXP7/oOS7Oo+Oz77CCDLuhH+ryB7F9+yDVW0PhpsLV271onqSQGXZDW6TbhyaGc99gUsr4+TGudibCkEGwWu8LNuh25G/KJHhDFwNluUx+9Ucclf7+AQ98fZd9nh2QybV+wW+z8+Md1XPHaXKS2363T4cTpcCKpJZz27l3HGsuaut6opyIgSmQCA2x70U2QQVSMD31Ct3KR7a3Q9yIIiIHhCwXxdpHkNuSvdf9745/lecjecFhh+M2w5013pTs0VZh3Aax7zPd5tRNkUGZDA6TMgLH3gqlBWQE/9Mk5kvwfQQO8BrwBlCCk1p4TrU6UYZD/zfHUOISJVybCDOx/rbe8Y6jUGvxDlWSvOueAgiAHxvYmvE86pzZ7x4SBf0QsgTHJlB/arlhXk3fYp1mXWu+HpUmuRtQHhXH+C+L6UHJgC6WZmwmO78Ppnasoz94p27Yq5wAn1y2n/0ULqTudoyDI7WipKaeh9BRBMclEDRyNLiBY8bwAdu9sZZUE3mNap4Oyg9vZt/QpJj0oj6r6tXD26Bp/4wi47Vb541tvQaXRYMnOlhHkdtgKCmhduRKrVy+yNTeX8rHjqb7uBiqmTKX+b88S8tzfRKNnO/R6DDMFodbExWG8w8s4RKUCSUIdE0PoG68RnbkP/4vnglqNZpC8H0ry8wN/f8X5qWNiOnytjvp6WlYo3fgko/I4PmGziXNsg3bECHQZyry2norTVc0uggxQXNvKR9tOKba7bEwiK+6bRLyPSqpBq5LFL0UE6tFpfP+c39+S92+f6+qDyqiOTUcruP+j/Xy07RS//yKLV1Yf79ax1h8pcxFkgIZWGxGBBp6+Yij9Y4N4b3O+jCADFNW0cqyks+iIngF/Tcff/WBdMPeOWEK4X7jP9bEBcbw87VUmx02REeR2tBNkgK3FW3huz984WJXF7rJdPLnt99SYlIQoq+KAiyC3o6ixkPiAjnvAa0w1Po240iOHAbCvfJ+LIAM4cLC6YCXN1mYkJHSqzqsLK/N/kpmUnU1Y/49tLoIMYGmxkrkim8Mrj3PxM7OY/fupLPz4Cq7851yC47zli0pEpIax4Pk5JAzv3F0cIHl0PH7BBupLGsnfUci3j64mIKpjg768Nkl3Y0UTez7JYs8nWbTUtnJqZ5FPgtx7QqJiWV1xAwe/E8TJZrax4ZXtZP9wvNsEWa1TkzSqZ/sRdBvBPiYwT6wSEmZP9EoXkmZP2C2Q+wMU74S40RArN4YDRMxUO7a/JF8neUj0/cJg2CKI7A93ZMLkJ2HW83DrLiHXbiiBQ5/6OH/l5y8qim1Q6yFpivi31k84Y3si6H/kc/63UQGsQ+QJd4QU4AXgY2Ah8qG9DuE47Ylr/4vnB8J4bCbnCLISvYaMQ2cMHcUUTAAAIABJREFUli2LH600KosfNZ2Mm58gdsQUxTqbqYXKY0qeoNb54bArr8l+oVGMv+cFYoZNki1PmuBWD8QOm8TIRb+nz6wrmXDf34kaqLx2NFd1rx1o60v3cuiLf6LW6pj+5DKih4yXcxLA3OBVue6kcFd5rGs165nCuUryGULgHXegHTAAy85daIcPx++8WQBIKt9ZxpZ9+6lpq9YGPvg7gu5fAkDjK6/iqHIPbpveeJOARQsJ//B9mpYuQ9LpCLjjdjTx7huPYcwYmt94031wh4PAxx8j8M7FrgqgJSuLmjvvxn7qFOj1YBaDVWeT79l8h8VC/bPPYbz+ejRxYqBmr65GMhgEsbfIZ7ak4GCCHnqQ+ie62XPgcOB3xeXoR47E79JLzioZ5tYcZc9XVaNvcmDQqiny4QA9c3AMT8wfzLGSeiw2B0MSQrA7nDz9TTYrvYhtWb2J69/czls3jcao9/2TL61tYVtuFSfLGxnVO5zpg4Q0Jia4a6nz13sKuWtmGtoOSHo7KhuUr7Gs3kRlg4kjPnonQVxno4J6tsFHaVMpTmfH5ODGQYtkfcMt1hZsDitBeveNtdHSyNbiLb527xRmu5n95fuYmSSuN3annbey3mBNwRrFtkadEX9t9yay/NR+WBwWJsdP5ZK+l/JV7pe8d1jZUtIOJ05XTnJHkCQVEmfP79wTZUcqfC43N1ooO1LJ8MsGA6AP0DFwdl92LO1cZjv+lgwi+/qeVLFb7ZgazBjDxWfZWNlM/g6PlhwnqNQS0QOjfJ5XYJSR5poWvnpgJaa269KRlTmotcrf9/QHJtBncjLLC3+g9rR8Mit/RyFD5w9k9TObKDrgIxcXiBsWzejrhuF0ODE3WTj843FUGhVDFww8+3KUj3wF218U/x7/oJAgb/qzsvcYoGQf3LwDNHo49q2QME/9E3x8vohX8kbFIchfD33niJ7f/PViuSEMLvXw8/AebxgjYcIjwrgr/XrhmG1pgYpsSJ4KKdPcg11JTK57e5PQbz5kvuuuPEtqmPMynFgJDcUiOupfwyFxguiX1hnBXC/k3oZQ4Zx9Dh1gPcIEywaogT/w78mk7weGIYy7RrX9ncOZgM4/kOl/eI8j3/wLS3MDvaddStTA0RTtWUfZQeHvERSfSv8LF+K02dD5KydJLU11Po9tt7TirRKITp/A1MffRpIkogZkcGjF69TmH6HX4HEMXHCrz+Pog0IZdv3D/PzY5XgqRRLHiWiukMQ0YoZNovSA7zFIfWEu9YW5OB120q9awtBrHqDsMe+JGSVCkwcQ3iedE2vlCT8aH6ZnvxbOkeQzCMOUKRimyGeJtAMHoJ8xA/O6dWKBSoU6IQF7gbvS2PjqPwlYtBBVSAiOSq8eBocDa04OhmnTMEzz3eNrr1b2PdiOHpURz9rfPSgIMoDZjBQWhrOm48w06+7dWHfvpumtfxH+ySc0L30X08pVYNATuHgxUlAQzgY38Qm47VasR7vfjwZgmDoV/3kX/6J9fuuoaDDx1lplj/jsdN+V+UCDlmB/rcuwC0R/7z3nCZll/1g3kdKoJf54aTp+eg1f7ZH3qeeWNfLxtnxumy7PRqxsMHHnsj0U1rgjA77eW8TCSY0YtCqKa1t8qmI80SZM6BLTBvbijbU5smMZdWpMPkyE2uF0QkFVM5E9mCg/uf33tNo7bj3w7Bn++OiHrMhZjt1pJ1AbyH0jljA6ZiwqSaWQWncXMUb3d2tr0RZWn1rlc7udJTuwOLpnltRqb0Wv0jMneQ52p51PvPKafaEzp2uAeanzaLY288Xxz6i31DMtYQYDw304/fZAqPVq7Fbfn51aq+LI6lwO/3gcjU5N//P6yHqVJbVEQISRxnL3hGVjRRMxA5UyvpPbCtjy5i7MjRYi+4Yz+7EpqNQSkkpy9SUD6Px0TL13HB/dJCdoKo2KtOm9ydmQ5yLIAKYGM3HDommudn+Pk0bF0XeKiIPLuDqdNc/JB1BB0QHUFTd0SJABSg6VE9XXHSOWOLJnR751iNIDsPxyd3/g8sth5G2w9y3f2wcniQvruPuh/3xheGVu8E2Q26HWiQvxjeug8hiYGyEuw31xbioX0VHtBBqEiVj/+SKKacvTQrr9050i6gmgzxy49idxDL9QiBwMFV7nkL8OFm2Cb28WZN1pF7Lv2S/D6wPcpl3ertmTn4SJj4KubWLu1CbRh933fEHe/+dwECGbrkZEJt3U9ri9UmgH/sm/R5IlYHrb3zmcaYQm92fCkn8AUHFkD9/fMwu7RbRY9J52KaNvewpJpWLLS/dStFs5gd0Z7BYzklpDZL/hhKUOYdCC211je11AMCMXPt6t45za/C3erRQOmwVLSyO5qz7GEBxB/4tvRm8MxhgVR9HutZzesVK2fdHe9aRftYSa/MN0B06Hg6QJFyhIcnBcN+PqzgDOkeTfAMKXviMyh0tLMcyZTc0di2UkGYsFR3MzqpAQ/C+/DPNW+c2m5p778J8/j4BbbnaZfXnCMGsWUkgwzjr3TH/r199QFxREyDNP43Q4sHkRWGdj93LZsFqpvtxDFmYy0/iPlwl56UWaly7DVlyM/7yLCVx8B03L3lPsHvyXp6h/6i+KTGZVRASG6d0z9upJ2JtXjcUuHyyP7RPB1AG9fG6v1ah46MKBPPNtNi0WO72CDbx07QiC/TuWrj580UB+yCzGYpM/z/FSZbX2ieVZMoLcjvd+gUQ7MtDQLUfquDB/nro0nb9+m43J6kCvUfHw3IEMSQhh6cY8xfvSjm05lWT09l01+62jtLmUik6IYVJQMmNjRKxCbm0Onx//zLWu0drI07v+yp3D7ia76hCpIakcr+2etB1AQmJOyvkMihjsWpbf0PHn2mJrIS4gnuImdyyXhKTon26H2WHm8+OfsWTkA1i8ZNKh+lBiAmI5Ui1ulv4afx4Z9Rg/5H3PjtLtOBwOpifOYEbSLA5XHSLUEMaAsIE8uOkBKltFdXPNqZ/568RnGBwxpNuv+beIHcv2YW323QMYEGXEGOHP2ufd1/SqvBpmPjyJ/B2FOB1OIlLD2LlMLj878lMOKpWE0wnJYxLQGjRYTTY2v7YTS9uEWmVuNbs/OsC0+8bTf1YqR1cL11SVRsXQSwZiDPcnLj2a4oNuGac+QMt3j69x9RJ7ove4JJJHxVN4oJSIlFCGLnA75+/9VEneUicmodGplT5PHtDoNXz1u58wNVroPzOV4ZcPPqtUQy6cWCk30HE6RIW4I1iaoCoXVlwBZQdAFwgznwWVRlRgvZE0BZI9JuAj2yJ+qk8IZ2pDMCydKKq6AEhwwWswbCG81h8a2iZV9/4L2Yd1YhXkb4C4UfDOOLnRVzsaikHrD+Ue5oLHvwP/SDdB9oUtz0DBFrj2R/jpbjjQlvmsCxSkO+bsMursHE3AvW3/B3gTCEHEO3miAfH5nIW/kbMUDSX5GILD0RlFhTj7yzdcBBng1JbvGH79w+iMQZTs39jNo8ovqk67jaFX39+t7OHSrG0c/OxlzE11xI2Y4uqFNjco3bR3vfl79MHh1JxwX9/H3/cSSeMvIC5jOqVZW2UZzkGxYtI0asAoJEklc7P2hfC+6USkDSegV6LM9KvPrCu6fB1nCudI8m8AkkaD30Xu2UHjVVdRd8B9w9FPmoQmTsyw+827mNpHHgWT+0fmrKqi+Z13aX7/AyK+XIF+5AjZ8dVhYUR++y1VV16Fo8w9IGr+8CMC77kbdUwMujFjsOza5d7J6UQVGYmj0kccRDdg2rCBqJ/lFSvjDddj3rIF88ZNoNHgN3cu9X/8k7s3QZLQ9O6NbsJ4Am+/DVVg17nLPQ3JkUoZyYS0CB9bujFzcDTj+kZQUttKSqRRQUgdDidf7SlkT141/WKCuGZ8MvNGxrN8l9xpcFwf5ex8Tln3JkOCDBqC/LWoVSqKa1qweVSlCqtbqG22EGrs2tFy5pAYpg7sRX5lM7EhfhgNGhwOJ0aDBkuzbzluio/3rKfAoNYriKaExFX9riY2II6xsePQq0XEztqCtYr9nTh5/cA/XY/jAuKYljCDTYUbKGySqwXUkhqjNoCU4BQW9LmEpKAkwv3k363hUSP4KlfpF9COWUnncazmKEerj2B32mmydm6eVGuuJUQfwqheo2X9yFPip3H9wBvYV76XWnMtY2PGEmoIY8nIB1jCA67trA4rX+YsZ0ep0pDEgYO1BWt6NEkuO1rBwW+OypalLxhARHIYDruDlHEJCoLpsDtprTcz/f4J1Jc2suLeHxTHrS6oY91LQqoXHBvIghfPp6W21UWQ21FTUEd9SQNDLxlE7/FJ1BU3kDgylrxtp9n06g7UOjUp4xKQVBJNlc1U5Ii+MaeXdCSwVwB9Jiej89cy+CJBwEoOl7Nz6T4ay5tlVed25G7KJ2lUPP1n9eHYzycU60H0K7ebiO35OAtjhD/9pv92qgj/NUQozfNo7njyjJYK+OF2QZABLI0iczjjDlH1BVE5HnUnJE4U0m1JEjLtlfdC1XFBqJvLxf8HXelBkAGcULwLAmPcBLl9uTdMdaIX2RdBBjDXwZEVyuVlmYLwWjq4xzjtULARlk2CUo9JIEsjbHseLvPR/3zWIhs3QW7HTmAecmfqufx6BNkM5CP6jntu4sSZQmttBRv/djt1BcdQa/UMu/ZB0s6/DkuzvFjhsFkFaTYGERTfh7pT7vuFf0QsrTXlOB1ek01ebQ/6oDBCk7tWXZnqq9nywl2uDOWcVW4FWOoMJTFtriymubJYtuzk+hUkjb8AgOSJc8nb8CV2qxn/iBhXXnJQbArj73uJ7BWvYzO3EjtiKkV719NaLVcVJYyexcEvXsXa2oQ+KJTg+L4MuPgmYocr+7J/LZwjyWcIjtZWrNmH0ab1RRUsJLLm3btpXroMNBoCbr0F3dChABivvw5VaCgtP/wIZhO6ceNw1NVh2rSJ2vvuV1RdXbBaqV64iIBFC7Hs349+9GgCbr8NSa9HHRkh62UWJ+XA0dKKGpAMXlmYNhuOyko0/fphO+5VvfLhPu0N0w8/UjpqDM7GRgwXXYhh7FjsVZWE/PUvoNUi+fvT8Oxz8uZ9p5Ogxx/Fb86crt7OHouT5Y3Eh/lTUtuCwwlTBkRx8YiujUuMeg19o31PGvzfhhO8t1lUCDcdqyC3vJGnLx+KTqPix8xinE64ZFQCl/hwuI4I0PusJHsjOsSPDxaLmJ+b/m+HrIfYCVz92lbevXUscWGd97TWt1h4f0s+pyqbmJAWySWjEmi12GVRUJ6YPrAXFwzr2pzotwp/rZGEwAROe2QiO3GyrWQbr81w5wlaHVY2F2/q8njFTcWMjh7DFf2u5IaV11Fnls/+vjnjLb7L+5bv875jSEQ6F6fOQ6NyX+aHRg7jzqF3833et6gkNS3WFlflVoWK6tZqHh39OCpJxdU/ym+aEhIDwgZwpMYdRZRfn8ffdj3NAyMfZNWpn9hWso38+jy+OfkVu8p28ufxTzHWOK7D17O5aJNPgtwOv04Mz3oC6oqU6g2HzUnfqSmux2FJypijsCRhyndyawE2i3yAJKmQGWjVlzRydHUuQ+cPJCg6gAYPV2hLi5XPFn8HQJ8pyUxfMoFTu4vY9YE7AqqhrIkrXpvL2hc67nnvN703On93W4C11crqpzd1OLEFUH6simXXfI4x3J+xC4ejD9ATlhTCic2naKpuITw5lL2fyKPNirPKzk6S3O9iYcR1ZLl7WVetE01eRk3WZiG3Hng5xI+FgZe6o5kA7Db4dB40yge1OGxwyEc7hCFU/HlDUrnPLThRSK73/Uu5nSfC+oLGIHfpLt0Ps16EY1+J1xLaG/I3gdNr/FLmQ0Ju7qaS7axBCqLn2PO33ge4FUhAOEcPBi79D5+nFfgZaEG4YHc+Qe/GAeBBRGU7AHga8IyKOw18gMhnngtM/Q/Ps+cj+8s3qSsQCk271cy+956m4theUqbMozbfI85PpaL8yB6SJ1zI6Fv/xNa/L6GluhT/8Bgm3PcS+sAQMj9+keI961y7JE+ai19oFKe3/4QxMpZh1z6EWifG8M2VxZgaagnrPQhJkrBZTNSdOkpgbAqVx/e7CLI3Tu9YScywyZQe8O1i3Q59QDB2q4U1T17jJvSSipaqUtb94TpG3vwkqdMuJXHcHHoNGsPGv91K7uqP8TW5U7jrZ06ud0+wVZ84SHif9O68vWcM50jyGYB51y6qb7oZZ109kp8fof98BU1KClVXXOUivKZVq4natMFVMdaNH0/9n5/CXlKC6ec1NL+7FHtFRccEuQ3OmhoaXxIB5eYNG7EVlxD63N8wrV+vILaq2Bi0qSJ2xrLPt5uco1YpwTBcfDGmr3yYjXjvWyKc8Vo//YzWT4WMtOGFF4n84gu0w4chhSpv0KpwcdG2HDwIKhW6wYMV2/RUrNh9mhd/dM8S+mlVzBocg17r27wNwOl08vqaHL7aW4i/TsPt0/sw14tUr8qSOxBuPFKOyWrnnvP6dZpp7HQ6GZwQLCPJ/WMCOV7aKKsnaFS4Mo4BHp07iAc+2k9Vk/tiW9di5eu9hdzt8XxOpxOnE1Qe0s2HP80k67SQkG3PraLFYuf6iSkMjg8mu0jpYp3aK6BbUu7fKpYf/1xGkNtxurGAOnMdIXpBhposjTR3UbUFQWQDdWKyZG7qxXx4xJ1/anfaeXDzA5Q2i9nafeV7qTXVcPMQuVnHnJTzmZMiDDnKm8u4fc2tONr++z7vWxKDEpmdPIfR0WPYUOjuXxweNYJHRz/OG1mvsbFwg2v5jtLtTIibSEb0aD48+oGrb7q0uYRPjn7MAxkPdvh6Sps6d8+8IOWCLt+T3zLihsWg1qpk/chJo+R9t2nTUig9XE7uxnwhhZ4/gOj+QvXRWqfsZU8el0j+Nvl3av8Xh0ib1ps5T05j57J91Jc0EhQdSOF+9/t7YtMp+kxKpuSQnHw5HU5yN+XLSLA3QuLl7qxV+bWdEmSApkph5GRprmf3R1modSo0Og0jrxzC+FsyqC9tZO+nWbLiZfvkwFkHlQomPS4nyZ1BGwBDroENXkaXBW0D2JoTMP4B+bqaXCVB9kTCBCgU6gMCY2HsEkGy0y6CnHa1giQIfWCsINCj7hQ9w4OuhM1/hVYfPiXhaTDgEnHs3V6xLTnfiUipIVcLZ+v6YvhHArIP3RACEf3c54YkKuZnHWyIvuNegHfvfS/gIUTPcTMwHrgO4VJ9Sdtfd+AAXgW+QpDZO4G2+C4swCKgXVHwDqJK3Z1J6BdxS7+bgOeA79oemxBkvt29eBPwCnIS/b+HxrICxbLCnavxD48mJKm/i0DjcLBv6V9IGDOL8D7pzH1tDS1VZfhHRKNqM9qb/OBrnNr2I+WHdhCWMpDUGZej0mgZdo38GrDj9cfcEVKShD4gBLvVjM3UgkqjJTih48hAu9XM8OsepCYvG3OD+J2nTFmA1j+AnJVCzaA1BjFw/u0U710vq3i3T6rZrWb2v/cMSePOR2Pw5+gPy6jJa1egyFUqGoM/zV6VZbvFRFVuFnEjpnZ4nmca50jyGUD9n/7s6gd2trZS98Qf8L/6Khnhdba2UnPn3YS/+zbqiAhav/kGe4l7gGMvKlIcF/DtNumB1m++IfS5v6GOVJq8GK8SWXq2vHwkP4NvJ2u7HSnAiLPJnXNq+raTXqquYDJTfcutOOrqUBmNSOFhOKvFD9LvoovQDRlM5WVXYNkhnL3106cRvvRdJG3HA7iegp8PyS8IrVYHTyzPoslkZX6G7xzjVQdLXfFQLWY7z3x3mCEJITLZdqhRR1m9h/weeOSzTP50aTrhAXKFwKnKJtYcKiPEqMVfp2FllvycnlgwhJLaVj7elo/Z6mBESihXj0uWGWelxQTx8NwBPPzpAdm+No94l893FPDOxhNY7A4uHZXIPeelUdFgchFkz/fk+okpLMhI8EmSMwuUkzQ9CdnV2T6XR/lFEaRzu1iGGsJIC+1Hjo+eY4PagKktZ3lB30tcUVGXp13Bz6dWycyw2glyOzYVbVSQZE+crDuJw8sd83BVNrOT53B7+mL8Nf5kVx+ib0gaCwctwqAxkBSojPk4XnOMNw68pjAW68yoy+F0uHqWfWFW4nkkBPmKl+k5CIw0cv4fprN/eTY2k41BF6QRP1QYqTnsDhx2Jxqdmmn3jWf8zRmo1BJaP/e1rqZA6Wo6dP4AivaXYPXIU7a22ji+9iStDSZKDpaj1qt9ukM3lDUR2UfZ35+5/FCnhU2tF4EOTQhGo1PLqtxD5vZHZ9RibrJQfqyKyhPuyA+HzYHD5sDaYmPrv/YQGB1A/rbTBEUF0FjZ7JJ3H/35BH2npLicuc8qhKdBwkQo3Nr1tpEDYNJjQpJ89GtoKIJWjwiVskyoPCq2a0dIiohx8kVkDSHCgKsiG5orIPU8t2HW7Jch50fEncMJx76Bi9+BETe79w+Khdv2wv53xOP4cXBqg4hzGnkbaHQw+ColSS7YLP4OLINFmyE4ThDvPa+L9ZIKLnqjrVr9NtQXiEp50sSu36MehSJgMVCKqKjd1PbYE5chqrCtiH7kX4Iy4CRQDHzUtqwFeArhah0PbMNNkAHqga+BuxCf/SEEyR6KsurnPflShiD9GmAvboLcjtXISbIFWAbsAlKB2xFV7J1t+/cHZvh43p6L+FEzKD+0Q7G88uhebGa5es/SVI+1uRF1cDgqlZqAKKWBYfKEC0me0LFp2+bn76R4n3vyGqcTc6N7/OSwWantxFArsn8GwQl9mfvqz+Rv/pbivespP7wTSaUmYexsESfldLLp2dsx1SvNgNthM7XQUl1GUFxvmisKlRtIKsJ6D8RUX0tZ1jbFutBkH60pvyLOkeQzAHuxvFriqKhAHaUkrda9e6m55TYiv/nKN/HVapWVZKcTDHowmVFFhIOkkvURt+cZ6yaMx3DhhZh+/FEs752CJjkZe1U1VVddrXTNbj/Xau+LH2BXmnGoU1LQpCRj3rcPWlqEHbKP7dpfP4gYKVQqQv7+Itq0NHTDh9P82WcuggxgXr8B06rV+M29yOexehI6ijL6v/UnOiTJ2YXyQbLTCdlF9UQE6vlufzE1TWb6xQRxtEQu69yTV8Mrq47z1GVu6cqxknpueWeXi8wG+IiDyi6sY35GApP7u7+fm49V8McvD6JSSVw/IYUxfSIY1yeSlEgj+W3VIn+dmnkjRYV79cFS/rHKbQT3yfZTDIgNYkJaJAat3M26/T0ZlRru00V7UFzPriz1C+2vIIIxxhiWjHgAlSQq5DWmGtYU/Ey/sP5E+EVQ3FhMvaWOBrP4TCfETmJM7FhijTEkBskJqr+247xbgAi/zuV0fUL7Knqme4ekth3bn9uHeg/kYHTMGD488oGMXH+f951iO4DxsR1XE/aV71VMIoyOHk2MMY7ewb2ZnPDb6Uv6TxCXHk1cuohUs5ltWE02TmzOZ9cHmViarfSZnMyUu8eiD1D29PsysTKG+pNxdTo7lsrVP1X5teRtE9ULm8VOUaZ8wkStVZE0Ko7AqAAqcqs59nMuap0a/zA/6gp9R7C1I3/HaWIGRLoIvCFQz7T7J7Dt7T201poIjA6gJLucqLRwRl83nEPfH5ORZG9sfm2nzCm7HQ2ljWR9c4TxN2d0ej49CqZ6+PJayP1JuFTHjQYkSBgHO1/BZx9w3CgR1zT1j+Jv+ZVw+Av3erVOHMsTai1Mfxp+9PrN+kcI2fTyy4Wb9ID58vUlu5XnULgdht4AWR9AxWHoewGkzoQZT7u36ed1T06cIJ5/67NCGu4563J6KxTtFK/5wtdEFbt4N/SZDf5tkzbelfGzCssQBBnEe70MWABEty3LB95CkM/zgGtQEkYnQnZtATKADcAXCLJ7CkFwvVVpDgT5jadD9zyswN1Ae+xcOvAG4DlemQF84/F4Cm76oBzLisp4OzYioqvaieHBtr/5gGdu99XA7zo4x56HvuddQ2NZITkrP5D3DweHEzlgFMd/fM+1LLL/SAzB7snLqpxMTm39gcDoJFJnXI5G33kPeOWxfXKC/G9AUonxiFqn59j3S2W9yM0VRZRmbcFmau20KNeOnx68mJQp84gfNZPTO7zSNJwOWmrKMdUq/Y78QiPxD/NtYvtr4RxJPgPwu3guzR7OzoY5szFefhmt332HZcdO2baWPXuwV1bit2A+jW+8KTPa6hAmIXt1VFWjnzUTy5atOE0mJH9/gh55mObPv8C8azf2slLQ6cBqxZ6XT+2998kykWXQ6RRZx54wXHQh5nXrQZIIuON2gn4nbnDWEyeo/9tz2LIPYS8p7TQwXJy0A8ngh264cOWzlypfr70770EPwC1TU9mVW0mjWT550NDasYQ+wE/5Ex0YG8TiZXvIbTPd6sgM9kixnGA//kWWrNrbZFb2lQ9JkJPSYyX1PPpZpou8Zp6q5aELB7DqYCl6rZoLh8USF+rPeekxxLf1I//zZ2U19HBRPbOGxHD3rDT+seoYdoeTUKOO26f3AQRZ/uMlQ3jpp6M0tNpEYMWgXiycnKI4Vk/Clf2uorK1gu0l24jyi+KmwbcwNtbdo9tkaeSBjUuoMQlCYdQY+V3GQzy180+ubdYVrmFQxCASY8Yqjr+gzyX8Y99LLpI7PGoE2VWHsDqs+Gv8WTToZsU+nlC3ZRN7kmSLvXMZbUJgIrEBcRQ1+Zgl9sC0hBlcnDoPgCPVR6gz1TIsargri7napCRRCYFJ3DhoYafH7WmoyqshZ0MeVSdrqMipwmF3yoyxcjfmE9E7jNRJSRgC9ag92i/S5w2gJLvctX3qxCQCIo30n9WXwz/luPqP/YINaA3Ka0VoYggBkf6o1Kq2nmUh1Z942yjGLRqBpJL4+dnNCpKcMi6B/J2FrnH1sZ9PYLfYmX6/e9Kj9/hEUsYmsPHV7eRsyAegOr+W/B2FzHlyGg1ljeRtK0Bn1GHyykj3RZC3HWWYAAAgAElEQVS7s65HYuOfIVdMTtNc7jbsKjsA85dBda5whm6v5oamCjLrial/EkSzsUTkEE//q5tcApxcC98uEhVnb7RUiT8QMUv3HJf3MseNkfchg5Bmf30jZLeZZ+38B8xbCsMXdf5aJz8OEx6G726BrPfl6ySPtpnwPuLvrMdBoAI3QW6HA/gcIVUei5Avt2eWH25bfz2C4JYjSPGjiKorCLm2L2m9d2FChajWLgPSgERE/zBAIMIYbB1ugtx+zqvb1oFw1B7eduzTwCDgNo/t04DLgfZWgt4IwlsI7AdeaHudnjiJkGR74kvgHqBrA9CegJqT2Zz4+RMFqSzN3Ezlsf34hfXC2tJIeJ90xt/nniw4te0Hdrz6kOvxoRWvcdHLqzAEhXX4XC01nZgAdhPGiBhKMjfTUJKnMOsCsLUqvWuCE9OITBvOyfUrZOZiToedvA1foVJrMPZKoLncPVbQGYN9EmTgN1dFhnMk+Ywg+A9Poo6MxLx9B9qh6QTeew+Snx+RK5ZTMW8+1r3uC5QUEoIqKAhJryfk+WepuWGh+0Bd9CMDmLdsIXLDesxr16HPyKB60SIcZZ38gHwRZOiUIKsT4jGtWw+tbYOZtouA0+mk5qZbsJ082eV5uqDRoMvIwGm10vDCi7R++51MQi75+WGYM7v7x/uNwmZ3oJIkjAatgiQPT3b3Zh8uquPHAyUEGrRcNjqBzHy53FinUVHeYHIRZOh4Ym94kvuiml1UR0lt54PP0anhpPaSm4NtOV4pq+7aHU6e++GI6zmPlzbwr5tGuwiyxeagyofT7Z68aq7851Zmp8fw9ZLJFNe2MDAuWNaPPTs9ltnpsTjanlDlI4amp8Ff68/Dox7F4XSgklRsKtrIK/tfJjW4N7NTzmd7yXYXQQZotjWzukCZY3yi7gQzk2Yplk9NmEaMMYbMikySg5IZEzOWRksDBQ0FpIb0cRHSjpBfn6+QW+fVd/37DdIHKc1YPZAQkEiQLpDFa2/DZDdRYxIS0BB9CM9NfpEYYwzJQckygq6SVEyMm9Tlc/ckVJ6o5ptHVuOwdT5ZuP+LQ+xYug9DsJ4pd40leYxQliRmxHHp3y+gYE8RQTGB9B4v5Oc6fy2XvHQ+uZtO4bDZ6TM5hbKjlRxfJ//s6orrWfDiHLQ+VCPtZLz3hEQKdrvJVfTAKGY+NIm3L/1Etr3nNu2QVBKn98mVUqYGM6uf3sC171zC9PsnIKkk9n6aRfYPx1Fr1YQmBlOc1fHEZ98pyZ28Uz0MTqeoIPuC3QxFu4TcGKA2X5DguDGg9vq8IgfAffnCkTokBYI9fCnsVvj6eqXRV0fPeWIVZNzuXhbWGxZ8AOseh9ZaIZ9Ou0gQXU/sfq1rkgzi3McuEY7X1rY2rZTpED+m633PKvwZ+L7t397XYX/crtW++tRfQUih2wmtH0KG3Y5Oes8BQY4j256nbYKGPATZvQZx8S5FxE758vz4BkGso4BjuKvAVwO+Kv4RCHJrBZKB9Qji31nV0XuSXs3ZJLc+uX45DpvvMbuttQlbq7iBlmfvpL7wBIZBo6ktOM6+pU/LtrU2N7L5ucWc9/Tnvg4FQES/ET5bLyWVmqhBY8DpwNLcQO2po+B0ogsIISx1MGUHt4PTQUB0IlW5WZxc103PhDakTruU8uydSvftNpxY+4Vi2dBrH+DY90tpLJX3bPuFRjH06vt/0fOfCZwjyWcAkk5H4H33EnjfvYp1gfcvofbOu3HW1yP5+xPy9F+Q9G19pF04SPuE3U7luLbZ/i76lV3nFxCg6EfW9O2Ls6UFe3Gxws3aXigfLDW+/gYBt9yMvbrmlxFkRCyUOiaaqsuvxLLTXVWX/PzQzz6PwNtu9Zn93JOQdbqWJ77IotIHeQw0aPjDAhFxk11Ux+3v7sbeRhJXHypB52VaZW0j211hYlok98x2m2jVt3Q9wTJ9oFLmkuijN9DzK+V0wsqsUtZml2G2OZg3Mp4hCSEc8pKJn6wQ36//W3+CID8tl43uuNf0bCDH3lBJKr7MWc77R94DxNz98drjZESPUmwbH5DAHmm3rL83PbJjx8d+Yf3pF9bf9ThIH8yQTrb3RFpYP/RqPWaPnOP0iK73vTztCv668ynsXjmoGknDTYNvocZUzYpc5Q23zlzHNye+YvHQu1iR84Wsgm3UBpAclNyt8+4pOLb2ZJcEGcDcJCYlTfVmNv5zB9cNjxUZw0B4SijhKUqTQ32AnsEXun/jvccn4hdsoNXDn0CjVXf5e8rdmC973FTRhCRJBEUH0lDqnowLjlW661fkVKHz1yoqxa11ZipP1BA9QBiQZVw9lIyrRXrDiiU/Ko6TmBGLSq0mbVqKa4LgrMCmp6C6k2xzrYeMMjRF/HUEjQ6SfEwiNZUrCbIhBJImi6zizHfl68J9mPekXyv+2mGqF/JtT1WJ5hfE/sQMg7uOwNEvISBGGHv9T+EUboIMgmSmI3qNQ4Hu+Lp4mvP9UnWFA0GQ872WZyLMwf6JqNy2wzN3V42oYIPopfbE54gKdxSCZOsQ/chvemyzHthO5wTZF24Eer73TDvUOt/tdb5Qsn8jtflHyPzwOZ/rq08cxGGzotL4fn+qju3zOdZ3OuzUF+ag0fujMwYRO3wKJfs3YmmqoyxrK8mT55M251rqTh9n91tPyHfuhD9o/QPpPXUBfWdfw+kdK7v9OgFKD2xh2A2PcPTrt6krzKHXoDGkzb6GyIGjUGt+eyqCnmsb28PgaGmh4R8vU33rbTR/8CFOpxPTlq3ULLoZZ32bqZfJROMr/8RyRNjDGyZPdvUUdxtWD2LdDYIMoIqOVixzNDYKgqzTou3KYdpiwZJ5AHVMNFJX2cZeBlymtetoePoZGUEGYWQWdNddrlisnoxnvzvskyADTBvYy2WK9WNmiYsgA5TVmRQf4dDEUMb0iWB83857TacP6kWQnxaHw0luWSNp0YFEB7sv2hIwsV8k7ePnyf2jmJMeyxtrcrjoxY3c8NZ2dp2sYsagaGYOFt8PSYIxqUrTn9UHS/hi12m+3VfE7e/u4qYpqWSkhHU4J7wjt2PTh7MZqwtWyx5vKd7MsMhhpAT3di3r5d+LBX0v4cGMh0kITCTSL5IbBy7stLf3P0GQLojHxzxJ7+BUwgzhDI4Yworc5dy1bjHbijs2GBrZK4PXZrzJLUNuY2LcJMIMYaQGp/KHcX/iotS5HKzK6nDf5rbq0qkG+Uxyo6WBRuvZFf2i8+t40BcUHYAx3B9DsNxcz9xooaUbsWy+MPH2UUgepHj45YNl8m1vmBrMlB6ukC1rqmrB0mJl8p1jMASJc/MP9WPCbaNl2+1fns3XD62SRU61Q6VRERzj+14QmiB3ytb5a5n58GRmPz6FlHE926hNgX3/1/E6/0gYddd//hxBccoc5iHXwtXfwoWvQ7822aykEqZZKdO6PqYhGMZ6VHVUWpj8RMfbA7TWwfon4fPL4MD7EJII4+6HIVcJgv8/BV/XsVPA34ElKOtTISj7iTuDBiHBbof3dUaNkiC3434E2fWEE5iGMA7rbGzhQMQ83d+27fkI52tveMur1UAQHVeKxwC3dLCuZyJtzrXoAt3taxpDJ6ouCbJXvN7h6oDopA4JMoDGr2NvElNdFU3lp6nJy6Zk/0bZutM7fsLpcHD4yzcV+/mF+ug1lyQGLridy5btZsSNj6FSa4ge+stM9op2r2XLc3eiDwpl3usbGHzZXUT0G/GbJMhwrpJ8xlB7732YVgoZpemnldgrK7Hs2i2XNTsc2HJyqJw1G/20qWiHD0edkoLTasFRJe/fU6f2xn4y75efiEql6BN2tigHZK5eaIsV66FD8pU+cpKrr7+BkJdeIOS5v1H32O8F8Q8IAG/HbC8zL3tFBU1v+chgNBhQJ/b8ioLT6aSgqtnnuv6xQdw6zd2XFeijp7DIa7BsaBvwvnDNCHadqGJ7biUrdit7Q1cdLMVic/DK6uO0Wuxo1RKz02PYerySZrONMX0ieOaKYTS2WrHaHUSH+LFi92k+2CpurFWNZh759ADfPjCZv14+lHvP64ckQUSgnpd+OsbXewtxOJ0MipNHN1ntTvafquGCYbHszffhsgr08XDdrW+x8MGWfE5VNTMxLZL5GfE+zYrOBgR4mWzp1Xr8NUZenPx3dpftwuqwMiZmLH4aPybGTTpj0uPhUcMZHjWc7cXbeHbPM67lL+x9jtSQVKKNvifq4gLiiAuIc/UdeyIpKJmc2hzFchUqZiWdB8DIXiNZme+WoqYGp7oisc4WDLogjZyNebTUiEqQ1qDBGOHPkLn9GThHVPR2vrefrK/duZmSWsLSDeWHL/SekMQVyaGUHCojoncYUWmdT6Zt/ddu7F45zFH9ItAH6IhLj+a6pZfQUNZEUEwgao17Tt1utZO5Qm661h51pTFoGLdwBH4hvispo68fRk1BHTUFdeiMOibfOcanHPysgCFUSKg9H89bCqY6EbXk33GfYbchSXDVN7DqPrfJ1qy2ipRGD1d/A3WnhdlXoHJCvEPMehb6zRXHTJ3VeZUb4PNLhOM1iApyay2MWyLfJn8jrFoiXKwHXQHnvyrO8azDIJQS6QbgAgTB9Jan1vHLSHIMwujrTmA3QubsCd/yV4E9Ppb5I+Th/gjX7Y5a9HRtz9eeqe5A9B13hVig/XcQjJBat4+LJGBhN47RsxAYncRFL6+keO8G9IEhhKcOIWf1x5RkbpbnJAPVJw5ht3TQ+giEJHYc5QkQM2wSkf1HUnlsX6fbeUPrF8DWl+6htVY+UaoxGIkakEHBNi/Vj9MpMxgDIbnOXu7lat8NFO9dz7d3TsVmakFnDGb8kpeISf/txYadpXem3xYcjY2YVsmrSC0rvkQV0fEAxrxhI+YNG32uU8fH49T5uLF0Q15tvP02mt98S7asvZLdIex2Am6/DdOmTagCgwh84H4czU3ULr7L3SftdNL4yqv02roFHE5af/gBW0UFtv2Z8lMMDsbpmb3cQU908JO/RxWgjDDpaZAkifFpkWw97jYqmDqgF/fMTmPz0Qqe+jqblEgjN01J5bIxiaw+VEp5m1xyRHIY+0/JiaatbYJDrRLH9ddrfJLk3Ser2X3SPbFitTv5IdM9WNt6vJIPt+Zx81Q3Sd/nRWpNVjuHi+oZnxZJlEcV+sELB3DrtFTsDidHiut58BP5ZxziryXE3/es4OjUcK6f6B5seeYmb8sRBP7aCclnJVG+dsD1PLPrr1gd4jdzTf/r0KrF7PCEuF8/8sS7+utwOsiuyu6QJHeG6wZcz+mG0xyvPUaANoD0iKEE6YOYEj+VQRFCmbJo0M1IqMis2E9yUDI3Db6FZmszr2W+yq6yncQFxLN46F0MDB/4X3l9vwYCIo1c+frFnN5XjD5AR/zQGFmlF2DEFYPJ/vG4i6w67U52vZ/JhX+e8W89Z0hcECFxQV1vCBQfUvaxTr3HbSyn1qoVlV8Ah8OpkJEbI4xc9JeZGAJ0shgrbwRGBXD5qxfRWN6EX4gBzdlKkEEYbC2/AhxWQIIZzyjdpf8biEiD6zqRPYb8mxX6xAniryvUF7oJcjuyPpCTZEszfL5ATBCAqLIHxgr37rMOKmAk4K3GqQCewLcUuTNi6w0JEee0+986OyV+h7tvuj++iTQIZ+01v+C4fghjL897Sz2ict4u8TbSMSnv2dAHhNB76gLX4/Qr7yM4sR/bX5b33lYe349fcISCrLajeN96LE316ALEtbi1rpLDX71FQ0k+8Rkz6Dv7Gqb/8X3KsrbSUlvO/veexW7uWqLfd/Y1Pglu1IAMht/wKA2lp6jNk6dznNr8Lf3Ov971uKEkH7lcXwlJo8NpU/oc2UyiCGRprmfvu08x95XVim1+bZzFd6ffDiS9HikoSEZGVZERBCxcSO3+7szCyeG0WnAcPSpfGBSE/8VzaflY6abnCdN33+N/1ZW0fOaW2zibfVc6XecfHk7QY48S/Icn3fvYbNR6ERlnQyN1Dz1Cy2ef+TyObvx4LLt2eb0Y3+dq2ZcJCxd2el49BU/OH8xra3I4XFTP0MQQ7pqVxuc7C3h7g+jf3pNXLQywbh7D5/dMZNeJKgL9tCRHGLlj6R5OV4vPR5JQ9PIOSwplcv9INh/z7RbYGTYdrZCR5P4xQWw44r5ZqVUSfaJ9SyaD20jwuL6RjE4NdxHy3lEBzB0Rj1GvYWyfcHa2xcAkRRh5/qphJHnkO5fVtSpyk19fm8P7W/JYODmVayck/+LX9FvGyF4Z/N+sdzlcnU3v4N7EB/62lBKpIUq3WV/LuoNQQxgvTHmJWlMNAdpA12SAJwwaA3d4RUy9lfUm20rEwLKg4RTP7X6Gd2e/h0bVc29VOn8tfSYld7jebnMoqrkNZWdGdh7ZJ5xCD+OtkLggn6TYG1q9hn4zUjm6Ote1bPCF/QiM7DySzBO+cpzPOgyYD/flCWfqmBGCzJ6N0AeDxgA2D5ltgJfHRflBN0Fux6lN///P7VfDHcAOlOT3l5DhjnAF8p7l7qAf4Ks/fjZuJ2sQWcadwTuVQE3Hr2k+4Osz9vweNAF/QsjR7+7iuXs+4kZORaXW4rB7VP8dDhdBjk6fQFN5IU3l7s/Xabdz4JO/Y2qowdJUR3NFES3VYoKz/NAO7FYLA+YuInb4FKpPZvsmyCq1oLJtJluSWkPciKkc/+kDrM3ydIOSzE04rGamP7mMr2+diMOD4BpC5MW9Yz8so6v+c6fNgkqj7dDIDKC5ohin0/mbK5Cc60k+A5B0OoJ//zio3XIa24mToJIIevz/tXff0VFVWwCHf9PSe0ISILTQQZAiRZBeRBSQFgPIexSl2BBUkCYIgiDFgoKPp9hARYoI4hMERZQOKr0GJJQQSO9lMuf9cZNJJjMhQYEE3N9aWSszt52Zk3L3nHP2nniDJ9Np5ZkKS04mbfmK4tchWyx4vXhjtegMQYHoCq0l1hmN6Fxsp9NZ4uMdBsg6b28C1q4m4KsvraWeipP+9dfkRN8dny56uzkxudc9fP50ayb0qI+Hi4ktR2xHcA5GJnAtKQMXk4F2dYOoFezJsKW7rQGyk1HP62GNaF83iJNRSew8dc1ab3hQ679WJun0lWSbBFtebrZ97O5sxLeIEeE8Br2O2WH38t6Q+3h7cFM+HXU/Xq4mDHodbw2+j/8Mb87bg5uy4qlWNgEygKeryTp9PI9SkJxhZtHmk3Y1ou8G/q7+tA1pV+YCZICOlTvRrWp3jHoj7kZ3ht/zJNW8/14JLl8XP4cBclFOxNl++BefGc+V1MLlU+4url4ulK9vu/6rWqvbszb3gZHNrVOyfUK8bEo8FX9sMzo834oGPevw0NQONOhRp/iD/om8Q7R1uXdrgAzg4qWNmueVeXLxhQ4zbfcpVx+cCn0wcldnvK6D40zQJeWKFoA2R8sUPQUtM/VbaLWU593AuUxotY8LVkjIu/0/l/t1LPc69stkbBW+L2uNNhJdnvwM1d5oibieRSsJVRJfYD9t/O5jdHKhfr+nitxucnUntGPfQs8qIrZ+xaV9W7h2fL81QM4TuTN/2ZKrT4BtubVc1dr0tC3TlGPm/I6N+FWti6O14kopnNw8qdl1QH7b3L1o0P9Z2/2KK/Oa674npqPTF72kIKR5lzIXIIOMJN827oMGkn3mDKlL/wtoU5zjx4zFWKc2lCsHMTHFBrg6X1/8P15G+qbNpC4utNC+hEm63EeOIGnRja0fyBtpzomOJnXF56jUVNzC+qMyCydnKOL4pCSMlSqj0+nwWbiA+DFjyP79j2KPS9+0GdcHu2IIKlvFxf+KmORM1u2/QHpWDo80rkiwjyvnruWP4Ls7G/EsMEXxp2PRXCmQpTbLbOHYpUR2nr7G+t+08g/lvJz5z7DmJSqa4OVqJCnddh25AlbvjbTWRi44JRy0+s1HLyXSqIp9Zl2A9Cwz09ceZvuJq3i6GHmmS22MhbJx31vZ8bGgveanOtfk7U0nbRKW5Tl6MZF7Kt1da1TLMoPOwFONnubJBiPQ6/QYrvMP7Vap41fHpgSVr7PvX5rufafpMqEt+784ROy5eCo1KU+jvsUkS7xJvII86D2vG9kZZod1lq9Hb9BTq0MotTqU9CZY3NVavaBlsY45CZUfAOdCAbGLF/T9Ar57RqvnXK8vtJlcOm29bR5DC04Lz9YrB1xv9pcfWvZpJ6Dw0ro1wFQcJwdrgpYY7Eu0Wsc5aMHwaLTA9XW04HUq+Ym9TgHj0UamixoRboAWaDcEPi60TaGVhhqQe/wOtBH04Ny27rzO6yxIx91UAqqgzOR4Dn6+kJjTBylXpykNw5/nzJaVpMfaL3dx9Q3k5Lcf39D53ctVsH7v5h/MPX1GcWTtElAKvcmJeweMw80/mHM/f21z3Pld/3PYhqB7WuIRGELsmUOc3pxfCtDZw5tDK98mIyGGqm17Uq3do/hVv4foI7vyg+XCNdeB0A59UTlm+1JROh2+VesSWK85DfqXzVkEEiTfRjnnCmUbNJsxHznqeGcHVHw8em9vvMY+T/rX67BE/YURlowM0j759IYOcR86FEtqKtce6UnOZW1qXurHn+DSsaM1Gdn1G65InDsXv7ffwlQ9lMBvN5B19CgxvftaA3BjzZqYz57NT+ylFIkTJ5E4bTr+H36AS8cSZOQso1IzzQxfupvoJC3oXb0vklf7NuRUVBKxKVmYDDrGPFjbZlS1cLAJWJNq5bmWlMmKHX/y4sN1aVzVl9//jLc7xsWk5/1hzVm1J5KNf1y2224ssD6ygq9tiQ+9DsoXkXwH4Iud5/n5uDZFKCndzNxvj9GyZgCBXiUvfRDWsgrt6wXx/cHLLN5y2mbbvUUE5+LWupGR35ttcL1/k5CZwN6oPVT0rMjoe5++o6dal5SrtwttRjUvfsdb5EYDZCEcKq6MVe1HtC9LDpTCh3ClYyDw30LPdUYbOS2KCS3bszcwEm19M8A2tEC3KKOBesAMtMB3JeCPFty+mbtPH+ynaheVCTvPS7nnNQNbsC0N9WCB7zfmXjuPAS25V576aFOtHdV5fpy7NSTZs2Qylw5oa/YTL5wmKzWJti++y97/TCX+/AnrIJdXSHX8azXm1PfLiz9pbg4iN/9gGoTZlpdtEPYs1dr3Ji0mioBajbSpzjlmKt7XiUv7twJQru59XDu+3+GpTW5aToszW1baTJHWpoFrOXDi/zzOoS/eIidbyysUULsJNR8cSLnajTm86l2So87jX6MB1Tv2xzukOmd/Wmt/IaVIj7tKcIOWmK6Tobs03Z0/kWWUc6tWZPyw5S8fr3N1xRAcjN7NjcDNm0iYMIGMH3+CjEIjukYjhkoh5Jz70+4cmYXXBBdgqFED98cHkhMbT9pnn4Fej8foUXg++QRp33xjDZBBK1elDwjA86UXSftyJTkX7JNHFZS+eg0pzZvj1qc3eldXnOrXJ/CnrWRs/A69vz+me+pjSU4mc+cukt9+J/81ZWWRNG/eHR0kf3PgojVABsjMtnDkQgJfj23HyagkKvm54eNuO625fd1APi3nbjPa7EhCWhY6nY63B9/HT8euEJ2UQUR0CjtOXSPIy4XnutWmTgVvqpazX//nYtITfn8V6+N/twnlt3NxRFxNwaDX0atJCB9ui8DN2UhYiyrWIDrLbOHXk1f55aRtkokci2LN3kh2no4hO8dCeMsqPHpfJXIsiguxqZT3ccXZQTmacp7OpGfnYDLoyc6xYDToGNY2lDoVSpZ8SNw93E3uvNx8Umk3QwhxK/1jAmTQAuLCQfLPaAFwBloQWXiacTT505rHoNVc9gW2F3ENPdp63gRgEFpW7TQgpsD2vGB1HdrIcMHZfM5AUdmVvchfc2pEy6r9cW77umEbJK8udKyjLN4vAxPR1iK7o00d74xWBioKbZr53TODTCnF5d9s12VfPrCN1mMW0G2uFjimxlwmIzEOv2r1uPTbNopLhOVVIZSWz76BMmfjF1rfYXkoj8AQPAJDrI/1BiNtX3qXxIsRoCy4l6vI16PaYk63v8fMStGWuhVX6zkvQAaIPX2QB8a9xenvV3D+12+xmLNx8fLDIzCErLRkLDlm9CZnLNm2P2cZiTHsXjyJXkt+KpNloCRIvk0s6emk/1zyJBVugwdjCPAn9cuV2oix0Yixdi0yf/0V14cewuDni+87b5O69L+kbdiA+fSZ/LJMZrPDABm0zNhF8V30Ns4NGwLg8/J4m205sfblfNKWr8Clbx+cWrQg29ODnMtR6P38yImKgnT7xAGJ4yeQNGs2vgvn49qtG8aKFXHt14+4IUPJOnAAnJ3xHPNcfsbsXJbism+XcT8cth/xdzEZcDLqrVOdC3N1MrJsREvW7rvAos2O1wjpdODj5kS/t7ej1+n4d9tQ/vWA46mP3e8tz0/HrnDsUhJ6HTSt5sfU3g1sRn0DPJ1Z/lQrTl1JZvmOc6zdn//Bx+bDUax6tg0Gg44nP9jDaQeJhVxMej795Zz1T/ucDVqZg4+3n+VKYgZeriam921Aq5rlbI5b/9slPvo5v5yZOUfx/aEohrarXibXqAghhBAl42iErOCsLh/gObQAMwrwxHakNwM4gBZIVnVwLme0EeMctIRejqZMFxzNTUUbmfYEDqGNMv9O0UFyEtoU7m9zrxWMFugWdAIt6C68PrVwsNcTuB9tVHseWhBvQEsq9jRa0jADMJi7JYmXTqfDs3xVki7n3+N4VbSdbeEeUAG90YlfF47h4j7bgTS/6g2o3qkfWBTl6jXDkp2FT+Va6PR/LaWUd0h16/c1uoRzYv2HdvvkZeSu1e1xzu/YSFZK8ffgypLDtRO/cfTr/JKuF/dt4fj6Dzmz5UvS44teXpCZFEdGQizuAWVvaZUEybdJ2vIVZG0rYZBsMJD+9dcYq1fH5dFeZKxbhyXqCtl/HCTuiRH4Ln4Pt149iR002CZbtB5GEHUAACAASURBVM7bu9hyTm49euBUrx5J8+ZjicsPfHWBgTjVrVvkcdl/OFhDrBQZq9fkP3ZxwX3gAFKXL8eSmGRb6invkMREEsa/jEunTuhMJlKWLNECZIDMTJLnL8C5axcyC5TMch8wwO48d5KkdPvU9+3rFb/O2tXJSId6QazaE2mzPrleRW+qBrgTGujBuz/kB9CvrTtC9UBPuxHYn45FM3PdYdIyc/DzcOLVPg1oVt1x+TGdTseRCwn8UKg0TFxKFjtOX8OilF2A7OlipEqAO3UreLGqUDmqj34+ax1FT0rPZs76Y6wb2xZ9gWneBUtV5YmMTeNqUgZB3q5224QQQog7Q3HL4hKAakDeMrhPgXcK7ZNXZSAMbUpzRIFtLwMhaEF2STNnl0ebmp1nNLZln5zQyj3liUdbu9zAwbnWAa8VcZ02aEH4abSR4h5oU7Ynkb8mezVaZuu8qb85aCPVndGSn935mo+cwY63xpIefw03/2DuG25b9izp0lk2TwknO8323sojqDIPzv7quufOTEkgctf35GRl4FulLuXqNHE4suyIo/XI9/R/hmrttDJ1XhWq8cib/+PigR9x8fIj6fI5Dn+1iJysDDwrVCP5cv40/XJ173OYVfvi/q3XDZABvENqlMkAGSRIvm3MZ88Wv1OenBxUSgrZBw+SffCg3eaElyei0jPsyildN0DW6/EY8STOrVvh3LoVbgMHkDBpCmkrV4LZjLp2jeiOndF7eZF94gTGihXxfnUaLh20ac4qLa34dmdkkPTaLNvnHNRutsTGYklMRO/vjzkiwnZ/iwWPxwfh0qoV2UeO4Ny2DW69e3Mna10rkK/25H8yXDvYkxpBjksrFbTwu+Os2huJUuDhbMTL1UTbOoGM7lwTZ5OBpT/aruFVCg6ci7UJks05FuZuOEpapvbPMy4lizGfHcDHzQlvNxMX49KoXd6Lyb3uoVqgNiW7cL3kPN5uJqLi7f8IDmxVlaHtqvPxzxF229KybJOFXU3KID07B/cCtVFrBnuy9ajtH2sfNxP+Hg5qgQshhBB3jPPFbHcGqhR4HIZWV/jn3G0jyB9BdkEbNd6PFii3KLDtetnTC063roXtFGnQ1hyPRwtWA9GC4a2F2lhUxv0PrnPdGGBIoef+xD5p2RkHx0ZypwfJyVF/cnTdf8lMjKHRoJfwr3kv7oEV0RdabnDyf5/ZBciAfaKrQjKS4tj0cl+bbNeufkF0mPyhzYhxUZw97fO+hDTrbLuPly/VO2jZtis27UCNTmFkpSXhHlCBS79t4+LeH/AIqkKtBweSnZGK3uSEJTv/AxZXv2Dizx2zPae3PwYnF3Iy0/GtVo/7hk0ptq2lRYLk28Tlwa6kfvpZgSdc0Pv4YLmS+8Ot12OoWZOcU6eKzVStkpJImDHjuvs44vXSi9bvdUYjKjkpf4q2UuScPWv9HNIcEUHsEyMo/8dv6D09cf/3v0qWpKswvQ5ybF+P6Z57iBs1mqxdu+2mf+v9/XFu2dIanN8NnupSC4Nex+4zMVQP8uSZLsWXAjlxOckmsE7JNDOgVRWbusa1y9uv2S08ipyelUNCWqHp6wriUrOIS9X+kB25mMjLK39n5bNtrOf48ZhtmYcmVX1pVs2f5PLZfLAtgphkbWqWh4uRbvdWYG9ELO//aPuP7pHGFTHpdXx9ID/Jx33V/GwCZIDwllX4/Xwce3JrKnu4GHm1b0OHycuEEEKIO8f92K/5rYM2RdkHeBFt3W8eF2AB2uitC9oa3cLuy/0qqCFaQP0J2mhtRyAIbfpyTyBvlldL7G/9Q4FVwFW0RF9paGuG9xRoY1H1069XtsnRthDAI/f8eephmwXbDa301Z0rJyuTra/+21r/+PLv23nghXfwDLb/sKGo+sFVc0d0AXKytVrDBZeg/bl9vV05qPS4aA6tfJs2LxSejWCv9sNDuLD3B9LjtPu9qm174VultsN94/88TnZ6KuVqN8Hkpg2oVGzSnopN2lv3Mbq60+bFdzn+zQeYM1Kp0fkx/GveS/ThHeRkaT//bgHlqf/oSH5fMQ9zeirRR3az692XMTq7ULVNT+tU77JCguTbRO/ri87NLX9ENiMDY0gITr17g0GPW1gYWQcOkDC2hHX1bnCdrt7f366+svnCxSL2xtrG9I3f4R7+GC5t2uA5bizJC9+8/jF2FzZAToF1KiYTOi9PsnbuAiDn4kXQ6yE3fbxz+/boXO+uKbYuJgNjutVhzA0cE5VgP2IblWCboK1tnUAGtqrKmr2R6PU6BraqStNq/jb7eLqa8HEz2QXKhZ2PSSMpPRsvVxNhLatw+koyW49ewdXJQN9mlXkqN7D3dnPioxEtWf/bRcw5ikcaV6S8jysfORhFblUrgFY1y+HmbGTfuVhql/didKeadvulZpoJ9HKhTnkvGlXxZVSnmrg4/ZMSuwghhLg7BaFNn/4ILaFWf7SEV0lowWBRt+F/pbrDCOBfaFOWC6+FrmK/uw1dbltBC9rfK0EbQSv9VFRZUUdL5VyAmcActORf96NlxP4F+BotgH6COz1519UT+60Bcp7Ind9RqXl+reqUq5eIizhM4kVHI+lwfN1S3APKc2H3JqIO/op7QHmaPTmD8vdq9eyVclyjOPWao+zh9jwCK/LI298TfXgXLt4B+Newn06vlGLHW+O4sFsbJPOpXJtO0z7BycObzOR4og7uIPFiBMnR54k+tJOslETKN2rDA+PewtnTF4s5G1f/YFKitBkVabFX2PfB9Pzz55iJPa0t54w+shuDyYkqrR8uUftvBwmSb5OkefPtpixn7d+PoUJ5/JYsBiDj229LfD59+fLoy5XDfOhQCXbW4z39FZuF/spiwVAphOzff7/uoQWnibt261Z0kKzT4fXaDJImT7V93qC3/TDRYiHr8BHbfQoUI09fuxbzuOfReXmhd3dH5/zPnHLbPNQfL1cTSen5b16n+rbrmHU6Hc89WJtRnWqiA0xGxyOvfZtV5kMHQWxhF+PSqFfRGxeTgZn972Xyo/dgMugx6G2TZ5XzcrEZ0QYIdrB2ONjbFReTgWcfdPzJZJ6XV/7B4QtaNsUTUUkYDDqe7Xr9Y4QQQog7Q1PyyzjluVXVG0pegrF4JWnjELQ107+hjQhno02fvh/70e48bYDWaKPrefcOPXK/7g7u/vZrbN0C8usZn978BQeWvVZkoAvaCPNvH83CnLvWN/XaZXa+8wKPLvkZg5MzVdv04MSGj8hIjLE5rvL93ezOlRobxelNXxD1xy94h1Tn3oHjcA+ogNHJBRefcqTFRuGVVs06Spwn+ugea4AMkBB5kjNbvsKvRgO2zRmFyrZP+Bb1xy8c/OItmo94lSuHd1oDZKDYmbIRP62RIPmfyBJ91eHzWQXWHLs83J2kt96GLPtET4V5T3sFl65diKpRyybIdMS5Y0fcHn3U5rm4ESNLNH3aWCM/GMrcu9duu8tD3XAfPBinZvehd3Mj49uNZO3anb+DudCaipwcnO65h6xduxxfUCniRj9N9qFD6Hy88Zk+Hbf+/Ypt593G3cXIkqHN+OSXcySlZ9GjSQj3F8oKncepQHBszrHw4bYIfjwWTUVfV57uUoshbUOJScnk+4OXMRn0mC0WciyQXWCEX6+DoEL1jV0clGsqSr8Wlfn5xFVORiUB0Pu+EOpVLGp6Vr7YlExrgJzn5+NXJUgWQggh7ggP5H7dCD2Op5LfHbwqhlKnxzBOfPsRKIVXSHXqPDIU0KZOH/x84XUD5DzmTNsZhFkpiaRcvYB3SA1cfcrR7Y21nN78BdGHd6PT6ajU8kFqdXvcun/ixQh+XTiGpEv5AyUJ50+QeOksD81dy74PXuXMD18C4OTpQ+fpn+EdUgOlFNFH93Bxr33Z2uMblmHJyXYYIOe5/McvAOgMNxZmRh/ZQ/KV83gGFzfz4faQIPk2ce3bh+xjx+yed27Vyvq9qUYNAr76ktQPl2FJTiFz2zaH53Lp0hm3Ho9o5+3Zg/R131z32u7hj9k8tmRlFRkgm1o0J3uPFgw7d+qE26O9rNtUluNfCJd2ba3f+/93KUnvLCJt+Qpt5Nxsm7jJdG9D/N59h/iXxpP56w67DwR07u5k546Oq4RE4ie8jHOnjhj8/K77Gu9G1YM8mdGv4Q0ds3zHn3y0XRv9Px+TSsTVFNaMacPEnvWZ2LO+db/oxHSe+/QA52NSMRp0jO5UE3/Pvz5q7+Vq4uORLTkZlYSHi4kQP7eSHediwtvNRGKB6eCV/Et2rBBCCCFEWdT48Zeo2XUgmUlx+IXWR6fXk5OVScKF02Rn2NcndsQrpDpJBaZju/oF4Vm+av5jn3I0DHsOwp5zePz+D2fYBMh5Ev48ztXj+60BMkBWcgKbJj2Gd0goOp2e2DO5M1ULJeDNq6N8PXn1kIPuaUlArUbEnHJQIccRZeHEho9o9uT0ku1/i0mQfJt4jhqJ3tubtK/XYf7zHColFZeOHfCeapvVzblZM8wnT5EwoXAdOjDWr4/X2DG4dMlf0+A7fx7GmjXJ/uMgmQcOoOJsMxO79umN60O2Uy+ul6nae9IkDOUCUOYcTNVta+4aq1a12990zz02j/W+vngMG0rq0v/an9xoxHfJYgzBwQR89ikpH31M4hTb6dk6Ly9UaoE/HpmZmCPO/iOD5L9i52nbrJHRiRlEXE2xS/IV5O3KF0+35kx0MgGezvjdhEzSOp2OOhWKHz0uyGTUM/6Resz65ghpmTmU93GVUWQhhBBC3JGUUhxZ9S5nt32Ns5cv9w4Yh06v5/Lv29n13gSykhO07M5ZGUWew7tybaq06k6NLo/xx/J5XNy/Fa/yVWkyZDL6GxidTYg86fB5Jw9vdHr72YI5mWnERRRaEqkU3pVqkZ2eTFpMcSXNNM4ePmyf9zQxpw9SrnYTyjduS9Tv20t0bOKlG6gGdItJkHwbuQ8Ix31AeLH7Jc1f4PB5p4YNcH3oIZvndK6ueD2vpYTKiY4m5b8fkH0mAkPFCrj17o3zfYXXwYDBxwdDSIiWNKsA544dHe6fx6VjR5yaNrXWNTZUrIj7oIH25w8MROfjg0oo9GmT2QwFAnRTbftgyKl5MzK+WW99rPf3x6nBPXb7CceqB3pwKDL/fXcxGajg43hKk16vo5aDDNm3W6f6wdxfI4AriRlUCXC3WwMthBBCCHEniPhxFUfWaLmG0mKj2D7vKTpPX87epa+Qlazdn+VkZeAeWAn/6veQcOG0zWgxwL3hY6jYVKvy0mLUa7Qoshb19ZW/tw3nd9jmOzK5e9F8xAwCajXCt2pd4v88Xux5/Gs0wCOoEoe+fKtE17VYcri0/0cALu79AffAkOvsrQPyR6qTo/4s0TVuBwmSyyBHI716X188Ro287nGGoCC8p0wu0TUC1q4hftw4so8ew1ilMp5PP41Lt8K182zpTCYC1q4m48efUOlpuHTujN69cAZF0Dk747twPvFPP4tKz8/SbKhUCWOt/PJHzq3ux2PkCFKWfQQ5Obj26YPPG3NIqVqVtG/WY6xYEa/JE9G53MxEFHe3JzrU4PSVZI5cTMTTxci47nXxdC1ZYfnS5OZsJDTQo/gdhRBCCCHKqOjDu20eW7Kz2Dw5zG4/S3YmrZ9fyI63X7ALkp08bk527/uGT0VvcuLq0T34hdanVvd/4RdaH6OTdl/dYeoyTv1vBUfXLkYVkd9IpzdQvWNffCrXJubkb1wuZkTYr3oD4iIO2zyXkRBjV0M5/wIUjJHJSLiGxZyN3lj69646pYpJNfYP0adPH9auXVvazQAgcfbrpLy32PrY5aGH8F04H71X6Y/63QhLWhpJc94g85dfMFatgtekiZhq2pcAsiQmonIsGPz+SskD4ci1pAy8XE0430DyLSGEEEII8dcd++YDDn7ueEZoQTW6PEazJ6YTfXQvP702DGXREt36hdan6+xVNjWRb7Wd747n/C8bHG5rP/kDyjdsbX184OPZnPrfZ0Wey7tyLXTobKZ6l6t7H02HTCJi6you7N1CRoK2NNCnSh0Szp+wOd7Z05c+H+zkVippzHfXjiRbLBamT5/OyZMncXJy4rXXXqNKlbKRLa04XhNfxlS/Hln7D+DUrBluPe/MtPh6Nzd8Zkwvfj/vG1vHKopXzktG34UQQgghbqfaDw0m/s/jRO78HzZDpEBA7SaYM9MJbnA/DcKeBSCofnO6zPyC8zu/w9U3kOqd+t3WABmg2RPTiD97zC7JV4XGbW0CZIBa3QZx5oeVWMyOK/FUat6FkGad2PnOSyRdisCnSh2aj5iBV4Vq3Df8FZoMnUz0kd3odHrcAyvy7XO2s1i9Qqrf3Bf3N9y1QfKWLVvIyspi5cqV/PHHH8yZM4clS5aUdrNKRKfT4darF269ehW/sxBCCCGEEKLUGZycaT1mAdU79uen14Zanzc6u/HA2Ddx9Q20O8a/RgP8azS4nc20YXJxp2bXARz4yHbtc80C5aTyeAZXoUbnME59v9zmeY/gKoS2e5S6vZ5AbzDy8MJvyU5Lsau9rNcbbALvkOZduLj3BwB0Oj11ewy7WS/rb7trg+QDBw7Qpk0bABo1asSRI0eKOUIIIYQQQggh/p7gBi1pO34xpzd/gdHZlbo9hzsMkMuK0Pa9idz1P66d0JLzVr6/m90ocp46PYZxfsdGMpPjAfCqEMqDc9dY1zrnKRwgO9J6zAIid31P8pXzVLyvI37V6v3NV3Lz3LVBckpKCh4e+Z1jMBgwm80YjXftSxZCCCGEEEKUARWbdrBmqS7rjC5udH51OXHnjmEwOeN9nWnP7gHleWj+N5zf8R1GZ1eqtOpuFyCXlN5oomqbsrms9K6NGD08PEgtUG/XYrFIgCyEEEIIIYQQDpR0JNfVpxx1Hv73LW5N6dKXdgNulSZNmrB9u5am/I8//qBWgdJDQgghhBBCCCGEI3ft0GqXLl3YsWMH4eHhKKWYPXt2aTdJCCGEEEIIIUQZd9cGyXq9nhkzZpR2M4QQQgghhBBC3EHu2unWQgghhBBCCCHEjZIgWQghhBBCCCGEyCVBshBCCCGEEEIIkUuCZCGEEEIIIYQQIpcEyUIIIYQQQgghRC4JkoUQQgghhBBCiFwSJAshhBBCCCGEELkkSBZCCCGEEEIIIXIZS7sBZcWlS5fo06dPaTdDCCGEEEIIIcQtcOnSpRLtp1NKqVvcFiGEEEIIIYQQ4o4g062FEEIIIYQQQohcEiQLIYQQQgghhBC5JEgWQgghhBBCCCFySZAshBBCCCGEEELkkiBZCCGEEEIIIYTIJUFyGXPw4EEGDx5sfRwbG8vo0aMZNGgQ4eHhREZG2uyfmZnJqlWrbugacXFxdO3alczMTAASEhJ48sknGTBgAKNHjyY2NvbvvxBRYtnZ2bz00ksMHDiQfv36sXXrVgDOnz/PgAEDGDhwINOmTcNisdgcl5CQwIYNG0p8nblz5/LYY4/Rt29fvvrqK5tt+/bto127dn//xYgbVlT/Hz16lDZt2jB48GAGDx7Md999Z3Pcjfb/m2++Sf/+/QkLC+PQoUM226T/S0dOTg4TJ04kPDycQYMGWf++3+y+B0hPT6dXr15s377d5nnp+9IXGxtLu3btiIiIAG5+/48aNYrw8HAGDx7ME088YbNtw4YNPPbYY3//RYgb9uijj1r7eOLEiQBs3ryZzp07W5/fu3evzTGXL1/mxx9/LPE1/vOf//DYY4/Rp08fu3tF6ftby9F7X9zv9p1i/vz5rF27trSbcctJneQy5L///S/r16/H1dXV+ty8efPo0aMH3bt3Z/fu3Zw9e5bKlStbt1+7do1Vq1bRv3//El3jl19+YcGCBcTExFif+89//kPTpk0ZNWoUO3fuZOHChcyaNevmvTBxXevXr8fHx4d58+YRHx9P79696dSpE6+//jrPP/88LVq04JVXXmHr1q106dLFetzJkyf58ccf6dGjR7HX2L17N5GRkaxcuZKsrCwefvhhHnzwQby9vYmKimLZsmWYzeZb+TJFEYrq/2PHjjF06FCGDRvm8Lgb6f9jx47xxx9/8NVXX3Hp0iWeeuop1q9fDyD9X4p++uknAL788kv27NnD66+/zpIlS25q3+eZMWMGOp3O5jnp+9KXnZ3NK6+8gouLi/W5m93/kZGRbNy40a7/jx8/zurVq5FKoLdf3iDFZ599ZvP80aNHeemll3jwwQcdHpd3H9ixY8dir7Fnzx5+//13vvjiC9LT01m2bJl1m/T9rVXUe1/c77YoWyRILkMqV67MokWLGD9+vPW53377jdq1azNkyBAqVqzI5MmTbY55//33OXPmDO+++y7/+te/eOmll0hJSSEnJ4cxY8Zw//332+yv1+v56KOP6Nu3r/W5M2fOMHbsWACaNGnCjBkzbI5ZuHAhQUFBDBo0iMTERIYOHcratWtZsGAB+/btQynFkCFDeOihh9i7dy/vvvsuABkZGcydOxeTycTo0aPx8fGhbdu2uLm5sW7dOvR6PU2aNGHChAk39X2803Tr1s3mH6LBYAC0f5bNmzcHoG3btuzYscMmSH7//fc5ceIEK1eupHXr1kyePBmz2YxOp2PKlCnUqVPHum/jxo2pW7eu9XFOTg5Go5HMzEymTZvGzJkz6dOnj13bpO9vvaL6/8iRI5w7d46tW7dSpUoVJk2ahIeHh3W/G+n/evXq8eGHH6LT6bh8+TIBAQEA0v+lrHPnzrRv3x7Apl9uZt8DfPjhhzRu3Njmhlj6vmyYO3cu4eHhLF261Prczez/mJgYkpKSGDVqFElJSYwYMYIOHToQHx/P/PnzmTRpElOnTrVr1wsvvECPHj1o3749ERERzJ07l/fee49p06Zx/vx5LBaL9UPc77//nhUrVliPffvttzl9+jTz58/HZDIRFhbGuXPn2L17NxaLhYcffpghQ4bcmjf0DnHixAnS09MZNmwYZrOZcePG0ahRI44ePcrx48f55JNPaNiwIS+++CJGo3arnpOTw9KlS8nIyKBx48aUL1+emTNnYjAYcHZ2ZubMmVSoUMF6jV9//ZVatWrx9NNPk5KSYr23lL6/9Yp674v73Q4PD2fmzJnUrFmTn3/+mW3btjFu3DgmT55MfHw8AFOmTKF27dosX76czZs3Yzab8fT0ZNGiRXz77besWbMGi8XCc889xzfffENkZCSZmZkMHz6c7t2727RzwYIFHDlyhNTUVKpXr87rr7/OokWLuHjxIrGxsVy+fJmJEyfSpk0bNm3axJIlS/Dz8yM7O5vQ0FCbcyUlJdnFIL6+vsyePZtPP/0UgJEjRzJmzBhSUlJ48803MRgMVKpUiRkzZrBhwwabtheOX0qFEmXKhQsXVP/+/a2P69Wrp1avXq2UUmrRokXqrbfeKnL/OXPmqI8//lgppdSVK1dUhw4dVE5OjsPrdOjQQWVkZCillFqwYIFatGiRUkqpjRs3qnbt2tnsGxkZqfr166eUUmr58uVq2bJlatu2ber5559XSimVkZGhevbsqRITE9Xy5cvVlStXlFJKLVmyRC1evFhduHBBtWjRQmVmZiqllOrTp4/6/ffflVJKrVixQmVnZ/+Fd+ruk5ycrB5//HG1fv16pZRSrVu3tm7buXOneuGFF2z23717t7UPnn32WfXDDz8opZQ6duyY6t27t8NrZGVlqbFjx6r3339fKaXUpEmT1K5du5RSSrVq1cpuf+n726dw/69evVodPnxYKaXU4sWL1Zw5c2z2/yv9v3DhQtWoUSO1Zs0apZT0f1kxfvx41bhxY/XLL78opW5u3+/cuVNNnTpVKaXUhAkT1M8//6yUkr4vC9asWaPee+89pZRSjz/+uDpz5oxS6ub2/+XLl9WHH36osrOzVUxMjOrSpYu6du2aGj16tDpz5ozdPUeeXbt2qeeee04ppd1bbNq0Sa1YsUK98cYbSiml4uLiVPfu3ZVSWp+npaUppZSaOnWq+uabb9Tu3btVjx49rOdr27atioyMVJmZmeqLL774G+/a3eHEiRNq5cqVymKxqLNnz6pOnTqp7OxstWzZMhUZGaksFouaOnWq+uyzz2yOW7NmjZo3b55SSqnevXurY8eOKaWU+uGHH9Szzz5rs+/kyZPV0KFDVWZmpoqIiFBdu3ZVZrNZ+v42cPTeWyyWYn+3V69erebOnauU0n63jxw5ot544w21YsUKpZRS586dU+Hh4SonJ0ctWrTIeo8/bNgwtX//frVmzRo1atQopZR2T9G+fXsVGxurYmNjrfcWeZKTk9XSpUuVUkrl5OSobt26qStXrqh33nlHTZkyRSml1K+//qqGDRumlFKqU6dOKi4uTlksFvXEE09Y7yPyFBWDhIWFqYsXL6ro6GjVv39/ZbFYVNeuXVVMTIxSSqk333xTrVy50qbtZYWMJJdxPj4+1mk1HTt25M033yxy34iICOv0q6CgIDw8PIiLi7OOThRlxIgRzJo1iyFDhtCmTRuCg4NttleqVAl3d3fOnDnDhg0bWLx4MWvWrOHo0aPW9dNms5nLly8TFBTErFmzcHNzIzo6miZNmgAQEhKCk5MTAK+//jrLli1j/vz5NGrUSKb7oE17fPrppxk4cKC1D/X6/JQBqampeHl5FXl8REQEzZo1A6Bu3bpcuXLFbp/ExESee+45mjdvzsiRI4mOjmb//v1ERkby3nvvkZiYyNixY21+xqTvbw9H/d+lSxdrn3fp0oWZM2cWeXxJ+h9g7NixPPnkkzz22GNUqVJF+r+MmDt3Li+++CJhYWFs3Ljxpvb96tWruXTpEoMHD+bs2bMcPXoUDw8P6fsyYM2aNeh0Onbt2sXx48eZMGECS5Ysuan9HxAQQHh4OEajEX9/f+rWrcvZs2c5f/4806dPJzMzkzNnzjBr1iybmWotWrRg1qxZxMbGsmPHDsaNG8esWbM4cOCANaeBHmda/QAACW5JREFU2WwmPj4ef39/JkyYgLu7O2fPnqVRo0YAVKtWzXq+hQsXsnDhQmJiYmjTps3NeQPvYNWqVaNKlSrodDqqVauGj48P165do2/fvta+79SpE5s2bSryHFevXrXOEGvWrBkLFiyw2e7j40NoaChOTk6Ehobi7OzM0aNHpe9vA0fvfVxcXLG/2927d6d3794MHz6cK1euUL9+fd566y12797N//73P0AbsdXr9ZhMJsaNG4ebmxtXrlyxLpvJe+89PDyYOnUqU6dOJSUlhZ49e9pcK69NeedIS0sjOzsbwPpzFRwcTFZWFjExMXh4eODr6wtosxMLKyoG6devH+vWrcPJyYk+ffoQFxfH1atXef755wFt9lHr1q2pXLmyzc9NWSBBchnXtGlTfv75Zx599FH27dtHjRo1bLbr9XprQqfq1auzf/9+6tWrR3R0NElJSfj4+BR7jf3799OrVy9atmzJpk2brDc4BYWFhbFkyRKCgoLw8/MjNDSUFi1aMHPmTCwWC4sXLyYkJIQhQ4awZcsWPDw8mDBhgvVGqGDA99VXX/Hqq6/i7OzM8OHD+f33363Tiv+JYmJiGDZsGK+88orN9JJ69eqxZ88eWrRowfbt22nZsqXNcY76vlOnThw/ftzug5GMjAyGDBnC0KFDrX8og4KCbP4Bt27d2uGHMNL3t1ZR/T98+HCmTp1Kw4YN2bVrF/Xr17c57kb6f9euXWzevJlp06bh7OyM0WgkMDBQ+r+UrVu3jujoaEaOHImrqys6nQ6DwcC///3vm9b3BW+cX375Zbp3706TJk2k78uAgtNUBw8ezPTp0ylXrhz9+/e/af2/c+dOVqxYwdKlS0lNTeX06dPUqFGDjRs3AnDx4kXrdM6CdDodPXr0YNasWbRu3RqTyURoaCjBwcGMGjWKjIwMlixZgtFo5J133mHbtm0ADB061K7/s7Ky+P7771m4cCFKKR5++GEefvhhKlasePPezDvM6tWrOXXqFNOnTyc6OpqUlBQCAgLo0qULX375JcHBwcX2fWBgICdOnKBOnTrs27ePqlWr2uzbtGlTPv30U4YOHcrVq1dJT0+nfv360ve3gaP33sfHh/Dw8Ov+bru6ulo/pOjVqxcAoaGh9OzZkx49ehAbG8uqVas4ceIEW7ZsYdWqVaSnp9OnTx+79/7q1ascPXqU9957j8zMTNq1a0evXr2s0/e3b99OVFQUb731FnFxcfzwww/WcxTOX+Dj40NycjJxcXH4+flx+PBhuwG1omKQ7t27M2TIEHQ6HcuWLcPNzY3g4GAWL16Mp6cnW7duxc3NjaioKJv/GWWBBMll3IQJE5gyZQpffvklHh4edp8U+vv7k52dzbx58xg5ciSTJk1i06ZNZGRkMGPGDOsvw/VUq1bNuj4sMDCQ2bNn2+3TuXNnZsyYwbx58wBtVHvv3r0MHDiQtLQ0OnfujIeHB7169SIsLAwvLy8CAgK4evWq3blq165Nv3798PX1JSgoiHvvvfevvDV3jffff5+kpCQWL17M4sWLAS2J24QJE5g6dSoLFy4kNDTULpFH5cqVOXXqFB9//DHjx49n6tSp1iQ8hROvffnll1y4cIFVq1ZZsyzOnj2bSpUqFds+6ftbq6j+nz59OjNnzsRkMhEQEGD3ifON9H/z5s35/vvvCQ8Px2KxMGjQoBL1PUj/30pdu3Zl4sSJDBo0CLPZzKRJk3B2dr6pff93SN+XjpvZ/+3atePXX38lLCwMvV7PuHHj8PPzK1E7+vTpQ/v27fnmm28Abb3klClTePzxx0lJSWHgwIF4eHjQpEkTevfujZubG15eXly9epWQkBDreZycnPD29qZXr154e3vTunVrm7Wz/0T9+vVj4sSJDBgwAJ1Ox+zZszGZTLz22ms888wzuLi4UL16dcLCwmyOq1WrFkuWLKF+/fq89tprzJw5E6UUBoPB7t6tQ4cO7Nu3j379+qGU4pVXXrHmvCiO9P3fU9R7X9zvNmgfTg4YMIDp06cDWnb6yZMn89VXX5GSksIzzzxDlSpVcHV1pU+fPjg5OVGuXDm7v7vlypXj2rVrPProo7i5uTFs2DCbmKBhw4YsXryYsLAwnJycqFSpksO/3QBGo5HXX3+d4cOH4+3t7TC2KCoGMRqN1KlTB7PZbF1/PXnyZEaMGIFSCnd3d9544w2ioqL+6tt9y+iUzHkSJZCens7jjz/OqlWrytwnPeLWkr7/Z5P+/+eSvv9ni46OZvz48XzyySel3RRxm0nfl55Dhw6xfPly3njjjdJuyj+e/NcTxfrtt98ICwvjqaeekhulfxjp+3826f9/Lun7f7ZNmzbxxBNP8MILL5R2U8RtJn1fepYvX860adN49tlnS7spAhlJFkIIIYQQQgghrOTjYSGEEEIIIYQQIpcEyUIIIYQQQgghRC4JkoUQQgghhBBCiFwSJAshhBBCCCGEELkkSBZCCCHuYkuXLuWBBx4gMzOztJsihBBC3BEkSBZCCCHuYhs2bKB79+5s3LixtJsihBBC3BGMpd0AIYQQQtwae/bsoXLlyoSHh/PSSy/Rp08fDh06xKuvvoq7uzv+/v44OzszZ84cPvvsM7799lt0Oh3du3fnX//6V2k3XwghhCgVMpIshBBC3KVWrVpF//79CQ0NxcnJiYMHDzJt2jTmzJnDp59+SuXKlQE4c+YM3333HZ9//jmff/45W7Zs4ezZs6XceiGEEKJ0yEiyEEIIcRdKTExk+/btxMXF8dlnn5GSksLy5cu5evUqNWvWBKBp06Z89913nDp1isuXLzNkyBDrsZGRkYSGhpbiKxBCCCFKhwTJQgghxF1o/fr19O3blwkTJgCQnp5Op06dcHFx4cyZM9SoUYODBw8CEBoaSo0aNfjggw/Q6XR8/PHH1KpVqzSbL4QQQpQaCZKFEEKIu9CqVat44403rI9dXV3p2rUrAQEBTJo0CTc3N0wmE0FBQdSpU4f777+fAQMGkJWVRcOGDQkKCirF1gshhBClR6eUUqXdCCGEEELcHitWrOChhx7Cz8+PN998E5PJxDPPPFPazRJCCCHKDBlJFkIIIf5B/P39GTZsGG5ubnh6ejJnzpzSbpIQQghRpshIshBCCCGEEEIIkUtKQAkhhBBCCCGEELkkSBZCCCGEEEIIIXJJkCyEEEIIIYQQQuSSIFkIIYQQQgghhMglQbIQQgghhBBCCJHr/z2cvsmmQSiEAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "\"\"\" \"Jitter\" parameter signifies the amount of jitter to apply. \n", - " This can be extremely useful when we have large clusters of data points\"\"\"\n", - "\n", - "plt.figure(figsize=(16,5))\n", - "sns.stripplot(x=employment.Age ,palette=\"Set1\", y = employment.Unemployed , jitter=.3)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 303, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Flip x and y inputs to make a horizontal strip plot\n", - "plt.figure(figsize=(11,8))\n", - "sns.stripplot(y=employment.Age ,palette=\"Set1\", x = employment.Unemployed , jitter=True)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 304, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(16,8))\n", - "sns.stripplot(x=employment.Age ,palette=\"Set1\", y = employment.Unemployed , linewidth=1)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 305, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Adjust the linewidth of the edges of the circles using \"linewidth\" parameter\n", - "# Adjust the size of the circles using the \"size\" parameter\n", - "plt.figure(figsize=(16,10))\n", - "sns.stripplot(x=employment.Age ,palette=\"Set1\", y = employment.Unemployed , linewidth=2, size=8 ,jitter=.3)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 306, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Using set2 pallete\n", - "plt.figure(figsize=(16,10))\n", - "sns.stripplot(x=employment.Age ,palette=\"Set2\", y = employment.Unemployed , hue=employment.Gender,jitter=True)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 307, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Separate the strips for different hue levels along the categorical axis using \"dodge=True\"\n", - "plt.figure(figsize=(16,10))\n", - "sns.stripplot(x=employment.Age ,palette=\"Set2\", y = employment.Unemployed , hue=employment.Gender,jitter=.2, dodge=True)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 308, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA9MAAAJYCAYAAABhDbXqAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3XuQZGd93//38zzn0j2XvUgicoTABgdzEQUxlrFAMlUBKkQOAVeZwtiYQFxF8quYPxQDhUMFHHBskhiECwhRKpWKi7IcKhgSk5Rcdry5gEyZi8BWJAsXASy0IHTd3Znp6T7nPJffH6e7dy7dMz2X3dne/bxcwlLfztnt6Z7zfb7f5/s1KaWEiIiIiIiIiMzMHvUJiIiIiIiIiMwbBdMiIiIiIiIie6RgWkRERERERGSPFEyLiIiIiIiI7JGCaREREREREZE9UjAtIiIiIiIiskcKpkVERERERET2SMG0iIiIiIiIyB4pmBYRERERERHZIwXTIiIiIiIiInukYFpERERERERkj7KjPoFL3WAw4L777uMpT3kKzrmjPh0RERERERE5RCEEHnvsMZ7//OfT6XRmfp6C6V3cd999vPGNbzzq0xAREREREZEL6M477+TGG2+c+fEKpnfxlKc8BWj/Yn/gB37giM9GREREREREDtP3v/993vjGN45jv1kpmN7FqLT7B37gB7j++uuP+GxERERERETkQtjrtl41IBMRERERERHZIwXTIiIiIiIiInukMm8REREREZE51DQNp0+fZjAYHPWpzAXnHCdOnOCaa67B2oPnlRVMi4iIiIiIzKHTp0+zvLzMD/3QD2GMOerTuaSllGiahkceeYTTp0/z9Kc//cCvqTJvERERERGROTQYDLj66qsVSM/AGENRFDz1qU+l1+sdymsqmBYREREREZlTCqT35jDKu8evdWivJCIiIiIiInKFUDAtIiIiIiIiY5/61Kf4mZ/5GW699VZe8YpX8Na3vpWvf/3rh/b6r371q/niF794aK93VNSATERERERERAD40Ic+xNe+9jU++tGPct111wFw11138Yu/+IvcddddnDhx4ojP8NKhYFpERERERER4/PHH+cQnPsGpU6e45pprxrf/1E/9FGtra6ytrfGtb32LD37wg/T7fbIs47bbbuPmm2/mM5/5DP/jf/wPjDF85zvf4eTJk3zwgx/k2muv5f/9v//Hu9/9bvr9Ps94xjNYX18fv/apU6e44447aJqGxcVF3v3ud3PDDTfw0Y9+lK9+9as8/vjjPP/5z+cDH/jAUfyV7EjBtIiIiIiIiPBnf/Zn/PAP//CmQHrk9a9/PefOneOtb30rv/3bv821117L6dOn+bmf+zl+//d/H4CvfOUr/Pf//t+59tprecc73sEnPvEJ3vnOd/KOd7yDX/iFX+B1r3sd9957L294wxsAePDBB/nIRz7C7/zO77C8vMx9993HL/3SL3Hq1CkAHn30UT772c/inLt4fwl7oGBaREREREREiDFu+u8nnniCX/zFXwSg1+vx0z/90zzyyCP8w3/4D8ePsdbyzW9+E4AbbriBa6+9FoDnPOc5fPOb3+TMmTP85V/+Ja997WsBeMELXsCzn/1sAO6++26+//3v8wu/8Avj1/Pe873vfW/82Es1kAYF0yIiIiIiIgK88IUv5Fvf+hZnzpzh5MmTXH311eOs8/vf/35OnTrF3/gbf4P//J//8/g5jzzyCFdffTUPPfQQZVmObzfGkFIa//fGfx8FyCEEXvrSl/LhD394fN/DDz88Dsi73e6F+YMeEnXzFhEREREREa699lre9KY3cdttt/H9739/fPuDDz7Ifffdxytf+Ur+6q/+invuuQeAe++9l7/zd/4OKysrU1/z5MmT3HDDDXzqU58C4IEHHhh3Bn/JS17Cn/zJn/Dtb38bgD/8wz/k9a9/PSGEC/VHPFTKTIuIiIiIiAgAb3/72/kv/+W/cNtttzEYDFhZWeGaa67hNa95Da9//ev5sR/7MT7wgQ9Q1zXGGD7ykY9w1VVX7fiat99+O//0n/5TPvnJT/K0pz2NH/7hHwbgWc96Fu973/u47bbbSClRliUf//jHyfP8YvxRD8ykjfl22eb06dO84hWv4NSpU1x//fVHfToiIkcupoSPgZAiCTC0pVy5dTijgicREZGL5YEHHuC5z33uUZ/G3Nn697bfmE+ZaRER2VVMkb5vGASPj9NLr6wxFC5jISvI7aXbMERERETkoBRMi4jIVDEl1pqKfqhhhjqmmBID3zDwDbl1LBcdBdUiIiJyWVIwLSIiE9XBc64eEFPc/cETNDHw5KDHYl6wmJUYYw75DEVERESOjoJpERHZZt3XrNaDQ3mtXlNTx8CJYgGrgFpEREQuE+oUIyIimxxmID3ShMDZeh31vBQREZHLhTLTIiIyVge/KZBOJHyMNDESUiBsCIadMWTWkRk7077oJgRWmgHHi+4FOXcRERGRi0nBtIiIAJBSYqVpA+lApBp2745TsskeqIIHwFlLaTM6WYbdoehp4Bs6Lqd0+vUjIiIi801l3iIiAkDPV4QYWfc1Z6p11n0zNZDe6vzz+gxCs+NjV+qByr1FRESOQEyJLz76bX79a3/AO/700/z61/6ALz767Zl/3+/m9OnTPPvZz+a9733vptsfeOABnv3sZ/OZz3zmUI5zqVBqQERESCmxWlesNIMd50jP8jprTUUVAstFMTFLHVNkEDzdLD/IKYuIiMgexJS44y8+zwNnH6Ye/q5fbSp+5xtf4quPP8Q/eu5PHkqj0BMnTvD5z3+eEALOtdvA7rrrLq666qoDv/alRplpERFhrRlwtu4fKJDeqInDsVpMHqvV9/WhHEdERERm8+XH/mpTID1Sx8BfnHmYrzz24KEcZ3Fxkec+97l8+ctfHt/2J3/yJ7z0pS8F4HOf+xyve93r+Omf/mne9ra3cebMGQBe/vKX81u/9Vu87nWv4+/+3b/LfffddyjncyEpmBYRucKFFHmkv7bvedJTXzdGVuqKyPbSsSYGQjzc44mIiMh0f/zdr28LpEfqGPjj73790I5166238od/+IcA3HvvvTz72c8mz3OefPJJPvShD/Ef/sN/4L/+1//KLbfcwgc/+MHx806cOMHv/d7v8YY3vIF/9+/+3aGdz4WiYFpE5Aq3Ug9oor8gr+1jYL2pJt7XHFIWXERERHZ3plrf8f4nd7l/L17+8pfzuc99jhgjf/AHf8Ctt94KQKfT4eGHH+bv//2/z2tf+1ruvPNOHnzwfEb8J3/yJwF41rOexdmzZw/tfC4U7ZkWEbmC9X1N39eH1nhkkkHwlC5sG5/lUwC0b1pERORiOFkusDplgRvgqnLh0I61uLjIc57zHO655x7+9E//lLe//e3cddddhBB40YtexB133AFAVVX0er3x88qyBMAcwt7ti0GZaRGRK9SoWVi4CJ211/z2X94X47giIiLSeuVTn0OxZWF7pLCOVz71OYd6vFtvvZUPfehDPP/5zyfL2hxuVVX82Z/9Gd/+9rcB+PjHP86//tf/+lCPezEpmBYRuUINwnD01UUIakOM28q6NR5LRETk4vnxp/wQzz3x17cF1IV1PO/kX+fGp/zgoR7vb/2tv8UDDzzAT/3UT41vu+aaa/iN3/gNbrvtNv7e3/t73H///bzrXe861ONeTCrzFhG5QvX9cB70RSqlGoRmU6n3vJRwiYiIXA6sMfx/z/tJvvLYg/zxd7/Ok9U6V5ULvPKpz+HGp/zgoYzFuv766/mf//N/Am2p95//+Z+P7/uX//Jfjv/95S9/+bbnjp4H8BM/8RP8xE/8xIHP50JTMC0icgWK6Xym2HJxgtqtHUQv1nFFRESkZY3hxX/th3jxX/uhoz6Vy8JFLfP+8z//c970pjcB8OCDD/JzP/dz/PzP/zy/+qu/ShyOSPnYxz7G6173Ot7whjdw7733XtDHiohcqfyGsVSZtZiLENimlAhp43En79sSERERmQcXLZj+9//+3/PP/tk/o6raJjQf+MAHuO222/jd3/1dUkqcOnWK+++/ny996Ut86lOf4vbbb+d973vfBX2siMiVauv+5cxenF8HG4P4/CIdU0RERORCuGhXMk9/+tP56Ec/Ov7v+++/nxe/+MUAvOxlL+MLX/gC99xzD7fccgvGGK677jpCCDz55JMX7LEiIleqraOwpnX3PPTj0h7XWavMtIiIiMy1ixZMv+pVrxq3RIe23G/UfGZxcZHV1VXW1tZYWloaP2Z0+4V6rIiItEqXX9QdzAtZcRGPJiIiInL4jqzGzm4o7+v1ehw7doylpaVNQ7t7vR7Ly8sX7LEiIleqrQ07rTGULr/wx6Xt4t25CMcSERERuZCOLJh+3vOexxe/+EUAPve5z3HjjTfyohe9iLvvvpsYI9/73veIMXLVVVddsMeKiFypMrO9xHohKw5lLMZOnHUs550LfhwRERG5uP7BP/gH/PEf//H4v//Vv/pX/OiP/ih1XY9vu+WWWzh9+vRRnN4FcWSjsd71rnfxnve8h9tvv51nPvOZvOpVr8I5x4033sjP/uzPEmPkve997wV9rIjIlWpSwzFrDItZyWozuGDHXXA53UxZaRERkaOQUiR9/Uuke/4I1s7A0knMj/1tzHNejDEHy7PedNNN3HPPPbzyla8E4Atf+AJ/82/+Te655x5e8pKX8OCDD7KwsMD1119/GH+US4JJaUsXGtnk9OnTvOIVr+DUqVOX1RsvIvJYf3VbIzKAnq/p+3rCMw6mdDnPPHY19oC/rEVERKT1wAMP8NznPnemx6YUiZ/9OHznL6Cpzt+RlfCDz8O+5h8fKKC+9957+Y3f+A0++clP8sgjj/C2t72Nn/mZn+Ghhx7ine98J5/+9Ke57777eO1rX8uv//qvU1UVJ0+e5P3vfz8/+IM/yJve9Cae97zncc8991BVFe94xzv4xCc+wTe/+U3e8pa38Ja3vIVer8f73/9+vvGNbxBC4K1vfSuvfvWr+cxnPsPnP/95zp07x0MPPcTNN9/MP//n/3zmv7f9xny6ohERuUJt3LccUqQOnnVfk1IipkTf11TBE2LkoOuuzliuXVhWIC0iInJE0te/tD2QBvAVPPgX7f0HcMMNN/Cd73yHqqq4++67ufnmm7n55pu5++67AfjKV77Cj//4j/PLv/zLvOc97+Gzn/0sb3jDG/jlX/7l8+eYEr/3e7/Hq171Kv7Fv/gXfOxjH+POO+/k3/ybfwPAv/23/5YbbriBz3zmM9x5553ccccdPPTQQwB87Wtf4yMf+Qif/exn+V//63/xl3/5lwf688ziyMq8RUTkaJUu48mqx8A3+BQ33WeNwRpL39ckwGAonKO0GW6P86ELm7FcdFjMykM8exEREdmLdM8fbQ+kR3xF+uofwXNv2vfrO+d44QtfyP/9v/+Xu+++mze+8Y087WlPYzAYcO7cOb72ta/x5je/mWPHjvGCF7wAgFtvvZX3vve940lLL3vZywC47rrreOELX0i32+WpT30qKysrQFs6PhgM+PSnPw3A+vo63/jGNwD40R/90fEEp6c97WmcO3du33+WWSmYFhG5AoQYiaTx+MAqNKz7hiaGbYH0SOkyMmtZ9zU+RqrgqYInt46FLN81yzzag126jMX8wjc3ExERkR2sndn5/tVd7p/BTTfdxFe/+lXuvfdefvM3fxOAl7zkJZw6dYqTJ09OfE5KiRACAHl+vmpu41jlkRgjv/mbv8kNN9wAwOOPP87x48f5b//tv1GW5xftjTEHrqqbhertREQuQzEl1n3NmWqdx/qrPD5Y48lBj8cHa3x75XEeXH2SJ6seMTE1mIa2PHs577CcdyhdhgGaGFipK6rgJz4nH3bsPlksULo2k62stIiIyBFbmhzMji3vcv8MXvKSl/D7v//7/MiP/Mg4GL755pv5j//xP3LzzTfzzGc+k7Nnz3LvvfcCcNddd3Hddddx4sSJmV7/pptu4j/9p/8EwKOPPsprXvMaHn744QOf934pmBYRuYzEFFmp+zw2WGW1HlAHP24y5mPkXN2nie3qb4iRJnpiTKw0AwZTgmNou38vZAUnygWW8w7dLCemSAK6LmcxKzhWdLmqXOR40W0Db2PAwPGi2/67iIiIHBnzY3+7bTY2SVZiXvS3D3yMH/mRH+Hs2bPccsst49tuuukmvvWtb/HSl76Uoij48Ic/zK/92q/x6le/mjvvvJMPf/jDM7/+2972NgaDAa9+9at585vfzDvf+U6e/vSnH/i890vdvHehbt4iMi8GvmG1GUzs0B1SG0hPug9gEBr6viEblnC7PTQKW8gKFrJi4n3Hiy4djcISERG5IPbVzfvBv2ibjo0cUjfveXJY3by1Z1pE5DKwUg92HGe12lRTA2k439m77xtWmsBS1iGfsdHYuq/JrKOw7vyNBo7nCqRFREQuFcZY7Gv+cTtn+qt/1O6RXj6JedHhzJm+EimYFhGZcyt1n75vpt7fNhALu75Ox+VkxrHua9b8YE8B9Voz4ESxgDWG3DqOFR2yjcG1iIiIHDljLOa5Nx2oa7ecp+UHEZE51muqHQPpkOKOGeutMmtZzku6LmfdV4QdmpNtFFOijp6lvMNVnUUF0iIiInLZU2ZaRGRO+RhY81PmRQ5VwbPXxhjGGDoup7QZiUTpMnyKhLg9sHbWkhlL6XJKl7Ggsm4REZGLajT2UmYTJ1zP7JeCaRGRObVSD9gpUk4pMQjTs9a7McZgMDjTjrqKRMLweIZ2jrTl/C/v0fG6U5qRiYiIyOHqdDo88cQTXH311Qqod5FSomkaHnnkERYXFw/lNRVMi4jMoTr48YiraXyKOzYdm9Ug1HSzDIvF7vJ7ehC8gmkREZGL5Prrr+f06dM89thjR30qcyHLMo4fP84111xzOK93KK8iIiIX1foM+6D9DmVMKaVx6fb5oLsNvI0xZMbijCW3jgjUIVC63X9l7HRMEZlP7eJdxKeAj5E0/K6wxpAb13bzd25PI/VE5HDkec4znvGMoz6NK5aCaRGRORNToop+18f5tD1zHVOkCp46hulZ65TwtEGxAQqXYbAzBdMxRUKKuqgWmXMxJfq+oR/qif0SAALQMPyeMVDajIWsoJjhu0JE5HKgbzsRkTnjY9hxr/TI1mC5Cg193+ypIVmibWLWxB6lcyxmxa57smJKOG3bErmk+BioQsCnQDNcTEukYV8ES27bSpTSZdQxsFpXxBm7+QOQ2u+KKnhKl3Gs6GC1qCYilzkF0yIic2a3vdJbxZTo+epAJdgxJdZ9RRMDy3m54+irdAj7tEXkcFTBs+5r6jC5miWRhuXbgfVUsxYqSNDJCvJ9BsNV8Dwx6HGs6M5U0SIiMq/0DSciMmdmnf0Mbdn1WlMRDiHADQlsipyrBxwrOuRTAmp1ExU5eiFFVurB1CB6q5QSK81gvFhXBc9CltPNCgx7/0zHlDhbr3M879LRyDwRuUyp/kZEZM7MGhZbzKEF0u1x0/j/rzaDqZlup2Ba5EhVwfPkoDdzIA2wuiGQHln3DWfr/p4W8DZJcK7pU+3hPERE5omCaRGRy1QV/aEF0lvFlFjz1baSbmet9kmKHKFBaDhbr+9pLF7fN9RTto+E2Faj+AME1Ct1f2/7r0VE5oSueERE5oydoeSyjmFqB97DOq6PgX5oNt02rfRbRC68OnjO1f3Zy1doy8HXfbXjY+KwZDyyv++UmBKrzc7HEBGZRwqmRUTmzE7Nv0bWmwprDYm2YVk9/MfHuO8LYmu3B/F9X2/KgKnZkMjRiMM9z3tq1087s36Wp8QU6TW7z7efZuCbPTdPFBG51OmqR0RkzuR2+jpoJNFrKs7U/eEIHM/AN9seZ4whs5bCZjPNhHbWTsyIt6OzGrpZgTWWjlOjIZGjsNZUe65GiSntaV91FTyF9fteNFv3NceL7r6eKyJyKVJmWkRkzmTW4bYE1InEuq85U63z5KA3nkWdGzexu3ZKiSYEek1Fz9e7XoTvNCJnMLwYX8iKffxpROSgQor0/d6zxoOwt7nzAOvhANnp0GjvtIhcVhRMi4jMoe6GDHCTImfrfluumRLNhotVY8yu2eIQAz1fDS+sJ19a75SJCiliMSzmCqZFjsJ+AmnY+8x6aBuS7btcO0FzyL0cRESOkoJpEZE51M1yMG3H7nP1+jizHFPc1mE7t26mxmB18Kz7Ztue6sy6nTt0G+jmKu8WOSr9CVs5ZjFtvN2FOh7sL4AXEblUKZgWEZlD1lgy41itNzccmjYKq+PymfZGhxjoe08cvaiBhWznQHk568x83iJyuHwMexqDNRJSnFqJsusx0/4DYq9gWkQuIwqmRUTmkI8Bn8K2zt7TLqqNMSxkxcwB9ahpWXenINzAct6hdBnxwoyzFpFd7Ldsej8B+Mbnhv2OydpnAC8icilSMC0iModWhhnppazETmgwNskooC5m6MTrYyAlpu63dtZyvFjYsJdaF8giR+GoMr1BK2giIhqNJSIyb9Z9Pd53mFnLsbzDSjMgpjRheNVmo4ZkubEMgidM6azrrMOaNou0cSSWMYauy+hmBWbj7bseWUQuhP2WahsMiYSPiZACTWzLvlMCY9r7nTE448idwW7Jv+w3s63vChG5nCiYFhGZM+tbOvdm1nEs77LWDAgzlHFDGywvWkeIgToG/IbGZYXLKG1GAuoQ6GQZmXF0XEbhsonzprMdZl+LyKUlEKlCzUo9mBwUD2/yo/8NUFhHafMDf9azGb+jRETmgYJpEZE5UgU/cSZ0Zi3Hiy790LDaDGbOVTnr6I73XSdKm+GG/20w5M5ydbm4azZp695tEbk49prp7YdmPEbPYmbbw5zahbU6BArn6GY5M+4u2WaWyQIiIvNCwbSIyBwZhOkjaUZ7oq/uLLLma+rgZyrFzKyjGP5jJlwh+5TId7hyNsYo2yRyRGZdyIpEVuuaJvrxbc5afNhbI7E6BHxMHMu6++q8o2BaRC4nCqZFRObILDNau1lBSImOzQgp4VMkpLahWAIM4IwZjteyuF3KNn0M5G76YzounxiEi8iFN0vZdSRyrh5sq2opbEYV/JRn7SSxFiqstRR7CI4Ll+36fSMiMk8UTIuIzImY0sQS761Km7FuaiKQGUOG5SBf9yEGmNLVG3afQy0iF05uHdaYqVUoicRKXU3dHpIZi5/SiHAaZywkWGn6HC8WyGesTOnu8D0iIjKPtDwoIjInpnXe3qrtuH14F61hh0rxTpZrv7TIEZs2wg5gval3HJ/V2cdiWGmHi3MJ1prBTB3FM+s2jNITEbk8KJgWEbkMdbPi0ILcaRfK1hiW8/JQjiEi+7eQFRNvb2Kgv0OfBWgz23sp1XbGkrvzjw8xst7UOzwDMHCs6Gg7iIhcdhRMi4hcppay8oLOdF0uOlg1HhM5cs5auhMyzD1fE1OkDp4qeKrQUAVPE8N4FB60wbidMdCdlF3uh2bHypnFrFTjMRG5LKneRkRkTrg9ZnUya1kuOqzW/ZlHZc163KW8s2NpqYhcXEt5hyoEYor4GFj1NU/0V2liIKbz9SUGsMbijCGzltxmlM6xlJWs+mpTkL1VvkOpdhUaFrLtlSrdLGdJFSwicplSMC0iMiessVhjiXtoFlRYx7Giy0o9277GSZzZkFEysJx3ppaVisjRsMawkOWc7p1hrak4V68z8Dt36m5LtjMKbylcxqIrWA/1xGZmo9efZhA83azYVA2zkBUsF539/6FERC5xCqZFROZIbi3VHufC5tZxouzSayrqGUZrTTomtA2EjhUdlWuKXILW6gGPDtbo+4a+b6hn6PwfUiT4msoYyhgos0jXZgTSppFZ1hiWsnLHbR0xpfFMemssx4qOGo6JyGVP33IiInOkdPm+5sI6YzlWdKmCpx+aHbv7bmSNoXQZC1nJQqZ50iKXmpQSjw/WeHLQw6dIbh3drGC1HuzpNQahoUmR4AILWclSXjIIDSnBYlbMNB86pchC3mExL9RPQUSuCAqmRUTmSMdlrO0wU3Y3pcsoXUYTA3Xw+BTxMW4qATe0wXc2zGhf3Vk6pLMXkcOUUuLR/ipPDNY2beLIjGUxL+gH386Jn1GIgV6KJNqmYU/pLFPYjCYFfAyEFLd997TfFZbcOo7lXZV1i8gVRcG0iMgcMcbQzXJ6u42i2UVu3aZy7Y2deC2mzUAbOFEubHpeiBGfzgffzlgyY5WxFjkCTwx62wJpgEjCGstiVrQLZzHMHlSnRBMD1ph2bJZzFJz/rmibmbVHNJjNXcD1NSAiVxgF0yIic2YhKxkET5hhT+Ss3ISSzKWsxGLo+6YtAd0yTmfMQGYcpWvLSye9logcrkFoeLS/umtbwdHCWYyRhkiIkZDi+LNsAGMszrZ7nfNho8MqNKw1A3K7uClgbv9dUbOICCiYFhGZO9YYjuUdzlTrF+wYmbHjvZi7lpQn8MMy0F5TU7qM5bwz0x5LEdmf7/bOTu3QbycEu9ZaSizM+LEMKdHzNaVrR1uFNArEE5AAgzMGZ+14AU0htohcaRRMi4jMocJlLOUla0116K8dUyLQXkjvRxU8deyxlJcaoSVyAZyr+wx8M/X+w1rH6jc1j8XIIEw/FgwbFdqMjtPnXUSuLAqmRUTm1GJekoDePgPqlM7ntdpST0MTI9aw75nUG197tR7QxMCxvKM91SKH6MlBb8f7LXufSb9RTJFB8PgYyKMnt47ODjOmY0r0Q8Nq0ycSOabKFBG5QiiYFhGZY0t5iTOW1WYweT/zBjG1s2Pbkuy4qekYtNklaw0dm2PslsZC+zTwDSkljhddBdQih6AKnvUZqkacMcR9rIlVMVD7eryc1sQ2sN4pmAbAgLOWOnieUGWKiFwhFEyLiMy5bpZTOMdKPaCeMIM6pEjfN1TBT8w4G2MorWMQPTEk1kKFod373M3yAzcUq4Jnrak0MkfkEMxaiVK6nGYPY7EA+qGmCVufk6iiJ6W044JYx2bjvdqjyhQfA8eK7p7OQURkniiYFhG5DDhjOVku0MRA39cMQnvx2/cN676eGERn1lG6jMI6VpuKjQ9JJAahDcAX84KO2yUrtYt1X9NOg9PVAAAgAElEQVTJ8k3juERk7/o77JXeKLcWZ+3MXf8nB9KtUQfwzEz//JYTstCjc1VALSKXK21oERG5jOTWcazocnXZjrMxBjouo+NySptR2IyOy1jICrpZTmYdlW/wUzJYicRaU7FS93ctI9/Nubp/oOeLCFRxe/XJNKWdbRGsin5qIA3tHuqduvrnNiOfUsEyWtATEbkcKTMtInKZiSlxrukTU6JwjkGCJrZ7pbcmqFNKrDSDdr6stRTOYSess9YxsNIMDtRMLAy7Ah80yy1ypYopkfbQVKx0jjq68WKZj2EcODcpEonE2FahWByFM+Q2J7ObvwXiDi0JjTEsFTvvjV5rKkqbqSmZiFx2FEyLiFxmztX9tklRUzOIzbYAeqMmthmnOJwT3Q8NhXV0s3xbUN3EwJqvWM73v/e57xVMi+xfO995L7pZzuP9irWmoh7ufd6oHzwpRQKRJgLUOGuHFS0Fbrh4Nu2oi1mJ26XQcbRod7Jc2NO5i4hc6rREKCJyGen7mrWm4mzVb2fD7lKZXW8tGU1Qh8BqXVFPKPusgt915uyOxwt+WxdxEZnV3rrs1zHwxKDHuq+pw/ZAOsTJme4QI72m5ky1ziA0JNLE4y5kBR03W16mHo7aEhG5nCiYFhG5TIQUeaS/ykrdn3m+7LTANqZEz1f0J+x1XPf1jvsnd7PXDsMi0rLGUMwQvCYSq03Fo/1VBr7GGUPX5du2aAR2/izGFFmpK3rN9u+BhWzvo6/WZ2yeJiIyLxRMi4hcJh7rr808Ngd2byoEMAh+W0AdU6J/gOy0n7G7sIhst1smOJFYrSvOVOuEDQtX1hq6riBz5y/9ZvssJprgOVOt41PEWcvxcoGF3eZOT1Ad4HtDRORSpGBaROQy0Pc1Z6renp4TZkwuD4Kn2jK/ugrNvrt7q8xbZP9Kl5HtMGJurak41/Qnlm9bAx2b03E5Zg97r3Pr2u8B37CcdaZ27t5NTGnmUV0iIvNAwbSIyJyLKfLEoLf30us9PL4fmk2l4zEl6n2Wax90xJbIlax0Od0pTfwGwbPaDIi7BKyZtRQuo2Pb8XjGWJiwJ9oYS2YdJ8tFlvKSJkVWmsGBzr9J2uYhIpcPBdMiInNutam2ZY4PW0qJ3pb9jvttJrTf0Voi0maJF7MCuyU7HFNktR7sOC96o0TCWkNhHR2bURiHM3b4+Wz/SUBhHca0vQ5ijKzU/QPtfQ5Ri2kicvnQaCwRkTkWUmTgG/w+Sqf30hUY2uDZp0g2vIjfzzGBPZWXish2i3nJUmhYqfvj2/qhaUfh7UFM4JPHpzS5UiUlSpeNF+uMMeTRUzhHJzuO3ddnWcG0iFw+FEyLiMyxUXOw/exDtKYNa/dyaVsHTzbs4Lvfvc/5Dvs95dIVUxovqIxK9a0xZNaRjTOacjF0spylvKQKDVXwRCLrTbNrefdGTQzDMXfTvwEWsmLT5zWlRB08j/fXKF3OVcXCPt53/ZyIyOVDwbSIyBwbDDNGaR/ZHmMMzro9lWvXMbAw/Pf97n3OrHYYzYuYEoPQ0PfNzj8npl0k6bp27rAC6wvvWNGhCp6Q+qw1DdXWmfFTxJQYRD+cIz/9M5xby+KW0VcxDathYsNDa2c4V/RZzAqcsVhjccaSW0vusqlNypx+NkTkMqJgWkRkTsUUD9wZN7d2T8F0SomQIm6f3XydtcpMz4F2j3zNuq9nWzRJ0IRAE/qsGcNSXtLd4wxi2RtnLCfLBSCx1gxmmi0/GmuXUsJhmFYUnlnL8aI7XhSJMVHjCSGOw+8BDd0sY61JLGUl2PY7qYmAr8mso+PybaO89PkXkcuJ0gMiInOq2RBI73X/80hh3Z6LLkcNhPaTfZzWhVguHU0MPFmt02uqfVUfxJRYqQftnGONQbugSpdxslwkN9muQWpMjANpaOdOT5K7rA2ksYTYBt9rTUXt46Y8diQSY/t+r/lqWzDvY2CtGXC27o/7K7TVMLr0FJHLhzLTIiJzamOg4owl7mPkjDWW3LlhyedsIhFw40ZkMzPQzRRMX8qq4Dlbrx9Kj6g6eJ4c9DhRLigbeQFl1rKUF/R8QWbspoB5ozpuv91ZO65uscZQ2ozMOaoYCKGmHwNsDJKNwWKGXb8tgUiGJQ4rGZbzzrbj+hg4W6+zlHU4UXYP9w8vInLEtDwoIjKnNl4X7zmw3aDr8j122G4P7PYYIC1lnW3jfOTSUR9iID0SU+Jstb7vMWqyu5gS1lqW8w5LecmxvEM3KzZlgJsY8RO2hGTDcVi5deTDve4hRnwI9KPfHEgDpDQs5fb0fU2/qYeLa+BjnD6iL8HaAedTi4hcinRVIyJyGdi1xJOEj5E6BKoQqMOwKzMJa+weM8ZmpmNuOj/nWMy1h/ZSFVLkXN2/IFOLYkqcrfv7blgnszHG0M0KjhVdjhUdlrKS0hVYYxiEhiZFmhTxKWEMZM6xNAy8M2MZbfhICQbRTx6VtUEi0aRAr6lphosl07LiAJl1DHzD4AAzqkVELjUq8xYRmVMbu+IWLsN5u6n0O6Y2U9Ts1KjMtNmp3Doy5/ATyr3D8AI8pkBMbZarySLOWgZYsmFTsWnBtTWW47nKOy9lK/WAeAGD3RAja03FcrG9DFgOxrB52JRPkSa2+5tza4nJUbqMMp3vdWAxw6C5hgQ+QWba12nS7oF0e9z2/1JK9H2Nd2039zoGyi1NxwywNGxIt9oMyJ3bdxNDEZFLiYJpEZE5tTV4LV3Guq+JKdLbYZRRIo3LulNM9FPNWopt0Lxh/6QPkTAs4XRY3LBhkbUZ+XCvZSBSD+N0Zy2lzelkGXb4+tZYTpZdNR26hA1CQz2tPPcQrfuaTpZr//Qhy6wjs46QIutbPvfWGBKJYsvfeYiJKp3PIsfkWWsS1jB+vsFgjZna3NAOHzPShADUZMZuC6a7WUE2PIeYEqv1gBPlAiIi807BtIjInHLWYowZXxB3XM7Zqk8vVONy3Tgs7QwxEknEYbAcU8KnREoRYwyZsVjTXhpX0VP7wNZraJssuWkbj5V2+6+PECPrsWIQGpbyksW84HiuQPpSt+7ri3qs44WqFA5dSqw2g4kJ5a17pWOCQWzavdFxuN0jgY+efmhwxpCZzcG3G3bh3phNbjPc5+fNG2NoQqBnKpZSOe72X9hsWxf/KniaGLSwIiJzT8G0iMgcK13GwDckEmtN1QbAadgMKHrChOx0EyN1aDZtj60BOwx6Y4pEIikZsg0RdYwRbyGZNhh3UzJWaRi8jwJ0uXQ1MQwzirMZVS+0Adj5nyBn2nL/zNgdR6YNQsNyKtWI7hD1mooqeJxx+C0d/dttH5sj7EGoGfhm05YQY9r30NB+dySbyE224XUSIQQSfvi5NyTaPdLj16CtRKmCZylrm6EVNmM5Lyf+TGhhRUQuBwqmRUTmWNflDHzDal1RR4+zhpgi677a9ti0ISM1SeUbmhiwxlI4h8NgbXuBPXrOUlYC7b7HTlbQ2VDO6Yyl4zJKl2ONoe8bYkrtzFoF1ZekKuzeDCqmRBU8g9DsOjfa0O7f77gp5dwJqhDoZgqmD8O6r1lrKkqXU1i3bWtH2JKqXvftzOhJYorkw9cIMYH144C67ZsQxpnv3DoWtzQtTMPHhQSP9FcpXcZyNjmQhtHCSkcLbiIy1xRMi4jMscJlbVl29PgY6fmqnR1tM5p4fh9sjIleaLvuxpTGuSpLu68ypESIEWPai+pBSJQmAyIdV1BmhtxaruksjQOqEAO4jKW8JDOObEI5dxU8K81AGahLVDOtMd1Q3zes+5o0Y5vvRPueV8GTW8dSXm5rNNXEQBfNGz8oHwOrw3FTmbUsZAX9YZXK2IZgugqe3g4l/YF2D3RuMyznKxAicVtzukTCk8hT2hYsm+E2kJhg1VfUKbCYlduD5tT+GQqnS1ERmV/6BhMRmWNNDFgMPkZW/WBc0dnNcmygHVszHF8TJ2QVA9CERBU9YHAGnHE4CxUNZcypjOdE0eUp3aWpexwnBdIjA99Q2ozOnsZvycUwrUldSG337eYA86GbGDhbrbOQlZtGr20tRZb9WakHmyq4F/OSnq/obxg9Nbq7Cr7dDjKlsiAlNgXeDgsG6hiGQbAZv5oxpu2ZkNr+CqXNsMM91blx7d5qa6ijp3RuvD96Oe9s+/5oFEyLyJxTnZWIyBxbqQcYY9oAZcOFdUxtVsmY9kJ6UiA9Uo+Dm0RIiTq2mcUYoUmB3FpKN330Va+pdy3/XW0GO56DXHwppYnjsHxsZ04fJJAeHwPo+WpTaXGImjd9UP3hloyNCus4nnfJNjYJY7gvPoZxZ/5Jtv4chBRpYsDQNh8rXUZuszYD7nK6eUFmbbvwZhwLWUnH5RuaDZq2XDydb3i4Ug+2nbPXd4KIzDkF0yIic6rN+Ph2z+TwQhfabFKvqYb7nA0OS2HdpjE2I03c3Ehqo0hq59HSln9Om0M8an62k5gSvebidY2W3U16N0OKrDT9Q585PQgNvfHPiILpg+pPKddezEuW8nLDJ92Mx575Hf7aN5aGB+KmoNcPfxacMXRcxnLepbQZxXBEXiRuW0wbNSf0GxZOEm1AvfGxF3K2uYjIxaBgWkRkTq37mv5wrqwxhqWsxMfIwNfjS+M6eoxpZ9F2s3yYYXLDzr2GSMIYhmWaZpiFzihdRmYMIUVMarPX9Q6ZyiaGXWcVD0IzNXCXi29S26e1prpgAU4/NFTBTzmyzGqUaZ7EGsNVnUWW886wM3dgXME9QxY4kbaX/qdESBFnDAtZZzxvfqMq+i3d3dvHhC0l/bMsvImIzBMF0yIicyimxCA0m0bTtONx2gZC7WO2l9Q6Y8mtawNmm1FaR8e1QXZhMzLrxo2CRt256+jpNfVwX/V0g106Q7fnvPNryMVjjNnUFKrv60Mp7d5Jz1cKpQ+o3mWUmTOWa7pLLOUdQkoYY3ddxBpVrWzs2L3pNa1lMe+QT+mNkFIal2y3P1ft47Z2E4d2MWC0r1udvEVk3imYFhGZQ36YCR5dJPsY6IcGYwzdLGchKybOmN0obLkvpTbgTREy0wbco069g1FX5x0uyusNeySnP0bB9KUkG+6DjymxvkOn58MSh3vyZf9maeDmjGU5L7mqs0DX5bt2Y7emrVLZtp/dGEqXs+CKqYH0+LyGneGn9VbYqB/a75LM7P5YEZFLmVooiojMoSaGcZY3TQiEsmH2mWHZ5qQMUdtkKJJSJNCurrbl34kqJqoYcBYyY3E41uoBsVwal3BO4mPEuekX3Rc68yl7k1tLHYYl+BfpmD62jc+UldyfWT9DTQzDsXWWJgZ6VUPc8FxjDBYzrlDYugw2+g4prAOz+09HSG3/hWKGYLpdVAm7BugiIpc6BdMiInOoiWG8t7GKfmKwnEjktu3CHYedm9su34kmjfY4J4w1uJiIQJPiphE5w+GzGAxrfsDJoss13eWp5+VjGAbxk4Vhw7Ots2nlaJQup9fUu5boHxoDuTMMQsNCVlycY15mZuk7EGJk3VcMQvvdsFQUVKGhjoEmeHyKwyx0G0JbY4ghtNtAXEZm7OZANzFsRLgzu6HEm10eP4jNuDJCRGReKZgWEZlDG5sEVRP2IceUNl1022H2yUdDSg0OQ2YtdfTtRfVO1+dp2JgoJU73zuGBE0WXzoSgeZZRN4k0sbO4XHz5hjLvi6G0GRZLFbyC6QtkEBrO1X16G+ZNd2xO5tr3OjNtZ34//o5oF9JKlwhEMmMmZox3C6bNhn4NIzvNn8+MVXWCiMw9BdMiInNolIluYpgYCE3aI1kNs1Lt8yL94JnYbWgHTYr0m4o6NJwouiwVJXZD+w316p4/hb14lwKdYQC9rWO07IFh0ictpsRaM2h7F2zZ++xTxKbtTQLbWNYQYyTRfi/UoSK3lo7LN2WOdwt7S5ttOyu3w57owuX4GJSdFpG5ps0qIiJzbNb9k1X0NMGTgMFwPvV+GM7vjTxbrXNm0J8pG735NZSNupS0I9EufEDdcTn5sAQ4pjScgy57NSnbG1LkXN0fj68bLaaFFOk1FX1fY62d+j6nYbl3Nnx/mhjp+ZqBb9rFOmO3fWpjSvjYzqQ2wwZmTfTE0feBYeIYLWgXcHJjx03LRETmlTLTIiJzaFSeO6179sZL2HafZBgH0mn4HEe7JXovnGmPmeNItKOOrIHloks24YJ72/Ot1X7pS8xoT+3ZKlywOeDOWhbyzWXdIUWc1vT3bNQ0biSmxEo92PRdYDDUwQ+bFLbvaWYchbVAtn0xbfi2O2OJtt1PHVOiip5IomsAsmEA3XbtH/2k5DYjpUQd/LhKxhjDQpYTY8JuCaitMSwVxfCwqmURkfmm32IiInMoH+5/nJbda5sAGWJMG0q7zwfSwJ6DWmMMBkPYcP3bdhJv6DU1kTjObE09b5V0XpIcluW8s3st7z4YY1jKO+y+1CKz2Jpd7vlq26JaG0g3bCwHtwacaxuLdWyOmfJZzUw2qv9uKwhSpAmR1aZiEBr8KJA2ltLmm/ZXj/ZAt4syhtVmwGoz2PQ9tZhv3BqinwkRmW9HmplumoZf+ZVf4bvf/S7WWn7t136NLMv4lV/5FYwxPOtZz+JXf/VXsdbysY99jP/9v/83WZbx7ne/mxe84AU8+OCDB36siMg8Km2Gw+yY13HWsh5qEu04oq0llXsNbtrw3LJ1v6aPgUFoyLzhWN7d8TU0V/bSVVjHct5htRkc2uZ3awzLRXdc3r2RKhT2p3QZ1lhiilTBb2tAOAgNdfQTd1YXJiPQYC10yWhipElh0zZsQ/uzUMcAw+w0BrLgyGzb7Ts3lsw4tr6Foy0cuXO44XvuY2Q1Dui4nGu6S5QbFgP0IyAi8+5Io8n/83/+D957PvnJT/JLv/RL/NZv/RYf+MAHuO222/jd3/1dUkqcOnWK+++/ny996Ut86lOf4vbbb+d973sfwIEfKyIyrzLr6GT5zg9KEGMkAnXaXtDtrN3T1Wxm3dTuu3VoqIel5FMZ6GbaXXSp2VhNUNqM48VC+7Nx0Ne1juNTAmlgx3nlsrNulpNSouerTbf7GBn4Zjg7evvfuzWGYkMX/txaFlxO1xXt/ubhe2IxFNYRhh2/Y2zfL4OhHI7bm/T2OWMxxlK6zd9NyYAxtv2O2LCVINfimojMuSMNpp/xjGcQQiDGyNraGlmWcf/99/PiF78YgJe97GV84Qtf4J577uGWW27BGMN1111HCIEnn3zywI8VEZlX1hiWsnLH0TLjJkQxwpS91dmMAY01BmcdU/oJjfdKThrTNdJx+cQLfDlaW7sp58ZyouiykOX7qsJt98uWnCi64+zkVtZY/SwcwEKW41Pc1Mm/3XJRjxe0RqOwtsqtJXN2y22OwmZ0XUbH5ZQuI8PSyTKO5V0K22aa23F6k/fWW2OxFhZcvqnqJbOO43mH0jnq6FltKlJKw+8U/QyIyHw70hTBwsIC3/3ud7n11ls5c+YMd9xxB1/+8pfHpV+Li4usrq6ytrbGiRMnxs8b3Z5SOtBjRUTm2WJRspgVrDbVtvtiSsQUccbST9MD3Mw4vEm7jsjKrRtnMKeV5xraku8mxe3ZSAOLmit8SZo0U9jQBsSdLGfgA1Vsdu2+nVlHx2WULtu1Y/ukY8rsrLHb+hPUw8ZgI7lx1DQTq0VKk5Ps+ffUmmFWOiWMoW1ARqK0Gbl1xJiGCyuGlBI+xW1Z5dy5YYa7Pa/MOkqbUWwJ6uvo6QfLyWzhwH8PIiJH7UiD6d/+7d/mlltu4e1vfzsPP/wwb37zm2ma8zMQe70ex44dY2lpiV6vt+n25eXlTXue9/NYEZF51nE5S3lnOOpqcxn3aDyNs3ZT07GtjGkzkc2WMvBIm+lKJLJhuWd7eyKfEEy35Z3t7bVvyPNy0/1LWal5speobFi2O2nMmsWykFkWyInEDXvvRyGaIbcWZ+2e9uB33C5bFGRHcZggKF02rgbZWhVijSFzjiZsf1+NgY7NqY0f3z/6Hkgp0aR23NWoYaAdloB3bD4M2BPWWlJMQMJYy8m8Q5kVZNaSbVh8m6Tva/5ad/lw/jJERI7QkS4NHzt2jOXl9sv0+PHjeO953vOexxe/+EUAPve5z3HjjTfyohe9iLvvvpsYI9/73veIMXLVVVcd+LEiIvPMGMOxostCVmwrpw0bgp3dgtjMWpxt58T6FBhETx2a892/U3vB3ETPwDcMvG8zlen8MTpZPsyGJ5otwXvuHItbgmu5tHR3239PG1gX1rGQ5SxkxfCfnNy6PQXS1lhKp73zB+GHCx9LeUlus/G4qq1Km0+vJDHtHvmOKzDG4oaZ5nZRxWzLKI++B3Jr27Jw41jMC050FnjmsadwdXeZpbyk4/Jdu/pba4dju0RE5tuR/jZ7y1vewrvf/W5+/ud/nqZp+Cf/5J/w/Oc/n/e85z3cfvvtPPOZz+RVr3oVzjluvPFGfvZnf5YYI+9973sBeNe73nWgx4qIzLurOgucqXtAYq2pxxfUo8x0IpAbSzSb91duNJoY61MgxjTOSBsM0Zi2qy9tcyNMW+0ZYsAaT+7cpr2xMUX8hix3Ztv75dLWcTlrph7/3FxIC9n0AE9m0wzLsw2GY0VJ39cTH2eNoePyqfcDZNbgTI63se3Mj6d0kxdIwnCvM6Z97cW8ZCErKPdYdbKQFfgYqIPf1BBNRGTemDSpi4SMnT59mle84hWcOnWK66+//qhPR0Rkmyf6PR4drOBjZN3XNDGw7mt8DKyHhhgjKSUGwY+bko342JZ0MuzaOwgNTYo4Y8YBcmGzcaMzt60bsGMhL1jKO3RcxnLeIbeOk+UCnSznRNFVo6lLRBwukpDarOTW96UKnrPV+gU9h8w6rioXFEwf0FozoNecD5BX6j4rwznQky7rBqGh3pAJbhfMWoZhHwTT3r5W18NZ0nHTTHloF0IKm+FsWwJ+vFhgKSv29H6Ww+8JgE6Wc1yLbSJyCdhvzKflQBGROXes7NCPDSt1n6W8pA6BgW82PcYYQ8dlVNGPM9RNDOPZ0yFFfIxYa+liCQAptSW8Gy6UN5aM56Yt92xC4Gzo0c1LlvISQ1t+ekwXyUcqpkQVGuoYaGLY1kDMmnYLQDEcs1a6bNhwrJnyigdk4FjRUSB9CLbGyz5FOi6jsJb+8D3fuG5W2owmBvq+Hm/HGDPtoljH5TQx0Mly6uhJafsiWG7duHmcxbC4x0DaWctifr4R4SA0HEv6mRCR+aVgWkRkzuXD0TMAq/WAwrVBy5qvqWKgnTQ9Cqjz4UV1gx9mrNssVGr3Tg+zlfnw8QnGV+6ZtVhjMMaMR+WMJKDfVKxUFc88tsSCOncfmZAivaaemqUciSlRB08dPGu+orQZC1lBSHFi06qDOp53xw2t5GC2Bp+j99kay2JW0iVSh0gdPH3fUMX2Z8EZR4geM/wcZ8NxVxZDiGlDE7O2h8LWUu9Rl/bCZZQbKlZm4azlWN7BbmzXk5jYGVxEZF4omBYRuQws5SVV9Liyy3pTMQh+2CyqoDGOMCzbbCfcWIJtS7kHoSEzdtMoI2cNuclGk3Lww+69pctxwwvw0cW8MWZcEp6Zdg71k1WP6xaPH9HfxJWt7xvWmsHU/fFTpbbMu4qersvBMrG7976YNpDuzNDkTGYzbX73iMViiUQShXNkzowz1Yn2vfZb3t/NDcwSKUGTIpkxJAwhRTIbKWi7+6+HhrypyIzBGktup88Oz6xjuShxE/re+hi0yCIic0vBtIjIZcAYw8ligSerdZbyDtZYHkuBKtphszALWCLQTw2dLKcKng7QhIAf5q8dEJIhJI81kA07Lx/LSwqXkdKG6tHhvstRA7NE24Bsrak4U61zjUbfXDQpJVaawcFLtFMbkDtj6WY5/dDAATqrOGs5Xigjfdi2z+k2bHyj1n29aVSWxbIxybyQFcQUx1sA0rBT90bOGGJK9EKDM+0CW2EzEokQw3iu/Mae3KPZ0rm1433YC66gm+VTZ49P6kIuIjIvFEyLiFwmnLVcVS5wpl6nm+Us5x2csZzFkFIkxEgVGkiREAJVaEdfGWvomHxcspmGM2yhDdJL66hjJNLgjCORaIYl4hsvwHPn6Pn2gvqbq4+DgZPl4q5ZNDmYlBJn6/6mBlMHFVKkjnCi6NLz9Z7Lvo0xLGQ5i1mp/bAXQGZduw1jwxaMUSVBr6nGHfh3Yo2l4ywd184Q7/tm/GlOJOoQsMawlBVEoLAOaxl/5CdloX0M+BjIhk0Il/Ny18+/2uCKyDxTMC0ichlpA+pF1poB602Nd4HSOUiO6BKBiEmwHhoy22artxoFP7mxGy7aI72mnWXrjCW3GXZLjDTa95gNm5J9t3eOJsQ2sC86CqovkNVmcKiB9EiI7d7rk+UCPrXBVh39tkZmY8NGVl2X03Eaf3WhbRx55YyloW0wNksgvZWlbSYYbKSJkWaYeXbD99DSBuyLWUFIbQWKNefLutsktCG3Bosjdxaf2gW73fon6MdEROaZgmkRkcuMNYZjRZfcOL7TO0NhG+oQqEPbeGzgd25MNdr/OAp+fQzUKY5TSCFFQmwojBsG5G0Qb43B0O6phrZcuB8arDHUgx7LeUlXjckOVTVsMHWhNDHQ8zVLeUletIslMf3/7L1rd+M4srX5RAAkJdnOqj591px5//8Pm28za97prq6yLYkkgIj5AEqWZPmSt+6yC0+vrE7LujhNisJGROxti3FZYbY6T68qdBLotJ4TTUj/fNbxSUx3GnhMI+N3bKooQjp0r1yy5ErPy+YYVD+G4bWMaK/t5ubG7WKQePV12yZbo9H4wDQx3Wg0Gp+Uddfzvza/MITI/97d889xSzF7ZjwEi5EYNSrp1KE3lUy6NtPozuwFB3pVeqkfJ114eny2wr5MbEI1nrqfR5KVFpn1gzB37ufxp7/ONk8MIRJFGUtin9Mzc7JSIPF0my7O8evYncWpNX4cnQb6EJlLpp7Gzv0AACAASURBVJMaifU9FOe6kKbOaFexneksLBFZ7zuuY8kIEzfd8MJzt/Oj0Wh8XNp2YKPRaHxi7pbs56i19XLQSFxirQ4GQbJUlBEoJxm0LwppwBzMjHFZfB+idno936NNxc/aTvc58ce8/0n/2r8W+5ywf4d5k8M/xy3/GB+PGyJvYe7s8sw/xy1/zPt/z8/5F+SQ2z17OXaEfAu12yBd7SgQUTp9cmKfLNOH8FWxWMfs62dPznf93I1Go/GfplWmG41G4xNzyJIVIBerZlIXi1pf/mcOYCRY5iILUcJxpjGbYxSKc2z5FhG2OWEOm9gxSqrCfRHrxatb8Gk76JgTUQI3XWv5/h72Zf7pr1EWd/bkhb8Nm6vRRm8x5sRcMnf9ilVo8Vg/kiDKXTfwr2nHECJTKfg32K+PJeM4Qeqs8ymDxrOjblauuIm/zWOa+HVYn2VXDxrbSECj0fjQNDHdaDQan5hshYc0YcsSeyp5yY2urbh1zvkcdz8aWmXxp9Cdiznr6vQdAcdwgurRzXcSObaCXou+ecwjQwitBfgbmcsrRmA/iGzGfdofOxWmXNjEb6simjt/THtK520T5QfTLZtXWZTVyRz1e8knox+dhrMxkD50xAunwT52ZDO6rzwVzI0xz2ziU7v3W+ZkjUaj8WenielGo9H4pBQz/q/7f/DPaceYE0oVymcz04sLbxAIGpa5yPp9w0kl4+7oIo4P0luXlm6RWh0LIphVIyp4EuQPMrGKHb9wMSftcJ9G/mu4+Xf8Kj4db7VaG0YqVSRl9yVFvB5rRYiqT2ZhV/J/i58LaWA5b76vsvyY6ox3E9Q/jmSFm244dpCkZUPrvcz2ZFoWRAiqFDP60NFfVKDDkiOdv7FtfyyZdezrNUeV/jUDs0aj0fgAtKtYo9FofDLcnYc08X9v/8U/xm29bakc33QDalodoN3B6/eyQ7aMIBRsmaEsx4bRwyx1HyK9xmObZ1Q9zkknCsPlx4obD/PIl244q0gBpFJbwJsB0dfzkphJS/Vvssxr3b7z8vCaNRwZYjy2cB/OH7voRPhWAXXJYxrpw/sNrBqvk5YOhU0cCBoA4WHev+t4mT83JNzEjmwQFnHu1M4CQehFmay+b9exJxz8Ft6Jec2vHkLkl2ZE2Gg0PgFNTDcajcYnIlnh92nHv6Ydj2k63v40p+isNdJ3gV2el4X4IfLKmcvMZHXuMpwukkUAYS4ZFUUM1rE/m53MpdBLPMuNlcVcaJcT7jxz9N3luS2qv4HLyrTh7NL01dFI5sYuz+xL4ib2Nbu4pKuVTXPD8LOZ12/lj3nP34ebNi/7AzidcR400q2UXgP/nLfk8nqFOp9smIgIfQj0Gpmt8DjXWXlzQ1FWoWM+cfv+YxJUlSj1MX243uVwyWyZvw2btpnSaDQ+BU1MNxqNxidhnxP3ac92nkhWSKXU2Vo3shnbNJ3F5/QhLHPOxmR5MQur9xWp+jlKOM5WQ11w4zVXOnnGTYmLQVGtYNkxnxqqiD8sr/clEVTPTKjGkvjiqyaqvoO0VP+/xzHb3XlME/ucyF5eFEV18v77j1UxO+ZXN76Tiw4ERfnSr7jtB/417blPe4rZ1Wz56nVwiLqq79bZDteNgpvRhUh/YkR49rJexXy2wliEIXSs3mjdFpF23BuNxqehielGo9H4BOxz4n7ek6zwmCfGnPh93p85+4ooKnoUXdmdbJlitQqtEkhSGMJTxUiVZZGtVVQvdmTZjc6V7Eb2zCCBoELBOa03Ba2zkQe2eaZbormAZTFudNKqVN9CssIfaf9qS/fX8JhGsjs3XYdece7+kVse+1yr4W0j5eegCH8fNvzSr9jnmX2esTrZgQAqEPNTF4K5sSuJsnx9E4fjBtl7MHf2S1rAJnZnm2oHOg1sQpuXbzQan4cmphuNRuODk6xwn2p28z/HRx7TRDbjMiInapVHRq1IzaWcVauSFwpOFL3IkJVnWbDZje4gttyY3OiIRDVY5HQ1NNOzRXWtgM780q+enqvNTX81ijC6cZ/GHyak3b22+LuzTXDb9c8q1F8zH/sW5sZUMqvY4rK+h7c2I6Iod92KTdcz5Uwyo3jB3I/XiOLGPidEOBqP6fK+nSwz5/TsNHvpXKgJAsZtHIgnG2nr2LMJHSJSK+I/dGum0Wg0/jM0Md1oNBofGHfnj3mPmfPbtOVhmZO+ljUbpQrb2cszIe0s85PuZC+o6HEhXMxQrY7dJy9MMjubmU6WiUVZLbr4IJAvhXiyTHKjW26/Fp3VeJ0gwmMar7bufivZn1qBsxXGnFifRBeFF5y/v4fJMqvvdAj/q9OpMr/DvDugZ1FUBcOBuRR2eXyx9XrQSBeVvaVjHJucjH5cw915zBO33cBKIzfd0DbMGo3Gp6SJ6Uaj0fjAbPNMKoX7ec82PxmOGVXsGkZZXLvr7bDLGXc7adteBO2JqK0uvxwFdfZCkPOPjHJanV6YPLPxfole0mOk1iVjnum6Wp3+gXrwL8P0E3KmLzc1xpLpNB7PgctNkR/BWxFfjbeJ3zgiEZZ3/2Mez86l8KwzBVSVGx0oVpjfccwE6KRuvnwZVs9GBlpNutFofBaamG40Go0Pii8zig9pJHvNFU7LYnfOmenEbOzkUbgX8rJ4ruZiugip8yWuuVGsVqF8qVqeViZFaruxitSInMWcbLLMTXdTo3Q0Xm1DnSxzS32+NjL7dRS3YxzSD33eK8+5L4k7rRXLTn/8kqGYYUuOeePb6ENgsTJ4F7MVppJIVvjH/vFsE+6AiBCkuoLHk82woIG1Btaxo5NAdlsi1Ookti6PO14PgG2aueuexjoO15xGo9H4DDQx3Wg0Gh+UsSQeU3Xunks1HjuYB10TJ4aT3Bi0o/iEezUNMq+5sXr6EDPUCmaFsCyQUUVCh+khj7guzIMIidp6vIoRldpmriIMLzn7OmQzOg3IFaOrxsvsc1oq/+GHVnbtihrLVshu9BrOjOl+JOaGNgO6b6ZmhXeM+drm2RNTyezyfOxAyG5krm/K+DLuka2OfAwhHjtMBOg1VuH8jvfuVDKr8OSLEFu7d6PR+EQ0Md1oNBoflMdUHXrHkniYx6OQBpZoK8VPWneL1ZnoPgSMjv2y+Dbq4tmL0eeZPqfFnOjpyYLUalXUjAA5RFKIuCoHw7HiTjEoBcac+Vu/ebXiWE3MwtncdeNtDsdtFbof2yb9QmVzLom7OPzweek3XrbxFaxfEdPmzjZPTBcZ5FNJRJTndenLx1t16dbAaom+EjjO17/HjX2XE7/09TrRZqcbjcZnoonpRqPR+KDcz3t2JTHmRLkiSYJAPrk5nQjrVego7swlgxVupj1dTuzdmIXzipM7LouUckdE6EqmKxnKTBk22NLOvQodjjGXTDZjeGXdXMwgtErV15CsHKOKhhAZy4+rTht2fH5bzhuRKsa6zc87Rq3B+/vpQ2QI8Zlgzmbcp/3Siv2EYbWrRM/j8l7ikEW/TRP/NWzO5qYPrd1RlD6Eqy3cyWrefRBlHZrhXKPR+Dw0Md1oNBofkLkkfp93r7Z2RolkZoDFhOx8wXwTe7qc0P2WUjIJ8GU+ush5dI0v4bTOU/QVgJrRj3tsWMFwc8yV7jXwR9oRVV9s9XacPsQ2L/sV5Iu55ttu4Pdp983V3UM28C4nHtJIsirGRAShGtRpr/w+74miDEtl8lqG8LfS5md/DHf9ijRuj8K5+HUhDZCKHVsCuhCY8nMx7V6NB2d7cv4fQmRXEjcnc8/HUREK+5LoNLAK8dkm2VQyvw6bs9z5RqPR+Og0Md1oNBofkN/n8djuC9ere1EFsdrqfW1BPcwjdzmzD5HfrebOKkKB+hjRo9u3u2MOKufPI9TKciyZkEakGxi0Q6QK+F2eX3T0FmDdMoa/issqdBDlpht4TNebdctJ3NXh/iJCMeNhHnnI07EqWdyOYt3dMZxOI9t5IorypVsdxfcqdGxi/90bIUGfO0c3vo0gyl2/4o9pj7tzP49X3/cAxZ/Oo04Cs+Sz86SYM1o+GxMJy5y+u7PLiZvYX23xTlY9GIYQWS+50vU1jZuTaK5Go9H4DDQx3Wg0Gh8Md+ef++3ZbfpCs2yvganYUlF+YphH+rkKMBGlj5FUqqA25CimXnpegaPBWFRBUW4loGkmLW2ctkRzbfPMl271TDTFZQaz8X6u5YevQoe7s80z5s5smWSFYtcsxeqs7EOaUOQYe3VgLpmC4+4EVYIb+zJjk7NNI13ouO0GihmzZW67Ff13tOm3+dkfyyp0eA//z/b3V/Pby8mJoct4xj7XLpZqaJjPzp2gykqf3qvmte37tffvVOp5eBsHgipRA/1LhoSNRqPxQWlXtUaj0fhg7HJi9vPZyJdaZTtVsivlpKAZczoKaXMnA4rSB8HcCCZLRrWDPEVXidTW8erAXQmidKLcHMRySYR5TxnWQG0VdWo186Ybzn62X/vNd/8uGpU+RLZ55n7ev9jyXdx4nKezKCSxOu9qOGZGBnAnqtJfRGE5dbzgN0tsQ89N7JlL4ddh/c2bIm0z5ccTVYkhIHZebT7lUmh3GsghsE1z9VE4e77AoPFZhN1cMp2GV1v+zZ2HPPFrt2b1E6LVGo1G4z9Nu7I1Go3GB+NaLqwuua7XFs+DdmyZaxKsG6tpf/zejB+FsSAECYQQEEkUq/VsoTp+F4eE425LLI6gGogxngXkhDRhscNPqlCzFQYrxznK1VLhbHwd1/oExpLYLVXFL/2Kh1Qd3muGs2HUSuJjmphLXroKFGWJR3IDEaIoLBnWyYydz7jU11zFnkEjfahRZnMZmfPMNvY85on/Wd1x0w1f1bIdXpmnb3w7uzwzaCQOyuM8H+fgTzntcDA3ijtmzpirUZiKEFQYtHvVbX8umfUbrduy/MepXTXvcf9uNBqNj0L7FGs0Go0PRHXJrtnOl3QamctzQzIVWMWOXZoY5glZBLe5V2Oy5T52osODBLKU6hIu4SiSOq1t3fUxCipkdx690KnQUWdgu2nPvL47+zmmkut8tQbu+lUzIvoGggTg6Rg/pPHo4JytMJU651o3QJyyCKV9nhnzfJRQvmSTA5gsIgchilRxfWB5wJQTo8/Vfk6EoIFelVVJbELH4zzyP5s71qGnD5FV6N4U1ps2P/vDMTfG5RoQUH7pVyQr7HNiPhHVVozJq+N+9UOo50iNvDIMQV1JXnCr1e5r79ZkxuD+4rEOotx29Thv89SEdKPR+HQ0Md1oNBofiMOCWBCiBvKJIVWvSirXc3ujCitVuhOxfToVqShGXVhnnAKgilhZvqofF3qyFh401momtdI1m5Mweg30xZGSEHmqPicr6GJkdRNbVfpbOK0SHoT0QQidxhV1Gug0YFb4I01Ly/7y2MNctRccw+zJSC57FUCHTZaCYWZAPHY9GFVEFQ1H4b0OHf/YP/I/m1/ISy7x8IpJWaehiemfwFjyswtAp4GuDxSM3TxznyZmK5Rl00VESZbpQkRR7nQ4zk2bGTNGMqFTpdN40R3hZCtXZ6GHi02VZFXot9b+RqPxmWhiutFoND4QyYwl8ZlOhdNEG5Vq8nMtd1gJDDnTSyBJqW2dFyZE7s580gAq1Ark8W4iy8JYGDTQh+fmUQ5MVkgibPLMaT2rC4FN6FAV1rF9/HwLnQYQ2Kb5aPC0zfOLs7GzGywu7etF8GzTXNu7zZjd8OV8EcnHeXilVqhtGQOos+/n7cFzyYSiZDOsW+Ox41/jlv9a3YAIY0nXTcqktqM3fjwvZY4bzj4lJssMIfBlWB07E8pJdvmBwyz0bLka2bkzl0JyZ6XxrDOmXJx7B2PBy/bwKMo2zU1MNxqNT0VbzTQajcYHIltBF1Hbh8g+n89DDqEju1HMKEskllPbuWUeSTiqCua4PGXNmtf686Ukk0W6B6lGVSq65A2//vFh7kxpqnPSIbIJPV0IGM5tHFq28Dciy3HY57kK6TS9aDhmbqRSK9BQW7kf88xDGinmZC9LgDjH78+lEEUYvZC9unr3GiDIM2d3X6qSj6m2ks9Wuw1uuoHVEnlm7tzPe27icIxB+6VbP8sgbvwYLnPIAQzjfp7OuljquED9en5BgB9cvk1r3nReYtb2ZT6bpTa3Or4hQq/xxfGNqEpeKt7N1bvRaHwW2tWs0Wg0PhCH3NgoAXOnO6lEu1dxU8yOhlRH3PGlZRNqpcpECFLnJxN1ZlbEuSxyCnVW+ktfRXDAUTPwgtiTgZmL4KJ4UBylkwBWuB1ujgtsgWeu3o2vI5uR3xDSwNLK6+RlY2WXEvd5jzvPhPQBc+PBMoG6cXIoQOZSN3GuiWBf2sw7Uf45GZ0G/tfmlzNRtc0TCPyf6y9Hod348WQ/F8bXhDTUkZA9T9eM11CBXgI99dib12tEHzp6UVSVu3e8pw8Cel9SE9ONRuPT0K5mjUaj8QHpNDBbZhM77pMxl8xYEr6YAfUhnkXcyGJalhf95CyCGpjlEHElRPNjBQoO7tHCKgQ6M1ZeOEy6lqXp99j66464I14IEljHHs+FfUncanV6bkL6+xhLWmaer2dIH3D3mjXtRrLCZJmdJfClFfiKkM7Lfc0d0Xpk1yEeDapsqVx3IXA5Be3uTFZYi/DbtGMIkf9e3R4Npw45w1/j9t34Bi4O68M8XxXLKkoQZVsm5qWarciSCvD6S6hUi/fZEn0cXkiiP6c78Vd4qRW90Wg0PiJNTDcajcZHQgCv5j67PAFCsWr4dMphRvUgqMWdoEK+WMcmd8rSBh4QOpE6V23lKKgVZ50Sm/i0IAYIyFPuzQWdCppnfPcHWYWkgf/efGkO3t/JPie2eWYV62bKaznC7s6YE8kKqRSy1dijq0LarJqNHYzHzFCVZW5eax758thUqlnV5VGfLdEvnRJ/zBO9Rn4Z1mxixzr2CMJ9Gvm73jRX55/Fcn2AakZ2GotVN1iszkG7MZdyjEs7fQIRIarQyRubHw77krl9h5Hc6sQj4RDZ1kY9Go3GZ6CJ6Uaj0fhARAlkry23nQb+GB/r30MglctWzoAiTJaBQ/RRJHuuosiM/VLhrLUpR4FehIBiFGLJbDC6uMYQRjP8zKSsVrWVOld9cAfu5dAO7IQ8E6ctYXV7NE9rfD1lcckeS0JR1qFfNlSu3Bc/VqTLUqXGodhzIV0Wo7GzedtFRBmGUkVVv4wWFDdSKc8M6GypegcRkmdEqxDfnDi3FzO2eeK2awZkP4ODK79hZ+fGWNLR+f1Ajbt61mNQRXeBRCGo1jnoF0R1sXKsbL9Er5FBz5eb2Yw+NDHdaDQ+Pu1K1mg0Gh+IJ9MfX1py6+2r0F2dZ42q1fxribRRgYQzujG5UcORaksvy99nqjlVsAwCSQOFOoObl9ziQ9tvNZ4qjFbYlczo9lS9ljpXeRN7MGN++I34xsK78TLJSo0+WhhCOJp6XZLLIXPaKV4WEzrjsg/4cAz97HY5HkO7EN+HTZw+BFhmqKNq/SNCEGGlHWvt6nNf6ZrY5fRiRb3xfRyuD2Mux9//Q5rY53QmpA8MoXu1S6Aev/SiSRnUDZeXUBFu+ueV63b0G43GZ6GJ6Uaj0fhAdItg3uZqPnUwcxKETewZrkROiUDf9ahGsoCqIhq4PnUrVaBbIUiNs1mHnqwwHzT3Czh18Ty7kYF16Om7/rhYHy0Rd/d4yS8/SeNFUslMJznhUDdR1lfabHelClgDij+J5lPcDwL7JN5IhKhP9crsr8xmezWfixKOfxQhU3BqSzrALs9nVW93r7PfjR/O4fowWSKVwkMaXzUYE4GVdm/0izhzyexLujYhsMzhXxHUAnfditCWmo1G4xPTrnCNRqPxgRhCx2y16giwCvG4gAYYtOOmGwgnt5nDthRmjCDKSjvuQkcXImExIgqiTxXGg62YC50o3eE+QSlBl2pk/RNO/n4T+2MEkqqy88LpMj6Z1efe/t4qk9/AeNGme2AVInf96jiPXt276/1qMbp2EVwqITupR7s7qvV4nwore/6wM7I/F1HFa/t/snQcCdiX8+r02DZUfgp9iCQ3xpSOG26voSIEFYbQvzmCUczY23NBHVWZ7WJzROBLtz67Nl18u9FoND4FTUw3Go3GB0J4niV7E/uzFu8gyk3s2cQBEWFfUhVOciKwBTYaiUGXBXUVyeJOWCpZxmJkdrHynVkcw1UZVBk0cNf1bLq+VjWXSrS782B2/Hk7URyBkmHc/vhfzifnWobwgSg1nmgduzOB61KVzzURfnpbUH2hguivbny4O+WszVeqfJYqwg+ifr7YCGiOzj+HTgNuxjbP72qllqWdP6qwDt2bpmBmtngwVA4bceXiXPql3xxNEK/RcsYbjcZnoYnpRqPR+EBMJTOEc4ErItzG/pkh1MGJdx0jq9DTdZEep8eJDiuN3Maem9jTazWXkkXkBGRZWD+vITkwLm3DQQOrGK/nD2sAVR5KopixCvFJ6I1bvAmqr+JaFfgUQeg1sg6Rm9jTBT2Ko8uZaANE6/yzilwxonrC35BldiLyD8/15Aq+VMjh2E0Biwhv8/M/hbGkN4/ZgVNPdpc6c62qmNnVDRiAbOW4sXPIiy6LkeEmdvzar+leEeVBtUWkNRqNT0Nz8240Go0PxL4kgiibMJy59YoIN3Ggk8K+zJg7U56ReWIoCSmlzkGnmlOs7qgbERgBVChLrE44qVYVnMsQpBqXJIgEBg0vGhj5iTnW6IVe9GRO22Haw/r2x/1yPjnvkR9lmXEeQoe7s441Uzp7IYkdn6e4Ud7QsocjZXido5frO/DHp1kyisPyYFE5E3XZC/B0ThS3Nk/7g9nlGafOvZ92Mhxc2A8c8uOzF/Y5LZXlE/EsSvHCvGyGVHO5p66TyTJ9WNFpIIjSh8Av/Ype315WvlaxbjQajY9GE9ONRqPxQTD3YybsJnbMlp+ZC/UhEGVgt/2dafcHchl3pBFOzJ8iEC2Ti3PrhiAUjUvrdwDxxdlZUEAR5OAoDoxurOVKVVoUDwdzNFhpYG+ZO07MsqY9vmqZw+/lPRndh2rvYQOkCqC62XL6Wz5t3T6tPxr+JKyWb3Sq5KNBWf1PkFpdlOW5/GTT5fBzhovq5GWbepua//FUMe1sYs9v45bZyjFz/IC516xpMxA5fv/0eKmASqCjzs2bGxmvHgoaEIFfuzU3fX/sfpA3WsQPXDPMazQajY9KE9ONRqPxQbgUzl/6gft5Or89J+K4ReeJG+0oahSWNkw3rBuIXohmmARUwM0xdcgGlgk4oVvBIoqivFx9nt0Z3J+1bVo/HLOKV0v1ardENR3xUuenX4h3apzznqrfofqoupjGaY25CijpxA7uVNY6UKhtvW5+sJ9bvickK3UThVp5FgTHEJW66SLVGV5Fj38Q0Aszs4Noa5snP4epVIE8lcxjquZjl9eMZMZsJ+9Dd7BaaT7Enl1uguhyLA/3L2b8OqyPx/hr6DS8aErWaDQaH5EmphuNRuODcBk/o+iZoJZ5RMYt+dDSKUIg1Lbbk3lqCYE47sBrFq2osDKYrAqkgKB5xrzDY7za6n3K7Mbq1NwsdLBUpQdVVuHpo+ZZhE5JTUy/kyHUjoGXZlnhvNrbhYiWVF3XXxA9BcfcKMWqSd3FU6sexPMisL2+igBqgiOYQieBGPWYTy0idIux3eXPdziTQhPVP5Rtnrif94zLmEenAY8945LzPVkmlec+BapCQI9CPB6rz9ePT6fKXAp7SWysP+lEePtnvO2Gb/8HNhqNxp+QNqzUaDQaHwS7YkClKL/0KzalIFN1yJ7t9dghDx2hq62Wh/ZdFecuBIalxRtAS0JyfrMdN522DKvi/QqoFelNOBfK8+W/Ibe84ffSazjbmHiLKFqzn0VqXNmFOCoYuZQqpv25kAZeNCZzqlN3dqNYwTEMq27uWkV10PCyYJbm6PwjSVb4//aPzFYIJxtbvQY2sWcq14X0gU7isZMku12NYRMRVqFbKsvOPs/sl5ERFUXfWFKuY380LGs0Go3PQhPTjUaj8dFJM+uSuOvWdCG+zyW5XyOxx9yIGliFri68EboTAaUlwSuLcKgtw8UdV8X6DSrCbehYXyycD1XLs9nZNxyqG0/U4/T6vOmpdFUR1l0HUkVVPGkTNy+kYkvr9fXnUpE3XZdri3j9g0GyTJTq8hw1PMsuPnzVWn1/HMkK/xwfjy3d8aILobjTayS+MnOvAr08nR+OM52MZURVNqF79hwPaSSbPXvNS6IG7lpVutFofEKamG40Go0PwjVd424wPgJPC96bbmAV4zH26JLDbORmdUO/qnmwKofXEFYibJDjHFDM85uiN4cIww2r2PEl9nRXFu7DIqDOIp6aC9W7URE2Xc/mlbb4y7bqQSMr7RARvnTDMRM4Fz86f1eunydvRxgJvSidCMmNuRQUpRN95tocT9ygB22t/T8Cc+f3af9kEAcEleMsczFjLgkRWIWOdezpwvUW7qhCp+eCung1M1uF7upjzJ1dnl/dHAmq/Dqs26x8o9H4lLR+m0bjL8AhFqW67tZlc3xBaDX+vIQrrtnsHzktLWY3lCqiDtulxtNd5CTeKFrgMSdMIzKNCPPJawnrJS+4c/CcSN1wkVZcHXylX9H3K77E/sUFsyBHMZ3cWB2/0c7Br2ETe/axZ7JytQPh2mz0l37FPBU6D6xjz27aYpw/NihnUVlBBRbTsZepEWldiNWEzJ3sTkBrZvFF7vlR6EvNPm98Pw9prOMffrotIgwhsM+2ZE4/EUQIEunlEHlmZ7FYUQMrIskK4nVzLbvRX7v2UAW3L03+1+hC4Nd+/dVGZY1Go/FRaJ9mjcYnJVnNDz1GoFwhaDWa2cS+tV1+AC5bLN0K5Pn8tiuPU7gaUizU9t/JwIdVrXJbRko+3l1FuEEQM7IoJlVkuSre9cgSc/OaYRHAOjxt3pz9jG2G8qvoNDCEjtvOuZ/35+7oLNVfnb6AqQAAIABJREFUzn/HUQO3ceCRCeYam5WXHOEDcvKoGqMlRH1dSHeqtZ375Lj3IZK8gPmzeevDNWYduiaufgBzyYwveA70IfCQxrNs6VNqHnh1Yr/WIzBoZFo+O+bFlOza5utBuE8lswknm2kCt3HFTddisBqNxuemrWIajU/GXDKPeXrVbOZAMaOYMebq+HvbDQxN3PxpOQjWo4BK43c/50qULEZBq+O3Kh573Aww1JfMaAFRxYebxeL5KWO4uCHUxTkcql9yXFhHUdYvxTq18+2r+dKvSFb40q24T+OZoBYR+hCZFgOpQ0dKFCG4IBiqyooeZ6rmccvjgwrmHI/dS1VpWVq4D638h4rzKkbWIVLcMa9Vz4NoVpGjuV1zdP4xbE820i6FbrUD+/auDxVhHTqyGMkLycrVz4agyhA6zJ3J8rElfBP7d+WiNxqNxkenrWIajU+Cu/OYJnYXlcr3kq3w+7RjFTvuulVrAf+TsgqR/aEaNU/Pvv81R60WmYWVhpoBLfLULqoKKL3oMW9aAELAvFarsvuxuXNwf1YVjyL0GvjSn7d/n/2MLRbrqwmi3HUr7n3Pl37NYxqP3SfZjGzGw4XIBpgskdzpVBgX4zkvhkkVviKCUuvTQZY4rOW4+hKhFpb5aKhCPSwuzl0IrMOAACuNTF6YSma9dC4MGhER7vpVq0r/AA4V4wNhmUc/HHPzmvsdNFDs7Y3Vl4iqRBTH6UNXG7rNOUzb/9Kt6LUjLpsl/726bbPRjUbjL0UT043GJ6C4VROa71g0HRhzIlnhb/2mVRb+hKxjzz6n2pJ9pYXzdGbW3SmLidBpzI2KEEWQZXo6irIOgZ11YCcC3Y3OHayA1+fZiZJV4URkA1ermMUdBR7yzKCRzZKTfHT+jT3Sxgu+iXXsMDce08Sv/Zr7aeS3eXt0So+itd36hOxGUMUsEhXMbAm08iqKRarpFH68lsjSzh1CPHYewKEjwQmhdikMGuusfuhQFYoV9ouYrtFc/bFq2fh+DpFUp0QJJK8Cuyzv93WIbN3r9eI7EGq3Sac9LG/Zdez4n/WXY/u+nHSjNBqNxl+FJqYbjQ+OufGvafe+OKR3Usz4bdrxX0MT1H82Og21jXfcXv1+UCW7M1omvXFOCDBaoROhk8Cm69nPE24ZyYkBJ4ri7kw4M+AT6KHdUwUPHR66Z/O1AtyEjk4Vh/rzeOEmdE9ieth81+/ir87N0i79v8cHshduljzh2QpD6MhLizfUDbdkhuCY182RLsTaum9VUB/cCQOO+fN4JeSplb86wkeG2DFIqBs2Fz/fVBKGcRc33HQDd/2Kxo8hXdk47TSQ7CCm6/dVlJvYsT1swH0HxY1uUdLrWFu5T30c3J1i1j4zGo3GX4omphuND87v8/6HCukD5sa/5h1/H25ateFPxpduxT9298/aqpMZ25LYeznPcn4Bpzp9b0smAJtS+OLGLs8YsKK2je5wDg2lctrObY7YjOaZMNziupiRiR6r0KcUdx7yzN+7FV3skSauvgt3Z7ZCp5FJM261c2GFU6xmCz/mkeLOnPJRgK1CD6E6b5sbY8mkkqsplSqCYG7ko9PzeWt+DAFFGGKtVps4QYRkmT/mzCpEVqEjUYgS+e/1LZvYjKh+JNe6kFYxsisTOBedKMpN17HP+btavov7Mkvd04fAKsRnHSnZjdBSVxuNxl+IJqYbjQ/MNs3vMhr7VorVNtJWUfpzEVS5jQMP0w6oompXMvulKtVJIPO+86JTJZcZn2e2XlipchsivTkZ597tzWfqEDSNqGX64Zb+lTnoVYg8lIwMG1pd+ttxd36f98wl04nya79mnzOTJYoZUYW7vhoK/j7vuHd7nvu8iK4oyg6Yl7itoErUQCRQDoJ6EWdOFXLrbqjBWUvbvp+cJ9s8sy+ZX/sVX8JQY9oaPwy7GNs4oAgrjYwlc+lgoCg3sWe2wlTSs3n69xCknlOKgsBw5X3+Lc/baDQaH5n2CddofFCKGY/5+92c32KXZ1axa9FZfzI2sSOHyDYnHvJMOmnhjKqoaM2ffYPoRpgmDk26oxt9HLhJMzuMlQsJp8CzNl6hLrC/aGSlgYjg8w7TmxddugcJMKx4sExnpZ1X38hDms4MqARhEzs2dMxWFoM4O7b6H0WOCIrU2XWUQiGZoKJkL4w5UbwsHd/VcCxIFdGpZIIIQ4gEqqP3c6PCGqm10p5V7NhZ4h/jI+vYc9cNrcvlh/CyYN10VTC/xMGFPZmRrLxZqRaROlqigaihCmlgE/rrFeh2eBuNxl+MJqYbjQ/KLs+vral++Gv90q//PS/WeB+q3IWOP9J0JqThEI8UGPMbYtoyzBN9UKZS77uixm/93gV8NqII8WSFnDVgiwBWEXpRbk4Esbij4xZb3daorRMGDcR+hQw3APwx79sYwTcwl8z+Fdf+fhE/xY1shf9e3eI4v407zA33Ov86e2G/tPQD4EsWtIEjDBoQUQqGe2ETN/SqmFONytzpQ6DKbiEgqArDMiufzZiWbol9npkt80u/bhsoP5FagR7YpudO/wcEOZ4jhuEGmaf5ehEQlChy1Xk9amD9QvdJaE7tjUbjL0YT043GB8Tdr7q5/izGkrj1oS2U/kyEjseS6DVwFzq2JZ1VjvsQyW7kl8YAnCVay4kaMHd6r3FW7s69C0MXGVLmdNdGwlM1UhHWV84JcUenLba+W/K3QIGb1S2y+XK8XzFjmyduuzZG8DXcvzNf/DFVwa2LwdwqRPYlMVkil8JkZXF6r/PRnLTouht7q27sspiNuTuTlZojTiCoLG7fVXR3qnQSON0b2edqQqboYmy45dd+0/LsvwOV2mb90mbqECKbbmA86Vx48blQUN4153zoaLhdWvyvEdtnRKPR+IvRPs0ajQ/IVPK/dzbNYcyZm66ZCP1ZmIHdIpSHEOk0sC2J6aRtc62Rh1xqBbpkwHBzsIzPE5SMSGCIgdvQMy2TlolaeRwRum5AywyHduGTxfJG9cU8cjFDpj2+2gDCze3fCKubZ/fb58RNbO2/72Us6V2Gg2PJR2dnqJXofZ5xlsxnX2akvZzP3y5Z00EE9yrE67ExICBLJJZRcBWiK0MIdC/MRasIY05sYnUex+H3ecff+g19E9TfTCfhWfTZKb/0a7ZpZLrYTHMczMg5ka0e+4KDCogioktrf23xjyddBF0I3PXrFwVzUG3v40aj8ZejfZI1Gh+Qa7EoP5v8ysKt8e/nIU8QOihP1ce72HPjzmSZaZ7I88RNntiWhHuBnKsoLpmYZzqEnoRmAfasVNmLMIeuZkgL7HFuuhVYqXPVy2J5I0r3RhVKc6KIcvvl76xeqD6bO2PJL7aNNs7Z5/d1pIxL54q5sc3pzN3dqTnF5k4n4eqcq2HMpaDoU0eKQKeRcCKYMs7sztWjJ7W1f1zypo/VTF9a/Fc3V9uIG28TNbz6ORBFuevXaJrY5QSLyeBcEsnKM/+DAy6CxY6kEVnavDsNbGLPr8Pm1fd8M5prNBp/RdqVr9H4gLxWkfhpr/kfEPCN60wl1+rksILd+eysuLOaZ1Y54SJkEW6t8FgSeF0cqzs8WxQ7aoXeCqUkXCMSIjlGijtBA2W4owj0ZhSc7XJOHCqZYTGsIihoB7Hnbti8KKQPjCU1Mf0OzO3MdOwlkpWl6mg8ppniVk3pljnm/YW4vsRx0jJDbxgcWoCXKK5ew5OgdmebJnqpxlan9IsgM3fmUs5au82dhzQ1L4ZvZBXiq3PzUAW1pEQ/PnKfRrbLBotQK89yLQ/aHdIMzHjsKLGnk4C7EUtByh6sPI0EiOCxA41sVq1zqdFo/PVoYrrR+IAU+/fHj/yMLOvGt3FYREvscdWnFuycYNyCO24F0kjMmYiy0p69F6aS62L4BVyUlRmzzRQMscLY9UiIJKmmVCVIjUFywI3aAlzbRFWVQQOb0HHbDQQz3A15paJ1LTO38Zz0zvfgVDLmfhTSwFJh7NimLekNv4XidoxWejZNsgjqQSMqT7c9pom7bkXUp6r1zaG1G0iWn81JjzmxDl1r9/4G+hAJqs+uy8WNMSemPGG7R8Zxy74kshsRIbmRvG7ISBGiKlH1/P3pjnqhnzL9uCNopHdjH37DQ8dN7Ku5oCioIJPQh4hawYc1DOtX3++NRqPxmWifYI3GB+QyQ/Tf9rrubSbuP4wvbdxHVrewu69Cer8FHLcM0w5ONl1EhI1EupwZRcgvzNyX5b4DkHPiMcBuHvn17r+4uRQ9wlLhPlk4iywVcZjcWLsgaYZXssrN/Zhv3HiZ9246ZDf25UlIQx0DCAJ2DEF7mdPNOqdmGp/NxrszW2Z1dj44kyVUu2pUpcrmpNvgpfNtl+cmpr+Rdeh5tGpGZ9QOgalkKAXd3yOl1Hb95TwIyzy0e+04OJjPpWJ0GhlECDkRcyK4o3nCS0FwhtAjqkxuIMqtRjz20PXQdWz6W1z2iGXYP+LrW+SKR0Kj0Wh8NtonWKPxAXnFyLXxyamuy09fS+xrVNX+d6qQLs+E9CkdTidKAWaq+VDxuhiHY42ZAmRRNm6E1Q0b6sLbF+fv4+tLjUOKKFECIVRB7MCuJGYr3OaJ7hUxDbWi9h5H4b8y+R254VAF6nxhPGVu1bFdAnterkwX7NlmnS+p02e3uZNOcsKLO34Q2dpxG4cz86qXPBcmy/XYt0rmV7OJHWNJ7PLMY5pqrnwxdHcPbuwso8izCrZIde8Oh0NaEmH7O5ozUZToBmnCS4LidFJd/m1YI3FgUkMtc5MM0shqtUG1+je4hlqZxvF5hJtfkLZZ0mg0PjHtCtdofEBE5Er/5c9/zVaV/s9zObvueG21DoJng3n/opAGji3eQWBdS8sgTw9RjEecPU4PS+VZCBpZFYNuXZ1/8aXC9STEC46b1XnM5VzJbvwxbflldftqvnDbHPoxFGqb7yWTZYIIfYzE/HJngn3FOEd2J3oVZ4dH5WKEGLjthvM7L9nUzyKVvOZmr2Obt/1aRIRelf933tf3jzs6PoAbsxXm5ViuJbATP3dtB6RkZNoR5pHDlklKI8EMKXUuWoC11+dm3OFdhtCzix19ENZhuS7s/sBXN/Xo7h/xeYbNLfLwG377N6R5IjQajU9K2wpuND4gr4mSz/SajefYZXVy2iHutd3baovni7i/uAmjUj8QkhX2tsxVm9XZyJKxUgOzbNoxWuGhZP4oiYeS2JZ8/PNQEr/nmfs8s19md92M+3l8tU25bdP8GOZcztq7obb0HjZhVhqXXOjrv/Gv2tRwf1ZxVlV6DV91vWjmht/GmBO7k9gxmfb1verO7mQUJIiw1vjUqm+Oznt0/0CY9xyOuuSMziNpHqv7P3DDyULRHXKq15k0si+JjYTjc7J7rOMmUFMGHv5VI/ge/4W/wziv0Wg0PiJNTDcaH5Ao/wkx3S4XfwZOtbC7wTQ+3aAB4lc2HLlV9955R5621dws53q7aF08zyN2/y+205b7ecd+3lPe6Iwo7oxWuM8z25wobjyk6cV89JfyqhtPhHf8jiZ7XpVO5keVrCL0oTs6bV9yWb0EnleTTzg9D1SVTeiJqosL+NmTvPg8rzmLN66TrfBH2gOwjh03EpC5XgsmK8/2zKIIG40EM3TeIfOInriBSzF03iPLschm3GLPI8/McCt0Igw5M87b84vS/rG2hwPg1c9hHmH7+4vv/Uaj0fjItNVxo/EBGcK/X0z3LUP0T8GZ/lnaMwFIEyKKDDcwrC/ueAV3mCeY9lASbs4jEIUqyEN3LBcndx68ME/jsjB+xN8pgByYvXCfRvZ5ZnclzkdEzuZrG9d5z+8omT0r8192BAwhMKgyXGRGXzM2lFeldJ2ddodelHXouO1qnnS+GDV4bQPwrY2ZxnPu03jWRrCxzN3SSj2/MFsfvPAlJwa3MyGNg87TUUgrcONeO14uUISNF9ay5NDnDPPu/E7j9uT64LB7qBXq8fFb/7mNRqPxp6WJ6UbjAxI1/FsdcINqc9z9k3Bm1JRqJcqP2bAViT2s76qDtp47bSOyVJt3tV0TwGEESoyE0MOJ8Bm9zk8LPN3fEuz/wN/IuX163YC7s80zv03bZ+Iutq6Hd9G90ZGS3BCeC9fL0YAgQhcifajXkU7Di5svAq97JYjQBeWmH7jrBnQ5Py9fM7bOgx/GPs+k03EON2Qej5F0VzsYzNFpDxirnLmRQC9aN0tKQkp9Lw/u3LkTgVJybfd2IwAbUW5F6GzxaQAyzpxS9Wo4ea2zr3HYP9aZ69bu3Wg0PhltddxofFDWsWP+Ny1MNs0c6E/DoTrph5lmgJKfzUKLCHQDdMNy3/J0P1s8u82qiHIYBciZAASgKOxFSaIgQoCn1wPIBXTGzaHr8RPPZ+HCrO5ELI8l89u04/9Y3x1vG7SZE72HoErU8OLs+cGxOYhwuDIY9qy9VlGgOnGrCCKFYEq2wizl7P4vtd+LCEGUKEqnkbv4JKShVshXJ5o+vtLZ0nT217G7NJjL6fj+N3duQ0fWmgc+mQGOpn29T8lghiD0CL04Ms90Dp0XxAo4CIY6xFJYS6ieg6pLtrTWUZCufi7MOH2aa0fL4b2cZrzrkbB8XRI+7etc9+aORqPR+Cw0Md1ofFBWoWMf0k8X1FED69DEzp+FuLRXcnrc3zgHRANoqLOMooDVhbVWFTOduDEDDMDvBmnx6g4KohGQ4yx18UKyQimpmpN15xsuNX1aqoN0N5y1Ct/PI7fdUDdpBNZfO+f9F2YTO+7n62L6MO/ca6x5w1z3m4uqiCm+RFKtVMhiiArDEoFmXrdHejkxK5Pa9B1EltxqJaoyhPhqC7qI0L8ymtJisd7PXPKzzRQ5EdeH+LQoQgyRtUKZJ8ydrIpMuSYzUDfNYkp0ea7O3u5wSAcwR5Y+ctVQrxvGU678YZwg9OTDm3saYRWfdkfSVMdFDkw7mDc1g7rtoDQajU9CW8E0Gh+YL/2Kf47bn2fsIvU12sLnz4OI1I0UO5lTtLc3VHzawvahun1fzDtfWlYpMJ18HW15Dc2kFJljoACEUhfOJVWDqZMOhkNkVnZnNqMviV4DKorj/DHvGULk9qKi2XidVeh4lOmqUdiBqPosW/iSTpW51O+LCJ0EOgJYzYouGKCERSRXt/f6vAchfahaRwmvGsgNGtFXJq+bueH7ma5snMnJbZeRZyLQl7mK4JLrBPzxWDlheqhi3Eudmb5yziSgO9tuE/AMIYJlchwg9PWxlp8EdEp4X+pmHoBbrU7nuXbNNBqNxiegfYI1Gh+YIMqXfvXTnv+uW7VIrD8h69AdZxaB879fwecJHn5fBLGAxrrwLRnyTE5znblOM+SZyRKrpd0ToKP+dWewLxPlUBk7XbfndN2UTCNIraht88y8PDa7sc/peR5x41VEhLvu+nteT/TqsLRVvyRhOzmPx3J30lL1nL1Q3Imiy0bd4gYuTyZlh0cKvFp1FhHW3eudLc187v3ka+/15X13PFanlHTMlj/rYDFDpx0yTXVmOuerQnp54ssbapv3NMI8Y9NYq9AAlz4Kl+J/nmpbeqPRaHwSWmW60fjgrEKH93B/Zvjy/dx2qzYr/SelD5EoepyLvRYO7IfM6TTBH/+oQtqp/59zzYEVxUUpJ6KqOCQXOowsBVfBiexUltqU1wVz6KE7TEkv5AT9hTiOT0LK3RnzTFlyiLsQ6jq9NT58FavYMZb0rEp52i49hMhspcZiCc/OEZHaDj7mmdEyc8kUcwpGKnWe+ijclseKF4IoQZS0VKdvuuHqhtvBBOsm9oRX9u1V5Cj8G29zPZP75S4FOXPtXt7BpVDynjxPeJ4xwFUXvwOI7gSgd0dfffZSvRPSVDfihhmGTb0GyHJMSz6vQlt6cyyl0Wg0PhLtE6zR+ASsY4eKcD+Pz1x0v5ZD5Wsd25z0n5kv/YrfpqXVexGj7l4rUXle2rkL7Lf1tlKWitCyNDYHm3HRahwkAeS8vXvtTinOTlL185bu6cXyDDk+tXACkHARJHZVrYUOudLCm6zOWw8a2eWZu5/YXfFZORz/01busPyusxWSGebGY57Y53zsJqjzzrVF29zZ5sRUniqFitBpuDrH7F4roxlbHME7slnNO+dcUAcJdBpZveG3sApdGyN5JzWG7Jq0rb+/+ns83zmR8hRRZSkxWSZNu3pNmEfUljx5wJfDcNhc24nQubOyQq8sBmYHMf903iksFecJUqrXlmEFsYfLrgV3vKS2f9ZoND4NTUw3Gp+EIUT+vtrwkCbGb2yj60PkS79qhkAfgK4buAkd28VUzG2umdEHceVeo7Py0r59WdEKsVaqfGn3lgIhMp+I47U7O6kV6WSOM4M64kJwR3Ek9tWg6IBvazU6RHzTH9uDT+lDJKiyyxMqSvP2/XpUlL8NG/61CGp3Zzq00p9U/lbaMUricPSLO8ULu5IY80wQPZNfQZWO8EIF9IkCRDOKF8aScWA4Ec7rGLm77FK4RFpSwNfwYoVY9ahto8jT3LRTXbTnmSlPzPMOTzOSZsTz4u5f6p/DLLUoR6NBNxJOArwkbnJCz36IGUSWaDtZ4vmk5tznWDtg8oz3qzM/hVaZbjQan4kmphuNT4SK8ku/ZhN79nmui9y3zMmkVoc2sW/z0R+J0HET4jJ7nGsF+pRDdXrcLYvlC0RqRfqw8eJOyQmPjmskuHMvsBcBPzg8Lyt2VfIhd9wSnQjd4vKMlVrBDh0yjyBTjeeK3eLq3DFoQBB2OdGFjrK4Sje+jiDKfw0bfpt2/GP/ePX32Gngrlvxr7I9irFtno8bbqet3F3Q4/yyuVFeunaIMEhAVSjujCeV7SF0rGPH34ZNNbt6hdu4OlbTG2/z0m/TQzy2c0fRekzdkf0DvnvkESd7QS0jlquQfv4sS+tBfnox1WU0xJiBrIHbYnT4U9ydOzEt0VwxVLeycQf9+v9n7/1CJcuu+/7PWnufU1W3bvf0jDzxn+hHQCApMcYPkSLs2NiR/SAwhLwERBwUCHmwTExs/CAZEymIPChgkF+MccAE2zJ2jJDBGBIRsHESk8Q2wQ9GkKcEGUWRPKPp7ntvVZ1z9t5r/R72rrp/+nb37T/jcc+cD9yZ27fqVlfXOadqr72+6/uttzd1jHcT9EdVqfIm+WXOzMzMvBXMxfTMzNuQTgNdv+LY/SD5zH6eHysiLR82EPXRTrwzfzWREEEjt9MZZuWSPBu32iUaH1JInz8IGqkLXq/dxmxGIaMaWyFtiBWWLVonQTUa29dA5iQ1sijqzgIlxP7cMdgdpoFYjOX61qGLvT/jztJAKmtCnIuqp2GXE8WMo65nkyb6EBiKXNpEW4aOo27BNqdLhfQeFaELAVoYklDfQ4qVa/PL+wvvGVGUbMZAQhDWccGry1uPLaS7EFh3c1f6SZAm0X9glCecL+WiKkwJHbeUnDjDsP3Me8mXYrT2V6EBxaDUVPJqMueCWCHgRARHMISTELhlhf7CZ0ZHMz7LGcRg3IC9VM0H9+dBSlBOaizWIwzrZmZmZl405mJ6ZuZtjIrQh0g/r13elrgbkkbu9Cs2446Nldr0sVINxsqjpboASCAGJVlhQ11YL8zYkJt89NzVO4oSgQxkc2xfelmBoJgIuxDpzeqMpUAnSqcRVYVxgy/WiIYmDYVixjZPLOcZ/SfmLA1sUu1ILjTSLwJTKRQzztKl7RXWccFUMlM5N6QKIgTVK91sIUidm+1xpv05dNiAO79vbDFZgtQNOq0Z6PEx3eagyp1953LmiYgXIs32eNfXeWl3luPAbndGyZmzVF22Feqm2DRcklhnK0xmZAfIF0YyFChQIAmgkUmV3pyFO6caeKm9FwTqz86fjFWX790ZrO+cd7ChzlLvznCZP5BmZmbePszF9MzMzMwLiOd95I0gAuvFisU4cOKFNA1Nvn0zMzpFGGNHbwW8Lq6LW7X23iPCvh0dFaIKbo6p1szj2EPYL5wFEWUVWhF9eNIcCuoo56Zj2zLxCutneTnecWzSdCik9wjCIkS+7eg2b4zbWlg3RUpR5/XRWcc6x+zu1Q3+AcNCxxFW2pElsAjGZAV1uaQzVlFWsSdKaJnTkMzoQzOVe0h8V9A66z1niz8dnYZLM/FA9UzoesI3v4Fu7rMqE69bwdyqwZg75KEW01YoDjsgC4AhZhTqBopRPRJcFALVHwHHzck4Q1CWBqrKHTNW18VpicD2BJbrB/OkzSGPuPtsPDczM/O2YC6mZ2ZmZl4w3B029xFVvF/ANEC3IE4jrxBI08SO6sz9qHI6AJ07JsLksJMAEkheWgfLm1STakx0WPvWQkhwQowEjVVqui+cVSgCoxurq7FIDjrt0OV58ZxbN3Wen70Z2QpneXjo7YJwu19xf9rSeX1NT6ahxujBIQ+8B8wdc9+Lew+HOGpgHRao1PuMlsmtIyrNZ+FqB3oRa6E3auYoPji/vYo9x91iHit5BpYhsrmiOiCNyOkJevpNANQh7TPn3LA8YdNIQRhQJnXEHTHDzEiilEubXnZ5rlmkjnyIEt1JqqSgdG78tevm6kWqKmZ3Bqvbl2+LbYNt2MDq+Lm8JjMzMzNvJXMxPTMzM/OiMe5qXjTA8gjyVB2Z+yVsT+gs0yF1DtqrG+/FojpAk2jCfamlcaSVyCJ1xnJvRidaC+p911kidJHSOlh10e1gBRW5FJCU3AhW6K8Y2y0QZBqr6y+1y5mszMX0DTmZhseaOHWi3OqWnKYBM2OTR3CjQ9i6HWaqFUHbLO5FihfqGVGl3KvQkcSYLNNrfKCQ7kJgoTUqK1t1+F43B+dOA8fdgj7MS45nJWqgD7F2p92Q7Sky7tBpW12zp4EBpwPu5YTlXKPL3BlFSVqL7CIwaURMiWZE9yo+ue68cq8FtipZlYwyubNQZQQeEOzvz42SawTXxdn4VfPuHzb1+c7nxMzMzAvO/C42MzMz86IxbQ/fiii4ss7GAAAgAElEQVS+vFVllf0STl6/cMda3D5sQnEEBhfAWJoxiIAZBeNSXq0KGGSFFGg2RW3BbG22uuRDWzN4pLNCFGVs/993IwXoVSENeOyRUGXCyQpL5rnpxzHk9NjYqj0LjaTQ8X+He9wdt5cK6GEfi9Y2QwQhhHDpWE1WWIbzorlX5VZ/jLbbSivK+xBYhvOCaSyZlRWWcU4JeDNYx54pT+jZfSgJmXbghvdLNtPIXTdKmcAyJjU2a2eZsc1DT1JNt8WdoEKRWhx35nTYJeu4AG2WuhXUbdmowM6dP4+R9+R8fuUesq4b+4I6tOz5o5faDV43BY/mYLyZmZkXm7mYnpmZmXmB8DQ9kNMqXYev1shug4e+Fb9+3l1+4EHALXHqfnBrXrixwrnvznmLykECmcQUDCPWyC3aglliq7lbVI7Vj5Q6f5kQVbrQoXDoUq40nHdB04CEY6LqeUTTzCPZlunxd4JqKJfG+rpanU/1JucWKyxLIZdMturu7EBGyAJRO7rYkUOHa/3dIMoqdIcZ+H0KwCJEgoRaqEst1IMKL/UrjrvFHHn2JtBpYDVsGUsCqyaE5s7WC693kbI7gTTReWHr1eBvatf5pPU4s7/OJYIZnRiGka2+F1z23Ad8/32hQ1lZtR98Q4SjGHh3LvXee6dukfo+BDVZIHRwdBvtLmyYjdvq7j3L/mdmZl5g5mJ6ZmZm5kUiX19MSb+ssmsR6I9q99qbpfa+w+zt91uUVlGti2rLYMaxJaKEmj8t4AQGkdapbotk8+bwve+OCpSuGg2ZtQV6na90VaY8UfJIv1xztFixuCjrzOngDu1z+OxjyVZIj3Fod3e2JbFr54lhFJyVRlIeSGk46A46FQId2XPLlPaacFQmSkn0GjA/4mh1q0VnVWM6AZax5knr1Zn4C881mxHCXEw/d4Yz1gJJFE87zIz7lik5UXZnJEsMXjdJVJwJSCJMImTR2sV2J+BU1beQXEniRA0UE1ZuLPYbavWRahZ5SqxE2zUOhnDPjEUQ/lq54LEQ4nkBXjJoQG69cuUf4pDGqqiZmZmZeUF5y4vpf/tv/y2///u/T0qJf/SP/hEf+tCH+Jmf+RlEhPe+9738q3/1r1BVfuEXfoE/+IM/IMbIz/7sz/Ld3/3dfOUrX3nm+87MzMy8UJT00JtEI76+VWOxEEhD02XnWgDndOhEb7UuqinttlJQK3yLGPe6HkMYVDGV8xnInK5xfwZy7WDThzpjXV2uanENlJI5MeMlV3wZkUOB5SzbfR6XSzzDY+Xd5s5pGi7drxhYGmHc0gFd7ClmZLeaV6xCT1cdv700M7Iq4zU30rTD3dj1S7TrCRLoRJlKIZsTRNocb0AvHMPsRjZjMSu8nyueEwwbVJTb/ZJ7Z3e5XybKNFCmkW3aMYqQup6cCkNJ1WAQONOAI7XG3atPvMZbRTOCKY6RNVTZvxWiA+6oVzVD59Z8FLRtmAnFjNdFuOXOai/pDvG8sa0Bjm4h8ZolZ0nAXEzPzMy8uLyl1eQf/dEf8ad/+qf85m/+Jp///Of5+te/zmc/+1l+6qd+it/4jd/A3fm93/s9vvzlL/PHf/zHfOELX+Bzn/scn/nMZwCe+b4zMzMzLxxXY3Eu4lYjqhZrWK2rW+5qXX8nTYdC2qjmYOR8OY9alGNR1m4MoRXS++LY2uxjqYX3wZTIrf45D60b7g8U3MGMLk1shjOm7UktCKi51XvR5+zw/HgeVUz7NYW0Y5TtCT5ddv4OqixCZBV71qFjHSLr0PFSt+Tl/og7ccVSO6IEitd4pFs5c5QyvehBlmtuJCvs8sTJNLDNE9as7g6d7pnny+708G0QqRtcwwZPiZM8cebOxo2p1OizHcZOYApKdEP3VoQXBCsFYdTAoIFBI1mVrQTONCJWWOXEcU70TZUgbvXLClqs7pmVwmsh4rmlAOxj2zTA+nZ9X7qO/Ij3s5mZmZkXgLe0mP7DP/xD3ve+9/HP//k/5+Mf/zh/7+/9Pb785S/zoQ99CIAf+IEf4L/9t//G//yf/5Pv//7vR0T4ju/4DkopvPHGG89835mZmZkXjuuiaC4gGgCp3aHlcTX4WayhXx3mGbOVuoi1VIvlEOpiVwVRIUhgiRBQqiV4ri3OiwW0lSb5PpcHUwqMY13gNzl5BJaiuAieJ7bjGbY9gzyxDt1hcyDOs7WPJV+X6dvY5OlKIe2w2zxSyVDv6HXutsWhpTQy5hHH68irwGiZZIbkCR23156D7s5YMqfTyLTfbJnVBs8V319Xje3uhDRuWWrHmRv300hKE5ITxRJnlkkiFA24BASIZixyJpZCcEcvbHiYCkWFrIoLZOrXwv3BxeL+HHDDySDKGV4VLznV69oF+kXtSvtDNoJuaKY3MzMz81eVt1TmfffuXb72ta/xS7/0S3z1q1/lx3/8x3H3w673er3m9PSUs7Mz7ty5c/i9/c+f9b4zM+9E9rOM1hZRghBViRc6TjMvKu34xdgWtKkWzce3YdgCazAnDadtUR6By0XPToQOWLqjGKlkJge/em40w6lqRLb/6wN4giKE0NGXQnBrTr6BAogZ22nDq6Ej9uez17Pj8+Oxh3R6J6ty3kvsNoeNiqsSei+lSf/z+Ti91Sxp3A+HFVE8RJDIzjJBOjQnhB2+PLr+ObqzySNRZVYbPG/Gcxf/kkZOT+8CcDdP7NLQFCHOSC2CS+tC572PgYbma2CEfaTd3qkbQd2RZlAnDiDc7Zcsypbjq+MdF982JLbzSDkTZb3vfq+O6gz1uIMLufIPPtDMzMzMi8tbWkzfuXOH97znPfR9z3ve8x4WiwVf//rXD7dvNhtu377N8fExm83m0s9v3bp1aeb5ae47M/NOYSyZbetc+cM6mwKdBFaxYxm6GxfWxarU81zWKQQROg1zbvCbwiOOy95Jt1tUY59p134lQOibpHuqs7IPdIKdAuxUiThLd0qbte7cyRpIopSLxfPBETiABrRlVnd5IoT9/LTXwl0DHhf1/mbotMGHDmKPtrnbmSfH3dmk8dLPbNzBcFbVBCUR8oQ3k7lDAa1aiyuRVkiny3VNm3sXm5Bi0HWMKKsYkTzhpaubJA8hWWGbJ1Zxjjt7bjTptLux29zHi3E2nHGv1CzpKEpBKTjiGaM669e6WGt3uG2SVKf+gy8/NDMysWpPV6Re2507ry1XLHeb6xeMhzz6+hi7riMB3fKozk3nqZ5jALffdc3nyrzhMjMz82Lzlq50P/CBD/Bf/+t/xd35xje+wW6343u/93v5oz/6IwD+y3/5L3zwgx/kb//tv80f/uEfYmZ87Wtfw8x45ZVX+M7v/M5nuu/MzNudoSReH864N26ZSn54IQ11zM0KJ9PAa8MZmzQ+9P71fjte253y+nDG/WnHWRo4SyNnaeD+tOP14Yy/2J1yMu1unIs7cwPCw/dApZkCSexqZ9ouHL+uBxTSiJXas6p9rHN2Lcqmd6Bk1mkgNIfuCKzcOPbCkRWWVlia1f8jrEU5clg6tes1XXEdt4Lnkc6dtShjKbXYn3YsQzd3MW+AXlN47POeAbwkbHsC91+DaYSSiO6oez0f0lil+HszummANNWIpUc2CA1JE3naYK3brePuYDB3HVEC2QpnaXjofWZujpudO+gPW7ZpogxnvF5ylfR7IQFZ6iy1UDcztSmO5LBZVRUDqope0Cyo1VloF8Go2dOjBnaqDCHw/xZH9XtVdiGy6Xs2/ZJNv2Db9Wxizy4EtiKM3RK6Vd1ka+dY/Rof/IfNG64zMzMvOG9pZ/rDH/4wf/Inf8I//If/EHfn05/+NO9+97v51Kc+xec+9zne85738JGPfIQQAh/84Af56Ec/ipnx6U9/GoBPfvKTz3TfmZm3K+bGaRoZ8mPmJR+Cu3OWRsaSud0vD13DbIXTNDI9ygTryuPscmKXE10I3O6WcwfyWYkd5GsWpXtCh6cdXIgkMncGIKmQce6rMogc5h4DtQA+axJvdaPPIxOw9sKAMF04bPvALRMoonioEu79bQoEK1V2eqEDvjBnnSekX5Fx8jgQ+4HVvKC+EVH1gY2poSTcrcr4SyuQL2yCKSB5pCu12LpKzhOYYapYiJc2WASIsn8UoBTKsEGXa6B1qK+JNRI4dKQ3aWIRulnG/6w0Gb9bYRo3lPGMe27kJtUuVqXd5wnxdaPDmlpELs44HxQlrS/tjrm1IloutVmyRrLDuAhYDCzNqvLIIbYIPG3z1SCYwuuxbuitaA81DdDFapQW+7rpt2dWLszMzLzgiD+yVTXz1a9+lR/+4R/m937v93j3u9/9Vj+dmZnHUsy4O20pj+gaPQkiwp1+RTLjLA/PNuImcBwXrLvFc3lu70Q8jXB29xG3T/i9v4BxRx42bPPEgNf6ancK45ZdSWytmYg1U7EJYSOOGCzKRJcTp10P1GisLIEhCJMoab/oFq2LYdUHOuYCBOnp+o5eYIlwR7QuwLWDvmeJ8urxy7z0/70fWR2/qa/b24G9a/Yec+eb23swbMC9Fkm7swvmUA7Tjk1ObLywu/Jxn62wLYW8T/k+HMfzDngUWEiV8EeEJXA7dFi3hH6BHd/hKp0GvmN9h74V0EGVdy3WsyfDM+DjDrb38WHL5u7XuTds+UqZsGkAMzZ5qmMaVGm3WSLnRMZQq3PQe7O5ahoGRYQkyiiKiz9gLOcIOdT+dQfcypl1K6brOA8sgNsXFDAxKHf6NS+vb6MSWIuyEKlZ0i9/K9IvkaNb53/J+iWkX73pr9/MzMzM43jamu8tz5memZl5fhQ33hi3dSb2OWFu/PnmLguNh8XxU+NwlkayG7e75by4fgqkW+AaHuqCK12PW2Frxlns8NKypdNUDYxyIu5/1+0gBc9aO1UuhQEYNdDlRAoRDFwF99CGLOXcBXzf4b5i3lzjaSe8hV8JtQMOVBdxC7gqa8B3m7mYvgFXu7tp2lWjsUPGUbpcEKUBrLAQYUKZvNQZWndGnMEK5eLumBn41GKM6sFUgJwwnMmN5NAxsNQtsjyq52G/xDXgsQdV1rG/9F5RzBhLZjl3IZ8Z352S0sQGx1p3OTW/A4DejGIZyRPDRcu6/XmhAkXY29mJG0szikBSZe98UaQ6elMtyaie3UISIbRzowCTKIMYC/cqGteIadWuGM6pFxLKMbT5acXNWndaqr/DzMzMzAvMXEzPzLxNcHfuj7vnWkgDB7n3RObOYkV4DhFGe/n5S3NH4unoV9Vg6hrMnbvA5KUWuv0SNndrYZVGyLm+8bf5aoJDcWwv/WzybBdIokxUeXhpGx8RITiY1s0b8zqT6W5Im+oNnEvBq7GZsANG4CAKzhOr5QLtepi2eMnII+bBZyBqoAuBVAqeE3l7wiWpSLmwwVLShdgxITosRDg1Y/Dq5l+uE6Y5dZ5aI3ghWjsvLty8A7Ibq2kgdEtcE0JCphHtOu4cvfTAw27LNBfTz4JUiTe7M4obm/37vIY6duNOsMQiF3ZcERBdOs6Ci5AQzAV1Q6ju3p0Jo9ZZ6fPfqLtkDpgIBcH8XAke3ZnanPVKhaCxmpK51ZlpqOebwO00npsjLlbQL5E5Eu+FxdzJVg5bNooQVJ/LGmFm5kViXrnMzLxN2F7JmX0+j5kY24Lcqa7Bt59TATzkRBSdJd9Pw/Koxs1cyW41d94Yt+QQazzWNNSv0EO6X7vTbogbvSnThUWPq6JuB7mwi+CiTLEj7RfHAF5wCeCOSmi/Q12wh4Ds86kP9ZcBgQjscIrDWoTbBqEt2qW0GK+5mH4sR6HnXtnCcPrgxpk1LwP3akBGdX4uOD1wZsbktRdtD53wckKaUN8RJNC1jHATxUQwYKIe1TEn1tOWruubgZzzLgksNif4ao0vzuOzUikUs9nh/2nRiI9bMCPhpHbsTatfQZ9HpKlMOmBCCfuIqnaopV3bCTAXpNkQnp8KTmcFdWfUWI932xUz6vy1Awlh4U6kFdUi5FDNyo5iVy/9Us6dvjWQEM7SwHE5QtJUi+nF9fFqM391SVbY5cRk+aGjZCpKp8oq9izm9/SZdwDzWT4z8zagmHH2KFOqpyC7sS2XH3Oywljyc/uAPMsjixBnU7InRETx9e0HZqfvpZG8N4fT5qRrXuXd+65lWwAtcaarKvu2Nqrjk86mUwagtOK6ikBDNRlrs9aHQlrawhytRkiitUuVDbrAvieZAXXolPOOWcmXu6ozD2URInEcyHZN6vResp8HSkkUs4Mjf8KZvCBeO9JjK8ZUpGbNl0xXJmJOdYMEWEgE0ZZZXDvUroEUOopWef90lljidKLcCh23XGq8Uh6RNGHr2wcTusnKbDb3lEjsYKhRd8XPO88Fpy/pks97BEpz6haoapO20ZrbxgjitTo+WJbtjctq3nRvmUkDaoIJmMrhvcOpm26dSzU61Agq1axMQh3nuLjR0xQJozn9NLIIHSzW9d8086bi7mS39n5RvTNUqsolNqf3m5CscJoG0g3ep82NsdTRjtDGPlaxf9Z/yszMX1keuSL+kz/5kxs/0N/5O3/nmZ/MzMzM07HN07MZg13DJl3/mLuSnt9us8NJGnhlsX4+j/cOQroF3q8OWdKbkg7dKrdcpZT9Eu6+dpidrYZhPXihs0JoEuxzHENIqtztOnIrggxwkTqPScarXzdaMh2C6t4VeH/v2hHNngkBeo+oKj3Ciro4H0LHcn+CmdU5yr+MF+5Fx43bVniDywm97k6yxFSsqhbKeTFjODucziG3cOFkTgZCmliVVKX5npF2SKJD8Uxunc9C3VTBEiENmAZSiHgMDGnk5dBzrB33py1dGlhrIA4bZNxQ7nwbhBqVBXMB9dS0YvaQHe2OTkMtjlUv+Sj0AslBU8aagsXgcE3DPmN6PyUNdqGwDlbdDpJGFENNDnW3IfS0uef9NS+RIEI+nJTtRAoBuZBHfpYHOrmF9sv5en8TGUo6dJDd/PqiWaCTwCp2LEN37X3cnU0e63rgKShmnEwDQ0sGmSXgM29HHrki/tjHPnb4fn+RuTuLxYIQAtvtlhAC6/WaP/7jP35zn+nMzMy1uDtDeboIrIeR3Eh2ffxVtkKy8tyiblJ5vo/3juLoNriRxx1nbQ7d3VtH2qo5lVBbEReRACFwjHO/3SYOOw0kqXOTWZoZkQA4UpykcFScEoyMYCIMgOL0xetfc3Gx5FBy4UgmjmNHDH1bwSvbEOitSs5psvGZGzBu6VQ5jh3b0nrGbuxywnKux720gCsriBmDl2oj5XCEsxVY5kwoqTk7K14K5hDccXItvKiS7qJSFQZtoyQCUoy+FIpFPBZiFM68EM1YipLcOHLjaHNCmCbsXd9exw9mngovGboOdhBaXRtKoljzRggd5PNi2t1YpcTkhXGvThBFrZ4LeLMWa+aBNULLq9kg9bqPViiiFFGCO8tS6IAeoTNDJWBau9mY0bnhaozSimwR6C5Hp7kZu+WK4/l6f1M4SyNvDBsmy2SzQwY9VBVKFCVooNdAp4HJMmPJiAysY8+tC1F35sa9cfdcxsemknlj2HBncTR/1s+87XjkJ9uXv/zlw/e//du/zRe/+EX+9b/+17z3ve8F4Ctf+Qqf+tSn+PCHP/zmPsuZmZmHMlp+xPzjUz5mPt+FtjZTV41dq8XUVPJz/UDc5mk2I3sKRARf32GbE4cQ4Zzq17ipHWkRiEvocp2ZvkBEWLlwospWa+E0FeMkdHVOdt9dciB4bUwF6N3pKeBaJaAWmFTozOnJiCqhyUXXCgsreKZ2zuIClitchKkVfGi4ZHI18wjGGo21Dh23Y+Y0jezyhLnXueVSnZwpCTFjspo4fHh1RVhTWA5D3RABEruDxD9rNRIamklVlQhffgq1o2mIGevJWIQtuV/W4+lw5oVeqqldcue275D7r4FlvF/NLv5PQ0m1MG1u2mJGSNO5eChEiAFyoXhGpwm1zLEbWRRzQ65uql2xGQNA6sZa/XL6MjCFiCJEd3pvRbTUjZdYClKq6qXvQJMjMZJiR3fVYEwEFisG4Ph5S6ne4ezyxF/sTjlLDx/3Mq+jHungryJEFXqtpcA3gYVG7ixW9KFjyGkfmvdcMHfujltengvqmbcZjyymQzg/2X/+53+ef/fv/t2hkAb4G3/jb/Av/+W/5GMf+xj/9J/+0zfvWc7MzDyU/JxNx7Ib96Ydqe1qX42iD6qHWai+LbKelb3J2cyT48CwWFaV9e4MKQmfJpim826vUB3A01Rnk611Lt2q2RCRSZUzgUlDTc45FNIt80qqIHRqUs8JIaL0bgSszk82pfcyZ1SVpSh9m5EtVgiiKHp4XuZVBhjhMFc583C85Eumc7dCj3s530wrGdmeoGk4vMYJLunBtRh9GijFMYXRoCuJQpV9Z1EGVdBQVQMYfiF7eu/W3gMr6iLC04RsT5jWd+hb97nGaDnrdh7d3m2Qfglnd/Hjl+eC+kmxWqR6t6DPE8uSGa7eJ/ZY2iLTWHOlgYU7xzZxNzx8ZtXg0kiPu9N7QduPO3dq8FV9H6hycaF4LaKDCLdwYs4sSKhHhn51KNKAOlvdHyGqLSqtsJwv+WfG3Lk3bvnG7hpDwgu4O2PJD2y+jwVGLaxjh4oyWuYvhrP68YDTaeQods+t+PX2fN+1XKOz5HvmbcITaa6+8Y1v8Df/5t+89LP//b//N30/GwvMzLxVpIc4aj7545Tm3j2xyw+XjRczdjZxliKSJxYaOeq6WiQ9Jd4iNmYjsidnKKlKNrslXgz3e81cqG5Q7MW5LjWwStQIVvNlB+CuRnKoy2ZHyKrNPKhVzSJ7Z6JDsVy/FbI4WQI9TmyGRwbsVHmlZBYS8X3RJIEpBpZCneeWBX0I7KxwKwSkmz9HHsuF69LcOUsj69ARDHanr+O70+qU3BbLhRYpvMedxb5z5UacMl1OmFdZ71aVHKCz+viHK9pzGw0QlghrzhcPTjtfphEtb1Buv0xoM7KOc9aKuiDCnTTWrOGze3Dr5TfrVXqb4rX73C+J04Z1qXnw5yPKBiVjGHGfEd6cudfZuRchNo8Ev/Kwl/8ao/eL09NS5dutE02bua/5WAJeUBcmjRRgLYqgpGnApwFZrKDrkYupDVLzqpfMPAvJCm8MG94Yt48spLMVtnm6Pgqv3X4yGYsQURF2eWJTJtZhQVDh3iisu55b/YpewjNvhJk7p2mc1WgzbxtuXEz/6I/+KJ/4xCf4J//kn/D+978fgD/7sz/j13/91/kX/+JfvGlPcGZm5tGUR3yI3gTD2aaRoXWHsz1e1rWP1lFqMTdZZh0Xz2RMlszmYvopuDTPlnaIQFoeMYw7sreZuf2XSh2EjR1OxxuhyqvVCoucWIiz0QBI60pWXOrx9ibwFZyAo63WntrieNWsyRbmmNT7uTne9TWqy6ujcx8CIU/E0DHi3OqWyHzsH88FBcc2jZgbK3Ps/uv0aWSSwFS9loEq279In1M9rsUJeQIzeit0ZpyFgEugd8cptRIP0rLDBaWgGY6QeqzMgYIEh9Kc3q3A/W/C6rhK91UhdJxRz5qXWlwXecSHLbKco5FujLTXPUSidqxFecNLlfZbgZzIbvU4iDTH/fa7QTgqxiYo+wRpb//Zb445oF7nnqVd1/uc+GBVxRAulNjRMoVIADocPBGBTViwoLCMBRu36PFt9EIh7RqaQ/ws834WkhXuDhvuTbtHFtJDTuwe4alSjQsLkxXujUYXAkPOOM6YMrf6BUGVaSycpJFb3ZJ1i7x6FjOxIVcj02WY5QkzLz43Xvn+xE/8BK+++ipf+MIX+OVf/mUA3vve9/LpT3+af/AP/sGb9gRnZmbePIobJ2m4lBdpVwckH0rrUrDfaR5IFjnunq7f8KgFwczD2RfTjjNtT9nlieSti7VfsJZUO9WrI9htcZxviDAi4EZozt6r0syjcEotqSgoRaQZkdW/KRPoWgyWiFRjG5wg8HIxAkKSwNAt6LXF5zQKBh5YGZAmypHgq1t/ia/YC0y7RlIpdfMrJ1Z3v8GQJ0yERehYiZLNSMBA2wgBsELJCUoheqEvhd4NzJhE2Go1gQvUyCvcoSgazoue6CBeZ7JdY6u4LnepJE9IGvFuWccJcgZVtl3Ppiy5NY1ov4DdKd71yGxKdjP2kul+SS9CWCx5aahFECXXcZxSo8+EVkhrABxzpccxM3Zt7KJOcjjBvZqPubOwvbe/XBgREaI134xm2h/cQJTOC12IIIEocvBpH0PAJHCcRpZvfAN75TvQrqkVQoQQyc9JUfVOpLhxb9yyyeMjx7x2OT3SnDS1jnWyUqOz3JjGjEggtvn6acysYkeQQFSlWMHc2OWaI330DJFX2zzNxfTM24In+hT76Ec/ykc/+tE367nMzMz8JVLcuD8Nz1DEPij1GkrGGbj1FAX13Kd4ctydYobhnG7PGKdtK4SsLr4t1UI6t46mA27cc2fUNrtshYkafYXWGejiThaqk+9VWSgXjMmE2jFrUvAkwv2gvOxAjAxdR4cgOdfu9OE5FBaqtQhAyUe3mfvSN2dXEpRMOHkdKZlbotzfX8exI5Tc5p/PZ5xjyqgZiJDdSSEylEynzkbbhglgXjCRJs931J0gVYWwsPPoLLGMX1oIt9l4oJ9GcuyqNBzADJtGdmHDMO046heAw7CB9Ut/Ca/Y24DYlmvdguBGF3tu987p5i6jGxlHrCBWj5mrVhWCC6Z1jGNJ3SSZRA6S3/27//JQlJ13nwH6XBCp3ekS6/EMxViIE0KktFzpGnMX9sHWJJwzN5bTgN79f/i7vr1GZIUI3eK5Glu90ziZBiYrbB9RKI8lP7SQdnd2ObEpI7mUS0ci4bglzCNgWHGmUoht00xUuDcNfOvqFtmNyQq3usVTdannJI+ZtwtPVEz/wR/8Ab/6q7/KV77yFT7/+c/zhS98gW//9m+fC+yZmbeQIFq7fU+A4Zykpy+ka9rS9XNTY8koI5GM7V0AACAASURBVOuLM3I3fMyZJ8Pxg7ogjZsmvaX+v4uwG2ohbalFGzmp6zltc9aHTGgAUXYYO1GKGLjTudFhdaYWPXSn1Z1lMSQ4HgRrNxRRts287LYGggiTw8JLNT4LVSi6PHS9FBYr/AGX4ZlrEcXMmHJCN/eRsWaM91JnmbdmbENH0l2NJdu/rMXQvUO/F6Rd9oZzGpTXux5HCG51Lta9HZMm9BUhOowaa8K4t9xaVdQg6F6d0PQqltE0Yv3q8BhRtS7g77/GanVcO9LTgK9u1bzimUciorWr6xPEBcuSSSp8S+zZToWJTMCQfaShKC5yMCLbex8sqV3ryZvyRIT+EIN4uZCOxRAM9TZv7YHgzrokotYxDsFZNul23WlRoK+bdBoZ3VmkCTm5ix+/hN961+X56ZknYpcTU8kMeXroDnRxY3cxkcPr54S5426cppFtnhCEsN8MBaZSSCWT3UiSDwZykxVCU5C4OVsb+apl7vRHHMWesSTetTgmPsV1PORE18/F9MyLzY3P/N/5nd/hE5/4BB/4wAf45je/iZnx6quv8m/+zb/hV37lV97EpzgzM/Mo4lPsCG/TeEnafZGbGIk9bhd6V9ITZ1POzp5PTrGqLihmB8OxygUn7jy1/NnaCzrRiGvrKNp5fyhj7DSQZV841xzpLEIRwWQv7K/ZtNr+79dsg2w0ck8Cyf0wt7tf1K/ZS0yBxRL6FX6DOf0ZIMSaCTtukXF7LsWlSrC3GIMqHrvzdbY7IQ3gtdCSVNUKkieyZ+4jJCDjjK1jKe5gtbtYI7JqYT6JMCBsRZlEcDeKJUZgB2ykSssNalzShfeA/UL7tCTK2b3qTI7DtPvLeOXeHvSret30y2oWlRNHIfJK7AFtXemLvyAX5Pjn7699KaxKpjOjt0x0b/aB578cSiFSjch6c6I5SzOOrI5xqMEiZ9ZpgjRiOWGl1HcZyzXr3I0dTikZph2e0mHjTObt06fiLI0YzviIz9e92dhYMmdp5CwN7PLEkCf+Ythwf9q1OenMrtSZ6m2e2OWpyu8divnB9dubWukiqRROpoHTNHAyDXxte++p8qiTP980kpmZt4Ibr15/+Zd/mc985jP8xE/8BNo+FP/xP/7HfPazn+XXfu3X3rQnODMz82ieVCKVrBzMxq4j3qBLGG6wA32WxyeS8nVzd+qJcPfL5jP5yqJkGmpH+sLrup+jJXQHKYBRPcm2KFmEUYSNKhuN7DQwiZJRMrWoniQwhsAuKEn1geg0byZJo8CZwdhmr/HC2p2+WYKbAC9/K6pyqeiaeQQhkvKEjDvkgrP3xo0znDVKJ1ol/tpBcSSNaE61uM0JvGBUafeoHUMI5zPS5oyibCUwipKpjtBdTnX+eR+VRTU32wFuhrTi3HNiMuMMSOZIe5/pQjhslo1e5zPZnuBmD2SfzzyC1ukXEeiPOG4/fkkCr1CVAbb3N7jwNi6izRCudheFUqX/CEuHzqmFdalfRymxNqM356g4S6/xdUqbq7aMWGESOBXlVJUNzinOiRlneWKXR0pKOLCjbs4QYt2AS8NTdTHf6QwlYW6kUh54392TDgX0yNjuv+csT0xXpN/uzpBrMb3JI0NJJMukVmhPJZOtkK8pepOV2iUvibFkvra5V2f4n4B5dn7m7cCNZd5//ud/znd913c98PO/9bf+Fq+//vpzfVIzMzM3pw/xqjrvkWwfEXsFtUOsIpeyKK9ykwL+kCV6A4MhEZmdvJ+QszRi7kRRsrfc6D1WYNrWSlljfafPmVEuSH9DVxuDJXMCTKoMKhS/cDJ58+5WoHUsA0a1NRJSyyJVcTrARVvxXrNoC7BxeEngZYdgVs3IBMqtdxGXawDiXEzfCIkdNg1IPo+/2rixbd+LCMcog0RGHxGrhmNSysHRvVDNxup8tNV52gvXepIajxa8sC616EKl7n6o1DnoCxsxu6AsEIID4ohnvAg7IHhk5U5/4douDqMVFqYwnDWjvJmbIKr4cg2n34SS6VfHLLdnjJL5FhdOi7FFGETrAMc+lQ6vx1kVzY5bwATEnd6rMVlBUIxg51qT6tRdRz7UC0uvsu6igULtxviFol1xDKe4UwwGG8iiLGKkV6Xr+rqBMmyIy9l08EnZR1Y+zHQsW+Gb44bpms3yoeRL0m+ohfQ2J3LLqp+s1Pf59nlcrKAqZDNGK/Shq5swogdpuCIUt4PS4LXdKd+yPL5xsoc3CfqzOIPPzLzV3Pjsfd/73sd//s//+YGff/GLXzxEZc3MzPzloyKsbuiImd1I9vCu9J5HFctB5Mbd8Ec5iV7kWSK13onsXVjhgkrg4mJkHLg0Rq+REnsm1YMsO7uzDcp9VXbaupD7oowWVY0QvByKXUfIouz/RFtcu8MIYLl2I0tqhVudr/VS6s6tey2k1y/BnVcPTy/OTu434iC3bNfw6H4opPeIG2sr3HZjgYI54lXmfyikWwGU90uA9udJ6/FVN4LbeciWH/7D1V07E2VQpbTnFJ16XpREToksV/QpIoz7450mfBrweTPlxsjRLYh9PQc0sl6tiQhR4BV31ji3zThyP5j61XAzQd3Y23IXkTpj7UaHc1wmjktmZYWlFY4sc1wyy5JZWkGb2WDZv894LcYlV2M7dUNLJuRSv7eCloylkZ1lXgtdNcQrCdzpx+1b9RK+sOxl1Oma98tkVXZ9XSFtDps8XvpZthp1NVl+YOO8xmVlSlOxjZaZrJBLZiyZTXMJL25sysguJ+6OG3ZlYpMmTqbhySTf85TPzAvOjVewn/zkJ/mxH/sx/vt//++klPjFX/xF/s//+T/8r//1v/ilX/qlN/M5zszMPIZV7A+71o9ivMF9ABZaZzOvve0JCt8qD7PHznU/S7zGO5HthQ5Dp6HO0cZQC+UyVXn3FbIq7j14YsiZjDFam7EFcEPdkUsqB6eIEt3ovGAI5nWe0oHYZqdRxyXiZsRS6Kg7tZ1G+hDZap2fjkEp65exO99yiFTqRKsEdOax+DTicYGUWlSfXV1UN+MvgCiRV9IZJ+64BJIldiJVHnrRydnrtZlqn5HeCq2vSdJAsNZ10n0MVgsn3gcRSz1/RlVWftlIMIhQ0sQ2dKz37xtXM4avzH7PPBoRwY7vwN2/qH8OHevVLTxPiAgvA6dSDcN684NCBC8ka07/Xt0PlrnQWUEcslSFgmIE/GBEZwijhjaLXXOsq28CiAtoqBs87TFFEkLNK49e527t+CUGn7g3bFnFnuN+SV8SXvIcjXZDitlB2n21+E1W2KSR4nZtXTqUyx4pqWR2JT/UgNRaSsQkhaV6VY15PZfqu4WT20z1go66Z+fcnwZSMFSrsdmdxdFDjUovMY/Pz7zg3Lgz/cEPfpAvfelLvO997+OHfuiHODk54YMf/CD/4T/8B77ne77nzXyOMzMzj6HTwOoGBel1O9rXEVSvlV1HURZPmAv5qBxMqM99jsa4OcXtUsd/obEuWPZzkeP2cpd6/3tUSeaOajZl5myb42+lDlrq/tuGibRuttC5c2SFlRW6FrNkQDAneN2dFYTgdSGveWI1nBHSwFnoKKvb2O1XQAPa/pJlmI/9jSkJVPAY2Zz3jStWaiF9aCAXejM6K6xKQh16MxZW86V7N3qMzoyuOBGn2xfShxV5LaTq4138y2pB7XJ+7IzqEB2odXaUSJCaYz6l8XyWUsPlec+S8Rtu8s1UpF/BcnX+56Ac9Uu6bkGnym2ElShLETqBXuBOKSy9sLTq0t+3jOn9eHV0CDgRDlnj5sKoSu81vzruN9yq/f817zP72fuaY75PfYjTFsm1S73dnZ4Xg+NsPndTLht1nV8/5sYmjTg8YBJWb3d2LRrR3ZlK7TKXa9YCQv18yfui3GkjRA/+vYfHLukw92xmmBun08D9acfpNNzo36ZzNT3zgnPjLcFf+ZVf4Ud+5Ef4yZ/8yTfz+czMzDwlt7oFk+WHunQD15qIPIyj0HFq5xmUxY1eA2dpJFs5fCC3hgSKEFVZaCSoEkTpVOsH7cPqJYFb/ZNnUr+TGXK+tKYRERZau7+oQMnNbEjOo7JoJmOWKLlKsHetEN47N+8J7ngzMXJqt2rfhYYaq4PoQQruKhSHzjNQ5/dHUYIZKkLxQG+GTVuKvAuJdTMmaJ2yW+7dhmcei5QqzM7dknHaXVIQXC6kDZl2KE7vxihCRoj7TCyvxXAGgsMQ9nKEy+YLLlKlvFYLcz3EHwEEzI2idUOmSItOE6Uj4Lp/pNoN3aWJ2C/RCxspB9IIixUzN6RbIP2yboTtNgQE00gfO2KITCWjbuysIFJN5HAnYyRRcMVxmgd4u5Br31kF8JonXlruvDgEMfYbbk5VJQhc2Iy78PSKETVUJ3GANBHihI87oio5Texiz2rawdE8O30TLtfJ59fpNqfDFXtdpzm1eWioHeziztik3e7ePiLq95Mbxev7dj3SguFkK21z/Zr36eYartKhIiQvqAuTZV4bz1jG+MgN+KjhMH89M/OicuNi+j/+x//Iz/3cz/GBD3yAv//3/z4f+chHuH379pv53GZmZp4AEeGlfsXdcXut02dxu7qx/EiCKosQ61xVyfQhMuTE6JlcyrUPNRbYSqJv3eYgwmSFRYjXdp+P42LuSj8h122IrGLPoLHJLdsPNV6Sew+WsWkEjISQ3QFDzA+u60LtMhc9XzYZ3iTizWKmRSXV+zuCHqR8nVANyETZBWe1r9ObU5Ft79FvX8LXt1FRVqF11Z9Q7fCOxYyoysYN71fIUOdOJefz1bY7MmzRVHNoF6Lck9CcuNtdmkRbEUpo6gS/UEw3s7nea0dLnIP0u50l9fetoIcTTuhDxPbH8pLiAcwyoxdWGuguJQYIMs/MPxEigvfL6oy9VvTspN2gBDdWoaPHWbgzUhgTZHVul4mT/SaHV8l2/ZJ2jdaiKpozaLiwYdY21upfXv/XnsuViX1EhKVYi8Day8pLy7vPHE0jMmw4aaZkYZZ6PzHVILSaR16cTb7uMzm1uLLUZp9TsWvnmYvXz4FqCNYeSaCzgGn9hHiYlLU087JliGQzFlp/pu68Nmz4ttXth7q3z67uM28HbnwW/9Zv/Rb/6T/9J37wB3+Qf//v/z1/9+/+XT7+8Y/zu7/7u2y3s5HEzMxfBToNvPyQOaXiXt173a4ttq+SzUhmFC90opgbZ3lsH84Px90YS2KTq7QzmVXJVxq4ONG1CJF1t3iaf+Y7musWQirCenUMpUDX5P4aa3caSJYZxw1aMu6QcMzKoXN9OFvaeRHMWwwWZIQkQhKtsdXULmcBCkqRGpG1jfGSi7BJIGnAoqJSC6ySEvH0m/TjhiDC8b7wmhfTNyZqqAZeGvDFCnCktBl6d0i76vbdUKmy8DEEtho4DYHTEDkNkZ0qZxoZ2jHOB4fnQnehwK3ztJwX5HL+JUBE6RG6UpA0gZXq7L6/b2Myw81YyYXjHWKN7Jq5OSI1JksE0Ug8fglbrs6vfSC4sSiJl6bEq9PIt+bEq6Xw19LEygvLXLOmF1YNyFbmrEvhOCeM6uiuSj3P5EJWtVS3ftqIiGusG2iqEAJLaPL+880dcgHL9KK1g7M7xYYdJ3mqSpqZx3LxI33vQTI+xkzUvG6iJytscpVjl2s2Y80N22+qXMShUAvlx41rmdf1grc5+f0qYSyJ02n30DXHQuf3/pkXnyfaEvrrf/2v88/+2T/ji1/8Il/60pd4//vfz6c+9Sm+7/u+j5/+6Z/mf/yP//FmPc+ZmZkbsi+ogyi7XJ013xg33B033J8G7k8D96Yd96fdIYvy6gfdUBKnacBxXu7WuMi1LqGPwt3Z5YltnvAmBbs37khuLELkpX6WdT4ND5PxLzSw6DoIocq8hdrxzRO7cYeWGo3kpVySf1eqnBdqAlLSWlilVihXh2fHpBqZZVWSBiZVRqmFtZkx4YxAtuoYPGmHEA8fNMUNrLA8O+GWWZP3CcS5M30jBGLosH2hGuLljYg8Ialdp+4k4A1VJg2k0NUNkTYPi3mLPquy/ix7I7ors9jQ5qCFKFqdo73O2MZ2GwKHI+jgORHLvlvenqsGTAPFEsuL3agYAZ8dvZ8ACRHRAKuaNB00EFa3sPVLeNdDSUgaayQaNb4uq1IksBRh5VJjtjQQBHorxJIJJRPcmUKoigOHonKQ8Zd2rZdW2ZWDKV2ls8xiH6905TmHnFm61WLcDDb3GEthSiMzj6e74E8QNZDNHshovvqamxtTzvUzuBW3pRW62b2lexRGq8W08+Bx2/85uzFZxq/ZSt/fJ1ndrD03pOMQubW7Jtnj/2fv3WFky676/89ae59TVd33MTbwJ+ApLDmwCCAAGyRAiNAgQORIBA7ISAhAGIQsgy0hIyEMIoAAiQAJEl6WIyQSJB4i4iEhgQSCv+Bnz8y9t7uqztl7r/UL1j7V1fcx03c8Y/D9ne+o7/Stru6uW+ex91rr+1DRNcljxSuBlz6L/+M//oPPfe5zfP7zn+cf/uEf+I7v+A4++tGP8t///d/81E/9FD/8wz/Mz/zMz7wXr3XFihV3QLXGdZ1pGJEF3PDFpbkjusiR77joqUZN7PJAM6O4cZFHRklct5ltyggwt/KWU+nnofTXc5lHHKNa4yKPq07qHeAtGQWtcG97ie+fMA8jzEdolQK0VlBvoZVUwbGul44JltJQc2YRiibEnaHFOVNESRJRSdDr8IWmK7GZrsiNGZk7swrJjdELjpH7UlMFUqs8yJnh0RfwzQWy2a3nwl3RY61SGmhL8emOjRfo8RqxBt4i/1mUWeAoighszJhUMBfEWmQPOwzWaF3jPmBRWNPPgTNqt4l064Nl4ki4jokxPkXVtKQM5uQ6U4dNdySLcnus9TZzZtie/h0rXgJ5iEbIWGA+MuaRafFTSAMtDUw4R7PIlncgVaRWBptRCy39TNwTMo2t1TANM8MFJk1Ule7h7TcUbwFQEAmDMXc2bly2s4ZI6+eOhnfGCMh0hG00AKgFP15zuHjAyk96eyTVTu92xqRPGZIFVBXOmlJHK0zWaL1YDrbZ7e877QFOl7Xjttza5TStFuQ0nR40nXKlgVvXc/XWbew4e8w41JlNyrfypHd5WO/9K14J3LmY/u3f/m0+97nP8fd///d867d+Kz/4gz/Ib/zGb/A1X3OTFfp1X/d1/OIv/uJaTK9Y8T+E6zJzVY+nhfEiD2xzxFwd6ky1xtTqLSfPZo7hXDPxX/tGVuViGJhboTkn/fMmZQZRDlbe0uTsaWQVSjcs+9rdfbIm3pwPvG9zseql3004aB65v7vPdSkc+4OzG5iRPCZKiqPN2XoltyDeizsHTRSJCBz1cOIdO1nPuyGNd7dvcz/RPZeaij61chF2Dk2ciqPVUZmxYQRR3pdyTKjKjF+9gTz46v+Rt+srEmmguTGMW1o5Eq5RS9EieB6wOvNk0a57L6QAVWFTYfLQUMbXlKEbU2Vueyq4CoXEYA4n53ALAe1JMBsGZyICkk7U7yrKBlCc3Gbq+ODk/HwJuBmiCmlEVjf3d4YcrBPZ3cPMGPdXFHc8Dxxa4fpszqitddO5Ct7IBpetMXvjqNrNx+IecJXDaMoQmiomz2viKVUEkwQaLvFjg4IwnJ1E4rBpRhJDFFKbb2n3uX7M8bX/D3O/W4TS/+NYYhAVDSr9U8gIy5x/tspcK1MrpwL66eO4ULLP/w5xLpgb0n0yRAR1pVojyuvG0OnZInKrUR+JIbd/zxLZNbV6isFMqlyukZgrXhHcuZj+wz/8Qz760Y/ymc98hm/8xm987nM+9KEP8Qu/8Avv2otbsWLF3WDuvDnvKe053Wqkd4OFbV+8qhul1dAw4kjYSCESDt37UnBuFtpF3zxq4jJvaNYo/We81TxJgG0auZc3ZFWaR8/a3Xk8H3n/5mLtTL8EYuMibz2h3l5y+fgLDA7XaaCUR2FMRBRN23kmu3CtN9ZRR03Mp8ZGbHaFZWod+/DkN7RvCBq4ifQp9c0xbBIb8MHDsuggQDOSGveTcykJSoHNENE4azF1d+QoVcbtjnK86gU1oZHulNwnw9izpEGtYstU0gW1yq5WZhWaCK6J7MaFh8uzd1fn5XA69OPtUVSbgxhIRT0eE8InAR0gRaF9Mqvq0zT1hpG4FGVAwCroCNuLm3/bakT0chh3cLwGum1cUsbNjv8uR+ZxROYjUkv4KJy07olwOoiDPLozlMJBE1WcSZXHaQQJE7LRjCyCCTRCClA0imjTKKtGM6oobw5x/LbWuG+Ny2YM3psmgFhBbHtrckoreK1Ua4wr3fdtcZFHpi63Ss9pRGtPWajmHGsYjt2OtrqNhbLtPbFh+X98LQrpYo3UJ94VmN0QE0ZpbFQZ84B5d/qPHxacuLMJ9PJTj62wSzGNfjBs17V/xSuDO9+9/uzP/gyAq6sr/v7v/57WGt/0Td/Ew4cPT8/54Ac/yAc/+MF3/1WuWLHihTB33pz2zzWmcrzromMBHjRxIBZIB4a+0XGH/Zmm6dgqzRsbzYgIU4sNzyYNbPPARjNbTWzTgJnReuG97MNFhIygSXkwbtC+ub6uE4MmVORER7+3mpC9FAZNb61fVwFNjCroNLMHpqQwTeysUT0cfA8EfbPATZYwRI4sPYO276wUJ5njKc6V4+n5S/F1tinyKMeLCPdb5VoT1yhfq8o99zCbSkERJQ344Qq5WJMh7oQ8IpIQUS4297iaDqFPtYrhPLG+be3vrUnfFFsDnyLSTIVNNxa6dketRZZ4nygjjlg48S5s/iLC6AQ93J0skM7y7gQBn8FHTGpMy3OCtAPNpDKTdeBhjhgcq5V0+RDJfQui+dbme8XbQ1LG8wa/egPqjI07HgM27+F4hZuHS/ozItgEVLJA1UzymctWeaJKySEJcJQqjguMbhRNlJSC1U9idEebnY6Z0CPzABdlr4LjbAS2aQhddvMopM16MyWHe3gtFDPGtaf2thhTxE7W1kgIm5RPazv0dVcTj8qeYytnU+elo3YbrU+m7ZnmrPcmqkfD1ByX1htjkRM/UXBPUUQ7qESk1qAJ85iSPw3rOu33jRdr82TFK4U7n83zPPPpT3+a3//936f2APicMx/96Ef5xCc+wTiudI0VK/4n8Gg+PLeQNmL6u+icHKdY49DmZ9bV6hbTJbohsActcIm1glh4FxORqsYuDyRRVJUXbYNHTZx/1bop2eLifV0nLvK4UvxeAlmU+Xlf6MdJ5gkftzBPtFYZ3BnLhLeGiXOlgpmzNeMqJaakpwJaPIro08RioQh7ZM4CZDcuGxwUiqZevJ2/kNiELyZVO2/MecNBlUsEyjGKvdd2MbW6fgxrMX0niAi6uYByRLY7tvvMtA+d7DVdwrw8WQWpjngNx2QLIaRrxlo9TaKtuzKbCFV6hnDqsWcOyYyxGeLGYNZLaAFpPB0gv0zBQz0fNGTckWHkvlV2sjm9NjZnU+l1Y/2O4MMGpkM0VFuhaWK89z58OmApx3XcSkwAl4KpM0uyO7Uf831ONBFGc+7VyCA2EYrAIUXW9K7RGU4NTvrpxo21+w2aCIekoEJJmQsz7uNhjFgOQVEf+zG3QrEKrHvIu+DesOGNFgk62zxQ3W7Jrtyd4+Lm3w/5+eE/f147i0U8+0qX8QgiN6u3PcdUzuh7B3OyJsyF5s4lt3XU5/rqNcVjxauIO7eCP/3pT/MXf/EX/OZv/iZ/8zd/w1/91V/x2c9+lr/7u7/jV3/1V9/L17hixYoXYF/n504pHefJPJ0KacO5KqGZHp9DDzsvxqvbaeVtbrciMbwX1NUa+zq/rXZ6o8+6NE9Wb2jKDoc1Fuel8EL305Rws5j85gG8MasgZSK1RhbYOVw47IBLnISTXPr/T3HQwOLSu0wsharSN9+K4YzWGFqL74WzD2Nw56G1iMhKmZSCEVEFHvcs29PyU453impbERh2l0C4MefdPUaFCeeZq8jCOV2bnSaCzYx9jzErQGqGeiNb5bJWdtYY3Mk42YLarwI1KQ2nnPjfy/G6uTeYps6KEDQPgEKtpHLkcj5yv5Qo0FXQiwe3KZ7r5vodQcoRNjseW6X2KS+1sLl8SNpe4JsLfHMvHL67WWBEWGWSCCKJ680lJQ2n6z2mklFiVQ39NO7kZV1YaMOLWYJ13b5Z/1pfO1Q4pBEHZlX2uScNmIe8AyDH/NLXeKw7Y5sGdt3MT5FbZp7uzlWdb0y++uPpjEGwPK9aeCec/9e8RXFOuHErcUkvV3u129Gay89r7p3tFv+VVpnPDNJUFBHh3rBZ3btXvJK4czH9p3/6p3zyk5/ke77ne7h37x4PHjzg+77v+/jEJz7BH/3RH72Xr3HFihXPQTPj6gWxIoe6dPujsL7uhTQEVex8I9sszEYWPK2xmq2daGDmTjPjUAtmzr7Nt8zMzjFoIj9HB2nut/IxD+25c9YVL8BC9XsagtzoEc0wzdQyRc7w6fnO6FEhtZ4NmzBcND4IWrBLGBAVVQ46BM1TIiKr9YK6iSB4ROZA195HYX3RWswsNVO6NruoMIgyDyOPk+Jd70kra9bsSyCnAe2RSDJsGXTAUo5988LLboZYBRVSC93sDBx0yQGP6aSchWAJxqY1RjeGZkSl5BgSUcGqPBoyx35u3ARNCy1lLA+YBFNBe470gLAzeFBm8nyAOpG29yPW6fSLFcbte/yuvXqIwnnmmAcmkYgWm5cidWQct4zjBhlH7OI+Nl7gwwbPI769DDaACrMKllLXyEYRVUQ5pjiWJkJJA+4L7eD2JPrmTOl/WK+yRUNnjTAiTHnkybLuLPnS3cND1uv/pfBg3J7MO7Mo94YNIsK+Lg3zfFZIL47ccmIoRFHs3WgsPqq1U9yWd0O6Yo25hY9K8UrDOLRKsUbDadaYWjv9jGINPKjeUy0c+zq/ywOvjbuQha2N0xWvIO7cInJ33ve+9z3z+GuvvcZ+v39XX9SKwTa/kgAAIABJREFUFSveHtc9v/lpFDf2ZwXqondeoCibNJyoYI1zihgnujeAmVMJnW1+iopdrDKkzNwq94dY3JciXUW4GF6cHVyssU3x9da73bpqJu+MizzyZD4++4XlPawTE5BrFFERqaRoLSgwmHOdtRdFUUJPquAJiM30oqPNBk0iLuf8DDDCuVvNmFLGu8nZZauMDpoy0ou7BlyKUjZbBs0Ud67LgXt2P3SXVjlLKl7xNtju7rGfjzgTJY9glS3CjGA+IVbADCkzao2D6ikbeIGokExYRCAQ2vhNq8zEJKkpGEo6ZZALVylzYaGfrJqxpHgae7Z56PW3ImRgA9wjimq8QakMbrfNxtZotHeGaR+TyFYiburw/9/m8g5bMpBRCkodK245Gi3eaMOGo1VGM2YRmg6IWdC+UzizSxfpOHBMiZ21/lzFehPtHMskM4kyyNKsiWJdVZlVORDMGMqMpAFUQ9u94s5QUd6/ueD/HK8xN7IoF3ng9cWQTmCURKX1llncu5sZxexMKx1T5qWojkZYGFy2U3fkhqYdl6nTPDw0QtbREIsmSxJhl8ZookvsJcaUwmi0/4y1lF7xKuLOu9ePfOQj/Mqv/ApPnjw5Pfb48WM+85nP8OEPf/g9eXErVqx4PsydY3s+Pfq6TKcVq7qddM7nGDUxdBdl47beCoLOdaiFQyuU1phbULrPi/fZGmbG1CqP5wNXdeLYCu7ORd7wYiU1z9DDy0tEba2AXRrIz4sVSyk072WG+djpth0ikUOqiSYamdJ92owL2Rx3mDVFIU1E2yzGVHPKFA1tZRHtrt3KMs9OQHbBNHE1jOyTMvUpZk2Zi3EXv6vj6MY8HaBPw1bcHbs8wsV9SENEoA0bSJkxZbYiqBtSZ9wt6Pm9qWFARZhFmEUpmjmmgUkHiqTIC3fYuAXVuxmbOvOgHLlXZi7mGbxFhrWDeIPWYipKxBuNdAlBzyB+kjNX44aWBpiPDMdr/ERDTbC9/J95E7/SMR85Wm+FWo287nw2HxEJx+9xwzBkdsOOnBJpyDAM7C/u4XnDoIqKYlnxlDj0CDs9JQzHebNX5XEemFQpIkto3s3vUzCN+8mkiStNi7qaGemNvsSeLg7o9yoRJcvqPvay2OaRh+P2tA40M7Y5M2iidnlWwykesZTVGwerFG8xhXYLGVcvjl1Ow+wz4vdCNvCztV9O17ZJTLBV5USKEYVBEveGLbsUFPR6dn9f/VFWvIq482T6Z3/2Z/nxH/9xvvd7v/cUjfVv//ZvfPM3fzOf/exn37MXuGLFimcxtfrCqfT5FPpQywtbwUG5gnamWZ69cl0mSo/MOocBiR51IxG31dzIkpitMVhidr/Txqj1jvgykapnRmcr3h4iwoNxy+vT9en4ukU2tOdMqRVtlaQJGwa0xDHWZhxVeZKjGB5xmgit66LNo4C2XkAPtrRaYvJQVQEl9UgkEfqk22gp6OFFFBHFJLEJo1emIUVRffMPQDRzNe8ZL+7fMqhZ8fYYNDHmgenyITUrVINxA7NDbT0bWrlWwXo27FHDcGqh6A62ZIjHxLmRgpngjcGMXZ0ZWkSjjVaZNVE1oUDyhoiwrZWM0MxpbkgaGVS5pwNDziAZBCZgBu55Y3vYw3wMavflg9XF+x0gNMbOYaFHz8d4HzeXuE5QppsGVR67wVti8NDOO4knksJfwRu7Vjm6stege6M9S97jvtBUTzTwjRmLFVXcG7ozv4Grn1gHA6Gfv+4xeltuCAlXKfMwZfCeMrHG4700tilzLcrDccu+TLw+7bmaJ67bTDULDbP3rHGPqKy5u/43DOvmY0ZQwd/uHrwU1kJopMWNQVKkN3hMwi+HkUESh1rY5ZFNymwkc10mHo5bpBfiK1a8arjz7vVrv/Zr+ZM/+RP+4i/+gn/5l39hs9nwgQ98gO/+7u9eKVorVnyZUez5GrOp3tC7nzYPexqCcJEHDnVmXypzqzyp0wu/x93DUGrRWBH6qgfjBhWluvFwuCCrclWObPPALj2funu+MMff18nky2LQxP1he0P37pvnIgpu3ewpoTLgCtQj+wRzp2eWrn1OOFOfVC90SwG2FkrIhmA9/kT6OVBVw2zMDSd8eGfCvdcBSzGVKsDDaMHwJs59d17D0T5NcXMma+zWjOGXxv1hy3E6YBevwfWj0J7XElNqr5RWmESYtevhRUjnEo7uzptxCkHLFDeyGbnHZVUVHswTc8q0fq64Sy+oYU4DoxvZDZlnJDu7YSRZAfItk2cnzodH4jzcP8Ff+xp0NR57Z+ixR8UtCut2c8+WYYOnHLrkWuK+IBqZ3nmgXr/BvszMOKQBrRUUNtbYC+TOWlgMDGs/d5oEo6GJ4X3PJ3BKAEhwitJLRJOtdgO7gyRex3m/gyalpoGCMHT+Us6rk/fLImti7DKr2Z3rMnFdp24gGrGXA9o1ys7RaujePRhIIYHvE+WukdbFfPI5UAmuwtJKaR4GltqLdZSTjrthHMrMkDSivKxxbPXFjKoVK77C8ZbFtD1FvUwp8f3f//18//d//+kx7/QPXTdDK1Z82fAiWvR89vh0B1MX7wxbxzm8oEBfYL2QOkdzY9+70En1luHYsS6U73Wj9F7hIo+hmzwzoitWQ7/ajcQGhMkKV3nAaujhJkl9SgmhjHRy18wZEYUlS4tDQktrAkUV7RtkI/T32azrK2MKomFj1H8ypJyYEK5wkhtPEB6ebagOrb2w6bLixRg0sR12MAxB5527k7tG/NWjPLKXmGJmIItTuwK2+RJx5WSHKo40I7fCeF5wA29sdgytkfukEokNdOpzSXNh053bdW6kWrEWPgvkERk2DAgioZWdUuZNq7z/7iqzFU/DjLIcp+fIeEQTjDt82AYFvFWwytGENu4i0s49vi4gpTBbQ6twrxYeZeEqD0wqXXVLFGGdiRI118LrFQpRlA0IW/wk/aBPtcE4uvLEC/fTfVSFo4bcaJsysq4R7wjblPmPqzf4r+MTzI1NGsjdJNR7s7t2EzHcST2JQVXD3d/tZAimIpgLIn4zpZbFZlBu6Nl9v9AwmkWqQNLEmAZma2zziCJUDFyYWj3lYe/ScCq4V6x4lfCWxfSHPvShO0+d//Ef//FdeUErVqx4e1R/dnps2Fu6cj+NKIRnqleKO5uUe8f5tjbarRuUiKASv1f65jhLYtSIWZlqoeZ2q/M8tYqKnMzGziG3Pl/ZLe8Ul0MwAx4fr3BiYpDd8HGDHCujF77Y9YtTynHuLFEq3WxMe1FlONkM63q41gue1idTJ3jkTQuhfxzMSNKoIqSzp10SjsEFZ0a4Ai7dyKrc68+pGvrLleT/8tgNA5thwzTMcD0H1duMKzOuvUVUUadRb4CWgkESvlDhvCtuXFjoKIezZpx4ZFCbKC0rm1YYnMiqhlOodVFhazGVHHBohTxDJRryzcGGxANPaMqwu0fJI4+evM5rlw9uO3uvuBu6IzNwayr9NEQE0kCTxL6Cj1Fkz/MBm6MBZymhV29Q5gaaUCnMkph1cfg2Fpd/CEmAsghsQ1cdrTvBFA6L5t4bLgNRkSWKwBHHvPKabJjTgLmx0xx58yteCubOfx+fcF3nm8GXCOrhwF88dNQisbpmTag7k8GIU+XGfHRZN0LEI4jeFNHxY59doZdBmiBsU0b7a1qQuyTsUOdosveXmFZZx4pXEG+5f/nd3/3dL9frWLFixcvgOazoajcPGv6WGdBLIe3uzC3yQZWI2ciqYTpmEYnRTpmSgrmTNDxecwoK2Wwl6GGaeFJnXhu2t5pwx1oYJN2Kc0o9d/L093Uz9SVhlwfGy4e8cfUmbhZ0bE2gylEzbs4RowFqzuB2mk4vZ0lyZ/AWz/GYYiaMJop4TK6t0wCNoIJmc1BHLL4nuSOiJDNGlFEbEJnGmz65vk5BER/dGZPi445ittL/3gFEhPvjBX7cM/frdBLhcU7ANqi+y3OBsTVqv3m4JMQb6k5ukTXdljxa9yimNSbZjrBPI6M1pE+2Wt9wJ5RJlAdWkB6NZd7IdY57hxspXZA0cdjdY5M3JOA4XXOcrtntHnw537JXAycDMLoT/ovRzLie90ir6LImWAt2SS0UTSSEubs774cNVWJSGQWShrI2vOlQEXL3VlimmC5y6o66wFGUAWHs02xSxlOUZ/M8czXsuJ9HRlHSuHuP3qRXF+bOf16/ydU8cZFHHpeIRBNgstrjrZzZai+oo7FVu/zHJFhmSQUzP32vEwWyud5om0/RWueIZrqKkDVhblEki+BupJRQjf2C9siu+8N2vceveGXxlsX0d37ndz7z2OPHj/nXf/1XRIRv+ZZv4d69e8/5zhUrVny5cd4VNntOtd3h7uw7Bbt0Xay7Uz1iMw51Pn1/esowZKFxO5Ep6eKkJszSmD264AdNt6jdDuxb4b5unvk5C1bq15eOJMr97SXz/oomSi1HKrDfXOBcYSUmlTGRCFfnoyREopB2MRqRQ9wWKp8oRbhxX34KcxLEhZYge0yossRUIo62Q2mQhSopph1p5MqNZJWvHi5gs6NYY7dGY700FEE2F9w3Y59HrsrEtVsYvWmCnGBesscr2hobIgbNJDYA6o72e4d3Z/VsziGHTrp2UzlX4ZrMttXQy/fZlYlwEKA6Fx5NEsMRh2SV1IRdrdjD92HDSK1HLvKGbMKT457N9t4ai/eyOL9/vuhWbw3mI/PhOozHoF/bxlxmqgeTyetMKYU9znUaKMRxU2vhvwAslXLYVLUu5OgMhbNC+vRcUWaBpspW0un7QzjSeJIzGytsdAebtZh+Wbx+vOJxzxTXHkc1tQNTrSfGQnNnbuHi3Sw8Ts4b4zFrVpLeuHXH0YmGq+MMKd0U0n06HR/xfUk11glzksJWM4PmaOay+KzIKdd65Z+teFVxZ2bd9fU1H//4x/n85z9P67SiYRj4kR/5ET7+8Y8zjqvmZcWKLxekZ0G+CPYWhl7HVk9Z0sUbZs6hFoo1Zquhu+4La+yTYkLxjOTDg0ruUlGLDvWxFlJ3+j53567WKK2dXFvPi+ekulK/3iV4ChflnSrUxutI39goqpmDxVwyebjyTqphxXp2vjSgKcySqKr9+8/t4p76nf3hJFHcVXc2Xjt1M4covziWQIfhROl8QphVXeaRtubMviNkVXBHVNhp4jBs8L7JBkBH0Ap1xls49GciM3zGkdZC804YSG1rw3EepYGjpm4+1c+OvjGeNDO4U/SG5ls04RI50yPGfRMuxLiPsjWgFqzMsLsPDvs6cQFQJw61cLkakb0czmUzT68DZuh8QGqJ+ESPGXbpJlCzO9fWbkwfRalJmF1xN2bNuA6I1c7kP9fQLg0UpWmo5vXMIR4REtJr/URT4QhsvYKHIZ2P26Cpt0bLA5LXJtrL4FALXzxe31rhU8+lSqIsCvpjKxyt3qzlKBDH3VniKXuB67d7Mk4kbZg7WbhpdnUZzw3pO/7fPKLwLtOAqlDNMY19yLLSZ9VTMb9ixauGO+9gf/7nf55//ud/5nd+53f427/9W/76r/+a3/qt3+Lv/u7v+NSnPvVevsYVK1Y8hacnu/BUqfOCNataOzmBz63xeDpw1SYOVtm3mblnT04WMRpTqxxbYd/CoGZq9ZYue/llpedNG6Hle2Pa32j6Oqb+ewVh1JtCezWfehex2cYEoQVroJaJYhVLmW1SLtLARhNZgsY39A3VAofIoNbUY7AICqfLadrwPKjTtbnOaEbDmbjt0q5A6o0aAMsDrw9jOE2/RfNnxYuhoiSrMO6YcEiZi3HLhUjM+ZeOmHPrulVgZ8bgUUxvW2PXwpXbgTlpN6IzUqf4hz5eImcYAYt4nBhVxYQaVWbNfHEceFMHDilxEMEkIcf9zanmhMxkLuzrswZaK94akvINZfasySllJh2eILVElnCrVJyrOvOoFvY9V/h8sZA2M5PxNFBTZiCmLK4ZRJg1UyWo3FWVSTNHTcyq1JSYU6LkHB8pcUyJvQ7MKVIDFld/aWFI53nDBXFfeaRp1cy/BMyN149Xz/ihHGtYC97LI0mUudW4rpZ7rYchWUgwOpWbmyl1UiGLnqj9y+OOU/FO51byUxFai8wjqbDLI7qETeO3fF22KXf224v1/StWfCXjzsX0n//5n/OpT32KD3/4w1xeXnL//n2++7u/m09+8pP88R//8Xv5GlesWPEUhudkOZ876r/IOHDq2ZPHVvjCdBXFci3MrQQVy+y2U+sZrFO7j7UytXJa0JffZZ1W5l1793g+3KKeF2vdcTTfOINK6H1XvDvQNMCwwR0O05E33JggtGya2aiQNUNKJ2fegYg5gsiWnlNkUJ9vuF1i87toaW/oft18qJtSZTe0R7OYw9HD95WkaFIUQ8sMqvj2kiNwfT75WvHSGN2RPHLsRYlJIg87dinxwCsXrbF1ZxRhJCKQtrVwr868r8w8rBO7VtBWOYryet5QRGk9Ou2gicc58yQP7DWo36XTO92XvNowpoIoxDbmFBG+mBL7lHlMJBDovOcmGN25qhPmdqfkgRW3MWwu4pN+35fpgE77UwE1eziqPykze2s3Gms408BG89MJIznvxmIqYSqoIgwOsyYep4Fj0rh2VfvvlVMkhJys/+PeUQn9/vJBEjxvuEQZ3LBxyzUxaV1xNxxqYX/mgwCdadY/VxXGlKhntO3qdmKcLQV066X1EnPpZ00ulRummCC4GcXrLSaciJBUGVNmN2Q2aaBZvUWSaN2gctDELo/xWt4iqnPFiq9k3LmY/uqv/mq+8IUvPPP4NE08eLAaiKxY8eXEmJ5VaOQz7Vp6Tm3S3JhqTJn3daaYcWyFudUoZs4NwZ5TTC+PLNPn2oIWfptuHrnBEJPo41OxLc39VvF8kcZVL/kuImvChg3ujTfohfQCTbhEQX3hkT08LNrWvvGpGoZk3p16bxXUp8eXv0QRvmTK3ri/Ls8JY7sj8aShB+aAQc54HkGVqzLfNFdWvDR2RKHaxt3NNZxSj0eL+8LoztgaG2uMbmysMpjFZLk3P67ywFXOtBSFcRVlSolJM1US1t2ai0Z2dekfTWJ6ZQijGbm7AXtKzKI8UsW88SQl9uWILLnoxKb+2EJisuLlkDeX8YkmZD6iZ/F4zYy5Vh6VicmfFf0srVivlWoADXFj8MpQJ4ZSGK2xqwV1iwaMVVJrSC0kM1Izkllo7q2RiBSB1FowUPoEvEnikBKTZO67xDqVB9CMpcThqeJwxYvxpEzMZ9eKYRza3P0LomHtLidCSumNqmKGe3yYO26GOd1gNIrshbJvJyJ4b3sFCYXihiIMndmUNbHLmUEiBWQxPTu9NodtHrg8808xf/pMXLHi1cCdNdMf+9jH+Lmf+zk+9rGP8W3f9m3knPnHf/xHfv3Xf50f/dEf5S//8i9Pz/2u7/qu9+TFrlixIrBJmaR6y7FbELIkqje0U7bOF69DnTn2CfShVo51Pi3MQjh5LzQspUchnb7/Nr1r6XgnE5o6WA3jERRzo1hj6BrqrImxb+w3KZ+63kmVe6tW8l2FipBb5bEqTzQ/6/SbEl4h+4GtKrMr1RpNoAlk96B0sswPFcRuhokAIuRTjMri6hubZnNO+cWcGjSCVxiy4ZLxzQWiXUudRw5tRtfM4XeMYaHJ5wzjFg77eN9ticZKeEqRNdzNoUQUvFEJJkIFjik0z0USc8oYwVQQuSm+cJDu/F9F2VpDe8yW4Ow1M6pEQd3PmVmcx6rcF5hqxcrMxRByBE8Dh7WYfkfQYWQ7bjkcrtCzBgXAbI1HZaa8QD6xTKatzWzmPdvamHOYj3F2368iJDccjbir3jRRM1yXDOm4X9zQg0OAmw1cg/6SSUhO7L1yOd6D3gy2YUOxdlovVrwYc6vMTzE45lajqdmPw6EVJmvMrXBs9TQJPjXCO73bz+7wi02797QHYUmx6iuAh07aJBgIWxnImrjMI4PclBBONNq17xQ2mrjMm1ssubWUXvGq4s7F9Mc//nEAfumXfumZr/3Gb/zG6XMRWTOnV6z4MmCXBq7s1uyRTcqnBVQlJkIQHeurOuMetLCIz2i3zGuUoIktTt6DKIXQuGZ9/uTQoZtHKVg75UkXayTRTuEsDBKUsLzQ0wUejrs759ivuBvcHbt+k+Nmx3x8gpf2HK2zozmT3BkxEvCG6A2935fwq9ubH3FQPDKpu1TWtRfLhKay4Qycu/uG8m60SmWLbXZR8BH6Tr98QHPHVy3dl4RR+yRaM7rZwGSRP1wLWM+aThm8oeYITvF2Mo87pkRDOKoypRy03x51cwu+FGKRO19E0RSUYOlmdzNCBbbWwmxOlL0mRuumd25IObLbXEIeaT1B4H0LbXnFnbG7fI3pi/95qwAGeFIPp3s3bqFvp1/PGs2RzXFPPRyQUyOjd8Vcwm+hPzp4pM0vefTxAeotzPpVeqSa9nziyDqO5xjSBM/R3L3WaNhcAp5HVHu8YqtrMf02KNZuaaUdZzrLGJ9a4fF8DLf21m57m5xo386tOvr0k27ZGQD9/u43RbIAVeJYjZoYn5KamUeEXlZl1NzZc7eNK/PKQlvxiuLOxfQ//dM/vZevY8WKFS+JXR45tHJrOr1J+ZQfvdEorM3DrXvJnZxaxXvmpMHNJqznSZrcPJZFadgLNa0qQjNDtW/ArDL0qUO1RtPUNdTe6V5+KqTXzdO7jzrtKa3SNNOGXeib63y2U3KEBiIMLjQaJjFJXL6uz2mcLIFoAaEpkTG9/FhZom/Ovzc28luikVLyQBs2pwItmBOc8khXvENIzPV345bDfCClAVKNItp6hnxrDK0i1nBrtFojRxo4amaW0MX2oDzmRf/sLczlAIgccet66oWlYEBJiU1rQeS3hmnmoIktS6Mt2BJf5WFSN5WZvLuP9HvF03KQFXfD2Brj5pJy3EfjBJjKxPV0JPWp5TOojeF4oLUjV4vmuRfAiOJEjB3eyK11f7lGO9MOGYK6MTRhsKD/W1aSn7XgBJCMa5jhKWFuWK0xp8SwuUA7q2JlJrw9irVba301P903n5QDj+ZDb0w6jch9dsIHxbs++nYNfUbl7likOt59LFRiQLYwGdwNE6W6cbQoqtMSryhwmQfGW4kdt9eS/ByvlxUrXgXcuZgGePToEf/+7//OPN/WuIgI3/7t3/6uvrAVK1a8NVSEB8OWN6b9zWMIu5TZ18KQFG3Kvh4xjyzIJ+XItLi8PuW2Td9cx2J806sWUUqfQkAsj6qKcrPIVjdGGaju4QDcF1xzI2ti0ISIICK8Nl7cis1a8e5hv3+MqEBKtGEke4tyZimoWxzzoGeHfvaguSc8O7NoaNj9mfFF0HL7fEsAU4noNOmGZX0TFkV0TKcHhwsd8Bxfb63FhFQV8oC0wjiMlLWYfudIUQRfaKYMG6wdoATtN7ujZcYsMmYduCaOXSUm0Ncpse8bXzEjmbMTOxlWJXeSG3pqlQQZdLGNq5piSq1B7VY33BuumUMauPBwe7dWOfb8cXdnr8qFxh2k2Xr8XxbuDtOe+5cPeaMcsTe/AOXI4+kK6gsM3awy9EK7OYiFiRzuJAEXBzOGVsk0tF/HWDANmqaIxBKnIP05CTULGUEautlhAhWMhGqKOCU3vM14GzlcbLjIZ9GJazTe2yLeo5vrpHU2z3Wd+cLhCgg22b6V09MywtGhLQPiRa7TGyhPpyjE3dtvimciT36JyJTu5i0ulNbIogwqbHoBvXitiIQ7+HkprSJs87rur3g1cecz+/d+7/f45V/+ZepzbtIrtXvFiv8ZjClzOYxcl5sG1y6PTL2LrRKL3mSFx/P+5Jr7TLhV32iHpirMSawb12Txhf17ooCLG6NmZmuh0yUmTiAUM1KKWaZq4iKPXUulvH97uRbS7xFaqxzmAyBsJWM5Yy2jAqYpsmfpGjoPumbzRRMJm04DrH1O7aeP2FCfzMe6RtK6lrZqXjosUUR3umgG7i084mJAoaWMsUGHXfykVvv5sBZT7xTeY+ZUhPubSx4/eYPx6g38eIUYMblWmJt1M7C4L2BG1cQkCUcYrZFx9l1DCUYT4ZgUNWU0O1F8IQ756I2hGUs0VpXE2OnFLeSyTCLserPk4I1ta3hOlDH0smPKNA/zolX28RKYD4CTVLnY3OOKL9LqzPyiutQbaZ5jYk1cv0KL6CNvXNQGLXGtMZsskk7Xfepu3Q1F3Rks8ocRAZXQ5KeMDQOm461fO5x5W4q1YC4M21O2vLAyU94JFgPRN6f9Kb95MXJUiQK6doW0igRBv19nb/duL9pnHBoW67vckLYnr7GJaLFnKE0YzyIuxx7ddn49bzQz6Lr2r3g1cecz+7Of/Swf+9jH+Imf+Am22+17+ZpWrFjxErg3bE9UbojNyb1hy6N5T7PG5JXSGvMtXaqfOtXmTvWYXJkvjpx+on3X7varSHf7XBZrwzwec4Un5cg2jydjqm0esb5BvkgjF8PARtcYrPcKx/kQn0gipcRGM9OwYZwM8oBJQu0x0go0J7fGhJFNMYkomyDlGkW687Y72qOwzAVXPW3EnJts4T6i7qw+Yetw4QvJrwEJrKBFqfffz9g3WRskWA5rEfWOId3Ez+uM7q94eLzCj9c86TtfV2Vy4ZEGxVZ7rJXgTCo0gY3VmDJ348HFiEgIPXRV5aiJZOHYvNgRhpO7cdkKjrAflCKZhKNmSMqRM+wRwTYDrc7osAXNTFb7xltpbisN9GUwh1+G75+wqxP14fv573KA8hx3bDekFHJfI4xGrdEY2TaDVphzpkiYjnEmwVHvsWcCU4/USziDOyMwemU2oSVIrRtV9et5lNvJEq4JRNlqonad/Xrt3x3nxencCo/L4SnqdyN36vXk4eINvcjuhCGjU7k9CuZnvd4DdpJ33XhgxCw7WG6zR1PG3VBRCs7jcmSbBy7ySDqTC4kI22Fg0FUzveLVxJ2LaRHhh37oh9YYrBUr/hfRGeYLAAAgAElEQVTiwbhDRbnu8SiDKMmVx/OBURJHL6epsvc/3KF4pbWYRrdT3mR0ssW5tdA2bgxGpFOBI1ZD+vcJxRq7lEGEJF195c5klX0tEYuy4j1B6ZtrUmjYtilTcYo7w3yMiJNhi6SM1MfgjeucWVos0n2qQBkcqoZDd8FRi6I6tdBYmyouQkUiBkcFJDG6c8+E8dyDbJELACllap0Z04gmZdTQWa7xaF8CciaVI/V4QK7fJDXjq0hUL+xF2Gui4lRrJ520ieIKV2lA3DhqovUGiks02DI3BfVoxqxKU8E9zo+YPgu40lAScFkbhxyNFfGu2VZl7g7fiDAJ7IYxJuNmvYjWF2zpV7wQreD7J9Dv+ffzyH9dPABv2PEabWdJD60w1IJg3CROO0MtFIFDHikSxdJgRklLS9ROTAQTCTYLEh8iFIFkjdEqVpwyJrIVahoZJabSC1xjep3SwK6bad1Mp1e8HVQirWOiYhjXZaI2e2qNjkJ5kxJPyk0KQ9ighDAjyY2hmAPiz6N7L5KOaKi7d+IRN/FWDTulgYwaxfmxFhLK//FrvsqdnQ6oKpd5JEsirz4pK15R3HkH85M/+ZN85jOf4T//8z/fy9ezYsWKd4h7w4b3by9JqszW2LeJTR5RFbKmU6ZktcZkjakVSm00b6eMyDASuR2DdY6Q3XadHbDJA/fyyE4zo2Y2kvp0yUmSwgTFYyP/pBx5XI6r2cx7hLKYOGkiERuvUTM6jJRx2w9eZaqVfR5pw4BpxjXhkhCFEXoFJWSHwRqDdZq/xgZaCQ1t61q6yJeNHOMHtbKxgvi5+ZFDkohOE8VqQcqenQ5dWyery+s7hJvBk9fJkvE6oV07KcPAazdPig2wGwXnKFHcHha9siolJaxHHVVRmqaeIS2nw5gt1JRNEnNS0NBQDu7xfEk4sKthfqaxg4+XABQRXDPTeAmqaGdSNLPwVPjyvW1f8XBr+LQ/FdIQxVLSxObiAWx2tHFDS2EkZmZUq+zFOIowA26Va1WOqj2+CqA7/JujGIpiEh/QGyRnaA5XkpglmmqbckSbsXG/KaR7BBopxECb7S7Oj3pjOpfWieXbIorReJ8OtTD3qfPi2h3XuJ8+z5JO0+Fw5V6amnIyFVOi6b18vsRaLX96L9V77+wZNU6z+LrhcQ+XWBPoTLn/PDyimbNNA9uUVxbCilcWd55Mf+ADH+DXfu3X+IEf+IHnfn3VTK9Y8T+PQRPvG3ccakyizUP/PLWCIDR3plY5tplmTvV20kEl0RcW0YicOtnNHQySEqZl4r177RS32FwbHK2yOzMcGTVh7rx+vOZyGLk3rHKRdwveWQIAkgdSUrZVOIgwaqYMcDweTk2QxUYsA/OykW3RXR1FT66wC+SsMPbuHn1phSaJUaQX73Ai8ZuDVNAMaYRucuad/XCBoq1A2rDRdWLxTuBucPU6tMowbph6IQ3ERBhhaI0NxlE0pksIGYPW82ZTV0fG00G8zyMjHM365niwcOpOtMgTR2geFPClDHKBWYTRnMEaruGjsJRfRRU2W+o4Lv+AMK0aNmRN60b7JeC1wOH61mPFG969LO7tHvD4+hFzq7RuICc4bkHB9mZcjRtKn0Cqh38BBA1440ZpSkud4k13SnjOMXLiuAuws0ZulZozLiMuCt2cSoGdDgz9vq9lPhldDSu9/20xaAoGh3hkSD8VJ3gehVXNTmZhWcOyYqF2Q9wHTInzgZ6swBKftSB2Bgs7xbntabDsG6obA8oujyQJdtrlmPupIjyuBzZT4n2br35P3pcVK/434KVypj/ykY/woz/6o6tmesWK/8V4czpyqIXi7RRPcTGMHGqlzI1ildpzR89n0NYn07c9OOUkhbWFH37aXMXC6TiDJpSIyWoa2sdSC35WMG/PDEquy0xz5+G4e2/fjP9H8AxFNm8YSmF0Y8KQWkGgDSO0Si6xcR5wmhN03eVbO3VQuInEahKbapPEKTrFY/OsmiHFJFtPuulOEw1eIJsU50tSZTeEwy9lJuWBIQ+Rk7zi5bB/EsUosKuFvWS8NbRM1NbYd6OxfcrMBtlqb4aFzvnQ3XZz90Ro0F3Zb8OJ2KzcG2UGIJ3Zbydh/AmzChuCqTAtx1WUmjO6u3+juRdFy8Swu09SXan+L4P9E56+6pcM4VYnpvmIEZNq9dBEmxA6DjP2SZgFJpfwDJRgGiS7MagygaJhOjb40m1RXBQ5L7n6yNI103A2Eg3cmm/u9wlhi6K7y1NBtnVHLFIl1pjEt8eYEqLhpG3dXPSWC8oyle6SrdRjx6obKo6QqLTTOq5dC239vAlZ1+mnsRTSy/V99sgz2Kbh5OTdcDJK0sQuD+CcWGnv18u1abbilcSdi+kvfvGL/PRP/zTf8A3f8F6+nhUrVnwJeGPa81/Hx5HtTEybm7eYSKkGHUtTn0p3etiymPaf0Qiqt/bOdmRUxtduZU4SGqwlYmvUjOBUC0MSUenTEmeb8zMF07EWhNB7r3gXcP7+Dhs204GtNfZlopQJVWEUxTSDZIyKmrED9t2UCnc25kHjhdNGW+VmQrFo9JoIidBFuiRG4SyT+AbJK6MnBh0YJZFkWXacrRtjHlaa50vCy9TdnPsmej6yqROzFXDjKieOTThKmMEdEtS+85YefecqLBZESLQ/knloYyW0seeokrppkaHeddRJ2T0dsQcUUTbNIoIpD7RxxLb3sZOTURjXpdYYRdZi6iXg1k7RZ+ewUjken3C0nriyXLM5IyWTrNG88qYq5dQQhQhWM5p55ECrd5o3bA2qGJMq4px09Dd/Sq/DwzOhdBnIYIXaDEnKBmEQxccN2s3yVGCrCW8VEdaEhzsgibLpyQmNSMcgxDbckLjphmROEqG5IuK4BbNg43H+LPdxj6ufyZcEBgk229nxPcdTbXaSxrUbv8tPuu4hZS5zMFBUlE3OvDntSaK8Nu5W1/4VrxzuvIP5sR/7Mf7wD//wvXwtK1as+BLweD7whcOTU4d6bpWrMnFVZ6ZW2dcpYnG6Tio+9NShXiRRT98UnNj8pLNCGjgV2BC0snJGO6veSF2TWXG2eXxuwXSoheOZdm7FO4OKRH5zh6iy2V0i7qTpgLRKKjOpTgxWGKBr2ELXvnNIDsliG5VFME1RoIuAe/ys7u6tHpvt2l1iN7WQn1NIK84DlItqocdOUYADjCJsEXYrxfOl4O5w/fjm79Mert5kWyuaN5SkXGvi0Des1qfE2R3v1/C8NDTOR0/EtZ/9nJWwfNanTl0bu21xrTtyKrqXFDTRmHZO2vXU4xbGLZaHmJZCRCkhXKQc8WhrZM7dMe1vN86Adrzm0eEx05kfxSBB2LfWQIVpGHgzbyhpiEm0KKpxbOO4G9kamxbtMm2NsVV21rhsjQGnqGKqp/UjJLldGtAbuFNvqt2rM5dLIT1sIA2n+KQLDf3scuzX4upu2KaY9Ca0y7J4ZtK7xGRBND+G2tjVmW2ZGVtldCN5Y3Bj9MbolR2NjVdy3x9oPydOLuDQG+5dby3RnM+aGHsEluOMOvBw3J603Qhc5hFFmVrlaj5yXZ/jNr9ixVc47ryCvfHGG/z+7/8+f/AHf8DXf/3Xk9Ltm/nv/d7vvesvbsWKFXfDo/nAdZmYrdHc2NeZYyunwvpQC1MLSl0xoy6mRETH+6aU7l1vv9lnnxfQt1w/nVsautIMTTdOzoKE+Vl3Bn9R7M2TcmRMaaV5fonIeUM9+7vkEZn3XMx7cCe2MF353g/bIFEMjQ5KjQmUGZe1QDehelonuRzFJRc4u7O1ykg49krXVCec+w7a82rxCshpyn2pmZwHNrXAuEqH7oxyhN64cjN4/EVo4ZS/UeWNtGEvQEm0VmkeDZKtG4PBoRvMyamJFtTRJTQHwmysdpZ+5IvHNTx4I/W7wHJWVBWSdRKodv6CKDWFoZ1KpuQNdMfuLIrnkV1K5MW4ap1M3h3zhKiGJt2MdrjizfkQNgWa8D6ZTqoRjWTOQYQJKNzc2NWd0YyKB12fGx1swplSDkmItYjAMmNQY85DNNyIM2YgPBOU/8ve+/xItmX1vZ+19j7nxI/Mqnu7+xnMM5J5EgJsCTG1LYsRksUAMbAl2wNbsmV5gP8AS4CRYMYAGCB70ogJSEbCkoWYeGLzHyCZgRESyJZt2X7Q3beqMiPinLP3Wm+w9omIzMq6XXXrFn5dPt9W9s0fEZFReX7svdb6/gi3/16FTp2+zhz1Fu/6ON+6nizK0AowAHVj1/WP/4Ur3gAVYUiZIWVOdY6GdWOGSGt6LsyhvszkWjhapbTJMbR1mYdJHZfmmbWpdZgFtpdsyYeXAl5EztKMLAmVxD4PPB82CG06nmGfhkthDRzrTF9GhpRXNsqKjwpvvYJ93/d9H//0n/7TD/leVqxY8QVwP0+cysxUC1MtHMrUpsmxgM5WeTUfz4YlSYX5ETMzEXmz+BKZEWZibrEpeziRvtDDZ9fmABraaif0b13qqF65yRtUFnr508WyuXM3TzxbC6r3Qp8zJXVQZ6iF6e4zshVmhG0rgGbJ4HPknNgl6gZqUDjLzNiKrIW+W1oM1mOICBsgiTMY9LXEb5FEJ8qGmFJeTp3Y/GeUZ5pJIjzb3JyNj1a8Jcbj5fPjqwe5wluUlwKiHaXfRHTSAhE6q+AGJMiJCcGlFcd+fYyjQHYF3M5MhNh0C7MqXbtXlOboLSmH0v5KYzmLkpIwtYmkEEaEm27Dpm2mb1TXyeRbwt1goXGnjB8/49V0Yl4otsByNkRRLNxLZMQv938xiwzw8+OCLnyN5OBijCmjtaAtgV6I67xqeH0POFuBdDUNVYRZhF5SFPfNzXuTe3pV9leNk13q1kbKO6C6s88D35R7tqmjWGWWdlybJEtrYTuezgyzRNNCq2LNWPK6oF4aKK3NCkDGEavUdvykJS7kxjbrWkMkt8K+V2Wb8/mcMpybvHktV3q2SqmVu3nk02H3Qf9WK1b8eeKt72L/7J/9s/PnpRRSSusCuGLF/2YUq9yV0M/dl+kBhUoRDlZ4NR2Za8UsFk53j+LZ7cE1nBBMaHprb1Eb4NUiLquZlVztm6hnqyoAwSzcwiOPOuJuvG30Pg+nOnPjw2pO8h7oNXPoN/DqgB5fMU5H1GEz7DiOB/buHBJMpR1AD8rt7AZWG30wTMVGEaq2usigpNTicZaiShjc6FuEVhFhMENE2VAiT1wzSDMhEiL/GvhKSnSq7IcNfW7F/4q3grtBu8Z9POLTeBkdAffNeEjcKCmHRrXMQISIVxbjOcMtGALT2ck39NRRDwetvzPBVTAUF0hnN3inNBo3oniSJ/YDwpw7SA+NqG53z9guk0lVbvM6mXxrlEvjyUU4jUdOVy7OfcpMdnnMBJEJb7VlwtfzJHNBBmaVqKevTKjUIatxSomhZVYvdN9kBuJUiRi+M0TiPpE7ppRQr5gO5H7DberZXRXOnSY2eVgZSe+EWEv33cBslZtuoHjkPbs4qRS24/iAobTEHBaCSWQCZktBvTRT/YHES9pnuRXUC5NFJGj7SyGtImw0k9OFqh/GY/lsSPYYYy1kTRSra4rDio8G73QX+83f/E1+7Md+jB/5kR/hv/23/8bP/uzP8ku/9EvYEwYkK1as+PB4NY/gMFnl5XQxpTF37ueZl9OJl2WkuDXDsYhQMmL/XRvd288UsIsr7NKmrm2xns2iIPcotM2dYBHG526GN2OzhIAI3zjd883xgNXPv0e4O+NaVL0Xhra5Sac7ilVK06InVYZuA17ZlcLNXM8Zr8kh1QK1glUKzqRx7Hp3dtXocLpaSVZJ7mQzNmUmWyWVQlcLqVaGWrixmHBHsGkNbSZASmTt+Qua6Wtho8rN7nn8zC3oyiu+PVox5VZDO3supKLF8RIPfwPC58C6DZJS5PxqboplOS/8HUtcltAR7u6dR254ArqzPt7oro5RcBn0PMmyx6wTUegy3g3nAjwJfG2zZ9dMqCD0lP2ql357NE20u+HTyN217IYw9ZImpykOR6Jh4RLX+eNCur0o4pzNqK6hFlPnqkpNoZf2hcpPnGOuCjmYDqQEEudYkebpP2z5C/32QSGdNbHvevq8Hvsvgm3q2OWeThOfdFv6lEm1sp1PT27qpZmLRcZC6J1VpVmIXozGFKEjtcfGT5JVcntOJ0pSpV+m0ak7M846yezycNZIvwlzux8cV6+UFR8R3rqY/vVf/3W+/vWv81M/9VPkdgP8G3/jb/Bv/s2/4Vd+5Vc+2BtcsWLF05itMtXSaNKnswZ6rIU/O90x1pnZanP3DETWZHyeZMl2jUl0caOanSnbsJjKOEYU3fVBDiWcK24JSm9Spbox2oy5nZ2+//vxBd8cD5/77xlXuu/7wZ39dIJhx+yOtCLVpxO5TGw1I7kjdx23DjsiK7zziiGcJFEkNli4IWZsrfLV8cSnZeKr04lnZWZfK707e3N2FkVWZxabrnlCa2nTUgWfUIFd6rnte/aibK3yfP8cuaZ3+lpMvxWWhtMykV4gQlFhgnNG+CCJnBPSJr+uqZmEJYQEoqGDbM9H9Sra7IJsRjYntUJbW4wONIWltPza9n48JWrOID3eXKAHFfa555Pds/PrbnPPbTc0E6wVb4f2h59GRqvUR1P9HqFvfjb3WDCNULT6Ayr2gkrEWCnR7OCJ46+07181Ya6/vuQdxxOtPb/mnm234bv73YMkh6yJm64Pdsua5PBOWKb4S0G77wb6nPmufsfzOpPOZfEFZ97YQtVujwkj0tA8JxKdZIbFGK4ZzHUIgya2OJ0qm5S57QY2uSdrZpN7Og3n7tv+oT76TSyz2hpCo63r/YqPB2+9iv3rf/2v+fmf/3l+8id/8kzn+Ft/62/xi7/4i/zbf/tvP9gbXLFixdM4NrrnoUxtOhzGYy/nI8Vq0zAHrimY14tcarFHjl/yRZdJs/sDwzFvETq2mNi0jzAhiUVZGtU7izJaCcq3G2bGnx5f8Y3x/o3/nnmdTr4fjq/YqKK5D+Ow8QjTCWyZDCpb7UjdBhn29JK4cWGojrqRvaAeespwbJ7YzhM3tfK1aeTTMvNJmdmb88ydm6ajBSgCd5owd7JVOq/0DvtiPNfEMGzZi/JpyjxLPXSrPv4LoeUAPxWNNLWN9rJZVYRBEpt+S04ZS5ERDE373Iqrnsf1k7DcPBJOxlH8fMlnnOwWkUoipLONt4SjvCaydnQZ+tzTAVkz282ebWugbHLPJndsNT+gga/4dmh/6+nIwSrkPqbB5x8Le824pFBBN2mGeTRJl3u/N4bSdWc0Yu7C8f3BCeFQNdy/s0Pn4cifJdz6i4fXgp5fA3Zdz3bY87xNT5e3vs0dt62QTqr0azH9Tlg0yMvftNPEs27D81r4C/2Wm9zTqT44fI/La21U7XNR3Zy5u9ZMWz7vVNnkxDZlblLHp5r4ZNhy223Ypsw2B22/u3rugvw51H0n2G7VLiaoK1Z8p+OtOTb/83/+T/7yX/7Lr33/u7/7u3n58uXrT1ixYsUHxak59Z7qTDHjvkzMtTLXi5nMNX1LRWLxal3n2oxIEG1ayYumupgRaZNyNihxJKZSclmEBc7aqGUpVZHWQRcc41QLxY29DXzrdECRJ81HzC2iu1YN3TvD5wmmIyrKLnX8aSkPJ5cNKhFFNXfC5JWDzXhSbmvl6DGRThYROSGYPweMk6sx1MrYO0kzqdF8QzxwOdcGhN4E5hHrBkQTe5S/lHo0Z9jeQC2gV1O19Zi/Pep8bpBc/93mnGE6PYjGgbg+d8OWw0moaQy2AkHftXYNd+5MTQ+v7jFdvOrGqV8mjhDUXhEFibOgk47uzP511CqSo2FiKdENO77SRb7sNvcMKbPR0M6zGlC9PTThZaLUQmlu+t5v4HR/PlabFnklTcujpVDkkkms4phL5A9fKXri/u70OLNEvJm4n7Pm0XBeX06vHjmb1ok7vVskCHQbun5Dl7rzPaHXxJD78FJo2OQB8tpIeReo6Hl97DQxW0h29oQ3hkpicsfmE6OHvZhe6eCh9cAlGALJEyIwuTE9Yrr0xDoea7yGDOTqId3VvWdI+UHRrvr53ifevBmKVfr1+l/xEeCtdzA/8iM/8lrOtJnx9a9/nR/+4R/+0t/YihUr3oxiFXePQtWMuzIivE6dEudMvUpXi9+SFRkTaWtFNFE/2WUivcRnxI/8MpWmFU9LIX1lULI4foYWUhithoa7TFSvfGs8nKfqj7F2qr8g2sTfzRjG+yhsuv61PNoFoWs2umKhj1NlEIms2VqC5t30ssmMrs4MNWjfXxtPPJtG+jI1ba2T4TytGjXjAr0KtynzNTP+bwfNHWxvgyVxlYeLJGSl+r4dhGhELF9qFDkARRP2BLXScKoI8zAw9htqlzEVUtO0plrZ1sK2UYETTmodNNcwlHIVXBImiSKJKgnTTM2K5YxcoqiBmGijCc8d0m14lnue9wPP+s1Z2382HlsLqrdHzlBm5qv7pGiG6wmvhPnjIAltPhmWtFHxazMjM2aESZRRE2NSjpo5pcyYErUdd5NFb5+aEVUU6n1KpHbuuSpzzrFmqLLJHUO/CYOxruP5sGXfDQ8K6S4ltvtnq4ntF8Difr5pjI40hbt/EuXTYcv/c/Mpz7uBXhOdJAZNkbChqcWSZTrJJAmP9smdwsNCOqEYQnGnBieNDkXqxYfj7NQtsE0P5QZvisF8jOt4rhUrvpPx1i2hn/mZn+Gf/JN/wu/93u8xTRM/93M/x3/+z/+ZaZr4+te//iHf44oVKx5hoUSfysR9Ga8o2g+p0pHrmihiVLfIHi3xuXsrvhdzZxyzWDyXYnrpNj+girVpholfYrFYJtJClkROKSyRJMxylvd7X2b2OYzJ/uI+Pyjwl/e74t3gVi/xSIc7qJVdyhxSZkbC/fmqAHOrjPOJuRSkU7o50bmg0xEvM5M3Z+fzM642wUD2iE3J7mAF19w23XCLoG6kpNz2O1LqeF4ryQpsb642z1dHejUhentoenAs43sZbMYdNGUoI0bkijcfbyBcfKeuj4bXdIRqVIw5KdmFbAa+GEf5xZBKlsYZUUwhzCmyw92iGXc9iVIUG3aQEh3C7WbHd29veX4Vffc890ELzf1D7fyKz4WI4g7lUdNRch9X1HiktvSEfe6YTh7RZrUCxuhGEeESjBWu7dJsuhdDqopQVSmq51GmiCIp4vAWRkRYjcV/b9xAEvtuQ98H86jvNjwkHccTbvLwsAGw4q2xyx3HMtFrIpkhj4y8bruB79k+g9M9B5uDqWL1vKZXd0q7xz/ImhY5r+fXUFF60WCulDmkG1cNsI12D7TSgnzbDOnzOrAu+Cs+Erz1Kvb93//9/Lt/9+/4nd/5Hf7kT/6EWis/9mM/xk/8xE+w3+8/5HtcsWLFI1SPgvi+6aXh9UIaLtSTpMpkRrVKsaAIWtPMnUtnX3InHyql4WEx7Y1eaG3TFpSxoH0OmskSmrr4/c2UBjsX1mOdURHu5pHnjzZUr228Vnx7zCPg+HSCGkW1SGKbOhSYpMdbkeWlUOeR0e0BDTxVQx0QJVlhlFZItQmlSCa7k5evF/qnOWKFlAVcY0HpBrwbqKp8NfVo3wcteTrCmd5/dZzXaKS3R+ouFO8FuYMyx5WaM9OsHK2+9tQO5dQK4jn3iI9gjpOYxFtRbWSDQhyhs0u3KFU0ruGmjT5vu63GJJoOkpDzgPQ9g2RuNLMbbnh+5eD9PPcXQ6o1a/bdkRL1iSpEchi+ldM9FKOfJ27KzCiJE5WXKT2Ok34AB6qEqdws0grp4O5bc3HO5mS5uH737nS0q1kUQSn9wHJFp8eNEoFn3Za0e7Y2Ub4gsqaIQKuFWxGeciG57Qf+ojv/YzowWgWBqRoTRuUi1cqkKKidMIG8XhcEMsJWenLT3SMJq7GGd5KbbKN7IM/qU+LzIi5V5NxEX5kJKz4WvNPdbBgG/s7f+Tsf6r2sWLHireEcy/zAAXuZJj7YZolwssJUZrCIshIU93LuSkt7lp////XXMewclXH1FshocwVNDCldiuG28V4WSwGKOVmF2SrZKq+mE7fd5rLwShT9K94RZY5oqeNlW5VFmFJi8DCDO0rBGKBURk34HNMMMQ/zICtnAylB2FiJDXVze+9aVNL58F7FqUUXZiZLRoYdqsLGjSxBJz6fE4dXeB+62bNdPLJOqN4FTxUguQc5YjgvaqXkDub64AI2jIJTEIobLoI2GUYFJo1ZNAbkiEJzFQqhpXWJSaULVOlCP9tcoDsF8YTg5NzTDTu2KuEeL8q+MVYUzvTT+Ld0SL8a0b0zcg/+dBEimrE8RGxameglMSZnZsDLoox+velaRZiak/9y2mR3KtFQCZd3pWgkOmTi9BolHOQHd0wTqeXRG9A15sHlzUUh3fcDbNYBzPvgthv4hhU6Mza54/RoOt1LYps7vkf2/K/pAMU5RBn9IP9ZrVJsRu1C9Raax4pDp0LG8HkKNkNOjO1BKoVP+x2zVWarzS08DMuWhvtTuDYn+zyjshUrvpPw1sX0f/2v/5Vf/uVf5g/+4A8opVxtpAK/93u/92W/txUrVrwRwl0Zz1+ZxeQ3qVKaSczshckKUyu4tRmPmcTn9YreDTHtXhTSjw1LLo+TtpA2UxJVRJUkV3v31nm+pnAnlEIhE/SwsRbGVDiVmV0XG67uLXVWKx6hlnDtvqqesujZ3TmJstfMPI2cVCnShSaaGbGCKuC6jJdAE8VyaC+BgnNAoqHiRjKPY5saTV+CfroB9hJOzqQEbpzmkZs6x0RVU0zR+82lKOw3q176HSAieLeBevfge3PuuZ9OFJweYcwDOo9YjY3u3K5obTnhdTGYQ8jePA00Yzmu9pMqQ3U2VjCgKpgDSOhviSlmxkkW5OC+69jnniEpuWVHd13PTpTBnWfD7mpiJXAVk7Xi7SGaoOtgen3M7GXCx2MUsRZxh9NsDGDTe9oAACAASURBVFo5pQzuSI3mCsQZMKsyoVS9anKZk9zIDp6uWElEAU0rqJfvnTRB7vi0XdfFC9u8O1/nnSZuuiEm1ftP1onkeyJr4iZvONRvsk0xGZ7qtQ+FsGkT4691W/4XcINz9Ip5SH3UClLrQwM6LgZli7P33GIOEwLVEB9xVbQfSOly73Z3UlKOtTBaDZPBJ5z6Fwq4iqzN8xUfDd66mP7pn/5p/uzP/ox/8A/+ATc3Nx/yPa1YseLbwpmvptIL7a+TxOSV0Sql1og/aRARKn7WNotLo3VzRfd+fTLtV18LYWqGxnMns5hSSJgOdZoYJAeFTC4U0cifvrz7WPwLx3pVTH8bndWKN8CsFdMXxFSoO2uppcz0QNXEzpxqRq2Gq5IsZhEOZ3qnqzXzopg+Du7ggknCUkTlWOowhK0bG3duPYorygQygCojsDdHfArTsc0uCugUU9F1QvUFsNnD6VJMV3c+S2Hituge+1oZMU42P2CYqFVMhHSeOgozOSaJZlcuzlAUTiT2VtmYMyCMKSPW7jbSEqsls99sea5dUD2rgcJOlP3mhq/lnt7sYQG12SOr8dgXgwi62Udj6mqo4WWOOLyGyY1TM3uzuZAaE8GloF4p7tzlRHnCh1aS0MQ5qMuZTbLEqY0iyJmtEiZ0c9dzUmFnxlSV/maHirJNHduuC531zacrvftLwr7rqaqMBvs8IEwPmGpJlCH33NcD+9TFul8LZT6htaC1Iji9V4rBePXaniDFTBpt6/kZFtT+vUGZJyZJ9KpBP29ruHkw52ar7FJ/LpoFGFqBndf1fsVHhLe+q/3BH/wBv/Ebv8Ff/at/9UO+nxUrVrwFHsffnCnbolR3qlUmr42Crcxeo4Bq2Y5hQObnzZi7f66z5lJIx9Q6KGC50f/c21TbhWpO1yWsvZpwidBwMyz5mfY7WX2w+G/WzfUXgpcptG5XGERRzVhKUOYocIkpswI6T3ReocbGenbjIIo5iNWmhV2OYOjs6gPjIsXbsT+IUoDnYlArSA7ttmxwcWYkNJReg+q9u41X2d6uG+svABm24bDcnHVf1Jg7d5stcjqg84nklSOCd0HtF5uhFpLVdmUabs5J9WxQpuIMZhShuYILReFAYsBJqgwqDI25Yq7cirDX1PTYwi3OYM6NJobNDc83e3rVi0EewLBHtmtD/gsjZfqUOQ5bOB2AZkI4xedJwMw5LmyE1sToJDH2W2w+Mnliok0TH738uXCShLfXAo+MclGWFuwEbBFqHvAukyXhKAcqn+rAJ/tnbHIY3pE62D9fr/cvGTe5x1tjepd7Okkc6vQgFcNVUavsJdHViXGaqV4ixaNp3k3CRM6AMGnPeJtEI1OwiiShAn0r0lWAMjECw/bmySl0MeOVndh3QzTaW1EPsF3z5Vd8RHjrO9v3fu/3cnd39+0fuGLFig+ON2mSTjaTRbm3Ch40P4DZKsVCR2mNzi0LrddjcxyZ0pfJNLxutrmYDjmO+TmVB4hu9KKqFhdGK2FIptdUsMuLVzdmj6zsTerWyfQXxWN3Z2IDvdHEoRvO0yp3p84TzMdzcS21chBthmStIG8H3Vr26KSJ85FtBlY0He1CC93g/Ck9n7ix9wqWwILefZ16DsB8wquhm9V86gshd5HVffcZ93aJSeo8CqmDGyNR9J6KIV4wCSmIAQVhFmVOMYEWHHELtaxAD8xOFNWacAWaU3jfJteQuBX4qjs5JbLViOHrer4iijqkzZ7N+Zp2vFZk/3wtpN8XqSOLIt2A1xoT6ul0vm4TwsHtgVQnpehzTQgl9xQr1DDQQOyJJupiNEfEo4GTaqVoApSBmF7PrUgS4Cb10TjNPd3+Oalp5tmszZMPBRHhWb/hME8c6kSXEhs6XpaRwzzzrVZYV4F6uqc/3pEwDkRzNEkzjWxt0oLgzU5wySDHg9GS1ehzT5+7B3uPVGakVrR7mrrvwP08ctNt2A5RQKvIOeJrxYqPAW99Nv+jf/SP+Nmf/Vn+4T/8h3zv934vXfewq/TX/tpf+9Lf3IoVK55GaQXo8Ww8IkxWMTOKh1nY0WfMvHWCwzjGaUW4h87RHs2j5VEZ/fryKOdM6Yqh/tDQJImyhHCIRwF2quViTnZVTLsH3djd2V+5/a54Rzzh4g6w18QpdbGpruHi7eZQmjmVVw61MsljlkNoZme0OUcvRXZqp0WFdAkWXij9BxGOJD5x42skKAW0o8hFa48qpD7yaecRWY/7u6PFSdVhx/3dN4HGThiPbHLH/yoZLSO5OXwfaYctpfNxP6WgcIpZMBDkYi7oi1tzUiAxqXDSmE6bGQPCBmfwkAWAkIiMcpsmPusHnqeOT66bY6oRjbYWVe+PrqcblSRC3eywR9F3EJFo5+PpEW80qZEMRskUtSh03RrPoMVjeZwL/rhRq/lsqWAiHLqeQaLJNrgw5HxmIOVuC13Pfe7pn3119UT4kEgRlbfNHQXnz8YDUy2IKClnBq/M7uTTER1PlGYvtse5a0V13MkjN/zeQh7iHk0ZIeIQtZ0T5sZYZnIfmvlehE6Ucryjdj3pDdPm4MJc1qldHlbd/IqPCm9dTP/zf/7PAfiFX/iF134mIvyn//Sfvrx3tWLFis9FNeOmG/jWGNQ+/KKhPpaZ2Y0sytzU1Nca6CDqxcIoCC7Og4oa54lZxbmwvo4KjqzpKMyTxqZKHE5WeJYHVCIO61Rhk16fPFd3Nrlbu9Tvgzc4oiYR9iK8qiUcvx3wudEDKgeceTGOaxvrWYSTRpZtFNJCEABr+4jNGObxcxV60XMsigPfEqEg/F84yUpQkgEkhenU0By971/iz78am/oVbw0RwYcdpzLhucenA4xHzINSn4GDxZRJCRpvWfaxAhOKEnnyaEyoynVDzK1liTtIRT1jqnQOk0aO+OBOb0ZPyDhcjInInr7Hcavsy0jKHWnYQr8N46wV74/cQ3NNviszoooPWxjDhPDkRk+4c0NIgI6AqtJhkX4kPTGn1mia+FVTdVks/PK1a0ZzYtYc5mcOR7fInNaOLgcNmM2e4Wt/CcuZu5T4ylpIf1ikjnmeeFlGSmtKD5oZrfCyzmRNdOMBmUZIHZYyRzdO7RoeAJMwGXOr4YHAZa3XxlDwdo+2WhGr1PvPSN2ASw6PBRGmz/5fNvvncR50HaKXNb1PiV4zd/PI1zY37Ls1DnHFx4W33sH+4R/+4Yd8HytWrHhLLE76m9TRpcTcjMYcONbCbM29G6VLwqHMQDhzFoscSRWhtl3TooI7v/7j38f1hDro3eevzXCBrMJG+0u+tDx8TVpBvX+0nxaE23U6+X54QyPC3dkd7jiZMfebiMuZC1YmJnfu3dGrzOJR5OzUu1A/L1thRRYquHgr0ZxkMDxRI72SOLZftUqfuujA3HyK3Hxy9QYrHO9WV+cvgmHL8dU3wtCtmZEd3SnTCTdjTgraIcUYKCQ3JiI/esmQTu6c0EbjbsppdyqRK5zxxjpxioeuciOKoqRijG2YnWtFKtCBdVtyzpgV7jRzGrZsU+aGoJOveH9EM2XL1gp3doJaW8Z0xqcDkxV6gUkSUDiycEucspj214ohJK+kRvc2zXBurglGaKTJ0jS0rc5eNEKSqZqYNdF3A97vuNk/R3Pcj6o7Yy1ro/QD4gi8nB+aT+aUUFV2VrHxSK0zLsqkMLojqtw0dpm58coNSuGkSt+8UyohGYlGp0OtVGIavdFomFMKUxaKC4MqpZZgGzU/B9eg/Pf9ll2K4nn2Src2WFZ8hPjcu9wP/uAPPknFSCnx7NkzfuiHfoh//I//MX/9r//1D/YGV6xY8RDX1+RX+j3/4/AizMUcTmV64gkeumWLzwthBtbqJqAVvy48VNq99kLA8pyYWjoxncaVas7JC50mtFam5izcLRNpdwqF1OKxRITnw5ZO183We6HreXAwF4z3UCY+QfiWKKPAPJ+o7tyJhrt2wyTCqG0CbWEzp82g7hyXsjzYDFNIpbDHwRI190HlPcO4l0TG6VOCzQ08+8rr73084publQr6jigi1H6Al99Eck915+Wrb3KwmV6V3qJ49i6BK9lGklVeBlWEGae27Oc4C5oTQqNtuwgz4WtQmwtwyvncLEtJcZQqyh3KNidUM51mtnkDKXEcD9zefsqxFiarPBt2rG2zLwnDDh0P3Jjzqn1LVCnDDtdEV2ayO69m40gcb3NnrqGh74DJIhZrVkWBVLkyI3OSVKpWXIaHG0U3VDNJQis9iZC2N9zkgdQPFwaUCIcyrcX0B8L9PPHqNd5ZoLiBVbSW5osBs+j5+Lo7L2vlMyoFmCSkASJCj3LCGD108tlLnBtWcSpj7unrGPKxMmC555gSljr2c0zAATBjKDNbSS0aUXjWbRmtcvvn92daseLPBZ97l/v1X//1J79vZrx48YLf//3f56d+6qf4lV/5FX70R3/0g7zBFStWvI4ofp2bvicflYphXl8rhavV0E0j9BrxOZT5/Lhw4/YrrfQFVyy/Bz9fArS00btyi9pyCe2suXOqBccpauzpo8BWZa5GJkyLdrlj363aqfeFaA7X5qt4LJ9HmOdzMbwtE/fjEUs5tPWAqECNYup0LmaV5BNi/uCMWFifGr8wsqubfh538jxCypScz86vNWeOJA5dz6e7Z2hu1D559MrjIQy1Vrw1ihneb6GxUO7dOKjgmsEqNyReSIk4ugiNxTWT25RZmsQDItKuSrizh5eCo82UcBZlY0ZCqLUiKdET0+1OO7zLVJR74KuS2Aown4CBcT6xnye0i2L/W2Xk03VS+aVAVPHdM3b3nzGKMLVGWnWPnPhOmFX4zArWJoZampuFhDHYoDDjzGZUnJrChKqrcZ2bx70hTZU5O66hoo2CLMwHVRO535I1kzVh+ULfzapMVt5olrnii+NUZu7mEyKKd32Y0F2hWIXpCHXmYJWlxe7u3JvxwivHK6+NJVrTicSHrYHazDRPTMBEFAsbIFt83eNoPYVeXyI272Bbdt2GnDNb7WIKbQU5vOT22VfpNVEt3Mf79T6w4iPC557N385U7Md//Mf5nu/5Hv7Vv/pXazG9YsWfI7ImplpQlNtu4E9Pd+fCZoE307FrdAi6LGIW9PDzjNmXAuri6r3AiKJsecQSuZVVyZLIqo/KccfdmxkKDN6xbRuqivO86+K953VW9d7IHfSbczHtVq8cvI1DmfDxyFdqxNm8zF0YkVlMIo+yZIA6qRqP/MgewIBBwr07nqSXkbVANscUrGko56R47rnv+8s04rF2dj6txfQ7YraKlAnvt9T5Jd843YWusetjclgLNzPcUc5u6gWYEUyV7HKeUplFyrhbRZpcpCJUVfLiEG2V3gu72kGXmSQxiFCtkjA6EV76YlykkWG72TKOB7aLPlIzn00HPu1360b6S4D0G1wzz1LHt+pMbekNRyuc3Jnc6HKmjsdwcm8xaGEGtXwIoolC3OPNjGMKAVAPDECiIDOoJKzvwZ2qCUuJjXZkFe5rYb+9ObNTosmq4DEl7WTVy39ZMDdeXVO7++1rxXSdRzDn0IphiCjKF26czBiv1ndrjbNAuO6XaWRHeCKcuMhD7sn0VhnambSJXwYa1O5pPvHcjP0n343mOBc6UW5yRzodoiGTe451Xu8BKz4qvDe37m/+zb/JH/3RH30Z72XFihVviWvdkWhMnTvRB87a9Q0uz+6RGauirSheJlSKtBToZjN1NiO5pvp2muiSMqTIFlWV8+te082Wz6ZaKV6h5Rh3LZ+408zzYfvl/EH+T0buIr91aFFT8wjuuBv3dcbLhFhMnQZzdu50KnjfM3YdplFM5VqRZVv1lLzHYWfh4hxnwpXTN0RV5o6WQi4z5ExJHZ4yB0nnmLbXNN61nH0AVrwdHIdpQlLmTpVy/fdb4om2e26GPV3qIHVMqWPWrhlKtdxYMzZW6K0weGyeM2C6XPELD8XZVEPrTJ4mttOJPB7ZzhObMpHmglvl6LE5L27MpwMvj684TmGOtriJv5hO2BvuTSveEcOOlAc+TR0CvGiFNB4T56FUsggpSCjMxFRxJr5eSMKdGdlmFicNdUMsmmOdOb072QrDeGCYJ27mka/ME8/KhDUDrBcq5+v4unguV3KSFe+Pl9PpQY60pBwF9TXmkdmN0Qu4c6iVb1jlVCtjy5decL4S3aBOMI0YRiHuBXtg583Vm8JE5UTIxapD57Em7Az21amHV/if/nfk5TfYm/Es96RFe314hVtlXs+JFR8Z3rs1lHMmPeHSu2LFig+HIXXcz9FzPtXCLvfMZmxz4a51qZ8qUMy9ZQo7WaS5ODsm1nS3D8OyFj/nsB0SVAURYhr9wIU5Nt7GpUMXUSrx+CSJTFDDj3Wmq4nv2j1bs6W/DOQOEBi2+HyCeQJ37suEiaLn+LRw+M5A9jCZ+Wbq6FomOdqisJZCWpTk4e7c2xye3pIxDxqwcHH0vhTfFm7DKZNrBc1YtwERjmbcJr1o6q5R5piqrngruDtYaJFPZQpmQpmaA/sFXcrsRZhs4oU33i6CoHTl9FqsmhM62rgqjeROalIBc6fD6CTHNe2VVCzc2rUitVJqZU6JTjMuQhkPjKcjY8rsamVIuU3WRp4/LgBWvDNEwPe3yAGkTOd7b3GDaUTM6DRzspkT8LiEETPCySKwtUKujkoCuawESkyp1QkGTMp0bf3Q2ehUOR6DHbHPA8/7yzVua6PsS8NslfFRDBoQRoRlAqt4mXEz7srEOM/clZmXHlT+2T2c+2W5CwjVg8EkNkNZeAuci2kxo3en10SRyzm0HNXscS9AEgnIVklW+PTuJeFsV/Fhj6QwreR4R90/j3Vkpf+v+Ejw3sX07/7u7/JDP/RDX8Z7WbFixVui00SnickKUy0kVXZdz6nOCPCqTK/ppx2YWiEdXy//s9jwuJ3p3dKo3q/ppb3NMiT0eUmFpEq6KqFzM7S50LiETjXyr83IqtyXie/ari7OXwZEIhpHxgPebUDgVGesTYrlAfU/bvpB62xUzlJRakyqasSkSfPrviAyZdPCPvB4NUXC5nnR64bilthEFTYMlMaiOFrlJnfoU0XzOql4NzRn9eM8UmsJ6ny/jQ31VfMEQhJSpSMzoxbNMi0T3pz4L4hIM3VH3OjaMca9GQ222JyWRUz7XMqM5TAYAmMqRifAsMFKgflE7b7Gq/nEZJmbbuBUZrapW6me741oVr7se8x3PPOKj0c+O95BmYK2jaOiZDtRHjxz0cjG50OZUY/G57VmpxL3jLn9t1dFrRJ6DoduQDQj4xEFjttb2OzPz19L6S8Px6cMRmnr9e4Z/upbzIeXfHb/gpdlZJpGXmGNheCUlsbhHhR/Rwl3k0qukH3mwkmBWo2ENx+MOP7LFbvw0BLOHiORuG0/dwGzit6/xBGkWqxR/RBO39OJutlH02bFio8An7uS/fZv//aT33d37u7u+P3f/33+w3/4D/zar/3aB3lzK1aseDO2uecwzmeZdKfKNnXnIWG1SsVQCTrW3AppJ3KqvWnkStNJhrlMwrhMpx9aRTl4RF4Vt4jXaoPMdKWbVR46jl/rqSevZBf2qV93WV8mhh2MB8SNMuyYmmZazC4TZ1WKC71Dae6tkQOteHXSWVF5BfeIsNJ01tOj2gonAG2FlSC2+EILnjKpG+hEzvRuB6bch87uNawnw7sgmVPdmB5vrnMfk/86hzlZizibNZGrUals5hnxGs2ztqlGJEzJhNDTn3HdXANqa3p4d3UOOHpVUFcB8xmxjJPReQq3d2CsBXN41g+rbvLLQEocpxNTYyQkhL7O7MqMm/OShcqtDLnHyhQFtQXVd1YhVdh4jcLmDcK/Sjvcbap5zpnPUQzlecJEYJ7Z65FX+Y7nu1uS6JPmliveHd6MPd/48+nE/XzieHzFySvV4dgK6Yoz4lzfLbyV1/MUpO4JUHeyO507yYyCBwPNLDwZrs4PIdaRI8JN24Rcl8YnnJ0VON3hXYeM8RulxTS6P5HusGLFdyg+dyX7l//yXz75/a7ruL295Qd+4Af4rd/6Lf7KX/krH+TNrVix4s3Y5g4Zw5G7NspUSsJOegRhKBPFNSJKbCKJhGur1bMxmUuYibn7lZvvsv1ZFHUP4c1cbHYji+JuQRe/wkLfShpGNOftuTuiia9sbrgvI/varxvqLwGSMj7s4e5bnNyx7Q0ynmJanTJiU2yGiGn07EHKF3dsyQ01LpppiGmxOFxHlwlXRRSN1v/4PJFGC20b7nkMmp8q8xuL6RXvgnBKNqhPaI9FoqgmzMisloi8GysbwpE7Js0J8Rpsg9qaaq9FlD28/qsIyS0aLAuZIGXOBXUXmeKThPOvzCO+vY0ivMnBZivczdFwu/UBlTdUcCu+LaomXs4n/HiAOtO141X7DXOd6c3o3DAzRDM1Qz+dMIejKL1D78FmevJ2L4uDf6wTgjARDTnFIXWICGoFL0o37GNTeXjBnSrPt7cRy7jivVEeaZ0XuFXq4SWvxgMFp+QerzMjM6dWQBvRPDWcWsHMcW8z6dZYpxmRVSKxZ2GmDDYhaGumKEjCNeEtbfMIHByes5w+8f8nYAchOzre4bvnyHjERZBuCG+Pde1f8ZHgc8/kf//v//2f1/tYsWLFF8AudSRRaou6SZKoUtmkjptuw2iFuxK7XnOjuj+II5ZGE1w2UkobRi6TKC7GY+cS2yNbWt0pGMmF2eoD/bNKFPFZHt5isiq3Xc82dzjwah756rqgfjnY3uDVmWsBUXyzw6djNDDKBAhFhNIM4Y7u50gUVSG7klIml5lstTnzPqLh6ePdtkVH5jyoTtBlupRDX1lnZJ4iPmX3CfVNQ6pVO/9O6LQZunn5/MmfKFUzdEKaTvFYVcQam8QJWrgbRS4O3xfl5AWRQi6IX7z+xT1omyRIipSCdx1FQjOrmmBxHk8XjfRYC30pjLWyzWux9UVxKAW/W+bPoF5RM04ehfbCKEnAxoxaRsogzHOlpzDM89VxLmDpQjOShxKfCudYrLlLDG1imVMcv1QLZwGHO/X+Bcfc87XVqf9LwVNGbl4L9f4zXs6nc4PcAMsDpzJxgmiU1cpEPXOPnGAtLWwihVjY2z1hFmEWyC5UoG++CbiTCH8ETHHNVIUXRDE9EY301F7LXFBxGE/Q78IX43TENaPT6YEcYMWK72Ssq9iKFd/BUFWe9ZdZ3+LMLUBSZUgdO+3pNVMbNe+ihV5qoDbVFkFVY9LQzEnk6r8P4NHlxp1iTm20U2ixKCr0mh88q9PEJ/2OXe6ZGl20WGX6HOrainfDabO5mIG1zFkbdhyGPS+88tKdo1eKW9M/N22cKJMKowj3OXHXdUySHpKvHxiNXWDt95AS5I5MOMsDkDJSZphPSO7fbEa0NlTeCSnlc18jfxsTn4ojtdIvf/uFxu3t8/a1Xb3OU17burBXlvfgl9cRr1AL0qQkliK3WnMfzZTrKJ+G+zIy2fza91e8HWwKSu8DicQcJmTzE0dwyQ9PopQ+0RFNU4Wrj4rUuIc/vudXEaoI9Buclm1tlU4EFWWTEnKVdY9VxsMrHocmrvhimB+ZC7pV/P4zXs3jgwjMQkRnzRbF81SduXliGEEXlys/jWyLj8plOj0Ds8AocBLhqHKejE9uHEU4AAev3LvzGTGJvgdeqfAC55Ubr9zPZonMx+Wdo+ORtPpkrPiIsBbTK1Z8h+O2G9g1TWLfJnwisSEqVpjcqFhsuluxLNKKZomILEHaphhA2lRZ6VqE1lP0v8WECpyKUcxIApvc0V1PpEW4yQOf9Dtuuw0qSvF6fsljXTfUXxaKKLZ7dqbdFzNezCfuxJlzh/YDnnviGCs9iqtiKVEbWyCOJxwV7hTmaw/g855NcbRNJFP8Ps102jGcvegENJGSQq3YeMR5opiWhKyT6XeCpEzfrrFofr0Z5o7Wufnxt8+toOWE1BITJNFzVNJTra2Ybi4hWZfvPXiMexTUBq5K7YagvqmQjndPvq+X4+tF9opvD6+F+dU3w0AuXxn61UL1JzZ2jUGQiUljV5vBYE54zriGvj3I3M3dXwQ/f8S1XvOVSzcgVhg0sUk5nL3dznn3AH2dOI5HVrw/ru+djsPxJYcyXyIHATfj1enAq+mEzRMFw0WozUAyEEwiNUOvOGiOMIu0u32YTFpz764Id6IcceYmFTOzkALVQrHCZxY67UX4U4BXGN/CObjj4wlva31nFZ9O+FpQr/hIsBbTK1Z8B0MQsib23cBNN5A1oaLMVjnWwt088XIeqWaY8EgTTZiNLS7eTTinEg7donKW0SnyYPcsV58tGmp3J6HkB87eiWfdhk+GLTfdQGr6udqyroHzlHrF+yGaJwYpY7tnHNx5Md5Tyxx7ozyQRfDUNbpvRJ1tHLpa0To3zezVhFKEQ+44JbmYD9EKKtFGBQ9q3yZl+usKK3eQEqnfxnNPr16LYgLWSKwviL4fWLgf3VPDPw/X7nS6pzvd0bfoJKkGZaaYMbsxASeBUZXT1cck4e7tRJSawPn4L3FZjxGPcSxFY6ZDItO6zK+5jEM00taM8S+Aw8tLVm8/AFFIzc2hfftYh97i7zpa5FEtKMFkEol7AVnwVlyjiyt/ah/xevYoDnGjmT46t6TWwL0+zkPKHI8vP8zf4P9kjEfmeeZol9aX18J8fMXJCqVMzBgZwby09mgzExTQGl7eS31eCTOxc73uLHqv+BlOEeWoiYudZMXdcHPUnLGMvLKJ0ev5dZbm2xHnRS2UEu93UI2my8pKW/GRYC2mV6z4DkbXiplNynSa6DUhIoxWcHfGWoIO5o44iGpjdzrW9NPVvBmSXPTU3hbShaInEnrnpEHhXoxdYckRDf1tcT9PnYeU2eaObe7Yd5tz8QzRWV9eO7TcTxFLV7wLzB1rE977OnNww68LVRFS10OSM0VYrJLMGKwymEWesKZovMC5wTIKHLxRgj2Mfkmg9AAAIABJREFUysQLYpWMMOTQ7sdz2rR62CHd5pJHXirp9MSUath9gL/Gxw/JAzddSDyGRxEzWia60z15GtFawFvhRGJU4aDCKFxNotpruqNmjfovzCpMquHQvVTSLav89Tck50xxrTN9Y7gsLAl5gupt7R614u3hpwOUKdIZCJYC/QBeGdv3do/ZCn5JB05uZ6PBYBzIpag+P/6RGSFAikJKmhxolzKqijf68SXmyKGEU7uKMo9H6towfW8s66W7wXh8rZD204FDmTnNI/cUCkaxFn1pFasFLyVMAa0E9dqD/r1Uvc7DD3Ontqba8rBREhVhbmZ0VZxJguJ9cOeb1fhWGZnavmNBdeNFGZnMQm9fZnw9L1Z8JFiFaitWfAcjt+IpS+JYZk61sM89SeBP613kSkMzHouCOhbKVjzDg4nzhfB1NXuWNn22xawqtWxpOVPPBGGTM7vcsU0dXcqIBLE0iXCsM4Omq/cbEVvLBqGYBR14xReG43jOHE/3jIcX4eTcbyIDts5ImelISOpBM7mM1IWv70ZySLZo65aC+pJLPgsczdiatKkWJHUgo8vWXYiJ9O4W0YyKXPTTXsm14LVEAQCQe+SKOrri7ZE2W3Lu2c4njgYdNRz2lwJ6eZxVCjDjTKrMLAXupVharnaXCMFKblhz4U9uTS+rDITO8rp0dxFIOeQD7YV0Gtl0rUmSO0CQecY3/prufrLChvUceBu4O5zuAR42IPstnO6Z2/24E2UrHg01t3DVJ474pjozD5TWZ5My5GI8eTaqatIgUg6TS80kgaGxFqpb5E9frxl1ZpufnV+pTEfSakT2XljWTqYj1StTYya4GYwHXs4n7qcj9zXo1l4An+hqGIadVFAzwELO5VA0Js8uRr1O3WjH1pp7v4nQuWMCM4K5kHAUa/4pUBCKK2ITR+mpXiAZ0LFpzAXqzIwxubERiQi/FSs+Avz/Yvf6jW98gx/90R/lj//4j/kv/+W/8Pf+3t/j7//9v8/P/dzPhS4D+NVf/VX+9t/+2/zdv/t3+Y//8T8CfCmPXbHiOxm5OXm/nI8MKZ23M5vUk5KyUSVLiqkRURh3IrgErVslKLoiV3Zk/lCfBVeurhLU8CUuJdzANYrrZTFWZdDMNmW69vurVQ5l4liC1tmnh5vnNxpTrXhrCDCLBq1yub+1QtZThw07GPb0OQfVOw+hhbyubVRIKnTABmNDRGn1DoO388crg8dEW6yZ2dQRkkK/gd0zpMVpDY+UtZ3olaZSYHv7Af8iHzc67WC7Z6+ZXoUtQn86PiikAdSNE87JjWTTY3/2M4KE4A+e1zXDKlA8KZMqJSVcEp679tEHA+LqUPcYG69hLCfaYrH8cl42JNGQJqx4O8zjecr8oBgWwYbd2URORdiJshUNLXuDEWZxn9e6WFaCheStKkjqEBVoUcNbLpPs0M6GT3Sx8M7YwIPIszKP7/1P/z8dnWqsy9OJ8UprPJ/uuRuPHMrEPE+4CswGNiKlglUShlpjJDSvk4IziVJFon3u16Npb83UEHoVCBOyxmSZRMMxoz1e2kfF8WoUnzia4cWY6sxLd07uqMNWEi9rCa33qple8ZHgf3sxPc8z/+Jf/H/svc2SJMmS1/tTNTOPj8yq6u5zGZC5rNjBEhlhBbNhwSPAY7CbFSPCCpnNvAQfGwTeYDYIAgIiLEdYXxFkuHx09+nKzIhwNzPVu1DzyMis6tPV3Yd7qMb/R/JkZ6RnZFa4h5up6v/jj9nvg672T/7JP+Ef/sN/yL/4F/8Cd+fP/uzP+PM//3P+43/8j/zLf/kv+dM//VP+8T/+x7+VYzds+NzR3Jh7C5MhUQ43ZjRmTkmFRsfc0EH9UxEmyWOzI6GtHPRO8Y56Ryw+4jEfWdJRPCdR3IMemIf5zKSZSVPoraNfDUBO+cUgqlrjYg1xXpVZG342HB7bHLElK9brwS1ofW1htyyIQCk7bLcbpnO8PCFXzWRcL6oRoabAWeOcJk3D9T1oxXo5odZRa0gLte10s6FORCOHOseEbX+3TaV/Boom5PgWcuENyl2bmV41wbxX6rLQ64zWGa2VvRupN5J7fJghbmEedfPz2UMrjYOnKKgnUUiFU064gKcM+SXBTYE7izg2H+d3zTiXV4V+VqX6tqH+ZPwGM6+uKSbU44a7EyGLcBz393j/N1JdyLUz1Y7cfjT7oNkBFjnzqzk/0bQR9zC3bJXTKIzOrXJuC7gx14Xvzk+c6kwzuxpPbfjpyJrQHtr3auGsfbqcWOYT1Q1vlWqdXCvibWTQP9P5J+skC8OxhjCnNa3Br87e61pg4+HVhMxEuKp8BExveC2DzQKjsTpG1U7n0SvWY+0541fXcQfeb/KODb8g/M6L6T/5kz/hH/yDf8Dv/d7vAfDnf/7n/K2/9bcA+MM//EP+3b/7d/yn//Sf+Nt/+28jIvz+7/8+vXe++eabn33shg2fM9yd75Yzu5tYodApT5gbzY1pdeqG62POmDo4JO9k8+siK8+taSIko+Peosg2G8dELFYdlDHHEXmmkgM4hogyyYdzsCKJU18iqmvgB9J9NnwCzr0i82W4dRNd/zpDm9H5jC4z6fye3BqH3ijzmVxrUDu1xARR9PlkaMyo3BkT6JhSmMJ8c4wgoZN2oPfIL60XjsuM9Hqddu41xzTLPY7fMkZ/FnYpR47z/VewXLhD+TIVCoL0SppP1OV0pfhTa2Q+u1HWOJxxbtSFbH5tchV/3hzIyLAX4ODh7NxT5pSnqwHdLQ4E5ddvr6X1HvXKGyFrGnv5jZnySbgpStOrm6YP93x2R0iZJMLenNxm3tTKrtmIRIrjM7ycULsj3ZHaoY3zdMMgmhD27nSr1N6iSPIwrCzjajmkfG2gmTXm3nhYzvz6/LhFIP4WcBjnvLlx7hVbzuNrx5YZX2ZyX6JHLmM99jjvOrxNDIYZ6c0HjGyGHhPqMZWW4aMiIaIPxsIoumdJY6r9/PO6Tpp9GJwBT15ptbIzQ0R4b9H8ryqcPmJKuGHD54jfaTH9r//1v+arr77i7/ydv3N9zN2v9KG7uzseHh54fHzk/v5Zb7M+/nOP3bDhc8bDcOlOohFNMrBPmX0quDvVO0ViYlyH6ZiZIb2RekPNr1Tv2zxQh2vepN88KmZYb3TvVG+cemMZMRnVOnNvzL1Szdhr+qBInlIiq6IivK/nK707y++8r/fZ43R5IOPhnryckcspiqhVazdcvRHYWb/StVn3TqK4JJAMWuIj5SulP3Km46nm8ZyuBUq+0snpDW8zZVDFqTPMZ8SNwzqFTkFPlq2D8rOwOqhTytAlB63+96xxnE+05czSKtIb5Vo4xwWQRSi+Tq7io3iEI5Xr9RDaah958ZMIfTfRcqINA7MLL+nGd8T0cifgeRcNneEgD7ykkYtco/w2/DC8txfNiA/umetrKQplD6Ls+0K2cEY4EOen8BySlIEdr1hCKkiO1UB7ZXLj6KDm9JtifEXJhazKXS4vmCi3B5oZ384n3i+XTdLzM3AgmtanttBqvbph9+VMrTNiNfzXbTifDLaJeDDMmoa7hQAFI/Hy3Ef7NM6xD76/jqJaB5NltSIzkYhiFL1KR+Sqz3emcZorkL1TlgU00dx5tAapbLGYG34x+J0akP2rf/WvEBH+/b//9/zn//yf+aM/+iO++eab6/efnp54+/Yt9/f3PD09vXj8zZs36E1X/Kccu2HD54pqPSh1A8eyY7GIuYLYqAIsvTGPTrAiobezxhgyBnXLwok71k6hP5O/no2Jxv9ftVW9D72tsdAwMfKIVareKJ64WKOQrhtmVb1qpZMkzJ2nNvN2Ojybq2z4SVh6o11O5LZQ56corkYMCZpxaWg/XY8X6xxHgdUcmqxnP+DCoPpbTJGx2MjLut0SlqyUnEhrTzbH1qwsF/bTjUO3d+4vF9LBQlO9vxt0wA0/F4eUOV1O8PZX+Nd/Aaf3pHrhS4OZRKHjAsWdZS1uolKOVGGLSJwg9TvNPOjCADg9JWzYyxWJjfEt2vjIwP146gmimFMFsxfGZLfdtf1aYAtbY+VT8EpfWl4V0yoSr3lvsJxjOrg7cnDnxCVkP1cqr9NYc4SjuVI16LyCIL4GYjnUmSVPIEp+dZ6mlDikwl3KfHgGnx9JIz7g3BYWa3y5Oz67/2/4ZCR3Ek7tPVg/hLu3LxfM4msF1Nu1lyEW02WTmCrbjT+KYuhNb8MJSYa6gT231/Xm+9dCm7FuuFPdOayGpuMaSwakuB8UoNPBKgVY3LmkzAGYe3vBrtuw4XPE7/Ru9s//+T/nn/2zf8Y//af/lL/+1/86f/Inf8If/uEf8h/+w38A4N/8m3/DH/zBH/A3/+bf5N/+23+LmfEXf/EXmBlfffUVf+Nv/I2fdeyGDZ8rTjeFNERsxpuyA4nF6dv5zNwbScaEYUyishsqiooiMoqmUUY3GA7b8Xzrlvo5oTJIYoZjeBTmbnQzmoW76GyVZs7SWxTyvXHqFXc4pnLNq56Gc/eq997w83CpCzx8S2kNEY0C+jYWKwldYAbOfeFRE2cRMGdyu2aJdjrdO14r3Yw64pF6yvSU8TVzVpW2UrxhTK0zBeHQHbnRdk4Ix5KjwM9lUL23Yvq3gVwX7lJm1T3SG5gxC+xUeCOZvRbugTt3JiQ+kjIBR2A/NthnURrKBTip8JAyF6A/ew9+MJV0iYf2RFH9JGCpYMOATtzxsnv+gdHUFuRaTJePSEE2fASv7pOvp/pZNN5jy/mF9jmlwiHv0bIjTVMwSUoml8yUM4ecuFfhV+b8pdr5oi7c1YVdXch1huXCNJ/CF2GVBQi8SZl3Zc9dLh/3v7g5r/mGLt7HlNq2e8CPhnnIbVT02lyxusBybZVhDjsLLwSIaXEYz0HusX4H/Pp+dsBc6AhdBNNrPsOYQA/zMYnmWxfBbmL1miYqzplo7Kp1slWORDEdZX6itpCakBJP1ukiXLbp9IZfAP63awf90R/9Ef/oH/0j/vRP/5S/9tf+Gn/v7/09Ukr8wR/8AX//7/99zIw//uM//q0cu2HD5whz++gCpCK4walH919VsTZo1MNJ0yTT3FiGfUheXaXstlcdxXLjeTq90r7j65XqFVNqx0fXO4rwes21nSkpc58nPI29oMQmUG/6eFsx/fPgbrTv/seV8rdLiUszKDvMOnOr1F6xMiHzJc5dyogbrgpWEXMeUyK5MPVOGfEpRuhebZw8E4/IMxWae8SdKGgq7BHKuqtuM9iOnHe8Kzu4extmY6cH/D59fPO94cdjPnMU4fzr/0kbpm7UzKXN0DtFIKdEM+XeO+/lefpUNVHDKwjFmWLLzULCiUgcWR36UxTZak5J0WhLPG8gnJgu77VgqjwI7NyYcnmhq/ZRZN+V6cqeyR/RXW/4YagIe01cRlGlImjvmL26n6ZE7pU7lLPAomlkQ4fGVfor4zliSXBi4jhJTDcPdWHnguTMVCayKpafz+MLiLCG2SdRJL+0xutm/Ho+89Xmm/CjcBn3+LuUeRrnUOYzfpMW771ReuXgzlnk6kcgDLaBO03s2n9bDcZkuHrbYCasEHdcJIzHXCI+b+iqV8q4jPgshtdCsR5yg7qAFroKXiJM69Jm9sdghp5xdpuj94ZfAMQ354/fiP/yX/4Lf/fv/l3+7M/+jL/6V//q7/rP2bCBc6u8X166ujazqwa5mvH/PHzNQz3zPy+PzHVBh9GHeURbuTvdDTeLTThGG+YkkUn7cgi1FtW3HzCisRBEE1kzh1LYawaB+7ynpMQ+Fd5NB6aUuMsT73bHq95PRflyd+BX+3vKRvX+SfDHb/nv3/43bOTPujuP9cKpNy5usMzo6X3QPucL9BlxofcWLrvD/XsR4X1SzI3szs4iAs1ujKRMdQ1GIwn8ZU0cd0d2yNg7ry41mXz3ji8Ob8Mo6e4dshZNKcGv/m/0uEltfg68VXj4Gvv6v9JPD3xrnY6zLBce2gKro2+roV2vMwvwrSpPItiqwfXnXPkqTjM4qcYmWxO7oZ1GJAq2lCjExGm9D+zI3GXlblwbdTpAntgd79nffTGOEuzNl0wp83Y6XP8d76YD+83V/QfhdYHHb148Vq3zzYid8jrz8PSeuZ6jiLn+oD27gLtzni88tXPEJokNgv+g7AsjZ15wwsDKRUASBeEuKYcyMaH4tMcPb3iTpw+bY7lgo1C+S4X9m6/waf/Bv+m+7Lm7ZdBs+I34+pv/il2e+GY5szx+y9N8hqdv+XWdOeN4a/S24Na5mHFGeEwKg4LtCIsOtlGooceZjia5ISMSS0fT7fnMqgMSUi8fhfTenL3DwRvF4N6NO3M0JUgJ18TOnUkzb+7e4mmCw5HDu98jaULu3vHV4Z6/fHj78abMhg3/P+On1nz/202mN2zY8JvRXnVy15zpdcKbBO6miadlRhFybzFVHoU0bqRuJDeW4eDtN6Y0t9Pol4XzLd17fdyHxi5cvVeVVdaEiJAlYW58u5x4Nx3YpbIOLAA45IIgnNtCudlgb/g0+HweUVPPlMmOs4jExKrXKKYwZBjUOErrS1BBRwSaqzI5fLXMnDRRRbiosBturnNKdF03X3GNkTIXzdSUOUhikjAzihxauO8WW7Ld8bmQhijeX8kUNvwE9Io9PcD5kSTCl5r41jqtTDEVbAJiYfim4ZfQhxFnEiEx6OE9XBLm8QYXNfZuVFGm3oJSqk5P+Uo1bkTRtaegOeLRjqwNlxTu3dPE7I5Z4zhkB1kT9+W5qFKRTS/5qcgfvk5FU+jm6wLzmb0qc5qudH8AMSO1BWkVcWeqC3k5E3cF5yTCImCaaayNs9UJOq6X7MaBhHfjJM4lRzPlzXJBUvkgjsHTWiDH+fXvKZgf24V9yqSNnfCDWHqja7B68liZU62czCLWjDACFetgxs6NC0TjdEyNYdU9yyshNKyt8bVYXgvs55XeR0Ed0+08jAqzd3YWJmUJ5/WZnEVoKrzpDfIeUmGxxqHsQCT+XW7oJvfY8BljW8U2bPjMcJvL6u48vHJIbeYUSeymzGEZGqgxiVZ73mQ9a6SHDo5YQFeHz/W3rAX1VUMFo/RebcmCEpxNyJaYRCgdxBea9zAd08TDcuHdtOfcKnd5R9YwrwFGzNaGHwM3g/NIJRinf3Hjoc54m5nawtIaYg0khaNyN7o3bDiti2ektyiocbLBGzqzCk+SBvUb9viIVwl6oKaMSEdNcBZOOdF0YhH4gnAN1vVK+chEilpfJCxs+PHwtsD7/3n9OonwlSZO3cLZuexDn9gr2I5zWri4X+OQLinjfYGUqdZGnRznZCKaIbNKaFsNRPo1LxotuApn4C3rlHoU03mC3R4QXBJz72RR9rsjb6fDiwnUPpXtGvhEyHBWx15GTN2nwuXyiLlTRMmqtLJD339LWc5B5W5LNLB6R3pn32aaKlUUldC8Ww8byq4pHJhZ7/0h31BCvuO1Y3rHuS1kc4o/osf754Ja5JovfkgJmQ7P181rODy1hbcfu0dseIHFOj6M3ooozZ1sjbetcrbKSSTO8eicW3TGYv5sThs07tVgMMzIYunQwflukqPwXjGm0YLcROX5lS6eiDWh49ybBR2cV+7wkmh54kmUowdTplpnX4LR8Ho4sGHD54itmN6w4TPDbeF87pX2ysjFsNBPOxwQLGUe+kK2FovsKK4b68/FQtlHV/l2Kn1L9V4XyBGK9GLRFEJPmQlxtApgnW4d60ZSYVcOfDefyCh7LXy5e3Z8bta34urHYjj2Aogqs3Xez6fr1Ldoggy1x9cysj2NjKiAJ1wd3NC+oM1AHPNEk8ip3Vmo8dw6WRKoRCENYI7QEYM8N45aOZQdrpmvBd4Ah/KRTbJq/P56gY2N8JPh77+96uRXqAhHUQTnhNOTQMrMqXGxBdqMe7h474CzKLMbVVNMMA0ORAwOAgd3LsNoSOF5wmUVTNhpwZTrnaRPe/z45vkPSuNuIZk3+/sXhbSKbBTfH4sywfzhOf/CjG+JU3NXK/PjN6T5dEP3FmgNqRcwI5nRraPDvdtGgSVAaZXi4eTeNJOzvJo2pvC+MEO88mCVO1vI91+NQjqMMJNoMBJ2v/k9fumVN77b7v0/gGY9GB8ps3PnbB2tF8ScL805e+NsRkVYxPExXi7WqZLI7lyS3Kzpgg76tyEgQkuhmb45JArpEbG1RmO5CIqz6xbGpoTuOnlYlCZX1nwQTxGxWHNhxtjVBTRjI3axbUrTDb8AbMX0hg2fGda1p5m9iMd6/v7oJJuRUApKshpxWGN+1DFubaBiQfUXxfHt924hzRFruBb8xR2k06yzSy/dXbsb9zIhvdJOjUeEXx3uP4hGaW6bs++PwXwTdYXweH78YGpVNEW2p3W6tas5kZMi3iSBHd/g8xnTxizwpBIXmYSplIqweKK4cZCEeEgDUjfeqaK1Xy/KXheSKl72vD/cs9SZd/tXmdJrAT1vxfTPwun9Rx92YBJlEqhuPLlzAep0ZHGnr/QTDxa4t2XQPhNo6HBL96vR4MGdilFRujtqkYJWcLAFt8SlFCzvsP39zV8ipDRxyBm9e8u5V+712dn7TdkHhXzDp2M6vHjfQ5y/4vCFKO/ff025PCKtUTVHJlFdoFWkL9CNhTAhO1rcixEn9yUY/6p0iTUi9052oEpMxJNeP0t3pjze0w5PdeHu4Rvy21UbLbzJJQzxfoDG7+7MvW26+R/A2jT36YD2xs4avS4gwtQqk0aet3mYCVaiyTo5qBtnTWSLiKqucpXshIHY85T6NVb7Mh8NdMbx+9a4sxr07OH2HcW0kszClCzvsf0+GrEIs0PuLY43IyeleQ9fjQ0bPmNsxfSGDZ8ZhqSNS68fXfwYDp5iRqMx1wsRfWWYQ8PGFFpuit4IzFgJV8PgOxDOJUhrg7o7fo0t+EJMSyTm280qQRINZFGKPGttwZF64fz0a9p0fOHku3khfjp8jRgh3LyX+RF7VUivKJJRGqePXC0VWCRhecLdmN3QHmFoArgq7jHNOGvkj+6GHm/noPpyB9a8k0ghJbg8csFxTXyxvws3bwTWqKQtEuUnw+sM/Yd150WUxSqIkFMO/XSro3u24N2jqebP7/+uiaaKdaNYY7LG5JBaxTVTi9FNMYkiy5WIxZn2TKokIrd4mnZoKfjuiKfE3CvH4f68z2Urnn4CJJfI7b5tovaG15ny9J53y5kTsFcNVtBoVkhbAKUmZRkNNZXEnXeeht4VIvUBFbqkNQQPsz78EvTqzH4c7KdbPLWF4zKTd5U3hztymq4mZD+Eap092/Xwm7Aujz7tkPMD973z3h3vnQzse7j1i9l4JY29hxN7H4v4RROVhNugdst1eR9FsF8zpNfbuq5a6etjzqFHzOZqVKeRscmSEpNZJECUPUzTMC58/vlzKRxbw8akXZEXO5ENGz5HbMX0hg2fGZIo1Ttz/7B4cpy5NR7bzNIWeh0xVQhJhdZHdxvGAnu7mL7sTCcDuuEeYVkfmyEpQDM0K1kM6R33TpJCUb1OJJt3jpLZaQJzTvOZ+eFr0rtf8ZpEuOET0J4L0eXpPa332Oh+THuelF5DT9lzGAvV7pwFuhOaamvUQe8VYOyzYgotoaaXq/sznFiHm8/bIBdAEjWliMgyYJ6ZdzMPvfFm2sPb/wtdGyhueG/IZkD1o+HL/L3fW8+HufONNd7fSAFKmYhO3CmcnQEkJtJiQdfMY6p0zacVZfJRPOkoyjVhjIabdXpLHC4n3pTd9XzatIcyXWm+Dsy98m535O3H6P8bPg2HN/DwDdfS5vwY3gnziYzwVhLnJLgbT/US3gqquGSWJojNoaM2Z9cXdr3zmPK1iNIOoPSp4JIQj4KqA9IX9mkiib1YKwA8Fy698fv1wjTt6e/efmBM9n249QHZ8AMQxUVJqXBnzlNvoMqx1uHEHVi9TQSnamih1Z1ihmkaRmThmbKSVTLQX63H6lEcrxPq4oZJSD6665XBhCYEISOU/RGmffhr9EpKu6EhKPRcaN7J9QJlN6bWGzZ83th2sRs2fGbIotRhGHWLNsyn6qDzeq9k67GGaWQI6/d0gDtrJMoooqohrSFuKNHpVp5Nabj5jDd0fH9Hp9RKdrsW0oowaWKf8vWxap2n5QxPD9e/YYvG+BEYU11fLpyXM5Momr5HfypCX53eEUyUpaRRJDUKRtOhexdBVNGUkKSjoDZyN9ScZRTWilMRHt3C2VkTPU2hsxybr7hAOiwXTtap1pA2x1R9xWY+89NQLxFX9RFkiQzwX3vn9MpPgZSj4aIFF+FaEkmKZow7ag2xYTQ3TMROmmgrKXQ1MCJc3SVP7JPEpvn912id8TGRfkn7BkT4Yjps+tifAckF9uE34ctlFNKX59GlCAeUL3rlK3Jk/gJLN5J3iioJJ1mPRqsIX7TK3sKcrjgUjMmM5I6qo2aoOweHqS2RsXiz/ngu5FS4H1GLrunq5/Ap6K+zsTd8gOv6aBbZz4c79h4sIdO47x6uzfK1CRrr+rxmfrtx6I1Dq0zWyOaIc/Xgvr2jONEg9XHPz6tbt0XD1RB6qASuJiuWM0/7A6c00dby26H0CrmAZlyUxQ2tC46zy3m7H2z47LGNBDZs+MxQxsJ5i0tvV/20SlRG2vo4XqjmJFWSO81l0LjXDUx8NkJDaa29UFPfGo9lwrn3doqdEDA4pJDoqQCtMgFaDiT9kMZlbpysQa/4fEL2R/KWM/3psI6bYedHZovGxa5MnOvMa+Vbhasl++JwFpDeQ7sGLAhijkgC+suoFHFSb3H+JDKnG5BxlpyZJfEowl414rIA3FnG5it7xCtJr7wvb/mVGfL0HX73FsnTcwGw4ceh1au512uIO+9HDNYHRPDWhjbaaDKBho72ykTgwwJIiQ31RSzMyYa8xCThOYE1koU53ezO8fKI331J391dJ5Mqwl3esftIvNOGn4D9fRTSlydY5g/tPG4pAAAgAElEQVSM6KgzyeFelDt33tfKd97DTFAU8oT6fG2uqjp77yzmPKrQUkGdmGC7U8RJLvgUDTvpo1QS0Dyx18IkgufMOWV2qujpAXvz1SdNp183hjd8iKxKs44sZ8CxwxvIhTd15uSOq/Kuzly04ALJjCTC6ca9e73fThjZIll6jT40hEUBjUZpApI/K6ZvrUmzRexhEw13bwHQKKxF6AlmoOHci4Y0YWVSaKKNhoB24y5vJoQbPn9sK9uGDZ8ZppQjrmbg0ivnm2mfiqAWC2B3I6OYdMRhUqX2mD8rQo/k6fjoz5ukiMuAQQZ7jsVYf8f6t4wyufTOPoXObkLGhMNjEln2VwrhCiPisNwdmc/kG2fvDZ8Ad6gXZuvXbehBM5dcwlDqxaGOa6GxcJaOtB7U7oE2qNtxcm8KarerA3wg0d15UOEejWnm4IRfRpbwOmHokkbUirP40PR5Z3ZjLwlOD/jdu20i8ZPhiGY8aRTD66PunEabrL0uUKyHQZ0q5ITXjkuBFO9TcYtp9/qc13vMyJB1Yy6FSRKug8rgcbdIIz6raYqMYYXy9B39/kv2JfTRioJvRoO/DYgIPqi1H2S29/bsR9AXpM4UorCueFwX3UBy7AC9gYF7orjz1p3eKosqhtFSCUlHm6kqkAoZQx3S7o486P+edzF9NGOxzl4EuTzhh1fshI/9e37bL9AvEEGHrsjVoT3hxzfIMpPrhQnBRPiizjykhOFcUolzdkXQvpPbcE0Zz20h9EpuXAiWiry4f8ighEMftwcb927zxCRxj1APL3BvBiXTGbIfB20tmDGar42YncCkWxmy4fPHdhVv2PCZQUXImph7GxPpD42cChYRVmM9TCIxQRbYJeXSjRpkMGzMBdTAJV1/yNw+pH1xHXJShto5A3sM8TRcOYezMx76y3oZDq/PMBsbfuuUJEzLGY5vf2uv0f8RWC7Um8muinC3O/B4kyUO4aZuqpxEw9X3tpDGX9ExPei93km9vRhy16GTm1ZddW/DwEbpqlyscdASG+t1A6cZL3sazuPpAblL/JXpEEXY+QF/93vbRvqnYKV4lz30Z3fnRzeUeK/318O+fkOp14wlg+4IDRBMC+u7XNRHRnUDXws3helAT4Wdx+bbCA1+xLBlejmgAtPjd6S3iVTncHS+tTrc2Ag/G15npLfQpWsGbibT7RKfe4f5DO5U1uZoSD5mhCVpTKpJo8DqFFfEKrvuHEeElpljQwfvlzPLseBlwlXpOUemdLoRAFnjYi1kPcsZ3x+/V5KwYnN1/2FMKQW16MpC6HjZMR/v8YeZ++7hwt8reOchF6quEVW3LLTwxsgYXfRlrjRONkfpVHluobs8v4MF6Cpjah1U70WELE4D1IyahYRTxu8/ExIBXZ+AaOcfPYYDGzZ87tiu4g0bPkPsU+ZhuXD+HkffaSxkK9ydIgI2aN6qZHfatTAiTIjG/wzCJZaXzt7C8+Q5j4/YpEVNllLkW4dBsK92sLEBSC/dWt3D1KYAB+u4dWSjen8SfBTMr+n+e80s04HlciIKY8fMuQw9W56fXhzfbw3LrIcBmdtVI4mDCVxuNruu+Vnr7IMa3COruNBI+RAFUymwu4tMaYDe+G65sBflXZ6QblDncIPf8KMgOqbDuQSN1p3qftVIH0R4EZzl9qE+PRXwBZbbayhaZcNu6uV7VgTSRM0a739RFGEvykEVyoRoZidpRCrNyNOvsVxeNMo21/7fAi7RQJG64HfD6Gu5xETaPO65dR6Si5B2XIZEA3MQDRrv+nw5gewwoFmh9s7ejJ07Ih403cEmUIFedth0hDR9NPqq9YbnkTS8zD+YNX2b6rDh4yiaKOJX41DpHd/dU0/v8bKH3tnhSO/sehz1bS4vJFZr3B2EGZnhuCiKDUd3xcQRE7o6fUyodchA1s/iMeFGQldtIjhxP3DrLH2hdOFQHMoOQ7mIc4SYcKfEfZ7IIuy2YnrDLwDbHWzDhs8QWYNy+31SMzHjkMq1W2YeEyETyBKbqCTCJFEYJx2eUWPsfJW/8jyJTghl1VIRRbDw3JFL5iDpKpG79XvVdZN3g6QRq7HTFJnTr/JTN/wGjJfyYxY/b/KOsjuwatw6zuJDy/6KXmuD8pl7pbRK6g21TrZ+3Th1h2JB+Z7GZOOl2j4g1lnc8JTwMiG7fURn3aItnHrjoVdcFZlP+I8wKtowkDKkHCZDw4zq1mxsGnr3K/prr37Aw3yIlOD2PL1iNgCjkC54SSCJRRKIoiLsUoJpjwy6pq//3xv0hn7730Lfe32qjYvwc+C9QRtu7n1o4PMEh/uYAAtRSBMNlq9VeZTBP+iGzmdSvZDriVIvlL6EaeSykFqNJqsqj6XwXSk0zeGnkOJDRNFxfcj3xbONRi2A3Jz770PZmqifhKPcFJ5u+DRRNSQ1aMJzQUphUuFt7/yVy4lj62QLCrd6GIKpO8nh2Bs7i3O+xqipO11CL53Nh2Qsvl6p374aj/H82QmDM7EwrMvWmecLfn4CjJ4KiztijftcyKoctvO+4ReCrZjesOEzRDcji5A/Qo9bi5OpTLHRJai+y0rnRkgShXH2MWEeLM71IwrmiLmIaXRMu3c4eTxP43kqDVDcgg66luI3E6jkLzdeqkqSiM66X6df9Ydzcze8xMeMe0SEt2XPtDvA0EmKdcSCFng9Pb2RaqW0JfSyqxnRaNI4DEOa0ERm1diEWcOt0S1ovh3oAl2URTPWamzq9cPcWLFOw8PNfZUEzOf/VS/PLxcpRwFFuGlbzsw3xbSIcLxtnHykYaHYKJpTnKucwPvHTeFUw7p7XCNNwFQ5TAfSdLg6B79AW9kLFgX1mIxvrv0/E0Mj7TZ07Wm0NWX4GKQJponHPPFNKSw42irl8kSZT2Tr4cpMRBmJOdIa2ha0zeS2kOqMtMqC8+uUuNzcZ8QdRNC2vJQOvMLVzaG3j19TN9htutlPwi6XDxoPLWfEI7PZyoRIoqfMkgtvHL7olS/qwttaubPG3jqTG8XDRGzX+zAU9ZEpbcM80se1EoV44MrRfkH99sFmU+sonWLPruJzr/RzNFQWdyYz3o6p9GEzH9vwC8FWTG/Y8BmiWkdEuCvTh5vTq19U5k0qKFBvN0PrZwmDsSiUY9JcgMlg6gv3OAc39m4U60wWDtCpN7S3KNqHAdEEyMi/fO3cDVGPyY0GN7TWwl0qzxS/j+Rmb/geSFAJPvZawyiopwN3hzfUlNBVJ53DWTVbIy8zYqGafPGzY+PbBUBI/pwp3RH6cG1NOO4RtWWqWEqYw6kuLHWm4R/socVsUMuFWRN11XVu+HHIE5Td1Sl5nvZhRnaDCWW/3hs+UkzL60LIfRRjeUyr185aeS7ecwn6fp6QsvsoRfP5inx+fqkXePoOhI82ADf8CKz3yXH+RDXOifc4z63yIMrTiEHLdUQkio4b8U3Dc31K4KzKA4nvUB4EHoGzO+9x/t+k/HdVYh5uoInUlrhm7CP3bdGbAtp/YwTelDJpo3l/Mu5vGqKMCDvPu/g6FazsIpoMxwUOvTKNCK1dN/bW2ffx0YISvvPOoXfEwielWEeJgnrqMdH+OJ5XIMUp7hRbddvr6FqoVGx+iigvCXbDF2WHbhTvDb8QbHewDRs+M3S3q4mPinKfdx+d9ogoKU/sboouH9ROc8csfLwFifzoBro0UlvYWRTQ2dcO83ORBTG93I3II62V0lsc9T1TpzzcQFfzKxXlmArv1k3A+C2+FdSfBBGg7PkhklzWzJvpyKQl6KDuFI8tkPor6q+uarrQSZsEpf86yb6q7cZ/uZOtxfNIYl1OLCmKs8ynmEq8oPcPw7OcQYTHNuO9xpRtw6dj2oe/wDD2awDT3Yu4rAwcRNmN994LmJNfvOT9htotsLq1j8IZLfh0hwzK76SJ3Ue2D0LkXMdTvmrSXB6jgbNNpn8ervfIm9e37KK47pVHjJN15PxImk/BCGptfL8FY6A1aJXaG+8VvsvKWZWmYTaVRGLa2Rupd6RVHoD/kRLfpsIZj0lmry/c5APygeGY/Ib7+nGbTn46NJE01nxUo0mF47vjcNiPeLKeMpKCV5Y80jai2O3srLGzzuSNyTtqkOzZoO55Km1XjVd2e7EXMBlN1PF1NmN/9dkIgzNZ7ycaWuq8LJQaTvPHlDmm/IGPyoYNnyu2YnrDhs8M1TpF07VATqq8Kbtn+tfNXrXmjIuwR6kj/7diNGB2ZwZmHFs62IJiZB/5kuYkc3LvuDtqPnSWThkFVWiwwvREvKOtPhd4Y0N1dRIHsHAef5MLX5TdC5O0+P5WVH0aBKb9D0YM9UHLn1Lmruw4MujaWsZ0++Xrn4bZjA+n9udf9/xVui3MVEnO8+RCIx4JM6RXmnXOVqm359WBKXS+3Yx5FAEbPh0iAtMBdgfQeG+LKuzuYnoM19zvoyof2j8ZkWi0vi9f+S+IBO17dUQoJZ4fKCIcRJ9pvDdIfH+hLL2xq/Omkf+5+Mg9UlKGNLH0hafWkKf36PkRrCPmMbW20LAzZBpPOA8CbRTWtBbHEU7LqxUd1kID2yqzCEtKnIHvgN4WPtDip4jM+5SmyZTyZkD1IyApgyj7XDiWPdJqRM6J4Id7RAXXHPnPSBTQxFRab5plIkPu5UE+EXe6yHVNT+5M5kHX9mi52yrLEYmvNWKyTGOtqAJNg5EgcQFQgD0QDh5G76HLL72HT0reiukNvwxsxfSGDZ8ZmvVh/PO8CVFR7suOY55IGoZCc2s8mjGnhAtMblg3qnXcGk7HFsOWhUZQvJob3aN4ljVGA8juJIxsxs46yQy1oHWJwKIyvu6hpXO/ehqVm02VGBxy5vemI/u0mY/8ZKgiKZH3v9klt/FM0Ut1YRJhlwr7kpkOB1LKpFRIVw17wiQis7qHedmaQx4YRbbqiOQZDZNWEbERofO8rGirIYvu7VpQy7SPnx+Ye43N/IYfh/0xjKH291ezPxFBdkc4HMk376+9CG+GeSBwnVTnsJh7OZVOOhyax9GqeN4hwFGUw2isfKwkLr+pgOo9DIfmHzak2vAJeNUI81J4P1+Qp+/Q5QJDEy9tTI8t7ucd+C4X5ttGpg26dh3vRTd0NOoEwBriRuqdyAmI+8KjG+dXFG4f+ucfovOrCG9fRSZu+ASMdX+nyj5n0to104wf3oYRWcrgnWSdUg1x4663kSe9Iv7bCDaCf/DejQmzEs1VGUV29kEVb8auO4few5zM457QNYroozuTO6kFKyFLIXvoqXO94CLIVkxv+IVgK6Y3bPjMsBYl+1Q+mAPtUuZN2SOSeeyV2ivdndYXMOOAsyM20bI4EE6eu9aYLArqinBW4UJo6Yxwcz72zt5tOHsae2tk6+DQRHEFbbFwS1sQd/IwOoMYdh1x/lI5ss+Fw8dMZzYK6Kdh3VDt79Hf4IjqhA4+WUfHptd7p/YeaUmacE245NDZqbKo0lSpIlSERYVKUPtQIVT4r5aOrKjHLOs67XRigz4mkXNvNE3kaffiR6t1+sd0lxt+I0QTHN8gZYponBffK6TDW6b9oH6LkkdBfUSuhkKFYTgnAllHRNJNZjCC7A7sU+J+PMctXsdc7W/vSK8ukb1qGN1trv0/D+tLnNLNF3B++o7elmhmmsWk2Qy90dJ3hPe5fLQRcoV1aAtinSTP0g91R0Rwi7itFZfeOd0U1F4mROT6swD+urAWeDsdYjq54cdhigaqWGeaDnwxHZ9TEzTD/jC01PExeUOJc3iwm4J6FL9roXxLMHARqiaaBNekrE3Zobdfi+y9G2WlhePhuTKm0qfVQZ4wL70X2JmxWKU4H6R7bNjwOWPj12zY8JlhdXDOqhzyxKk9b226GY9tpovgvaJ1ZgdI2TMPo6cpCFd0KnPvuBsdwSU61CNhFlfFPBZMFaGqMjnseyex6qbi96oZPeWYdLUOWSi9sUsFFZhEKQi7XHg3TNP2H6P3bZS/T8PQmqkq+7t3nB6//X7HXHdKbzSgXfNniWgjD6MxS9AcFqDLcGb1uNJcnwurAhRx9s7wbx2ium4oC8UtKMHRWYGckd4ipzZlLqJ88ZEmSjXbFqOfANkd8Toju0PQp1854h/zxCIa57tXxDyMiNxpGnIPbfAkN94IPLv5624il9H8MEOsjSicOFJHMwZVJl4WUNzE+IgId5qvhlXeW1BWN/x4pAK9RWGbEvSGnx85nR/QMQVcDb9WVonjNJz3KWOjkXJrX/hBC/N6vcTks0ucY+mNlDqLGTtdJ9fO7IaasJ9Cyzu9LpLzzbkWeFcOG737p2Law/khKPtlx75W9nlHa5W+XPC6IINNYt1IrbFrjTrOyb0tLKpcJMVnHYWzhrmkDbr2SvleJ9RZjG6Ka6SArFKvwem/WqYks6t3Q9fE0eFN92cjcHf62th1+3gSwIYNnxm2u9mGDZ8Zbh2cD6mw9Bb0bDMe2kzvnfeXR+Y6s9Jy97lgbvQaE+PSHK2N4o1HSahAHvrnJrHJXouzDuAWpmQwNFOMjrUMyl9Mu3Rssos33rJj1zt5jfAR4VdlRxJ9jsO6hebNnOhTUSZGy4O7acf58AY/P3xQUAuEiZDAxYxujbQeIoK4c1KlSyFSpx0bdNDIHb15PhGSGWeMi4Rb9M4t5AD+/Lt81Uy2GgVYavTdAcoO0cRinYmX57+6f0TXu+GTcPcFaT6Nxkd64Y6eRdlpOKdjfTC3owALUyHYU5lEaS+0zILkFJ4JD9+G0dSAI2F2pErWDJoi4m51GNdnevj1T0yv3tu9bY2zn4rb1y1P+OmB5ek9vdVw2AZaSmHstxpVIpxSFErrW9pfBet9kMPggHSETEqJhlxNKLVXqkaDdD3PZzdS2ZGA/W3DTPOVkq6ivJv2TNu5/8kQESzv4l6fCimFISD1MfwxcJp5UPslmEKH3rEkuDi4MJnhQhTQmugiJHeqDt0zo58igESKQ7KIvyzNKBg+Cu+rv6HAZM7Bw3ejEF4pLnDB2XsFKRwQFk0x5J4vsD/+7l7MDRt+S9juaBs2fGa43fCICG+mPb+eTzGR7o2np1/Teovu8DX+JrSyp97QOqPLmWoVdzhKpwpXZ85lTJiMcPFUIlf21sDERnSOe1DA9qqIwZ0sWJr4gkQxw8XCXCoX/tJ0YKdhOHP42GZq0099MkRTZEbXSzQndnseAOanF9mvCUHawjx09utUyoEZpaoOY5mhg1TF3TEVfLi1rvEraeioI/4MLgLVEwfr14VEHLwbXRzXUOSq5pE5PFOOb6hutCEBWNG3aJyfDBEh339Je/8NMhF6yfl0vQ7uJLOkjN8wWNZJ0mo4tSOYJj4aL4qQljZaZeEWvko+fEQdFet0GiLKseTQyPYGmrFpd30/H1J+zhG+On1Xwppow4/Gjfu1Dw360mZ0PmMevhc4UcSagXd6SiyrgRQ3FfUNVt39tajWlaMQh2cRmii4ISY0c0rS6zn1PHFy4wvRF8aSXuLvPeTCfdlvOeO/Dez20cSyjqfCsTUWd5hPSF04toXFezQ/NIHD3uGkiYsqdURnZXMmC83zkoSF9CIGS4RIQhtTaBPFx55AsAibjqgPsgtfuocJoeqLjcpCeKp8IaBlGo1aoG7F9IZfBrZiesOGzwxZE/NN1EgSJUnC3Tk/fYe5090GHXBkj/YwIzkAc1u4JAXTcOC20EFXCar3FCoqkvVB5RZ8UIAPHiNI7Q1McE1jYU4UQMx5py0mj1bxlMit8avjO/apoCnxtnxPFMpuW1R/FHbH2IwAd6kw505Nb/HlMkyeYrM0Wwf30SCJJslJJOj8KmTzazOliVJTTBNgyJ5VQ29vzqJr4vQwoxHHU+Jgxs5jE57MkKnQSonJiDuJjnTY94ZbZ+kL+SYWzT+mn9/wyZhSZr6Lcy+XJzi+xXuFZUZb5U3e8b5eno3GRIH+nPsucG9OJej+nc7ZnAvGIvJBCeZDP/1eIGMcWmXfnUMp7NzZLUbaHdkf7jiuLBSR0HnD5tr/MyC5RMOkN2Q54eLUZabXmT6MoMaRgyWgnAarpPv35z2vMEI+cvXz7z6C5h0tmUI0v9zaKJQFUsbLjubO7oa2KyLsj+847Pbk3+DtsOHHQRD88AZ/+Brqwq4UpsfKslygNcqILPTer2ylhDOnTH3RzAhutuIkU+68ckmJ/gH1+lk7j8AimelWmuNwTyMxsulX+c8NzD0CAvZ32HodbsaTG34h2HYwGzZ8ZsivpniLdZp3prpcF87wConpIsuze27uxhnBLfKlHYk9l8Pk/mwY0jtNAHPamF4uSUkWDp3xSxztHVelWmMC7lH2TuRFp8ydO1/mXRiWCHz5faYzKW/Onj8SV+OpUVC/KxPf1pk+7UOj3BbshvILQfv9LslzNKwoOxpnUWbNobEcmaTx30byMJZB10l1OL37MJjJRLZ0GM1Ec6en6TqxMu/01rifSuQUnx9ZuB/5shITtLRNpn8OdinzQDiley6wnJFF4FBwMybv3KvyePqOyPouY3q5urEvVFUqzkOvPHq4PkM00irQRlEN0Uh5Y86kwiRxfzh557QY+1I4lIm37cLdrPhhULw3au9vD9MR/+5/DPaBcL48Ym5ISsN46vnQitA1k9QxF6yF9v0DDErvsxuCo0h4JniE7MGzr5yg7KYDy3TAD/cRwSiJlBL3ZUfWRJr26OHuf+1r8X8iRJCcY/1uC/TO2175ui2x9rpz3xsPo2fWRHjMmck7RqINZorCMBCVoHQTnigX5bmgvqmJs0WknrtRVRAzEsLkYU6KpmeX+ZvYxuLOXoXTdODNoJQHfPNP2PCLwHYFb9jwmWHS9GJMdG4LvV6Y64VjLiw24kuWOTZWmoJW6c5lmUk4bg3DRvSR4uMpk4U2GkBdaBpRGGrx/TrMR9Y8WVUh90aGKJQwtCs7Knd5x06C8pVb5cv9PansPvIvAvb3/4tftV8ojm/h/QJuJFG+LLsoqFWxPHGZJtLhLY0HsMbZh9o99aGQTkH1tnadPsYkumPmUUi7obcNHI0mzLodamMD/gi8M2NPmJjdQtyxlOjuJEDOj7Qc5la+249U2w0/FUmUXcrMvcX0d3+P74+wLEiv0BuHNwUR4bHOeDbQM/RGXy485URdZpbemEVQieFxxa+T6Svc8NF4W1qczwmJKKWk1Bos1O7Ct8uFozv3x7fobbNso/r+POwO16nefH6gClfzN5fhmj7wHIElJMlYNrzz4piPITTVci2OXIiLQlNMv5OQ8o7pzZeIKkWUtzmcvKeUUdG4P2347SOlYCBZI7IHn0jzhbcufEc8VHojp8zszlPOI/8Z9t65qA5fFFA3bDUHHNj3zpycJulK405+20gJVFH2vbI3H30YufmI43buTEkhTzSUirxsqFvfGm0bPntsV/CGDZ8ZVJR9KlxapVnkRs+np+uGt4hw3xszHrFDHnmj3RaaN6w3GhKdZ30uorOtqulAwtHu12gsFRAT7s3Zu4UJkQ1jGSCrcUD4lS9MZQdTRyxzBO7G383Hiumyj+zhDT8aoorfvYPHXwNOEuWrsuexV76uJzBjKoXaJmqD2R2RRibR3Dn1Tk9QrAXNmyBx2yiii9sLI6nXUAkyqOEsKO9VubdwaF2vJPWYnFoqnHvlmCYUp1+eopguGwX0t4Fjnl7IPwQN59+hTXac3fEd+eEbnqxxefo1y/uvmQFblmshDYyJZDRKpDuRRe2IBzX8ziwaZQJnggl8R2PyRJmU9vie/4+9d21uI1nSNB/3iMwEQEqqS8/p3Z35sPv//9VYW0/36XNKEklcMiPCfT94AAQpSqVbtVmp8jVjUYUCQBUTGRHu/l7e7xqvxxsOZWY+PfDLq58fDxwrrf/b4AbjSD28p8xHRBKehnDgTilckvsNWK8aF4owiFJSxmvtM+iPo0rc44gizRArkENd7dvbyDrXHrvWC2mA4sa0e71OHP8giCg2H+C0j0b5fAQVNnnAK9zJgrqzbZW7YTwrnntBHY8XYNYUUp4XfsZ0kX9113b3MCojzgxqxoBjIkxeeMylj8/LgLMRQXTo2fUDCJg44/We8jtNnRUr/gxYV7oVK/6E2PZieraKlZnFrrRH8wltjVwWMr04SgNvbcZ6wZw7dTcMW9sVNdAv2ZPeN8XUN81kZ+qfM7lHbrE4ogkVJTuMGs6fUha2D+/Zbm/JeYDNDZ6GD81nJK3Ti2+EDFMU1Pug8KoIt2lgr9pjzoSUBu7rfBkpuIc+VjXhLlTNjFZxCfL/4HGYMtWg8/d4FDizQc8WNH41ZYxJ1p0qN/0hdbgRYekmM+7ObJVtylgrPbtaGdZi+psxpswmx7rwEgRB8oDcvuHmcMdskQBQWqO1cimkAU7uVIfUi+izUVlqzoCxNeuGhB4FmUUWeUoZNSelAWsLd9OJN9MN5Mxvy5FfNzcxlVolHd+GWvA08FALqRdI5IzbiJS5+2WEwWR7xvo4F9R1yKGpNeMZ9wDoZtEYqVWSCUh9bIKMG6QW8nwgpcRu2iHpcS0oKbPZrPTuPwpe5jAZPB3gcB8P5gmWA1s3RAfuZe5u29obntL3+UhfGBySNaZUOV01PQxoKjSJhnvCSNZNIru0ZzifFURI5hTJjBJT7tycMacwnjwXzSnHZ0MT4vronQA811avWPFnxFpMr1jxJ8SYMmPKvF+OlOV06Sz7sgTlq3eez3jAMOt663ZtQhNTyOo9X/i5nlnC2XuRBBL62amGjdXoAgpqgIYj8KYagyZ+NSMtp4hwWk6d9vXswCYKnSK44tsg4wYXgf0deGNpjUGUn3OYArVh069DeDPPxDQRgiJMzwPf1sIR50ho7qdWSOa9gL4+9DxOE1wip1RFERH2OUyKtg5bBJ92TyaR1RqLClnPExNfi+nvhFfDhqW1i2v7S7A8cm8G1sga5nF3oqF9x3sh3VAHsXAEVovYOzVjaw2xx0i0QNDBaQWtC5JHNA6zGXkAACAASURBVCWsVu5L4bU7bZh4mzK/DFt0nVh+G1phrgXLA5ozaelF87jBa0OouKZLnu9zKMKAYhrTZ3eiaQLgxmCNiCfPfZqo0QhNCYaM9H/fjZswHFtOsMzYMOK7n6irbOcPhd+/hWWBElINWoO2ABLZ00CWxF1KbN3ZI5d71eDReJDG1hpeZg4ps6QUju2ErnlTC5aCfSTNLk7vJrHuZxdEhJYSN62RJMWe34t4IDLG+/quOTOIIE+i09a1f8WfH+uOtmLFnxSvxw3/cXhP65MobxWO78GM3IsUc2f2oIJTa9/kUlTAZjRrVE3YJRiFy4Qah9zahQoYuZPC/ZCYKuzM2JSCiETxJMJOEuQwvUkAZYGxRZzL8QHPE9JjPbj9eaUBfkfIMOFvfoXDPXV5Fw92LeOowv/YveK4f38ppAcePVeNiNmpGV4tlZ0tPVeWx8nz8+FVf1jcGVtlFLA8UREWhF9FsXGD5Q/d20tr1M0NCGxbXeNyvhNUhJ+mLW/nwyVj+BqOc78cqWXmkDOSM0fVS/Z4q45KY+OEltEstLXuiBubWi8MhSfv21ksC33NqAvqEc1UNXOaH9j+s1E0c/8v/5Of1uv9bWiVk1WkNXzckJYTbTkBgk8bqKGVN/hYElYwViQywt1C7iHWGLzheQjzyscnXyaLSRRVZbe5ibxo98sPUAS3AmWGdTL9h8Hvf4v7s55dsZenTfKUKNsbbltl8sbYKm9VMVIkK4jj7rTuVmFEvrR4aKqzRTMtCVjrHhkiICmm0eeptoSBZBPhTpQ3uWvlzUEKDLvH6bQmtnkTTdl8CVNc9dIrfgisn+IVX41qjWpG9YZdDljCoErWRO6TqhV/DATYSeK9N9wNDneXyBmVyHU8ulEIh+brF7o7VaD2qCNcEfd+APeg9pqTryYb12TevTu7Pv3eWcRl3TSPyYUb87h5PJDTHrNRTw/4uEFe/9qpwiu+J0QUbt5QBPz4gJQ5JtPuYVy3uWFfZgaeuvk2VSqKmJMlckS7d3ccynvE1TXOBywHVMKSbmuNXIwybrkfNtyoYvnDbWaednEQA7b19+N6Vnw+Bk38NG55txwxa1HY1BIGdGVhmQ8sD29RM0610XJG6ow3Y6bLPaxB6zm1HgX1prUrF96Ad5r+NY6ayFahVQZRsIVDFSZz9L/+jcPuFdvbX5g+FpG34nex1Eoz6/eokMYt7g2pJWKqvMU6rwnDkVo/IAadoT3OaCxHcjNcNOjfXO8ZQhoGEgbVkQmm1tDDfewLmmDcwnLEW0GXE+agr3/5438ZfzG05QgPb7u5qEaTvD13ZxeO3VRsWBbetMptadypcuqfGus2kuqQBX5aFpaUeHJic1B3mnCeSaMu5LO3+9X5bskD+5TZAEMSkKdSjnEYGFVJKuSzd0pK6xlxxQ+BtZhe8UUwN461cGyF9pGs0HMYj4iwSZltHlca5x8A96BWT5pZTocPMhvPx6GgfIZ6FsDNWZwnDRDvBTb98KzujNZ4OtLorq793U6qbFvlAeFNaSSvFFMGoNQlaF66AQ39HnmEm9ex/9byshnZiu+CJopvX9GGDQsezu5WIwpr95r58D6uT6fjeS3k5YA3R9zJCFoq2SrJDa0VJDgKJlzyxw1hQkhe8ZxRHajDCNZo3miS8KuIFEQomx2WBpo525QZsIhqW+n+3w0D8FMt3B3uqJ3ybe4cWqXOR5p1R+56IhFa6HbaR/Erjlk7q6EvhfT11fFr195ncIGTJHZukVlcC0jilGCXF3j3n9znDeP/+F/rNf9KlEtetF48B0QzPiak1r6On0KbqoqnISKIOtvgAgkjqbGVyAgeUkw43aK5KqGTJSVya+T5hPgMYyaPYXZGHkOjDcFgqCUab7/9O3a8R376GzJt/9t/Rz8s7n6La2gt5DPnhIarvdpEIk/agRYstOTwc60sIswIzY13eWRDg6bhodEii/plROE9EHRv6ykOeAMdaSnjKXPUoHkPEPu+TOQ8sJMBNDON20fWzLAaj674MbAW0ys+C+7Ovi7s6/wiZexjrznWwrEWppR5PW6CArTi+0AAnNGNm7qwv/pPpR+gz07LQcVreKss7pi3fuDycGa9GJN4L6RfyCG9hCfFDy/AIImM0dSYizHhFE4Ygg1TRCptdjCMyOtfHo1H9nf4m3U6/UfhcovmgZpGfHBg5KQLOoxsU2Y5PdDcEDOGOlPMUW+My8xgFazSLIopEUithZszQHfxVlGqJMo44ZL6zCNCddJyYh42DOe86TxQpu1VDincnLVzrYCuzZXvAT8+wGnPgPPLMLFvlX0rzNZwnFqOpLJgy5Fp3hMeckbNiVwLsjw25XIrJLeQgqiCpE8W0mcsqmwQGoY2IBsnD+MymWeWd//OMm6Yfv7bf8Nv5MdDvdqDXROSEqMIsxM54znjZUCXE0gvnvOAM8Q6b7He51bIFhppd8dbRJpF0kPPNjInlxJ39TAh48Q4bkl5AvOnzbKOfL7Hj/c4HiaTq7v398HZcKx11kkeYkJ9xSKrouAF6gxnk0h3EGVsxuCFt3mIawMMXimSye7Q6gcFdcZJ5t3ZPQr3KKgJ2VgeIA00HUkCJ8LbWz1ee5tHJGdUlc246+8qEfG2YsUPgHVlW/G7KNa4W07Uj5iZfA7mVvnnac+rYcNmdXL9LlD6BrmcGN3JouzdqO49AkmYHA61QKngBOUbOFO5nU7t7tOK3KmDrZO64ut8cutuzlcHuZMKv1Qjo+zzQCqFbFBxSh6YUqY72fDEtdMbHB9WJ+8/CNdzijZOUGeaEzFpALtXkQc9H/D5gZNH4bQ77cm1XBx+hWAhuAg1hxNrbk46h62IRMasVRqOa8gFhrJgeYPWgm2VNm6xq/s+ifBzGh+L/pWp8M1wM9i/C/1kh4hwmwd2KfNvpwfkeGB8eA/AsVNDpS5YKzQTpFXEG4MZydvlXk9WMVeWJID2g3kwWvigIRbU78WNjYcEhFrwcaRaY6gLnI4c3/+dcXeLTDtWfBmqnu3yFc8DUguTDixtOa/SMAyQE6ks1CtdM0SDbJxPJJzUGifN1M5Quoa4kTCqClWElAcywpgSMozQKnK8x6bdE4f2dM04OO7xPCK14Ddv1hjEb4C3GgU0BNOoBWOIcQp373McGtalHVdnNtU4B9AoorgIW2tQCe30UJnJJHcGLywazKXo2csTDb0j0ZNBYs2vJeIQz8NqlKMkfk3KRlMwUPLAze4VKaUoyofpmav3ihV/XqxjoRWfxNIqb+fDNxXSZ5g775cj+7L8/pNX/C5EhGRBycYMFeGVpnDLxKEupLoweAMSlUcH53BujULa3C8On1WERZSiyqLKrMpJE7OGy6cD8c8ophCJfGozXIT90LvdrTKftZpliR35ua5rPkYBsOK741qHZnkMirZfayAVn3YMaWAaN7xulTeHPUMtqLVLAyURHdfz9yyCZKXlTMtDTMUw1BpDbWE+1emhkpSSJ1zzk0JagJ+HiSGlq3XlM+kuK16Em8HDb08K6WtYqwyHe6bTA9pNhBZvlDLT5hOtFJIVRnM2EHFLzXssFmCgzdgsM0Pr0y53xPyKNhwGVWcNdemH70IvqJFQ4S5HsEY5PeDv/rGuAV+BlnoRklLP71V0GNk9jxkSJY+dht2niurG5rQn1YXaKvukFHm5kA4DSmL6mIaYVufEoS48LEfa2V/jtL989kQkEgIu8Gic4rB/jy+nP+i38uPDl9NjT7ouXNbNNEQzUiL+yksvpM90apFeeMfO/ZDj8xCZ0aGBvimV0RoDjckqt3VhvLo3zcNY9KTKKSVOQ46zArCoMHcvldli/99aiUSAFhKzadqxGWMSPWiG3av/pt/aihV/PNbJ9F8UxRpLqxRrVLeLhkVEyPKY+7qvy4uusN+Ch3JCBHYvuPyu+DJkayS46CIBcOOmFpqFW+fSY6/mfh21P/dsTJXOkSg8nV5cw4lCu4qgFnRu3JmssU8paOIkZg3zs9tWYZ5ZbpVxOUJ9hbclphnX7zofYLvGqHxvDJoungaiik83tP3bp086T5GXE1pmigp4Qrsxzblh4kS2aCUmFWea71O+Qp9WpER2qMOIp8xQTsgyoMOA9Zzxm5R51bVy33lp+eti/+4FE6KQ2sxl5v3df/GwzBzqgmOYO7qcSKcj4HFvu9FUKJ4YrZHOTTl4QnXI1RBbmPPwNNbmmf757LggouHYa0ZRYlpdC7XM+PEOTg/IylD5MvTi2DUjsuDDGNPmPLDU5Uks4oRwyglckGVhe3ygWuPU449ehBvZGk0U094+FWEEUhpxHahl4aFWNptbJlV0PmKijOP2Q1OpuuCthcZ6/z6acCtD7ctRC6JdanF9v6fhkd1z3PdAjrO8y7vTd9zEsyZclZgfc6Fri8OuVQ6Sg3EETBbO3vs0sqSE6bXE45zy4Jev5ETedMocJGFm/M0XBpzbzWPxnHdv1qn0ih8KazH9F4K7c2yhYf7opNmdRpiMvV+OIWvRgU3OPUTh++C+nBg0rcZk34hJhEGgE79wi2kT7iSJieINYQrk5jQ3qlk83/3qMPU5VU1ssAXlIY8MvoCcNa/1MqmeU2aWglplceMna0EdPh3gef7oclqL6T8AWRL0I7WK4uOEnYZwfu3QupCsMB3e42UGa7i1iEICEDCCDigiDCKUF37WGT6cA9mcsSzxd0iClhmWmeFmw04Tmzy8EIW1Orp+Lfz48OJEuphxvxxp+3fM/eBtONIaenyAUjjf90bEIsWfhVkTCozNIuLumUY6EQft+XywP7/+2XrezhRPCPbKuXHXCl4rtVWG+7er3OMLEff0JoqrmdAy14KPG25a48Hbxa8/IQw4xWFbjhRVTqKkWvkwN0uo3XjulNLTXUEzmkfqEEVwdmNww473+PaWjSZ0PrD5WMb0coLtDZcJ9etfVyfnL8XZy0TT006kEA2r+QApoVYfL6s9+lwgwknORqJC0cSiiZOcDcWiCTanSPkwhKbRdNl6wxuYCaYJT44QcVrqjqTMlITEcFnOT8B9HvlfOpCP99jmhnTzhmG7xqat+LGwFtN/ERRrvF/CxdW6VhaiK/nShnaoS+grHQ42M1vhNk/fr/h1uFtO/DLt1g31K+GtstHEeHFStcgafTZtSAitT5Ef3JhVYkrgncL5ZCL9saI6KJqmwgZnaI05Jdxh9AjZkD6tNolJeEuJfTlx3L3i5+XIzeEBfnpmOGQVd1uNyL4zppR4KBFft1jloczca4p72hpaF3b3v7F5+3dqrYhItEqu70Xv8VgexZOJIiqYKBWPYUT/vDQNwiApd7OywliEJe3YtMbQauSTamKbrijf5x+3GhN9FbxVOO0/eHzfCg+1RHRRd+52N+iFdFD+r9gs3ZAq3jSuuXUH7sEIuqdGkVVE4/4WYSY+F64xqUo4KkpGyKqdwv24prhXkE03wWoR4TQf8DIjq2b+s5FUKeMWmY8xlWwFm7boscG44XY+sscuza8toKc9rbUopqRL3a/MwyowSxhZqXUn6G4oKEjEYvW0B9pCRakqnAROpwd+3tzyKkXMGukFHXw5F9NEUXh8WKm+X4yzVj7xQQMy5UvWdHa6gdzTfbUCi6aLhMslGmzl2fMGM/Y5c+rRmQokh+HcpHcPl/DzpFqlf0rk8tcSEcZhQ5623HuFVtiUmd3qkbDiB8R6gvkL4G458ttpTzGjuT2aEHUkUXKP1xg1Y26c2rOYJTPeL0e2aeDmOx16qjUOdflu7/eXQ4si6NX2FQ93b1nKifYSbU/AvHIizkeTOaXH1jweqP3Jt2s4j4Y321YZ+qYK4dqLCRsBvdDFo+BCI2althZaqvmBN8uJ8bkBTa2wZs5+V1Q3DnXhUBeqNYo1XMOMbLp/Sz7cs7l/h9WlZ44KaCYTJlQvQd2ggdNIkjift0tKtDwgmqNBY3H4GsvClEamcYfWQq2F3XTzpHmWz825lfL5dTjteX7TPtSFfavIcsLrQnNnro1TWajHB7DSpT0RfwSgVtEWrARt9UlDzgWW3nebU36irc3WWCSmUy5KQ2iaKKo9v9bJVykA4v5YwLVuoGQNn49rMf0FGCRRUsanbTQijpEvbdMO5QDuvCozJzeOOEMpaDnx1rlqmsR3B45dwoMFvZurM0ICJCWS5keTQI9VI9aDymyJf2ji9bSBMuPj5sMGqfvTCLz5gG9u1ni0L4CI4ClDTqGXv16qrcXjtZK9PnoZaLpcz4eUuM9DCHi8G5UR2ulrruKiCXVh01o3n8s0Df+DERgu9qRhRIgFMyXhiEBWZRo3pDzF+zo85BHGiV/mfXeFX43oVvw4WIvpHxjVGv9xuONuOX6SxNvcaM2YW0VYKN4usTfPcWwFwy+ax2/FsZW1mP5a9A1yN92wFWex9vJ1FmWxdib9ghXGTrk0LGKsrjSwl5cR0gBTJZuR3UluCEJBQj8FzEnBlVfWSP05SmiyEEHmI2WzgVr57XjHz3lgumY4fAdzuxWB5sbdcmJp9eKomzXcU7U1xtMBT5ncKrocL68ToEoYGyVGUm19Kv1IA7Y+sRRA1TEdsGECTYyqXQQQmPoEy+Y9dRzZINyYP3X5lXD1RtOqn/sKuFlQZ6+wb4V9q9RSqPt31E7rX0rBHn5DjvfIMjOYU9pCrnM3MbSLxjmmyXEtnZhWLjkx0BisYpJo+kgLzW4U6c0QlT7ZVkzgJIKLkETI9Ibb2YnaDT0vOssR+OkP/G39WBh6IeWbG7wsyDJHvNwwRrY3YN7YnvaMtdL273lnlUF6+9QMs0YVZZ9SL6QdtdYbssEyyBDRV2lAxjEKuA/gYJV0OvB/8sj/3L1iLAu8VCzVEs7T59etnhlfhrP/gGhkNM+Pazitgg6ghtbQOp+LZRfhXs+F9Dla7bHJNThYD91YRGkaDbKEkAyyNKoGI2VRxdyZnMvrBSO3ygZlGCZ02FyaJE0Fm3akPNAQqjvj/n240K/r/oofBGsx/YNiX2b+frzn8BF314+hufGwnECEberRRs8QRffM7XcogptFEf/Sz1nxeUgp8S9p5IjwUttkxrBW6YKn0DZamEwlj5ijM9P7+tUOFE2oO+6C4xRNiFs/SD8WT/uUGTwMqxIwOTTRyCae9/hpC6+2+Hzk3Wbm52FiPG+kqwvVd8HSKu+W48UwcNLMSTPFKhsz7HTg5BYO7GXp2aROn0ujcZ4OVkGKvFnBe8/GriihgqlimmidHn5dSAtwnjOn1tBlwYYNclW8Q5ikiQiMa9boV2EJ87AzihnvlzlMI0/70MR6Q8rMeHjo7vl9kkRlqnOwQjxEHKGApDvzR1btIQ2XormQSDSSVdSFljJV9GJY1y0s4y/jFg7TROzOvShb4PaqmaJu0UwBWGZWfD4mzahEqrvtXkNd0If3nBuYDiRreMrofGTp10MwDhIDTRHhpDFR1FZxEZpDvW54qUIaSDmzycPF1f85j2QQJQm04z3/AH4VZfNSMf2MFcdyXIvpL0HOweI6EhnNx4doopzp9wLkCayybY17CWnGXR5p/c+PhfQjBCe7cFJhSSmaXGc5fWeLR0p5d8XwKKAnh2Qh/9mYM5B61J3EZyfnMExLSu5+GXd14ddBkf0dvPr5v/O3t2LFH4aVX/ODwdz4bd7zdj58cSENUM2irnLnUBf2ZX7RzfvUCst3mijO7VO2Ris+jj49qpVpc8O/aCI911GZsV8WUruifV3ro8+H2bNpr8cXDkUSTfrhSrub6yVu4+oz0TfnWVPEbYhwSpnfcubY39+XU0Rk9U76uzI/yg1Wyfw3Y26Vt8vhg3v1dhxRa+zmI/kst6uFVGdQxYaIrXJ5/OR4L5qfshUURGkpU3IOYykimzo9u37npgqAqrKzhhrM8/6JfGTSgXA4XDV0X4Wr9d3d+c/TA3flSLOGLjNSZvR0QEqYAYq1aF5YZViOJLPu6hsTY8G6djro3osQf+ZRXz33YDxxJ9fCUAviTjqvLWeph/cGDeEmjwhHEWZ9bJrma8qxvSwtWPEyRITtWRqRB+zVL/i0RU579LQPo8jphn0eeJsy/6mZ3zSmkyIJRVg04SjVg0Fwgn7tASQKt7wBTTRRZoLmO+M84Jw5EaMkhjOLzRunOvNwuKO+JBd5fpawtkajfQnSgOQR8hgV7llz/vx3mDIbC67JfYqmJ5wtKZ/6GJyR3amSLtnywGN6Q1//XSUU1KrUNFD1bFCZGJJCTngaYNog41WOtORLektzZ98K1DmML1es+AGwFtM/EMyNt/ORpVUe6tctUo2ni/Ji7aPxWA9lxj7LBfrTKOtm+nU4T/OXIwwTP+1u+du1gZQ1lmWmtoriDJdMWP/dAraJUFSokkhmJHOyt6deZVcQ67pqUca+2RrCUZX3qrTzYflwh88xP7+rvbBazce+CcUa75bDi9clufC6zCiwSyNJE3k5hS4WunmM4kPoIS1lXBM1Dz1zPGE503KmpBxT66sPTxIlXRVCAkxAUiEnZacZbRWxiphxXGZOraIiTCnBtFs1k1+Lfg3dnf867Xkoc3wGWiWdHpAy42bUrpufcVqZsVppriQzxIzkNRogPWze3dlrwgUShpqjZohVcHsi00xuDLWQXsgL1/YYzQbxmShJOPW9ZOyGdYG1o/al2F274oviw3jxnthb4z9b4e8i/EdO/H0auBsnjmngoImHYeA+J+5E2Ceh9SmkSYpSKydIY3eJVlLKuMNiRr1IP4SCdl5Lh0emea2F9/t3n/c/sjbTPx95BATZ3ASVaNoFnd6vBhvWQDvLxJ0qgBvl0gjvF9u7Nt7jTFCFMBB89iMjCrGbDErqWfIZJDGngaaJLKBpiLhFq1yvAwLcjpsnEp9Dq5h3mv+KFT8AVm7tD4R3y5FqjWOtl4zZL0V94XXFGsdWPsiFNjdO9cPHv/hnesPdV1fvL0XKhLtYGJH5dMO/VuP+eM8/24zXxslKuPkiDFa6XspjAm2PBjSX7wLN4ZhzvMYb6k62HpHzBGcOWGzCSCLJY7UtHvrIBrxTYTxr8E4HwFmmHadW2azmU18Nd48Iu4/0tOS0Z3SC+tdmtinTaumF0/MnCykpTZzqZ8pvowoMXQVv9CQAj+lYEu3nsgZD4saFSaXH6Am5G91oq7Q8As6xLrweN0gaVornV8K7KztEU/P9ecLjjj68Y66FGafiYShnsFjF3EIPmRLqGXdjRBnaEvngqpzOk6wubxYM70VTuP9G1jwIKkHXHuvCfNZydl30gIMmUlhYMckAouxxRoet8KjBXRsqXwwV5dWw4f3hDt2/A03Mr/+F36xx3Aflu7bKg1uwTfqA0d1ZaF1P7zSgSJjJ3VjPI+73tIwDSZ+uz7HqR1QewBGjurBFguhkxuKOzEf2y4mba7r3S9e51UdjsxWfhKiGeRce0WinY1ClTwegxJqwHKF5TKElzMVOAGaxpqtcMQS8U8SFksKobHCjij669J/j70SvGt99nzcNUzJrMZFGIl6xNhgUFWErA8P49Po6MFtjW+Z4/qqdXvEnx1pM/yDYl4XSYxFm+/pO70sTaAga6Uu50KdWv7mYxuOQ/gFFecUnIRJ5j/QJEMOGNC78uhyYlsa/W6HVSmoV72ZSk0c5ZOeDz7MhtTsccuQFD9ZiMOGOd9OxSE+K7rXQWeLdRGpoFofwM3X0yuAEEnc4bzyMbVhmXBMHzWzXjfSrsa/zxxtnZhGdA4wpIbLBDd5Z7Q5FH75ERalU3OJapn7uqmJktEfpBe1/uPrk5K6521w7dV/9WWrBNxL04B7R5bvXL+RNr/gs9GX6VAsP5THGcDncsZQ5KNvQadcOVhjKEkVOZ6eYyGUKrcOGqc5UUcrZOEiUBR4Nw4jccVSYcVKcwYPu705uldobJoKQzZEhx5qRlEEf14YF0O4AD6zF1FdiUmU775ndOdTK35cH2rSLCfX+nmU+frCnF2C5RCxF0yyKrMxBEqMbA45LNM7isp2bK+GPYETT9SzxKP0DufW4x60XacfTnt0wPTbK0wuN09Uz48sw7SJm7PZXmP8NSHDzJqa8pRfUEj4mANvamJNEj8sMNKFuqDva4zFbv0eTNQwh955YkaHTvCWe+2zTEDEmM8wMaZVUCt510pNOjJLRPJBf8MQ5tso25ZB/Tatvxoo/N9Zi+gdAtcZDDQVTsfbVU+nfw6EuvB42TybI5sZslUm/8aN0XXet+HwMcXiF3rXOAxt32jDx/+zvqFa5kzCWEwAzJm+hb352hjmbCKnH96ZCcqc+p2Ff/j0OYps+uR7ccY0SOvJm46TtqkiKxx9EeXN+n/nIsrmlWPt++eV/IZgb+0/4Isgzg6pBlZ/ywJhG3n2MWn95etyMphm1ijm4OKpK8CGe3qwTxujeD16ASND9z+/mDVK4iu+GkbJ9xQFnnUt/Pczi+pced3g4HbC6oH5FvPWgdsrp2OnaLabL/TqrOw3BBI55YN9NrfxKL//0SsdC3Yh7XDym1YVYYyrRdBndEVWyJEgSdP/4iYAwIizjyKWEXk3ovg77O27TwPvlyH/OD0GdBdDMcXcbMWgH7/r0Fs3SHoHVn9iboURTVmDpx8IJgtEgUTRf7u1OBV5obFwZemP2XFDvrqQA1RpLOTGNW0CQF93AV3wJZBjxYYp+6O4V3L/v0/0+1GgLTZU5D9TlRLLKqwoHSbEv98z5JSmHHAaDrWvoIRrnvWtO8grNaZpw0SdrgThMHtPuWZRtGnAvTHVg8BOaR5gG8keSX8rZM6UVIgl9xR8NP8v8IJJWVondd8NaTP8A2Nflcn+UbzQF+1Q9a+7MVtk86y7X1r69mF4L6a/DMMVhqGd4Ugtbh8NpT7XKazc2y8I7YAaMRmvG2Iw5Ke59guzh0Pl+nKi9iH5CBX5yfR47H4aTWsUUqgkDRvOgdIeuSuJ7n25VEY5u7EgxkWiVUy0M43rI+lIcuxPzxyDPYpMgFIasAgAAIABJREFUzsyvxw3DuOX+2Dg9M6OJuYSSk1FbHKxMM8ljQjV8cKM6W4eR0Eq6xoFu81wU4OEGvhu2cPMTDBPHWrjJ4yrv+BqI8NC9LI6tcl9mpHx4vTGLPHqrSGsMdIKmWxTMmiJCR4SKcswDRWBT62Mr5KrRqXhvrJypoueCuq8h5pQk7FyQHIX0KCMj/T00cdPp4YdhEwWbCGxWE7ovhc9HqDP7Vji1RlLFOjuteKNZI2mmjdsuu3BOteFew2QqA9ctkyzQDO+GZCY9/sgXCmNINjp6ynRQvFGSE/9dnOLC4H4xtzwtxyimP8ZgW+//L8fuDdz9Azav4O5t/A67nprlyLFWrB5IVjBzJnMmLxxS4pAycx5wnOxOcyiqnU9yVlR3Mr8I2Y3UnCUNIe3xeObGGkk0tvakDJoYEcbzWfB0hJQY88cdu4sZw0tGdSu+C9xamL7W0l3fnw7aXHPIBYcJxs26F38D1mL6Tw5ze+KQ+61mXtK1ch/D3D4spot/+89Ma4fsqyCioZ2aj5E5e9qTysxmOfHWPQzBNLHxytgMrOLNaDhUpyAsKjQRHvKI9g32A5wP1FdrbXJj2xqDG27KouHUOZpHMZ00FmsBOevucubozsYdzRnBKcvp5UzSFZ/EsX3Crd/aJ/O7t5sbhnLkaMI+GMIYFsW0xOdqFMV6rjg4rQX984zcC+lHnkJICYbLFPIRgrJ59TP+y7+GgQ2d1bJq5r8KhrN4rPfv6gJl/ihdVuoSumkitm7wCkKfHgZlHzf2eQAVkjmnlNm0ek6LfzaR8ktcVqDzvR1yq7hmjkPitSayjqGNBkiZUYSNAGlgzgPNnTTdoCvN+8txeuDUKr91r5RdGqiSONSFcjEYDFd+JGi+VRU3pQdII/WxkDmTeEWjiCoI6sZgYM3x9KGvyZmhEGwFJ7kAxit3vN/npTW8VWT3hhfxEvV7xSchqtj2FXL/T3ycwF+FVrqfxWarYQKaBsRmFKMJtC6zcOFyzyac7NZjESF4RxLLiZ1ZbzC1gnnCNfO61f4RcmINSZim7qnx2GonDYzHfTh+v7DONzeG1YD2u8NrgdND7AufgtX4Kic43uPjFjY3qynoV2D9jf3JcWpPp1PtGwvb/Ds3kbl/MP3+o3/mik9AFaYdLgp3v8H9W2iVG/TR1MMaUynQTcKEs8bV2Vll06cZZ5Ohs7fIE1wV0tlgssbkxuhGuNrQtVfCUZx01nH3Fw2pT6lzlGMn90skUpn3f9Rv54eFuX1azvGxbv/ZRGYYGNPEVhM/J7hNYTKWRMmq5P591IxoOBdZytQ8MIhy686NP91AxGEQ+WB6nfLAcPsz8vPfLoX0GfMaifRVONZCTYm7toSBz9X19uv11BrMVwcqb2R31CGJYAqLKKc0UDWcnLW3T+ZrSu7VeiD9uHy9RAiOC4xujN5IaWROA1NnECMw6MBtp4+yu0VEoxG7Zs1+MbzMtFZ4XxeO9bGZnlXZ5MzQJRVdsB654RjmLWQArSHtPF82HKN2CvB1vTxr0P6TF8pHmjXtCbPFOeIs+EUf3zqtWIaPFM15nel8DcRayCM2N2fzEhBhKYUlDbhmxEFRFlHejRNNlVurjFeGotI3b/XY2+FM5L/8JACSGdtSuC0zRxVqb9KQwt27qeAk6llXnQe2Kcfk+riPAm/FHwp3x4/3cP/PTxbSbobXBS/9q5Y+xd7D3T/w5fjf+Lf+MbCuYn9yPC9s/VNj5c9A+oz+SjV7onH9mGnZ52KQleL7tRCNqAovMxzeEWZDYRx2i/AAaCvk1kC6Jdi5Ky0wa6L0uKPJKkbCRChnjVzvVGvzD2IzhmtHUDrtU4Ts8DAkbt3QVhAZYvqQhqB8A3NO3HRTEi8LzSrpW6UCfyH8HgNFPlZMJ8VTQppCHpmshrGcN1J3WW7E1/nqTiiII+5MCJIynlLkGXtMKsEYiYxST4AkNCXSMJIkU29/xl+geX6rLOWvirlV9kSMlbT6ZCrtVywfqXE1XfpE2RuLKEWEWZQlwYmgZx9Twt2x5Ggz1I1Zncns2XT6ebdNcMK9WzWhXXW5ETgSh4xNGrkVjbVn3EDXUdZxQs5ZuSs+H/ORh1qYW/lg/63mDJIZcsKGyuwthM+10zzLObpIkCDud58L4vHeXI0YJGEWYWtO607gz6fTIRQ5k4Rj37hz+Jk+AAfaML2QBkHkJq+stC+GtwqnPTJu8GWOjlUeWJYjyzCGd4Jq7PHDwANcptYCbFulSHAKqghJHJO4ltmcqt2t30P2k5p3Q1EQc8YKh2Fkq4msCU/RiEMVN4fNhGpmeznbOZz2+O71h1PPlVn8XeDW4OHtRxvpXpaYQLf6YS75+TkphVygLrB9hdx8hE2y4gOsp9c/Ob53MZ014gzsEwXyt06in2OleX4bbJnh/T/igLococdZjXVhsspJFNHQOB01YSnTWmMRYT9kzJ2TCE3CXdslDsPaI7QgzMgaingU1Furnd53hoNrOIYjmGQO4txaI+kGrEDehT5HEy2PVLPOSvDoWo/rcvS5qL9XhH70/u3aulqwcUNqhbEVEpk95eLs+8Ed2acQWdLFqC4yaZ0seonOYprQPIWW7vxXyRnf3YYc4RmaGea+unp/AdydfZ2ZtU8fn38Wrg+rrSAecVYzRkn5ctdmnKXPoVsvqCCidCwlqvXpE5XBz5Os/t7983AuoYZeUCeHsTbM7DJxHFR5dV7jhxE2t70JqNRXv66xOF+BVmZO1pjbh+vA4/4sJEnsamXfTd9MFOtFFgSL1+yqOaLp8fNkDTc4SewF1masJUY528gBKrjmoPGe/wIi1GHgfav8nAZ0nD4ui15dnL8Opz3g+HJCWsFvfwV36ru/RxNcBcmZUkfuVPu17PKufq1rjzAcCL8U9Xb5GLg1Wmc0QHvi6O8Y4nGvn1TZiSCa47kpY8MIKXMj8nRddw852vbm8pCePVVWfBPcGtz/9qK0y5dTOL1/Dp2+NWhHmI/4KdgE+uZf/oC/8Y+H9VP8J4a7f0D1VORyLPoaiAhjypw+Qcn5oJj+hnPwS3FbKz4fXhaYH6KTmHIcTpYTp3pEysLGjWSVg2aSNZYkzDJAqhxRDKOgHHJ4NLd+QIazyauR7PxIuDWrtcihdGf0dr3PMpmRLSh+lcwizph7/qx7TKc3W0SE6uH8CyAvHApXfBzf0jTzcYuc9jAMeB0RaySMKQmpZRrdjfcjTbMkSuo+B/mZw2to5K+KORF83OI3P31A8T7D3NCVnfLZqG5B7RXBhw35yj0ZANGLC7u0QkE4poz7Wc4RBZQBpkYmonGgyyg9nqVhdkBLOSJ13CK+UEA9nGCzG4PHz0zmZAyS0izyqycVWp6oDnmcYLNDzqaJtz8hmxtWfBncjEOdu9Tj6bppzqURLq0gZSb3mDsRBW+P+3V/brRH432MYDA0j1OEujF1X4ykiaZK6ppa7QZVyEJKCdVMS0NMtFOm4OwFXg2bl5t7oquL+1fA3WA5xXT6+ACEhvqQR9qbv8HdP0nLAYB/jhvu1Vl8iNhKa5dr4TiFYIucI7IyrRuMQfJGI0XfzB6vnwOehOyNxTMzsFHB8xgNWk1sUcaX1vS6xJ7Tm2tZFNZhyjfB3WMi/XywZi0+H19Lr68F3v4H1iry87+u5mS/g7WY/hPjpeN0koT5t+kQJ03M1I8e2J8/mr/hIPzNGdV/YbgbHN5HpMn5sCKJgxuYMYggHpFFszv3OZM9IkxOMtAwFklUfxREC85j6QwNxTQOVYMbo7Wg9YpiIpwkM3gcoidrDHqmkTtijTpsMAHVFIV0fqT11fOhD9CV7vt98ZyK2RtvDesRVZ0ZmDI6DORlubwso52eqR8QeqckjJI/r38mgo0bfHuL3X6cLvZtXJq/HuZWLswEHzYvCnMsD+hSOQKLSmjkDPBOCe9mQ9r7JZMKTXLkB6OdshlPMoTkFsWzNaZmjOZsaCSCLGzaD+BA8hzOsZIgb0CV4zjyatxG8SQCu9fI7aqV/iq0yskazT68cy78gloiGk+EQRNmhZozUh7X2eqd7C2Cu9K6A7gQDs6bVkn9Z5hD9tajD+Ox1ieauOKEFju3wpJHskeDpg0ji1f0pRVjc7se0L8Gyxx7//H+8pCbUZcTvr3BrXJnhX+0yjshnPxrATNclCbntOigctceh1dVyC0xeIumuBvqNe5j4KKu7syXZMbYakRwAcO4A4SNKDtVSB+h7y8z5IF0nlyvZ8Bvw/HhA2q31wKHu08w1L4Ad/+IO/7nv62SjE9gLaZ/MAwqlG9kYasomzxw/EiG7fPtL3/lDTalvFK8vwWnfeilrEZ3tyzsuyZGclDr0rHwW8qYCDfmLNYQMe6miVlSj8jp7+d9u/zggOPnvIy+OMujxa9ErEaqkL2SWmSOOjHB9JRYyGzGTRiOLTOecmRi90NZPk+tV3w25He8DTxl3J3FCnNrH8g2UhpJ8x2zKNmdlBJelieX/iKZv4K+fCy+ekK6vNjGDeSB9sv/FayJj/6/rPgSnK4cmFHI45bl6mANQMoczML7wB3Kglh5cp+169+8OSJOIoom5GxNFXRuEWFqlSSRLftTrYyXafZTMzJEMRfcCy5bGCaWPGDjlpSH0OK9+gWR3/ksrXgRzeN+ri8xR9xjIn1lINSGgaHOLCl3GmeYlnrX3If9WEyvkcTQZnb1WofvF829dF+MyrkgAzCqKQMwp4xhpOXIXX7VjY5eaO7nEVnj0L4OrURyxxWbaykz3hqLGf9U4Z/Thn0rWKskwKVR5XnjMjb17EbtjLQ5KW7gCNkiwk57HFbIRyQ8GVQwVaQzHooZN8uRm+mGm7PM5GPnwlbw1pjGCTS/6PK94vPgtYRp2PPHvlchfcbDb3jK8PqXtaD+CNbfyp8YcvnHI/J30p9sUiZ/hJb5QTH9FTRtFeH1Gof01fCz/uhsPjROnLxF17cvdk0G5mGk9ugRdWPTJ8yb2sjNQhd99b5y+e4kztPooG47wpLSI2PBw8F5bBWlMSsMrYBVsjdkjOzCJffPh/dM42U+vxwITeWKL8OnfmeGc2+V9+e80Rc2VdvehLZNhDZuaKLM48DJjfaJTfiT2mahawMUm7ahn7v5CXv9ac3VGov3ZXheROVhE1rkK5zMuBdopWCtINRHx1+eFdLwxByqJ+aEu28nAYukMDRCOF3pruP51x2YFI293Q2iQ6wvZpBGyriBV78irx910l+zd/zVUbu060XjT28f5svLo5TK8oCrxFTanXYupOMN2Vphco/CGo812x3cMXesNhaL11yX0xD544dxQlOmqDAuEdd4dOP/tBrJIxD70+71d/6t/IVQezF9/VBb2Jvxv1vhaA3LUzBKmlGQaHKkMJQLY4xYp9EEomSH0aJDvqhySpmSEqZC1cScx9BQn99DFJcURpOAJOXNcmJTTuiZMfGJBip1YZfyJdFjxVei0/zPcLPvX0hD6K1PD7B/HwOYVsMBvJZgSaxYJ9N/Zkg3BKr+2KEcVNGeD/utuMkjD2X+QCN9ffhVEab0hQcigTfjFl0P0V+P5RQHnRbayeLOIolkDRAacKdClihwzcJcxFDuc1C5fqqVKnAURVLq1a0zf+KAGwV1ZmyNAWOsV1qqHpexPWujW4PaaGOizkfyMAXNs1Xc7HKgnroZ0YrPx8fi5BZrPJQZc48D9Efo855HbPsKbW9xMjZOyNxYholWC5MbqevpHl8UDZlHnDn9/T+L4sOEDyMg+DhR/+//9wWmw/X/R1qpnl+IJ2u7xHRonG5Y3KBWFnfel5lUTjR91gBRAfNHNsoV9Fl+dEwjIQmY9IO3O2qVwzgytHZxfI436PfxuA3qpibY3KDDGNrrcYs+c4dd/TK+HJ8UcS0v541rnpgWYxbnkDdo2dNo3XcliuVtXchX60WTROqSMUM4dVNBaQ089eaZBVFJMvvdDZJHDEE8WFA3ZWbUxAnnfV2Y3Xn107+SPlVorfgkfDl+sK7fLyf+3epFE61WEVHmpFhruCgi3cHdjYT1XohfvDEGd+qZyi2R9EGDwRsmwpwzo/vFNwF3kgqDcJGGaZlj0pzzJ/PDJ3eSDjCtA5WvhbcK9Vn81enhdwtptxafk1Yfm2UQTS5Nl6iz633Z6wLv/ysGOIe78L24fs+zjG/cwDD9Jff0dUX7k2NQfeLsKwiblDl8hKL9EqoZzR+/zhReQUgi1N5pPN8g6eogP2mmWUSunJm/2s2JXrqhRISfxi3jupl+G0rvTFsFhLlWxA3PGbHKfY1CW1pjqIV/5oEF5SEl7pPizUleSe4M1mJSoTGxCtrXy8Wa4CSPqfXYonDvHxamVnEViqdwg3aHtsDhnjZsyPnQDWccaiENI1mEUdOnu9grPoCKkjU9ufePrbC/ypZs40Q6HT76HrbZUetCPj5gacDHHZwesDxEpJE1Ns1QWxCLCaW2F2JNdMCGEbv56TIh9WlD/df/7xKB9DGsGfNfBnO7rK2XyWTKTO7M447Ggbv9HWk+0qphaWCslTgCnyOPhJdarYJRJabO4oQR0YWq4ognVJ3JHFM46sD2zEZwug38Bja3sHsDqujtG0hj5Mu3gs97ZLo5/8CVlfI10LNS/Rla+bj3hApjHqnLAXXnPivTEg7P4Ey1kJ9H6ojQNON4z5oOBwVxwBtOAg1vhdO4QdLAKEJzQ02wJFRvvK4LtVbQxGl7S2uFn3JeGSlfi+VpAXX4/9l7t+Y4jmRb83OPyMyqAkBK6t3nMjNm8zr//z8ds3P23t0SCdQlMyLc58Ej6wKCFMm+bBO7lplECKgCKGRmRCz35WvVwv8qS1wjq1AXZqv8pkoZJtxPoSITQbwhLvEs08huJL8o0gZzikpEHAJVlWxOdse6QWm2xuiOaCJJxOl1GwZoLSIz7RK/9hoCPArw8O4uGf5b8Eqd4GWG8vlzv9clsqffGrt4DRF8ld+3EqYJgKchzplpuI04Wwl6OYEkfIr8838lUn0/wf7BMWrmyK1b3yZnTq18Md7Ke+V4bvXNqCuzkHt6f23p2cWbPJBR5lYp3nCcY/vULVCApIlRE1OKjXNIiffD9oaM3/GdWA8+7hS3mF+y1mclnZM39gj7lDmpcBThIMKMUrqGs1qPSJHEkoShhcHYYMYx3y4N4kR+bL+nrBuX5H7vjG6M3dX3pEJuLRbbCrjRnIjHGqc4bLdCFmW3Vq+/UMW+421s88DzEofn0ysiDWDDhjQfP1+pFsUe3oXT8mmP5AGbHtByQssJaY0ZZ0gDqn6OP7pU27pUUCLeTJcZF2hPf8L+7f/CH3/6/f+H+3X/JqxXMomeFUmeEtoKU8r8HxfM/DwPiyZMw7uA5ohbHJSIdb2KUERxCaq9XK3Na+Nxskq2xq4VRrRHZ2VayqQelecitM0Ozxv86Wfk4Snui+ni1m1uEbkiCRk3bNJwVyd9B0TC3EmbrCbcgbqgIqhqRJN10qvWYoa6FratsViYUR2SksWZSmF8K5vWnUY0MOMJv5hUrkmIC4l5iDPBVOaIOcojRYzRNTrfoiScunlk6AXAX+cDv0y7+/X/HlxdK3Pn3+scZzV3lmWmuPGrKhaiASzlnkXf3yOCECqUKhGvlzGGbjpmplSNYk0ToZAYrJJrwZPi4qFIEcAaYq3HriU05zBE1RwxndOnbv0PKZGHzSfdzTu+Ea8bZvPxzZe5RSY57RvUqlbg+WO8J4/RcRYJtWHKQco/F2vnLTrk5YTv3v/LzMTfyfQfHFPKn+RCK8rDMPH8enaqo1jjUJdPyHaxRrFw9Hzr+F3M+LAc+DgcmSTzNG54KUs/uPWfLUKScBUfMKo1Tq3y07Tl/bi9V6P/DnCzG5nXYuGyqmWm1YX/Mwx8lA1LWWJhc2FTCi85x+l4NRC7ggBzSiwpMbbGaC3Mh76AokJukHA2Zl3OaziJ4r1zHW2MLk2dIg9bE4w7NprZpswapXLHt2GTBl5kDmn3a7kXxOzyuEE/s8nGazL2+I6qQpqPpFZjGlISIiEXLMCUogvxWbuwYcLHCds84Jsd/hWRN0n1rlD5Rqy//U3KvKyO3nlAlhNmYfy0CCx5QHHyUsPBV1NXFoS0b9ZMVfArR2iVsLUzEZIZQ4vINIhD9QkNRbcqIuGdsIiywZFxE6kOrVI22y75vpVwn3/SaY/ngW26z0t+D1QE0kiSqyK2+9mQKjlhJtgK0rtRm1bOqrOHVpitsPdwcVavNInc4PNV8ljJV9m/Qc+SDo1D1Zidb0NGGNisL7JuTZZGSImcR47bJ3bDFPOdT+Hg3sz4uJz46T4z+03wPr++4q9tYW+NinNqheSVhSh2qzrevCd0EC7cFgU177Fm4hF3WUhUVUZfu9B6dvwuKiymTG7gguUx4rBWYQwhETdv5ALkEvLhWvFUbsjUpMrDGF1Ld/+X6lz+3XFVVPFaPnH0BvD5+EkH+3dRl1tiXpd4rqdtf76nXij5nT2+VXj+K757Qv4FnvP7SeYPDhFhmwf2r+Qdk2aWlJmvHziPLvL86qGLDnV529Cko1k4AwvCflnYs1Dd2ObxZu7NPJqRgrGY8jSMPOYRRfjLac/TsGH7L1Kp+ofhikg7QrGKWKGUhf8t8BcBS3HAplXEjCbO1BpNeZO4qjlNo2M1p0TyqEwn+zyldhTEeagF0dXcKF69uDHWErLf1rpJhUDJ8PIr47vET+t9M23vm+p3QEXYpYFf58MnxZEVbdqhZfns7HR8o4w9vAeEtJx6LJLSdKT5ANbYdKOa6+xp1zCg8Txgjz8Fid69w8cNcnwGq/j26bM/9h6L9+2QdaQiZfZ1iTU7j5zcafOB5BbFTaBoxvJIHY3xuEdVaUT+byHqXIM72RrJG+rCozca0YlsImFAJIr22elZhIXEqMKAM4uwmbas8Tk+ZHKN/Nv6ymTqagKPcT4w3qOxvguDKowb0ny4yP37nu51IZ8O2HJAazl3r3I3G2sW99COhLcFM2OqDVNhFgEVkgUBa/QuJELTcPouAicZoh7bZytvnuJep3V3VBJt2mE54xhSjmDvz/4Yc6ucarknenwLutoEqxQ3PrTCyYy9N1IrEXHVX6oO1hohC1s/mXDzTqK1+yJYyLoFTuKMFsX0IoALimEq3eHbaa2GMoUg0puuYBQVUkpAN0dNcZ+QwydhUuX9tItYvJ4QcMf3wc1u9uJPutSAn/ZflH2/iddEeoVZdLdXCfc84/wa17D78QDd2G6Iues8IjnD4SPu/PDu/Xcy/QNgl8fu2nsr43gcJsyhWMXd2deFcnWoNjdOrd7MXb6FYsZLmalubDSTU2KrAyC4G0Jmk4YepRNz1tdS7o/lxGSZh2Hk43KkWOXdV3Su7vh9mEiYDp1mPiblPzGsechwrLGG1hRNqDW2zSiSKK+cpVIvgqwy3tbNZizB0N4i1EompN2Xb+WsvsBGRLikWiEnpAl4hdxgnvnz4YVknWD/XoXzjs/id2fORKjbR/LvOXx24zrbvUNSpixHtBbUjKQJ14Sl4Sb+wVUhDbSnn/HtIz7tbozkZD6GHHT3KaEeUrqT6e+AiDBIonhjmzKHWnCcWQXKKvc0qluszeZYGsgpUTy6icmMXAqbtpCsIX1mUrwxWu0H8og6cgSXMDKUfqB2YFalqTKlAZM1qE3w8SE6p9YY5iN1mM6zd+u9qsA7EbzMd6nndyBrQlPG8sRYF+ZW8bbAaY8sM0NdsFawqwP2Wu62XmgRMx5EQg4OYJEq7x6Ko6Vf1xU1JTKQHVIShAFVibicHpV1ja13At8q2Z3SZeeyHPHNRfr7XE6MXV13x9fAw9yrzry0yodaOXYfE8FZ1ikcPAyq3M6DOWdIAm03+8FqSKgW90dujY0bVVMo1FTAjOTxDxZS7o03FKWJhMoojZwHqFuBY8OHDY+bBx5279B1r5db1cod34jXo5n1dtTyu4i0lc9KxePrDT7+Z6gdNcd1fp3IYw42x2FyPuBpgHGKezClH3q9v5PpHwAqytM48eHVgyAI78aJlwJ/Oe1viHQz49CWL3ajARarfFhmmjcmzSRVNpo7gXJOrZGkMQs85umz89BzqxRrPA4b6OM77++E+vtwfchBqKc9v7rxnBJ1jmgqqQsQEi6RnhdLHHoHDPWYd7vaTkmvjMdiVk4oSW8IteCMVhkBWz95zqG8oEFsvK0b/lYDq7yvM+/rAr/9B/y//9/Z1fuOb8exLTzmiQ/L8RJZ9gqeB+r2iXx8fptQW0OPB8AhZXT3Ds8DpS6oGZN3ZUoSxjV6L+XIkH78OQ7Hn3nuZTmC6s0BGoF3v2NMdsfnkTVRrLHNI7M1DqVQBaoVjjW8MiaJuUfTKIrtpy0y79mWhU0tPdhIMSUO3O6MHmoT4dK1UpwBZ+rxeHMaqENIuEvOuEN1ZxTwYUSu3Xk1kU8v1M0jngdyX7ee8hjjPqcD/MCHq38kppQ5bnaM5cRcC+w/oqcDWKiAhmZcD36ICNlh6cUW3BEXnrxFYaSbSDV3xuYsYmfC02SdlQ6CnGtDMmDgSREXrjOFB4Rtj9ZqbuTlSNGEIEiZb9YCc2duhe29sPaVEMgj5i/8pS4c+rVUN4xw41ZCqdD6CEdcRe1xZgDeVWWdaLui3phqQz1I9hJfJluL4ppkqipDC+Lu7gxUxhpjhT7t0DR9MgWU3Xm3zAx//n/Q62uc79Tj74obyffy7UTaCxxegpRf5cufP24tutar4/fuCdpXKEpagWPB15SBn//7D2s6d7+jfxBs0sCSK8dXFSoh4rOyJuZWKG4Uq+xLwdxofdY1rRtm/1iA0oxflz3NnSwKKpgbh7ogqjEbTeLQFh5l4qXOPA7TZ+eizZ2P5chTJ9RZYrb7jm/EFXGpy4nnVjmI05qDtyDSvdOIJFzqmfSKKOJOEthapQJNhYaSzbAkN7PS1qVdrpDNSebddCz+Dt6Juq6zXHL5Wp/oBDdSc1S0zIVuAAAgAElEQVSNx1L4b2jM8Zz2kYX5T/iV/YiYW6WZkVV5N274uJw+T6iHkSpP5MPLbVXbvc9U375vGracUmZSxRGaGUeBnMc4ZOeMbZ++atZdTgd8mOK1EkW0e77w92OTMse6IAiPw4a/nPacTgdKGvArCpW7I6svMydRfi6FoRPphtAEICGSmFrhXHxDmNxoV9FncbWEwYVUF5YchbgqcATGlPDNw6Uwpnp2+c6nPWX3RBpGnvLAZr1n6oy3itzn5r8Z2zRwSoU07cgf/5122ke3ECLFgbj+9ap4dnZt7kV1dUeIWdhiYUanRIF2Y43m4eZsmhgdRq4OjNWQrBGVJ4AbSqgmJhFSzoBirUIeafMRffgpDuV+I2fiUO9k+mshqpAyiyQ+WBAosUqWxAGJCLtWwzjq6nf8KaGG0OQbuRXUjSKC6SVD/pTCuV9X01EPNWMWIZsxpBQF82FgAnJbQtqtypQy2zwyDRGRJ8c9/jhcpN1348m/DVdnQL8e+zODw747cNdOhldXdQn5dYrxrKie9VGQ4yGSV1ZFgdVYT8zDodtqEOk0xMeHZ9g+4D/9GTaPv7+GtwIf/4qrIj/993/Eb+S/HPdd7AfCu3GLA6crQn1qhf84PTP3hXeplb+eXihuVDOM7rR8vcH1RfNoCwnlIY885Q2ql8XZzahAxVisYTjvhg37MvM0bD4/D+Mh7dJhy0udGVO+Z41+I0QU14zXhX1bOKhQlka1ft3tasNUpXkKiXXfJldJN4RsLzcHwoQmY5xSDoMSgO7gPTZjwCmqzOvW7ELCWVSZutt7vCUI9dnPRuChVZ6a8yQDg8QmTkrIy19h+/iP/HX9sDhduegPmng3bngup8+6+HseKY/vw7m7V66lzG8alyRV/tuwY67h9u/9Ga2aSdM2JN1fLc109PCMvfuZ9+OWzf0g9TdhTKEQahZdqdIq1IKlTEkZvZ6fE6VivD8daKpxCOvzdqmLtrOFk69YHLzW4/TgzqIJdYk1R9LZR2E3nzhoxpJyFOVh2pHy1WF5uCJH7gzzkT89/XJx71/Ryt188DswptwL5JVdrbyckzfs7NqbJcjTuh6IxJz7spqF9qLaWjxRPAgVsbaLN4omkkh0pG/WFWdoUPuly13BoA6DXjKGpRXcDCEimximWG+u5qSrNZrZPeXja5EHftWINAWgNVSV2uehzRupO/VfI9G9EBzAQpVoIeXG5DwStsIRisJgYT6HwIKyqy3Is0zkccNm8wCaeI/yKJlh3KHbp6vzpON1QeYDrKqE1/LgO74JcQZM51xxd4/n6+VDzDavUVW2kmku6RuqrIUUVqWZLdGVXmOwrMXHyxyvsxZ/Sm+E5BwkezlByqE2efpT+N989jl2+O0/sKnfHz8Y7rvYD4b34xZFeC4nXsrCb/OepW9Wx1Y4thIxJi0clhucnTtrq1h3WGwWphQpCc3huc5sc2aQ/MkZ2t3YLzMCPKSJk/5Opdnhpc681y3Py4lfNp/GJ9zxO8gD5eU3jq1xoMdiWYuDsig3mSkiXb65HqJ5lSMdC25yJ7XIqpxVaaI0FSwppoJZY9MaVWNGqohSJA5pTTUOVD2PGMLgaNMKOxXet8pGhMcyx0Eq9Tzi51+xn/8nejeh+WbU66IJQah/Gncc6nJDtG+gibp7h5SZNB/DnOwVJk1sUw7iNIzMrbC0huWBZbtjM367kUh241Ezw51I/12wyyO/zQd+nfdkIKXMbI2aB7IZarGWH2rhYT4hROdwFBisIb0YCjDVgroz+CU+B5F4vRmjOTUrjThUOwre2Mx7Drt3tGHDMSUeV1KsidABB7IqP6fM7tX9CkTm6b0p+V14BJb9bzBumfLIqcxxAD5DGEVZaHE+JlRFSXrU4UqyiRGdwRrZGi0liis1Kckb3mJm/nxrAANhXJXXjxFAmTTHSE9bYo1vMbufJIWz8DAh1nBu14Fi7U6mvxJNEwdVmmTwMBgVUcgDdSkM5gxu1O7cfSmuC9BiXENCKXjeq19R6fW/Gkrm4quQPLKm5zwwAFOrPOiIKPwE4f5vbyRLWItYvGFCpt1djfL3QMox1lELHD7AssDzX1+tAa9QgTpfIq70yjCu1QuJtv6612v20A3HSotz5uYh3rf/AMdneHiPP/4M4xdI9W//gefxh5ufvt/RPyCyKuZOtZhTPlllqYXSGs9ljs1NhdQvfzh1+7lDbGYsbmTNqMTDVq3xUoxNMkbN5DcelLnGYaxiDJ95zYpmxqHM6CAsrd4jcr4V44bDsmcRJ4TWMQsnPXv23IGCqFxyGWfKbixr5ziGpl598x6XcXX9TJSGddm3rXcOJtqjMcJMrBF51VtfGM3Z4mwNNma8Q8JiVPTyt1lON5Epd3wd3P1N40AV4XGYmFJkzS+tvin89mFicYfNFisz3hqjGxuJ731qBU0DKY9Mmx2iA0erl25HLUiryCoH836HqeCaISU8jUhStmlgm4fogv8LRGT8M7DLI//78IFihlpDJbHLAy9loQwjVqEtJzbHF1IrjLWQumLJpZuKtUZqlWF9/q/Y0hqnM7XGFqfWREkQ0caKkZGkjCK4Ki0PNPo40BBeGFmVSROjaBRX5+OnHakvHfzu+CKG51/ZmXEQZdw9YfvGPL+OwRFGSRQsOtJdrl3Pu0E3i+p7hYsGcRJhbI57YZSF2ovjCkzWI41UqdVhUJDEpANp/bZm4Etk1LoxSroc1N9AscaGe6Hta3DUCKzzaYRTDcJMmIelVlCL57qqch1yKh4F92OnyuqOiUZRLcGqQlMPQ1Kl54trzNtHvSSKJiLCSYTi8LAcQpmy7g1GGKBeP+vrGjMf4f2f/5G/nn8ZeBrh41/i/HR4jrPUl9ZTB8rxrExi7qR6PnZTOrmkfpTl1iE8afdQ0Mv3qnP8zGET94YZPP8a7334Cd8+vE2Yywn2H/B3//aFLvYfD3cG84PhpZzYl4VBE5Pm3nFuVDM+llOPKLqgmbN0AiYIKtLJcJDoYhU0kUR7tFaluTORGV/Js4s1Rk3MtfBRj/wyfbnjfGqVbY4Z7DuZ/jaYJmYzaquR5yhK94TrkB6h0RBvfXxRu+N6dJAXWdsNF7/Pokrpc9WTNYpqp+qdUKuh19m0DoPX6GpLfK+mwpHEYHFk+/Ny4gGJzVXkMlLgBrVEx+JOpr8Jn5Nyrxg0MWiiZaNYPP+1j2Ms1phrRY4vZIQ8bhlE+7PPJ868SYRJwjhKyszm+EztRlef/sVApJBrYsyFcdghaYzDd5lD8vkDbaD/VTjUhUkH4HA+qA6SGFV5aY2CMJWF7bxnaK2TYzmT5KErVKKk1i4dqivVkayZsyKM3sjNaJKpySJmSYBlwcYdilIdduOOnKOQmjphm7okObooC5JvJeB3fDu8zHD8yKMmihuLJjbjFi8LyxLmkxfELHPDmPv+PxHaJTmbDMWfVZVFU2wf7jx2B+djM7J2f4t+j8SpoVDYMPU76zIeRKzvbUFsG3FeELLRN2Cf8Xq441OcADShorRhgv0z2haknlCJGCs1ZTCL0Y7uW7IAx5Sj4G0t4qkIQ9J2VVw3Cd+U5N2R3ZVRVhWDRLrD+bwgfGgLPy8C4663r1OQ6ZTfGOHw+7z03wHuDuWI7z/A3PeAN8a1Lm8giHSLZ3LNpGc5hbzbjnFeHAYopbuD+2UZqT0/vpuURsVVLhnW14WT076P+jleK2x2t2OfZngryOEjPP70d/qN/NfjzmB+IOzLfJM3/aGcEIRNyiytol2id6bTblRvJOiGYoK7cOK2ulUs7JhTJ0LLeT7WL+6+HeZOEuF5mdmm8XczpU+1kHon/R6P8fVYykzNA1br6r9LkgSvrp0Tbt6RfREunuKNwRtNc69cx4o5azo7twJ9VrrRVKkS8q4q8kn/IK3k+nKKogFN4X8c9jxI6uZTfQGmm9ZYlwqdXv7Ov50fH58zGnuNJEpKCgmaGy9lIYuTh5FB9KvmVZsZp/mZusw85oGHzQOkATejrLN3AAi5k/Lz5tkWOCx4nmD7gLQC+mPJu/7ZcHf2ZSar8pAnTsTzkxGKOblWhlp4PD6TjD7mIZBAWov56NU/QYQmuUs+e16oCLiw7V0KAxaiOyVZUBnICGKV5gNjK0gaYNqwHTc38Wm6dqVXLHN0K+/4m+DPv4IZIsJPaeDXPFAO4fCe08CxLOdopBUZOSuWZo3uslrIgZuE2VgRDcNonJ1Z7MmeGN0xzZ2Ad2giOwzVQMN7xTSI+9lexYxNP7hnDXMs0yvCvf7/3IsqX4Xmhrmh4xY9PWM46hVvFTPIKDUNYRrbjOxhSVgkcsQrkbDRCNLsvcge0DCk7LXuRihRksBYCxluSFFVDdO51jhIYVMXZJwuc7jLEdbZ2HXv3zwGAfvBM4f/4Xj5LaTVrY/maAL/VKl2Rp2DIF+7ddcCWERimYex2NITgVZDWeiqlU6i5xJntpyAXe+Gh2cH07aP+Mil2/0QnMG3D7eEulUoJ7wW5AcZ8buT6R8ES6u8lEvV99QKx7pgZvEnIeO+vm2PrTK9OkwvfdbuNYo3RHIsu51QqwiCXarOQMO7PZXzXE5MOaF8vhM1W2XnI9XavTv9DahlpuURMLJEPI2mhHuX056Vmx6z76t779l0BiYrHDTuiLnPQb+FZNHFMuTVlYzXS5eANYMRJzuMNH5ZCjWNVPpByhrgMU9p1ud2hs92K+74PD49jn4Zp1bZ1/lyaF0NRX4PbuT5gJSCA4fibFbZtirjF57tG9QZXhZ83Pxws1L/bJzaZY3e5IFdHjlxoJQTQzliZmznA2Ot3WxG+7moMWBIymhTVCvicQhoIrhlPLgUm1aR7uS+OnxXIiaeVPE04Bpzk+N8ogq45puiqPSRg08OUde4F1C/D8fn84cqws/DlmfCWX0QIQ0Tp2FkaSVIt1sctkXJSTEcc8drJ0hdVQTOaLC1UCusRRdxZ/Z1ZyfikSSRquFDQ5uSvGBkFnUyidyTQSavpGYxXH0zcHTBZw1L77jB6pORxw0JwbsBVHNHa8FwUkrxpHeDsaW7us/SGyluXKodt6Zy9KI5dL+q/vWXNDDhTM1YMCIFQNkCD2bUZuxl4XHaXJ5ps24wOATB3j6FKuk+2vE3wY8v+Muvl7GZWnqR7DMFqdaCJNertdf6fHSpnUiXPjPdKymSzt1lgOvoO9ygGHCK+yhF7jk98Yc0hC/Osg8jSpHonl97I61y8vkA+f3f89fzX4Y7e/kB4O58LJdZqebGxzlcfY8tDsHt1cG5mH0i+Qaonztgu9O8ot1Yxt3PudVy9n+1Plcb5kVehQ/zifdTmKK9BXOnulPMGO+m3l+NkO42yCODHKnWFQY5OoZic1yTHkWSaaxXy7tpmLoxUXmR/FkifQ3FmVpj0yrJo7KtwIOVPme3HsyUweB9K1ie+KCJX8yCAJrHQutXZM6/IE+6403oegD+iobOsRX25bZgIe0LVewVbuTjy81rVYS5xaHtIY/fdgh2j3iMzWdmqe74KhyvZtmyKMMwkVvlP+djGE5Z5eH4/CoExxl6ARRJmCRkdemt4eTs0lB3tq1GiUT8xkgs3Blias4k46pkSaQ8oC8fmDePkSss6UykPzGV6jnI56zRu+Tzm+Gt3s4zAqrKu2FiUysfcRBnh7BNI0siFCQps3RNSzVHamXs3Haw2COm1nhJ6XytV4g73kLRMHR/hMqCuPf1W0iSkKTUNNKyo3ngsV/n1Aqw7Q7En54x0p1MfxVWMp1adIpr329dBIaMW0HMSJrYjyO+zKRW+JgGGpDtiiDB2ViM/lnv24oRBTbrWeOjGDgcvQ8HSEIEHtx5FmEkDG0n7Fa5VmJuXh5/QlaH/zuZ/m54LfjLb0FCAdGET9ueAS233WSrIdk+Pt8WMbV3PlYH8FZ6cZ34nFVQuxBo4SaKq//g+Blljm50HkKFJmN8z3425fjSpeOE6djahV5vweWE755+iOzpO5n+AbCvS8SkdBzqgmEs3s4k+nXRqrxBmt2/PIvZzFENGbcBJ6tUd06tnrND1Z205gzbjOA0NzZpYJOGN03JqrVPyP4dX4a7R4anZsgjKby6GRCWYYLW8DojFptghn6Q8puyRrLuK/G1P5cuHcdI7mysktpavZQuEWy8L6fIG1elChyAByciFaRLiNpKpu8HqW+FSOTH1y9Ju+gd6fJW59/7v+1mbVAh9AfuEaH1inSv8Xil1bim30yKDV5+wx9/vhyu7vhqXBcxocv4W2VeTjyIIpKo5YS2dkOGsrezezPQTcaERoIsUShbKkO7WFPFLVJxyd0zUGn9fdkbJYUrr6LIcqCUmaaJrImHPKKfm403C0MbiPXgjm+CL8e3Z83zyKhH/mTGjHDAKeJMwESMdAxIkKq2YNYYHB5awXyNynIG109qdOpOrjOgmAilxzDF+TsYWfNKqqC1kX1grJVhswUiesvN8HHLWxXAe+7818EJo9F8OjKkzGnY4EsojlQSTTKuhbkYLjDnzCKhJDCEhDG0mIOPnPHb2XoQqiqzKlWG8xx1Q6nu1CQsnpgQtq0xSNwPJxFmVbwa/3OoyHn8z+D1Wv81hdw73oQfPsLx483nZJjwYYyz4GkfBl+rnNtqn6m+ekNdohNdaj+LEY2N9fVOb3qMnUi/8Wyu5Lf1FJnFI0MtjZcRvnKKj+cjbAeY93h6/6oA79Ex/wHOAved7A8Od+d4lSvd3MLB153lqhp13YUuq5vfK5jfVi3fgtFw1+hgu4OE63czJ+ktKVolpYtVkijFGlnDdTZdVaKata+eAb2jQxVfiVRKjOOGuS2MDosKnkN646pIM4Rw8S7SDUn673tJieyOmrFoGI98Cf7q67nZ9ReZrLJpjW1rlCGMzDKwV2ErgqZ8tZn29967lN+FQfVNR+8VzY19ncEdaQVpDWmFUittOVBPexoh0zJNeCc/SZW8zFCXmKvuLXBpjeyOsIRZkcM8jIzDGBtuysjvHop7O/3wAX/3px+iIv3PxGvlkFhjOB14VkVNeOfOplYWN9rq2muN1NqZf8XT71EQw3qUzjomIth5Ne5tSw3H7vDtF5oG+dl4mBGFDYKT5j2b7RNPv5che00E7/PT347y+dg7xg0yH9kAGwRzpwAFx1CSZko5sWuNpRS0VbRVCrDIer84Tfv4joF6Q9xJqpR1rfjMNhGDPI1xkbANX2YGHdBxB2XB3/3pzULAcCfTXwUBOLygAps0cBpGyrTDlgO5NWorVJySE7MnzKEmQcx4LCc2tfAlKmtCNx81Ri80FRbpc7AqFM8kGu9aRKyN7ucZWhfl2QtjOfFufGAcp3B6Hl/v7/ez3vfAW40IrLciBiWHlPv4fPt8LadL3rS1IMtrBNY5h3rVG129z/ssdRou89Pr3nPjUqlBlvMQ31tSzE5DvGc+wXDsnxsuWfM3oz/lTqbv+K/HbLWT4P7fPQpnsYsxUDMLWTdhEjK3ixPv2olKep6O+uzPcuBUK1nT+VWVPnPnjRS2NDevB6itYRqzdNUaH0tj2zvV6+vuvclvRBqQ9UTjgGbyuMOWI2NrLAQx1r4J4s5kTqVLuTxm5monN+rGpl3cvD8HuaLT09mIDhLOthWyOVszUneCdDeqC1mVo+boTq8EcF1Qp985fN/xJjZpuCmkvcbLfERPL+gygzcWq5EX7Y60SipLbAC9c20pY3nEVGE+MLtT3Jm8MTZDgeEV+VmsMq5GcoCnONCThrcl4Gu30lrEeTz8GPNS/yy8Lp7o8TlocR7QWkh14QnnSJCiiqN9bhaCRJuHr8WmVrJb70fJ2azwvK6sfSsLYymnB6OooKJkKsoG1VBJDCjj1yiM1vsiT19RfLnjE3xOPaYaxYlWzvORKtI703KWa+5rwc34zcLhGY9BreQeDSapNE9Bv8/3TahYnO4C3p95f/WMp66CMqlIi4zrnTdYDlge4u/4an8ZelrIHb8PqSXktMBGE6NkyjDhhLokCeyBhVAZNsJwbLKGijKKUtzCIwG/qMLkytNf5OyOktzZ0miukfjgRnZYkjI1i9Fr0fM4iDscNSPThqc8MCa9P+N/J/hpf3HPXj9nLYzIDs8xuzztojsN8dr5BFx1nKFLwFdiTJd8t8u6LNod6LrdYI3Y08vX5WIemxK0BNKi+nZ4jq8PY3/OHY77mJfeDNGtHqZb49MvuZD/gXAn039wzK9uxKUftpo3ihnFW+RG9zlH7+ZhdGmWehyjan+2Pifzdrqrt6+Hsd7BMOPk4QzaPLpl3TMaFTkb0vgah9S/2bEWzI1djqrl3cn725DzEJmu0NVZQkqZPG6YDntKPzgZTvIUc22a2FjjKBkwasq9UXgZvh3MGDBKNyS77lRL/yek/OH0PWBMrfVZrIjS2FrrsVwGVDwPmCrHlHlYTnGgcr+4fq6On3d8E8aUSao3Ix5AdI2Pz/D8V5ToUJ9auXmdv3HAWbtUaTlhKcfHvZNxUuVxVRBYRa4U+id3NuMmNs/WYvNUxTe7cHm++SFXP3c5xvz03Xjwq3G9PkuPNTG8x03tUWs90gpa702PXQkSfhZRSINQDlW3HngSZFmES1YwEX2nxDOPdPMphClnMokhCdqf4+aN1E3uvjhLv37t7uj7ffjcrzblmFEdd+D7t+W0FoR3Xxe8FopDUci1gjuKs0VYxM6zYSthNiRis9a/hoclpVsLNcuVM4o7aDNSgrkZQwsTMikzsnt381fa3tUJX418RaYGTWySMh9mPGU8j7TWKG3pZqONqYQJrfTCiBM+C/ns6A2tF96lF1yu1WerL8qTNXY0lpQpmhCcJwd0gM02SBWRVVy6ceFLazxOO6bXBbZvmSu744Lj801X2q1GrvPxAHjsrdM2iO7+OdYCt0vzAjqpvu5AX1SKZ6k33g3qBKhdtt3l4EmvusoekS2ywJJCgZBydKrdezTaEGfP0z6c3Jvhrd7u+T/IiOf9FPMHR71+uNxp1qgemdJLKyytUnFOKxHGKa8IeDQvNZ4NNxZrDFfdZ4ezdNwwamtI3ziF+FdCaW6MRMyV9cnaQ10ic1QTD3q7ac6tAfMlh/SOr8aYMnkcI3RSUhDUCkMzGAZ2TfiQShQegWT1LLkee350vTnw3rpZBakOWHcBVaLC/dAK78rMeEPiojL+WMMFOG6qSxeyDRMqQnFnKEs3JsmQEvIDZQ3+s/GQRz5eV6tbRfcfWeaoTi/WOL0yKwJABNcUHaYVDtIq+fDCUE64JuowBZsqjpcZk0x+RZSqSFzPlGLzHMZQjh1e8HFCpivS9Jo4z0fY3Ysp3wNZTrHmE1nORaPrZLUyEB3JVg0jOtTXhyjv7r7qVwM2HuoDsUsJzQBD42siTChJotD2kHIcsq6aigrRGf0cQdLeqcrj3YTue/HZ323fQ0VgeohZyXWv70X00vqIRq00nNwKs3sn2R7LtjsPSz2P/ZiGdqxqPhP51elb3RhcureCd1IFWQAqSTY4cJDM6JXp8AxPfzrfXyp69lu548vwVsmvzLseSmFR5ZBHapmpOdPMcC/s5pnqpf+ugwzJ1RqQieu+dB+ES029EyoPV/YEPFpDHYbWWPIQSS7aI9A8miouDp7D/8YbnideJDKtb0539+v9zXCzm660W7sl0hDF7HKM53+cYN5/SlRtJc/XhHr989y6vrgPeleSrA9s6x3sc5fa+jxIg9lC7k2XlA8jpArjNs4H9QR5E3vAD9g8u9/Vf2BEZ+FyGG5uHFvhZT6xLzOnVs/GXkqPXH+j8+zeTcBwqjXMjeZRq1Qu3W7D+/cThqtnwZozaCZJQ+XSiVrr1NWMQ50RQpp63YWeW6O532emvhFZE2n7hHz8a8y6qvSqozFIHFgLwj6PaK24FqLsrEyt4KZYisCrswnFZ6BuNNF4WVcLHtLAMcWBKrmTzfllOcWm2R1Gb2RD1igpR061WxzymsHTn2KO+o7vwjaPHFuhtAa1oPvfMDOKhaz79AUZuKVMag2x6ECrNfR4YJp77rc7+fhMS5mxG0stKcO4IV93F9xZaIwmYPOlUDJuYJnDvXnzGJvoJ2T6gG8ff8jN9R+B89rZHZ1r7yQMmjggNIQNkfM9uCI2385Zu1NEaKKoGCNrh5EbAn2ZlO+fCR9Dqhj7Gl3slHtEUn9dLQu+LBQ5oJuIwxs03V5bjblrXnUn7/gGfKYIISnjSWNdFQnJZ12w+cixLZSyYK3i3lhaoVkht1CeLN0JWNxJrTECRYZQKbhgomQiJvEarnI1p2XQHM2R5jEB1SGnTEuKtBYJEvMBH0ZElHfj5v7sfy3qgogwamKxhs9HkjUeNXPKE/+ZF5Y2k6iMS2GweimYn0nylVSXcHkXINHABeeKOHnI+XfusWcDLinM5HTgqMKTKNnsUoCTiiWNRJExZmefW+WmXP6D5Ar/U9HKrRz68AynKyLt3s9UV/u9aigH1kKqXTfR+uq+Ps/rHmF2Raqly5LoB7/1Xur3UVdEnuF2mzKwSsVbNxib5yDTr0c6fpARj/sp9g8M45YEPZcTH5cTL3WmmpFVae2SK9wIWd9KwN39rN44izrcaWY07/Y1El0J81fPzjWZJszLikUe9UAcoK5Js3eivndjm4abTvQnMtU7fheDJsbtE6NmZrNY7K66jFmEXUqIOwc8utcSczOeBgY3Ro8MyjNLvmHU4f7ZVCkSd0dqzkMt5wNVHKIVwcjW2I8bZpzJnc1qWpHyWfLtrVJXM5OUYuF9+uWf+Wv7IfF+2PKf5Td0/1t0nTqZ/hKRhpDzDfML0uWcYpWh9MiN1aTEncEhjwOYo1aotaDTDs0D60Jg5lzaDx5uoq0GoQacPfLTn9/8W1B/DAOSfwbW2VLp1zb8+UO2O5oxDyM2ZGwJ8bbiYTAIYTLVCTdA8yDSr48y3sdz6HJtJcY3EtAkgTuHUvBWmaziKTKFJWcUqG3B28DcgvyPmtnkHGZzwwS7p3O4tFcAACAASURBVLu0/2+ADiOW8tuzhsMGWjzDiFBS4pAyS1nwuuDWmN2pVsk1/FU2HuR70cTYynlrH73xkvozLiHzpnevIfLHLdznUNdzLnE2Y6OKSGZOShtHcj+gH0VIrZJPezZPvzDd74OvR7/eu5SZywJLeF1sNPGTKr+1QkEYamNTThSusjtCcnCzxRv08916AgxTwjgLCIM3RnOyKr4WxzUxOOANY6Cq3pIIj8g1cQ/VkyoLt4kvd8PRb4evpBQiW/z4civXLjNnqXdrcbbSFDMd1oimiVxG7HyVe7+SfH/yuT7usRZBV1gLyferQi2aYj+H/vN74eTwIc4CD0+X8b4VP8ga8GP8X/yr4uqe35eZD8uRY13Oc3VJNNwcvVK8UXoXuNYWpJluRmQgWEi6iDmZ1f3bvcaC3LlWpB+tx68gzNGNDMlWM8ekxjyPfFqBdHcOtbDNnKXk2zzwUmbe90rmHV+Hh2Hi+Pie+eNfroxd1sVNEYStB7k9qFJdERoOmCYGIDVjFsNQFO8yMKdqonaZdu4HpHd1YaoXwi7AplUm60YVQFWlSmI251HC7ff8+lY4ZeFJchz63v0S+aXXubN3fDNUhPdl4bkvCMUq8xeyPCNa5YDUQkNRIjYpLTNqhtR6rmKrCCPgVnC9ZETW5cBoY1xH0bej7dxDxm1GP4e/Pe65Vq7v+F2ci5DrwYrwn2hmZGCTR16mHe+ff0Ms4m+0mw6t4m2hS7klRjj0vNavP6V3nsURb2RAw1LwrDZyIg1FlpkhT5Q8gCi1rxVnwaA7p1aYrbLNE9PTL7ey/zu+D9snePn108/nESRmFotVnpeZ2Sp1yFhR1BuntjC0ilrrgRyNDdGAqghFNCS7xEjQrIkGFPG+R0jPGteYj0d66VXZiDBawzVxmja0nMGNRMRteZ441IU/pczT60P1HV9GJymTJlKZ+04O3goPpTAAozlTWxBi3T6c3+xns1hYmyur0kyuCHUU2LI7I+GfEJnzEXM5rDVTMyxBEWVzXYMXgWGKItxpj+UR3z5xtE6m03DJGr7j67H6XJjB4eNtIc2uOtJp6DPLV87bKXOenW52LpKfHb1v3LpvGypRWEmX97N2qL1XYy+mdef3KkHmTw7TI+RexDk+g/0ZkVcyyDuZvuO/Gmvjd7HGr8vhxtnX3JlXybY5GlZELLUwt5lcKqNV0vqQEourEZE3VYSi9E6inmXY7uASJmTrFgpCRQhBSTyA1UIqrl0OKjfH6Ijzkiw8DGNEPLTCk08xu33HV2GTBjbv/o3x8MLCS3dW7IusEATVFhLwBCwoRYxK95fQRPLKU22YV4ooiwpzymeTT3XI5jy2mU1rXRLWzcesXU/O958bAtGalQ8psbPe+YBYm63BZoTtDn7+H1G+ubs6/204vTABDBuey4mXq4LaiuJGbZXWKsPxJfZBgUWVsZzIdUFauEFfSzmTSBTdaqNlzoqTZoLUwuiODxNO7mz5Dbpc5ojsWY4xQ/16pOMLxP+OW6gIgyZa/50trd7kThsOeaJMG5j30U2my3jpbstX0YgmiliEYcmqPlr7WS6cnTPOmdFXUlFgBqyc2CRFRDmVQsrGJ2E4Di/bR+aUef97BmV3/D4ef4KX33g9nyMi+OYBO3zkeTlxqpVqhbLMDPOJYqFcsTyF2syNpGAWOv6hq5WaKMmdoRnu8CHHfLz1s3Qcuy+dziByDVGoKTPnAc8Rq9Oa4dlpw4CkMK/aaQ4DvTux+npcEaonM36DMKE6HfFWGFrlp1axNLDg+NIYzFjkcpcYsadH0wTWSygiiMcM/GR2np/PJngGUSVfi4+Ij2/cOFKGHPGIa3Fc64IvR5Y8UJORd/dC2ndhXS5rH6Na4R4O2efXrY2vV3tx65FYK3FuPSbLWr85PqcO7V3s1v8SotGpFgVpoN3pe53/c7n8jFqAA/gGco33zQe81qsdRH6YNeBOpv/AUIlq769zEOlVVl29cbICHnNr1RqzVcrpQF5mkt0eXi9Euv+HG9kcqTFTV/JA0QFNPT7FwSQ6G8nDkCZJokhBHIaUGHQ4H/IGTZ3M3/7UYyv83w/v4+/t0WF5uEuAvhoiwvvdO+bHn1gOv/Yhxnp2cU3QZyoBhxFjFKF1B/YmXZ5LuHOLN5pntrUS5Q9DcQYzHlrhsYTE+5Pp9tWQIhj6eeF3d/Yp4wbbTtDEwKcH5Of/ia6RWMsp5mbvc/PfDLfWZ6fChArf8L/st1Ck0DiVyuI1DsutsTntOfV7QkTIGhvkWAteFqwuVI+OxCAp3tchZaFebXxLqzFPZ45uvqAqWQtxy4zMR9g+vv6f+Dv9Nv41sM0DL93kcbki0qvJlKrQpi20Sl4KJ9q5K537TNwq5ovu9CUv/tJ3pg9wKKKX1btBT5u+HIcOwJQSuSzYsIlCai3s1nslDdjuCXv3J+ZW+XU58PO4uxPqvwEy7fDNA5xePv1iynz0FkS6nChLdKrNK94KWKMKeFKGFqQ4K6FIcWPsB+PSc6eHPjM7u+DroTkpQze0zN0LumkKt++uVqHMaB4Bx0Ro45anlNlpZrHKZrmbD34b+l5eZiZVJhNO8wG84csREIZWiUd5pKkxthKj7ECTGOEII9pPMbj1CMT+/Lv1YloKcn2WjIOmjJhFLKsO3eU5jFCTKqprVGJGWkVPL8ybB4bprj78Lqzd22tTQeiE+Kqg1iqkrk5ZG1PlFCMB54xpiwL2eW//2v3XYfVocuizHwHpRdb1e2r45ITcXKBkSD9HVNd8uKgRx80Po0q8k+k/OEorvPTKlIqyWKU0O6+71RpuFdk/s6kLDeO1t+9KpN3WKdiYr15FH1ILI4VlHDHJpG46El3q6FYWqyAZl0p1I4mQJAh1SME/PThNKd10omerPHzS07jjSxhT5vHdL5QP/87LauplxxifWeX5wPmGECGJ8FRDvm9WkVZxnL0O7Ky7svZVUtx5rEGkb6/gurHqhUjfiA/WroVz0IS6MwloHqiP7xluHLy7HPg1ybrj9zEfue5OLVbJojzbiX1dqM0wb1RzpsNHjt7ORGp916bMWJl5WE6I2TniprLKM62bgNaYn78iQfu6kKWQWmHUgfG1XHs1QoLYRPMAm93tBvpK9XXHl7FJA3sRllbCKKw3A0742WByP255Nx9o40grBdyQ1QeDCxl2a12+7VdfIz7Tr7VIH5tzEG+YpPN6HuOVwkfN/FstSEp4mqjWOHpis32HDyP2+NO5u11a47flyM93ufd3Q0Tw9/8W7r2vIrBOdeFZFK8nynwR+lZzrC40925YKZSkJANrdo4wUhyz/qcIJ3F2tbCxyizKkkZEHNXwvlikaxlEaTljwNS7U80a1SqaHvjz5oFtn6FcWsUsovju8/NfiXXd7RniT6WEinCZwZylLWSP9X6yhriQm3GQWBeaCOaQPYopzUNFloikjrWgZipkh8lChRYEyS97fMqIpP7f6bazKPnGTNZ7c0RKodyL5d8NyWMUtssrFde1L4oTZFkIA9D9Cxw/XrrSa750q1cF7O8tZHeO4f38t3ruJAfrz7P2nOnWCf/xuUdlecRn7p4uZ4MfAPdV7A8Md+fjcjpLOk+t0Nx7RJxQWqXWhbz/iFmkjipKEqP1A6xxIdLeCbQRHc3z1+jP51JoCVrOsY72+enzDLU7xRuahGOrFDN2eUSkfaL+VFH+ND1waoVtHkiiNzFfd3w93k0P2O49zeFovXq4RMlERPGrzFDcSWaX+Kr+mpOu/r2wynbE4xC1rW+kTa8XVNc2NHziyujdzEQS+2EgpRHdPGLTLn7+NZY7mf5W+DqT3DHXyn8cX8LduxdFzBqzV2Q+0ay99U3QWpktssK1RR556hF3hUZCz5c5eaPJZdto3kiSqVb5cPiNYfPE0ziFUZYIbB4uEmEPmRfLY+Rhrrh3KL8JIsI2DfzWSVRGKV5ZRMjEiI+lxJJG4EjOiWoKq6JPwhtBLZKnRYSWMsO6/nbFk+GXGen1MZfEWoqxHq9mw0gRYXFnaI32uKXunigpozmTNw+fmA4trXKsyz1j+G+Abh+xx1/gw3+yVqTcnd/mI74cOYgypAFaiWfZ2tUIR6gOVIyqSvMB1ciCDjjJDSORCaWaO6Q0MLaZxRM1Df1+SljO1LxGZ4UZ6QiM4sgwMWiiviJTxYyplh9mZvIfDu2mc1Zwa2hd+KnW/5+9d/eRJcnu+z/nRGTWo7vvPJaiFvIoSI4MGsRCliBPWDkCHQL0ZMijscQ6hARqJUGQAHlrEQQBusQ68ugTEATJEP39Awj8JOLHfczM7a6qzIyIc37GiayqvnOXvI/57Wgu6wC9d7vr0T2VGRHn8X3weat8bguyLKS6BG2jb/VDjnUtdG4sTjLvwxLrK1k6grdDvQ22tHPD03uz3FJGNZHy9XV8bo+JCkPqa1r1Umhvd/h0wB8+vSHQ3iFEJArkZ0gk+/L3eBTch6eYSFvrRXTnSOMXGPhX0sW2KKhXQSUT0Br+065dUTz1nHSK4r4UKDMuH3cR0w8jbrvYNzhONYpnCN700ipZEg3DzGh1YXP4gtk7JFuFZpBItC5f0Qior50n0SEItc4m1yW36jdrKySBqrnXToZ1NU8IWLn3g9sFTnVGdcvcKtu+cESEv7O7P4vpTB3e7R6K3zfP6bcLAT66+whpjZ+rcFQF+xwKDCmznDnLYXuyTqC6MdZzz2m/vOe+Ve6sxiYhr1yTlZtzjg5VeLUu8sAMt+09j5sd39IhlEFfTaCshZ3Gq0X2LX5xtHqGXT0tE8damKzwVBbmGlzaQqg571rFVTrt7jKdFDPUjAGh5A1jq7RaOwQ8IHutH5gqIM2e+Qqv9Kj1sWU58bk37jZ7ttuHi/ftGqUE3Pu6mL4l028daQx9CfPGqMqhOdY/6zW9fTnesZueyM0YOrTbUkIt0ESWMqsa+OrIMPYCPdwbnq/xSxnWBcqAMmw53n8KKjwOWz5OI2jG+zV9UuVht/8SyQfgscyMmkm3Nf/OIS++hZc5dCe6FkmZnli60nMZN1CF6fgS9Ya4YR6TSkPRLjTY3Jl0IFPY1YK407qfOBLK3VVDyV1F2HbhIrFGTUPkD2ZYTsHrx9g42GZHGTa0nKk4xzqzz9FYadZeseu5xV8bKeNLnxSXOc7zMjHWmc0yM9T5fH1aJ0YnEVQFs9TlZZ2WYt+AWN7qjprhnTc99gLN6Z7CTUAqkrtV2pVuwnANMU6CpoFNX8+2Th03e8gbmtWgJN2g/e8Ww/Z58fxqc7z1z3c+stqkBoe5W1Y9g3V/lXCwbqboHnBvo/P55LnAGUSB//Rz/MXHSPqw8vxbFvMNjpfl1PkpwtzhH1mUU1fm2xwfWXoSBVEoI9GJNEKNNVS9/fK4+1Xx/BoQiIBaDVX8fvtUb7g7wzWb1p3qFUhszXiqM6Mmhpz5dLNnmy4dqdkqex+R1ZLlFm8XIqgqH330KeOj8nNRXgJmFaaJQRpFQJudC2mAjdWwy5GAdK40mNEq+1K4a10o4plPLJebYlUAde9ehMYqQLbaaPiwgXGLb/eQRqrmOKxf1zBpBfQG83/j6CJUj8vE3ELB+/PlSLXKYoXaE52hhse4IK8MgR33Ru4JrSmcNOyNht7RNjeSBtRbSGhPxleYcMgd+EVwxgqL3tFUqVa5P6vMX34n0wEermD+H1B3+pcVVYR9Gnm0iVGUZo2WMiCRBANTEurmjk+On6OrZkGrvXB27FlCFR6zswqjVeDLImHrs9ermV04jSOxISROrfBiVY4F2vYO2+yYajkXUM/ez51DnXlxc3F455CU4ZNvx/Tw8JLD6YCVQrVG8xABnd2Y88B+mVnN7NZG+qqRgjeShaXRrBlxKEnwXlD7OqUkLLJqF6kUUbILgzXEGuKJmjKkzDQMF0ulcQcIc2uoFLZpCD2P23n/5pHHyM/cQ4SqFU5lRqcTnwBfNOMQDLwYnIhDS4zApIbbRYu/deQB0D2iA1XSjfe4poWth0aGC1RYFNKqpRBEEdLIdog8zodN7Ovbu4s9kgPLKfRRbmikt4/9/fMa+JreYRb2Uyvto1lAwK1r6DxT6v7Fa+5VCugvinB4uA6/nPPrpV0n4rXEvWAVGKKgLgWp5YNycrkV09/gOHRVvziTLgvFcMbpSDGj4TT3i8BYh4Bny0zUs0DVdSF9zcq42lb775KYWjVnwYIjRyTX1VrXIVDGVYACo5gxqFNwvr25Z/dK8mwe/teDpBt98l2if9Yiyu7hE76dMvtW+MyMaTjC9ERqpfNtLhtXwvCeGAEka+xaZV8qI3aBcMebXyU+Xe3zDAP1Cw60VVwTngdaHqM7PW4J2xQ4DQN3+Ounka3ePCjfJmrhWBbmFsXPT6YnltIonSMd4eT6+ulP6ZPI3DpKxa3fSsoESPciT9VJKqh2uz2r+HrPuaAuDDJgecBTxlOimrO0yhNwn8fnBXWZcGsd7ieXZOsWbxxFE0mF+2HD4zIxiNBEqMOIz+u00ajbHU/lxEMtaK2oh1L3l/XTY+9vQsCDxRntOdLEu+d0QkgCp+0OyyNDXSh5xFWZEbJm2rjDOvpgao1dvhIwuoqpVe77NO0W7xYyjPDJtzGE00//H2YrLFYxD62DZg0XpQ4DSxvwVrESPvDVjWyN3AraDBOhqDKrYpK6LZKE8vNV1HU46QZSSZajf2oNkcQpK4MoBaelfBGjA06tkDVzA/i/Xcgw4prP077l9IidDufHHwhdgwUoPc/zBENLLA62jk1EMMlhe9cqg4X93bkGwjGNk90k9pkE/Vr3JrgbVGOQPvkcN6Rhw76jUnz/ANv754349X5Zpuc0n1u8UagOkU+tooNncVkPu6xaQmisNWjRbDlzpc/Iwy9TKV/N+f+mcGDNKBKrwrs/a7ycn+mdo201puPbh7iH5iM2H9FaPpic71ZMf0PDzJitdN6LM2iiWGOxxlgKpS6cEGYLfvRaMq/R+lxCkPCU7IV0JZ78uqLWAVRwVcyis1lNSSpUN7wZTSGJUV3ImtjLGPBBzWw18/p3jsRveK1M2S3+phDRfsh2eO7dCz5240VrnPLI47DhOJ+Yy0y92kyTKdkr22ZsWmVrlWwXtuRlY4zCWYDkq9rnmmgLUaCvHGrCGkNDXC65BbzLnbzZMSN43ry+M32bUrxV1FY5tmiofb5M4efrtV8awXHyaofxSjQPj9nUoWLNuwc9sPGLvVrThHocmIOH53gn2PWkTGgyoHlgyKHar61imphbRUU5vKrSb3YppofNDdr/DtFSBs1kKrthYFdS2J/lEZ2PZ+pOw3kct4ynE7ueMgmEUBF90vglQQulAk2CIpAx1IHuOa4C0zCyDBu0BSQ414pt7zjslQd30vGL2CWGEcsDS2uhNv9KuDtzKzfu9HuG5IF5s+Plbs+xHElNUA8BUvPY0d2M1oxiLZrrKSM0xhLok4qyqLJowkXPTB51R88OAPH71D3s8SRyhpYMNEeRJpBrwVKm7u9ZUmJz3UB3ONUlCuwPZCr1S4vt/uwPXA6Pzx7aAQc6V90vwrI1CbkaL/HzFFoIuPjQKskt0MBXjXbFMc0dQdb3fPNn3lhKKL3Tosi+zxtkd4fffyv4va9EWq91XW7F9LuEEIiu5dA1cHqifnqK4nnuU+nu3HHhSV9ofq/GOoleH3mT/Pv6OZW4z0bohfpV3ijakS8OS4G8icFPyvE3vvwZfPyrt2L6Fl9vlJ4MLy1UZTYplLOrNXQ+Ut05euuF9PNFZPgFztFtqUBpYmF90TdP7zPn9WlBlwkuhKiGRYp714PssDEzVDX4lquRu8DSedhzqwyavsSLrmaQuPHn3jXyAMtlAil5RO8+5q4W7vIIHxdabSzTgVIWHCPVyudt4bM8dBtBgax8aQzhkJp1WNj1vaScrbDWl2g++00iHmqtIuzFoTU8DbeD9CuKxzKDx9p5XE6h3N3hvFmFYiEy9TwCqVLWyXVrVG/hPdu9KQ1FV5UEu9goOU5Dw45LBTyhKayTXISlNZI62QXYxP5kFQWWVhivJ9C1Bmzxdi+8U7g7vtkipycE4X7YIip85jPLuMWOT5RugwUwDxmTDbtazvfEutOmLja5cqHX8yImU0Il9DE0JaoosyTKZoOropowVUwUHbZo3gKOlBkpE1Im0EzZNTa/wEt+scbtLnj/+OzpM17mgWX/UdiUTQfa/BR2WNOJNh+7e0PD3EKQ1J1JEmXI7JpRdUUg+dmQwbvv9FpPrYilIglD0BT6CoKQcNyEKkarlVnSud16HbXnKje9hLcL2e5xUZbjyy9NGQeiiF5WsUggVWPoc8TBnSeiwJKu7u1CNE7WKSIEWMj0CpkWlC1Setb8GNzJOcN2z3a7Y/joU3z/0SvTyUvk9bXtbeagtziHZmTc4ncfw+NngAR3vpxCcNY7BP/Ml14lhOlp2/M64BrS/a5DrLVaWIDs3vMGvUyp1xrAWkykNV18secTdnoibe/e8bf/3xVf605WSuH3f//3+d//+3+zLAu/8zu/wz/4B/+Af/Nv/g0iwj/8h/+Q//Af/gOqyh/8wR/w3/7bfyPnzO///u/z67/+6/zFX/zFez/3mxqtb3ylJ88qwqiZl+Ul03xiekV0bE2QnBXyHd8r0V2KMkm7yn1/9tVm7edUKzwE5bxhewj4nYvu4GOLKKOk+LnDqcx8oYldypxUeXilmHYC6pdunep3i3EbithraIrp7zDiVuH+ExLG7ovP2NWFpVXqMlHLzM6dL7IiZpdrvnIsPfiza2sFVmGi1AfS/Tqeu5F982ytTy+dTTPyKPj8hI8b6vYX2CHchOfeOOZWg1YBvFyOVLOwp+uRRKmEsEzzFb9CXBoPPqXjLK3QWjmjtBShSGLbmyfJW0+G42AUDNcUQmQYYoVdRyt4SjQyVgppXKkfhmk4DQyaLvwod8gj8oF0pX/5Ifi4ReYjtOA33+ctKom/dONwejwX0rlWSh5R4JAyaVkY2kJaGypywZa82nhdY9EMaWQaRiwp07Ahi14S5P4+tvIwWxeeEQGr2PQY7717+JKab3mdyvwt3ioOx0cOy5HmxiRCE5hVSXkHteJJ2Q8D6hmrBTOLJdgqdRCmlPBl6crPEWeiiHvkxR77gLtf0AxXhVO4gUQrrqTEadyi85GBX6G6M76SsRezm17CW4aIwrClLMcvPTaosm3d+nQtqggaXWtOQtiJMIuQeqNkRZyEiKSgHpZHJkArgToSPfvLowIdAr4hods7xodPuN89dJiLRdH9mshrrtBqv6duOMS3itwHFfsXMd2fnmB+Cvqer0Jf7QpavdpXre1wzv8unGXD3jvWgrriZOfsU37WzhGJe8I6h7usvz3B4+fwyd/9Cv6Krz++1srlT//0T/n444/50Y9+xB//8R/zn/7Tf+K//Jf/wve//31+9KMf4e782Z/9GT/+8Y/58z//c/7rf/2v/PCHP+Q//sf/CPDez/1Gh0d5U7sqo7vzVGMaMPeUSCWF37NeRofXywpWHnWodcbjfiUCdg3h9ee6U/0pylqAdS61CJuUetIeCXuxAJXPrfBUZk61vNYG66bi/e4hw+Z5MXqdpKyF7XgHL74FuwfGcUtOGVVFvXFfFqRVpFbEHHUjWWWsM+IF93ouyIzgVjYu1/gMIVottvr3gxs7b0griHnAz9ovUHC9TSneOI51gZSpZhxbZbGKXG/nIog4tSv+r2vWCH2C2uJrcTtPoMzDi1ZoZG9kr+dZJXBFBbkkQYKE7kKrpLKgywlaZaql3xchUIjDvAqmCHGf7F/8cj6sDzBUAmpvuweu5wo7TTzogG/vusVZyE2awqKJAkxD5nHccRg3lJxougoQdoqPh8hUE6WkzGGz5bjdccoxmT6lkeZBM6h1odaFSUIzw8p8dph4Rita/U2fPseX6dl/SzO70vy4xdtGscZhfmKujePpQJuOeC1UYPHKISUet3u+2Ox5HDZ8ttnzOG4wgSUlrE8ml6TMKagbr14N98gLzA3viIewWzK8BYQcC+rAnJXHcYeJhlVbOXEo85f+br/KO27x5hHDjtfkSpLYAZtaz4V0bUZrl/U4Wqisr0OP9Tw34jyvq+AcgDupFqw1rBWklI42KezNGYeR3WbPw7BlFbFjOfBaKp/A5tpS67be3z7S0D2+BR4+je/LEp9lux6EBNS7eTRWFvf4IgZnayn7Va486e95xhysg8q1kF4h6WWJPLVbtzIfPpi9/2vNXv/5P//nfPe73z1/n1Lixz/+Mf/4H/9jAP7pP/2n/M//+T/5tV/7Nf7JP/kniAh/7+/9PVpr/PznP3/v5/6zf/bPfvn/0V9RqK4bXhx0xz5tbDVg1LMFd1IlgcR2WW3VeeV8b5+/VsjPlR8x10VSf5HQyNXON44gyEhvWwsimSrKoMHZK93qqlpjsUpz51QXDpr46BXD9t1NiOj9YrOHU/CoAnqrHfrTi9dhjM0sJZbWmLqqthIQnb0Zp86hd4fBOj/6fEsECsGvhOLkqvkiki5dSVGGlNl3bKCUBU8DOYWFgi8TMm6v/ni5FdNvGObG0iqkzNw9pZvZWcSpmbP0AnZYi5yr6XRZYZ4eLLmNBa1DMXZ935glsT3z46PJJoQQkXerLBE50z+KNwa6YFGZKGXDkoSNDLTOtStW2Xp012X/IpSIb/FOMagGTHbYhFJyjeTk2CqjKvd5w0/2DwyHL0gkjEbL/fq0AkkoSSkMYY/WhcnMOWNQYnIRwmZYw0R4Eie3pQuRxf5f0gDuWJmRWjkCmgbY3zN0FNO1QCbTEw7P1v96f93i7cLd+WI+8XR4ZDm9xMtCUDkMK6czpNbdado7oEC5ang6cXwXUTLG0v2Gs4cf+WvDYgLdNN7BXGhJcUnMmkJ7AUdTQsvCoSzs8sC2exALgm7vwms63dBobxreKrWjUihToMnWUGXTCnszCjBfiVDaCuO29RQxygAAIABJREFUyN3ugCYSjZSzFdaaC0ZzRczJZqg33GOvlrQl54Ehj7zQ4McfT4/nHMGGAWoh7V+QNZP7mTRqRm+ow/cKSTmapKcuQCYaBbVZrPMO8V+vtbjF+j2Lx0roG5xnyc/HZe+7+0ZBLSyqjMjVG8qFHmD16u/tVl+tfhAIla/17r67u+P+/p6npyd+93d/l+9///vP4B93d3c8Pj7y9PTE/f39s9c9Pj6+93O/yZFEz5DoUwsrjLkWvNsZDZLOybWiZE0kiQR43WLtqqDu4DykP2ddb5HkOBlnBFbzlQu7zkOgyI3UHGmFoUx4Xaidzx02HX7+AnhZ5kgGe4yaXitQc4u3iM3+eUE6boLfej0oKhNTqxRx0ISNG6ommjvixs5KP0RbQL6uQgjROemF2nVDxjqvrhAtlx0WhfT6q0VDDMss1GenQ/xta+TxBvt6w1ipHZYyUythTUecmY3gKeNO89anSRcbpNb8DMV1nKra13hlUxasxeTJBSbJFzRK/3d1KbeVU+1RSBdrHFsoixdrUCZsOlJpZ0qKey/yt3fI7rJH3+LtY7hCoejdC3wYWazRrKEi7PPARpQ5ZU5JWeHbJSfKqxQbVZrG1LkIBKYgYP6FaN7M7swC9N/RzKkIh5SpSbv/LGTCksXKxOnpcx5PL5+JHp5jesLrmxqx3OIXxakWPpsOtKfPws4O4sxtYT2zOnk0dxb0vBeMVjn1s0IIuG9T7XIZHhoIqixJKaI0UfzVdNuhiFByPM+Aol3p1yq0Ekl6b55ONQRSAcaUYdzdIP5vG8tEFcXHDQxb/Hott4Z6NEc3tQUFDwuxWXeuaXsKvGiVnTWSCN750dLvjW0p7FthY41kAQsXSexwPikL35qO6PRIXSasWVeOt1CT/uwnLI+f8TgfeSwzS6tdfPYqbmf9O4Vs7zulb4qCdNzBMLCI8KTCLAmrFTo9C7hClDmls5q/DPz+Cv42QOiot9Um1T2QkZo6eoGL93QrPWn5MDj0X3ur6C//8i/5l//yX/Kbv/mb/It/8S+e8ZgPhwMvXrzg/v6ew+Hw7OcPDw/v/dxvcmQJka+lC3lUb9gr8NmEMEgIgQmCJGXQxCCKygXA+Wwxydqr0v4e6wTi8ryABAmN6GzSv7eYWVHdsVrw5UQpM94L6tp53BAJ2lOZzxOLh2F7K6beM0QE9h9xbgkO2wuyoMxweuJojbbMYE5thWWesFZ7dzqee1cLu26n5K98wXp3XIQtwks04yJk8yjIXS7+5ZqQnMgotHbhU64dVgiV0lu8UawJaAOWNASEliiy3RpBraiBRJFQ1V8dQRvxeDWjNOse485Y6rPGWjOjYkySaCsEhj7N4CJO9OqSbd2Op7pRl4nj8SXV2xkRY3lEVojaLd45xqvkNGmi7R84XZ1xY8qYGwOQhg2Wt0h3S2hpYM7Dee8+q75aFNCjO8mFRRJNnalDP2lOqg2tYbtUupp7pVsl4QwiqNnFl7jMHJ4+Zy6vKZynJ/zSxv3/5XP60OMn0yPl9BKpF7RA9QbLxNILaYfQKlLFRHqzNIYLx5wxWQtqZ9IUxXdvlDvQVCgqzEmZU2JJiZKi8FZ3kkEyp0rGRANK3ClCvszIMkOdgNBocIxh/xGonhttt3jDqAVLio37gNKOW3wYw6+3FUwTYo0BZ2v1jCySK4QZgFgU26M7d63xojTurbK3vv6FM991ENgAd1a5b8beww1AzMjTE+n4xZcQjGk6kI8vad1B5NCWC7VP8y3Xe9cYt+HdvUzgDUuZA8px3GBpDOta78Ou3kAxd4oIjbgP1rbYV3UF1rzheq+ZzVlqvbLjXZ+9Tun8Qj9sH0ZD7Wstpn/605/yr/7Vv+L3fu/3+K3f+i0A/tE/+kf8r//1vwD47//9v/Od73yH3/iN3+B//I//gZnxf/7P/8HM+PTTT9/7ud/kEBE2aWDu3f2YVl02tOuFomtRjZIklLQzSlJIVxgPly5EpoJYIxMw0HOCzUUKf7393a3rHDyXrnGiG+51oc4nmhlLa1d87CgKwnMy8WK86bl+FSF5OHNRJaWwI1gmOLzkdPwCX+bgtdWZYgHpC59pQcxIzRhaYXDjvhb2rTJewUAjZzaSxSQbgWTGthbua2HbGrZy7N1pmiArmQxDWG3o1JtdteC1hFjaTYjqjeNafNCGTXzOFgW0IKFR0JdZVaV5HHOlNRYzlm6P4xgV0BZ7h3Se9GiVbVvY1cJQa1A/aoNaIglrAR+LL3oxFl9rQ20NKQun+cRklba9o+7ukHF7s8N6z0iqMd3r4Sjz9o6yuw9P4dZY2xWmCdU+zcpbkiaShH0dIiR3BjdGjOxO0cQhJYqEVZoQaJQsRlGnpGDnb+vCuJwYS4nimrgn1Bp2PTGzxjI/8XTdPIOA+50OJNVbcv0O8VRmnk5PSOegZ9GgdXTK1/V5rBLCYbPmSMKJibEhHNLArBpWWpoofW2uSfJ6ZaLN7iRztKcbioU3+TBQOlxbRLoQkVBaQecD4+PneF1ir5JE2oWCrz0rwm7xN0YrgT4bBmylSaQh1k/KgSRRYfRY/3dmbF6ZSl83zrNEYTwSz9vXEg4grXLXKrvmbGplWwt3pbHeGS6CpwFxJ5WJ4ennwdtdoy6IGeN0YOfRnP18PnIsywcB6f26QkSiGV0XmsFLld5cV0xDJdAvDA4q0hX625WB6UU/af3uXXbf1w1aHFmTRJo3JjdmBGstmjPjNSzdwtHjA2mofa242j/6oz/i5cuX/OEf/iF/+Id/CMC//bf/lv/8n/8zP/zhD/n7f//v893vfpeUEt/5znf47d/+bcyMf//v/z0A//pf/2v+3b/7d+/83G96JIScEkuttFfgUq8ujupO6Tdt6xZHa4G8OiGJgZohvaO59jRfNURaO9dnw3Zr+Jo7eRy5gRSP6bdYpS1Hmu47tDs2UycgqZ9u9jdLrK8wZLOL63X8AiTB0+csZcasUbyeGyLmjWT5PH1IHk2UNWkCyGbkDhK2zrFyBMTYtT4NF8FUEdPwICe4O0kTjjOgqErA0EXIZYqJxbgJBfKPf/Vr+qS+mbGiOcyNNmSKKMUL5s7iRhJh9oZZ8KJ3XXCsuV0dnOFBvK+FgnPfCukqsb0ckCFGFwr9iV0tZF/CQzzl4M8rIYbVefo1rwlbwpPg1jiNW6obO0m8GLbc4v1jn8fgzgNn5MCw4SSCufEiD3zBcx9pV8WGgdIStBKPacY9CufYrwN3FOVQF4kSYYIovoHR43F1yG2BVhmGDSUrjuGvKPomhNN0QIH9NcS/LDd/zncIc+fnp6dzY9JFQmnbDCvLs4bWKipa3agibK9O86FPraaUOamH/7hmkhfUV1u8OOvFLgg1Jxp1k2ZcM/gVSqXbYy6acA8bvpGCvvwZ6aNfwT75u5h4v7tu8abhZ7sjicbYuMWtIdMREGoamAm4dXZjZ94vmDPUFo1z78VWPwnG1kjuLALaVhJPhKAkb3GP6IjgbM3CUzxvztQOAGmV4ekz6t1HeA4fYcHYpw06PWH6AlLmWBeaGd9sXOjXG54Sbdjy2Idfqgl8imZ3XXp+pizecFkn1euVvV5x7zehXveCa9TqOlaTrsEkZjQ1WqtkEcZunYgFDFxe40f+TY2v9b/kBz/4AT/4wQ++9PM/+ZM/+dLPvve97/G9733v2c9+7dd+7b2f+00NdyerstWBmQI96Tl3kUUQl67e2yjmnQsXsRDqfi1GyJiVy2vdqb3YDtiGnBfddTcreBghXrIuKsVp2Bnv4X0qLmbIsvBUpg7pjvfZp80z/t8tvpqQzY42H+Hpp7SUmKYadli0mFCKMAC5zjHJ1ISadfXfEJIIReiVXxvNDr2Q6eP3uGPd8sKRM7yzobgbuzwGv3ZzHxNoVbIZLCd8GMPq4wb5fatYp3irD/xhHMnzkcVaIEXcMQvBMUuJOvsZcg+c///QKg/LRPJQcU1Wr9b3RQtBHVxhQc7c+I0Io1vnZofIoTbDFU6aUQ+eVNPAt+zKQht3PAp8nAduOIT3j03KbDpvHonJ5NIqszV8u0dTxpeZ2haGVmNi7E5thlsJDl33jm4Io1doMWm8LnOEC9UHYupR+88u19F4mE+oN6YUvOzrVb3qdxymA0MeGYZxfTfGUuDWX3mrmFphmY8BzwdcM7WF5dVYK1VinTe/EogEqsCUMmO9NN+HzqMOznyi5szRMi9qIZuROgrFVYgSqYvSpd5ocaO5oC3ErQaNx5vGWbF4JVlGWmWDkOYT02bP/kbtervo1zGJ4sMWzyMMFTlFQ6VYDWX8PFBUSbWwcUfNmZOz7U3RQjTTk9XeKIOxxXkR9mdORgJ5RsxHsgRJxLzhbKjol/TExSv59Ejdv4Cc2csQ694dPT1hdwHtP6mgZeb+hkZ7p/Bl4XEYqNs96XEKPnItSFf2dlUW6TXA2eruy+vsuhh+678BvlQTXD/myPle8g7vX8xBhRFi3xpDnZwPZJD24bQF/pbF3ALSeTdseWoLUkuo4+qFg6AYhzWp7qm3e0ypFxyvjlg5d5rP3WxZpQQusTKpzwnV1c8aDbGYUF14GfG4eUzCc4eOl3li2ha2aeAub7gbNq8XqLnFe4WfnuDlT1mGLZ+nRCUSaHdYWgsPYlGGMjGn4DleAcH6Jun46g25Ti1FuBaisd4w8RRluBAwz7y+n0MbtxTNDHRVz64qiltwpVsBvR2sbxpydTwKMIuw5AGZC6VFqZw1sViNtZ4SWuqZB4k7yYyPppmM0ZJSTEneGx14KLm7n++E0gkfzcHFSJKomuNxgZpSTKlF8JTDpjz1KacbzCfap99G8sjnbeFTG25NtK8gHsYtx2Moue7ywMsynZMbc2e7u+Mnk3DaOHkO3qogzAJlTc7dyHUJWk68ckXqAcGLjTl0FMW5q/rD6i0q7OjJRC1oLcy1kodVzFIvHrPA0/FzPnr4FqrB4d7UD0OA5pcZx7rQrryGqyYOpTLibIBHbyz9IrpH872ei2ZhScJ4huUGR169UVVJFu/3+aA81MLQjPIs436efq88TO3T6YJQJAfkH8dNWJKTh01MJJcJe/wMPvn2bQ94q4jPPWuCruws8wHyQMOZy+kCt9VES05qlUGMTCAEFgmBstzC9tCIifTY12ARcEmYxC6wStQVnNrF5RzAKokB1edcUWkL4zIxjh8hbue/B2vIfMJefAtEOZSZTcq36/8OcVpO0RDf3OHzCTl8Du6BBusiv46iWFybs+Bob8JL9xen5+g8p3K8Sfx1RTTddk17bhDIthAgm6YDbO/Cc157Mf2BCA9/GC2Bv4WxqmJ+stmSUVQ0bt4uTFPdOHU7nDXMYXanYKQGauUZD/rCe+C1in8r5CsOzy69b7FgpS6My0JeFrQ0zOhFfKhJNuuT7jpDM7ImdnngfhxpZmeF4Vu8f/h8ZHr5U744vuSxLhyGDcfdA2Wz74dkfNbaWk+OCZieNUzl7DsbvtVy3iDjza8APSIhhqL6TH9ERUgYao15yDBsqRiIsBG93FS5T6ZvyfRbxdA7uSoh4OPuPOaBg5yNyRCC1+oOU0pnr2n3uO67sjB4qH7jTpFMEcEdtq2GanvfCcrZhxhWVELt9lvWUSi5hfp7Ww/G1hiWufOxY1Ilx5fU3R4cvlhOH4y/5NcZSZR9HqKx2dfoYo1DLRy6qvuoiZMoRYRqlckbs4fiqnlDSwnrJMBoeHOsRcNL1q/WQi24LAzLwm6aGeaJXBekLtwvc/iMl4ILbKZH5r6uB9UrDHDcO/McheA2ZRR7rux/i782ijVqWaBeBEePsja1Q5BUW+wLbo5Zw/wC4XXglFJwKVmtciJBzmaM1s7w35NmJk2vJM4XESN1ZzDvHOmYhs0piEHmkVfMKeObPSeBYytQJlqdYXok3+yS3jz6kCN35W3b3Z/zvUWVmodn18lTpnV+sjZj48a9GfvWGN3PMrOrHooAowuDGalWBov7KYxVhaYpfk9v0k5WKK2y9NxORNhIYu+VtMy8Wm7JMuFX0+jbGfD2Ua3xVBeQFI1KdyyNfbIV67kKZwzqWuCup7lDt7u7fvz5F7x65b4c1/Du63rhuhx3ufqZCqgirTDPJ2oeYvCXxw8GmXjbyb6hUT2Sj20e2Q8j25QZNWM5U9w5WrtKqKMrPXujEvZErS3nLuO1/c2rRfQaF0kSOS9QJzg5r9rniDdSXdCl9Nw73tm90byxaQFH2udxdaY92/3c4v2i1YWXn/8Vh+NL3Iy5VSYBVKnbO572L5jGLS7KNAwgws4aLSUsDZhm2qrWyvXmKn2fjJ+0teiGjvO/VvcWjOBPlzWFcxBNjCKQM+zuzzAyXlGhv8VfH7l385Nqt5sLcb/jZsfck6fWIX1DvwbTaoNjYXmSWu3XLFZzS3SaiNHkwq9aND1Ltp1LXbQ0o3jFaOdmjJ8h6PG/qc14HgIiKkKeZxyjWaj53+L9Y9DM/bDlqSxhQ2iGu8V0yp2Ek5MypWi+hM84gDOUEtNKHKdBWzFMl7OgidAkzpFkwb2vGM0qm2Xm03kKH3lvca+UwrCcGB9/BmVmfE3BNC0ncONubb7cGmpvHEtrz/bM6s4ReDLjWGZEYIMwWqV540Lu6mu4w/iPOUejjN5T64ru6samVr41n/hoOZJo1L7HZ29doLCQzMh+QciISuw/vak3qzLlDTWnM0LhqRZOyxTouekUdom3eKNYRcZUuvigKrZ/wJOyWMU108YdLQ+XfVgTLY8hZUMUUqNFMb0zD6ExMwZRBofBjcEaWzdGiwZ4I0RKTTx8rVsFv9ipwupJ7WRRpDak1S+tad/eIVd2eM2M0wdii/TLimPtdlJ5wFuBuoCG77ilITjxZmvGfUYQXeK5wd2Xi+G/Gfp9Rj5xtfbP77VmDqHBEYV09y33tZCHaVlg3CF5CETtBxAfxn/F38JY7XAU4cWw4dQ3qb8qmWsdz+Rwcqd0HrTWSILWxbMuhDVeLaQDvnW9ANfZdMAFS+dTGxceXbp6bi4LOQ1ISuFr7XCaD/yduxfPfKarGZsb4ue9opnx+Wf/L9Yq2q1oTi0EKVrKpFqYBSxv0GXBUXbERGtrxox31dfgwrXknS9niIGT4lCWtesY94BEuxPHMVWWYYxDH4Flpo4bNjqEnc9mF91Ija6qm5032Fu8WQyaAokiQm3h+bseYtNmR0sZnZ4QgjcpIkzDiNbKw1Jwa6RXJoHaglvVVHEX1GKSvW4GfrVZNA8fagXmFr9DtWFpg5aZNm6hTzIsj4yt0rpgWfYGhye4e8GxLdz5iN6mU+8V5h6QfmuICNuUmVpltnq2TlQL/+hy3q1hU2roW9A3Zlth353k0+F6eOwDo3XxIwLK6xI2eLk1EiFZ5mno2ZmjNMbpgGoK5eGrCUS1UAlO237tb0XVG0f11j1aAYfHsnCqC1NKYVnkxsYasxlFu8BoI6ZYbrg5UoMO8iiJQZ1tXRAPZWd1Y3AL5W5gqIVGIJAqsGmGqYTIkFs0TTXRxg1NU3hSd4X2JKDo2RazujGbofOR4e4j5PQYdj+3eLNIGVphk3KID6ZMvfuYcnyMx7vKdktDwH7NQlQ2jSCNXBfWNbyijFZkmYuhdlVUdRcAhg17EZqB9zk1bWHQDfsr+oY5zK0waEa7z/n5ZM8jPm6QMuHbu3NH9lgX9nnkFn9zmHvXx4hJs7QaTanakI4kWlSBgeow9r0A/DwlDh0lCHTJ83hTqPflBHleK0inhor7lTBtCvFZSf1ViohSW2Fy2G8+HEvUWzH9DY1r+PY+j9wNG+ZWyWlgyQMsoeY7ERyKgmHNqF1kaC2m1/eJhXABaqwcqPMs2jvgV64mjfg54UpX73nhVwsZ2LRGUqGiVGshntbCd7pYY+iqz7d49zA3Pjt8hpc5+MjWMPys9lvySC0TS61IXTipoqocU2JTCmOtLJqeWZUYclbwRi/oBD3zp9d7KGCcpXNgRBLZwCQO3VYXth99EofomlCv481bEv1OscsD01wo1rodqJwhc1NK1O2eTfd49W5Z1ejT4y4jtIY47KwizZm7cCEpDsXBrUO+iTW/Xvp+EjtRTBfJSItDveG07Z4xD2RNSB6jK90agwu0BV8mZNxyqoW7mxDNO4e581gmplpQEe7zhqkVmhk/WU4crTAsE+4Na8YhJTaW2JYZ9Qrm59Ra3OI6rbt4v58Gb+SeZLfz/uBsWiXVxhOwdUelYXVBywmjIfsXSKtIWUjuWK74sAURRtFAR5zjtv+/aVSLxDmL8rItPNUZd+cgyr07qRXEKrsap+osQhU5OzTUZ6JfoeatquxbI3V1Fb22UkLIhG2iWpz5p04BaioseWQat+HOAGf48PraaLIm3Jwq8f5zXRgkhRNI3wtu8QYxbmE5sUmZYy+C67hjunvB9vDy2VNdE2iKBso4gGdIgRxRa2fBUXOLSriLxpk7LaVQ/teMpHTO5dYwC50FGdOzsiw0WSq5BWcXazBsA5IeL4yf9WlkWKbWZzZ/t3h9LK3GGa8phhCaw198maHOmDcMpSQh4WGT5pfmyYoiNISMnnM9vbqCUe6+OXf6ekodwxW9IlSHLdfYp9NAFxxLIMrJCrs8vvHv+r89bnfwBxBZExsJMaBBErrZMdbKZzYxWUykmxveyvmmx9dCOO5885hEpG69sPpLR7EkuMolqe5FtBNWWlnonEo9T6gzYaGiECrODUapZB2ZvcIyBwS5FYYuRHOLd4+Xy4RPXZCmTx3nVilmVGv9+maqO1urYBWscUoJawOjOxtrLNL9CrkSpOsR73rpX672N9J5tw60pCF2IrGBqiiDhQjZgNAwEql3Kon78ANRc/xlxi4P/GwK3msikSVRvDdOrFHceUoJ32zRMpGWyl2deZkH9jWmTnHBjNwqFacmwWQgi7FphdH8XERnD0609MaJuNFEEVWWlEESrsGzdxGm1mCZyNsH6rBhBMa2kNdEfjrgw8jxVky/c7g7ny/HaJR0sR8n7AZ/Oh05tYVZlOyc1d1Hc6rqmQ/d3+jMo9P+rxAJWbaGuLCKC4bKe+OuNhLeJyCNgyrbWhGHRPBuEcV292HXkge0Bjc7bfY8aKI+g4HeToA3jRWEb04U0sBsFS8zxY3cOfAZGIHqgBuTBmTXRaOg9oBejt2f/qQZcHat0sSuuLQB7x/cQBInDdh263v81hqb5cSiUNL4jB8f9klC1USW4PMXM3aaOdWF+3ED8/E2nX7DkGETRbI1HoYtLwmLy7bZc9TM9vA5+lrKnJNLJS1TFLRcwCi2cloJSod34ckmiZryZc9+9m5x5ssywzBehEp71BqSlQlo+4dn94TUgl8Vz4u1WzH9BlFW5f7VPSUpUidoC1hoH0xJUQu6jWXFZWQvS6jxx4sxEZK1Xvpe7pW1MF7FJuHLyNXreF5IBzLpbInbVeLdwVJCNZCKrQuUMm5pmx3LdGB7//FX+Cl9fXG7g7+hEX2/WAhZlNkqY0okFbbDlr9KB+YKTQBvpD6xrMgZ8rEuIwFyn1w1ib5UuwJzr8upSELcGFin1ZF8JVvfp+GqIEqmkSQUfiuQFEaEjS1gI3Od8TIzpsx99ptFxnvEqRbmMqOdg7qKhjwuJ5YrTlLNGRcPv8p2MUqrSRla+JTuW+Uombpuob/wsji0sNSC4MPNOeMS3exVJGX08C6ttXBKsLWBNA7Pr/ftIH3rSKIMEkiCrMqQEtUbp7qwtE7j6KrLRxU2wM82W5IbT4vyq60yiuFZ+17ibJojPgOKSWJWZ/RQgq2i4IoKXaU3ZtszyqKZIQd8SxCSR7f7KW8o4jwsR3R3z7aU87QTHJYTtrmjmd185t8hDnWmtEbunp5Tq3yxHJlr46lOgLBJA7rZok8z0hYWd6QF99WAXau9sbKij6JBGogE78iUOC+UEKjaWmPTwsu2qrJ0he8qoN4Yl0ZqHgV7WdDdAy2PkAc2rXFfFjyPFAxvNThzt/3/rcI8rJCCOuW0+cj29BhIBc3kFlz4ZMYWOImzaeH3XVSpAvet9gn02iaB2MtDREwcsjUUo6lSSMxpoOTVFima7kNrVJTtNMPWKWkDIiFEKYoILDkTpXo0eza6w2q4DwwsMWG70T3eLMYdTE9kVXbDyGE5xUhkGDm9+BXG0xN5OV5QRLWSl4oup3MhDf18OAO+BdMA/7aueaLeGNxwT1/KA8wvxZSUBcbNc+CwwDGP7DsS5fmLn6PRit3EB98kVtcbaQVXwUvBawy4xJwTMGt4fKso4k4SZxZlIFBHdqV7s4oIvi6uFb5fRweVq+ddpt7S64c+3fY4UDwNa5UNmrExkAqeBubTE5u7jz6I/P+WxX5DI6uydGuLanYujESUl2WiaUJSJpWJtiy4tYDwqZzFKWCFc1+Dxq8Fxi5uoyv0Y+VJrZDPSLK7BL+Eqq+lnnRhSAJTp0oO+xRz9hbwbi8T87Chud0sEt4x3J2nMj2DSy+tMZfpfH9cx6xKchhbo7l1vK5QUmbjjkhjXwuTKHNKnJVLus1JPPuyCddI2ahJOwXLqWYkhDvA80AzQ8pMk8RUC+MK+YL4/bdi+p1i5U0PKeFtuYLgBq+yumFmSKls6kyuhnqhqfA0bNm1wsMyk90YWrTPjMS6+l1gEaU55C5k5cS5WESoEknWpi44A2SoMlCGjGsmpSj2X7bC/XIi55FWJzz3679M+GZPsXYrpt8yijUOXSdDEKZa+Pl0AJyX5Rhrm9iviybuLKDfuSzsloltq1Eku5PcSB2F4HZZ49kbQ4vzofUia2vBtS2amImCSTpnv6XEIJAdkhW80EFMwg4jP/wKm+0dtIqVBR/GC+Tztge8cagIU+vtThHafCQdvuBkxkGUISk0YVuWmDyKkzUgvMmd1NEo+7pQRbFzPhBdk6E3WM7Ujt6AXySx5ECR2YpSsNBPqALijWGe8VEow0jq79vSgKz7SOdQO04SOLXCkMKTktyjAAAgAElEQVQnlxtC5c1iewfLBFbZbnbk00tENPIyVZa7F5TtnvF0YJhedmrPhbYBl2GKSkwqQzQumiwrMs0Zg7LVKk0SnvoeHYngsxpZytIpHOApU7d3WB6YlhPbuxfP//5XJuf1Jj77RnH+nOqCi8I84V04dtaFg2tAuyWxo8Vz1Jlyxmpl7M4b2hEpnPO4My77F8ZaMMvVv+vPoaMbzj+Je0pEkNUZBkASbf+Ab3Zw/zHSKsVKX/vffN787QT7hsag6cyHna0yauJnZeHlcsRtvcUVbc5ijeZgorGIPBLl1DtVhlytkstSuRYkEJ5vxFE8X6BB4k6yXnC1BqokFLGYbEmBNgyM4ox1oVnBW+VUF6rbzSLjHWNqFXNHOmRy6Z9p8ue8eujqjuaUlBHRaKJIcOhEhaKCm6DujN5IZtSzZ2CEEB3H9d8cOH6ogslMlUROiqZM3eyCu62JskzkcRc8eUmct85hgPxhWCP8ssNwtinzWCYUYVChWcCtilnA8OpM9kouUUhDXMMmYadCC3xL7Z3sSwMtSBvqkXTNmvqEMppxwYuMhCq2jQaWqWM8tpHr41mZHO6nCaYjbHsx7Q5lpg4b4HYPvE08lun8Ab9cJp66Fc3UCqerxlpqFSsTB028OD6BNXatkntDlP6vrygjd7IZuU+LghHpbC2g4FPOLBrIBSE49UWEWQdEAoWyiDJ4I7WGp8Y4nbjPG/TwBWYV2z6gywm7LqBve8AbRxJh6olwaoV6+DlTtzZzD0X2ChxS7pDPOOt3tesZoOysUUWjuL4qstSdwS8KJute0NBo0LtFkk40zJMHbeBcV5kxtgVSwkUpODJsyAQceUwbkgbyDeK8Mje01Vsx/YYhIvjdR/D4M0iZXRo45MRUropSVSwllu0DyeI1o81IHwI70LSSmuBKb6hc0I6JgOO6CNWlU7kI5Wh5nh8iep48ts0+KIDDCAi1VUqrDH9Ns+yml/Om0T8nqzA9gThzHpmHRpqemD0olqFrFLjSWRKjCqJOqt4FCqOVcsV0f1YgA6+Uxs//gle/X6fYnXYP+Lm41mZ4MnwYsM0OcqZ98m1EFekWa14X5FZM3+LrilETB0JZt3QV158vB5YW6q1mDSknJqLYhT5kdO/0mF49y8qaWFeCPNvaLkWUXzqbvbv1DP7Riy5zGAmIXxFh6GrfivFQFnzcoO5oicR+aktHln3zYR5fR5xan051fvShLufP8voTDVhgw61RW+l8Z2ewEhtfL76KKhs3khmb5tz1krwKNALed75DHJoLuponiaJSoSUsNYZm1DwgQ8HHDaXcsR33nDp8TNKAjLsbvO8dwrsy72KNURM1JcwHDr6cUSRaC80qWgy8nCFZEIX0R/NMEqgk5hTLey2exJ3UJbtXIbpIokOY8BoiFjmWMlghV/AsIDHRNEnsklCBl+I8HA/4fUXyxY/abrnUW0WxRmmRFS+t8pPpMaZ7BOVj3ae1NXKZqcuMlFB73lhFV3jneULROW8q0XQlmicQj99ZA21AJGM0oWoLiyWHKgnTaKLMLgy1Yeo8WENaI6mh0xMMG/R0AAPbPyBlil/eJ5e3eLOozULExyEdXzKZYe6MrTCVGorarTLnAXflrixsrCIEzWtvBfGgbniH86+RrhAoTuQOs4QYFcSesL5mdTUuvUmvK5KzGeNSmDeZstvFhNqNja7TaunuALGDVAu7plu8eUge8N1DeL+Lcp+3If5VC7gxTMeuR5IwVRi3lFbQ7k1esZikyBXk2lfKH5heUS/kUkA3SdSu2k7OHcl0eT0YljZwxaGeXy2mb2v9HUNwGjYdYZlZhpHHlPCcME3/H3vv1uXGkeR5/szcIwBkkpTqsn1m5uzbfP8Ptfsy0z3dJZF5ASLczWwfzCOApNQlUr2lPmTDTmUxhQSQJCLc3S7/C+ajFSJJ5ZDIYQiWa1XGoExQbq063g7NMuKzP7efxc1jeSJswoY+ZE1lrxlSSscpYfj0npiP2A//hByOb97crX0XHs33YvobjblUiipLy8nkz8uZ5o5F8GILsbwm79lS5dWHyMw2fBYcFx0KwNfNcuttvimiGYtmrKYy+l6Zbo2I7G42YPLkamh4WjIBR3dEleO60ufCsaXPdXNHuRfSvyc8Yk+qHeN1wD43YTAd3WJ3eLWFZilCFJ7TgC7CKhOldMKVMvIZCWfyq9icRF6/En2HeG80gESS5yNNK72WFDGyjloMJeCJrp/oUvHH92nx0DunwyN8R9YIf2RkE62nj7Aoj3WmmVMkO9LVOmad7nDsl72DDLlmizm6z4cgO1pBH9KDInlM7sqeQ9WbgNl9CJK9bdhUkp9n1fBD4DYzlcIkOXV8IajeOJ4/wfs/j3/IXc39a+M8UChO8C+X5MkWUTxSzGeL0hdiXdDlhW6NVWDVynvOmel8jq6MMZu6gf3O0ffEa3N1mOjgFVPZNThqGJtEmUvglhOQagIy09tCHdxKaRf0khSFAOS+B3xVdBzKTFueeT4/UxBKX/PaCzyrIqUOWxxYSyHCmRze9ZVT77yWimjSfqr33Z5w589L2l6uWvCBRCGEglPd81qr0FXZxOm2bEHGPfJK4FqZRaiirGF4pJ7GJEpHqUAfvsf3+LqQ42MOR57+xuTGLIUygb182p0dUkxsfLZlAvfhQxzw2QCjSjY5TKfRPPllFO+sHBEVJn5JzVNz7HTYcxDI5l+eU+P3lbevk3v+90VRhj0Z50/0CJ7qhIfxN1X0cGS2ts+7uihd0s5QuTquGDEEyN6+9+dA78/h3HAtpG+/bl9RGEAnHeKEowkTkdQfe/wR3v3wi39X2PfRSPseGgL/ZeOhzvTIaeRLW3EPzn0h2or55ja9TZQlBYIGLvNaEl21AbZtbePM3dpjsD+b4TQofH78yeBeL6NIL9Gp1qhxlaZQgJ5et7eqkvf4+rj16X5tLRW7YVdUVrZCeqWZ08Lonsq/PQLzhP0tqvw8H3hVpXZjU+YOAbs56pxUg7UBIdqsdDbgvxLMZhRPYZsSjWldCVuR5YK3M8vljL4+sbSFePwBucM7f1esbrxa4zC0BiyGKJlW1DrhhmOo2Zt1GiRffu8ej+t5baL5bqED2XSTcGYLTr3xvq8crWfDbDToJDZQGah3TuuZD88feXz6iaknLyoGveDFHV+zyAPA+yYke48vjHUI+Dyt52th7T4aIGmTx3KGdWW6POO9EyQMuKnwXKbBgR40n5uv25ulhDPZTdp080fBWVQxzVTNIyAcl2AV4VyUj1rR3qmWFly9X9I+zS3pBxtU/a7k/MXho6FVBF7Ozwm1t46EsQIXhFdVLrWi4Rx7o5hhopxrzT1cUiRwdqMEnIc3dKewqHIuhZdS6cNlQyOo5hyi701WDUM8cioNjKRiCBMGK8okShl+1JCF3dk6sxREr1acNpxE7vH1Iad3lD//N0SEWgp1XTlRONaJqRQ0LNW/IYubWq/TRknR0QnhgFBQvMz/biEN6UldvTPHr1wvYf9dGxUgRlF1m6vEZ5DvetfL+KKoqoQZsVx4jkQSXspEE3ipEz8fUuzNVejKbmEaY6y8Sq5zD1JQUHRrkf7q1+eTahtfvv85mqcjf3ASdNB0s1TNCfm5Tqk8fnqEMfCB65t/L0v/Ppn+huNUJiycp/XMS7tkZzpIcRcGE2LjxMmWMA9s3vj+yo/k+vPx53W/3FS9tx9Jih2F7AlcDPinSOwLT8156A3RipdKoWZXUsCsoWYcynQtAu/xVdFGM6KHs4bfXiGiTrTldUyvO6s7fSj4TrdjSmJY5viA25MTZHEObpTYjFjyWuc0ctwNN7/wFjCkOOExDtZgao1VCtIW1qd/w1TQWlmnA6d/5Af0HcfTmoXIQ515bisvfWWNTkV4EEUDnhwsbKjvs6/xg6VCbwTZ8CK3hBDe7hExpkzuTJF7i5GWSZ+HeCqHm2SSXpWkcjz9jTg8cnl8jxO0MNYwju0M8wECqtzFB780fDTBguDjetkfX8MITwhud+fUFh5eP9L7gjhI9NQp8PQLXqUwhTFH3ge7zuB4Pw14MNsf6QiTBBHpHdpEqYOn+3bjibyHAi4FfqbwF3eURmuNoguiR6Q3plGA3yk+Xx6bCJEtr3g41Qy8sajQPRsZKRg3zuTxupAUB63huAqCs2rBNAXqVg0OZkwuud7Fhmo/Q90Z2MUJ2Tvw1zJoNOdFaGXC55mTd2IU8uVGYNQJQsqOiwlI2Po9fldM7//My/mF+ed/Zhn0OWXYUkojymEI/aVzQ6+VaahAq6auTaimhkFsw5dfi0g7ROscdb0u+1FEez0QkvDiGE3ybULdw0jmvPxCbHC6F9NfFJMWwhoX61gYbV1Yysx5uLj0+Yh4cFqXtEMUZcWZIgaFJ6laJaARHBg8Z3jTQN/idjJ9q9q9FdDI9py9nTZ+ltQPKwUtUwomlkJB0eWcyKc6E5r3wfeCTL0X099wbJ3Fp1FIOwZ9RcmERtY+kpvhAUckum/ziNzeh+tCeAvtuAV7ZCdZZUC+VfGh2rwVWypZuNdIj8oYyqGdLMrUDJ1BtNAJHtvKrOU+mf6dMdJWlt5wrRSuXb9XlZxAY5ytpw/tSKQsgq0/bQSTWSoyRySv0joSjo7rqJ7fly2RuoH3hozkDlCP9BoOTX6OG7JxrwSkNeLlI08C7/7032nPP3Gcj/fp9FfGOq4nwGmaOD+taYEWQbF1oAJSHE5JxWUlod2ndeHBc1+Y3bJh8u+oqbYhUreluTG2g189+kR28SrIBk9Eohfq8spB4LnOnA9HZjeOHkRvSJ3vSv5fEduE59xXlhuI/HNbWH1FzHlczpxenpC+JGfZcx23ceFcU1CoaaFRAKd6ionpOB9mb28m0S6a08uhgSGkM0Mob7k+SNoxehbeK/Ai8AFB+4qXiVorqDLXCWmXuy3SV0QPT+HRywtTgFpwYUyLVHCzISRnrFqYdIh7BZzc9kaYkE2vPqZHIOkXH50P1vZEOSH8qd4/WifjvC84wtwdq1lkuyqtTkidOAy8t6wLXirNnUmVh2GDtqhyvD3472ruvzsmLej7PxOvHymP72nLBbU2BimOFEGsImIoRlfB64z2nkrr5WqEpMIvNSzCEQcrpGI7wmHtxHwjYTUp9OTiY/N1Qj0Kpu09Yz78gjM96f3af0nMpSJt4RWgrSzk/vuqwkELFsHTNIN3rMPRe6ICgAsTSqNYoJI1QURgIuhAF95m+7+Wkue612GtO5CpMlgho8YwFUwqJqmk01SxOrGKcrTGyR1ZznlflEIVSWvE7yC+j3/Ff+H4eT2jkn0lc/CeHcMKGKnqGUmSxmPzmH4L/NwLpJsCe9teb8XzN2aUbjwcYag8yngsn+go6g3fBYsCCaNJoG1FHPrDe05DPOtui/P7IgU2g4v3Nzyk1Y0FYSV4Xi/YgHd7OA2YJScTTlDMmHqjjCT9UgpTOMcBzazeqTuU9xr7vQAD+ZCNGoZNDqqjm5nwXlBKOGady7qil+f0vXz5SHz4y3069RVxtpb+rQhL71eclBvqhpvTIhBLMaFDN/56fgEPHnvDxrqt5oQLNdjX9W08xDrEqMYx8XcukQ6V0K3DLW6sWAojaSDuPD7/xAt/4vXU+SGc0lZ0Pt7X/1fEBo19atfG2bkvtHZBlguH6NDOzH0hesfHeuyMhieZQE1+nQqaFKzAEgEazDhTCGfR9JsXGbZ4MUyN2KH9k8coxm7/jldwYHhCvkWVRwK3Bq0wzSeYH8CMuLwgp/f/+A/vO4gIuKwXpHfe2cpPKpilim/vtm8FdYgRvahyCuVgnekzfYIawfu27gKDAKHKaynMkV7jOu6TAvRS6OQkO4YSOGH0UHophBYmgoM5UvM8Kt6H8ngwiXDURKatJDUBxrZyb6j+h+JhmnkuE4f5RJNCd0NsHYWwI/MGPbEUk6xCzIc8/5etHZPn+kbZ2V7LQBK4FgowI2O04oROeJ2uZ5B16CtyeSEOx31C7RvkeH6LRVNRDt9JMfWPjiK6a4yYGY1skHYpqCgWhYmV1zLxivKD57l7imDVoMfEB23JXbcsfosMJXe/0jU2muftPp6OLgJ4DkuyYCAi7xYT6KrYsMsMSTTsixRE4YxyXs/oZeb48A7WV+LDX7KR/p2s/ftd/A1Hs86n5ZV5HFC472T+jQnhIp/BduLGZ/o6egjZyqNr1+kKBmf/GWw+dZlYlU0VcONiRyZarkIP6AEn9yFUkoXeQTrH1qCvzBGUO2nyd4WIpLVARIqLiBBunPvKS1/4GLnpbuHhmAeXUil9Bff0FA3bBWiIwHwUWzsn9i135opkuE4v4FpYJ9cgPS9tJPIKiDvtUFmLMP/tf3GejvjpfSr93pPpL45tIuk4H9uFo1YWVfra0sPXDfrCYb1w6I1ja8xDcOzgHYa9jeAgMXykt+l0XszZkxlfgGqdLsKiZdwTiVLwW5pIpBLwlYuddm1rnbjUiQeMucPDy0eeH96zHo1TdE53vuzXxVimqyWcc7HOcn5GlguEc1gber5QrGGRKvweuf5KWKJM3JmHpkZXRUI2PX5UhOoxBGtyj3cZsL6b65t/lTwz6o1d0rZDeMielIHzrDMH8h7BVg6H00jGHLm83Nf/F4bjtLYg0dHeUkxICvQVH2q9iiNCKm8LLJtzw944D+oNhefDuvDxcBy3ltOLoh50ap7z46z3SMV3TydEmuibA6FY59ADLUbIAWpF3XE3tBQEpWqBmjY4i3feAfXwcEcm/AfjEMH5cMTDeQBe2kJQE047niNaCAl806uAVOVGqOt5F6xLrlfPwptstiWaJZsqRYRQJUTxzyyNQktyot1gucChJYRfyOv+WeF0+k4KqT8sInOrheyAtx60Wlh74U9twUJ5mgqzrvzUJx7FU4RMUnzypQM9EaamcBroQx/Isi23871tOtBt+18g83iRjQY69vutgB6Nly7KqooVwVV5UTjaSllf+MvhQK1T+qTrKXPX7yDuxfQ3HD8t572QmUQocZUFsz74jWNilAnR1fJCRlK8Ha5lLKMQoW++gTcl9C38O1RQy0diLMDbqUWMhU5kpzvGJi0e9JJ2WcVW7OUjp8sr05/ut+HviSqKbcIeqnideXn9yGtb+Gl5xVWxaULbgsDg2jimhUdSiErCqTfNlsmDU/Qd+pMbZSBxy4y5/mxIkbHhHWRsrLIpwA7P2jYdWKYppxoISzszffxn2g9/5aCFODwgd7jvb0Z3S1ssfLfBKyocpfLcG+vlleKNqTcObWXy5EeLO+/7wmSp7hnR6ShT5ORha4wF6Ul72zxLP+GcZK9S9ulzDb8ewhEDDn69SzQczLiQDTgVz7/X6xPPp/ecdOI43YvprwkRwfB0bnCjnZ9gcObEjdIWTusrl0gkioZzHBzrocGMi7Khs8vYqCuwCVVON1xpyOvoaEK9w/fGiylUhylSjIwrWhQU1Ie+gidC6lmEDwq1zuiGdjDL6bT17wbu94+MZgbekdZoo6l2EuVpNMQBiuc1ndxRH3u8O+7ZGDtatk5MEpJ/DMPbwqVUuiaU/8CWGOfkqiNcypTNeRGqD9sdzQk3YRsjFjFD4wI+EfORSRIaWkUQLUi5Tis9gnpXc/8Ph1jnXT3wcU4xt0eEl+X5ZhVDTIchALW8ea1NU0LCvUM3sBUbMqMmBS+ZD1aBoNBKAdUbx5dr3BbXPs1IWzLPfHiPP7xtmKkID/di+osjxuDqADyJ0NzoOK8IqhPhTlehC1ymAydRDuuFZVP2DyhFOVnSPKUUXk04jKa6h6BDYHBDosJNxjcu9JbjxfjTRGhSsjk6CmxHWEqlBHyqJ0yEJ2uUtjKdX3h/+sDUFub3f/1uaH730+sbjYjg43oeRXBOgFWywFqi0cLQoa6tDDi2jO7i6Ebt7zVSZxvd4X0qCbsq37VnleNnGVDRspVQ4dfDHPYJ5SqyKz/WbZYhJfnXbeX08z8z/4//+Ud8ZN9dVNVdkAbgkwiv64XnvuKR8M61HpG20Kztm6IV5aKVx1h2lEGQzY53lgXYFpuitzIKoptCK3RMp/ZbKca9kqHjfhF3WplodQY3zA2XQl/OvH78F+aH98hyhtO7f+wH9h3EJjr30lYmVXzAMKe+Ui+vnL1Renq6z71RBrxT8ZwajRlkNsAs12TEQJQM2zu/Ra9wnTxF8EBnVd0zqNnSIouRdG+qC6smLFDCmPpK40AroDJR2gVePlIOD5T6drJxj78fVfKaWzjL5QUZYpOEU9cLdb0gbsxtJQi6CPtqFiCyOdZUxhlw0zSJXOOHfSJ1nUcUHA/d30bG8wOhuCMyKulgF6XUSIs1lzQxX0vBykSZT9AuY8pi2bi1dufNfmlEEH1ljSxIi3WKFiLSieHQG7M1Jus7KkgjmIYY0bZOSxg1ABRtjUCo4TTRvS/ipP0VgyIQsSHdUrBMIlBJ6DeS1pgzw4e+N2ayOaeSxZPPh12DoYjSBKbj4x//GX5vYY2pFE5l4gxQJh4JlrbsZwaqxPER1gXsShPxcNZSqdbzupWCS2UVHcgHYSLvhXk73yMwN7o1Jq0UkSykNxXvUoltb+8NyGn2beH9fj6id0TCF0cfYpEPWkZj07iMwrWI8TpVMMsCV5XnaWZy58HOQ/MCTCaOapg6xZ2iilk2SGs4c0AM2qjLRgu99km3/M/Jxq6jNBFuLTl8KIoDtFL27zvw4h1tmXf+Nzeizn+PPfZNxf30+kbjYp3uhg67KwFwy07yxmFOPMYuPlb9li19/V7IgikT6NgPUUaiXSL2RbUlSfnizwTLRpGt4ek1FxsHF1QLJ3fshts7I8zLK/PHf4XjvZD62qhadqrSxRqfomNFWZacWIQHZ+9cSuXUN5XP3NQuZXoD7RfgnTUms73hAgn3KcMEIUYXksjNMjdUbqbWDHRCIhaaKKEV0xSy2lRDMaOrYW3FX55Yzy8ctN6L6S8ID8dxlgHTLaos51fa+QkdyfGhLzysZ5pZesi60SMLabjC8yEbYpP73mGeLP2kG7oX1FuRpcPC5uBGU92bKKHXDnZa7ygvZaKO4g3rhFa6O3GaOXXjcHnJSdZ30pX+o6Jo7vetLcRQ8xZIdey2YG1lWleIno+PIucWa6DAIpUjY5/YH4+9yZqUDacP66NEJ/S9pbpde5ErRShEmMa5s0H+NYJeJtCCoTDVhIS7Df6fIKoJK733VX4zNoilWU9l5bCEUatydKjrhWNb0bAd3i8E6sZDz2IpVfsF04oPCLdEcOydj/NMiHDRwskNHRPu7bp3Caawq/88ZJNl95tmoNXyvgnrzJcnov4Z5uN+rxUtqZPx8MNdL+P/jxgF8+N8wNdgocP7P6fA5HphbZfkLZdKP72nvPxtFMSeziyk7ZUaeV+oIgJzBDqu6/Hz6zRe17zT5hO1THnNtWA33Gibj8ylpl3fQCEc68TxO4H3/lHR3XOvVOVxmvl5fRlw78ytnus0mmXjBSK8TDM/u/FuiMMp2UitnhSfiMALYIlP6zWbG7cYwbj52s6SVYceErE/11BcAYZdlsCqheJO00pI6vj8TYJTuxC843Mxum857sX0NxrrSKZFhGn4QVqkzdHm/hajsySevIllQLTYYNg3XSdXHUnRtnC2+UO+XyZXmzBF/h22503hO99m85+F7Eijsk9InurEDDwITJGPTWZMP/8L/sM/occ73Otr41gmfl4unHujufOpTFRyYvFqSyIURPk0HZgDZhuTLJynOvHX4fs3W89Jw3jfElc+/Nal1P3QlaHqK/s9+PaYlby3VIfCY2FqK71Wmh6y2RIJPbW+sL78zOHh3VB3vh+wvxWX3gdAJD1mn9bnLFjNeL9eeFjOgCBu7D5FDAVdt4FEGN1iEepGERmq7QHUMGwU1BJZaNWIVGUVRkOk7HvGFq7CS5kyuY70Pm6k3B1SKGY8FOe9OawLzS0TrXt8ccxa8MvLnsxKgC6veFuZL094dMydiRhwXPY9e+fERVqeVWzAv3N913BmN4Lh+KBZUCf0/+b1cm2sbu24NiD/B8+CS9A8V7SgIpRSMJ3oA92ErVfhxBs0zD3+/fBw5lJ5csuz1TomwmldmfuaIoQb0mhDkHlw6h2XTWRwa5LdUDMEVIJ3rfEyzwntFmV22y96Xn8f+ghZpAfChOFdWLN7holSzRBVVEC6MS1n4uFD7gMokxZ8PlLnw3/OB/ndxXVM8n4+wnpJbY0p+anVH+it0WxFERYcef4pc7ixBj1mepk59JUjiThYh4XiLwrpm7DpkA4x1jlopR8fYYgS2uGED6g/y5moM4f5yIc7veerY9tpvRRogkqhxQJmGCkEudSJw9DT2OJSJ0yVQ2889KBpzTwdx0RYdOK1wLu+Mns2yTvc8Drf/j26ApoN2ZC04ssaIH/eVLmUwlJq2id6xyXX+VJnXOCyXLjUvNe+lx7qPYv5RqO5oWODm8eEMotp2aePARSz5MOQEM43ep6Rya+pbADs7eGr79zgRjBg39sh6iP5QkBHV7RE8rW2rvUUjltytasHvTK8ScckS4dtz3KGp3+DezH91TGXytlWLByP4ByOzkfi+ef0ljZLrnwEr9PEWeC0LpSA1zKxSuXojaP7aMKkFVaN5EzJ7UYq18nj7dF6nW0zVBwV0+RZBUKxjiPU3jGtu1hRd6P3Tjt/wr2nhcu9mP6NEBYfAmTWscsrM8rSVub1wqktFKCRDasIo0fCdEMUx2/scXIdN1EO4YOGsf2WpG546BAzspvCOZiAcIMBH9voIDamlJs+wyZApeY8HQ/MAv+jLRzmE9JX1ojv5jD9o2KyRtwoM7e24pcXHs7PLN6zYeE+9HYZsN28NiUSebBt76eh1ttU6WPXT70EpwQcPOhSWMsV4n1LjZbI4mlj2uX5k//lool8ILJo1op5YNswwmwXo7rHl8dhOvJxCH56BPN65nG58FOp40iesgoAACAASURBVOx2YlNrDziMAhvYV/hNf2WPACacD+uFl3KgFcUk0ot8vFY9KOPiy5hMCcKMJZplrPiO867l9S2A9BU5P+HzEa1CnQ5Mjz8iSE7H79Pp/2C8/fwepwMCfEKw3hiEWaQ+cDo88FIn/PDI8eXnpAm0hTLyMfSA9IaE86ApMrdNr28jtNLm4z5ddIKXWtH5iKhix0eiVFSVOkTwju3CD+/+dEcj/N7QAmViiRSOLZHn9HYanEtB3XZdCx9fZy2sU3rIG+ASTOa76vbkzrlMXDQ4ulPCrnuE7P9HbOc8OVCBq23i5IZpyUK6poJCCEy98XJU1jIRpTKH8EmcZ2BaXpn58x/3+f0D415Mf4PhA54zj46iijLrlIntwGMIIEO9dTNcJxyh5H8P7ksOHyV9gUcI/OKk3Q5hxYe684B+R3a+616EBQzbDBmd8MkTYmquTARHa1ymmaOOtN6d+Phv+J/+O1rvt+TXRHMbPPmeRVYEnwh6UeY+pj2DL0+kt6yXiUM1Dl04TzMPto6pZE6yDt7f2iSNIjrgF4V0InmHjcKAAPUBEdsn2oB6qs/WUncrDRGh2crcOn1dma0Bb60z7vE2RMDcIYL+8glzYxZBLy9cvFPcspAe8K8eWRRtwiCrano8b6ekQEeooszxdjqoASLOitK0Dr4Uu4+1azZNtiacRrBKoZJ8uhS1EtBs7hkJI34lIAwCWrvAXdH7q6KsK7NWzta4uCHLK9PlFekrj2tOJ7eGpZA6BzVaXrOx7/sogM+qnNyYzJnE8ZBREl/T8zmM2o2mNYtlHZPpofrPSLB2K5WBfAgRVCWnVBGEKh5JRULH4bFd+3ty/YUhaJ1Ba/q6LxdOyxkHjtZZSOG3GNP/IIvpStBFqZHQ+s9LI2NQOci949jOXExZyoRJeopvLgCb4fwGDwcQr0yWNK5qneO4g84loejaGvH8kXj8genhR3j/Iw/7VPo6Lb/H7wwt4J1mxtkaq7W0wyyV5byyhCccJYLuncVaNrvf/4nT+ZlqwyOakSvMRyZ3ijlgFHFaeFohacFL2qPtMF1V+nTA5iNWJw6nd/uaPmhFgXd15rTZO92b5l8diiB1QqcDa2uswKpC7dk03VjwT3XmccC61yJXpxYKH2c49RXtsGiex49mO6UrRDkXRUOTInCrrSRZQH9ukhqSPvSfphkEpi3f0Kw1VGARsGnmSAqfPZXCc1t4tBUb3O1vPe6VyzcYG9zjcMM5OZSKiOY0oq3JmbacD8mAduXxFm/EAt4kMZ9BAbfvtx/dHsCzGwVnMufDujDHrar34MppoaOIBhrGh2bUesiJ55h2fYyJP0VQ+gXOn+D999Gl+iOiueHuPNSJ177QrfPSV176StSZxZ3Tes4JxlbwiFAEmhb6pFTrPOpEVePonbKJlWzNlvG7tgT811KebZLVUUzz7okQ2lD89JGkld7odaK60RGKaE5Xw+htZb4RU7vHr8fe82oLNiD60/LK5IZbpwG4I90oPsTEAMZBqCKcgdmvyv9IQrOON+gUyMOzDnGpJvp2qxBJ2PfN85edn3sjQigJHW7A3DrTJPRaeQp47AtcXuHxx3/ER/VdRljH+sK7OvOpX9Jq8Pln3i2v0Dudjfc8ILwRVBo67gMfOYvF4Mkz+LGWa18DprC0Pbq54ArDTku4UBHd7sUY638fVyY3TpUHAbSyddZkExsDkAK17nBQ7kr+XxRFU9xvPhyxn/+Zx8sLTwKEUxHwoI/5cAhMQ1xIPFhUmV2vqDPY9TEmNtj2NR7NOQwkWURwCOdSyu7IQFxfr9KpYayRYlQ1wLWwlDIa7B3vSrw+of/9f/JufuDXT5N7/J7oKjwvZ5beWbyxmhHhaF+Z28KhrazhLNGxlrjFixui6Un9bjpymkDdmGPQAUpgE+CbHWIiDjwsm7EDfWbTgT4d8TpxefcjUaccokie8T/OB97VOX2SAZZXqD/8531Y32hUzeaFkRS6C/BKKu8r12I6BD5OE6femJw3qFMTeKkzT3Xih9459cY6dBBui2QT5bmUtFPc3yHQq6Q3TVN4sElJJCJXKoiR+YKI8KnOuApTNzjOLHN6Bbz2lWbGxTqP+u0jlO7F9DccVZSpFJbeEdJyag1LKN/wF76WJ1nQdJE9Cdo51fmfb/rDnx9zWz+qeHD0TjVnYsAFVdHeGdoDqOdzZ3OOdGZLayUvEyodLRMV5bEHTRo/C/ylNWI5w91u9Ivj3FeqFqoWJq089ca553S6E1itnDlxXF7B8k7YJhb5XTBHKj23ojQvTBqo5Ya4RdxOnT6LBPHKmDTn1NJEczp9Ayr0yGlkaQtMxwEHzS1+tY7fqIve4+/EKIjXywsA1YxpeWVBmK3TRnJbh5/0bXYcbLY5yZ8+DNs8yKS4qe5FdnC1vlKCoxtddTAeM5RN4z/fjw0GPjYSZSiCojwOXtdBCswFI3jtC6fL8x/zuX0v0RstnB/mI//P+RNru/BPrx/R4T0aAnPvREnd9mnY33Ut7LSNXXjwyndfSuE41n11kPCh2n5d9zUCEzh540zN9SsFxrS5kJDvcy05mYyUvgRJiGkYYjcnzPx49Re+T6q+KCYpnKWhh/ccXz7yHIkW80jO8+RGjRSd1AhO3lMjYVAxktKRqJBpQP43PQz/FXRAGeJjUyQa5l04RBtIBHZqSNcyqAJ5XzmwlFEuW2dlwo+V9wEfXp+ppw/7rfG54sY9vi6e28JzX7msr6yD1lfWBW3rjibQSOeV6J2CZ47mQbOFsl5oomiZONQ6EAzwa2iBQg5BOnA5nLic3u2q/14qUSeqCB7Gu3rgr/Mjx+mztd2WX7zvPX47qpYspq1BmXhV3fOo1CV5izd5rROTO7N3Zr/+LC3xCs9FqJ7q3y0Uo42BXE6o08klhWqJ3N812G1111KzyY5wlR90Vi3p2KNptdcG2lQJ1ulA3leF1dJ1qMf3oZdxL6a/wbjd4t5PR87tE7aeWZczk0dOpgbWWz3YyiiXrSe9627ukO3t0TeWOHt5HagHJ7PBv8pCehp8u4jkPxez9LOUnFGnWElyrqYITALMEU48AEWSd/ncF95rYT7fE+svjYjgMniTk1a6d9w9p7w4zVLkC1X+Nh+pqqNT6TsHRoAP6zp8ZJMLnYJUJJyLt3zo/XePx5IhIG9+fLXG2sTqBs5Bhv+0O2EriqIDMtQjrhY59/iNCGZ3XoY6+7FdMHNWSY50KvquWGsQjuLMEeCFEuy2Z06q/BfydQzBwlWFg6cAWSIRMukqxIAA53ts+4QBq2pCu2LznwQlYWJP5bBzLEtk86b2RkwnDGG5vP7Bn983HsPiruNUUT58+ok6rmntHSyVlqsHKgnRdiDCsJFU+y8EAzOWUphc6J7TzCk8/UMZNlfjeQI8WOcyFFrzLoO1VB7cB4Ugod4uMhwn8rU7leD4AKcbjYy7su8XxTT0UYqtVE/0QWqhCLU7DU/3jJYohTqaqE3zmq8qHHpw8Csn8nPI9xZC7gOEjGJc6ZrN+MnHvgIDjTQet2zMhsJrmZMeVA+4Kg/mHIFYz/D6iXj3A5NMd/7s74yI4FO78Gm98Gw9kUjWqJfXXd0bgrMoFh1rK4v1t/iDSPi+RbAMsajDfIQyM6lQQ/bmaZCUjVBFRJlOj0xa2NQx2sN72FTagaPWXxbSkAX+3Vf+d8U8aHx1PvK6vtCL08ZgBN4Ow4JskP9tPvGX9Uz1wMZ+DZuuUv73a1EWrXvzLN9R94YX5OR7d3Egz/3qiTxDskh3KVy0olKYFZZaCVV6ndOFwI1SKiLC6k4j/bK/h7jfzd9gqGQh4hH8MB/5fz/+Kx+f/pbWOJqdI4/bQzL5UpuPbIbvKq5ILpKQ2G2vNlN2laCY8+gdHbzaEk5x9u+Fq+LvBtV1yaJ6GoU4kgJlp25Ua/zYC0wlbRTaylOd+Mu9Y/nFkZ6DeS27W4pKuCV802P/WRAUhFYra6kUNx5FqHHmh/VCjdxa57AhUgVdFH5lFp2Jl7yZYGQzhp2HD+PwdcdUMTwL53FfybifOoZFRVSwbee/H65fEMIpgv8Thpgxu/EzvvvNq3celxfcOqsKyyiGiDxIN8CWkjx3JxVbj0FCusl7pouk53RstI28R4Isim005yqeqJOdHpD/12XcE9tdJAwoKUzrij9kR31ZXr8bztQfEsMS8dWMhzDmy2tCuduKh9FF6FqYB9JjS1N0QPJjaCfEL7hvGU2V5zJx8p57w2fFd4kYZwWoOKtWukxcppnZfTRM0lBvRUCUuV4h3IftnU4fUnxMC9Q5LV/u8Zsxl5pCn5dndJo5LK9cAhYRqvdhXZhF8EPPqfRFlc3sZkNpbhaGwM6L3K4rjLN9NNFg2ByO/T0kC2gZTgEmmiJ3w5d4LYWPhyPnwwMTcMI5oUzRqeuZ1hamdkHOlelO6/rd8ald+LiceW6XgTpy6ut1ING889wXmhlIBTuzidFuMXtaqEEW1D0MX+FUjTYdabUya6XclNQdZ8W49HXHr9nhAfVOxVEpnGql/j3bo7uv/O+KBxi2U8oiBSs2hCVJdOlYv7f0vK4JtS4ezK4cRx4/0XkplcMmMCjpvLK5ffxqi+vmwUUri0IludUycsOuhQKci7LqlBx7yVwweiPqNN4mbbr6d0Lvu9/N32hULazWiYD+6V+xvjIjLChFctrXIwuj4pbqzJHdpD7Uu/lsQqE3OO8aw2LL4cHa8JndHs9im2BMQSwVP4cQzWarVCKoA4a2OV6qCj+0lSnS547DMWHJy8KlNx7/4M/xW40+unkXa9g4IM/es6gSpQ/Qj0fyViQSvGtaeJoPPKwLi2ran5Cb7irZiRwWgjtq4VaMbLPP2RQdNzVIGFSArWgeYGHXja8tY2KZ90Nxp3lH64xqQoruh+tvRxEBa0yiRD/jIxkSSQj3w/llQPpTQb+Ep+qmJtTXJK3sYKzIuAoJbem1D4RKDCXmMtAMiqSQmLCjCDRuru9Q8+6iVHdUgpN1Fp1hHPiKpGbDaJwpwUu78OFwV/L/oohgcediCx+WJW2QesfHxHcs3bQ0iuCyKzyPCebgQ0Yp+/Ti8+iq9MjCaPOLr+MeKcN7ug1Y70UrS8mS650bNYKZQDBMClbKrn9YGSI68wMcjogoUsruPXuP3w4V4Xg5c+6GTwekFE4WvHru0/PwgC8Wo7lx1UbomrD/pkqNkqruN3eBDqRacefzMkgIjI1XfW2exxCYzL0+J9KXUvg4HZkiqGQBUICK4OuZfnmFdwZtGei2e3xtvPaVj8uZp5Ze8+XykrQKASJ4WhfOt9QpFS7zgeNyZrveEUn50ghaODYev1hntcbJGjYduZRKlRSTar0h3unTgWipEt6nOeH96ytoZZ5myvE9HzlzqjOHXxOV9V/bee7x9yLawkFA64Gfzk/UWnh15aLKu54aGL9cuXm1L7Xy0BprKfsZETKxRPAazqN11EdjTTJ3vykHfhH+5vuCS9YGqxaspDVWaOWA4COv8yDFMSPtOAG8THh8H3vAPXv9RmPSwsUaP/38LxyXC0IetDMy+A6pun2yhkUWPKaD2xC54JLTuI2wx5F7UzhJBO97S74rV4jolkhPkVDvbaKFDN/acUiXCKbx1YcikTrJ0xVFe9tVZ/HOuS/3YvoLo3taYb32lYu1bGxsUwURyuC09b1wunJqBPhxXXjsK4GPruIV2r0VxJsarI1p8xvrtLhON6+3zOg3CiCZ2PXQtMIRHUX2AICOw3QR56QV1XrnTX5BVFWiNR60cvHGMoRetHcm62CNK8CPgQgJTua0gPAxORzc9p3GAfsEGnJC6YAY9IHT3ibVcnNgRwiumahn0T5gwWNipcDRjIFzSY5sKZTo4B2tR87rmffz6Q73/MK4eIdlofaF933haUyLU43fMjkZk4pTb5ikoMzMxpdTvOcEqdUy7FPkilqSLKhnN2Q0X/LqZVVsqvu0uuI86cQcQRvXr5PXveiA/oVTRHmg4McT83wcFi8VtCJ3NfeviofllWdxVlG0zMzWebSVC0Il9/zcgvN61nFfPA7It5ENsNk9G61+VW/30SDd4tpIvUL1E5m2vSYdAuYIljAalZ/mE0WEQwTHIBXdzai10s1p64VoF8rhxHG9wPF+6n9NmDsf1zPPW0NyvaS9qBbWaeb1+SPrZ17D7ukpfJ6PzOsFc6N7p1pLmkgYEZGUK5zWFlopTJcz56nSHY7ApJqWWHWi4vh0otd5wMWTxjNHcGkr67BF++H4yOM0o28m1fdi+qtjULsOhyMvHzsHFA+n6Uzn8qtIoy1Sw6Awmw0rS0WGOFmXwksRTnTUBnZNBgJpvH575yCpfKsoTbf8QRCFy9hEmlZaKRSCGRl6HbnnTG4sEpyA0Ip8R9aI92L6G41TnfhfLz+x/vzPoMK7KPxsCcs6q6IuTL4S7rSNZ7UfjB0jlQEjrlPFPSKYwnnojYM7ZdhhKeydZCOLaxNFhlKwAKJCMedAXA9dLUyR7IwpNmmrQMOR3ihTJlOrdzz8s033Hr8WQbBY59I7595A4Fhmzi03XBkTgzKSIxElPLAI/np5ycbIgPPgPlS88x5wuRZVQnYp9c3hd920Ewa6wXljJHEMyFHSBCQctqKLrVi39D3WQhOlHN9dxYju8e9Gin0IBZgDnsmCKSfUlnAv4to53tAFcJ0qIhzi5gkDHra/ViT94gcCYc+iI7sht7oKHcFVdgs0Z9wTutmmxIAGJ6IhNn4lgvSGThPRG4t3jnfe7G9Gi6CZUfrKtLxSvPMO55mE5Tqpxg3O7Nk+q+Qd0YaVoiezh0NYaoRpgn63ohphTKPzPdQdGz7TsX1tzTpS8b0AB2t0qaDZvLPxHCU4lJmpVDg8Mh8fr/Y4j3dV36+J6A3tK++l8q+lEKVQRHnfO300skoPznqLOgsONw3vOv5sqtkMv9nbN4JPNlXf/m4dEIMr/Hvzlc+rPLvxr4cTVWCTniMcTKhFmMaoq1mH8zPH939JDYDekHsj9YvjU7vwvF4IAtxyKg30MJ4Aj/QZtyR2DCvVoLlhfeXZGnO7cByUu9pXYtB5igidbLido3ORTm1AqVwkha7s+IhY4/lwSh3BcI5aOYxcEIAIvC28fPxntP3AevrAh8MDU9koH/fG6VeHtWx4AFombDkz4byKMJWaGjnk2tv2abhiT1bV/fsa/mZ9d0l6z4MYR+tY6DDRzWgi+EAyQjp3XOVlhShwKROXUpnCB30w0YsGQw0+i28LR1SQ+QQiVPk+nBzuxfQ3HMvTT9DWtOsU4aTKK8EkFXxB3bmMhLYPMaGB4tgV+kbuBOQCmy2V/6p78iHHkimDW7uqgAdVMkmfBq9ukYQXIxAThBlHd+YbJcBTM6oqqtkBVZR6edmLabTSeuMwHX7133uPt/Fq6w7ligiOZWKulbWnMFkwIN5Adg+F9+cXPqwrF4V5taH0Op4zVLuTF52IgvqrEJy3/UqNoRa7JWHjp2nPBlby/YpbWqUAWMdKxeqcUPGHd/+Qz+j7i2AuBXFDEA7ekL4m+mS/VBvK5O0rqwemMYSEYrdLKgyl1xvIZ6731F7Y1H43JML1r5JwiI0nlb9j8GxL+k3rTaFetCAeObwewkMVSZqH212E6guiq6LW0N6pl+RKTgjv1s6qwWzBwdIc6bYJIsBsCeTUknoZTQtTON3JIom87iGCenAw42Q9VaD97dwjkGGHIryzPhos2XLrolSgDBuXS5l4VEXKhBzfMZeagoPv/3Ivor42rENbeET4JMIKhCizFh7CeZWk0Zx8NDMj13kqrb/1l3YRXgc/fho0sE3xXT57noyNXcM5jI1mGG+iEVwGtHPetDzMiGGNKGN/mbYC3DslgofeYDrcrZK+IsydpzUt8QDq+Tn1MMJ4WVee20KvE3NfCbcxMHasXWjLhYjMDZZByZvdmIdoIQxNC0CchG6L0Au4B1YLn6YjmyD/0SzXeDhrCWpNl5bbu8cd1tdnbF2J93/hw+mRuRQo30cB9YeGG4vnHl614n2lGoDxUirTDYf987n/dkUumjTQd+2X7ikmws91ppYp6TrDCWAtJXPEoZGQCFTd0SyLVs614lJSsXvYKmaztTDjRJShs5LFt4VQT4/ZjPlO7oV7Mf2Nxuu6MF9eWMicyTw7i48ol1jAjYsUumZXaYNrbfy5GsYq4/JHcAxjtpxkmMARQ33jVOYrWykpWqaBuGWy7OlRV6LQNKGjlasw2aUoNYQfrCFSUDeUktYa0akGtTeYJjgcaW25F9NfEB7B03rZIfgAs1ZmnfCSHKj4jI82t5V36yvifRRSPiDZYxIVPjivwmQxOHV/L65FtUQMO9mtoI4BA01o/1ISGloj4ca4YbXCNFPnB9ZDKrzf47dCeCgTfwvHrfNowSrCEr7b1NzUxDevGgWyb9YVSQUpezdbWArMdoXwb6/bbVWAbZItN7/mFgLWUSbNZhy6deqSLy0lizdxR4uiY8IR4bQ7d/KLoolSzFJgzC2tUbwzRfBDW7ncPDcpN1fRsQ05MFuihI5DTXUpiRCRMaXc4MEhQtdENGlIalywnR8JJZ/bBUTHpILdu3otyiyVQ61pzaOVl+MDPxwOeWBNR+Txwx/86X0HYWl9iHf+AvyfUrmUgoryfkx9ewRzJLIkRsPbRkEcNxuEAK7CWQpmMImPa30VJ9tEChNJJhxu1mlXzQlmqVzqtCPXfGugWU/qgSa8VFCYK0HwQQvaFuL4iPT2i3/mPX49dloXIL3lZxfBS1v5uJ5ZrGMRvNaZenmm9oauZ5be6EMXI8LBjBcCivDeZagy51dEEGFMlvNN98Ja4H8fj6x1okrq5CzrhakvlDonV783TtPMoVTKZ9NG6yvnT/8KBD8+vKfeG6dfHwGv1pPCt7xmI9xWZuCjFj6kSR6/dpJuuEMXxQSeS+XHtiKw65xsiDMnWAOepgmHHVkmmrnAUuoQOgxCwSRh3HpDJGwAqnhR3oWkja7WpB2K8Dod+b/nI1VKNle/g/g+/hX/BePp5WeKdY6Di7qMBOgBo1jCfXpJyM6eGMfVF1KIhFsgHIfFUpecXh3DmHwk1LKJDQiHYX0FyZEUy4NaCIo46pJLWZSTG0oqjKoUXuvEweHkad3RyIJQxSi24vMBTu+wfvcb/pLoYb+wFJiKciyVbj0FqiR51RGRhdd6Zu6Nqbf0+a0T70eHsougIaiChe5Cc2+qpV+JTLPySRvkG3jTn96gv1mIBeLOWRWvM3M5ID/8lTVi3A93+NffCxFhnmdmLSzrGYAawgQQzkRCgTNiiIxtImGbiKDvh2eE7E2UhAjHG85k2byoN5E52Sy1NsRKHrTuw0JnTKrTkzJGtzoFiELrmHwMvu3pw14Y2G82bu4BCc0VS/qN4zn6sUAxZgeNjrEhhfJaaWw7+BabbV2KhU09J0swBCaHVsJWLEk4syVSoXiwlMI6pf9oIdErhrBqTfVCSYsUqZUDybPU0yOUCYuglcr04/9158j/johtz18uzAE/1om/rYVeC6XDj+58gl0QSD2t0UyuBXFwXeMypo9rrbSBRJoti2ofZ/8mTFa9JxIF4ayFSyk0KRQdFI/RTK0RNEYjPoJqxiyMe0M5ocxScu23BYbQ3f1++O146et+7uuarbOnvvBpCI6tlr69FsEkymNb6NbwcDwc8yyUPTYqkLIiNN2UMHI/mc1ZSu4faOFVCwvQo2Md0IkogrtS2sLixhPCyRo/zidOdWLW8iZ1MGusz3/jaZr40/1af3VYOG046bS2IDgTE0oDEZ6micdfccS5nVZvmcFaJ15qZfLYi+j8eWoubTop2Xa9gXtT0qXlhto3eRbSW4N9o5k1Td70ihNSOCCYFppW6uHIsVSqKod7MX2P/6ywcPryirhxkiuXjQh0bVmYIMxm9FLfdKq2qaEC1ZwqycE4eIqJCewFspGdrK0YXwW6ViScyXKKceidtWzWR04RmKwnBGgckF4cC+FSKo0B/3UDpvy+Nzi9Q7USA6J8j78fl/b2c1JRiiiHUmil0sLQyFlUD+dxvSDWOK2XXbUzVHmZJv6yXpDBoTu4MZnRVRKZINygGvYM7E1k0R272FXccJ9tPCOTO6eFpqI8oFqYHz+gDx9SNdjtu9lY/5Gh9cAR5cX6gNWm32wwmiBhpM4q++kp+/+PqbEkfNNVeKHuXvC3kdzI3BP6DkIY7xQ5gUQ2qzThgDP+h5W6/+6C/3/sveuWG8mRrfmZuXtEAJlJsih198yadd7/0eb0GY1UvGQCEe5uNj/MAwBZpVZSVaozZGOvRRWZF5BKRHjYZV8glfGtSsqFlOer4Zw7X/3Vd/w9iJJaQx02F+gdPEzn9siz5JCssxH3WWTBe0gBEG7JvgLM1pmts43id/fWmIZp0f7V2RTE+ax5yIPCD0HdSB6aWQNcheQ9iL1lDkoiME0LMj/w4ekdP4nyY5D7/ljI/n6Movkhz7ie+ICyamQ/v++VjynTNYWr+/4+joHZrpX8ek4qwnhOxzvTUVzCNGjqxinHa64j6ia5k3bXy/FqTYPhVIFpfHyxBpKgVSbgTUojMgJoG0zLVUN/x9+FuXPelw3uaNtYe+XjeubUN9bWqB7U7qltlLbxOSWaJVLveDccG/T8a3NVJWLLWrwsk0U0oouwaQrPHeBpO/OXdKSKUq0ymZAkMWnUf5Iyz72ynjtvp4U3ZeH4FYV3qxu6rXyuK09348Fvwr5mOr38TOkVzGN4bULGWTWxaqbYl7XhziC79Tpx4EOZeeg1WGN+TYJoqrQx8N7d+yFYKmtKUdPtHklAVciuFwYbwKoFdcEcusZrNxEkZf5WCu9TGNK9KQvpB/HKuVeu3yGqdVoNeg/ALMIkwlrD3bd7WBAoUSiZX51W962EIVFAd+PJe2ifLbYYEz223aL0FIdtbKiHw+/IjIvGOeJQ2phCH3pHcEpvawBTDgAAIABJREFU+NhShAPwEHUqvKDMg1KeHBqGPLwD4EtV1x1/D5u1i14JInZEUbJklmxU65xapQ1qb6ory7ZeCu69yX1OhbMmDr3FdqCHv3pFY+uEXZx+L+/Nr7xFwuVyHM16GJ+ZRCN9cfMWZ52moB1qRt78iXmOh+q9mX4lcmEhMmfXoY81goGQ3Vh6ZyXu2ybxEBX/kvs9WZwRm6RhGKSXGK3ICt6vkGvRvRdfO2OlSiQESDeKXtv1TFA8m2YSYUa1SeYBSKWQcibPh5tttHBfVLwOKoKOMzUnJVnFd6sXhVS56NIm7xTCT6GLjOSEsaX2YB0Uv9K6w5k5KHxpbCMTTiMK6+cU8oCeo7gWj8HrXi7H5tqGUU1mccetY5JJZWF6854+H/Ey87Fv/Om+jfx27D8vuf75YZ6R82eee2dVBUu8bZVVYl8kImSPIUkTHw7ru4Qjzncdw9C4QsJfpXgnWVwHLSW2lNkkMmTzjWzsFutopgtOxlks8osTzsHibMrIVTM7WHFf5x/f8Us065d0DumNZo2P25nVGy83G+vcN6a6ceqVc6shs0iFBkytU1pIBfb3zjBSG2e/OU1g0/Kl+SQgbiy18jxNYTyJU7zhXZnMwA1JGRPjb+uJrTcOkihT4tYO76Vv6OkTxzL9MI3UH4EqirvzfHpmcScbfLJ4KmdicfGSC8fml+SdK0ftugwJuncMvjbLkRMtURP2y3B8PPddMBdc4SXlMLO9viBxaPgllceQS3Smj8vHgI7RHD7OD2QNBmVS5e10+AN+cn8M7pXrd4jeGmYtDMFwkihvJPF/28bqsLtxV0LXkHwUOQxbexUOvXHsjaW3i/nEfuOpwUkTLYVSMt04/5koNijAqyheZh57jcxJ4EWD4l0wNr9VXsKhrSiZ51JQnMOgj9Zy5FDCnuRO8/3HaBY0riklTm08XCXisJIIRTOTpuHiaUzbiUMP0xcZGvfZnT2w6HNKzLVGjBkxlU4CZ9c4tMXpfhOd82sYTGDnakhWd8f4QTE0hFOa6Jro00LJBVsemDVf/n/d8Y/hZWYRIY/3+CyKW0et0TX0k7P3S0xSFx3N1HWbmHfzseGpEHKQ+HyTcAxXvw63hF0PG/e0aVw7h97Y5HplyM1/l96wnGkpoSJ0lGOeyY8/gepgp8i4du9F1WswpRytjobOsXTjRJi7qXUSV2ou7hezIB3Dzk1ksE0sGqIbCvjUneSNs6Y4A/YNlkhk0qfES8o8p8LkxkOvcZ1cxi1hbgPwaBVyorrzOSf+x9N7bD7ihzAabKI8t5XHct9OfRN0mLfd3C+SJg6pgJ+YLaJvqibSiMrbUEw7m6SL1CuYZI73axLHTt1M0lH3cPoedO/nEJJcTMTiuvjyn9ZF4/xxmN1YujOPEv5hOzPNB8SDQnwxGzTD/Qtbwzv+DsydtmvWe+Vl2/jUVrZaqX0MP81Y6sZmjXPdKK2SekO8cnalekQkmUjUddZxHV443sezO3aUaj5yh8c/QIRJohF/SQU0URVgsFOajQF6isjVLvzP9RMIvBv3uZWJjtBePnA6Pt3v/29AV2W1Rm8rBZgdfg518jjzIYvwnCcOrTJbu7x1t031ziSrkjhIp+32o95jcXZ7N47185rSL+73fcIe1HAfG+09YrPjXGn+TRJrSqw4D1pA4f10/GH00nBvpr9LuLcoc0TYPC7Z3itzraze8XEI+tg0GVftpAg8tsaburKMaCvgMo1qwEspNNUrrRdGbAr4cAVPbvShn1CMQ+uD8gkfJCEuPLQW3+OGiPKmNVAwTzxr5mCOl0J7ek+vFZ2h/CA2+f9KNDNEwnDsTI3yRoQ5ZzYPA5IOFFG6O+/WE2/XE8k6x7bG15tf8qRjGxHuqhkbjZdiSVgN3IwkEW+16+duT+nLs3Z83ERYRUGvX99RzqXwqSygBaYjmyp/1usRdGumdsffh7hTpgOap0sskbUOAlsqw+25X3TNu7EUcBmuCRZ6RwvX/X3s5Qhnzawa1O/4WGAfxmXvpB7+Yja2lvAlZTR77Evdg4GiKuhUmJ5+wvMEomjvWCmAk+/N9KuwaAoDoTSh1pCc0a0FQ0AENKKqzBnmMdEk7ZS94iPZwWOoIoMtImMtma1zcGPTTB2U4j1ZvIuwSiJJ8J5WLXQdaQ6acFWSQ/YoqLdUkKQUVVo39HDj2J8yz23jmOf7APUbsLO9yHNQpAEGW+GgmZVK9WCLqUPvxsErDedjLphouO3CkAYY4gkk6L14H74qV3qnIGSMxTpVfDj37yTPKzZVHKW48Vgjsi08UnzkzwszkJLyha7D7IvhwB2/Duf6jFzryqlXautsN7TeuZ6xbcPWTzy0DR8stFo7LnZlKHrI+5AE5ryI8q5uwTIZrKQuXOrGfRM5yYZ4xDA1zZgM935JZO+xr84TpolunZdW+Z+nTySBx3Kgj03ktq2cTs/3Zvob4Llw3jbojeyd4vVCzQ62KZda8KVM1K48tMruiwA71XtskUXYRJg8NsstTQi3++vBbtNrg70vzfYQ6n1TXUUx2WVmNhJAOuZwyhNzUqrGOaLWWDTz5gfaSsO9mf5uIYShT/MzgnOqZxbg2Qy1jlu45jZVNpWISBAo1nhTN46DXqXeqZJimi2JqpExuA8kHaeqxvZpFGqLGcWCUioWhZiJUDxMx4zQ2lhRpt5QgcdxUHeCYuoozxiHp7dQCt0iniFPP06I+78KbWRxqwhLLpEzDUySKCQ+2pk2NpX/fn7h384viHfondLskvMM15JIuXJyJvfxvgtbynSJvNkkdtHT620TDRcSeGNEqYxCPIytlHNSPqaJNk2UpDxPMw/u3B6n91b6legV5gOH5ZFP20qxhmv4Gbg3tpxIbUOHw/+eHbtvLMNwbDwYL3RPZ+ljI5UGXRQiG5bx4FShycgjHtuLPZd4L4XD6TneSdMwM0nuTCmTj2/pZYqvHfFelAUQit6HaK9BUmUqE9vpM6IaZl4oDaNrRiUYJtteNI0NpIy7NHt4WmTzK6Xv0hP5panZ6dttiELER2zeyC8u1kZ+NURW6IhTHMNQR3i0Si1vqOVAU2fezviukxya+lOrPJT7mf9quEcjvSxw/hQfs2hWtRQOVknV2EQxN0QVacFEelcrZ83MYpxVLl4qGQtvFPch5Iot8y3Fd6eCz76zHyJj2jXK79DYKos13lnngHK46bX7kIod3EnzQ8RhHXc3d4nr4Y7/EvuPs7tx2s6c+8bm/eKBonWlPH+krs+oNypB57ceXgbme1N1HazmwQpQh6aJfIm5i0HcIDpen/UWz43FG5+nYCGod84y0jvq8NpQIaWQc70A/3l+QQ9vmcZzpVrH1meqvbuf/a+FhFGcuMU9785R4Mx12RW1XGBLmU0Th1Yj8pAb35uBNWUmq5dG/KKPFqUmHZIPu8TlXTgkFw+G6yBdCF30HqWJRIM5WQdX7JCZHOiN95ppHr5JPwruJ9h3CCEhMh5gOM/emHqj1Y3S29XBtVfEFcgXLeSxdZYbOm0nnLn3Q7OYMTPcPBGaysiVrFGAIVTViwkBSdDuJFV0bLgmc7qOwHYpPLbKoW90jfiMbJ3NjeflAVJiQuk4R9EwJrrjH+C6yVtSoZpF86xK0kRrDT1/4u22gjUeekNbZQXYqVw3r2ZjGGLjKDVCyzhZfMSUMKQwZfWhjZRo1NKYQrrsj2gdehyhk6hJcVU+TAs9T2SEbVou7tJyM1W/L6heCetIzixPP3H69P8gvQWhKhesNRrKpjmMfy7vyp4CvGM8BMeHil2viclsNMvX7abirIR+qo+GyggDs6B17dvoeGkXoWtGRMkpw3yEMkVsjwBpghTu3mj+oehe/1oIx/lI6/8JOnLa9Uy2cNQ2zYhEVFbdC2eP+zQN1+1d8w47Hfz66n7zv8kh0WP74Moy9Pk6XOMVx0ToErTwDIO1FIWW5wM1FRYVNpzD6XPkSqcCo4E+9e3eTH8DxDpMMz4/QPpbaI6tRTOaMkhmSk7ulVUz1bedjXmh+tvYRtWbvqphw91/UHyHKaBLUDRv/gXDZDIYCNLjWqqaOFhntqCfTumGviQJcrj5JlVyTpFD3RuSMuR8186/AkkVEdhaY7XOahZFmznUM/nzB+r6jFmjOiPJw0ajFEw0NR/sIr/Enu5bzapCcqHY9RTYGS3OlTkQ1xIstV4c/4uMpl4z1huTJfAN7R0vM3/LM9I3/i+/Gk5ZXWlm92b6lTB3yBMC9EHrj+r+a44Il891ET6WCfeIy8vDB2F/N7vEomMfrnaN89y+fqVX3p5xvYQh2n5tCWAJpubkWXgjitaVrW5jmP5j4F7BfIcouZBEOaeEuXFqlcO28oHQQyWLnGHFmXtD3WguJGLDmG3kSY8p4WSxnS7eaLvZ2JiCgaAjzophJLJYUErPmlhFEQ2DCXdn9thlYOEKGFoK4aSZA0Z2xbVAniBPnCXhVsm+hO4r3wur1yDr9eH2kAufasRgKU4+fWKqlWbG+/XM0jasW2hmL4yDK4R4j7ooVXzELEWxrGb4eC+rQh6aeRs6WzzypffJZGTTpmAmaOgz1zTR8oSnAtOEizJZYzWnt3oxMLrrZl+J8eZNhyemPJPG1tkEigQ9r6aM4MytX79hNEJKDNF21+Y9wmYnc2WPYVpH0L0x9sFYuZRV4QqdnWEweJ2Imyo9FURz5IlOM806U2v04rGVTilcfN04THeq72shIjwujzwPup2nRD08oC+fLs7rXTJOjwjCce5ffC/GxqB/9fPer4UvttSMDSQh++gj8hA8WBB4bDA0ReQJYYbpqeA545KYvDEDRmLzzmF9wd79B7shUbeI7NH7vf86uMF0gOUIywM8fwgNdUrRTKuACZoKqZ6GAaRemqnFGicpxMQr4jCdGIRt3Dgk7H3waKhjSxkDUHcJs4WBk2ZcE5MFo6Hg15xhUUhKdmUWgbIwyyg76xr/5h+ooP5XIouiory0jc2h9wbe8e1EPb+wnJ9xb7GN9jB92oU6DsOIMobW+07wQg0mJHynVIA6kl2udrCJjhHshdnCf2UyoSaNIZ7k4ebc6SWNxONCS06zxNY3ynbmY5l4Nx0QhNYbrW13F/dXQsbAPGuiczUYK8BCvKe/ZuO3N9WbCBvKXnDtR/2HMvHY6vUZ8BtwaZ7HdloAEcU0MdF4rJVlhmqNdvp4w075/nFvpr9D5JTRVEA2ToBuK2IRi3EGhM7UKg0uG4sFJ1u/ZEpvqmAMjawOqpeAOIaGKcnYaOh4oO666jCrIPIoxaiEblrdeWiNQ28wdLeC0STxklIU7aL44SGiMXpjzZlsxoawzEdE70XVP8Ieg5U1xUZalMc887me8c9/Q3sjG8znzxzOzyQz3Aw0dC3TMK+LBywkC3pPV41mqrVLQ6WjCCvdL4MWiAZqHke3jU3UHpeQ3Wij+K4p82E+YimTUiJpgZwpzegYL9uJB96hd6rvN6NYY3rznvzxL/TT5/hgyiTrmIK5sebIkXe/bqgv7+HYSpbRYN+qIIt1uubL0/GcEk1T6Gz3a0Z3Sm80eV0Fl0LPgqaJNExqolJzMMNag8MbmObLvX6Yjn/Iz+tHQTq+4Zgmnncqdypsy5Hy+SMgqKRxH3aSd/BrUmjGsFsnGZEv9asDPpro/UtNlKe+DXMhiWGYaMgLcjizMqi/Os4BvDO7UMxwFbob0n4ZgdTMmNL93H8tJGeYjvjjT3B6Hh/UMCfLE1jHtjMd2FIiiaFdIqPajaVXXnIZGfFccmMnN6pGyN5+hVRVTOXLv//mf/eYrOKhx5/hYkKHJEhKksSTG9vywGO6oY+3GuyU+X7/vwYiwiSJtTc2CT8KW8+09YS0FfFKc2jDkVttH4hxYY5lHLHIvIyPxz2b3WLOJsIpFbo0ZrOxvXaW1klUUsoXWykHzh4Oz50e1wGObBUkY9b4nB6pSdHtzPPnv/Iyx9JkSSWyr3v93/Xj/O6gokgqkGcqMQgrRG88AZWIz7o21H6Rd/0abk/9z7nwVDd+j1N4t7TUIRtqZQrDNOBIJ28rzRrbdsatIz9I3Xd/gn2HUBGWJR5Aq0UUFRJFMWZY7ySDY60cW2WxTrFG6T2iUIhtxeL9UlzrhdoVtN7x4aF7hX2/tf/a9TYPvfHntlJ6x1RZUya7M/fOsVcO3S5ZdibKx1xI1sEd7UFJBdCU8Pk+oX4NrhTv6ywsqfJUN9p6Irvzpp7I2xYPzv1rYEgD5LJJTB4Dl0xoYYvbpYDetdFK5A0X79Fkw2U7CVGgT9aZrCODQt5F+ZgKf50OtFxQSagqPs0kiSHLbEY342Vkpt6b6VdiHzhtZw55wudHlpRCGy1h9KOaaKngqqw5g+zxZrc75PE7j/f6lrGQ3cjEtXDWMBoUd0yVTRNrVs65cJ4mTtPES1mo0wGbJqY8UwZb5RrlI5gPF+L5gAwGymGameYfy4jkXw1R5bg8UFJBRqNTy8x5mkAFS8OMbGQ5J4ep92E8x9WYjiur4Aqns8dhxeebjJg8H9stZDg2e1CDNZE9aN6GXhzEs8SmWnDEoshnXtC6ffE3Vvt75d4dv8B+Px0ekIc3MB+uzti5hNTDjM09ZJUimCR6UjxlXDOiKfwRJGqJ5HGNACNSZ9dNyjAf4ksnX4mCeRO9nCazGxPcDOWD2p0k8cY6Pi94WZi5MR9zx/MU1P87XoU5ZZobG07fzmz1TPfOVFc2oFvItJIFE+0SZcTuZeFMhFP7fuCLX+U+e4VXNXFKKWq8Vpk9ascLE2mwmcSMZM5sxmSNh23laT2TrLOKkq0z1xX3xnk78/Lxb5zqejGm/LVB3h2/jqJRQzVVTOP5mcavyTqlt5DzsEfefZsPzacyXTXRvwH7s6WKsuWCeDTSiUh4WepGX8/hTL++/Oa/7/8vuDfT3ymeHt5RrNGsX6zuuxmlrqg10jj81OHYgraz0zi6jENxaN7CgzNWUJcNtHChadxCiAfu0SqThf4WwphE3XhJhSphVHaJVbg4hsPSK+deyW0LZ1I3VJWyPHC6U/1ehTyazlnzhR4rbUPqirlz3M6k8wty85Tc/VcRGfEHVwhhJLfrZst430JLfd1TJPfBVBhRGKO51kH/V7OIU+nGOvoo8WjEJ8CmObYnAxNBQDv3iHC4N9OvRAo3VXpjcjgC7fE9cyqUrKDRRJkqNRW6JM4l8sT3vOHR4lzu8f2hu7t9Ooqas6XRSCNYiugb14RrHn+PMKM8qLBoZhrshsiUv6nkGGZXpVw2kyrC48NPf+zP7kdALkwPbzlOBxKZjrO506aFLU+gCRspCzpcVn0/591CwuFXXaSP6sdEwrRIFCXiFX2cATsr6VY8F8Z2sZVM+4sxXIIRijsT0VgpHtdtnpCvmmn/ppLvvznG+SmqQfN+ehe075THgSusqVx8DfYmydEwj9PwsHBNLGbMw/gzeZgNFncOw4hw/dXyMAwljeGVIMI8ttLjrkbSBDmzuEQjXRZ8emASGVuom/f74cehef4RmHPB3WltY20Va5Xcg3lmHttq8au0Z6fp67g3xZ3SnENrHEbiQ2KX+OxeCbEMeWzhFn1OKVyd5Zb4HUiXuzckRWkMU9Qah7Zx2E5MW+O4rWCVz6dP2OmZbTzzb/On7/ivkVWYUuacEikLiWCOlV7JvbN41HDiY8HGL+v3f4RPpQRr9TdACEbMpzIqvOEcL0BGMDfayyes95B6/CC407y/UyzzMaKl3LE809IznCrSY0MYj08LqrcHTQeBTXNsGAgdxThjgTCgqElHw+xXAcQO85Ffa188ZoU4rB+sc0rwocxxIFuYmCAOKjSUilG2iqZO6o8knDIfkcd3nFrlsdwNyP4RVOJQ3XrjMc98rGfy6ZmX3qFuzOsLm/VotPfmhjEcEWFTpXQLV8jxgJ2tMXkfxnO7izMXKhh2NSvajYf85tHqg9JjxAP2Xdv4TFAPc+uclwknDc1m7DMWLaH349smqP/tkQu0Ydy2vvBeE5/LRD++hZePpNTAw+ivqdIkk3uj5xIu3Wak3kP/rJEhLh6mNM5gjNqgFZrT8p4GsDdloYPKcCmofzl1u82rFCgTPh9ji+ZxlTxNR/Tw9Mf8zH4gSJ6hTDw+vGXbnvn8+RyfcGhlwiUx+/MoVIWkgpEj4o6YcejQyN4e5DqYKLuuuqpSJV3jVL7aTm6aOLqzuQ1GxL6ViPHsw2AjJUBzji0qhGnW5Ry445tws8WVacGPb+HpBJ+Bl0+cBSwnaAU0zngfozNHQWPoaQLuirpx6PUSgWMAHlKvGaO5Dso/MUyTiD+bfMRnSQ6lATpkRIkZeOpGUsXyDIcjWZUiGoZjOw4P6F3i8U1wnAXlf22nK9naamyge9D41f0LTwSHYJaZka2ju/+FxAazSwrTWnbP/3h2wNhaEwyFNcUQxZHLkOY8vFFy76gK5vGMmKwjFTpOdufkEweLdIDPp48s04zMR0q6D9Bfi6yJKSXqfEBJFHE2C4+k7M7scFZDPOJrVYT+j1/2FzilTNXwW9qTOV4DIZiPL/uwHKgIVeAJqCQKwXTd2gb1FEaEoy793nFvpr9XtMrx8Ej6mGi9cRZYtvP+yGRpbWgn89DFOubhwryTPREu2cBVhG000tlGlvBonqLTMY6XTfSVAs7Ybu2Tz6V3Vk2cUwZic7nDVOgWN/rm8PT8kfT232lPP5GHhqZZv2xe7/j7OKTC1htTyixrp1uPn93LB3JdOe91ssT2MB6W8ctFqCLM45wMiraHa7Pvjt67T4Vcimsgnt3jt/sDOy6h2GbtH8kGD20jaRTdq6ZYnPSKk0jTxFwKzeyyXf9RDtV/NUQ0GtveIu4sJX7yxF/nAycz1IWUV6bzCfVOR2maSdZQDZplTUMbOfKiGcwCfORPpp0i6Bx74zlPQ0M7iOKDceLIMKCTaJL3JlpibwlhMOSHp9iHi6DmvJ0n8ps/3T0S/hkMIyeWB+aHt0wvn8Ba9Kai9OTUPEGH2c4Re0eYDF6OYwlJR7PYZl6ZCUHFc5Xh0j8ikOQ2FiWaZFGlEFING0WxDM10AVScnnKYJR4eue6hfJhmjS3rfTv1akjKuCj7GynzAX/zHsyo65maZqQYUjfcZ5IZ1a9jz52WL1gYiY3xR3GntMo5hXlkHppa3Qcl4rhFW62ApcRWZkIyFgO2ZDGce3TwqcQ1MR9JmllEUd2baQkDs6f33Meo3wZ3Z7ZObVvca2MgnnoUamlcF32n6hOSnbnb5TnNSGtRS6g4xRtdYv0iOAfriESsVh3Hc7EIXgp9tNI17lsbzwhLidq5DOMVKN5JTenZOLTw9ykbnHMYpsmTk+/Lk1cji9LNmedHPqfCYX3hZUSbMRzasxlpnNlijuoN6+wb/q4mEvI8YO5tsBJ/zVtjl4MIm2aca52p43NuxhnhpynhQHM4W4facO9I/6WPxveIezP9vWI7sSwPPE4Lnz7/DW2dOjYOjgy3RaNpjz/jdFWyW2wb4BJr4MQWYhdDjTx29g5KhAv163bL6Te/3yFEtM6qiexxqGcfDZlFVENPOW52N6b1BUvTpYGuZvdm+hWYUw4KpxtP3XjWRFuf0XrGhh7JILbFKuQeD2InGqY9IzA20kYOT84r7VeExnBn9S+VNBqXyY1uelCKbpgMfVBDl9pIuuHbOQyLyoRYxKChcR0+jIO0uVHk/t6/CtN8pUhp4q0kVjVsnjn3hjUlJUXOZ+gdk45ritgSJ2jiDl255JTulH4b7c1uVqPulN6pk4ZT97CgkYsO+wbOxVXYVeFwjFxcietm0sTblMjlgDy9/2N/Zj8K9qixeaGVhePjO/j4V0Booqi3GJCWKWQbvaK+kTzo/buWLgppYxvb5zaKsDAnlMuzYd9M75niLnEdlHHdZI+GLWmYS01uTAJVEkwHyvwAomNoNq4Ws4urbLkPVL4N0wHWYTymipQZf3rHevoYkYNCFNLrM+IFaYJ7u/pnjMaJxDBDiSjLRsKTXrNhB7oYzRNGRGKZhhnhNPSzOiyiWypojrQGygRlpmhmHpnVOZXwe0gJnt6jU2TM3/F6eO+c6pmjOz8DWTPh0WxfLC72EXemM7Vw2U7D52Z/msdXp6AKe2fyDbUwmOwyasMhB/ycCirRLDt+kfGdhwwI/KYmFNpoupMbpYcOf2mVhpDXZ+p2hLbFNXHHqyASJo4P08KHaaKd4GCdZ4/PVYm4utLbSNS4soX+2ZGVEZvqHbdyAOfXzc2ioR5S0rGo6wJlLErW4CgOmvcG/muv8v3h3kx/r6iRHzkvj+Sf/xP3zpoytBoNE4Z5uO6K23W7OLZQNgqY/caLL7mlBl1pfZP1YVASZLEb8uaI1PEbym9sqW1MtgWlyjA4kcivzePfsqWCmvHm88/om/eA0OzHCnL/V0FEeCozH9ZnpFce8kQ6v5B7o8HFrbsjVAu39rw3UOMdbKo8tXDq1kudFQ9hGVPu20lzfP6GvOv+hTFN0MCdVXNsonW4vLYNP59AIrynLRMPEtqZqczM40Wa9btu+rXIc9BlATSTpPJOC5oFyxurG5aO4f65npB1xYk1dPOMeZjFQVAHDQeP92s3rTELPwNHkKQczdgkY0nGNluvD2oJmuduPEQqIIKkaWzChEeEt3kiaYY3P92Nh/5JiAjkwnp8g3/6f5kf39O3De91FNRyGaZZEiplnNyQG+xbavPh+CuEEzvXGJU+fBXaDV2/a8IlGCb5RkOdXCjjepjNkBF91g6PFE3kXCKK7e94YtyHp9+I+baZjhKu9Up7eBuMhU9/jQ30NMHzJ2w9gSnae+RUD1RJiPr1eQCX68RGgVs1UW+kQojQU0Y1w9hEdQCBlgtP496X6cCs6WKWiSY0j+jL41tkj8S503y/Cdo3XlqNplclTOBseNSYXaR7CUd6Z/a9yfbL0kPHe7xXaDKa7GLGYWiZISi6TZSmwswYruIkjwxzGLXEGKKGaUxXAAAgAElEQVSny9B9n6r74DGAWI9mwxpSK/nlE97/GRLyf1+Yexh7WuNheuCDfuDgYTy3js9nN2S463c3OorJlfvzW3kgu1P3fwUlBqwyNGMi4Z1xRkf+tLAKZGvYtvGjnAD3Zvo7hJuBh+axbieOeebEZ140MVMjH9avEySNMvoiUStuTK2zSGQFuzlZjaJxGO52+ruuZvLbQ29/3O6NlV8+un+vEBPMLSXm3tk0tJdBLA1tbVVlS5kHaxxOn+DTz/ib99id9vVqLLmwrhJxCNZ53FZO7uxhE8UapVUWq8y9DpMSLg6tYsbc64WeLX41Kkm+b6l9bDJ2fX1soG3YwH+hmx70z5pSbK18tOHuHOoJyxNrKbxzQ1PBJcWGegxQqhl3X+dXwi2K6tMz5AybcJAofnV55INVnrvhWvBD6Kalnmg9IdJxV8R60L6Bi6uqtYi8I8bKRhRTponJjMUN7bCmHAX7fqjkmxgsgjpMKuE2qhMHEQ6ayXmCwxvkrpX+bcgTmwj28BP68S+kt3/GvZGfPyKqmEUWqQCugpOQbojqhc7fx+fEwyOjI5xTGJYBNN3p+mO4InrZPl/aYonme3JI4qApnNrnI00TR5FLSkO+3UDvl42me8b4N0JSxqcDbKdhRuisdYt7bl4w3sP5M1LPiCa0FE6tom0jbSuyn9MEjTtUXF+ZkA5WikhC92is/dkxHIXzxStBqHliLpmUJvI0M2m+kewI5IlpOsDTT8jj22sczn0z+U3odcOts92wuM5JwtyNK2OwDHOxPRt8x+2dttdpOobmyfoXn884JuHsvZhfvssl4u421ct7rOaXM0Gdi6M/l39B1KCH3nDNTNsJ6w3aBneq96sQywZFWuOoiW05clqfOfTOWWFsxJARbyvOMKFMlw3yv7q6Dnr39W/RHkOUnpSNiEydCMp6Eji1lcd/8b/pj8K9mf4eMbL5XupG2k7MKJ9LwbdEU2GqLbaJ+xpxlzK6h2MnEaFVNY9ex+ikaMDdb24Guzi61pusyZ0GfGm2brC7CGaDNSnzeN42vWpqqyhJEx1jEiGtJ/zTX+gPb34I7cQfiUdVPqhyPq/M3phEaLWR+8Y6TOSEiLcpY9uQxsRytn6Jy4jJdXx+d+j+8ugdNjZy9Yl0rs2US+RNX1x/3YNOrNeH9lJX1I88WMdFOUwLur3g/mbMse+DlFfDHckTnrfIa80JWuMJgZx5Nz8ybyeeW2NDKar0PKFquDWohqsivV/2CBknecQgGRIZwpoxEY7Wmfa/WxJPBH+hI/Sc6XtxPAgwCQlalxYsRT6qHB7Qh7fI4YhM9xi834T5wPahwfEJaxvz88+cHt4hvZN6I2kiaQcTDA9pj+67ZyON6mrPkQ89vHMwo0rIflRksE+UVRXJeejj9yziGJAWCcOxJglLCSkHouhWDpqoJd7rcuPkv29Uj/fz/p/D4Qnqimi8E/Vm4ywiMC0wLdjSoCykeubcKtIbpZ5RC+Of1nvIuoJ3ub8CAC6GiFAcatKRO9/pmoaOGkQSfSrMmnibJ7KWYMPszwERmB8ohyN5PsLbP18ZKYO9dMfr4a0h1ulEw1pwMONzLjxuK8XBvXHsnXP60jn9C6nWGJojdklz+XpDuKly1sTsQejdNdWOoIOvttd/uyxgrx3lJpNrJ0VGXJNSbGO2gp0/43VF7s30q9Dd0bpxzAUXZS4zcnigPX+kWGMx56Rc0hjEBZGrcOvbvb2/DXu7EckxQvZO9sGSdGjdWVOkuDxq4uxGszaYa98/7s3094ixRTqdPlGAEw012Eqh9czjeh6Ou0IaztvdhdntkicN12P2spUcappbLXQZh2QyoQ7nxuu/Y//uLw/scI0e5gTjJjZJdG+YABp0DxAWM6RVWM/I6TMy3909vwXqzttp4fOHv5C7sWwVb2c2JIolj9gMsZgMJ8ZmWYzJbORIDw20hyRgH5L8srW99YUd7a9H4xWLTB1F1K6XCbdYQXFXFmtMPZqyxGi8u4VuZn74Q39u3z32YnU5wsunoE+2FvR/V55TgRxmflvf6G64O5sqTUrkybeVgmHiYyiidHE2C88FVwFJHIFpDEXQTM67j/fIuRTGmSTDKjoMjkSElqegoc9HpuM7JCV4vMdh/VY0EUhTbHbevI/hlTltesbbhucCq6JslLoN6mc0uKIZcaOL0zxM4aIx9osBXTj9xr3dR9M0jbMi0eOsEHAtg8nkeBEkz6gm+ohx8WnBUyZrIu3X7NhuigjzfTP5T0FU8eMbeP6Znr4q45Ky2/hKyvi8UHLBrLO1ymZHtFWoK806qdVoipoMxlsMSWte6DmFsZhZDF5VxsBbmDTh0yGKY7OQb6SrxAMNAzItE/N8gLf/ht42TveB2jdj7ZUC49ke9VkePicfp5n364mn2qgp9Mr2VWILXD1uIi9+ZM9/pVs9a4rkh2FklR1MOnuOS5c0ar0Y1k+7Id5w6f96yYIPFoQqeTi9y/pC//wBPd7j0V4Hh+3MQRNrLswiWFlY5s7y+a90N84UsvrFP2kfeOw+GF9W678f9kZaib83DMv2cjAi26xvdJ3IaeZRE+tgUcoPEol7b6a/U1TrtPMLk2asVRh5kaaFVRMPdQ0NnDVM85gW3dxGPmh8N5Cv/pvsesAmnGSNjTCc0DFuNJcvaB2GxEXlN232aLCqZpLE7W1Di5tFgq7WH9DPP5N/+o/f9ef0w8MdFQ36VFs5WGM1EDrFDe0xzohtdOgkE848MqH3fOhM6Oi1E3pauDZsA3HkxTCmD9qWD01lyJ4jliFyZxWkw4hpEIIVkeqGlUMU6OcTfny8GGn9CNPJPwoyaNaC4jtlulVoFRHhscxM1vmMkCSxpZXuEXniQE+Jk2eydcy/dGomh2ZS3XlkNFAyPHvzBCXFEMQ9GiMGvTslLuoshzYdscORKRWmMlPmBY5v7puI3wHdDFse0M8bIPD2T6SUYTvh2zkc390xzYgqrbdosMxxa4hobKRlFMAedG0bdKZ+uRwEFWVSibPGZRi2B5XfRPAs4btBIY8c45RnSsrY8gAiLDdNs4/fP+T5TvH+DZBpwe0N/eVT3IcXg7GvitNUoHdmTXiGSsbyFMyWttHkHPdydqgNxOk5Y0TsVU9g6qFxRHAt9JSRqTBJ4ZEY1DDNMC1Xx+5pQspMmo/MxzfD0f0G98H5N6N5J8m14tp18Eow/tydNelYmkTddRuTdWsiGyzEoXAeH++ibKJsKa6hoO1a1GrmVI3NdBfhnDLZO3Pvo4Ee8J3FNv7ItdHKHkOXbiO68eUDhf/xr/uB/UDw3mE4rT+UmSYaEj9NPHkYuM7W2YzLGbCp4Ka0Xypsfremen+9neIdEsEwNFXkkhYC4A3mBIcRs7lpLH1+hKfAvZn+HiHCaVuRoaGgd6r1cNdsKy1ltpR4Op9oKdPcaJov00EIWq54/PeW0LtvKYGxPf4Sk3Wqh9Yu/i1groP2M15jHKbiHptoRoySROPdvaNaEODUOo+6Qa2wnS5U5DteCRFsO5NOn5DeeXDnpW9UxrLQOiZK10SyftHTTx7NNsO0IrsjbhTvUSd7vEBEZnw5MNmp3Sr7w3p8jceEOwGIRSMtxuSQTdEEDaeXKKbl/Ak/HAHHeyPfNxXfhjLDdh5bqqdocD797cJcmaYDP50/szqcNFHVaZrpY5d4cOjdmayyKcOOJmi8WQuLRx715UGn4CVMqCgpNk863ssL3X80WalghwdUE4smjtOCvP0zUpYvs2bv+KfgOOSCz0dkfQEEHt/Ghqmeqev5xmxqRjRhmtG+QQcfMYcFZxsu3l+UWSLxPiP0XG7mamPjSAzSbGwpQcg5rokkiuYJykKfFqaUvnDs9mmhaOKhXIQDd/yTkOVIPzxi8wN6+hQf091j369/zhlaY9GEurGq4FMiTQvnaSatp6gNJFyADWJgNuCqrPnAeYo4LLXO7PAow5RdgJzj3k4FX46xec6FxzLD8nDVSQOU5cs/3/EqOIJqYhKltnp1aAeOFvK/NWUcH7nSdnEPvY02EqI5RoZkjzAbPOvOLhvfc3l9v/y57Vtr4NBaNE56/bIEuDjtqz2oGkwCmhJrb7x1w3qP4d/92f8PkW6kHEWVN/ORev7Mz9sLTRPF4egda8azFlBnNqji4yyP+/tL8d5vh3z1a+cvIhpa+ps5vbhzMEd7IxIA8hcmtt8z7lXN94hU2MY2r5uNrbQj1jm2jvcWudIpc6yN5zkDPqh78RI2cunqmCgK8EUb+yuZchBGNYXGi6SxlYxvdo8bqNg1Rmn/r12mlIM+KqMR08TmlUohtw3pFa01oj/ueBXcHX/5hLeKnJ85jG3iCtggZbk7VQW1oHQ2osGdrJPMLkMVfCwbuQ5byq6dHuPl63sZMK4uwNmDKqp7820wqQbz1xrewOUt0moY6FiDbYWnBL1enV/v+MdIKYrV7QwMqtTxDa4ZPvwlzEhEkPnA8vLMoplKpTMyJD3TinASQVbniNEAJHN9+oUZlfaOiMd7lktMvQXQCdFfPglNM1YmEOWQMo/HN/DT/xGF9ny/t39P+PIQMpleAYGHd6Q3f0ZePrKVGTt9xDUj2wkb1GpPCW2N5iH/SN4jLmtQ/V0FVY082RTn/G0Zvns7t5zHn4N23DVRUoH5QJ8XZD6iKXPMN02zJnRaeHMvnn83+HSgv3kP3tHzS3wwpavbP4QkoBu4MUnIrE4eG8cpz6wIuFGPCamN3YbUDdxiuFLLhI0GePHMIaUY0jgx2HvzJ2Q+IDdDkqc8odPyZbM0zqo7vh2iKZgemqi9Xeh/2YzZjDUlZo8M8aopou489M4uUQ+oDVMwiU10E6Fo1Ga3jXS2G/8cGcwUIk7RRJmskwenKVk4e9tF2pWudQUh9ToQDIY0hvDewkiXVu+U/1fgy+gzYZoOvO3C33rjkwDdmLqzJBCvfKZgYvG47rDqyIvnmvbwW/F1xSaDceqjr0ijtU7OMB4TZgz6BqpYXm6MCr9v3Jvp7xCiSh8mZM99w4dJhJmhCEtvHFoDFXoSHrZ2yYjdKTdfEiv8onWBX94gcDPJHJi7cU5y+Z59En7NnB7u3nK7s47tJwTFUETZzDmbcdjOHByknoH7g/bV2M74dsbPL9AbasaiyqF1mgTVpjhsKFuG0hoTRvY+dJR7/NWeIxsU/F0LJbbr32VMnT3MJIYWy1SG7too8cgeEVlhU5TMEfVLQa71BVmfBzVZkLaCaBjj3DcVr0cqQfUuU2jOB2Q54vn/jA31nkM9TVDPlJQi83MX0YnionwqUziFurPKl9mRLkrPgmoe2iYZjXT51Ua6pxJ63ZSZc+HNmz+TDw8wj0zZezP9u+BSgIhgD2/Rzz/HcEoVP75D3VnKQkXo5YznTGuVXjq5bri2kACZoWZMFudFHzFmAnhS6t8ZcFlOwBiUCVjKLGnCpom2POBpwg9HHvKM3D5rlgfezcd7HNbvCElxv/V3/wEf/4KcX0KOcdNMiwheZqjnIQ0SHiTRxz3fD4+8WEd6w4tAbzjpUgw0jci7xWAe3y95Cgp5yvD+P4KNcIOnPFGmJczSbnF8uhuP/ZMoZaKrkt147J3TcFSfbOyBJeKyltYukUjxK/Klq+ieU0oZKS1pr/9usNO71T2kHOPzJkJzYbbGZEYTZRo6+4zj3tnXKJeYTYcFp+f42mSOZtjoqOSLoe4d/zXUnSRCdwdNuDsZ56lVXnrjebixJ5SDO2adLiPqkGjG3bgMxH4r5Kvf667tRGhEc7kvWSYRMplFBjtWUmipNX35fPiOcW+mv1NYSjTv1NZxTSScQ6uR52ed4h232BBOvVG80K2zh8gOBQPisWlMPjIBR1ag3myYk/1S05CG+UW9oWyG2dk4dAfNW4mmuRObcHw/ZINqiCbO7hRrzOY3jqJ3/CP4+oKvJ2R9iZ/lyG08AmecsweFE4dCD82sG3NrzL1TejwsfUycE9ct9S6hYzxId3NOJ1xEdUycixkmiex7Iz10MggXsqFHYR5Ns6OnF2x5huWIDA3v4vwwE8o/ApIi9ZPlISb7txS+XPC3f4LzSzTaKZgpnFN8bDzwUEXKzNN25lOvbGYs1tjcuZThIzu6TxN4FNAiQwd1Myl3UVqe8JxxzRwe3vKnp/fk6QDLU7y3h6cfxmzkfzf2WBwgJvyP79CXD9AqXgosR/T0wvTmPX76TCoLfvqIW6drRns4O4fDriOtM7VgOTRxtuHYXIj84VsZUNzLiaxRQCQEzwt1XqgPP4Em2uGBf58evojDkrLw9s2f7kOz3xl5mtjv5/7239Dp06D+O9TtQvcXVbwsMWQTCTd/zSwphvFHd57rSm8bmMPunZEKc46Yu1vLZ5mWOFse3n7RSCcRHtNEnpdxz98OUx6RO/Psn8ZSFnR41iwj933DSb0DRh60sbMm5l3KMeouMJo4VXel9GiC9o3zeJuU0DPHMkSGOW38fhPloTdc9ix62VUhNyKRQQnfCW2qUV94sN1S66SyUM2DxdDuzfRrsWjiubfBPKnQzlRJvN2ewyMlF9bhkLS40V3IjfC18EgY375iIPwW7KzEvZmWXeIpofTbLY2LKIsqGfBuI0pTySn/MHXfvZn+XlEObL2NRid2CaV35r6x9BpZoeMQTThv1jMf5iUaWQPTPRFaqCIkDN3H0P7LTfSvYRqGFFcH56+mm+4kCUv/ZI56JxtUmXAgtw3KQiW8U9zuh+q3wF8+IeszADoGE1hHu/OAs44ILPfOoW4s23o58CZrTN6uOirzoH9dHqh+2VAKwxx2vNXxwI6s2qppxGqEe2Po5/Yc2uHYLTuHfLyiGbKd8ZRgOeK9c5juR9E3Y1qQ7YQfHsPR+waiCY5P+HYOKl0/QjlAnmEvtPevnWaezp2TOKc8UcxQOm34+/tUAIWpwHSIgQqAO5YSlqKBRoKN8NPhkbfTMeicyxHJGfKELHfDod8LaURX2X7/qmKPP0UTVSuSVnw5IucXZDkwrdDkbVwPpQeLpW6kXpFwJcRTom8rrolJnIkwGSzEZsOIrGhJEZG1R6BYmTk9vaMe38TG5PiGd4cnpnTtvJY8cfzpP0j3Rvp3R5HhoN0ja9oOT/EeaYbTZ9yGWeDYFDpAO1+GrxCDzFmEeT6wpkLVE9SNrinO6a8hSk4FDo9fJHAcUuaQCnJ8+qXR4PKIfG1Cdsc34XB4JPWOj7N2yZnyMuRcdtUoqwStd+n1i61zcSN3Gw01wVJwUO+YpOHCfF2kwKCDe9RzD72G1pXQRYfMSxHsIiFsErVoTYkmEw/DNK1YnBmGR14yYNMExED/R2mq/mUQ4ZByNNOa4PlnrDf66GYPZlHjmfOpFNShSsc03vddPm8IJuGD8OU7/SX+q+pffvFrX5SFrCB7SElcYtBeNPKlFcLMcor4xPIDMVTuFex3ijwvnImDqWmimzHhvN1W1BqnEdSeCar1wRrn3tlSGlPC2CRmNxJKJwGdKtc86LjNbOwbfx3JIndyutko+5hMhZgq1pjZejhIu0Xz7kDvWG6YKCJQ20a5b65eBa8rPH+IIqlvZNEwCtpiS7mQOPRG+v/Ye5cdSY4tPfdby8z8EpfMunH37m6d3sLBOT3qgaC5htJAT9BCQ0MN9BaCIAh6Az2DoFcQoJGGAlpATzQRBJ0jnN3NTW5WMS8R7m5mZ7DMIyKLRbKKu8hiJtcHFJMVGREZlRHubr+ttf4/H5G8EPNCqNbim0XIqpDlZEgHoNIuxHWdqWqzsbW2KrXdr1CpraNhjVqTNjO/buyslY/TlnWpbWC/VUnybOu76UhXFtI7Woad76HfwHSPpJ46ZKs6v4V0A1WDfU6WyRx1g8A0Q5ltF0sD0o9sDrckhNvOwsuUypwSWaPNQaXedsTFIpbqhTAKIuxUeRZHwhpzttkh/WgtXT4j+dHpQuTwVlWn9hvq8w6pGY73dowe7iFZdNYh9ch8hCAUDcgc0GWCWqnDBu1H0jwT6kJdCpfBVSUoNaSTqSQi1DRweP5HzJsrE3CbPV03sA3mBN1rZAiJdP3ZOV/Y+agEVbQfKHdt3EPEPgexs1Gdu5sHlSgB6DbUbPFYb/uj9DGSumccVSnHO7vWXN5HBOlGwrCFYUNUtep26Kzq3A0P27jFNvbcZOoPZ9uN7GLiq2AJCkEs47uWTC4WPVWp5tqvwlEjoc50bT5+jUfqSiEUs6IM0Oahs21+Y7Ovp4o15+rjuXV8LdQUlGLruUa5qFoPdaanrR8UYutXKwJ9130z1s35djQSROk1cH+4sS7OxTZLakvXEeA6zwQqkwpH6ejJLNV2P4vYZsp9M6k7N+ObeD4PaX43Vok2LOnnoSwXbJMmIub0L4mMzU2H3hIeCJHN9/2gR4R/kh8pMXbMsaMc78hl4aDKdV6ItdDlTBGY1VxaF1F6YL/MvBGrJhqtolwqWa1Ne26RCOXiv+sU5btEdaqV0KIZTrveghnbYBoqlMyYZ8sdBrp5JiaLUjnWytjE27FkNh6b817U2zewTFZ1WDJRlLkfCWulep54dbzjjUDJi+XKtseGUtBip87SzsDa5mjXiAwBe0yVk3N7Wdu+W5vwOltpNkTrDG4zKHrLFRSg1nKe19Vg8/UVrqbjR2s7+iUhMVGjZQ1Lv7Ff7TsENcEqw8TOugOGDdx/bRfjWjllRG+uSYcbntXCLMoxdYSQbPNElZJ6W5CtC2sRkggbAqMIGtM57mbYIOOVLaT3z93B+0dgDOkbYhqAGClXL5H7G2SZyMMOvfuaKEK4v2HpB6teU5hTD6VY1vAyNS8LiDmQQ6GUSqWQRYkxtVgeq1Qv44Z5c03dP6Pvtui4QUNiFyLPu5EuBFQsV1zcuftHZRx23N7fPBi9IETq9WeUNCB3b5DlYZXSZq2TierFNjdrjOZ5IFZJ6rqROk+U4z2lmAMvqoybK672z0j91jZJQoKY3qouihlLjT4j/bFQEX417Pn/vv6CEiJaFwYRcoW5RWEuoixY52DG3L1LzcRSmqeNrftEoKuFLtua0Ry9YVG7ji/NnOxcWOFiRHAVzG2/vH3uSjMxjNioYCeVvig1FmJRJICEwIKyG/cs7fV4Vfo9aJuROw0c7m9stKpmQq4sawdgm6OuUm3dXzMxm+C9q2ZQFyh2rItteFoW+fn3/75Cet1U0Qemw60LtX1oYql0ahuwk8AmdoR2zdGuZ9fGCJ/C++8rnEeKxg7peub7yDGb8Uw3zxZlUyoSYMxLM4oSaoV+WRhFUYVjDOR6PiD6PLOEAGU5nUBPFveNt0W1AJu8cNcyby/dwhVz9kZA2w9adzrHPAOJJRZU1OZ9astJ9EXX+3H3xr7ORyiZLg3c55kqSpxsES0ls692Es1U2uTs+T2t1g5mVWj7j73v5/c8UM0EVpsT+Klt20R4X8xwRNrt4V0Xxrp+0NomTim2+KqFba3oMlPLRQST8/5sruDNF0A1QR2stfOUOQsnB2dyttbr2MHuORxuH9yPbrAZ7MMNqdZTC1auQu4HSgvLWy+mEc45wSGakI6xxeBEe77dMxfSPxJdiARVS3R4i9pvkPloDt2pJ487yK+I9zcc33xhGyl5QZYJSqF0PbIshPmALoqwoHVBYmgmMdC3RXaNPbp/Tt9v2O6eUXbP2ly+dSi8SIN9LmJnueL+/v/ojDFx22/gcPON78lmT42Jery3473kk/gBqLqztlER895Yu8zawS7jliCvbCRomSAEnj//9bdEGYp1r6QB+o2L6I9MrZVf9VvGNHAXD21DFFKQ1vxl43RdracRkEXNs6ZoQKpVEU3sVvpSCLWcu03ainASte41uNiAuVwLtrloyqmTcb1HVxekGZBuSrV1Y42oWFJACGqGeZvnttZ41xiB801afns43rOv8KbW5muRLfq2bY4fQ7A4VBSpZipZMJEdlrn5YSzkLJRgnas2uCffKqQfbKhgmyeWKX02qwUh1UoU+8yE9RECuSyErjfPFYDYs+8GgqrNzD+Bdb9f5R4pIXYkjbwOFn8w5haRtVYY22GRarVdoFIZSiaLEGKhPy583fes3osJkJxRrVSNlNYyopVTFvWKUEg507X4ndiyBwUzuIo5s0rukM+P11oZcqEncz8IR+1JNbOUGcgsIVoe8k/4e3yMlGU5RSKRrUVTYySlnkw9CWlqIeWFLZVbUXtPT29kPY0yny6Wba7uvMtoKJVczLhERFjDFbpST07esprXfcdMpDl6V2sPFmEjgb61GV86Ujvvj4RIbQIYQGJH3T2D4719Rtb3NnaQ7y8eqDDs7D7LdHGbCWDmo23YLDOh6wjybS26rfq02ULsz628Vy/Q61c/zj/aObFPA18d39GNIELZXKFf/57T2TskZPecfthyd/N7GxFYehNXy4zEQhlGOz5ztuvBckSWiagRuhEZt8i4hxCo3WhCev2RwHXs0WAGaJeztM6PS9TAMO44zJNdE95CusE22g63UPTbF80aTjni3/ymwPaa/ld/Rhz35hZeFs47bBGekKHQz5K8MKbEH++e8z/ub8ghWnWQgNaZTIu4qi3aqlZqKbYJ3lgry4sGjiJIbaN9TYwD9KWQayWLno3J6trqbX9f3cCp9lihslmr36oEkdbq29rOI2SJ5rWw2XPoOsttCT7+8T6IiEVOzhMjMOfM12mku3/DPVAlcBcCNy27eRZhEuGgQsai0tb2fG0dpUnM16aIGcde2v++vQ5c69fSqt+ntWJbR6ZqvkltUMDWlRqYECRGFNiIcCfKVZd4kdpmXP3mZvBjxMX0IyVpII47pq/+lmPquVq+JGBW+JeO2rGsFhGVQGGXZ+7EqsD76cistgO5SLAPQyl0LBxCJItYtl1dd62s2hxXgwppVczTAVRb+/DqIl6oazRWtVzj/TIhosx1oFShlMq8LNRlYdo9ezCH6XwLkxlI1VotO7QxHiful9xObqVd5CqJyioi3p8AACAASURBVLZmDhJOF8YiAtVabGxm6uEczNvNPopYTAa0mauWKV3Xz1ttObWNt1u8W+t31YRoYFMrvQAUawkHy8r2ucoPRsYdNS8WewPmmD1sqf3GRPF8tDftUlzbHWHcQN2cK9Tr+9YNlh277r5MkxmZrQ+Xdp9+C6lri3BtjxuQKxfSPwV9iAzxW9q9Q6Ru9sjaxdJIsWOzf8XNcjThtSwPW/6LbYa2JyGkRB97605p96saKBdz8KqRZ+OONGy/aTzl/CTsu4HjZke9+eqdC1QJkbq5svPAO2alvxNV6EbC8z/ietyZYI4J8PP1T0p7z/5s84y/273h9otbqtgGSNLAUitSMyqc1n21WpLKotZpKPViy7yeO9HWtuB2M13NUDO5yum6UNSqnSaUbH3R54UuV4K0vjcV64QrJqST2Eb7jG36aDfA9SuKKqVU2+h13g9pTuzLzJUob1JkEgUpfJ06bqSyIExipnFze9+yKrMIpa0Bj80HJYu9n8iaC208LJ5xFsitkCJtbWnJLbbREurDQkxAKKrMKKLwAhhyZh4jo0Q2p46lpzE47WL6sSIgaTTjqbyQObdVVMLphKkUUrHDIIsSi1WVa4Dc2r9TzlSsal1EmIrd7xCj7WBV22081STlYf2ybUyZEyRmcNBRqMC6xOtq5dk0kWoBqegykeLEMY7UujBTmS+qHM53sLTgorUdTwWmA+Hwhg6YtQMxL+b1RNWVQqBw3+aVFNqwk7Qu7LWb4dtPbLFWJJtVnUVpXbT+tKp2pbYT/kOqBoiJoMImBNukWV9DiDZTebyDeP2H/W5+qWyv4U5gOlefRVrVuBusohB7q0ytqD6Iqqol2yI7t5i1rkOG7fl7pW2lqLWKS4s7I7SK1HpxvKxQOz86+zQwNwOit6ndYJtq9w/d3lMI7GXgTpQc2uNq4e3NFtHAdm3bXp+zVb0R80VIMXHt2dGfnCDKVb/lda1w+9U7xbKIQD/a52JZN1KWh+Medk8zKpRom2WtZX8/7AhuEvrpaMfhVdfzZ7uX/M83X5JV0RjQEq2bRDLNoN8e0roEY6lng7Emoa1gYrO2qFWdbc13/lldLcR8buuurI7Q9jkY83LyUZnV1p6pFBJCvDS+k0AMiu5eMo9X539P55tv74vUap4Gbe23k8BXGig18zp0HCmUUtq7awbDk0ZWV6NFLWu8yLlAVleB/o5Bu8v2/dMtotRa2qx8Pe23r92sgtgYQbTgxKKBuUCvgqSOPi+MXX/RwfI0OllcTD9SAkKJAbqR4au/RWvm2KrLa45gbC6LhXU2VsgCQ15OJsu3wZx5hRZtVSsdhVyETV5O7t4rQvNjPvV32H9jKQwlk/JCkHoS2AKkXHh5uKOTCihFhFSg5gVdZkg9ryXQxf7Bos35FnLboljFtCjc/B5mc8bOquQ0onO7X8sVDLWyy5lJCke1mZoqpbXgn7dFLt+BtSXMOhvObWAgpwsz51ssnkMuzMdEbOYyKEmUTtTE2FoF64Zzm9fird4/FGktmKeZ6Xdsisi4a62Z785yFw3NQEzMpOyiYiAi7zn/KLB15+6fEhXheb/h98e7b5mfttZtXU3nGlGVq9Rzn2eOeTm79zdEhF3sCZdCuhuo4w4RG/nYxp7tE5h3eyqMMZH7kRuwMY1vO9bbLD2ti6DW0hwm21W7jfTYnRU2V+yGDaNvkn1aLo7FP9nsuetGXseemmdKSLYhXux6bWJ3LYQ006h2/V4dtXOL2Fq7B2dRhrKcfkYoJqxTXb3A2ydEsPGyi1al0lrMzVpWbdHZNuwFJYkQt1ccr16ery1peLCh63wPebZEDiwv+k7Uqs0abRwPrGO0ClNzdg/VotNKSGRsft4EtVyc7+Wdcvqbt1lFugpklCJmOBZrPcVsRSqikYJtxqpAr3AvVtm+rkCb6ddWTHkKPI1/xS8REZZaGbbXxOmIAEcRtqqUWlgqdG03kTazXCqIKrUUhmVh7e+9DR1VHh40oe04BclIrWTVVpW21t7SBJrFMFWKVmLOFnxw/rFcLxObebIAeVUWzKAq1sxcCmGekTTyervnej4Q/cT6/by94bDM1obb2nyHNidTYocuFc3t4tiuhF0tdItFlC2c6snvPJkGzIRs5bxsrjZT1Z74NEEja6uomctJsOpnJ6FVoRMnIzIRM6rp2rOW3HY8/TPwQ5FhaxFWd2++sTkhIpZJffv6259gzY79oaYwm6vvnJt3fhyCKM/7Da+P98zvElCpo8TnyOEWOR44bbaIMMaOISSOZWHKmVwLQZVN7M+VJQ2UcQepJ2pgExN9SL75+TNk12YRb1St2+d4/z2PaKMh7zpsUw/jll0aTs/rfDokxJOk3YTEr9JA6Hvu8pF7rKgxh0JYJtOydXVrprXlNqoVWrIIM4HYOhNjhUkDfcnEbKNcqWSUeiGbz42/KS+oKBkTUaFWIDQhraf24aiKjhum/Svz9BBA1OLVnPfCNrwyooGpG/j65itmKrep4zBn+rKwVLhT4ahqp/h1E6Ta3HqOZkhX1oQWzlGo0gpu7xLUsI4Aymlm/rRFo8VGDtvIYFmN5loBZhNgaGZozBODdtT5yFILncQnY1D5NP4Vv0CWkgkiPAuBoyhxzmSV0w5jXwvHlv8cqFCFBSWQ7cNOYcwLsZrJ/X0IZFll03qY1JM2GvNCxvKJs9icBM3ooko1syuKufjVyrAspJxRVTZ5ZgoRKgRdDSwqUgtBKlOXmFPPMh/dvOQ9sAvqBdOtzcHlAmI2EiOVSZUldtRST3nSl36NqdbTjvP78Hb9KbCuv9qnpn1W1rksu5Jf9JuptjlceyXECNtnD8XzsjwJZ8dPiYQI+xfUZbbF9Hw8zVBKTNTNHu4u2n7XKlU3/nARDTC0XGnnkxBEeTFsuZ0nbpbDNw9rUeq4p/ZbZLpHpqO1+GIbLUNIDCHRhUinlkNaYoJ+RNJIUrVFsW92/ezZpYGoga9FybG38Y954v3O9W0euhsJqWPfDQxuEvXzISaLxayFVxo49lvS8Z5RAm/ywiRDc21fWLvK1g6z09X+1GFrJmEBocszczOA1VaNDrUQWiXyktIeGy9uj8UqjYtCVbUUNaDXgPYjh801y/7FKeKpG/etFdh5L1pXQamV1yFxFxP385ElBO6zkEvbwyBYrni1rsNcYQ6BKtDlhQKUda0v2gpk9ty5tX+ffuTljz/9fd1MsS6E1UdHZI3GFWbM9KwX0GKV6QFBChxESDkzzUe67dNZL/gn+ZEyl0IfIof5SAzKERNGiwhDzcRSQayiXCoUzSjCUipRbE5ibvPQV9MRUs8UuJilOLdwC3ZbVzOyLKe/59bqK6LEXNnOC11dWCcwZlE2ebLxqzWmYa1/lvb3NHDoR2Q6tKzLp5E59+PSWmOW2dp+pvnCwXXdNqwmfmulpERZI1FKabEo9fLe30nk0pjsW15P6zg4dw2tFa2WSLjmW65tgjFa/mjXv1VpfxpmFD8HJKbTDHot2T4vJSPDjjrsbH46xI8TXzPsrI3c+eRsU8cQInfLxCHPp4icE6rUYWsu8KVYRFbN9BrYxI4Ykn0uvKX3UTOERDcEbuYj9zFSSzFBXZZvjnuoNjfu1AwFlTEkdqn3zZOfG7GzrqNqIx5/LIG/6zbI4Y5XIbGtE1/GRF0AzOtCqsWUrq7bYNI65HoRZ2ouK9Ku1RmhW08dFzPUtbVuDyVj1qSVrj2miDQhrSSgCwlizzRuWbbX5u3R/g39Zv+OOqjzfXy9TByp3PQjpSzcUS1WFmUWSBRm2vhmLdyEyKIWf6UiJrSztNtq6yi0527v8DfW/3brGXu326PFqtGhWLqPdSlYDaXPC6qRA4UXmqkSmBXu88zmeA/Pf/1T/Mp+ElxMP1IqlU4jaTqyXRY+r5VFbebN3tRCV6xlp2JmY4rFG62zUVEqi1ju4H4+MpXAfWxmBetwzAUCxAqhFsuyrpVJzVRiu8ynAmRpf7bLwvpUodr+VS5KadfmY+oo3cgcO1iObEpmqYUk3ib6nYRoF9R5sovqPPFAFodwmqvuaBsbKtRmBlHbrrWU9ZQI3yZi369GfJ6NOv1d5dzOrW1OOnRWJQ1b6DaWdQzfHsXifDREA3Tn37OMO+r22lq+8zucoN8XDdba7Q7OPyuCKvtuYFd7ppKZ25984fIcRIlRSRroQnDR9ARRUa66kV3tuV9mjiExX7ryXyKQJNCHyBiTfx5+rvQb2wgVQAJRhF/1G77KEzeLMIbIy7JwL9ZqXaRYtbGZhIaS35kdHWtlnBbuQ0egkKSytJnq0OqSFZir0tVCX/Jpk918d1phRQMqAQ1mVHkcd5RuQ71+dRr1ittrkgaS55C/PyJMJXOfF25LoYTIa2BKPcwTU0rUbAWTFkLK6xC5C5G11Tu3dB0V0FqoKCVY8cwyytdUlnqqf1z2M8pbX+s6K8+6WVOJpRK1Mqwxt2UhSOTrkkmhMlZL9jnMB+i8Mu18YgRbMA3LRCqZAbiXyOrh3Jfa3BthkcBqLhWxlh29mHelxR2kUtDpyKyWU3eatcFOuVppYe0mwYqaicFQyvmkijlHp5wpamYHa6j7uowrqtynnhoTJUYQIYkyzBPzfCR5Pul3EyN0PXK8s0ik5WjzSdoq/qfNCHvnBOiwnqu5VKo2L26x2AxK689uTWDfX4m+RE/RVqcfKQoSm7huf1IykQ9WAdle2aaA6lsztr5T/VMhIcLVS+rhFg53UN9tVvTuByv0Iwxbn3H/GSMi9CHSP5G5NOeHoaJsU8829dRaWWqxjZV2gQ+iRFHvCnsEiCo19ch8oLY26RgiL7otwzxxk2fSYv40iypdbddggaUUW8iVcur3TrUQi7V0C8LVPNlMbZuxrq1KrRSkwlgzm5K/2VGmQg6JqkqNkaXfUFJP7Qfy9SvzR4kdbHbsmojyBID3R0S5q4X7kllEuCmZY63MIbL0PdOygEBeKjPCpHCvwboNRMgizTTMZuUrFmNW62pW1wzl1o0WUaRW828/reXeek3rBH+BugppgVBNWIf2kLlkagj8rZix8SZ1FulVshuQOZ8WwWIH+slym6MoQ25m91VYEKIUNsvC/cW7XBBEbIb6FE9EbQLZKs8xLxxDoBBA235khSIVmtlEewqCVFLO9ljM2MyEupxnKS6aRmYV7kNCNTCHdBJiOxHCMrHkD1jQ/1KJlutbU4edPVtlMUQo7f81AMtbDxSSSruQ1subLzao39XU821cCOl1DlqDiea1vTu0KnXo7PZ+A/tnNhu9xio9+Lf5KemnRoat5VJPhzZ7P7/bBViCvT+pxW35wttxHh0iQpJAeqfjmPMoGHfW5XVhCqepZ6eRDuU+VobDgddaOUiAbAN2HS0oq2ZirWgppzVarJWhmZXeabSo1HVDvlpRJubMWAonlURbPWqghMAcOpZhQPsRbWuUOu7Nw2Ozp2z27FvUnoi44ewHkGvhiHAoC3e1cCyZJUaW5cB96LgtMKmiBKQszECWYHXl1cW9FVCKWOrPWoWG2mLRTAhbjaVlSWurTNdynp2vVtmWNt63urqXZkInKDUvzDEi7bUftEeB35WFXa2MsWeeDnRPZDzMV66PlKiBMB0s502EKsLQdpBKEGIBqk01jMvCpPF0UK26B1rUUeUUn7TuNvYl05HJRVlEm7mZnOZuipow3+aZrhSGbLPS1uJtz2MZdHLa2TxKpKrSl4V7GZBgJ+xelEEjsWTyfAT2n+JX+mgQDdTYwbA1gXMphGOApe32yYF39+tb+xe1nHeXBWzn5JvROt/xQt56vHU5nD5HIbSKuZkYMV6Zc3c32v2nI1y/PD+fRq9yfkKkZVJDcw7ND2cq3aXbcRzn0yMhUsc9crixtcAy2bW3H+mOd3TdwLYb2E0HXpfMjYoZlLIaTQlaMoFCyIV0itSz6/lmWbiLiYy1cC8ipJIZBXII5vzcqpVVlBITcxoo44ikHg3WiVaHHfn5rymba8qwY5f6U5fMEJJvyH4Ah2XhKMoxZ46i5JI5Aq8JHEKhZlu+HWOkVmWqlYU1SxqWVp0WzBuprjPwpz5EYRGINT8sgjUD26piKrvdLqz6oa5bNNaK3lzhFViWikahBOt23dTKXDJfivJShMMyveco4c8fF9OPlCiCzEdC15E1oDG29lyB1nKB2IlQc2G7TNxrYBVXYTWhai3YJ3fulabBQi10lBYufTYrKBW25VJAw2wPYV2CW/sImGOgmL6qMK27ZTEhErkSIYRk2aXL8af5BT52+g2yTNS+b1XoVpGWYEf1XKyKWPLJ7O1ExS68q/V7zXbmKwIn+zj4hgi3H3D+GrSJ8nr+lkZ7PTHZ15QgjSamu8G+gon9auYoJ9zw6GeDiEL0jQ3HcZyfIzJsqJsrGDZw0wxIQ7Jq9Xwg9iMxL2xFWZaJr4DJSoyUXE5pLGa7rQ/XfxXGnLmPqY3yZXPu1kBePVBa0aRooHQDNXVINxBTT5VI3e7JV68o168QCez7Df2FK/zGr/cfxFIzUwgcS6YiHEW5yZk7hVKs+y+UAwuVrIFJbA1eq81Pl1aoyGJy2OrR33TMmTUQa5u7bnPQopdt3ibI1cTD6TZqpShIFXJ75kjmRhN9EJaaSVVZ4sAtlWNdWN7VAfdIcTH9SIl5RoE0bm3+IXRoCOgsFpqOoE2o1FZN3pSFowbWfSfbSWpzs2ItHadjo74tqdZ0wYrmajFYmB6zw8GcxjKA6snIQGqz2287VXn9uSghV/oxMUggtqxhyR9QGf0FI91APaQmUAer8q7v2ElQR5AFePt3eiF+a2vNrm2Wqr7j7msFul2IqbWZirXNmZZZSAiQNlYdD8nmo1TtNabubJwG9vdusMiWVg3FZ+Udx3Ec572Qq1fU3edw/8YqzyFA1vM1dbqHaSLGjlfzxCyZO5RjTCxZKSWDXAjr02oPhlp5fjyQRfg6dVSBqjbCVdU20qsqSxohRsq4IQ07anPwLtsrytVLkga2myv0QjwPMfm89Acyl8yxZGYN3JUDtyrcl0yulYIiIVNzMOf2WlgkNOd1i6GtctE5esHlOn/9/1kUba3/XIjvywedhzdrMyIzlLbmF+GokU6DjYYCb0TYiJJr5maZeVbLk0nwcTH9WJmOjBrJw950TmuRNSdFRVWptZBqbnEItsM05sykZkRQ2ywMrF4UF87O9XIf6nQPupJPIvqsuewepc1PnJwi1+y6CgQ9fR8qNQZ6KfQpUmOikwAqdH6CfX82V1b1HfdwvG+CuqHBRHZe7H0ob89Pc271PjXtrK3+nM+qa8v2envbjUbjOQ96fb+73qrhobPc4hhMPKfePiypP7d/d9YORs7UeUaGjUfxOI7jOM57IiLw678Pd2/gzRd2XZbWYdZvbFSnfGWxiCmRZrg2tyiWWpkEjs2IjNbyHWshrF2IqkQgLjP3IXKfAmUV00COnXWf9SNx89y6y0TJ2yvCs1+x6QZ6DZR+e3rNKsLe0x8+mFwKh2Uip8T97cQ9sIhaFypQCcwd1GmiNBPaU/VZtLV8P+TsmvSQNQEoi1jM1Vvjfw+fqSmEtj5cFBYxadkBUipFhVkCSYSburCvPcdSuC9mcBbeYW722HAx/VjJC2MI3PYjmrZIuWXuBtLxQFC1ErEouRQzmqiVWEpz265tjhmyhubsx0kkg5yUtAChFFJz8V5FdEVOmuvyMFsPCa3rXAaElj1XxarmkwhdSPRVKSihGyyGQwNRH/9B9VMhMcH+uVWBu9FE7Tyd7xCa4FVgERPU78icpRQT1mvVWWjV5kuPdnjg6BhCq0y3He2QbIY7RBPNGuz+sV0019ZvwS7yl1Xo+QDPf/VRfzeO4ziO89QJw4by2Z+aUezNl3YtXto6YNzadfj2jaV+pGjmn1WIUolLZVOFad1s1wASKLU8kEsKjKIMJTOpMmvgGHtql5Bug+yfoZqIMcL+JeH6FbF1odVuPCd5APt1ved8ELkWllI45MwhROo8cQyKZiGfBLUwdx3zZB2J62q6Xvzhrdu+jwUT7euKUKkX0Wot9UegWEDWadWo62NrRSWhmOCccmZpiuPuIlHgseNi+hFSa2nZbcomJm73z+jnW46xI4dEmk1QSy2omqDW9tk/Ww3YnHTXTqKrKL6cjFAeyqlLi4pWX273M6Oz0/RDNVe/Kme3wNAOvqXFYCVVlmBVyrGdWGMcCPGp2BH8NMiLX9vc1N0b6Ld2MZwOTRSrXVjLYkI2SxPT88NZ5dO8VBPHlAszuvVMd1GuXk3FJJwF9mZrP0s4m5Cl/izM153oboTtNXIZpxWT5xQ7juM4zg/h+a+R+6+tYnz3Bm6+sq40saxntns4qAnpmGGaoUbMa6XQ0UGpzDVTa0WLteKeXKBbxVtU6WKii4m9KjUM1O01pJEy7ChXLynj7pzyoYE6nqvS+25gCN6B9sMQbvLEnBcWUauPINTQNkioZKq5eHeRnOsp6aV+i1q9bEL8PlY/pIwwv6OD9LL8cvm8s1hykLZOSJHIUgtH4FCWJyGkwcX04+RCCO1C4m+vXzJ+9TlTmJmGnn6+M+Mp0VN8FRootRLqKV0aeCiVAg8F9Pr9U8cv54OkXDj6ldYStLoDqpwdAhUItbKIpSlIwWKxYqR2GwYVMztSYdv151kf572Q2FFf/hpuv4Lb1/b7U7UKdcnQpRZ1NLforAXqWlWmzUq1anSp1vZd3mrtrrTPXPvUqFo79yqku9GENDQDMrWKtLR56jS2rx1cvbR84xUNkLonMzfjOI7jOD8lGhPl5Z8i5f9pc7IBDl/bdTtEOGLX5ePBqtaxa2kNg7WAF1sHpDKZMNPCXG3NWMTiLlWU2vU2+yxCHq/g6iVle03ZXlHHHfXBprhQNvvmuQJXaWD0YskPp1bmvDC3NfwSEqIHqIEaoS4z0+X9RSgSqNVW6BcruO+0mP3BL+/i61qasb9XZgoJMyG2mPPCQYU+TzZq+gSWfi6mHzkiwn77grvrFwxfTixxYE4dcZ6popZ2VCuVTBFBq15YBRiXn+VzeMLD3aW3vz48KIXShFVowkypJ9OxCqRSWEKEGJj7EUJHip1lXZaC9Ft6jV6h/EBEBPav4OqVCejlYBfKtdUrNzfvSWynWlOboV4H6decaLGzX8lngX35rqucHxPiWWinwWalV2JvP19oc9WtOj1sbff8siKtCtsr20wp+ZuZ047jOI7jfC+6vabMR+SrvzMTsJrNR2V1+J4O0G2t3Xs+2tpgmexaPk/NjHQwVVAXEkCBSQM5iEVwhUjRSNk9oz7/NfnqFXUYzpvpJ4S62UPsiBq46gaS++H8QZRayaWQy0ULfuqhHqilctC2jjo/4NxZ0G76MUT027yti2sbIy21WtNjsMJb1sC0rimfAL56fYy8VcEbu47l+R9T7m+RaSJ3I8vhaFEGGUqo6JKh5VFb9vPZtRG+OUtxaT72LpOCy1egrY1b1jmbev5uFaWIsKhSNLKkgTxsCbE/xyQIXPUbdBgfVi2d90J315Rnr+D+Bu4V8mTCOfUQi4laaDvQrfWrvKPVW7RFVtUWqdWiqwRATWyL2vxTCGY01lzYzVRsFdLSBH008b7ZwdWLh0I6RNjsz9nFb89yO47jOI7z3uizX5nR65vfUZ/9Cr7+PRxu7Zvd0MQzdv1dFrtO12K3T/ftei8QRhsNix2dBOagzGlgiR316iXl+jNq/y1dhCKUzRWhH9nEjtHzpD8Klhf90PpLJVCC5YEzZ7JEal0erOEv+ZC27o+GrFFa5zJejb21jJf807+eHwlXLo8Q0dCarO1jmESJmz3bF3/MzfFAXQ5IjCetpBmWUOnqQm0N2qdA9vU5OR9obxsTXArqS9b7PNxvlPP3RCgCWZUlRpZ+YN7sSCGRUrKytQh9NzJqgN2LP+TX8sulGy0i4+5rM/MSzm1cJduucQg2S1WyieqF9sa12er101Ay0FrD1rbw0/OEVone2P/H1CKyoj1HGlsEVndy7GbYWCv35SbJsEE8BstxHMdxPir67DNK6kxQq0I/wv2tjXvFCEuyKrUGqF0bBxstHWRN/tAWYxkUug1p3JJioo47jrvnZixVslUbGyJC6Abi9hl96um8MPJRCUFPLtprKSyIkps/UQnRvlMCuWZqFMrysFr9Vr/hR+XSb+nyNgQCYqpDMPOx1FEpRA0spRDC4zek80/7YyWeHRt7DUiIyNUL9vPMzXIg398QFrHdIAlIhlIqWgu1NM+9Wr5xALxlNfXOlu9LowHecd/1/zNC1ghBmfsR6Xr6bkTXeVoJhH5gHzuIHbLZf7Rfzy8JEYFxT335JzYT9eZ3Z/G7umimlvU8HaxqvX5d3RRrxpy5y8M3cs2GXivMw84it0JnjynFBHXfnLxVz49ZL6baKtXdAN3w7u4DffwnU8dxHMf51Oj2mtoNZkQ23FG7ry2Lem393VbbJM9tRhpa4kYEWudarXbNDhZ9xdUrQtdzuQ1e1nGw2KPjzsf0fiRyLQSUXhN3TEAl6Npc2KS1CEEjswhlgUKhRqWilFxPaS4/ViX4XZXwwDoRaNsAoWVPr45KfYjk+q5S3ePDxfRj5SL+QEUYQuS+G9HrF1zf/Yq7eUHefE4mobog0rH6disLYRXUF3tVbzt5v72LtYrod7eGy+lZClaNrhqoIVBjR+pG6DcWk9BmdcO45XkYCBrg+tW55df5YGTcofOR8sd/3wTx179/mC0t2IVRtH1uKie3ilqgNEfvKJD1vKW4xlvtX7R27VeWK7maldUF4mA72BV7/lqb+ZjFnbHZI7tnNhv9zhev/t47juM4zkdCUg/PPoPjPTLuKfMLONxZ2/flbO2polnsmq7xtPGNBKS3dYO0fGrg1G2mMUHqfTzvR2btANjFjtfTHdRKJHCoM51G7oq5dqsIWm3dVus5c6cGMc1QeRif+iMhmLgMiI0dAEGF0lr+M9Bp+F3VfwAAIABJREFUIGlgvvwsPmL8CHisdAMcb09/HTVyLwtl3BOuX7FdJo5lJt7fWiQSArVQi0Uf5Oaqp8VmnfWikfvtNm9oO0xYu/f60T87e9vfqpgRmeXOKRIiIUZK6qixp4z7JrICabPjOo0EEdg9Q3bPf6zf1C+H7TWaF8qf/l/w2/8Jb76wnefLNzN1D4XysliF+SR0I8x2YrZM6BG2z2Czh6uXF67dmFgett99IVWF7XcIaXiHeYnjOI7jOH8IInaNZtii8wRb81Opx/tmUNqu/xpbskaP9OOpu0yiX5t/DtQmpoeU2MSem/l4mkNXrAMV1hAWQaGJ2LcMh9e130euT78di2VCmtZ63rRD7BANdK0a18fAGOKDUYHHjIvpR4rEZI6NLUcuqbINkVsWytVz4vGOsWRm+R3zdIfmbJl/FUIxN2fFzKUKVlVcDzoT0+f6c+RhxdrC2IXcBHRdhZJa3VvU/iDBqtPdhrJ/bnnCIbKLiU2/syM/dcjLP3WDio+AhEjdPUNvoP4ff0798rfwu/99buleid3ZlKzecz4NXO48R9hdwXhlGzfj7qHo7Xqb1f6+923YPTQeexfeGuY4juM4PxqSOttMB2T37BO/GudDWNdZXYhcdQNfHm84LpkgkawLKShzlZNGDiFQshXO2rTyWT5fjIh+lNfGudj2dvdqCUJAbZ2vAQSiJmJL/9l1T2ft52L6MTNsLV+4sQ2JY8kssaPsn6Mh0JeFeBeZlgNFI1WVQwjEeUKWGVFr19VakebIbbOzoLUS39rBahM1JGAWmFXJ7UAvom1rrAnpEKndSH7+GWHYMKoyApraHE7q4NXfQ5/QAfWpkdRTd8+R26+Ql39C2b+A3/8tvP6dieqS2060wri1r+vtmuxEu3th701q7tx9y5EWsdvWE+P30Q12Af/uV2wz2I7jOI7jOM4DQltjRwn0IfKs2/Lb/NrW4qIUUToJHMkXolYoomgtlEsxrbRxvI8zq3xZkV6LbQHIoUMlUkMkqNryUZQhWHluCJFen07ng4vpR4x0A3UazMEZ2716lnq+rObQXLbXVAnEL/5fNvdK0YkFyFibdxChltzavyuhFLRUQgVdRfXFJLWIoHWdjBY6oCuFpbl2L8HEOhqoGpFhg15/Rtxckda9KhFzjRw2yLNfeXv3j4Ckjnr1Cu7sZMsf/Yby6u+Zm/fhxmampqPdeS/W3VDFYq7Wtq7jvZmR9JuLmKvw/h0EqUPG3fffrx+/uwXccRzHcRznF4qKoqJEUYYYGVJiv/R8me8IojZ7LJkOK26VKoiCFjMCDq3x+ySfU4TpD6tOX4rny4q0gEWohUAIgSDaquPCGDtSsKb0q2RWduGJrP9cTD92NlfwZjrtMgVRnqeBr1IH85G62TGn/5Pw5W8J92/oJKAiSK7U5jImFUJZ52T1XLmEB/m/CS5cl89JdrHlE3famj0kmLvzZg+755ybPtrrffFrZPvMqptelfxREFXYPadOBzjeoUywf25/wBzdL3Ym63RAJtuUIURqKa1L4QfQDe8npEXNHdxxHMdxHMd5J0mVqIpmZZ96Xh/vuEoDN8uRqIEYIuRM1AIIORe0Lb2XWttcdT0L6q77KIIazt5JKkoNkUWVJEJchbQKu9TTaURQ9v3ArnUtpieS5OJi+pEjqtTdc/j6S9aBiajKi+01N2++YCoZUkf+7E+pNxv05g3cdUjqkLsbJM/IMps5wHJESjkLajOzJyFYQbIJawuR5nSkiloV82RiMVgL8fUrq0QjVtncXcGf/Dm6Cuhh61XJHxlprpx1jcNaZshz8xtrv3tRpN9YI9A0ISq2iXLz1UPXz+9DTRx/f2t3Y7P//nlqx3Ecx3GcXzBDSNzrjHBkGzt6ieRQuNaB22ViLhkVIS8Wb1o1cCiLOXxnpVAQaqtRN36goH67Eg1YKo8GZhWCCF1ICEIMyk57+tbenTTwR8M5Bjc+kSSXX5SYLqXwr/7Vv+K///f/Ttd1/Jt/82/4zW9+86lf1h+MxETdv4Cb35+qjZp69v3IcT5ylxeKBsr+JbXfUsYt+uZLFEUPN1QNSM7UGJG8UEtB84KUYs571Wao0RZ3JJYdjcbVPvAiUziYWdX1ZyaoQ5vDHbbw2Z+hqbURh2i3OT8JEqK9L41aW96kcNrQsLe6WJTG8Z467uH2Nd/r/KgK3Qhd//6bI/0G6cYf9o9xHMdxHMf5hdCHSFSlC5FjXrjqB6bDwlJgF3u0wm2ezZgYEBWWpVJKISrkqkg9N3s/ENTz/KAL9du4FNAPo3SVEgMZi8MaYiKptaZvQmJMTVir8Nm4YUzJ2tZbPNZT4Bclpv/Tf/pPTNPEf/gP/4G//uu/5t/9u3/Hv//3//5Tv6yPgsREvXoJt29gafOww44+Z3qNTCVzKJm5H6mxo/YjddxS7r5Gb15DnpCcCXmxXSUJbZY220GmbTqiwgNxtZpSiTTzqueWbTied57oR+T6FbIKaQQ21+7g/QmRdRPkG7efozSYJ2q/gTe/s8zq9WTb4s1soyQi8T0r0SvdiGyuPsK/wnEcx3Ec52kjImxixzEvHPPCJibG2HHIM3POjG0dHiUSRCgVOtFWtbaxvlCEglJqIbfcngKU1FyN5jX1pbaEn9Ujibe+Wsu4INQQyMH0QRBhDIle40koDzHZ3LQIL4cd1/0ORQmqjE8oeu0XJab/63/9r/yjf/SPAPgH/+Af8Dd/8zef+BV9XEQD7J9bhuDhFolQ+xGO93Qa2kwz5FJY+sHml29ew+YKffMFMS8mmufZBHmIZzFd8uWY9JkY2+zrCLuXcP3SopQAUoJug2yvkZNjd8uVfkIH0VNFUoekF9RNq1CX5fsf9N3PaK397zNP7TiO4ziO4wCwiR33eWbKC0spDCFRayWiHMpCbCaxVTpqKXQhEIIwz5mpVpaSKbWwFHP4nkomUJF1ljpFqzjnipSzB7hgnYzCWohRCIHccqsVQUQYNTGEjqhCVHPuTmomZC+GDS/7Lb0qiAn9ITwdHfCLEtM3NzfsdueFfAiBZVmI8Wn9GqQfoR+p8xFiD+WLk+M3QFA1d78uUV9tYfkj+NWfWZv4zWvLJF6OMN3BPNkfDUCB3IyrKuYI2G1sFnr73MR5as7PqUdSD+MeCWsbRxPSniv8qDh1PaxO4D+EEK0bwTdRHMdxHMdxPggR4bobWUrmUGZSCCzV1tcb6UgaeDMdiCIsIgSEUXuIM6lWjqVVpWshl0oQZSoLUivahHOhQhByCA9ir+rFn7U2LQgqQmiRV12IJFWCKH2I9CEyho591/Ni2BFU6UKik8hVN6JPqDv1aanI72G323F7exYDpZQnJ6QvkSZo6+4Z9esv4XDHqUW77SytH+aas1W1b7+27Orb1zYHOx1gPrYopdWMqlWity9h/8xmo1MH0qKTNFgr76VTd+xge/1++cTOzw4RgXFP7UaY7i06633cvmNvMWi+geI4juM4jvODSRq47kZyqdzOEzVUSoVcMp3Y925n5W6ZKBRUIlA5lkyPkClQLc1nppAW5T7P5FKpVGJrP61YVrU5dVv1+kGbt5igThroQqIP1v0aWhb2PnaMqSPFyItuS6fBXMdFedaPDE+ssPJ0leQ7+If/8B/yn//zf+af/tN/yl//9V/z53/+55/6Jf0kiAjsX5jg/ZbKooQAYWu5wtevqMtsgmlpQno52t9LNiOrzRWE0Ayn5GxIlvqHbs4hQr+1arnz6DEjsz112LUOhrnN1rduhdWMLiYI0TdPHMdxHMdxPhJj7HgxwFwW/vfdazYxccgw50xSZUyJin0fIGkk5pmlLsy5sJQMAhEldUpcAnfLRKWaNY5YZG6mIpUWq8Wp+BZEURGiCH3o6EJoYjpZDrYmUgh0IfKi26AttWWMiT5EXj7BSNRflJj+x//4H/Nf/st/4S//8i+ptfJv/+2//dQv6SfjVFlMA9y1Vu5vu1+MSIxWfb4kdrC5ouZVaM/2PKoXZmLNiCwkyxt+YrtPjiGr4Zy/v47jOI7jOD8ZY+z4k+0zprLw5fHO3LIlc8gzvUYkwZupUKrlTfchIkVQCipisblt3jqlnl4Ch7pY0gswl4LWSpZKrQVFW9Z1ILZW7k5NMPehI6m1dncaiCGwTwPbC3PaIUTGkPh72+dPqr175RclplWVf/2v//WnfhmfFIkJrl5R5wmOd9bC/Z3RR2KGYv3mJIwlRGsBb9RSWN3JPDfYcRzHcRzHcX48uhD5+/tXBP09b4733OWZoMJcCpKVq054Mx0otRBE6DVwBIIkoipzMxnrNPGsHznkmeOyMJVCrJlSTIwLSh8jIuek3E6UTeoYNDHE1ER1ZIwdY4woZy0QNfC83/Bq2D259u6VX5SYds5I6iB1tguVF2vVvRDFaICYTDh/33O5gHYcx3Ecx3Gcn4wuRP54c80mdNwvEzfzkbs80Ws+VYN/P91zyDMqMEqkUlHpGWMkomQqU870oeNrOTDUckpCXR3Cl7ww1YJU2HUD12mgi5EhBJJGgihRtVmTnelD4o82e3axZ9893XFPF9O/cLxd13Ecx3Ecx3EeH5vYkYu1b29TT6mVuWSL0KqZP6twnyfu5unUh1prZaqZOS9UYAyQa2EXO75ejpRi1ewhJEKLt9qGxL4fEey+39bTKiIkUa66get+Q6eRZ/3Tcu9+GxfTjuM4juM4juM4j5B9NyACt/OEipyiqc5smWvhbp6Y8mzxWLVSW/60eXlbCFaplTfzBGSSRjqN7GJPf5F+VGs9PceKxWQJUQPb1NNrZIiJfRqetJAGF9OO4ziO4ziO4ziPll0a6DTyus1Jv00S5bobyLXjsMzMtbDUDPVhZ2qnkf/72Uiumdt5Zi75G88nIkQJD0Rk1HAS8VGUfTcwhF9G16uLacdxHMdxHMdxnEdMFyIvhy13y5H7ZabUbzZjB1G2qQegUllqNWdvVbaxY3tRSa61cr9MfD0fuc8zS8mUevlcYu7eGkhibt+bmBhCukj5efq4mHYcx3Ecx3Ecx3nkqAi7NLCNPYe8MJWFuWRyeataLVaF3kpgiImk4RvPJSJsUs8m9eRSmEu2SjXWIi4iKELSQNJA+IUaEruYdhzHcRzHcRzHeSKICGNMjFirdWkz0jYdLR8sfIMqQZWBX0br9ofgYtpxHMdxHMdxHOeJoiLwC2q9/in5ZdbjHcdxHMdxHMdxHOcPwMW04ziO4ziO4ziO43wgLqYdx3Ecx3Ecx3Ec5wNxMe04juM4juM4juM4H4iLacdxHMdxHMdxHMf5QFxMO47jOI7jOI7jOM4H4mLacRzHcRzHcRzHcT4QF9OO4ziO4ziO4ziO84G4mHYcx3Ecx3Ecx3GcD8TFtOM4juM4juM4juN8IC6mHcdxHMdxHMdxHOcDcTHtOI7jOI7jOI7jOB+Ii2nHcRzHcRzHcRzH+UBcTDuO4ziO4ziO4zjOB+Ji2nEcx3Ecx3Ecx3E+EBfTjuM4juM4juM4jvOBuJh2HMdxHMdxHMdxnA/ExbTjOI7jOI7jOI7jfCAuph3HcRzHcRzHcRznA3Ex7TiO4ziO4ziO4zgfiItpx3Ecx3Ecx3Ecx/lA4qd+AT93cs4A/Pa3v/3Er8RxHMdxHMdxHMf52Kxab9V+74uL6e/h888/B+Cv/uqvPvErcRzHcRzHcRzHcX4sPv/8c37zm9+89/2l1lp/xNfz6DkcDvzN3/wNn332GSGET/1yHMdxHMdxHMdxnI9IzpnPP/+cv/iLv2AYhvd+nItpx3Ecx3Ecx3Ecx/lA3IDMcRzHcRzHcRzHcT4QF9OO4ziO4ziO4ziO84G4mHYcx3Ecx3Ecx3GcD8TFtOM4juM4juM4juN8IC6mHcdxHMdxHMdxHOcDcTHtOI7jOI7jOI7jOB+Ii2nHcRzHcRzHcRzH+UBcTD8i/tt/+2/883/+z09//+KLL/iX//Jf8ld/9Vf85V/+Jf/rf/2vB/c/Ho/8x//4Hz/oZ3z55Zf8k3/yTzgejwB89dVX/It/8S/4Z//s/2/vTsOiOs8+gP+HVXEURARaRRRTF0hVsBENVTAsSbGIICCLNIDWJa5gkAIiCCKyaoKC2kuyCI0KGBRIRUOKxigKibkSUWsAKxg2WQqibMPc7wfqeTMiNRhwtNy/b3PW5zx/zsy5z4Yb1q5di4aGhl++Iaxfurq64O/vD3d3dzg5OSE/Px8AcOfOHbi5ucHd3R2hoaGQSqUy8/373/9Gdnb2z15PdHQ0li1bhqVLl+L48eMy44qKimBubv7LN4b1S1/Zl5SUYP78+fD09ISnpyc+++wzmfn6m/2ePXvg7OwMFxcXfPfddzLjOHv56e7uRmBgIFxdXeHh4SF8xw90/gDQ1tYGe3t7nD9/XmY45y9fDQ0NMDc3R1lZGYCBz37NmjVwdXWFp6cnVq5cKTMuOzsby5Yt++UbwZ7JkiVLhJwDAwMBAGfOnIGVlZUw/MqVKzLzVFVV4YsvvvjZ6zh48CCWLVsGR0fHXseLnP/geVK/P23fflnExcXhxIkT8m7Gc6Uk7wawn+evf/0rTp06heHDhwvDYmNjYWdnB1tbWxQWFqK8vBwTJkwQxt+7dw/p6elwdnb+Wev48ssvER8fj/r6emHYwYMHMXv2bKxZswYXL15EQkICIiMjB27D2FOdOnUKGhoaiI2NRVNTExwcHGBpaYmoqChs3rwZpqam2L59O/Lz82FtbS3M989//hNffPEF7OzsnrqOwsJCVFRU4NixY+js7MSiRYvw5ptvQl1dHdXV1UhJSYFEIhnMzWRP0Ff2169fh7e3N3x8fJ44X3+yv379Or799lscP34cP/74I9555x2cOnUKADh7OfvHP/4BADh69CguX76MqKgoJCcnD2j+j4SHh0MkEskM4/zlq6urC9u3b8ewYcOEYQOdfUVFBXJzc3tlf+PGDWRkZICInn0D2DN7dEHjyJEjMsNLSkrg7++PN99884nzPToWfOONN566jsuXL+Pq1av45JNP0NbWhpSUFGEc5z94+ur3p+3b7MXFxfRLYsKECUhMTMTWrVuFYd988w2mTp0KLy8vjBs3DsHBwTLzHDhwAKWlpdi3bx/+9Kc/wd/fH62treju7samTZswb948mekVFBTwwQcfYOnSpcKw0tJS+Pr6AgBMTEwQHh4uM09CQgJ0dHTg4eGB5uZmeHt748SJE4iPj0dRURGICF5eXvjDH/6AK1euYN++fQCA9vZ2REdHQ1lZGWvXroWGhgYWLFgANTU1ZGVlQUFBASYmJggICBjQfnwZvfXWWzI/nIqKigB6flTnzJkDAFiwYAG++uormWL6wIEDuHnzJo4dOwYzMzMEBwdDIpFAJBJh27ZtmDZtmjCtsbExpk+fLnzu7u6GkpISOjo6EBoaioiICDg6OvZqG+c/uPrK/tq1a7h9+zby8/Ohr6+PoKAgiMViYbr+ZG9oaIjDhw9DJBKhqqoKWlpaAMDZvwCsrKxgYWEBADLZDGT+AHD48GEYGxvLHDhz/vIXHR0NV1dXHDp0SBg2kNnX19ejpaUFa9asQUtLC1atWoWFCxeiqakJcXFxCAoKQkhISK92bdmyBXZ2drCwsEBZWRmio6Oxf/9+hIaG4s6dO5BKpcKJ3tOnTyMtLU2Y97333sMPP/yAuLg4KCsrw8XFBbdv30ZhYSGkUikWLVoELy+vwenQl8jNmzfR1tYGHx8fSCQS+Pn5YdasWSgpKcGNGzfw0UcfYcaMGXj33XehpNRzKN/d3Y1Dhw6hvb0dxsbG+NWvfoWIiAgoKipCVVUVERER+PWvfy2s48KFC5gyZQrWrVuH1tZW4fiS8x9cffX70/ZtV1dXRERE4De/+Q3OnTuHgoIC+Pn5ITg4GE1NTQCAbdu2YerUqUhNTcWZM2cgkUgwcuRIJCYmIicnB5mZmZBKpdi4cSNOnjyJiooKdHR0YMWKFbC1tZVpZ3x8PK5du4YHDx5g8uTJiIqKQmJiIu7evYuGhgZUVVUhMDAQ8+fPR15eHpKTk6GpqYmuri4YGBjILKulpaVXDTJ69Gjs2rULH3/8MQBg9erV2LRpE1pbW7Fnzx4oKipCT08P4eHhyM7Olmn74/WL3BF7aVRWVpKzs7Pw2dDQkDIyMoiIKDExkfbu3dvn9Lt376YPP/yQiIhqampo4cKF1N3d/cT1LFy4kNrb24mIKD4+nhITE4mIKDc3l8zNzWWmraioICcnJyIiSk1NpZSUFCooKKDNmzcTEVF7ezstXryYmpubKTU1lWpqaoiIKDk5mZKSkqiyspJMTU2po6ODiIgcHR3p6tWrRESUlpZGXV1dz9BT/5vu379Py5cvp1OnThERkZmZmTDu4sWLtGXLFpnpCwsLhRw2bNhAZ8+eJSKi69evk4ODwxPX0dnZSb6+vnTgwAEiIgoKCqJLly4REdHrr7/ea3rO//l4PPuMjAz6/vvviYgoKSmJdu/eLTP9s2SfkJBAs2bNoszMTCLi7F8kW7duJWNjY/ryyy+JaGDzv3jxIoWEhBARUUBAAJ07d46IOH95y8zMpP379xMR0fLly6m0tJSIBjb7qqoqOnz4MHV1dVF9fT1ZW1vTvXv3aO3atVRaWtrrmOORS5cu0caNG4mo59giLy+P0tLSKCYmhoiIGhsbydbWloh68n748CEREYWEhNDJkyepsLCQ7OzshOUtWLCAKioqqKOjgz755JNf0Gv/O27evEnHjh0jqVRK5eXlZGlpSV1dXZSSkkIVFRUklUopJCSEjhw5IjNfZmYmxcbGEhGRg4MDXb9+nYiIzp49Sxs2bJCZNjg4mLy9vamjo4PKysrIxsaGJBIJ5z/IntTvUqn0qft2RkYGRUdHE1HPvn3t2jWKiYmhtLQ0IiK6ffs2ubq6Und3NyUmJgrH+D4+PlRcXEyZmZm0Zs0aIuo5prCwsKCGhgZqaGgQji0euX//Ph06dIiIiLq7u+mtt96impoaev/992nbtm1ERHThwgXy8fEhIiJLS0tqbGwkqVRKK1euFI4jHumrBnFxcaG7d+9SbW0tOTs7k1QqJRsbG6qvrycioj179tCxY8dk2v4i4ivTLzENDQ3hVp433ngDe/bs6XPasrIy4bYvHR0diMViNDY2Clc6+rJq1SpERkbCy8sL8+fPh66ursx4PT09jBgxAqWlpcjOzkZSUhIyMzNRUlIiPN8tkUhQVVUFHR0dREZGQk1NDbW1tTAxMQEAjB8/HioqKgCAqKgopKSkIC4uDrNmzeJbjP6juroa69atg7u7u5CjgsL/v/LgwYMHGDVqVJ/zl5WV4bXXXgMATJ8+HTU1Nb2maW5uxsaNGzFnzhysXr0atbW1KC4uRkVFBfbv34/m5mb4+vrK/J1x/oPvSdlbW1sLeVtbWyMiIqLP+X9O9gDg6+uLP//5z1i2bBn09fU5+xdIdHQ03n33Xbi4uCA3N3dA88/IyMCPP/4IT09PlJeXo6SkBGKxmPOXs8zMTIhEIly6dAk3btxAQEAAkpOTBzR7LS0tuLq6QklJCWPGjMH06dNRXl6OO3fuICwsDB0dHSgtLUVkZKTMnW+mpqaIjIxEQ0MDvvrqK/j5+SEyMhJff/218M4FiUSCpqYmjBkzBgEBARgxYgTKy8sxa9YsAMCkSZOE5SUkJCAhIQH19fWYP3/+wHTgS27SpEnQ19eHSCTCpEmToKGhgXv37mHp0qVC/paWlsjLy+tzGXV1dcIdZ6+99hri4+NlxmtoaMDAwAAqKiowMDCAqqoqSkpKOP9B9qR+b2xsfOq+bWtrCwcHB6xYsQI1NTUwMjLC3r17UVhYiL///e8Aeq4AKygoQFlZGX5+flBTU0NNTY3wqM6jfheLxQgJCUFISAhaW1uxePFimXU9atOjZTx8+BBdXV0AIPxN6erqorOzE/X19RCLxRg9ejSAnjsdH9dXDeLk5ISsrCyoqKjA0dERjY2NqKurw+bNmwH03MlkZmaGCRMmyPzNvGi4mH6JzZ49G+fOncOSJUtQVFSEV155RWa8goKC8FKqyZMno7i4GIaGhqitrUVLSws0NDSeuo7i4mLY29tj7ty5yMvLEw6CfsrFxQXJycnQ0dGBpqYmDAwMYGpqioiICEilUiQlJWH8+PHw8vLC559/DrFYjICAAOFg6adF4fHjx7Fjxw6oqqpixYoVuHr1qnAr81BVX18PHx8fbN++XebWFkNDQ1y+fBmmpqY4f/485s6dKzPfk/K3tLTEjRs3ep1EaW9vh5eXF7y9vYUvVR0dHZkfajMzsyeesOH8B09f2a9YsQIhISGYMWMGLl26BCMjI5n5+pP9pUuXcObMGYSGhkJVVRVKSkrQ1tbm7F8AWVlZqK2txerVqzF8+HCIRCIoKiri7bffHrD8f3qA/Ze//AW2trYwMTHh/OXsp7fGenp6IiwsDGPHjoWzs/OAZX/x4kWkpaXh0KFDePDgAX744Qe88soryM3NBQDcvXtXuI30p0QiEezs7BAZGQkzMzMoKyvDwMAAurq6WLNmDdrb25GcnAwlJSW8//77KCgoAAB4e3v3yr6zsxOnT59GQkICiAiLFi3CokWLMG7cuIHrzJdQRkYGbt26hbCwMNTW1qK1tRVaWlqwtrbG0aNHoaur+9T8tbW1cfPmTUybNg1FRUWYOHGizLSzZ8/Gxx9/DG9vb9TV1aGtrQ1GRkac/yB7Ur9raGjA1dX1v+7bw4cPF05k2NvbAwAMDAywePFi2NnZoaGhAenp6bh58yY+//xzpKeno62tDY6Ojr36va6uDiUlJdi/fz86Ojpgbm4Oe3t74ZGB8+fPo7q6Gnv37kVjYyPOnj0rLOPx9ytoaGjg/v37aGxshKamJr7//vteF976qkFsbW3h5eUFkUiElJQUqKmpQVdXF0lJSRg5ciTy8/OhpqaG6upqmd+LFw0X0y+xgIAAbNu2DUe/S5ymAAAG+0lEQVSPHoVYLO511nHMmDHo6upCbGwsVq9ejaCgIOTl5aG9vR3h4eHCTvPfTJo0SXh2TVtbG7t27eo1jZWVFcLDwxEbGwug5yr5lStX4O7ujocPH8LKygpisRj29vZwcXHBqFGjoKWlhbq6ul7Lmjp1KpycnDB69Gjo6Ohg5syZz9I1/1MOHDiAlpYWJCUlISkpCUDPC+kCAgIQEhKChIQEGBgY9HohyYQJE3Dr1i18+OGH2Lp1K0JCQoSXCT3+ErmjR4+isrIS6enpwpsld+3aBT09vae2j/MfPH1lHxYWhoiICCgrK0NLS6vXGez+ZD9nzhycPn0arq6ukEql8PDw+Fm5A5z9YLOxsUFgYCA8PDwgkUgQFBQEVVXVAc3/l+D8n7+BzN7c3BwXLlyAi4sLFBQU4OfnB01NzZ/VDkdHR1hYWODkyZMAep7n3LZtG5YvX47W1la4u7tDLBbDxMQEDg4OUFNTw6hRo1BXV4fx48cLy1FRUYG6ujrs7e2hrq4OMzMzmed6hyonJycEBgbCzc0NIpEIu3btgrKyMnbu3In169dj2LBhmDx5MlxcXGTmmzJlCpKTk2FkZISdO3ciIiICRARFRcVex28LFy5EUVERnJycQETYvn278F6Op+H8n11f/f60fRvoOYHp5uaGsLAwAD1v4w8ODsbx48fR2tqK9evXQ19fH8OHD4ejoyNUVFQwduzYXt+5Y8eOxb1797BkyRKoqanBx8dHpiaYMWMGkpKS4OLiAhUVFejp6T3xexsAlJSUEBUVhRUrVkBdXf2JtUVfNYiSkhKmTZsGiUQiPB8eHByMVatWgYgwYsQIxMTEoLq6+lm7+7kQ0VC/l4r9Ym1tbVi+fDnS09Nf6DNHbHBw/kMXZz+0cf5DV21tLbZu3YqPPvpI3k1hcsD5y8d3332H1NRUxMTEyLsp7Cf414/9It988w1cXFzwzjvv8MHUEMT5D12c/dDG+Q9deXl5WLlyJbZs2SLvpjA54PzlIzU1FaGhodiwYYO8m8Iew1emGWOMMcYYY4yxfuLTyYwxxhhjjDHGWD9xMc0YY4wxxhhjjPUTF9OMMcYYY4wxxlg/cTHNGGOMDTE5OTmYOnUqUlJS5N0Uxhhj7KXFxTRjjDE2xOTk5EBfXx+ffvqpvJvCGGOMvbS4mGaMMcaGkObmZly4cAHr16/HrVu3cP36dXk3iTHGGHspcTHNGGOMDSF5eXlQUVGBra0tJk6ciBMnTgjjpFIp4uLiYGpqClNTUyQlJcHa2hqXL18GAHR2diIyMhJz586FqakpNm3ahPr6enltCmOMMSZXXEwzxhhjQ0h2djYWLFgAJSUlWFpaIicnB11dXQCAgwcPIisrC3Fxcfjggw9QUFCAyspKYd6EhAR8++23OHjwII4cOQIiwurVq0FE8tocxhhjTG64mGaMMcaGiNraWhQXF8PKygoAYGNjg6amJpw7dw4A8Le//Q0bNmzA/PnzYWhoiN27dwuFcltbG1JTU7Fjxw7MnDkTU6ZMQUxMDEpLS/H111/LbZsYY4wxeVGSdwMYY4wx9nx89tlnUFRUhLm5OQBg5syZ0NbWRlZWFkxMTFBXV4ff/va3wvQGBgZQV1cHAFRWVqKrqwseHh4yy+zo6MDt27fxu9/97vltCGOMMfYC4GKaMcYYGyIe3dJtamoqDJNKpSgoKBA+P37L9qPP3d3dAIAjR45g5MiRMtNoamoOUosZY4yxFxcX04wxxtgQ8K9//QvXrl1DYGAgXn/9dWF4dXU1Vq1ahdzcXGhra6OkpARGRkYAeq5Gt7S0AAD09PSgqKiIpqYmvPrqqwCA+/fvw9/fH5s3b8a0adOe/0YxxhhjcsTFNGOMMTYE5OTkYNSoUXBzc4OqqqowfMqUKTA2Nsann34KT09P7Nu3D+PGjcOYMWOwc+dOAIBIJIJYLIazszMiIiKwY8cOaGtrIz4+Hrdu3cLEiRPltFWMMcaY/PALyBhjjLEhIDc3F3/84x9lCulH3NzcUFJSAgsLC9jY2GDTpk14++23YW5uDiUlJSgrKwMAAgMD8fvf/x6+vr5wcnJCR0cHDh8+jGHDhj3vzWGMMcbkTkT8/ywYY4wxBuD8+fN49dVXhWegGxsbMW/ePOTn52P8+PFybh1jjDH2YuFimjHGGGMAgHXr1kEikcDf3x8ikQjvvfceqqqqkJGRIe+mMcYYYy8cLqYZY4wxBqDn/1Dv2LEDV65cARFh3rx5CAkJgY6OjrybxhhjjL1wuJhmjDHGGGOMMcb6iV9AxhhjjDHGGGOM9RMX04wxxhhjjDHGWD9xMc0YY4wxxhhjjPUTF9OMMcYYY4wxxlg/cTHNGGOMMcYYY4z1ExfTjDHGGGOMMcZYP/0fuQFPjV6qH2AAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(16,10))\n", - "sns.stripplot(x=employment.Age ,palette=\"Set2\", y = employment.Unemployed , \n", - " hue=employment.Gender, marker = \"o\" , size = 30 , alpha = .15)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 309, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Drawing stripplot on top of a box plot\n", - "plt.figure(figsize=(11,8))\n", - "sns.stripplot(x=employment.Age, y = employment.Unemployed , jitter=True , color=\"black\" , size=4)\n", - "sns.boxplot(x=employment.Age ,palette=\"Set1\", y = employment.Unemployed , color='black')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 483, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(10,9))\n", - "sns.set(rc={\"axes.facecolor\":\"#b0deff\",\"axes.grid\":False,\n", - " 'xtick.labelsize':15,'ytick.labelsize':15,\n", - " 'axes.labelsize':20,'figure.figsize':(20.0, 9.0)})\n", - "params = dict(data=exercise ,x = exercise.kind ,y = exercise.pulse ,hue=exercise.diet,dodge=True)\n", - "sns.stripplot(**params , size=9,jitter=0.35,palette=['#FF8F00','#558B2F'],edgecolor='black',linewidth=1)\n", - "sns.boxplot(**params ,palette=['#909497','#D0D3D4'],linewidth=4)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 384, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(16,11))\n", - "sns.set(rc={\"axes.facecolor\":\"#b0deff\",\"axes.grid\":False,\n", - " 'xtick.labelsize':15,'ytick.labelsize':15,\n", - " 'axes.labelsize':20,'figure.figsize':(20.0, 9.0)})\n", - "params = dict(data=employment ,x = employment.Age ,y = employment.Unemployed ,hue=employment.Gender,dodge=True)\n", - "sns.stripplot(**params , size=8,jitter=0.35,palette=['#33FF66','#FF6600'],edgecolor='black',linewidth=1)\n", - "sns.boxplot(**params ,palette=['#BDBDBD','#E0E0E0'],linewidth=6)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 313, - "metadata": {}, - "outputs": [], - "source": [ - "# Recover default matplotlib settings\n", - "mpl.rcParams.update(mpl.rcParamsDefault)\n", - "%matplotlib inline\n", - "sns.set_style(\"white\")" - ] - }, - { - "cell_type": "code", - "execution_count": 314, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1kAAAJOCAYAAABFpc2kAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3Xmcm2W9N/7PvSWZrLN1Op2hpSulpbRauoAUUAQqpyCI/GR54ICi8oiyHR4fEAVc4Ieel6Ie5IgibqCy9sgirrRSSoGWLtNtukxn6SSzZNbse+7nj0wyk86WmeROYvN5/9MsV+65ap2QT77X9b0EVVVVEBERERERUU6IhZ4AERERERHRyYQhi4iIiIiIKIcYsoiIiIiIiHKIIYuIiIiIiCiHGLKIiIiIiIhyiCGLiIiIiIgohxiyiIiIiIiIcoghi4iIiIiIKIcYsoiIiIiIiHJILvQEisXatWtRX19f6GkQEREREVGRcjgceP/99ycdx5A1pL6+Hhs3biz0NIiIiIiIqEhdddVVGY3jckEiIiIiIqIcYsgiIiIiIiLKIYYsIiIiIiKiHGLIIiIiIiIiyiGGLCIiIiIiohxiyCIiIiIiIsohhiwiIiIiIqIc0ixkNTQ04MYbbwQANDY24vrrr8eNN96IW265Bb29vQCAF154AVdddRU+85nPYPPmzQCA/v5+fO5zn8P111+Pu+66C4FAICdjiYiIiIiI8kGTkPXUU0/hG9/4BkKhEADgkUcewQMPPIBnnnkGF198MZ566in09PTgmWeewXPPPYenn34ajz32GMLhMP77v/8bl112GX7/+99j6dKleP7553MyloiIiIiIKB80CVlz5szB448/nrr/2GOPYcmSJQCAWCwGvV6PvXv34sMf/jB0Oh0sFgvmzJmDQ4cOYefOnTjvvPMAAOeffz62bduWk7FERERERET5oEnIWr9+PWRZTt2vqakBAOzatQvPPvssbr75Zni9XlgsltQYk8kEr9eb9rjJZILH48nJWCIiIiIionyQJx+SG2+88QZ++tOf4uc//zkqKythNpvh8/lSz/t8PlgsltTjBoMBPp8PVqs1J2OJiIiIiIjyIS/dBV955RU8++yzeOaZZzB79mwAwPLly7Fz506EQiF4PB4cO3YMp512GlauXIm33noLALBlyxacddZZORlLRERERESUD5pXsmKxGB555BHMmjULt99+OwBg9erVuOOOO3DjjTfi+uuvh6qquPvuu6HX6/GlL30J9957L1544QVUVFTgBz/4AYxGY9ZjiYiIiIiI8kFQVVUt9CSKwVVXXYWNGzcWehpERERERFSkMs0MPIyYiIiIiIgohxiyiIiIiIiIcoghi4iIiIiIKIcYsoiIiIiIiHKIIYuIiIiIiCiHGLKIiIiIiIhyiCGLiIiIiIgohxiyiIg0EggE8O677yISiRR6KkRERJRHDFlERBp5/vnncd9992HLli2FngoRERHlEUMWEZFGnE4nAMDv9xd4JkRERJRPDFlEREREREQ5xJBFRERERESUQwxZREQaU1W10FMgIiKiPGLIIiLSWCwWK/QUiIiIKI8YsoiINBaPxws9BSIiIsojhiwiIo2xkkVERFRaGLKIiDQWjUYLPQUiIiLKI4YsIiKNCIIAgJUsIiKiUsOQRUSkMYYsIiKi0sKQRUSkkWS44nJBIiKi0sKQRUSkkWS4YsgiIiIqLQxZREQaYSWLiIioNDFkERFphJUsIiKi0sSQRUSkkUgkAoAhi4iIqNQwZBERaSQZrpJhi4iIiEoDQxYRkUbC4TAAhiwiIqJSw5BFRKSRcIQhi4iIqBQxZBERaSQZrhiyiIiISgtDFhGRRpLLBZN/EhERUWlgyCIi0gj3ZBEREZUmhiwiIo2wkkVERFSaGLKIiDSSDFehcKjAMyEiIqJ8YsgiItJIcplgKMSQRUREVEoYsoiINKCqKiLhoZDFShYREVFJYcgiItJANBpFPB4HAIRD3JNFRERUShiyiIg0kFoiKLDxBRERUalhyCIi0kAyZIl6EeFQGKqqFnhGRERElC8MWUREGhgOWUJifxbPyiIiIioZDFlERBoIBoMAEpUsgB0GiYiISglDFhGRBlIhqyzxNhsIBAo5HSIiIsojhiwiIg0Mhywp7T4RERGd/BiyiIg0kAxVkkFMu09EREQnP4YsIiINpCpZBi4XJMq3eDyO/fv3w+/3F3oqRFSiGLKIiDSQDFXck0WUfw0NDfjyl7+MH/3oR4WeChGVKIYsIiINJEOVZORyQaJ883q9AIDW1tbCToSIShZDFhGRBoYrWVLafSLSXjQaLfQUiKjEMWQREWkgEAhAEAWIegEAuDeEKI9isVihp0BEJY4hi4hIA36/H5JOhKhwTxZRvjFkEVGhMWQREWkgEAhAUERAAgSBlSyifEouF1RVtcAzIaJSxZBFRKQBv98PQREgCAJEvcSQRZRHyZAlCEKBZ0JEpYohi4hIAz6fD5ATt0VF5HJBojyKRCKFngIRlTiGLCIiDfj8PghK4ragCInQRUR5weWCRFRoDFlERBrw+XyJPVkAIHNPFlE+pSpZarywEyGiksWQRUSkAZ/PB1GX2A8i6AR4fd4Cz4iodCRDFitZRFQoDFlERBrw+/0QdIm3WJHLBYnyKhwOp/1JRJRvDFlERDkWi8UQDAQhKsOVLB8rWUR5MxyyQgWeCRGVKoYsIqIcS+6/EoaWC4o6ET4f92QR5UtyuWAkzC6DRFQYDFlERDmWDFniUOMLQREQDoVTHc+ISFuhUKKCFeJyQSIqEIYsIqIc83oTSwPFEZUsANyXRZQnyZDFPVlEVCgMWUREOZYMWcnGF8llgwxZRPkxXMmKsMMgERUEQxYRUY4lw9SJlaxk+CIibSVDFsBqFhEVBkMWEVGOJUNWqoU7K1lEeRUMBFK3AyNuExHlC0MWEVGOnbgnS2AliyivgoHhbp4jq1pERPnCkEVElGPDIWuokqUX0h4nIm0FAn5Igjp0m5UsIso/hiwiohzzer0QZRGCzO6CRIUQCARh08WGbjNkEVH+MWQREeWY1+tNBSsgcU5W8nEi0l4gyJBFRIXFkEVElGNerxeifkTIEgVIOokhiygPYrEYQuEIQxYRFRRDFhFRjnm9XkBJf0zUi/B4PIWZEFEJ8fsTTS+qDImQxWW6RFQIDFlERDkSDofx+c9/Hk//8mkcPXA07RBUQSewkkWUB8lQValnyCKiwmHIIiLKkZ/+9Kd4+umn4Rp0oa2xDfYPHMNPKmAliygPkqGqQh9Nu09ElE8MWUREOTI4OJh2P+wPp26LOgFujzvfUyIqOclQZdXFIYkMWURUGJqFrIaGBtx4440AgLa2Nlx33XW4/vrr8dBDDyEejwMAfvKTn+Dqq6/Gtddei71792o6lohIa7feeisWL14MACifacOctbNTz3FPFlF+JJflGuU4TAq7ehJRYWgSsp566il84xvfSJ2y/uijj+Kuu+7C73//e6iqijfffBMHDhzA9u3b8eKLL+Kxxx7Dt771LU3HEhFpQVVVdHd3IxqNora2Fjt27MDZZ5+Nc284F4phuPuFoBP4jTpRHiS/zDDJcRjlOL/cIKKC0CRkzZkzB48//njq/oEDB7BmzRoAwPnnn49t27Zh586dWLduHQRBQF1dHWKxGPr7+zUbS0SUa4FAAOeffz5qa2tx+umnw263IxAIQKfTQdJLaWNFvYiAP4BoNFqg2RKVhpEhyyRFGbKIqCA0CVnr16+HLMup+6qqQhASh3GaTCZ4PB54vV6YzebUmOTjWo0lIsq1jRs3YuvWrQCAY8eO4Yknnki934h6IW1s8nBiVrOItDVyuaBRjsHjdhV4RkRUivLS+EIUh3+Mz+eD1WqF2WxO+7Dh8/lgsVg0G0tElGvl5eVp9ysqKlIhS9Clv70mQxe/9CHSlsfjQZkMSCJgVuJwM2QRUQHkJWQtXboU77//PgBgy5YtWLVqFVauXImtW7ciHo+jo6MD8XgclZWVmo0lIsq1DRs24Otf/zqWLFmCm266CXfccceISlb622sydDFkEWnL5XLBokucUZcIWfydI6L8kycfkr17770XDzzwAB577DHMnz8f69evhyRJWLVqFa655hrE43E8+OCDmo4lItLCww8/jIcffjh1P7lUadRywaHQxU5nRNoaHByEWY4AACxKDL6hvZAjtzEQEWlNUFVVLfQkisFVV12FjRs3FnoaRPQv7oUXXsATTzyBWTfOTKtmRQYicL7ci4ceeggXXnhhAWdIdHL7wudvQVnfPvzHih686TDjt0cqsXHjRlRVVRV6akR0Esg0M/AwYiKiHBrekzV24wtWsoi05RochFkXA5CoZAGJJYRERPnEkEVElEMejweSQUp1Pk1KVrW4J4tIO6qqYtDlgkWJA0Dqz8HBwUJOi4hKEEMWEVEOeb1eSLrRb62CLECQBIYsIg0FAgGEwhFYhypY1qGK1sDAQCGnRUQliCGLiCiHPB4PcMJSwSRJLzFkEWkoGaZsunjanwxZRJRvDFlERDnkcrsg6MZ+TtSLDFlEGkqGqWQFyyjHIQlAf39/IadFRCWIIYuIKIfcbveoM7JSdNyTRaSlZJhKhixRACx6VrKIKP8YsoiIcsjj8UAYJ2SJOgEuN7ucEWklGbLKh0IWAJQrUVayiCjvGLKIiHJEVVX4vN5RBxEnCXoRbrc7z7MiKh19fX0QBMA6tBcLAMp1EfT2OAs4KyIqRQxZREQ5EggEEIvFx10uKOoFnpNFpKG+vj7Y9Illgkk2XQx9fb2FmxQRlSSGLCKiHEnutxLHaOEOJBpfBPwBRKPRfE6LqGT09vaiXBdJe6xCH8Ogy8PfOyLKK4YsIqIcSYWscZYLinoRsVgMTieXLhFpobfHiXIlPUyV62JQVZX7sogorxiyiIhyJLnfarzlgo4jHdi2bRvmzJmDn/3sZ/mcGlFJ6OnpQYU+PWQl7/f09BRiSkRUohiyiIhyZLiSNfZb64G/HYCqqojFYrj77ruhqio8Hg+bYRSpl156CU8//XShp0EZCoVCcHu8qNTH0h6vNCTu9/ZyXxYR5Q9DFhFRjqQqWYax31plg5y6bbFY8Ktf/QqVlZWorKzEk08+mZc5UuYef/xx/Pa3vy30NChDyUrVqJA1dJ+VLCLKJ4YsIqIcSVayBN3Ye7LW3rwGJpMJc+fOxQsvvICvfvWriEajiMViuOeee/I5VaKTTjJEnbhc0CTHoUjgXkgiyiuGLCKiHHG5XBAkAYI8dsiasbgaZ511Fv7zP/8TF1xwAcrLy1PPjbxNRFOXDFHJ5YFJggBUGeKsZBFRXjFkERHliNvthmyQIQjjHUYspMYBwHPPPYfVq1dj5cqVePHFF/M2T6KTUSpknbBcEAAqlTC6u7ryPSUiKmHy5EOIiCgTbrc7FaTGIggCJIOUClmrV6/G9u3b8zU9opNad3c3LDpAL6mjnqs0RHGou7MAsyKiUsVKFhFRjrhcLkA/8RhJL7KbIJEGuru7UaWPjPlclSGGvv5BHkhMRHnDkEVElCODrsFx27en6IVEGCOinOru6kTleCFLH4WqqtyXRUR5w5BFRJQjLpdr3PbtSXEpjuaWZgSDwTzNirKlqqOXn1FxUVUV3d3dqDaMXakyS2H4fD60trbmd2JEVLIYsoiIciAej8Pr8UKaIGR5e3zY9vo2vPLHV7By5Ur09/fncYY0XbHY6EYKVFzcbjeCoTCqDKP/rZyeKO74Qwt27tyJq666Cl1sgEFEecCQRUSUAz6fD/F4fMJKVsvbLQj6EhWsxsZGdhT8F8GQVVw6Oztxzz334P7778fg4CCAxH4sAGNWsv5nrw8drsTjXV1d+N3vfpe/yRJRyWJ3QSKiHEjusxIn6C5YVlGWdr++vl7TOVFuRKNR6PWTdDShvFm/fj327dsHANi9ezf+/Oc/p6pTY4WsWquUdp+/d0SUDwxZREQ5kPxGfaJK1oIL5mPg8CCc+534yle+gssuuyxf06MssJJVPKLRaCpgAcCuXbsAYETIGv1v9cllJrT0RfDcvjjmLlqKa6+9Nj+TJaKSxpBFRJQDqZBVJo07RhAFLLv0DPTLdbjhhhvyNTWahpHNLiKRsTvWUf7Jsoyrr74aL730EgCkAlNXVxfKZMAkx0e9RhAE3PXRCuhnVKFNnJPX+RJR6WLIIiLKgYGBAQATV7IAQCpLPM827sVtZPWKlazi8txzz+H111+HXq/HJz7xCQCJkFVtiEIYf7Uuqg1R7HD0IBaLQZLG/zKEiCgXGLKIiLLg8/lgMplSlayJugsCwyEsGcqoOI2sXrGSVVwkScIVV1yR9lhnhwNV+vCEr6suiyIWi6Ovrw81NTVaTpGIiN0FiYimw+/344ILLoDZbMZZZ50Fh8MBSSdBkCf4Kh2AOFTJSoYyKk7R6HADBYas4qaq6lAla+KKY/L5zs7OfEyLiEocK1lERNPwu9/9Dlu2bAGQ2HxfUVGRClATEWQBoiyyklXkWMn61+H1euEPBDFjnIOIk5LPd3V1YcWKFfmYGhGVMFayiIimwWg0pt2PRqMQyiauYgGJTfiSUeJBxEWOIetfR7IyVV02cciq1A+HLCIirbGSRUQ0Dddddx22bNmCN954A+effz7iahz9SmbBSTAIrGQVuXA4POZtKj7J0DRZJUsnAeUGhiwiyg+GLCKiaRBFET/72c9S9zdctgHSKZktDhDLBPT29Wo1NcqBkcGKlazilqpkTRKyAKBaH0YX92QRUR5wuSARUZYikQi8Hm9Ge7KAxFlaXC5Y3FjJ+teRPCPLKKuTjq3WR9DZ4cjDrIio1DFkERFlKbn0TzJmdvaOVCbC4/akdbCj4jIyWIVCoQLOhE7kcrlw66234vLLL8fmzZszOiMrqcoQhbO3l2efEZHmuFyQiChLfX19AADRmNn3VpJRhKqqGBgYwIwZM7ScGk0TK1nF684778RvfvMbAMDmzZtx+WUbUKPPbEnnDEOMZ2URUV6wkkVElKXe3sT+qkwrWeLQuOTrqPiMrF6xklVcWlpaUrd9Ph8cDgeqMtiPBSA1rru7W5O5ERElMWQREWUpWcmSMq1kmRIhi/uyitfIYBUMBgs4EzrRHXfcAVlOLMRZv349IIgZNb0AhptjsMMgEWmNywWJiLLU19cHCIBoyHy5IMBKVjEbGaxYySoun/70p9HU1ASn0wmbzYYvfOELqDJktscqOY6VLCLSGitZRERZ6u3thWKUIYgZ7LxHIowJgsCQVcRGhixWsorPqaeeitWrV6d+h6r0mVWy9JIKs44hi4i0x5BFRJQlp9MJIcOlggAgiAJkkwyn06nhrCgbyWAlCiJDVhFLhqVMK1lAIpDxd4+ItMaQRUSUpW5nN0TT1N5OBaOAnp4ejWZE2QoGgxAgQC8bEAgECj0dAuBwOPAf//Ef+PrXvw632w0A6OnpgSQCNt1UQlYYzi4eSExE2uKeLCKiLPX09ECaP7WQJZpEdDu5ZKlYBQIBKJICWVBYySoSF198MRobGwEA+/btw6uvvoru7m5UGlScuFI3HFPxnb/0Y29HCP+21IRbz7WlnqvSx3CIywWJSGMMWUREWfD5fAgGgrCaLFN6nWSS0NPUA1VVIWRyiirlld/vhyzKkCGzklUEAoFAKmABwK5duwAAPU4nKpTR55j98l03nv3AAwDY2xHGmXU6fGReGQCgQh+FPxCE3++H0WjMw+yJqBRxuSARURaSezuSbdkzJRlFhIIheL1eLaZFWQoEApAEBRIk+P3+Qk+n5JWVleGKK65I3b/22msBAD093agYo+lFry99+WCvd/h+hT5xm41niEhLrGQREWUhufFeMk8tZMmWxHin0wmLZWpVMNKez+eDDAmyKMPn9RV6OgTgpZdewuuvvw6j0YhLLrkEqqqit7cfK2pH78e6YbUFfzrgQ5cnhhX1Oly0eLhiVTkUsnp6ejBnzpy8zZ+ISgtDFhFRFpIhS84gZMUiMbS+0woIAuoX1QFIHIq6YMECLadI05AIWQoUQYHPx5BVDGRZxpVXXpm673a7EY5EUpWpkeZWKth8ez2c3hjqbDLkEZu2KkaELCIirTBkERFlobu7G4IoQCybfPX1O0+8C8cuBwCg/kN1WGBdyFbSRcrr8UIWFciiDi7fQKGnQ2NILvcrHyNkAYBBETGnYvTvZTmXCxJRHnBPFhFRFrq7uyGbMzuIuHPfcNvoroPdECQBXV1dWk6Ppsnn80EREpUsf4B7sopRf38/AKB8RPv2xu4wrvxFBz7xUwfeahq7YYleUlGmDL+eiEgLDFlERFno6uqCYMqsO2DN4prh26fPgGKWGbKKlM/ngyIqUEQF0WgUoVCo0FOiE/T19QFIPyPrq3/sRYMjjMPOCL7yohOxuDrma226eOr1RERa4HJBIqIsODockKsS+7G8PV68++T7CLoCOOOKMzD/vHlpY8+781w0bToGCMDCjy3A4CYXOjt5KGqxicVi8Af8UCw6KKIOAODxeKDX6ws8MxpprEqWJxRP3fZHVETjgDTG18nlShj9DFlEpCFWsoiIpikcDmOgfwDSUKfAnc/sRu/RXnidPmx/egcCg+nLlWS9jNMvXYzTP7EYsl6GZJHR0dlRiKnTBJKNLnSiDjphOGRRcenv74deBgzycLXqaxdXQC8LEADce1Hi9lhsuhj6etn4goi0w0oWEdE0pToLDoWsaGj4vB41riIWGXtDfpJsluB2e3goapFJBipFSK9kUXEZGBiAVZe+HPATS0zY83/LEI0DZv343yNblTgG+ge1niIRlTBWsoiIpim5n0qyJL6vWn71mdCZEh/KT/+302GeYUbPkR5s+eHb2P70DoR94bTXJytg3JdVXFIhS9RBx5BVtAYHB2GRI6Med7ii2NYSxGBg7C85HK4oWrr6MTDoQjgcHnMMEVG2WMkiIpqm5H6qZCVrxqJqfOqJKxCPxCHrZUQCEbz1g7cRCSQ+CEZCUZx72zmp1ydf19nZifnz5+d59jQel8sFANCLeuhEfdpjVDwGB/phUdKD1NbmAD73u25E4sDschmvfnEWysuGz7A77Azj6qc74Q2rkGUHdu/ejbVr1+Z76kRUAljJIiKaJofDAUESIBqH30pFUYSsT3x/FfKGUgELAHxOb9rrJWtiXEcH92UVE7fbDQDQjQhZyceoeAwODMB6Qsh6bZ8PkaHeF+2DUWxvS+8K+bdDfnjDiSWG0WgUr776al7mSkSlhyGLiGiaOjs7oVgVCMLYm+tN1SacclY9AEAQBZx2yaK050W9AEknMWQVmWTVSifqIQsyREFkJasIuT1emJV42mOLZyqp2zoJWFCdvmBncY0u7X59fb12EySiksblgkRE09Rub4dgHv+MLEEQsO72c9Hf2g+9WQ9zjXnU85KFIavYuFwuCBCgExMBWi8bMDjIJgnFJBQKIRyJjApZn11rBQAc7o7g8jNNWFCdHqouOd2I719ZjU1Hw2iO1WHJkiV5mzMRlRaGLCKiaVBVFZ2dnZDnShOOE0QBVfOrxn1etIiwO+y5nh5lob+/HwbZAEFILPbQCwxZxSa5fNN0wnJBQRDwubNtE7720yvM+NjpEu7eVsOGJkSkGYYsIqJpcLlcCPgDsFmtWV1HtkjoauxCLBaDJE0c2Cg/BgcHoRMNqfs6QZc6+JYK6+2330ZLSwuWLVsGADDJ8UleMTbz0OsYsohIKwxZRETT4HA4AACyNbtgJNtkRKM+9Pb2YubMmbmYGmWpr68/dQgxAOhFA/r7Bwo4IwKAX/7yl7jlllsAAHPmzMHs2bOnHbJ0kgpFZEMTItIOG18QEU1DMmQlOwROVzKkJa9HhdfX1wfDiEqWQSrDwEA/VDX94Nvt27fjqaeeQltbW76nWJJefvnl1O3jx4/D5/PBKKsTvGJiRgXw+Xy5mBoR0SgMWURE05CqZFmyq2QlQ5rdzn1ZxUBVVQz098MgGVOPGUQDIpEIvN7hFvx/+tOfcM455+CLX/wiVq1axZCcB2vWrEm7f+DAAbT1+qd9vTI5zpBFRJphyCIimga73Q7FokCQxu8umAnJJEKQBH5ILxJerxeRaAQGqSz1WPJ2X19f6rHXXnsN8XhiqVpvby/eeeed/E60BD3wwAN4+OGHU/cjkQieeKt32tczSDH4/dMPaUREE2HIIiKaBrvdDtGSXcACEt3QFKvCSlaR6O1NfGg/cbngyOcA4Jxzzhl+3mDAhz70oTzNsHSJoohbbrkFojj80UU3SSH57WMBfPWVXjy1zYX4Ccs9y8QYK1lEpBk2viAimoZ2ezvkU3LzFipaBLTb23NyLcpOMkiVjVgumLw9MmTddNNNMBgM2L17Nz71qU/htNNOy+9ES1RtbS0ef/xx3HfffYjH43joE+O3az/WG8Ytv+9GZKg3higAt5wzPL5MjsPl847zaiKi7DBkERFNkcvlgs/rg9VqyWh8yBuCy+6Crd4GvUU/6nnZKqPjSAfi8Xjat/SUf06nE8CJIass7bmka665Btdcc03+JkcAgNtuuw3xeByv//FFnFZzfNxxzX3RVMACgMPOCACgxxvDf701iL19Xsw9gx09iUgbDFlERFOUanphm/wt1Nfrw9+//Q8EBoPQW/S4+MGLYJlpRkdDJ/Y83wBZL+PMjy1DPKyit7cXNTU1Wk+fJjAcsob3ZEmCDINcNipkUeEEAgHoJ1kquGaOHnMqZBwfiEInAZ880wQA+PKLTuw4HgLgQUvPW9pPlohKEkMWEdEUJfdPZXJGVss7rQgMBgEAIU8ILVtbcMYVS/HOT7YhGooCABpCDTi1ei7eeOMN3HzzzZrNmybX3d2NMsUIUUj/ty0TGbKKSTAYhE5MVKSO9IRxxZlmXLzYmDbGVibh1S/Mwo7jIcyrUrCgWgEANPVEUmM8Xi8ryESkCb6rEBFN0XDImvx7Km93+p6PwGAAakxFNBwdHtPvw549e/DZz34Wd955Z24nSynxeBw9PT2jzrsaqbu7G2VC2ajHDaIRXZ1dWk6PpiAYDKKptR0//Ocg/nTAj9tecOJoTzj1/BFnGE+8PYhd9hAuWmxMBSwAuGY+0GSkAAAgAElEQVSlOXV71qxZEITsG9gQEZ2IIYuIaIrsdjsUa2bt26sWVKXdrzm9BrJexvKrzwQEQFIkxCKx1PM/+9nPcj5fSjStWLFiBWpqarBmzRq43e4xx3V2dMIomUY9bpJM6OrqmjCgUf6EQiH4fIHU/WgcaOtPfHFhH4zg00934vubBvG53zvx2v70LzruvagSL3+uFl9ZPx8LFy5ELBYDEVGuMWQREU1Ru7094/btCy6Yj3nnzYVphgnzL5iHoDuIxj8dwmkXLcLVT16Fq356JcrrhzueLV68WKtpl7Rf/OIX2L9/PwDggw8+wLPPPjtqTCwWg7PHCaNkHvWcUTYjFA7B5XJpPleaXCgUxOlzqmCQE7+HC6sVrJ2baLu/tyMMb3g4DG9rCY56/crZBiytM0EQBIRCofxMmohKSt72ZEUiEdx3331wOBwQRRHf+c53IMsy7rvvPgiCgEWLFuGhhx6CKIr4yU9+gn/+85+QZRn3338/li9fjra2tqzHEhFlS1VV2NvtkE/N7O1TlEWc/YW1AIC3f7wVe/7QAABw7OnARV+/EABw3l3r8MFPdsGgGvDaa69pM/ESZ7Olt/ouLy8fNaavrw+xWAwmeYyQNVTd6uzsHPO1lF/hUAinzrDg71+uR1t/BCvq9TDrE/+dX1Gvh0UvwBNKBK1180cv/wQARUw8Hw6HYTKNrl4SEWUjbyHrrbfeQjQaxXPPPYd33nkHP/rRjxCJRHDXXXdh7dq1ePDBB/Hmm2+irq4O27dvx4svvojOzk7cfvvtePnll/Hoo49mNfbiiy/O11+ViE5iLpcLfr8fNpt1yq91HupJ3e450gM1rkIQBRgrjVixfjmCjSHU19fncro05Atf+AJ2796NLVu2YP369bj22mtHjeno6ACAsZcLDgUvh8OBJUuWaDtZmlQoFIRJVHFKuYxTytM/ytTbZPzP5+uw6YgfS2p144YsnaQOXYuVLCLKvbyFrHnz5iEWiyEej8Pr9UKWZezZswdr1qwBAJx//vl45513MG/ePKxbtw6CIKCurg6xWAz9/f04cOBAVmMZsogoF6bSWfBEs1bMQtu2NgBA7bJaCOLwkkPZJiMa9cHpdGLWrFm5mSylyLKMn//85xOOSf7bmuXR55+ZhpYQJoMYFVY4FE5VosayoFrBgurxDyoGhitZDFlEpIW8hSyj0QiHw4FLL70UAwMDePLJJ7Fjx45UVx+TyQSPxwOv15u2FCP5uKqqWY0lIsqF5AdxKYMzsk509hfWoPaMmYhH45h37ty055KhzW63M2QViMPhgCiIMErGUc/JogyjYkqdkUaFFQ6HISvZNSGRhcTrI5HIJCOJiKYubyHr17/+NdatW4d77rkHnZ2duOmmm9Le2Hw+H6xWK8xmM3w+X9rjFoslbU/VdMYSEeWC3W6HIAiQLVOvZImSiPnnzRvzueTBxna7HatXr85qjjQ9drsdZsUCQRh7D69RMKG9vT3Ps6KxRCIRKPrsQlayksWQRURayFs3CKvVCoslsQTDZrMhGo1i6dKleP/99wEAW7ZswapVq7By5Ups3boV8XgcHR0diMfjqKyszHosEVEuHD58GGExlLbULxuqqmLHrz/Axrv+iD0Ne3Do0KGcXJemrv14O4zi+A0QzLIF7ccZsopBOBKBnOEnmPdaA/jOX/rxyr70Vu7J14fD4TFeRUSUnbxVsm6++Wbcf//9uP766xGJRHD33Xdj2bJleOCBB/DYY49h/vz5WL9+PSRJwqpVq3DNNdcgHo/jwQcfBADce++9WY0lIsrWa6+9hh/+8IeIxWLoCHXiI//77Kyv2bW/G02bjgEA3CE3Nm7ciK997WtZX5emJhaLwW63Y65h4bhjLLIVre5jcLvdXCFRYJFoFIoweSWrsTuMf3+mG5H48GNXnJnYXyezkkVEGspbyDKZTPjxj3886vGxziq5/fbbcfvtt6c9Nm/evKzHEhFl43vf+17q4NK2bW0481NnwDJzdJOEKTnhcNvxDsklbTmdTkSiEVjk8cOTWUk8d/z4cSxbtixfU6MRvve97+Fb3/oWVFXFio/PmXT8wa5wWsDa6wjjijMTtxXuySIiDfHwKCKiDFVXV6duSzoJOqMu62vWnlmL+RfMgyiLsNXYUFVdhWg0mvV1aWra2hJdH8fqLJiUDGDHjx/Py5wond1ux3333YdAIIBgMIjXd3VAVSeuZp0z14CKssRHHVkELlo83M6dlSwi0lLeKllERP/q7rzzTmzbtg2qOY4zPn0G9BZ91tcUBAFrb1mDtbesge+wH4Nvu+B0OlFXV5eDGVOmkiFrokqWUTJBEqTUWMovQRAgCEIqWHkCEZzx6HHoZQE//vQMnL9g9HlYdTYZr91ah/dag1gyU4eltcNfjLDxBRFpiZUsIqIMBQIBLFmyBB+756OoW577Nusj27hTfrW2tsIgl0EvGcYdIwoiLIoVra2t+ZsYpdTX1+MHP/gBrFYrDAYDnO4QAhEVg4E4HvxT3/ivs8n49ApzWsACWMkiIm0xZBERZchut0MQBUjmqbdvz8TINu6UXy0tLbBIkzezMEtWNB9rzsOMaCx33303jh07htWrV0MSRhzmLU292ye7CxKRlhiyiIgy5HA4oFjknLVvP5FYJkJURIasPFNVFW2tbbDItknHWhUbnD1O+P3+PMyMxhIOhyEIAv73x07BDLOEORUyvnt51ZSvoxuqZDFkEZEWuCeLiChD7fZ2CBbtvpsSBAGyVYbD4dDsZ9BoTqcT/oAfVlsGIUsuB5BYXrh06VKtp0ZjSIaijyyy4O5zZ0/7OgpDFhFpiJUsIqIMqKoKh90B2Ta9pYLRUBTxaHzScaJFRLudB97mU3NzYvmfTSmfdKxVsaW9hvIvFAoBGA5J08WQRURaYiWLiCgDAwMDCAaDsE3jENoDrx7E3pf3QdbJOPf2j0zYNEO2Sug60IVYLAZJ0mbvF6U7dixxGHQyQE3EJJkhiwpDVgElQ1G2IUsUAElkyCIibTBkERFlILmEL9kBcNLxux3Y/VwDZJ2EgbZBAIlq1p7nGyYJWTJisRicTidmzcp9B0Marbm5GSbFDEWc/NwzQRBglW1sflFAyUqWLsuQBQA6CQgGg1lfh4joRFwuSESUgeGQNfl3U7FIDO888S48nZ5EwBrRJ0MxTPx6tnHPv6amJhjUMjR2HIDT3T3peKtsQ1NT06QH4ZI2AoEAAEAvTb78dqS4qmJbSwANjlDqMT1DFhFphJUsIqIMOBwOCEJm7dvVuIpYJJa6X1ZeBlkvQ2dUsOZzqyd8bbKNe0dHR3YTpoyEQiG0trbiwJ6D6Pf0QRIlfG7drTijfvm4r7Ep5Wh1HUNvby9mzJiRx9kSMByKDNLUQu7tL/XgjYOJrpBfvbAct51XDoMUT4U2IqJcYsgiIsqA3W6HbJEhZHAej6yX8aHPrMCeFxogKRJWf3YV6j9Ul9HPEY0iRFlkh8E8aWtrg8vlQr8ncZhtLB7Djpb3JglZFQASe7kYsvIvGYp0UwhZ7mA8FbAA4Hc7PVg4Q4d4NMSQRUSaYMgiIsqA3W6HaEkPWI49Hehr6sOs5bWYcVr6h+0lG07HoosWQpQSoelEIW8I8ZiKMpsh7XG2cc+vpqYmGAwGyKKMaDwKAJhpm3gvnHWoC2FTUxPOPvtszedI6VLLBcXMlwua9QLqrBI63IkKc5c7hlufd8JkGMR1p67QZJ5EVNoYsoiIMmB32CHPGX7LdOzuwJYfvg0AaPzTIVzyzYtQcWpF2mtk/dhvsS1bW/D+0zugxlSc+ellWHbFGWnPixYB7e1s454Px44dg9loxhcv+DK2t7yHGZYaXLT0ExO+RifqYFLMqa6ElF8+nw8AUCZnXskSBQHP/Hstntzqwv7OEBq7I4lrBcNoOnpUk3kSUWlj4wsiokm43W74fX5IIzoL9hztTd2Ox+LoO9aX8fX2vrQfaizxAXH/xgOIRWNpz8tWGR2dHYjHp7axn6auqakJVtmG02qX4IZzPov1yzZAEiffd2eVynH0CD+cF4LX64VRSbRgn4r5VQr+84pq3LB6+BgGQQB0OiXHMyQiYiWLqOh5PB4YDAYoCj8IFMpYnQXrltfi0BuHoMZVyAYZNUtqMr6e3qqHvz+xP0QxKhCl9O+7ZKsEbziC3t5e1NRkfl2aGlVV0XS0CdVy7ZjPv33kn2ho34U5ladiw4or08KXTSnHYccBhEIh6PX6fE2ZkHhPNE6hinWi68+yIBpTsb8zDJ21BoMyPwoRUe7xnYWoyH3yk5/ERz7yETzyyCOFnkrJSrZTH3lGVs3pNbj4wYvQ39KPmUtqYJ2V+SHF59x6Nnb8egcigSjOuuHDEIT0r+SloTDncDgYsjTU09MDr8+LBbbyUc81OY/g5Z3PpW5by8rx0dM/nnreplRAVVU0NzdjyZIleZszDVWy5NjkAyfw72sSv68vN1vw+vEA4vE4RJGLe4god/iOQlTk4vE4tm7dWuhplLRUJcuS/r1U1fxKLPr4QljrrNj/xwP4+3fexN6X9k16flLQHcRA6yAGjw/i0J8PQ42nj0+GOTa/0NbRob045UrFqOcGfQPp9/3p95OvaWpq0mh2NB632w2jFM3JtUxyHHFVTe3zIiLKFYYsIqJJ2O12KBYFgjz2JpDj29uxb+N+9B7txYFXD6Jla+uE1zv0xiFEQ4kPiY7dHehvTf8AL5kkCKLAA4k1lmxckewWONKyU5Zjlq0eAGDWW3D2gnPTnjdKJiiSwuYXBTDQ3werLrtKVpJl6DqDg4M5uR4RURKXCxIVsckqIpQf7fb2Ue3bRwoMpp+zExiY+NydSHDEt/ACYLCm7+kRRAGKVWbI0tixY8dgVixQxNH7HQ1KGf5j/X3ocXejwlSF7S3v4vfv/wanVMzGp1Z+BoqkwCqXo+koK1n5NjAwgKVVuWkKY9MlrtPf34/Zs2fn5JpERAArWURFLRbLzbe1lB273Z7aJzWWU8+eA8tMMwDAVG3CvHVzJ7ye1+kdvqMCOpNu1BjRIuJ4+/FpzZcyc/ToUVgl27jPK5KCuopT0Oly4H92vYDjfa3Y1vQ2Njf+HQBgk8tx7NgxfhmSR6FQCP5AEDYls/fGNw76cP9rvXhtv3fM55MVsYGBgTGfJyKaLlayiIoYW3gXntvthtfjhdVqGXeMwWrApY98At4eL0zVJoS8YRzd1ARbnRU1p6c3rogEIgi6g6n7oixC0o1uGS7ZZHQc6eCGfI0Eg0F0dHRgsfmMScd6gp60++6gC0Ci+UXz4FF0dXVh1qyJDzCm3EiGoUyWC77THMCXX+wBAPxhlxcmnYgLTzOmjbExZBGRRvhfbqIixpBVeKnOgraJv5OSdBJs9TZEQ1H87Zt/xwe/3ok3///NaHsvvRoVGAykzsgCAEuteVQLdwBQbBIiQ23cKfdaWlqgqipsYzS9ONGSWWdgbvV8AIDFYMW6RR8FkGjjDgDNzc2azZPSJX8fyvWTh6yDXeG0+43d4VFjLEockpDoNElElEsMWURFjCGr8DINWUl9zf0IuoYrVR0NHWnPm2eYUbWgKnV/4YULx7xOcnki92VpIxmMbGM0vTiRTtbh9o/fg69f9m184/LvoNaWqFpZZFvatUh7XV1dAIAqw+Qh68LTjLDoE3spTToBFy02jhojCkBlmYru7u7cTpSISh6XCxIVMe7JKrz29nYIggDZMnpJ31jKZ5dDNsiIDjW3qF5Unfa8KIu48GsfRefeLpTZDKOeT0qGuvb2dqxcuTKLvwGNpbm5GbIowySZMxoviRJmWNKXfiqiArNiYYfBPEqGoWr95C3cF1Qr+POX6rHHHsLyOh1mV4x9oHuVLoSurs6czpOIiJUsoiLGkFV4x48fh2KVIUjjdxccyVRlxEXfuBBnfHIpzvnS2Vg0VKlSVRWRQAQAIOtkzF51Cuy7O/D6/30D7/7sPcTC6f/WkkmEqIhob2/P7V+IACQ6C1pl26iDoKfKItnYYTCPurq6YNYBBjmzZiP1NhlWg4i/NPpxrDcy5pgqQxTdnQxZRJRbrGQRFTGGrMJrO94GwTq176Mq5lSgYs7wXh9frw+bvvtPeJ1e1H+4DuvuOBede7vQ+HojAMDT5YGt3oally1JvUYQBMhWGcePs8OgFpqbm1EuV00+cBJWxYajHY0Ih8PQ6UZ3iaTc6urqQpV+7LA0ltcP+HD7S4n9Vo9vGcRfvlSPuhOW/lYbYtjWPcB/QyLKKVayiIoYQ1ZhxeNxOOwOKBnuxxpP4xuHUm3bHbs78Mc7X8WhvxxOGxP2j/7gKNlEtLa1ZvWzabTBwUG4XC5Y5fHbt2fKKtsQj8dZccyT9rZW1JaNbmAxnq3Hhs+s84RUNDhCo8bMLItAVVV0dHSMeo6IaLoYsoiKGENWYTmdToTDYcjl2YUs2ZC+FyTkDsHZ6ISlNtEW3jLTjNMuGt0AQ7bJcHY7EQqN/mBI09fS0gIgUYVKcgVcONixH+6Aa0rXSl4jeU3STigUQpezB7OMmVeyzplnSN026wScWZd+8PeAP4bn37WjsbERmzZtytlciYi4XJCoiEWjk2/uJu20tbUBAGRbZk0vxnPG5Uvg7nCj53APwr7hb+EXXbQQc885FYpJGfMsLLlchqqqsNvtWLBgQVZzoGGtra0AAItSjoMd+3Cw8yA+aH4XwWgQJr0Zd198L6otMzK6llm2QhCE1DVJO+3t7VBVFXXGzN8XrzjTDItexKHuMC4+3YhTTvjC5Kuv9OLNI4lq1913340bbriBSwaJKCdYySIqYqxkFVbyg7M8TleyTCllCs6/ax0u//4GVMxN7NWqnF+J+efNg96iH/ewYWXoA2Ey7FFutLW1QZEUHHUcws/fegJbj2xGMJpou+8LebHP0TDm63o8Tuy3N8AX8qYekwQJIW8Ymzdvhqpm1oyBpie5P3GWKfNKFpBo5X7beeVYNGN0eGrtHw5sbrcbbrc7u0kSEQ1hJYuoiLGSVVitra2QjTIkQ26+j9KZdPjEty9B2BeGzjT5t+VyuQwIXIqWa62trbBIVhzrOTrm8zOttaMeO+Y8ip9u/jGi8SgqjJW4Z/3XYDZY8Mrul/DeoXfx3s53oSgKfv3rX2s8+9LV0tICUQBqy3L3vnjjagu++ed+AMC8uXNRXT32kQpERFPFShZREWMlq7BaWlsg2bJ/m3QecsKx24F4NHG4dCYBCwAESYDOprCSlUNbt27Fu+++B4NghEk/fEaWLMo4o345rlv771hat2zU63a17UA0nvhwP+Dvx1FnonHJ+83vpsY888wzPEBcQ4cPH0a9KQqdlLuK4U1rrPjrl+pw2/qFOHXuqdz/SEQ5w0oWURGLRKa2LIZyR1XVRCVrbnZvk/v/eAD7Nu4HANStmIUL7jl/Sq8XbSKONfOw21x49NFHcf/99wMADhj2wxf0AQBOrZqH68++acwKVpJrREMMAQJmWmoRjoYRjQ3/jtbU1Iy79JOyo6oqDh9qxDJzMPWYLxzH7S/1YFd7CJecbsR3P1kFcRrnnp1Wo8NHoWD/ARXNzc1YsmTJ5C8iIpoE/2tAVMRYySocp9OJgD+QdWfB1ndaU7c7GjoR8k7tm3KlQkGHo4PfsOfAs88+m7qdDFgA4BhonzBgOd3d2D9in9bc6vmoqzgFHYMOhGPDjUzq6upyPGNK6u3txaDLjbmW4f+9f/2+G5uPBuAKxvHiHi/eOOif9vWT1z16dOwlpEREU8WQRVTEWMkqnKamJgCAUpVd04vyOeWp26ZqExTj1K6nVMqIx+NcMpgDK1asSN2WxOGOkXE1jm++8jUc7T481ssQV9O/7EguM+zxdKc9Pnv27FxNlU5w5MgRAEgLWdETvoOKxqa/jLDaEINJAQ4dOjTtaxARjcSQRVTE2PiicJqbmwEASkV2layqBVUoqyxD+Sk2fPT/nD/l5WTyUMhLhj6avp///OfYsGED6mbV4bYL78b5p10IUZAQV+MY9A/g+e3Pjvm6WlsdPr5kPURBRJWpGpetuAIA8D+7XkiNkSQJa9euzcvfoxTt27cPkgicah7+4unmtRZ8+BQ9RAG4eHEZNpxhmvb1BQGYbwlg/769uZguERH3ZBEVs5EhS1VVCNPYb0DT09TUBMWqQNSlh6Kjm5qw57kG6IwKzv3KR1C9cPxuZD2He7DnucQys0B/APadDiyts05pHrJFgqiIOHaM+7KyZTabsWrVKqghAQtmLMS86vl499jbiA8ty42r4zetuPxDn8KGFVdAFIb//zCyY7ssyejo6NBs7qVub0MD5lnCaU0vbGUSNt4yC3FVndZerBMttoXwUks7XC4XbDbb5C8gIpoAK1lERWxkyGJVK7+OHj0KqSL9LTISiGDnb3chGozC3x/Azmd2TXiNgCuYdt8/MPU9I4IoQK6QWcnKkfbj7TAJiYqHKIi4ds2NMCgGmPRmfGb1/5rwtSMDFgBcu/YGlClGGHUmnLNsHdrb7ZrNu5SFQiEcPnwYp9mCYz4/lYD1438O4spfdOCRv/UjFk9fXnhaeWLf4759+6Y/WSKiIaxkERWxkXuyIpEIFCW7/UGUGb/fj46ODpg/PPHyo0goih2/+gCWWRYsvuQ0CKKAWDSGQ28chr/fj3nr5qJybgX6Wwegt+ix6OMLpzUfuVLGkSNHWM3MkqqqsDvsqJfnpB47a+4anDV3zbSut2L2SqyYvRIAcMhzAAcHGuD3+2E0GnMyX0o4ePAgorEYFo8TsjL1l0YffvTWIACgwRHG/CoF151lST0/zxKCLAJ79+7FunXrsvpZREQMWURFjJWswjh69ChUVYVuRnqoVcoUrL75LOx+rgGyQYbP6UNTR2IZXzwSx9LLl2DPHxpw5O+JDmXHt7djw3cvRcgTgrHSCKVseiFZV61g8JALDocDp5xySnZ/uRLW39+PYDAIs80y+eApMsuJazocDixatCjn1y9lDQ0NEAAssmXXYbPXm94po+eE+zoJmG8NYfeuiSvURESZ4HJBoiLGkFUYyQ5jY3UWXPDRBbj6yauw9vNrUocLA8DA8YGhPwdTj4W9YYTcIdjqbdMOWACgDIW9w4fH7n5HmbHbE8v5TLJ2ISv5Myh3tr//HuZZIzAp2R1CfNkyE04b+l06pVzGZz5sHjVmWUUAR5uOYnBwcNRzRERTwZBFVMRGBiu2c8+fw4cPQzErkIzSuGOqF1TBMjPxIU0QBZx6dmIJ2txzhpeiVc6vhLl29Ae5qVIqZAiSwJCVJYfDAWA4EOWSWUr8OzNk5ZbH40Fj4yGcWTH9M7CSysskvHZrHTZ9pR7/+HIdaq2jF/MsqwxCVYEPPvgg659HRKWNywWJilg4PHwmDENW/jQeaoRUPX7AAhJLBy/55sXoPtgN80wzKuZUAAAWXrgQ5adWINAfwKzltZDkia+TCUEUoFQpaGxszPpapcxut0MURBil6bf6Ho8sKihTjKkgR7mxc+dOxFUVyyoDObmeThIwb4Kz7+ZZwjDrgB07duCiiy7Kyc8kotLEkEVUxLhcMP9cLhc6HB2wrp682qEz6TB79egDaKsXVAELJv9Z/n4/3v/FdvgHAlh62RLMO3fuuGOVahmHDh9CNBqFLPOtezocDgdMinlUl8BsxeIxxOIxmEQz7OwwmFPbt29HmQLMt4YnHzxCKKoCUKGXJ/637nRH8dVXeuH0xHDbOhuuXG7G0nIfdrz/HhvNEFFWuFyQqIiNrF6NrGqRdg4ePAgA0NVo38lx1+92o2t/N9wOdypsjUc3U4dwKJw6JJmmrr29HUYht1WsI12HcP/L9+DeF+/EsZYmtLe35/T6pSwej+O9be9gWbkfk2SlNH/c68Xy77Zh2aPH8fwuz4Rjv/2XfrzTHMTRnshQ2IpiRWUQfQODOHLkSJZ/AyIqZQxZREVsZPUqFotNMJJyZf/+/YnleTN0mv+ssG84RKsxFdHg+NXKZOg7cOCA5vM6GamqCrvdAfegB9/907fw/b88guN9bVlf97WGjQhFg1ChoqFpD3p6e+Dz+XIwYzp06BD6Bgaxsnpq+7G+89d+hGNANJ4IURNxB4eb10TjgC+s4kPVAQgCsHXr1mnNm4gIYMgiKmonnpNF2tu3fx+UKgWirP0yoTM/dQYUYyI8LbxwAayzxl+iKJklyCYZ+/fv13xeJ6O+vj4EgwH8c8+b6HJ3wj7Qjmff+1XW19XJ+tRtSZQgCAKbX+TI1q1bIQnAiqqp7ccy6sQRtyf+Pb7zgnJY9IkxN6yyYF6VArMSx2JbCG9veWvqkyYiGsKF/URFjHuy8isajaKxsRHKwvy8Nc5YPAOfevwKRINR6C36CccKggC5RkbD3oa8zO1kk1zGF40N/x6FItkdbgsAn1n9v/D7934DX8iLC8+4GF2yHe3t7Vi8eHHW1y51b295C6eXB6fcuv1HV1Xj66/3Ia4C3/63ygnHrjnVgB3/Zzb8YRUVI7qJnlXtx++a2mC323k2HRFNCytZREVs5D4s7snS3pEjRxAOhaGfqf1SwSRJkSYNWEn6mTr0OHvgdDo1ntXJp729HYIgYMOKKyAKImRRxpUrr876ujOttbj7knvxjcu/g7Xzzk39LMpOW1sbjrfb8eEpLhUEgLNmG/CXL9Xjb7fV4+y5ZZOO18tiWsACkPq5b7/99pR/PhERwEoWUVHLtJLV2dkJo9EIm82Wj2mdtPbs2QMA0M3KX8iaiuS89uzZg0suuaTAs/nX0tbWBlmU8bHFF2Pdwo9CFATIUm6bm0iCBLNiwfHjx3N63VK0efNmCABWzchN6/apmlEWwzxrBJs3vYnrrruuIHMgon9trGQRFbFMugvec889qKurQ21tLV599dV8Te2ktHv3bugqdJDKsj/bSgtKpQxJL6XCIGWurbUNFtkKQRCgk3U5D1hJZtGC1pZWTa5dKlRVxfxn9LYAACAASURBVJv/+DsWl4dQoS9cw581M7w4fOQozz4rgEgkAq/XW+hpEGWFIYuoiIXDYWDoTJ+xGl/09PTgscceAwAEg0E89NBDeZ3fySQajWLv3r1QanNf4Pd0e9Dw4l4cfbMJanxq+0tGEgQBSq2Mnbt25nB2paG1tRVmKdFYpNvdhdcb/oh3m96Gqqb/e0RjEfR6etL2bk2FRbGi3d7ObqBZaG5uxvF2O9bUFLZL49qaxJLBzZs3F3Qepeizn70JGzZswKZNmwo9FaJp43JBoiIWiUQgyDqokeCYIausrAxGoxF+f+LDQHV1db6neNI4cuQIgsEgKmeV5/S6kUAE/3h4E4KuRJMFf78fK/6/5dO+nn6WHl3vdcHpdKKmpiZX0zyp+f1+9PT2YKllOXwhH/7rH9+HL5T4ltwddGP9sg0AAJd/EP/15vfR5+1FlakalaYqmA0WXPnhq2EzZvb/C4tsQ8QbQVdXF+rr6zX7O53MNm3aBEEAVs+Y+n6sXKoyxLDQFsamN/+BG264oaBzKSXxeBzt7YnqIZfe0r8yVrKIilgkEgEk3fDtE5jNZrz00ktYtWoVLrnkEjz11FP5nuJJY+fORHUoF/ux9jzfgBe/+DL++tDf0NvUmwpYAHDoz4fR3Tj9xhX6ofkl50uTa2lpAQBYlXL0eJypgAUALb3Dhzu/37INfd5eAECfrxdHnYex+/gH+MP7v834Z1mVxL5IHho9Paqq4s2//w1Ly4Ow6uKTv0Bja2u8ONbcgtbW1kJPpWQEAsP78HjmHP0rY8giKmLhcDgVssbbk3XppZdix44d+Otf/4q5c+fmcXYnl+3bt0NXnf1+rN5jfWj80yFEg1H0twyg9d02WGrNqefj0Ti2/3LHtK///9g77/C2yrP/f845Wt7y3s7eexKyCDNhj1AIdNLJKP3RllI6oAXeDkppS8sLhdKW0pS2FMpbCiFxEmd5jzix4zje8Yi3bNmybMka5/eHYjnCdiJbshM753NduSIfnec5z5Es+fk+9/18b1WEClWgiry8sfdxuVFVVQVAmFpPgCaAYO1gPbIlicvcj0O0w9cpM/Z2en2tUJXe45oKo6OkpISmllbWx10ak+srYnoRBUhNTb3YQ7lsOHcvlslkuogjUVDwDUVkKShcwlisVgS1y95bsXAfP3p7eykpKUGT4AczhE/suRIEget+eC2CNFgU1ed9WQlq8vLzcDov/kr/ZKC6uhq1pMbWb+N3+16kx2pCQODWZXeyYc5m93lXzNrA1fOvIyViGonhrtpIoiBy9YLrvb6WSlQRog5VIlljJDU1FY3kqlN1KRCmcbI4oo+9qXuUz9sE0dXV5X6siCyFyYyyJ0tB4RLGarG6IlmCgNVqvdjDmbIcO3YMh8OBNtG7elXnI2pOFHNvmENlWhUh8SEsuXMxulAd676ylrw3C5DUEmu+sNqna+gSNXRWdlFZWcncuXN9HvNUp7KyklBVGFWtlfRYXZM2GZnO3g5kWUYQXAJYFERuXzFYO6upqxGdSkd40PkL2n6SECmM8rJy/93AZYLNZiNt/z5WRZkJUI19IcLfrI818/uT7RQXF7Ns2bILN1Dwie7ubgAkyVNwKShMNhSRpaBwCWO1WhHEQARRpYiscSQvLw9RJfqtCPGqz6xk1WdWehybvn4609dP90v/A2IwPz9fEVkXwOFwUF5eQZIqhdjwBCRRwuF0Of9193Xx+DuPEhoQypc3PeyOXg0QH5YwbJ+5Ndm8m/931KKKz67/EvPjF3o8r9dEcLL5OCaTiZCQ4VMQFYaSk5ODqcfMlTMvjVTBAVZG9aFVwZ49exSRNQEYjUYAEhNFjMaOizwaBYWxo6QLKihcwlitVhBViJIKi8Vy4QYKYyI7Jxt1nBpBJVz4ZC/p7eyjMq3Sa5MLp8P7VCQpUEITqSE7J3usw7tsqKurw2q1oNdEEBeWwMNXP8bmuddw+4q7KWo4hsNpp9PcwQfH3vOqP4fTwTu5O+m3WzH3m3k3/+9DzglXuyJf5eVKNGs07Nm9m1CtzOLwkb/rcmstvJ1vorFrbBb7jjGk6molmdVRPRxI268sdk0ABoMBgOnTJQwGRWQpTF4UkaWgcAljtVpBUoOkVv64jxMNDQ00nmlEl+x7quAA1h4rqT/eS96bBaT97AA1GadHPFd2ymT9Ppt/fvFffPS9jzEbvNuLoklSU1xcrBTsvABlZWUAhKsjAZgVM4e7Vt3D8uSVCAyKakHw7s+hgOBOLxypXbgmwuPaChemu7ubzMxMrow2IY3wVnxUYmbHm8384CMDt/+hkbae0dUi+316F/N/UsvqF+ooqB/dotWGWDO9fRYyMjJG1U5h9HR0dKBWCyQkiPT29ikLjAqTFkVkKShcwlj7rQiSCkQlkjVeZGe7okH+FFmdpzvp6xy0IW4sbMRQbaA8tZyuBs89Bs0nmjmdWQsydJ/ppvTDUq+uoUvW4XQ4yc/P99u4pyKlpaWoRTUhKs+0vfCgCG5fcTeBmkDiwhK445y9WOdDFEU+ve4LhOhCCQ+KYMfaofWTNKKWYHUIJ0+e9Ms9XA7s378fu8PBhvO4CqZV9DIQh2o3O/lDZhdv55sw948cBZZlmQ9PmHk9s4vn93did4Kh18lPUr13jARYEG4lUiez++OPR9VOYfS0tbURHi4REeFazGhvb7/II1JQGBvKniwFhUsUu92O3WZDJapBVHnUDlHwH9nZ2aj1alSh/vs6DEsKQx2oxtbrqm2mC9Ox97n9yA4ZSSOx9cfXE5bkqqckqj0t40WVd2tfmhg1klYiOzubLVu2+G3sU42i40WEqyOHjThtmX8tW+ZfO+o+l6esYnnKqvOeE6GKpKioyMNYQ2Fk9uzeTXKwnZTgofUAB1iVrOPfx10iTCXCH7JcBgnvHu/h31+KH7bNT1I7+WN295Dj/fbROQWKAlwZ082uvDwMBgORkZGjaq/gPS0tzURFyURGimd/biEpKekCrRQULj2USJaCwiXKgKgSVGpkSU1v76VhaTyV6Ovro/BYIdok/xheDBCgD+C6H17DotsWsu5rV6AOUCM7XGvwjn4HLacG92nFLohh/o3z0IZoiV0Yw6LbFo7UrQeCKKBJVJOZlalYS4+AyWSi5nQNkZroCb92pDaGrq4uGhoaJvzak426ujpKT51ifayJ8+nR+1eF8NJdUTy8MYzooMHFicIGK8a+oamDjV12/q9o+HTamg47Hb2jSzfcEGfGKcvs27dvVO0URkdrazNRUSJRUa4panNz80UekYLC2FAiWQoKlyhuUSW69mT1mBWR5W8KCgqw2+xok0P93rc+SY/+bldh2qaiJhAAGQRJIGq25yr4ivuWs+K+5aO+hi5ZS2d1F2VlZSxYsMAfw55SlJSUIMsyUdqYCb/2gLArKioiOTl5wq8/mUhNTUUQXFbpF+K2Ja7C3q09Dt495hJQ82LUhOk814y7+hzc9ccmDL3DL0D09ss0d9uJCPS++HhCkJ2ZoTb27P6Ye++91+t2Ct5jtVppa+tg0yY1kZECoghNTU0Xe1gKCmNCEVkKCpcoZrNrwiGoNAiSBrPZeJFHNPXIzMxE0kho48YWyWosaqLw78dQaSTWfnEN+hQ9/eZ+NIEaBHFwST5+aTxbHr+K9op24pbEETF9dHWXRkKbrAOhi8zMTEVkDUNRURGiILpNLyaSEFUoWknH8ePHufnmmyf8+pMFp9NJ6p7dLA63oNd6H5H9yS2RLI7XYLI4uX91yJCUzLJWGy2mwUiVRoL+cwJXK5K0zI4e/ed+fayJnRU1VFVVMWvWrFG3Vzg/TU1NyLJMfLyESiUQHa1SosEKkxZFZCkoXKK4XeNUWlBpMXddWrVjJjtOp5P0jHQ0iWoEafR7ZpxOJxkvZ2K3uKyks17LQdJIdFR3oE8O45onr0YbMmimEb8kjvglcX4bP4Ckc9X2ysjI4Etf+pJf+54K5ObmEaGJQiVO/J86QRCI0sSQl5en7Ms6D8XFxbS0tnHHgtG5ZGokgc+vHTkCPSdaTWSQiMHsEm5fXR9GvdFOt8XJTQsCuWVxEJoxfO6viOnl75URpKam8tBDD426vcL5GRBUcXGuyGR8PNTX117MISkojBlFZCkoXKKYTCYABJUWQaWlr7cXp9OJKCpbKf1BWVkZXcYuwpeFjam97JBxnLM0bjH2Ye3pB8BY30XVwWoW3jr+0SVtspaqvCpaW1uJiZn4tLhLla6uLiorK5gfvPiijSFGG0dhRy61tbVMnz79oo3jUmbPnj3oVLAq2r/GPuGBEv/+UjwfnjAzLULNzYuC/NJvqMbJkog+9u7ZzVe/+lUkyft0Q4ULU1NTA0BCguvvXGKiyN699TgcDuW1Vph0KLM1BYVLlAGRxVmRJcuyO4VQwXcyMzNBOJtyNwYktcTyHcsQBAFJLTFt/TSP59WBan8M84LoUlzRsszMzAm53mShoKAAWZaJ0fo3ejgaBq6t2OwPT39/PwcPpLEqqgetNPoiwbUdNvaV9dI5goFFSriahzfp/SawBtgQ14Oh08jx48f92q+CS2RFR6sIDHRFGZOTRfr7bcq+LIVJiSKyFBQuUbq6XPWUBLUO1DqPYwq+k56ejjZWg6Qb+9fg/G3zuPv1u9j++zvdaYMAYYmhzNoyc8R27RXtFL1XTONx3ycOKr0KdahaEVmfIC8vD42kIVxz8ay2g1TBhKhDyc3NvWhjuJTJycnB3NvHlTGjN/XJr7Ow9dVGvvKPVm55vRGD2TunQKtdprHLjlMevagbYHmkBZ0KxWVwHKiuruRct/bkZFf0qqqq6iKNSEFh7CgiS0HhEqWrqwsEESSNS2gBRqNifuEPWlpaqK6uRpviewFilVaFqBKpyTjtPtbb2YcoDf/12llnZP/PDlDyn5McevEwZwrP+HR9QRDQpGgoOFqg2Pyfxel0kpGRSYwmHnGY+lgTSawmnqMFR5U6d8Owf/9+QrWwMHz0hdY/OGHGancJpcYuB5k1F3596zptXPO7Bjb8poF7/9yMxTa20gcaSWZlpJlDBw/Q398/pj4UhmKxWKitrWPGjMHPbHKyiCQJlJeXX8SRKSiMjfPuyfq///u/EZ+74447Rn2x1157jbS0NGw2G/fddx9r167lySefRBAE5syZw49+9CNEUeTll1/m4MGDqFQqvv/977N06VJqa2t9PldBYTJhNBqRNAEIgoCgDgCUSJa/GIj66FLGlir4SQRBICgykJ5WVzpnWOLI+7wMVQac5xRCbStvJ3FFok/XD0jRYj5hJj8/n82bN/vU11SgtLSUri4jc8O9qznmDbWGGnZm/Rmr3codKz7Fymmr3c/1WHuwO2zoA8OHtIsPSKLSXEZ+fj6bNm3y23gmO729vWSkp7MpxsQI6xHnZW70YDquJMCsqAun576Va6Kx2xXxyq+3sq+sj1sWjy2VcF2smcyWIHJzc9m4ceOY+lDwpLKyEqdTZubMwb1XGo1AcrJEWdmpizgyBYWxcd6vtqqqKqqqqnjvvffYtWsXTU1NpKamsmvXrlFfKCcnh8LCQv7+97/z17/+lebmZn72s5/x2GOP8fbbbyPLMvv376ekpITc3Fz+9a9/8atf/YpnnnkGwOdzFRQmGx0dHaBxiSvOiiyDwXARRzR1yMjIQK1Xo9b7x/vH2GCk1zC4kj5j0/QRz42ZH4NKd/a6AjSfaKFg51EPE43RoonTIGklJWXwLBkZGQiCQKwuwW99/jP3b7SZWunu6+Lt7DexO2wA5J/O4en3n+DH//keHx0fujAZqYlGI7kcIBUGycjIoN9mY13M2PaZfnp1CE9vi2D7siBe2xHDwrjho9KvZXTx6bea+e0hI/oATzfBUy39VLaNLRK1KNxCiAZlfuFHSktLATxElutngVOnSpWi6wqTjvOKrG9/+9t8+9vfRqPR8Prrr/PQQw/xyiuvYLfbz9dsWNLT05k7dy6PPPIIDz74IFu2bKGkpIS1a9cCsHnzZjIzMykoKGDjxo0IgkBCQgIOh4OOjg6fz1VQmGy0tbUjqwMBEDSu/zs6Oi7mkKYEvb29FBYWok0eW22s4eio6cTpGJwAVO6voqFg+DTA0PgQtv74ehbeMh9k6KztpDy1gpIPTo75+oIooElSk5GZgcMxdrE2VThy+AhRmhg04tD32Njbya/2/Iwn332M/x573+s+nc7B19UpO917enYXf4hTdr33e0/uxmq3erQTBZEYTTwZ6Rlj+ts5VTl06BDhOpnZYaMXOSeb+/np3k60ksALt0dx7dzAYc97O7+bn+/rJLPGwq8PGokOlrhnRTCzo1QEqAX+N72Lm19rJK9u9OmKKhFWRvaQlZmB1Wq9cAOFC1JcXEx0tEREhOfUdO5cCZPJTF1d3UUamYLC2PAqSN/R0UF3dzcAnZ2dY9oX0tnZyYkTJ3jppZd45plnePzxxz1qhwQFBWEymejp6SE4ONjdbuC4r+cqKEw22g0GBI0rlUUQJSRtoBLJ8gP5+fnY7Xa3K58/iJkf4+Em2FnbyZGX0kc0tghNCCV6nqfduqnFt+8pXYqO7q5uTp26vNNqampqqKuvI0GXPOzzHxf/l7qOWiw2C/tL91BrqPGq37tW3UugJgiVqGL76h1oVC4BF6ILcZ+jUwcMW5MrMSCZblO34kZ3lr6+PnJzslkZ2YM4ylJVbT12drzZxBtZ3fzgIwOvZXQPe57F5uT5fZ2faOvk+dui+NqGMPpsLpHc74A9pWPby7g6upc+i5WCgoIxtVcYRJZlTpwoYt68odPSefNcka3i4uKJHpaCgk94JbIefPBBtm/fzp133sk999zD9773vVFfSK/Xs3HjRjQaDTNnzkSr1XqIH7PZTGhoKMHBwR421WazmZCQEI89VWM5V0FhMmG32+kydrpFFgCaIFpbWy/eoKYIWVlZSFoJTaz/IlnB0UFse/YGktd6Tuw7akaOPIYlhsI5E0xbn82nMegStSBAdna2T/1Mdg4ePAi4hM1wyJ9wlfPWZW5u3Hx+uv1FfnHPb9kwe3Df2/3rvsD8uIXMiJrJVzY/jCQOreUTq01AJardY7vcycvLw9pvY3X06MVNVbsNk3XwPTveOHwUqcXkoPuc89Qi3LHUtSg7P1bjMflZHD+274KF4RYC1a6onIJvnDlzBoOh0y2oziUuTiQsTFIWKRQmHV6JrK1bt7J3717eeOMNdu3axZo1a0Z9oVWrVnHkyBFkWaalpYW+vj6uvPJKcnJyADh8+DCrV69m5cqVpKen43Q6aWxsxOl0EhERwcKFC306V0FhMtHW1uaKyJ6zSi5rgmlqbr6Io5r8OJ1OMrMy0SSoEUa7hH4BgmOCWXLnYvd+K1EtEr80fsTz7VYHnDO/d4zR6WwAUSeijdWQkXl57/1JSztAlDYGnRQw7PNbF99MfFgCkqhi09yrmRE1stX+cHzSrTA6JIYHr/4G/+/6J5gVM2fYNipRRZw2gYMHDiopg7hESbAG5oWNLs3O2Oegoq2fmODBifgN84dPFUzUqzzOu3NpEFk1fbSa7JS12twLHFdO17nF12hRibA8wkxG+hHlffWRo0ePArBo0VCRJQgCixYJHD2aP2SRREHhUsarXd95eXk888wzOBwOtm3bRkJCAp/61KdGdaGrr76avLw87r77bmRZ5umnnyYpKYmnnnqKX/3qV8ycOZOtW7ciSRKrV6/m3nvvxel08vTTTwPw3e9+16dzFRQmEy0tLQAI2kGRJWiDaWmp9EiHVRgdFRUVGDuNhC8d2f3PF8ISQ9n27A20VbQTOTPivC6DoQkhJK9Joj6vAUktseCmeT5fX5uspSqvira2NqKjo33ub7JRXV1NXV0ty8JGXliLDI7iuzc9PYGjcpEYkEJDRy2FhYVjWqicKtjtdrKzMlke0TMqV8E+m5Ptf2yi2uASM9uXBbFjZQirR3AITSvvpbVncB/dv46ZeeeYmbgQCa0anGfn6lmnLRj7HOgDhk7uvWFlVC+ZLWZKSkpYtmzZmPpQcBUPj4yUiI8f/pdi8WIVmZmd1NbWMn369IkdnILCGPFKZP3mN79h586dPProozz44IPcd999oxZZAE888cSQYzt37hxy7NFHH+XRRx/1ODZjxgyfz1VQmCwMVLc/N5Il6kKx9PXR1dWFXq+/WEOb1GRlZQGgTfLffqxPEhIXQkhcyAXPEwSBDV9fT3ejCW2IBl2o73byumQt3XkmsrOzufXWW33ub7Kxb98+BEEgMSDlYg9lCHG6BDSShr17917WIuvUqVP0mHtZOn10ZhPlrTa3wAJo63GMKLAKGyx8VOLpWjgQ/2g2OQjVDS5SCQKopbEvWi2KsCAJLgdlRWSNDbvdTkFBHitXiiMuIC5e7Jqu5uXlKSJLYdLg1TqSKIro9XoEQUCr1RIUNLa6EgoKCt7R0NCAIIgeIksIcEVFzpzxrXjt5UxOTg6aGA3SGFetz6W/t5/2KgP9vRd2R7OarBx9u5D8twro7RjchyIIAmGJoX4RWACqcBWqYBW5ubl+6W8y4XQ6Sd2TSow2Hp00utfT4XSw7+Qe/pHzV2raqsZlfJIgEa9N5tChQ1gso3ezmyrk5OQgCLA4fHTFmadFqIgIHJyyLEscfqEkrbyXu//UzAcnet2mGmHniKpAtUCwdrAfWcZd1HgsBKpkZodZycnOGnMflzunTp3CZDKzYsXI6/4xMSKJiSpyci7vPacKkwuvIlkpKSm8+OKLGI1GXn/9dRIS/Fd7REFBYSgNDQ2IAaEI5+z/OFdkLVq06GINbdJiMpkoLS0leLnvi0Tdjd3sfjoVR78DdYCaG3+6jaDI4feGAGT8bxYtJ10poE1FTdz6y1uQnTK1OXXYLXamXZmCWnfhYqoXQhAENAlq8gtcDooqlX/qgE0GioqKaGtvY034+lG3TS3ZxZ4THwFwtDaP79/yjLuwcFF9Id2WblakrCZI69vvTkrgdGrbq8jMzOSaa67xqa/JSk52FrNC+wlSj07Y6AMk/vmFON491kOiXsWnVw8uQB2s6KWu0862BYG8fNjoTgV0yvDU1nDuXxXChyVmKtps3LwwkH3lffzusKuw+6ZZOiICfVt0WRLRx7tV1RgMBiIjI33q63IkOzsbUYQlS87/fbV8uUhq6jF6e3sJDBz5+1ZB4VLBq0jWM888Q0JCAqtWrSIgIIDnnntuvMeloHBZU1dXj6z1dMUUdKEgCNTX11+kUU1uCgsLkWUZ7Qgr4N7SUHCG/T874C4ebOuzUfph6XnbdNYOugz2tJox1HRQsPMoWa9mk/fnfA487z93Mm2ill5zL2VlZX7rczKQmpqKSlQTr0saddsmY6P7cb+jn/aeNgB2n/iIP6W/xrv5f+d3+36J3eGbuUGUJoZAVRB79uzxqZ/JitFopKy8gqURY7NMnx2t4cnrI/jsmlDEs2llO/O6eeDtVn70cQc3vdZI4ZnByLIkwtVzAtGpRe5eHsKyBA2f+WsLLx/uYstsHb+6I5I37ov1+b6WRriicnl5eT73dTmSnn6YefNUBAWdP21z5UoVNpud/Pz8CRqZgoJveCWyHnnkEaKjo/nhD3/IZz/7WTQa/1kfKygoeOJwOKirr0MMCvc4LogSUqCe06dPX5yBTXLy8vKQNCKamLFHjAzVHaT/NgNLl2e6l0p7/hXY0HhPwdxe0U5T0WANLUOVgX7z6IuyDseAiLycJiIWi4W0/Wkk6JKGrVN1IebHLXA/DgvQkxwxDYDSxhPu483dTXSYfatTJwgCSbpp5ObmXpaFxYuKigBYoPdPuqTB7OA3h4zn/Ozp0Hn93EBmRLo+7/vKevn6u+2YrDIycLDSws/3GTGYfS/enRxsI0iNYjE+Bs6cOUNNTS1r1lw4mjh/vkRQkEh6evoEjExBwXe8EllPPPEER48eZfv27bzwwgvU1HhXvFFBQWH0NDY2YrfZEAIjhjwn6/RUVVdfhFFNfnJyc1DH+2bd3t3UPcRCODg2mCV3Lx6xTcfpDiTNORMIEaJmRxI9d9D9LywpzKOYsS9IOhFNtIac3By/9DcZOHLkCH2WPqYFjs6OfYCSxsEipyZLNzaHq2bZzOjZ7uMRQZHuFEJfmBY4A6fTyd69e33ua7JRVFSEWoQZof5ZUPjFvk4PYaU+Z0ajFuE717neL1mW+fm+Tj6ZoNja42D3ybFF1c5FFGBOaC9Fxwp97utyY0AwrV594e8/SRJYuVIiMzNdscxXmBR4teQ3a9YsnnjiCTo6OvjJT37Crbfeypo1a/jWt77FkiVLxnuMCgqXFQOLGOIwIksMjKDpTCFWqxWtdvwc8qYazc3NtDS3ELbOt8LkcYvjCIwIoLejD0kjsf7hK0lckTCiI5atz8aB5w+5o1T6ZD2rP7eSyJmR6L+oJ2JGBLY+G7OvnuVXW35NvJrSklIsFgs6nX9MNS5ldu/eTZA6mChNzJja99kGTRicspN+uxW0wdy6/E5iQmLotnRzxcz1aFTDZ3GcOFNES1cTS5NXEB1y/jGEqMOI0Eax++Pd3HvvvWMa72Sl6PgxZoZaPcSQL3RbPSNXoQGiW3TZnBAV5LrQO4U9VLUPX+x7WoR/9i3O01s5VtWk7MsaJQcPHmD6dBUxMd79Uqxdq+LIEfNlXwpBYXLg1W/1oUOHeOyxx/jCF77A/PnzOXToED//+c/5wQ9+MN7jU1CY0hw/fpwdO3bw0EMPudOHKisrQRAQgoYRWcFROJ1OJWVwlAyk8WjjfUt1DgjTse25rWz+1iZu+tk2klYmnlccWbqtHmmAklokep4rgiWpJOZeP4dFty1EG+JfwayN1+B0ODl58qRf+70UaWtro6CggGTd9DEL1W2Lb0GrconRzXOvISLINUm2O+xEBEWyPGXViFGsrKp03jj8Cv89/j6/SX0eU1/3Ba+XrJtOdU015eXlYxrvpIi1eAAAIABJREFUZKS3t5eKyirmhvnPWfHhjWFux8HblwRx9ezBAtSL4jSE6lwR5MpPCKx107VcNy+AZ2+K4Jq5/jFQmHu2sHJxcfEFzlQYoLW1lZMnS7niCu+NR5YtU6HTiRw8eHD8Bqag4Ce8WsL54IMPuP/++1m7dq3H8a9//evjMigFhanOzp07eeqpp2hoaHCnPTQ3N/P+++9TXl6OFBiOIA1NnxCCowAoLy9n3jzfi9deLhQVFSFpJVThvq9aa0O0JC73zmE1ODqIuMWxNJ9oAQFmbRlbOtto0cRqQHCJy5UrV07INS8We/fuRZZlUgJnjLmPuXHzee7OX2Bz9BOkDQbA7rDxctqvqDOcRhREPr/hyyxLHvpaljefcj8295tpMNazIOD87p/JgdMo7i5kz549zJ07d8zjnkyUlZXhdDqZc1aM+IMlCVrSH0uivtNOkFbgvWM93LU0iLkxanasHHQfvH1JEH8vMGHul0kIlfjt9hiig30v43Au00P6UYtw8uRJtmzZ4te+pyqHDrkMf664wvvvZY1GYOVKkcOHD/LNb37zsnJQVZh8ePXb+fzzz/PPf/6Tjz/+mOnTp3Pfffeh0Wi44YYbxnt8CgpTDoPBwAMPPDAkp7yiogKAsvJyCIoatq2gC0VUay+rFXB/UHisEHWMyqf9WMPhtDtpPtmCNkhD5CxX9MPSbeH4O0XY+mwsum0hV31rM61lbehCteiTJ6aItKgR0URqOHb82IRc72IhyzK7PtpFlDaaYNWFC0CDKx2wvPkUGpXGY8+VRqXxSAds6GygznDa3SanOnNYkTUvbgGFdS6TkSBNEEn65AuOQSNqidcmkLonlQcffBC12j/78S5lqqpc9cemBftnPxaAsc/BfX9p5lSLDZUI9rPZg49uDiPsnFp4i+O1pD6cSGW7jaUJGvR+qJP3SVQiJAbZXJkICl6xf/8+pk9XkZAwuvdj/Xo1mZk9HD16dMjiv4LCpYRXIuvpp58mNDSUDRs2kJubyw9/+EN+8YtfjPfYFBSmJFardYjAEgSBhx56iLa2NjoMBtQz5w/bVhAECIri5MnzW4YrDNLR0cGZhjOErvVuEu4tLaUtHHrxiNvKPSQ+hBt+dB3Zr+e6nQNby9q446XbiFvku030aFHHqSkpKcFms03ZSXxpaSn1DfWs1F/hdZu3Mt7gWP1RALYuvpkbl9w67HnhQRFoJA39DpcoiA2Ncz/XYzEhihKBmkDWzdpAsC7EvScrJMC7fX8pQTPJMhwiJyeHjRs3ej3+yUplZSWhWtBrnRc+2UvePdbDqRZXKqD9nG7fyjXx5SvDCNUN7ohICFOREDa+UY+UYCtFFeXIsuzXPZZTkaamJkpLT3H//aNPlV62TEVgoEhaWpoishQuabzak1VbW8uTTz7Jddddx/e//33q6urGe1wKClOWhIQEnnrqKQRBQK/X8/LLL1NcXMwjjzzi3kMjnjOh+yRiSCzV1VVYLP7b2zCVKS11CVJNjH9LT2T9PtstsABMTSZKPzpFT2uP+5i124rdcnFcsLQxamz9NqqnsBvl7t27UYkqEgNSvDrfare6BRZAbnXWiOeGBYTxtS2PsmraGq5fdCM3L70dgD0nPuKH73+Hp97/DgWncwFYnLiUaxduvaDpxbnEauPRqQL4+OOPvW4zmamsqCA50L/fWeeKqHPpsjh5LaPLr9fyhuTgfozdpsvSnn+0pKWlAbBu3egXgNRqgTVrJA4fPkR/v/8iowoK/sYrkWW1Wunrc7kvWSwWHA7f60ooKFzOPPvss5jNZtrb23nkkUdYtMi1h+PkyZMIouTeezUcYmgcTqfzsis2O1bKyspAAHWkf1exHfahK/KOfgdzb5gDZxexp2+Yhibo4tQVVEe5Ji9T9ffEZrORtj+NOG0iatG7iZpG0hB5TipuvP78e+tmxczhs+u/xM1Lb0clqbE5bOwu/hAAh9PBrqIPxjx+URBJ0qaQlZVFd/eFzTImM3a7ndO1p0nxMVXQ3O+kvtOG82wZhe3LgvnsmhBmRanZMMPTRfOP2V3c8+cm2nombpEjJcgVVVNSBs+PxWLhN7/5NSZTHZI0vOvjhVi/Xo3Z3EtOzuVTqkJh8uGVyPrc5z7H7bffziOPPMLtt9/O5z//+fEel4LClCcgIABJ8sxFP378OGJwNII4co66GOpKPVNcrLyjrKwMjV6N6C/f6LOs+fzqIceS1yQx97o53PiTrSy/bxkp61KG1NWaKKQQCUknTVmRlZ2djanHNCrDC0EQuH7xTcyLW8DSpBXY7DZ2Zv2ZHovJq/ZtplaPNLAeaw9ZVWMvjJoSOAOHw8GBAwfG3MdkoK2tDZvNTnzg2CbUACVNVjb+poHNvz3DF99uxe6UkUSBZ2+KZN8jibz5mVi2LRh0CrTaIa/OyksHJy6iFX9WZDU0NEzYNScj99xzD/n5BRQWnuZTn8oeUx+LF0uEhUmXZb05hcmDV0u7t912G5s3b6a+vp6kpCTCw30vyKigoOBJX18fZeXliAnLznueoA5ACork2LFjfOYzn5mg0U1OZFmm9FQpUrT/92KkrE0mL1hDf8/g6ryppYfoudGc/KCU2mxXWrUoCcQuimP6hml0nu4kfmn8hOzREgQBVYTEqbJTFz55EpKamopOFUCMduTU2k/y74J3OFyeNuR4v72fL276GnaHDYPZQHhgxLA1sf505Pc45cEIptVu4Z+5O4kLS2BG1OidI8PU4YRp9OzZvYfbb7991O0nC01Nrj2K0QFjjyr9IasbY5/rtT9U2UdurYX1MwYt21WiwANXhHK4spfec7SczTFxixyhaidaafB+FYYnMzPT/fjUKRM9PXaCg1WUlnbz1a8WYDD08/jjc/niF0deQJEkgXXrRA4cyMRsNhMUFDQRQ1dQGBXnnXl861vfGnHz5osvvjguA1JQuFw5ceIETocDVZgX9uCh8RQVFWO32xUL2/PQ3t5Ol7GLsAW+FSEeibiFsdTl1gMgSALxS+KRnTJ1OfXuc5wOmaaiJrcZRtmecq5/6lq3G+F4oo5WU3Oihv7+fjSai5O2OB709PSQmZnJNO0sRMH7COXR2rxhj3f2dmC29vDSvl/S2t1MRFAkO9Z+loNl+5BlmdtWbCc+LAFjb+ew7Y29HcDoRZYgCCTpplFy8jiNjY0kJHhXGmCy4RZZurGLrKggz+i+VvKcm/z4YwN/yfWMSOoDRB69KmzM1xwtggBRAQ6am5sn7JqTDVmWiYgIx2AwABAWpuab3zzGM88s4umnS6iqMgPw9NMl3HprAtHRIxtjbNigZs+eXo4cOcK2bdsmZPwKCqPhvLOzHTt2ePwsCMJFS31RUJjqFBYWIggiYli8x3GHzUpvZyuB4TFIatcfHEmfgLXpBKdOnWLx4sUXY7iTgpqaGgDUEf4Xoj1tPSy7dxlh0/TUHKqmt6OP9N9lsPmxjYQlh2GsMw7bTnbKdJzunBiRFaGmx2GmoaGBmTMnpkbXRJCeno7dbic5fNqo2iWGJ1PWPLRA8/SomRytzaO12zU57jAb+EvmG5itLhOT9p52fnDLM1y7cCt7TnwEgPrsHq0EfSIL4sf+GUwKmEZJ93EOHjzI/fffP+Z+LmWampoQBAjXjn0/92Nb9Bytt1B4xhU5fvw/7UgiNHY5+Oya4CECC+D+VSEk6Yfu16vrtPFWronwQJEvXxmKVuW/VOIoTT9NjWf81t9U4+TJk8TFxbNtWwB/+MMJurpsfPRRM0eOtDN3brD7PFkGp/P88805cySioyX27duniCyFS5LzzjwGrDENBgOvvvoqp0+fZs6cOTz44IMTMjgFhcuJ3Lw8xNA4jyLE1h4jOW8+TZ+xlYCwaNZ+4Rl0IRGI+iRAID8/XxFZ52HACVXlZ+vmkg9OUvSua0/c9I3T6Gl1rb62V7RT+nEZWx7fzMkPS2k83oS5zYw+OQxjQxeyQ0alUxG7cGIs3Qfuu76+fkqJrAMHDhCkDiJcPTqh+vkNX+bjog/Iqc50W7MDHCk/wNXzr/c4t9dqdj/uOhvBunHJrayctgZREAjUBNNpNhAbFo96mMLh3hKkCiZCE0na/rQpK7JaWlqI0Mn4omWCtSJB2sEOTncMRsVezzQRqBbotXlOymcMY3Zjtcvc92Yzjd0uwVfXaef520Y2GhotUQF2qpVI1ojs378fjUbkc5+L43e/G9xX3N1tZ/bsEJqarBgMVr7znXnExurO05Nr4X/9eon//rcAo9GIXj8xdQgVFLzFq6+8xx57jFmzZvH444+TlJTEE088Md7jUlC4rDAajVRWVCDokzyON53IoM/YCkBfVxtNxa5N9oJahxQaTW7u8OlPCi7q6+uRNBJigH9WqvuMfRx9u5Dif59wHzs3NXCAAH0Aqz6zkltfuJkdb97Dtue2su3ZG1j7pTVse24rofH+rdk1EqowV4rVVCq7YTKZyMvLI0GbMupaRIGaQLav3sF3tv2A+E+k5apEiWsWbEU4aw0pMzhhv2HxTe7HsaFxRIfEEqQNIikixSeBNUCiLoWKyoopa5jQ3d1NiMp3V+KlCYOpY+pPeAM9e1MESxM0aM4enxej5ob5g/t0ylv7eXqXgV8d6HQLLIDiRqvP4zqXYLWTnt4+xYV5GFwmL/tZsUIiMVHLli3RHs/HxmrJy7uW6uqbeOihWUPa5+Z2sGLFXmbO3MWbb54GXCmDTqeTgwcPTsAdKCiMDq+Xd++77z4A5s+fz+7du8dtQAoKlyMFBQXIsowUnuxxXBviaTKjDY1wPxbCkiktLcRkMhESMjGT9slGfX09Upjkt8Kg+36SRk9Lj8exoKggVBoVnbWuaIfsHDRGMLX00FLSTPj0cCJnRqJPntiVVlEtog5WU18/VAhOVjIyMnA4HCQGJF/45BH4sOg/NHU1un9WiSoWJS4jWBdMWuke9/Gk8BQe2PhVIs9TUsHpdCKKvon4xIAUirsLOXToEJ/+9Kd96utSpLuriyDV2J0FB/jW1Xoig0TOGB1smKnj5/s6OWO085X1oWxfHsL25SH0WJ2c6bIzPULNoco+jH0ONs8K4P6/NGPodX02VeJg8eKbFvrXMCFY7UCWZcxmM6Gh47MXdLJy/PhxOjqMrF/vMizZuXMtX/5yPgcPtrFsmZ6vftUVbf/ooyZeeaWKuDgdzz+/hKgol7h+6qkSWlpcoviHPzzBXXclkpysIilJRVrafu64446Lc2MKCiPglciaOXMmH3zwAVdccQUlJSXo9Xr3XocZM7y3z1VQUBiezMxMRE0AQojnyl78ovX0djRhqC4mYvoi4hdtcD8nRqRgry8gLy+Pa665ZqKHPCmorTuNFDayHf5ocDqdQwRWwrJ4lu9YTuozgzbCFfsqWbFjOT1tZvb8KBVbrw1BFLjq8c3EL/beCc9fiCECtXW1E37d8SIjI4MAVeCoUwXP5Uynp+j8+rXfQh+op7uvi9XTryD/dA5qSc2NS24ZUWDVGU7zxuFX6LH2sG3JLdyw6KZhz/OGQFUQ4ZpIMtIzpqTI6uoykqQeWldutEiiwBfXDRpZXDM3cMg5wVqReTEaXkzr5OUjLvv2udFqt8CCQYE1J1rN1zf7d+EjSOXqvLu7WxFZn+DAgQPodCIrVrimnrIMa9dGEBGh4VOfSiI8XENLi4WHHz6K7Wzqp0Yj8uqrKwE4t+KJKAqIooAgCFx5pcS77xZjMBiIjBz/va4KCt7ilciqrq6murqaf/3rX+5jTz/9NIIg8NZbb43b4BQULgfsdjvZ2TkI+hSEYZzSZm3azqxN24ccF0NjETUBZGVlKSJrGOx2O4b2DoKT/LNSLSC4igyfzSKTNBJXfXszAIGRgXSf6XY/Bmgra8V21ktadso0HW+6KCJLCpFoaZkae0RsNhu5ubnEaZJ8ik6unLaG1JJdAMyPX4TZaualfb9Elp2EBoTxxNYfEBYUTpA2eEhbi81CQW0uh8vS6La43vNdRR+wdsaV6APHXt4kVhvPydKSKbm3xGQyERTiu8gaDfvKe92Py9tspIRL1HV6pvCNh717sHpQZCkMYrfbOXz4ICtWiGi1rs/uK69U8bOfuUpMvPvuGY4c2YLF4nALLACDYTCd86c/XcIjjxzFaLTx1FMLCQ52TWHXrVPxr39ZOXToEHfdddcE3pWCwvnxSmT99a9/He9xKChctpSUlNDTY0KTPH1U7QRBRNAnk5mVpVi5D4PRaESWZb/txxJEgaXbl7gMLwRY+ekV7uc2fWMjx985jizD8nuWAhAxPQJBEpDPTuSCYy5OHRcpUMLY2YXD4RhS/Hqycfz4cSwWC/ERiT71c9W8aymsK6DN1ILD6eDj4v8in61/1d3XRUZVOp9ac9+Qdk7Zyf+m/Zr6jqGRwYbOBp9EVrwukVOmE+Tk5LB169Yx93MpYrFY0ekn1pl4VZKOUy2DKYptPQ4euyqMGoON/5zoRS26HAv9jU5y3WdfX5/f+57MFBUVYTR2s25dwDnHBh1Y+/udvPpqFT/96RLuvjuRd989Q2CgxKOPznGfs3y5noyMoQuKiYkSSUkqDhxIU0SWwiWFV7OyX//617z33nsex9LTx17lXkFBYZD09HQEUUIMH/0eEylyBj2l5Zw4cYLly5ePw+gmLwN1WKRA/wmLRbctZObmGQiigC500PkqND6ETf9vIwBWk5XDvz6CqbWHwPAAzO2uFfWTH56i+vBprD1WZm6eweI7Fvltr9j5EANFZFnGaDRO+lSa7OxsJFEiWuubO2NG5SHaTC0AVLScIjbEM8LolIc3LeixmDwE1rllTf6a+QY/vOU5QgLGliKmV0cQoHJFpqeayHI4HUjixIqshzeF8beCQVv3Phv85lAXK5K0HHw0kVCdSLgfvxsGkATXfSrGF54cPnwYjUagrc3AtdeWoderWbHCU+RWVbnSsX/72xU88cQ8QkPVBAWp6OtzEBBw/vfqiitE/v3vE3R2dhIePvbFDgUFf+LVEu/BgwdJS0sjPT3d/U9BQcF3ZFnm4KFDCPokBNXoi8WKESkIkorDhw+Pw+gmN4Miy381cMDlHHiuwAJw2p20nmrF1Gzi+DtFnClspPtMt1tgAfR19tFZ20mvoZcT75dQ+PYxrD39ZL6axeFfH6G9ot2v4xxgQGQOvB6TmaMFR4lQR6ESfYvaqiXPz9qmeVcTqnOJo2BtMNcuHF7kBGmDiQkdFGRhAYOTRKvdSkfv2F9jQRCIUsdQeLRwStWjlGUZh8OJOE7rCQazg6yaPjp7PUVNi2l4kVPYYKXZ5BgXgQW471MRWYM4nU6OHDnEggUy3/jGUUpLTWRldVBQ0IleP/hZ3rBhcP9jUlIgxcVdLFq0h9mzP+bXvy4/7zXWrFEjyzIZGRnjdh8KCqPFq79UCxcuxGq1otGMfhKooKAwMhUVFbS2tKCes2VM7QVJjaBP4uChQzz66KMTEhmZLAyICnGcJlMDOB1ODrxwiNbSVgRRIGLG8Kuo56YOAjQVN1ObVYul27XnoLmkhdt/fSvaEO2w7cfKgMic7CLLZDJRXVPN/GDf68JtnHMVp9urqWmrZGHiEtbP3sT62Zvo7usiWBuMagRb9n57P6tS1lDfWcuc2PkEaYP5W/afkWWZ5IgUEj5RgmG0RGljqTfWUl9fT0pKik99XSo4z7ptDkR4/Elth43tf2zC0OskKkjk/S/Hu4sPL4xTszhew4mmfo82GgkSQge/E1JPmXlhv5FQncgvbo9kVpRv8xwlkjWUsrIy2ts72LZNxGIZ3JvX0+Pgo4828d57DaSkBPKpT3l+fv7nf0rp7nbVQ3vhhXI+97lpREYO//04bZpITIzEkSNHuOWWW8bvZhQURoFXImvOnDls3LiRqKgoZFlGEAT2798/3mNTUJjyHDx4EAQRKXLsLp1S1EwMZWmcPHmSRYsW+W9wkxyTyZUqJGrHV3h2nemmtdRVy0x2yjjsnhv89Sl6lu9YhqnVRMGbR93HQ+NDaCgY3Bzv6HfQ29Hrd5Elni3gOvB6TFaKioqQZZkobYzPfaklNQ9s/OqQ4xfaU/Xqgd9QdzZdMFgbwo4rPkuCPpFOcwdzYuf5XDMrSuO6t2PHjk05kTUen8JdJ81u18B2s5OPT/bylfUu90GtSuSfX4gj+7SF6GCJ/54wc7rDxo6VISSHu96n3n4n33ivHavdJYy+918D7zwQ79OYBCWSNYSsrCxEETZvDuTRR2fzu99VEhAg8eST85gxI4jHH583bLvAcxbINBoRtXrkrARBEFi5UiItrQCLxYJOd/5CxgoKE4FXImvXrl3s379fsSNVUPAjsiyzPy0NUZ9It6GZ/L/9D47+PqJmrWDlvd/xuh8pcgZ2UeLAgQOKyDoHi8UCgKDy//Su39yPIAmodWoCwwNQ6VTYLa4V1/AkPcbawQ3dgigQvzgOTbWakPgQrN1WUq5IZsFN8zlzrNEd3QoIDyAsMWzY6/nCwP0PvB6TlaKiIkRBIkIzcs0qX6jvqOMfOX/Fardw89LbWTFttcfzFlufW2ABlLWUApCgTyRB75sRxwDBqhACVAEUFRVx2223+aXPi82A2YpD9v/ncEakp6id/omfAzWi2+Z9ScLQxQubQ3YLLACT1XcHRIfTdZ+KEdEgmZkZzJmjIjRU5Hvfm8+DD85Eq5U8RNRw/PznS/l//6+Qzk4b3/2ua4/WJ3nvvQZ++ctyoqI0PPzwEvr7BY4ePcr69evH63YUFLzGq80KCQkJBAQEoNFo3P8UFBR8o7y8nOamJqSoWRx791fYLWZkp5O2igJaTuV63Y+g0iKEJ7M/Lc29aqzgEhWiWvR7CuXJ/5by3sPv8+9H/o+63Hq0IVq2fHszyWuTmbdtLqu/sIpFty8EQKVTseyepXTWdbL32f2Ymkz0m/upST9NQHgAV317M3GLY0m5IoWbfrYNUeXf/WMAgtp1/5Pd7ay8vJwwtR5J8D3902Lro+RMMS3dg9b2b2f/hTPGetp72vhL5huknvjYo41OHUBKxDT3z/NiF/g8jk8iCAJhqgjKysr83vfFQhRF1GoV/U7/i6xr5gayaaaOmGCR+1cFc/28oXWzzkdYgMQ3zzoMBqoFvnut74YJA/ep1fo3Ij1ZMRgMVFRUsmLF4Oc2PFxzQYEFMGdOMLt2bSIr6xruuGPoQobB0M83v3mc2tpeCgqM/OUvpeh0IllZWX69BwWFseLVUktzczPXX389ycku9zNBEPjHP/4xrgNTUJjqpKWlIQgiUtRMnA6bx3M2q3lUfYmRMyk59De+/vWv873vfc/9Wb2c6evr87tocfQ7XBbuMjhtTo6/c5yOmg5OZ5wmLCmMwFkRnPq4jNnXzGbBTfMRVSKSWiLjlSxkp+zRj+yUiV8cN+61s6ZCJEuWZSrKK4hU+Z4qaLFZ+HXq87R0NyOJEl/a9CALE5bQ77B6nLer+D9smX8tmnMMaR6+5jGyqzLRqXWsmbHO57EMh14dTll9CVardcpM1LUaNTaH/0RWY5edd4/1UNRo5Ui16/f6ncIevrgudMieKnO/k95+J9HBw093vnGVni+uC0UtCWj9EPVWRJYneXl5ACxf7t/IXkuLhZ4eG/ZzIpG9vQ5WrRLJzc12b21RULiYeG3hrqCg4D+cTid79+1DCE9GUOtYcMMXOP7+SyDLaEMi0OhCcDrsiJJ3f5hqSvKpqaigoqKCDz/8kNLSUoKCLk5dpkuFvr4+dxTHXwgqAZVOha1vsMhw6UeuYpp9RgvNJ1y24DXpNdz0sxuR1K7VWk2gZ5rL/BvnodJOTDqRIAoIkjCpRVZbWxumHhMzw4bfuzEaatur3REsh9NBXk0OCxOWcMeKu/nTkdeQz1ab1qp0SKLnarta0mC2mjjVfBJREFk780qfx/NJwtThyLJMdXU1Cxb4P1p2MdBqtH6LZPXZnHzqz000dnnuebI7ocHoYNY52aRHqnr5yj/asNplPrM6hOduHixh0GC08fy+TuxO+PbVemZH+ydDZ0BMKiLLRU5ODmFhEikp/lvweuKJInburCMoSGL79kTee+8MYWFqfvCD+XR1qSgoaKWhoUFZbFS46Hj1V16lUvHCCy/Q2dnJ1q1bmTdvHomJ/slBV1C4HCkuLsbQ3o56vqugbdzCdcTMW0N1xvtUHX6Xwn/9kojpi1n96e8DAmeOHaDP2Er8kk0ERw397HXWV7gf19fXU1tby8KFCyfqdi5JnE6n31cyRVFk46PrKfzHcWSHk67G7mHP62k103i8kePvFGO32lly1yISVybS3dzN7C2zmL/Nd7EwGgRRmNSppNXV1QCEqX0vHhsZEo1KVGF3uvbQxYclALAkaTnf3vZ9/pnzV4x9RhbGL8butHsIrcPlB9h7cjcAZU0niQmNY3rU2E1rhmPgHquqqqaMyNIFBGCx+/5ZtNic5NdZPASWIIAsw6I4DWuneQqbx/49aGqxM9/EV9eHuk0vHvlXG0WNLufBk839HPqGb86Q7jGeFVkBAQEXOHPq43Q6OXo0nyVLRMQxevh3dPTz5z+fRqcTeeCBGbS0WNi5sw4As9lBY2MflZU3otWKSJJAc7Prey4/P18RWQoXHa9E1lNPPcUDDzzAK6+8wurVq3nyySd55513xntsCgpTlr179yJIaqTI6e5joiTRWpbn/rnj9Amspk4ai49QccCVnlt/dD8bH3oRTaCnCU3U7OUYG1z7OKZNm8bMmTPH/yYucURRHJd6Q3GL47jxf+LI+WMuXWfOEVkicFbHBMcGU/zvE5iaXY5++W8d5e7X7kJSja+d/EjIzsmdOtPY2Ai4jCF8JSo4mq9e9XXyarKJDYvjmvk3uJ9LCk9GFCVMlm5yajLp6e/hK5sfBlwpi8dq893nysiUNZ/E2NvBgoTFaFX+iVwESkEIgkBTU5Nf+rsU0OvD6WnyLZJR1d7PfX9poa3ijqBLAAAgAElEQVTHgU4lYDkrnr6yLpTr5weyOF6D7hz3ObtTpqPXc2EhSDv4fH2n3f24scuOU5YR/fAZ6bG5PuNhYf43sZls1NTUYDR2s2TJ2J3+duzI5sQJ1/fsBx80sXPnWtRqAZvN9f5/cn9XbKxAdLTE0aNHufPOO327AQUFH/HqW89qtXLllVciCAIzZ85UwuAKCj7Q399PWtoBxMjpCJ+wfA6OHlx50waHow4MwdgwWITR1mfCbBg6+Zq18U6Wb/8mc+bNZ8eOHYp9LS6RxTjWdNUnDUZVBFFwCyyAiOnhyOf8LDtkj+cnHPns6zFJaWlpQRIktKJ/fq/nxs3nvnWfQ6fW8eHx92nucn2mnLKTOsNp93mn26rcj/NqsqntGHwuQB3Ix8X/5c2MP/Dy/hexOwYn7b4gCiKBqiBaWlr80t+lQJhej8num739mzkm2npcESyLXWbHymBeuzea790QweoUnYfAAlCJAtMjBteR58eoiThnMv7lKwcXqh64ItQvAgvAZBMRBYHg4GC/9DeZOXrUVbJi0aKxpUZbrQ63wAIoLu6ivr6Xl19ewaJFoVx7bQzPPefpqCsIAosWiRQWFkzq6L3C1MCr33yNRsORI0dwOp0cO3ZMcRdUUPCBnJwczOYeNDOGpowtvOnLBIRF099nYtraG5FUGqLnrKKtwvXHKkAfQ0jM8CkQsQuuoF9lIb+ggN7eXgIDR+e0NdUYb5E194Y5IICx3kjEjAjy/1Lgvl5gRCCzrppJxv9mYe+3s/LTK5A0FyeKBa5I1oCV9mSkubmZQHWQX6Nxe058xJ4THwGQU53J9295liBtEAsTFlPSWAzAosSl7vM7ezs82gdqA+mz9QIu+/c2UwvxfrJyDxACaW5qvvCJk4SwsDBO2X37/YsK8my/fVkwq1POL7rf/nwcr6Z3oZEEHtnkGVkK0IgsSVAzN0rDE9f57io4gMkmEhoSPKkXNfxFYWEhsbEqoqLG9lpotRIJCToaGwf3kzY29nHrrQncemvCiO0WLpQ4eNBMdXU1s2fPHtO1FRT8gVci67nnnuP555+ns7OTP/3pT/z4xz8e52EpKExdUlNTETWBiOFD9wCoNDrmXH2vx7HkldcSGB5Db2crMfNWo9KOLJ6kmLn0N5Vw+PBhtm3b5vexTyZcImv8VJYgCMy7Ya7HseqD1YQmhLL4jkWoA9Rsf/VOV6reCPsRZFkm/80CajJOo0/Ws/mbG9GF+jcKOZAyOZknfS0tLegE/+5xqW2vcT8295t5N/9t5scv4oGNX6OwLh9JVLE8eaX7nBDdYORDFERmRM3C0NMOQJAmCH1ghN/GFiAF0tw8tUSWySogy4PFekfL1zaE0thtp7S5n9uXBF1QYAHEh6p49qbIIccza/p4drdLNBc32lgUr+WBdf6pA2qySUpNUVz7sYqKjrNqlesNf+mlCn73u0oSEgL44x9XM2fOhSN9VquD66+P5W9/q8Nul5k2LYD0dAO9vQ7uuWfk/VYLF7qmtseOHVNElsJFxSuRFRcXpzgMKij4AZPJRGZmJkLMAgTB+0lv5IwlRM6A0zm7aCnNIjR+FvOu+8wQ90ExNA4pIIzU1L2XvcjSarU47eMYygK6znRhqDIQPTeaOdfMZtaWmTTkn6GpqImk1UmIkughsBw2B0f/Voixzsi09dMIiQuh8oArJc1QZeDkf0tZ+ekVfh2jfNYjYDKneZu6TWhE/45/afIKTjWfdP9cWFdAYV0BTtnJlbM2Djm/qnXQXMYpO4kLjefmpXfQ1dfJ+tmbCdD4TwRqRC0Gc6vf+rvYREVFYXOC2S4SrB5bCpdOLfL8baMrRP3yYSMHKvpYnaLlu9eFu1MCm7s9nQmbuv2T6gnQaVURlRzrt/4mKzU1NZhMPSxcqKOmxszzz7v2DFdW9vCTn5Ty5ptrhm1XWdlDfn4nq1aF8/rr1fztby6TC71eTWOjhbfequWtt2pxOmHHjuGFVlSUSHS0xPHjx7n77rvH5wYVFLzAK5H1+9//njfeeMNjn0d6evq4DUpBYapy6NAh7HY72tjRu8t1nC6hbO9bABgbKpBUGuZee7/HOYIgIETP4ejRAtrb24mKGt2kZCoRHByMw+oYt3opHTUd7PufNBw2Byqtiht+fB2lH52iJv00AClXJLPhkfUebUo/OkVlmktU/X/2zjMwjvJc29fMVq20WvXeq2UZ946xwRgwGB9CgEAgpoSScgIhvRxSCClfSCAkkIQTchJqCsXUGLCxMW64y92SLNmSbPVets/ufD/GK3mtvrsySJrrl3b2nXfe1WpX7z3P89xPS0Urs2+d6ff8WBh1yE5lUzueLf1tNhtmIXQpXQBG3cCRkJrWKpxuBwdPlxAZFsnlRSvJiM0kyeKfnvTOoTe4dcEdXFEc+psZWlGL3WafML1+EhMV0dHq0AQsskD5fJQ1ubGEiZgNItVtbrJidYTr+9+wWl9q47EPOwDYf8ZJZoyOW+coxikrCk0UJugoa3ITFy5yy5zgDVV8tLn0FCSqIuvQoUMATJmixWr17wM52NfcsWNdrF69Hbvdg9Eokprad+Oio8N/jo0bGwcVWQBFRSKHDh2YMJ8hlfHJiETWu+++y9atW1VLUhWVIHl//Xo04dEIEfGjPtfZ0+H3+NTHb2G0xJIx9yq/45qEfKSavWzcuJGbb/ZPPZxM+ArPZbeMoA/9P9m6g/V43ModcckpUfFhJae2V/U+X7PrNB7XVubeORdTtPLdae+w+80RFmsi99IcqrZXE5VuYerq0Nvue13KpnY8F+Lb7DZiNKP/zAxFl72z3zFREJG8Em+UvNp77HjdMf5n9c842VzRb/yhMwfGpFeWTtAhyzJ2u31C1FbGxyvvXatTS6bZPczowXlwbQtvHbGiEcBsFOmwe0mL0vLaF5NIMPtvZ5p7/KNTf9vZxcsl3XxpcSQri8J5894UqtrcpFi0mA2hSaWVvNDhgISE4Jtmj3cOHTpETIyG+HiBhIRwvvvdwrPpgkYeemjg1gQfftiE3X7W3MThJT3dRGWldcCx5eU9Q16/sFDDli1dar8slU+UEX2zpKamqm5lKipB0tTUxKGDBxHi8gO6sxZfMAdzUpbfsVM73u43TjRFo4lMYP36DYEudULgi9x4XWOTMhib01eDIwgCVdur+hlt1JbUKYYYZylYkY/BrKS9xebGkjIjmflfnMfn/u9GrvzpFYRZQv89K5+1Oh6vkSxZlnE4HGjF4NzpzmdO1nzizcpmONoUww2zb+abV/0Ap9vpN87lcdLS3URte02/OVySE4/X0+94sPheq91uH2bk+MAXyWpzBG5+cabDzVtHlA23R4YOu/fscYl3jvbfiK8qDic/Xvk9hukEKlvcHKx18dVXWpj2qxo2ltsoTNCHTGABtDs1yPS93smKLMscPnyQwkKh93/dgw/mU1l5NVu3XjZoPdasWVG9NXuCAHfemUlk5MCxgOjooQ3YpkxR/tZ8ETUVlU+CEUWy3G43q1evpqCgoPcD89hjj43pwlRUJhobN24ElEjTaPF6PWh0ehbc+Qgf/f6ruO1K/yVjZP+ibgAxLp+Kiu3U1NSQkZER+KLHMT5RIbu8QOid9ZKnJ3PJg0toPN5IRHwE+18qGXCcs6vPGcuSZmH1b1dh77ATkRCBqBHxSJ4x7Z/ldY7/SNZYYDZG8t2rf0SbtZVoUwx6rbJpm5U5h8NnDiCfVcxxEfGkRaczK3MeH5Vt9JujvLGUn7zxfS6dsoIVU6/qdw0VhaioKHQ6LS2OwKy8ASKNGsL1AtYBbpokD7ARjwrT8PZ9KZzpcPPDt1vZXdMnnm1umf95p5Vrpob2xkPr2dc32SNZjY2NNDe3cu21o7tptHhxHM8/P49t21q5+OJY/vWv03SdUy9nMIiEhWmIidHz858XDzETpKSImM0aDh8+zKpVqwJ6HSoqwTLkN94bb7wBwDXXXIMgCBgMBqxW66TdtKmoBMOGDz5AE5mIGDa6JpWn93/A8fefRdTomHH9/cy99Yec+OhlNDo9hSvW0FxRQsPRjzEnZZI5X/msauLzcJ/cwcaNG7nrrrvG6BV9uomKUvpYeR2h7ZVibbFia7cTkx2NRq/h5EenkBznpCYJEJcXS8uJVgCcPU5cVhf6cGUTrwvToQvTIXtldvz5Y6o/rsGcZOay7y4jPC700Sbf6x+vzVEFQVAaS4+BH79OoyMxMsnv2KyMucRFxFNafxxzmJnpabMw6IxcP/smDp85QJu11W98j7Obdw6+TnZcDrkB3EAZCF9t3ni23T8XURRJSU6m0dY1/OBBiDSK/PXzCfxpWyex4RqSzBoO1bm4JCeMq6eG02bzUNnipjBBT6RRiU4ZtAK5cXruXxbFl/7VhM3d9zek0wh02j2UN7vJj9cRFRb877rBrmyp0tL6O8dOJvrqsQb+nb7xRi0fftjMggUx3Hqr/37y8ssTufxyJRL4k58c9XvumWfmsGLFyKKEgiBQWChw6NCB0S5fRSVkDCmyKisr/R7bbDb27NnDmjVrmD9//pguTEVlIlFTU0NlRQW63ItHdZ7XI3H8vb8jez14PBLH33+WpV/7A3Nu+R4A3U2nKXn5t8heDxwGQdSQOW8lgiEcMSqF9es3cOedd07Kwl+f6YfHGrp0rrqDdWz9/Xa8kpf4wnic3Q5/gQUgQ3xBfK/I6m7o4cSmCorPq7dqONZI9cc1Z8d0c+yd48y7c27I1urDY1NEVmzswFHP8YAoimNiCjIYXfYuSmr2EqYPIzc+D5NeqYtaVng5r+9/ecBzjtQeCp3IOtu5eqKILID0jExOHagKao6FWWEszOpfG36y1c1Nf6unzeYlxaLh9buT/Wq0luSEseMbafx2UwdvH7Fi0gt85/JorvxTHU09HuIjNKy9O4m0qOBSUhvtOnRazaSPZB0+fBiTSSQ9vX8q5rZtLXz1q0rU/5VXzmCx6Fi1KnnAea67LoUnnlBqIVesSBixwPJRWKhh7956Wltbx/X3n8r4ZUiR9a1vfavfMafTyZo1a7jpppvGbFEqKhONDz/8EBDQxOUOOsbW3oSjsxlLaj5dDac4vW8Dxsg4BFGjiChA1PrnoVtb63qfA+hpOt37syY+j7oTH1FZWTkpe4X4/qn6REYoOLGxEq+kzNdc1kxk8sCuZNYW/xoRja7/Zvn8YwONCQUem4cwU9i4NlDQiBq8hDYiORguycVz25/B5XEB8K9dL3L/im9hd9lJiUrlrou/RFVLJZ2OTvZX7+k9b3PZBxQlF1OQNCXoNUy0SBYo0Z1dH2vwyjBI27iAeetwD21nP+d1nR7eL7WxZp5/r6qnt3fy4l4lzVoURU63u2nqUb47m3s8vHPUxpcvDi7a22TXkpyUNKHet0A4eLCEggIRcYA3uqys2+9xaWn3gCLrpZeqeeqpSvR6gXvvzeF73xu9I++5dVmXXXbZqM9XUQmWUVd8GgwGdLrQFiCrqEx0Nm7ahMaSjGAYuC6mpfIg257+JntefISdf3+Iff/4JfVHtnFqxxvEZl+E0RJHeFwq01Z/ye+8mMyphFkU5y5RoyN5Wl+kTBObA4J4VuBNPkwmE8YwIx5b6CJZEQl96XwanYZZt87EkhrZr9lw7qW55CzNxmgxkj4vjfzl/UVuQmE8RdcWYbQYSSxOpPi/Qu8sCIrIjIkJXaPcTwJTeDhub+CudENhd9nxeD043Q4kjxvJ6+4VWAA2l5VuRxe/ee/n/HHT7/jn7ueZmTmXq6dd62fGIcsy/7f16ZAYYbhkF4IgTCjDqdTUVNwexRwi1GRE64Z8DLD5RJ+JSLvNy5YKf1ORzOjA68V8NNr1pKZP7nKK9vZ2qqtPU1Q08Pt8xRWJxMQoNwvNZi2rVinpul1dbqSzN7C8Xpkf/egokiTjcsm89toZtNrRG5RkZ2swGEQOHjwY4KtRUQmOUX+rNDc3TxjHIxWVC0F1dTXVVVXoBmhw6uNMyUZkj5J21tPk72Lm9Ugsu/+pAc/Tm8wsvOdXdJwpIzw2lfCYvvoSQR+GGJXCxk2buOeeeyZlymBsbCytttbhB46QGTdNRxAEepqt5F+eR/JFSaTMSKGprJmPHtuC5JDIujiTpOJEkoqHT22Z+bnpzPzc9JCtbyC8Ni8JKeM7fSnKYsHR4Bx+4Cj51+4X2Fm5Hb1Gj8vjQq/Rc8fF93Jl8TWsP7oOnUbHqhmf4Vjdkd5aLIfbzu83PIosy8zJms/eql298zklB3UdtaTHBLfRdnmdmM2RiGLonO8+aXw22nU2HbHG0DoyXpSipzhJT7vdw53zIlmWF0aXw8OBWhe5cTpSLVqKk/WUNvUJ9Zp2ieIkHSa9yNVF4VwdpAmGV4YGm5ZFk9wufLh6rKgoHUlJBtraXKSkhJGcHMb3v3+Y55+vJjpax0svLWDmzCiMRg2Os/WkJlNgAlirFSgoEDlwYH9gL0ZFJUiG/Mv95je/6bcxczqdHD9+nB/84AdjvjAVlYnC1q1bAdDE5Qw6xhRzTrqEqMEcl0Z3UzWCIJI289Ih59eHRZCQP2fA5zSxOdRXbKGqqors7OxRr328k5yUTHN1c8jm0xq0zL5tVr/jCYXxfPapz+B2uDFGfrqiD3KPd9xbSluiLHTV1YZ0ztr2M+ys3A7QG7lyeVy8fWAt31/1E5YVLker0WHQGvr1yPLKyuZvX9Vu8hIKqWgqA0An6rCM0thmIFxeF5boyOEHjiMyMzMBqLfquCjGMczokeOVZW5/oZGGbkW4bTtl54ZZEXzmmXpOd0iE6QReuj2JX14by4FaJ5Utys2sZquXZqsXi1Hk77cF77zZ7NDi9kJWVlbQc41n9u/fj9EokpvrL7L+/OdKnn66EkmSaW9XxG5ZWTdPPlnB889XA9De7ubHPz7KW29dzJ//PJuHHjqCXi/y6KOB34gqLtbwr39V097eTnR0aBuaq6gMx5Ai65ZbbvF7bDQaycnJUa2AVVRGwZatW9FEJgyaKgiQt/RGAGztDaTNXE50RhHtp0sxRsYSEZca8LU1sdm4K7awbdu2SSmyUlJSOHDkwrhLafQaNPpPVy2GLMm4rRIpKSmf9FKCwmKxcJJTIZ1Tr9UjIPRzLfTKXuraz5AS3ecQlxOfxxcW3sXeqp2UNhzvPa4RNdx9yZdZf3Qd7dZWlhRcSmQIRJbT4yApanxHH88nOjoac0Q4tbbu4QePgMZuiaP1LrJjtb0CC+BUq8S2SjunOxQxZXfLvHGoh1lpsaz7ciq7qx088l4b5c3KRr/T4aXN6iFcH1zUsM6qpCj6xORkZf/+vUyZIqLV9t2gP3asi0ceOT7g+KjzzEaOH1ccKJcti2fr1uDrqIqLle/kkpISli9fHvR8KiqjYUiRpToIqqgER0tLC2WlpWizhv4siVodBcs/73csLqf/3buu+lM0le8lMjmbhILhnegEQziayES2bNnKmjVrRrf4CUBKSgqSQ8Lr8iIGuYk6l5bKVnb9dTcel4c5X5hN6qxPp4iRupWN5ngXWQkJCdgkK7IsB532WtFUzonGMnLj87lh7i1sLv0Ag9aAU3LS5eiiqbuRR9/7OVcWX8M10/+r97y52QtAwE9kFSYVEaYP47pZNwS1pvNxyPZxH308H0EQyMzKou50W9BznWp1c/1f6+l0eIkKE1lRGMYHZUoZw21zzWTH6hAFJYUPIO9sU2K9RmBJThh3zDfz0H/akIFLcoyEwnOmzqpspyazyGpqaqKm5gxLlxr8jtsGqIuNilJcBb/0pWwefbQMSVLeLKMxtDeqcnI0mEwie/fuVUWWygUn+EpPFRWVQdm1S6nX0MRkBT2Xta2eXc/9BK+kpDZNv/4BkosXU3tgMxVbX0MQRQpXrCGx0F98CTGZlJfvpq2tbdwbIIyW1FQlCih1edDHhU5k7XpmN111yh3XHX/+mBuf/mw/84tPA1KXsrkZ7yIrOTkZySvh9DowavpbeI+UU82V/GnTE3hlL4Ig8N/Lv8FDqx/BKTn5964X2F+zt3fs+qPrmJ42k7Rz6quy4nIwaI04JQcCAouGqLMMFK/sxSr1kJw8sK31eCYrK5vN5UeRZQhGK79faqPzbL1Oh93LnDQD9y22EK4XmJqkbPD/eFM8647ZKE7S84W5fS6gxxpcPP5hBzJQmKDlQK2TRb+r5YYZ4fz2M/EBr6nOpiMm2oLZPLDj6GRgzx7FbXPGDP+t5Zw5UVx+eTwbNyqp21qtwD/+odReAfzqV9P4wQ+OoNEI/OIX03rPa2tzsWtXG3l5EeTnB5ZBpdEITJsmsmfPrpDcpFFRGQ2qyFJRGUN27tyJxhiBED6yHh2S047b3oPREtfvn0FX3clegQXQXlNKeFwqR955uvfYgVcfZ+nX/kCYJa73mCY6E6lqN7t372blypVBvqLxhW+j6umSIC50rqgeV9+dWa/bq/zzRnm/nN1OPJKXhsP1HHr1MHqzgcVfWUhUWlTIrj/idZ5No/KJzfGKTyRapZ6gRNaJpvLeeipZljnZVEFeQgHvHHjdT2D5qGo95Sey4iLi+caV3+N4/VHSotPJTxy9rfRw2D02ZFmekCIrOzubd1zQ6RKJMgRuyV8Q7/9Z/tO2TqanOHjqpj6RtLIonJVF/c0s/rKjk9azdu9lTX097l47aOWeRRamJOr7nTMSzlgN5BSGpk/aeGXXrl3ExGhIS/O/oSUIAi+8sICdO1spKelg8eJYZszo+z687bZMbrwxDUEQ0J/NOGhrc7Fy5VbOnLGj0wm8+OICLrlE+b/W2upCkrwkJo6s/nXGDC27d7dM2tpklU+OiWNdpKLyKUOSJPbs2QtR6b2CySO5OL7+Ofa+9Avqj+7wG99+uoyP/vBVtjx1PwfXPoEs+29CotIK0Bp9mwaBuNwZ2Dua/C8qe3F2t/sdEiLiEA2m3qjaZKI3ktUpDTNydMxZMwutQYuoEZmzZhaiRvkqrfq4mjceeIs3v/4Wu/66B3uHg87TnWx9YltIrz9SpE4Jk8mExRJ8ndAniU9wWD09Qc3TZe/0e9zSo9xZb7X2d6DUafTkJRT0O55kSeayKSvGRGBB32uciCIrJ0cx/6m1BnfDY3mBid9eF8fFOcomu9sps/2Ugz9u7RzmTLAYB972aAQwD/LccHhlJZI1mTfwLpeL3bt3MXOmOGi0aOHCWL7ylVw/geXDYND0CiyAXbtaOXNGSQF1u2XefFMxvvnnP2uYOXMDs2Z9wBNPnBjR2mbOVOIJO3bsGGakikpoUSNZKipjRGlpKXa7DX1Wn6Xvya2vU7P7XQBaq45gTsggIl4psK/Y8iqSU/mn0nh8F131p7Ck9DUvDouKZ+EXf05L5UEik7KJTi/E1uHvnCdotEQm+/+jFwQBwZLGnr17J126hMlkIi4+DmtHcJvz80mdlcoN/3s9eEE8p3/LkbVH8Hr636HvabJSW1J3wWu3pA6JnKzccf+ep6amohE1dLu7gpon3OAf2dh96mPCDeEsyV9GecNxJK9EenQGc7MXUJhURJJlcKFjdfZgd9mJMweeYjYQ3W5FKEzE2h6fCDlj1VMcE5wl/w0zI4gNF9l+ss+p0CXJA47tsHvosHvJjNbyreVRtFg9nGx181/Twtl32kldp8S9iy2kWgLbEjXbtbg8TGqRVVJSgt3uYO7cwCPN55KXF4FOJ+B2K+9pUZHitvnb35bj8chnfy7jv/87F51uaHEcGyuSk6Nl27at3HbbbSFZn4rKSFBFlorKGHHggOJqJ1r6UrXsneeIIlnG0dVKRHwa1bvfpe3U4d6nBEFEF9Y/tz88Jpnwc+zewyxxWFLz6axV7uilz74CUdP/Yy1GpdJdXj4p0yWysrI4dOpQyOcVRbFfLoAh0kh3oyLoBFFA9vZt+myt1pCvYTg8nV6yZmZd8OuGGp1OR2paKl1NHUHNs7TgMo7VHuZ0e18vun3Ve7hu1o08tPoROu0dpEVnoBH7iu9be1p4o+QVXJKbVdOvIyM2k2N1R/j7tv/F7XEzN2sBX1h0V1DrOpcudycR4RHExo4sxXg8ER0dTVSkmTPW0Nz0WJoXxnUXhfPWYSv58Tq+sqR/xHbbSTv3/asJu1vm2mITf7ghnic+G8+vP2jnveM28uN0PHRVAlkxgUfXzpyNzPkidZORbdu2YTSKTJsWmm1lfr6ZF16Yz5tv1lFUFMkXv5gFQGysnvp6RVhHRen9XAyHYu5cDa+8Ukpra+uE/GypfDpR0wVVVMaIkpISNBGxCPq+O3sZc69Ec/axJTWf6MwiQIlinUvBitswRQ9v4SwIAvO+8BDF136JGTd8gylX3j7gOJ/Q8wm/yURWZhZSp4QsD3yXO5QsvG8+SdOSiMuLZeGXFmC0KEX4EQnhpM+/sE1KvU4vkk0iIyO4xrifFnJzc+n2BBvJiuBbK39IYmRf0+7UKCWSHGWKJjM2209gAbz48d84fOYgZQ3H+MtHTyHLMhuPvY/bo1iA763aRXN3Y1DrOpcuqZOc3JxxH30cjOycXM5YA6t7Oh9REHjis/GU/yiT97+aSlJk/w3+09s7sZ+Nhrxz1MaJZjfP7uri/3Z2cajOxWuHrKz8cx2lja5+546UM5Pcvl2SJLZs2cysWSJ6fej+bpcujeexx2Zwzz3ZvZ+HP/5xFkuWxDFvXjTPPjtvxJ+TBQu0yLLM5s2bQ7Y+FZXhUCNZKipjgCRJHD58BGLz/I5HpRWw9L9/j6O7lYj49N6okyEiCsnRF+ko2/AiyDJZC68d9loanYG0mUP3ExGMZjRGMwcOHOD6668P4BWNXzIzM/G6vXisXrQRY9vHypxo5rLvLut9nDIjmZ7GHiJTItEa+r5uuxu62fnMblxWJzNunknaGKQRus/2CZooG7+cnBw+/PBD3F43OjG4mp6vXPZ1PizdgFbUsWLq0GYwHba+6FmPsxvJK2EO60bD4XkAACAASURBVGsUrBW1hOlMQa3HhyzLdHk6uSTn4pDM92kkOyeHdUcO4JUhEENOWZb5oNyOzeVlZVE4Bq2AdoiJ4s/5zOs1EBUm0tDlbynulGQ+PGEL2PSi1qojOTEBkyk0fwfjjZKSEjo6uli0KDSpgkORn2/m5ZcX4nZ7efjhYzz88DFWr07mvvuGjiKmpmrIyNCyadNGbrghtC0XVFQGQxVZKipjQFVVFU6nA905d8x96MMj0YdH+h2becODlK5/ntaqIyDLgEzl1rVDiiy3w0bJy7+h40w58QVzmHH9AwOmCoIS8cKcyJGjx4J6XeORrKwsAKR295iLrPPRm/TEZPe3zd/82BZ6zqYVbn1iK9c98V+YokO7QZHaFZE1UdJD8/MV57ZOdztxhuAa9UaZorl+9udGNHbF1JW8uu+fyLLMZVOuQKfRccOcmxVBZO/g8qkriTCGxrbb6unG7XFRUNDfcGOikJ2djUOCVoeG+LD+/ZOG4xfr2/m/nUpE8+KcHl5c0/879lx+dFUMkkemvsvDvYsiSTBr+fycCF490E2Xsy+6XZxsGGKWoTljM5I9PW/4gROUDz74gLAwsddg4kLwzDOn+NvfqgDYt6+dadMiWbw4bshzFi3S8O9/H6W+vn5CGsuofPpQRZaKyhhw7JgiZkTzyBqKRsSnM/e2/2HLUw/0OgZqdHpaTh7E3tGMJTmXyORsXNYujr37VxxdrYRFJdBeozRGbSrdTcOxj0m56JJBryGaE2k5WTHpctJ9IsPdJmG8sBl7g2Jvt/c9kKHpeCNZi7NCeg13mxuD0UBS0tCb0PFCYaHi5tfubgtaZI2Gi/OXMjVlGpLXTfzZz7PZGMldS+4L+bXaXUqjXt9rnYic6zAYiMh673hfxH/7SQc9Ti8RhsErH2JMGp680f/vJS9ez7ZvpPPagW4qWiQuyTGyNDewmxySFxqsGi6dIDczRovNZmPz5g9ZtEgT0lTB4Whqcvg9bmgY3khlyRId//63k/Xr13PHHXeM1dJUVHpRa7JUVMaA48ePI+rDEIyRww8+h1mf+zaWVOWOqLOng33/+BXH1v2VnX9/iLbqYxx//+80lu6ms66ShuM7/c4VhKE/zoJZ2Wj4BOBkwWw2ExsXi7vNHfK5O2u76Kwd2jba3mFn34v72f9SCY4uZWOQPi+tb4DIgNGuYJHaJbKzsxWDjglATEwMcXHxdLj6262PJV6vl25HNzpNaOqIhqLd3YZOp+uNvk5EfK/tdIB1WVmxfamiMSZxSIE1FGaDyJ0LLPx8VSxXDdBPa6Q02HR45IkTMR4tW7ZsweFwsmxZ6PoQjoQ1azJJSFCij9OnW7jqquFvaMbHixQXa3n33XV4vYH3aVNRGSlqJEtFZQwoKy+H8Nhhi3JPbP43zSf2E5VWyJSr7sCckEFs9kV01lb4jZO9HprK99FSefCcgzJRaQV0N50mIX82SVMXDXktMUJJpaioqOCSSwaPeE1E8nLzKKkoCemcR944yuG1RwCYurqIGTdNH3Dclse30lal9C5rO9XGiocuJ6EwnsZjTYhakbm3zyYyeXRifDhkWcbT7iF3du7wg8cRRUVTOLDz4PADQ4TX6+UvHz1FacMxNKKWLy65j+LUgd/nUNDhbiMvNw+tduL+a46IiCA+NoY6a2Bumz77boA2m5faTilg6/VQUDvJnQX/8593SEzUUFh4YVOxc3Mj2L79MurrHWRmmoa1cfexbJmWP/2pgQMHDjB79uwxXqXKZGdi3OJUUfkUIUkS1VVViOFD54c3lu3h5LbX6W6s5vS+9ZzetwFQzDEGQm8yIzltvY8N5hjm3/EwK777d6Zffz/CMBELQaNDEx5NRUXFkOMmIjk5Objb3X6W6sFS+m5Z38/vlQ06ruN0X6SrvaaDrroudv99L/Z2O9ZmpX9WqPHavUgOz4Tb+E2dOpVudxdOT3A9lkZKXWctpQ1K5NfjldhS/uGYXcsre+lwt1E8rXjMrvFpISs7hzp7YJEswzmbaVEA7Se8i6m16RAFgbS0tOEHTzCqqqo4dOgwl1+u/UTcMMPDtWf7aY38j2DhQh3h4SJvvfXWGK5MRUVh4t4uU1H5hKipqUGSJHTDiCy3rXvAx/F5s5h183foOF2GzhiB29FDVGoBEQkZVHz0CrJXqWNImrpo9P/YTDGUn5h8Iis3NxfZKyN1SOiC6IdzLuFxpl4BFR43eLpR+vw0qj9W+jJ53V6aT7TAOVrP2RO4dfRguNsU04uJKLIA2twtJGtShxkdPJHGSHQaXa9de8x5n+kjtYdYd+hNTPpwbpm/JqjGxJ3uDiSv1PsaJzJZ2dkcKtkbkMPgj66KprFboqnbwwPLokg0f7LbmDqrjuTkJAyGwI0zxitvvfUWWq3ApZeOfaqgzSZhMgX/Xuv1AkuXatmwYQttbW3ExIQ+VVtFxYcayVJRCTFVVVUAiOFDf3knTV1IZJKSxx8WnUja7Mt7n4tKzael8iDlm/5BZ10lsbnTMUUnMPPGbxCXO5OMeSvJv3Rk7mjnIphiaWpswOFwDD94ApGbq6TN+cRHKFjywBLS56eTPi+NpQ8Onn6Zeo49u9fjpfVkK5HJihud1qil6JopIVuTD3erIgry8iaW41lhYSGiKNLmaglqntr2M1S1nBx2XGSYhS9e8mWmpkxjcd5SrpvVZ/3sdDt4bvsz1HXUUtFUzr/3vBjUmnyvqbh44keyMjMzcXoUh8HRkhun590vp7LvOxncMb8vzba+S+IHb7fww7dbaOiSqGh2safGgSeE0euBqLMbyMqeWDczRoLNZuPdd9cxf76GyMix20p2d7tZvXobeXnvsXr1Nrq7g6+tXbFChyR5+M9//hOCFaqoDI4ayVJRCTE1NTWAgBBmGXKc1mBi4Rd/gaO7DUNEFG6HlX3//H/Y2hsxxSTR3VgNQFvVURqO7iB1xqUkFMwloWDugPNJLgeiRjuojTuAaIoC4PTp072W2JOBjIwMtFqtIj7yQmOVbk6MYMnXFg87LiIhAgR6o1fWFhtd9UrU0uP2oA8PvaGCu81NbFwskZGhrfX6pAkLCyMnJ4e204GbX3xw7D3eOfgGAAtzLuaWBWuGHF+UXExRcn/h4/a4eyNcALZzUnkDoc3VQnRUNImJI3MkHc/4erfV2QJzGByIe//ZxNEGJSq8pdJOXacHGVhRGMZfbk4YMOrvlWVeP2Slw+bhszMiiDaNTvR5zjoLLpsgvehGw/r167HZ7KxcOba9wf7979Ps26f0qtu3r4N///s099wTnKhNTdVw0UVa3nhjLZ///OcndA2kyieLGslSUQkxp0+fRhNmRtAMn0IhiCJhljhEjZYTm/5JS+UBbG31tJxn0qDRGYecp+KjV9j46J1seuxeWk8eHvx6YX0iazKh1WrJzMocE4fB4YjNiWXRlxaQOiuFaZ8pRm/q+7uQPTJdjd00HGukvaZjiFlGh6fNQ37exBTR06ZNo8PdiiwH5g62tXxz7887T273E0rD0WFrp7T+GFanlQijmUvyLwVAJ+pYNeO/AlqPj3aplYumX/SJ1LZcaDIyMgDFmS9UVLT0vY91XZ7ejNwPyuzUdQ0s5H65vp1vv9HCz9e3c8uzDUijjHq1OLR4ZEhP/5T0hrhAyLLM2rWvkZOjJT8/OMMLWZZ56qkK7rtvH2++2b8+NSzMf/7R1F8NxcqVOlpa2tiyZUtI5lNRGQhVZKmohJia06eRDSOPIEhOO5LT5mdqARCVUYTBHEP6nCtJLJo/6PlOayeVW18DwOOyU/7hPwcdO1lFFkB+Xj6e9rG17fW4PTi7+5syZC3OYuk3LuGiz04j+5JsxLPV+pGpkZS/V8aH/28z7/3ofSo2BV8vJ3tk3B3ShEsV9FFcXIzb66ZTGto6fzDizX09k6JNMehGcDMElBTDX/3nYZ7e/Ad+897P2XtyJ7tO7gBAp9X7zTtaHB47Pe7uSZEqCGCxWIgIN9FgC10E4ZbZEb0/Z0X3zRsVJhIdNvBWZ9vJvn515c1umntGF1VrsCvXmWwia8+ePVRX17ByZfCGF88/X80vf1nKO+/U89Wv7qekpN3v+ZtvTmfBgujex2++WYckBf89PmuWlsREDa+++krQc6moDIYaI1VRCTF1dXUIESP7p1t7YDNH1z2DLHvJXnQd+nALLmsnOpOZjprjGC3xRKXl45XcaHQDF1aLGh2CRovsUeqNtPrB0+EEjRaNMZz6+vrRv7BxTl5eHu+99x4emwfNKNOCRkLryVY2/2YLLquL7CVZLLxvwYDjUqYnc80vV9LT1ENYrIl3f/Ce8oQMFZtPkrc8OHHkbpeQZbm3Dm2iMW3aNEBJr4vSRQ8zuj+3L76bdYfewuVxcdW0VSM+b3/1HpySUsvYYWvnpV3PIZ+Nl9hcVg7UlHBF8cpRrwf66rF8r22iIwgCaenpNDS2hWzOn14dy6ricASgIEHHbzd10Gr18KWLLZj0/iKrvMnFH7Z0cG7gqiBeR3zE6L4XfJG4ySayXn75ZaKiNCxeHHwksrKyz8pfluHUKSuzZvV9rrVa0U/I7dzZRmWllcJCM11dbvbsaSM7O5ycnAhGgygKrFyp5bnnjnHs2LFJYTijcuFRI1kqKiHEZrPR09094ibEZRtfUtwCZZmaPe+y7Ot/ouiqu3qdBh2dzRx+84/sfv5hPNLALnQ6o4np130NU0wyUWn5TL3m7iGvKevN1NWF3jb8085YmF+cy5E3juKyKu/RqW1Vvb2xBsIUY8KSHkV4rAl9RF9NVmRK8DVUvpTIiRrJSk5OJsoSRZuzOaDzI8Ms3LJgDbcvvpvEyKQRnXOquZKatiq/YzL+qWWJlpHNNRCtrhY0Gs0kq5PMpMERWke+eRlG5mYYiTRq+Nk1sfzxpgSmp/hfwyvL3PFiI/85auNEs5u8OC0/vCKaf92ZhHaUVocNNi3mcBMWy9D1txOJqqoq9uzZw5VXatFqg09tvfHGVMLDFXGbkWFi2bL+EeG8vD4BFRmpJTHRQFeXm1WrtrFmzR6WL9/CRx+N/vvg0kv1mEwiL7/8cuAvQEVlCNRIlopKCPFFiEYqsrRGE267Iqi0BhOiqMEQ2d+VsKv+JN2NNUSlDrxxTpq6kKSpC0d0TcFopnYSiiyf6HC3uTGmhd5uubO2y+9x0/EmYrL6R1raazr48NHNOLucpM5K4bLvLKP0/XKMZgMXfTb4SIa71Y3eoCc1dewtzj8JBEGgeFoxh/YMXnsYSk631fDUpsfxeP1TyURBxHu2Lmxx3iVMT5sZ8DXa3a3k5+dPKhvw1NRU1tsF3F4IUZnNiHC4ZRq6+95Lu1vm3sWBiaQmu5bklNRJUUfn45VXXkGvF1ixIjT1dNOnR7Fly6VUVlqZPt1CZGT/eX/602IiI3XU19u5++5soqL0PPpoaW8UzOXysnZtLcuWja6FQliYwPLlWtat+4jGxsZJYTqjcmFRRZaKSghpamoCQDSMLHVhxvUPcOy9v4HXy5Sr7gQgsXAe4XGpWFtqe8eJWh1hlqH7bo0UwWCmrbYSj8eDRhP6tLlPK5GRkcTGxWJrtQ4/OAC8kv8mvGx9OVOuLuw3rnRdKc4upW6rtqSOwqsKWPzlkQnkkSC1SeTk5Ezo93bq1Kls374dl9eJXgyNMOlx9rD9xEdoRS0aUYPdbWdx7iUcqzvcT2BpRS2fm3cbVpeVtOh08hP7v88jxdeEeOnUJcG+hHFFUpIS+Wt1aEkyjU10eSBMepHPzYzg5QM9AH428KOlxWWgMCVl+IEThI6ODtavf59LLtEGZNt+4kQPX/3qfpqbnXzzmwXcfrviypicHEZy8uBp7iaThoceKup9fOqUlSefrDxvVGBW/StX6lm3zsXatWv5yle+EtAcKiqDoYosFZUQ0tjYCIAwQpFlScll0Rd/0e94zpLrOfzGU4BSczXjsw9iiIgKyRoFQwRer5e2tjbi4wNvnjoeyc/LZ3/ZvjGZO2VmCpUf9vVeEjUCzWXNxBf6/47PTQ8c6HEwyLKM1O4hf+7ETjvrbUrsaiXJGJpN7p82PUFdxxm/Y/uqdhM/QIPh/17+DbLjQ1Pz1uXunDRNiM8lOTkZUBz6LqTIAvj1dXF8fq6ZMJ1AYUJgnz+vDC12kUvPvo7JwNtvv43L5eaaawZvvj4UP/nJUY4eVSL+P/zhYa66KpHExKGdcweivt6Ox+Mvqtata+CJJ+RRRxXj4kTmz9fy9ttvcccdd2Ayja0lvcrkQq3JUlEJIU1NTSCIoA/si7q7qYZtT3+L0vefI2PeSqZcdSdLvvI48fmzsbU14HYEH4XxCUCfIJxM5OXl4e6QkD2hb1A67465TF1dhCnWhC5MS0+TlQ9+sYnj60r9xl302WlkzE/HkmYhY0EGVTtq6DgTGvt2r82Lx+GZsKYXPqZMmYIgCLS7Au+XdS5OydlPYAG09DSjNDnrw6QPJzU6dEYH7W7lNRQVFQ0zcmLhi2S1jLAhcafdw23PNzD9/1Xzw7dbkOXAP8PvHrOy7qiVdlvgLnWdLg2St+91THQkSeL119cyfbqW1NTAouQuV9/v2+sFSQrsPczIMJGa6i/ObDaP3/yj4Zpr9FitNjZs2BDQ+Soqg3HBRVZrayvLli2jsrKS6upqPv/5z3Prrbfyk5/8BK9X+YA89dRT3Hjjjdxyyy0cOnQIICRjVVTGmubmZjTGcAQhsI/W8fefxdpSi9veTc3e90meuhijJZYDrz7O1j89yEd/+Bpt1ceDWqNPZLW0tAQ1z3gkNzcXWVYszkONIArMuGk6K/5nOW573/xVO6r9xulNei7+2mIyF2VQs6uG0nWlfPDzTTi6HEGvwWd6MdFFlslkIj0tnQ53aNzpDFoD+Qn9U/7SojNYPfOzRJuUOslkSwoPrPgWem3ooo/trjbCTeETtoZuMOLi4tBoRFocI0uo+cuOLnacctDtlPnn/h5+t7kjIKH17jErX32lmWc+7mLNCw0ca+jfcmEktJ4Vh5NFZG3ZsoXW1jauvjrwWqyHHioiIcGARiPwne8UkJo6+sbwzz5bxYIFm6it9f++lGX42c8C+9+Yn68hJ0fLa6+9EpR4V1E5nwsqstxuNz/+8Y8xGpU7EL/61a948MEH+cc//oEsy2zcuJGjR4+ye/duXnnlFR5//HEefvjhkIxVUbkQNDe3IOsCS6UAlNt7PmSZj578Gvv//ShNZXsApQ9W1c63g1qjYFDWNxlFVk5ODgDSGDYlNkYaCYvu2zxEZw6c5tla0ReFcdvcdNV3B31tn3Oi73VOZAqnFNLpCT4CKHnc1HfWcf2cm4mLiEcrailMKmL1jOvJicvlyJmD/GDVT3ns5j/yvWt+TJIltDU4nVI7BYUFk8o8AUCj0RAdZaHDObKoiPe8ze+TWzr5ybsjF9nVbW7quyS2Vfb1xpK8cLhuYNfW4Wg/u+64uNDUyn7aWbv2NZKSNMyYEXiVycyZURw4cAVVVdfwjW8U+D3X3u7i178u5dFHy+joGPw9eeyxcgbTQfv3D+7oOhSCoNi5V1efpqSkJKA5VFQG4oLWZP3617/mlltu4S9/+QsAR48eZf58pcnq0qVL2b59O9nZ2SxZsgRBEEhJScHj8dDW1hb02CuuuOJCvlSVSUpjUxPoAxdZhVesoeSVx3D1dCDLXrySi5aKA0oK4lknM314kLVZWiOCqKG5OTAL7PFMWloaWp12zGzcATR6Dcu/fxnlG8oxRBgoWjVl4LXMSaW2RHF5jEgIJzoj+Jo7d5ub+IR4IiJG1zNmPJKfn8+GDRtweBwYNaOv6wBwuO384YPfUtdRi16jx+VRNndlDcdp6Kyj0640PK7vrOOOi+8J2dp9eGUvXe4OCgpWhHzu8UBsbBwdLSNzOr1nkYXtJ+0cru+7QbLuqJWfXRM77Lm//qCNp7d3MZCMre8K7LugwzV5RNapU6c4fPgIt91mQBylzf1AaDT957jrrr3s3q2I5p07W1m7dvGA58bHG2htHViEXX114FHFhQt1PPeci7feeovZs2cHPI+KyrlcMJG1du1aYmJiuOSSS3pFliz3FSmGh4fT3d1NT08PUVF9mw3f8WDHqqiMNbIs09rSghBXMPzgQbCk5HLp1//Eic0vc3Lb2nMnR2swEZs7ncLLb+13nrWtAYDwmOH/yQiCgGiMmJQiS6vVkpWVxenWmjG9TmSymbm3z+l33N7pwNHpwJIWSc7SHCISIuhp6iFlZgq6sOAtkT3tXvKnTGzTCx++nlKd7jaMmsCiS4fPHKSuQ3Hx9AksHz6BBXC6zT/lM1R0S514ZM+k6o91LrFx8ZyuH9nffWy4hrfuS+Wap2s53qgIrWkpwztLOiWZ/92umC0MFAA5E2DqcKdLg0YjTooeWe+88w5arcCyZaGxbR+Igwc7zvlZ+ewdOtTJ3XfvpbXVyec+l44owqpVSZjNWsrLe4iJ0bFqVTJpaWGkp5u47LL+PbZGil4vsHSplg0bttDe3k509OgbnauonM8FE1mvvfYagiDw8ccfc/z4cb73ve/R1tYX6rdarURGRhIREYHVavU7bjabEUUxqLEqKmON1WrF6XSgDSCS1Vi2h1M73sQQEc3Uq+8ma8E1tFcfo6O2HNnrBWQkp42YzKnowvyjFJVbX6Pio1cAyLv0ZnKXXD/s9WRd+KQUWQB5uXlUba264NdtONrIlt9txePykDQtiWXfuoSEKQkkTAl8Y3AuskfG3eEmOzs7JPN92vGlRHa5O0kM0GHw/BS0aFMM3Y4u5mYtoKWnmYqmcgBmpI/Nne0ut7KZnOg1dIMRGxvLEdfotiHPfSGJv37ciV4jjKi/lV4DMSaR1gFMLgTgyimBZR50ODVEWyx++42JiNvt5v3332PuXE1Atu1D4at/EgSBa69N5rXXlBse116bjNcr8/DDR6mtVdI7n3++70bHI48Uc/fdof+eW7FCx7vvuli/fj0333xzyOdXmXxcsG+Hl156iRdffJEXXniBoqIifv3rX7N06VJ27doFKEWVc+fOZfbs2Wzbtg2v10tdXR1er5eYmBimTp0a1FgVlbHGJ1pGat/uw2nt5ODa39NZW0FT2R5K1z+LLiyC+Xf8lMIrbvcbO5Chxsntb/b+fGrHm/2eHwhBH66kNk5CsrKykKwSXseFNcQpe78cj0vpt9RwpIH2qsDqBwZD6pSQvfKkEVlRUVFERlrolrqGHzwAjV0NvLbvX72PZ2fO46HVj/Dbm5/ilgVr+PKl93P74ru5b9nXWD1z+BsXgdAldSKKImlpaWMy/6ed6Ohoup2KHfpIiY/Q8IMrYvjW8mgijcNvYQRB4P9uTSTS6J+i9oW5EbxxbzJXTgnQCdatITqmf+P4icbu3bvp7u5h6dLQRrFef72W/Pz3mDLlff7znzpycsJZujSOH/+4iNRUI1lZ69i3b+CayyefrMBqlbDZPBw40EFbW2B1deeTmqoYYGzYsD4k86mofKJ9sr73ve/xox/9iMcff5ycnByuuuoqNBoNc+fO5eabb8br9fLjH/84JGNVVMaaPpE1ujujksOK7OlLWXH29KUppc1aTuupw7RVHSU2ZzqpMy7td74xMhZbW33vzyNBMETQ2nAKr9c74e/Eno9PhLg7JAxJgbnEdTd0U3+kgZjMaOLy43Db3VTvrEEfrid9XtqAJgammD4zDFEjYrQEVkc0GO72yWN64SM7O4szx0dW03M+5Q3HcUl9znJxEfFoxD4TBq1Gx+zMeUGucGi63V0kJyej14fOrXA8ERERgQzYJYFw3di5us1INbC8wMQbh5TMF6NW4MFLo4kND7xht1USMUdO/FTBDRs2YDZrmD49tNvF7373EDabctPp618/2Pvz1q0t5xhbyISFKe+R3d7XELypyckDD5RQUdHDiRNWoqN1vPbaIqZMCT5rackSDc8/X0FVVRVZWVlBz6cyuflERNYLL7zQ+/OLL77Y7/n777+f+++/3+9YdnZ20GNVVMaSvkbE5lGdFx6bQspFS6k7vAWNzkDOxZ/pfU6j1TP7c98Z8vxZn/s25Rv/AQIULO9frzUQgjECtyTR0dFBzCS4G3suPpEltbsDElk9zT28/9MNuG1uBEHgkm8u4cjaI7SdUiJTRaumMPPmGf3Om3nzDGSvTE+TlYIr8giPC8KFcgCkdglRFElPD10Pp087mZmZlB4pHX7gAGTEZiEKIt6zhjJZcRdenPZ4u7goa9oFv+6nBbNZ+a60SSLhOs8wo4Pjpytj0IoC9V0S9y6yBCWwAGweLSnm0X3XjzecTicff7ydJUtEtNrQul9qtSKgvOfnNhY+3znw4otjWbQohkce8f+cv/tuX5/H9nY3//rXaX760+Kg17VokY7nn3eyZcsWVWSpBM0nGslSUZlIKI2IhVFHsgAuuu6r5C27Ea/XS/OJ/bgcPaQUXzyicyPiUpl989BC7Hx8QrCxsXHSiayEhASMYcbeyM9oaS5vwW1TCu9lWebM3jO9AguUtEC9Sc/U1f7NZXVhOuZ/cewiI+52NympKZMqKpKWlobT48TldaEXR/e6M2Oz+fKlD1DacIzc+DympgwsdrrsnZTU7CMmPIaL0mb2e94luQLqmyXLMlapZ1KJ4vPxuWDapL4N91hhCdPwm+tC5wRokzQT3sWzpKQEh8PF3LmBpVQOxR/+MJNvf/sgXV0SERFanE7/lD+tVqCw0Mx3vlPA1VdvG3a+tLTR99waiOhokdxcLTt2bOP2228f/gQVlSFQRZaKSohoaGhAY4gIuBGxISKaLX/8Os5uxRCm/vBW5tzyfQBctm56mmqISEhHbwo+JcJXN9bQ0EBRUdEwoycWgiCQlZXFqY6TAZ0fkxWDqBPxupUISFJxEs1lLXQ3KC6mXsnLwVcOEV8QR3xhfMjWPRzeLpnsaZOjHstHcnIyADapB71+9DcLewUfKgAAIABJREFUCpKmUJA0sMU+gNPt4IkNj9JmVXqaXTfzBi4rUtqBONx2nt78JFUtJ8mKy+HLlz6AUTfyFFCn14HH65k0zWwHwhfJskrjL2XZ5mbCi6zt27djNIpMnRpc1O9cWlqclJd3ExWlJS7OQHOzC6fThVYL0jn3vf7yl9msXJmMzeZBqxVxuZTv28hIDd3dnt6Il8Wi4847M7nrrtB9982Zo+Hll8tobW0lNnZkKfgqKgOhiiwVlRBRW1uLPMpUwXOxdzb3CiyAlooDeD0Szu52dj77I1w9HehNkSy482eYzrFq93okjq37K+2nS4nPn03hijXDNjYVjIpQq6+vD3i945mszCwqt1UGdK4lNZIVP1xObUkdMdkxpM1JJWFKPFt+t9UvouW0jqwY2yt52fPsXprLmkmZmcKsW2eOujGt7JVxd7rJzMwc1XnjHZ9AsXqsRBH6iGxTd2OvwAIobTjWK7J2ndxBVYsi1KtaTrLr5HaWFV4+4rltHqU+aDKLLKNREaUuz/hqxCzL4PSAwTC8hfx4Zv/+fUydKqLXh+b9OXGim9Wrt9M1QG8yn8AKCxN5/PHprFyp3EAxmTT8/vcz+dnPjuFweGhvV7IIBAHy8yP43/+dQ2FhaNM2Z87U8vLLTg4cOMDll4/8M62icj7j7/aRisqnlDO1tb3iJRCMkXEI5xTeC6IGQRBpLN2Fq0dxWXLZumg4vsvvvNP71lN7cDO2tgaqd62j8bznB0LQ6tHow6itrQ14veOZjIwM3D1uvK7AHAZjc2OZfuNFpM1JBSAsKozFX1nUa26RNC2RlOnJI5qrYlMFJ7ecoruxh7L3y6nZdXrU65G6PMhemYyMjFGfO57xCRSfYAk18eYELGF95ga58X39rPQa/xTB8x8Ph1XqASAxMTGIFY5vdDrFsU6Sx5fI8pUQTeTU3La2Ns6cqaWoKHRRrNdfrxtQYJ2L3e7lb3/z70t33XUp7Nu3glmz+vqiyjI88cTMkAssgMxMEaNR5NChQyGfW2VyoUayVFRCgM1mo7OjA21WYcBzaHR6Zt30bY688zTIMsXX3ocgin5RK6DfY7fD7vdYctpGdkFj5KQWWaDYnuvjQ7NRMieZufa3q3D1uDBajNQfbmD/SyVodBoW3D2PmOyBIy22Tv/3z213j/raUqeycZlsIstsNqPVanF67MMPPovD7eAfO5/ldHsNszPmDWnPbtSF8cCK77CvejcxpljmZi/ofW5+zmJOtlRS3lBKQdIU5ucsHtXanV4HAHFxoasTGm/4RJbbGzqRte+0gx+83UpDl4RBK7CyKJyHr4lBHGV0eCh86/WtfyJy5MgRAAoLQyeysrNHVq986FDngMdvvjmdjz5qweORmTnTQlHR2BiPaDQC+fkihw4dGJP5VSYPqshSUQkBp08r0QcxLGqYkQo9LbXYO5qIzihCq++r44jPn8Vl3/hfv7HWlj6Lao3eiCzLOLpae+3a0+esoOHYDqwttUSl5ZNUPMLNnjGKquqakY2dYPSKrI7QiSwAjVZDWFQYsldmxx8/7hVMO5/ZzTW/XNlv/N7n93HigwqlK6qsRMgyF41eKEkdk1NkCYKAJdKC0+EcfvBZNh1fz6EzyuZp4/H3cUlO2m3t5CcWDJjuFxsRx5XF1/Q7rhE13LbwzoDX7vQ4EUVxwtf1DIUvEiSFUGQ9uLaFM2c/D91OmRf3drMg08i100Ln5ilNApFVUVGBKEJWVuhE1k03pVFW1s1f/3oSl6vPRlCnE3C7+x4nJg6chrl6dQqFhWbq6uwsWBCLwRC6tZ1PTo7IO+/U4Ha7J/T7rDK2qCJLRSUEVFcr6Q2CKXrYsY1lezj46u+QZS/mxCwW3PkzNLqBN/pej8SZgx/1Pva4HBxa+wSiVs/CL/4cc0IGhnALF3/pN7jtPejCzCOu5xFM0bRXldHT0zPpNnopKSkIgoDUNTaOZrJXRnL1pcVIjv7Rqe7GHkVgAcgQlx/HioeWj7oeC5RIliXKQnh4aG3hxwNRUVFY60YeyXJK/oJs64nNABypPYglLIqZGXP8nndJLrZXbEGWvSzOWzoqc4sh1+F1EGmOnHR96s5Fo1E2yZ4QtsiyDZAC3BNgWvBg+Nar1U7cLVRVVRWJidqQ1WP5eOihIr7//UK6uiT27GmjvLyb3/ym3G/M44/3b4Hho6DATEHB2Fvnp6dr8Hhc1NbWqlbuKgEzeb/dVVRCSHV1tWLfHjZ8c8q6gx8hn+3N091YRVfDqQHH2doa2PuPX2Fr7Z/S55VclH3Q1wtOEET0pshRbdDFs4LQJxAnEzqdjti4WKRh6gMCRdSKzL51FoIoIOpEMhZm0FbV5jdGa9AgaPreL2OkISCBBeDp9pCakhrUmscr0THRuLwjMxkBuLTwcuLNCQAkRvqn3jZ3N/cb/9z2Z3iz5FXeOrCWP3zwW0rrj/X21goGp9dJVNTIIt8TFa9X+T2Ko/yzb7d5WF9q5WRr/5sXP7oqBt05AY55GQauuyi0Nx986/WtfyJSXX2KlJSxmfvAgU72729n+fIE7r8/n/DwPrFqNIpI0tg1ph4pqanK9riqquqTXYjKuGbi3oZRUbmAVFRUoDHF+BlXDEZ4XCqU7wVAozMQZvG3+Xb2dNDVWMWBVx7HKw2+eXTbe4JasxCu1AhVVlZSXBx8E8fxRnpaOkdrj47Z/AVX5BOTG8OmX37I8XdKOf5OKQvunU/OJYrVcFhUGAvvnc/Rt44TFhXG7C/MDvha3h6Z1GmTU2SFh4fjYeRiOTo8hh+uehin5MTusvG7Db+my95JhMHMrMw5/cZXNp/o/bmu4wxPb/4Dc7MW8IVFdwW1bkl2E2tWRRaM7m5vm83D6r/UUdfpQa+B576QyMKsvh5Jn5kewdVTwwEZlwfMhtDfS/aJLI9nbHt7fZK0tLRQWBh6Q5Knn67kZz87DoDBIJKSYvRrdOxweLnzzj386U+z+c1vyjhzxs7SpXE8+eQsjMaxSw88n9hYZU0tLS0X7JoqEw9VZKmohICy8hMQPrJ+GnnLbkLU6rG3N5A6cznGyD5DhJM73uTEpn+OaJ702SsCWqsPwRiJqDNw4sSJ4QdPQFJSUjhcenhMr7H/xRI8rr6NWOVHlb0iCyBrcRZZi7OCuobskXF3u0lNnZwiS6/X45FHF5EUBAGjzohRZ+R7V/+Yhs46kizJhBv6p80WJU+jpGav37F9Vbu5dcEdQaX6eWTPhLcAHw6fyBKE4SMXDreXX21oZ0+Ng7pO5TPl8sDbR6x+IgvAoBUAAcMY7XAElPVO1EiWy+Wip8dGVFTo/z5feeVM789Op5dTp/obNTkcXu65Zy++X+9//tPA/PnV3HtvTsjXMxgREQIajUB7e/vwg1VUBkEVWSoqQdLe3k57WyvanJE5C4oaLXlLb+h3XJa9VGx+edDzNPow8i79HAARsSnE5Q6etz4SBEEAUyzl5ZNTZKWmpiLZJbwuL6I+sM2yy+pi25PbaatqJ3NBBnPvnOOX8nd+9p85yYzL5mLbkztoO9VGxrx05t01F2G0+VLnIPUoG05fY97JhsFgwCOPPqLgklx02tuJNsWSm5A/6LgvLLqLKclT2XjsfZq6GwFItCQHXUvlxTvpRZYvEjSSP//HP+zg+T3d/Y4XxOuobnMTbRKJHCLScazBxf2vNtFh9/Lt5dF8fk7gdT0TPV2ws1Nx9zObQx/JKiw0c/x4//fxXAoKIigv98/UcDov7O9aFAUiI0VVZKkEhSqyVFSCpLS0FAAxIn6YkQPTfrqMyi2vojWGozWG47Z1AWCIiEZyWvG4lZRBj8tBxuwViNrQOR2JEfFUVB6blA5Kvv5EHqsnIJHltrvZ+MtNdJxWNiQVH1aSMiuF1Jl9hQyzb531/9k77/C2qvsPv/dqy5Yt773t7J0QyCQkjEBbaKCMDkoXbYGWltHd/lroopRSSmlLC4UWCmUEAikZkJC9d+J4xI5XvLds2dq69/fHteUozrIlx7Gt93n8PJZ07rlH4557Pue72PKHbbi6XMRPjOeKe+ZQsLqQxgJlsV62tZzkGcm+eluDwWsNiSzPAC1Z7d1tPLvxKdptbSSbU/jWskcwao1nbasSVVyZPZ/JKdPYULAOr+Th2kn9M0UOFImQJcvpVJKQ6MQLW7JqO/y/49lpWiw2ib/t7OQX69sxagRe/Gw887IMeCWZpza1c6TWxfXjjXz5qgh+vq6V8lalj5+taeXGSUbMhsG5n2l7xutwOAZ1/OWOy6Xcc4JdBszh8HLqlGK5UlwEZV8R4l4efjiXFStSuPbabTidyuccFaXhi1+89IXW1WoBt3vgJTVChOglJLJChAiQgoICEATEnmD6geD1uDj05pN4HEox1ciUPIToJESVmgk3fIm2yuMUf/QKIJN+xQ1BFVgAYkQirtqjlJaWMmnSpKD2fbkTH698X95uCc2Fk0L64XF62PfP/T6B1Yt8Rpq0mJwYbvvrCiSvhKhShJyr2z/OTg5wN9xrU0RWXNzgRP5IRxRFGGCc/O6yHbTblEQkdZZajlYfYl7OwvMeE64LZ8Ws232Pm62N7Dq5nQh9JIvHL0V1EfGYpyMjj+nMggDd3cq8Z1Bf+Bq4+4oINpfasbtl5qTpqGxz09Ldd5zNLfP8zg7mZRn4zwErz+9UNqv2VDrIi9dw+mUmycrfYFGJoFMp9RFHI54e5XN6rFQw2LKlmUOHLD3nkPnCF9KJj9fx9NN93hQNDU5yckzExuqprVWyhra3u4M+lotBre77LEKEGAwhkRUiRIDk5x9HFR6HoBq4APK6HD6BpTy2M+9rT9BYvA+7pZH0K5YTlzuTzqZqvE4bdksTBvPAxdy5EHuyqxUUFIw5kdUrSrzdA3M1s7XZ2PDLj7G1+i+wEqckkDzz7NakjtoO2qssdDV1UfpxT9p2AdKuSCMlACsW9I1/rBa1lWW5v1/mBTDpI/weR5zxuBero5Oi+kLiTQlkxvbF0jndDv788dN02hWR3W5r59bZdwxoDAKCMvYxTK9I0V+EyLoqU8/WB1NptHrIitEw9bf9a/zFhStCt+GMrKENnR5+ekMU33yzGYvdy/eWRRFtDCyJgkHTJxJHG0P1u4yL87fcJiToefjhPP74x1J6T7l2bQNPPTWdpKQ+kWU2a85aE2v//jaefPIERqOaX/1qMmlpZ7dGDxZBGLrPIsTYICSyQoQIALfbTWFRIcSMG9TxWmMEqTOXUnN4E4IgkjXvZo68/QeaTx4GIH3ODSROns+xVX9C9npQ68OY99XfYIxKCMr4BV0YKkMER48e5fbbb7/wAaOI2NhYBEEYsMgq317RX2BNTeTqRxad1TLRWNTE5ie39LNyiSqRBQ/MG3Ta9l68XV4iIiN8hV3HGpIkITCwz3BB7mJaupqpbClncspUJqdM69fG5urm6Q+foN3WhoDAFxd8lZnpcwCw2C0+gQVQ3VY5iJELozo73cXgs2SpLm4hGxeu8gmpe+dH8I9dirUqzaxmeoqWn1yvJBG6Y6aJlUe6aOmWyIvTcP0EI+uLbFw/wcgNEwwszAl8Ma5XSaPWkqXXK7Xget31gsXs2VH86leTeffdWiZNiuCBB3IQBIGpUyM5dky5nux2L8eOdfDsszN46KGjHDliwWbz8NxzJ/nOd/piJ/fvb+PTn97lE2ednW5WrZof1PE6nX2fRYgQgyEkskKECIDCwkJcTida8+CtEZM/8XUyrvwEaq0erTGC/NV/9b3WWLwPUaNF9io7sx5HN22VBUETWQBEJHPo0GEkSRpT7ksajYZIcySuLueFG5+GweyfyWzGZ6cz/oZx5/zsag/V9hNYAPpIfcACCxR3x6Qx6ioIyk7zQD9GURT9XP/OxqnWKp9LoYzMseojPpEVGx5HalQaNe3VAExPG3j6fYHRmzjhYunqUpIbGC/CknUmP7oumjtnmdCqBFLN/kuZrBgNm76dSnW7h5xYNavzu/nB6lYA3jhk5X9fT2ZCQmCbEgaVB6v1/AkcRioGgzLHORzBt+J85StZfOUrWX7PPfPMdJYu3QYoCS7uv/8QTzwxhdpauy/hxe9+d4IVK1JIT1cE8s9/XsDpRqa6ARQkv1gcDtn3WYQIMRhCIitEiAA4fPiwEo8VGVjVxvDYPpEWHp9OV5PiChORnE1kcq7vNUEQiUjM6nd8IIjmFLobizl58iTjxg3OIjdSiY6Kps7Rv9jz+chelEVXUxeNRU04OhwcfeMYDfkNLPruQtTa/lNqdHZfin5BFIjJjUGtVTPjrv7Wk8EgO2RiU8amqyAoyRNUQvBvZYmRSejUOpweRYR3Oay8c/BNlk64jqiwaL617BGO1xwlwhDJuMQJA+5fROVLMDBWaW1tRRQgXDM4sZkdc24XbZNOZFKiIqSO1/d9zh4JTjS5AhZZkRoPrS39i1ePBsLCwhAEga6uoXeV83plPvigvsc1T3muvLybO+7Y26/t6ftYKpX/ptY3vxnc9O5er4zd7iU8vH9ZhxAhLpaQyAoRIgD27z+gxGNpBudS0N1WT9G6l/C47OQtuYuYrCnM+dyPqdq3DpVG67Nwcet3sNSUEJc3i4ik4IoslTkVN3DgwIExJ7LMZjM1tTUXbngagigw/fZpFK8/weHXjwDQcLyRim0V5F3rnwrc1m6navcpwuLCiEyJZMKN40mYGLyYOgDZKRMZGRnUPkcS3d3dqIdAZJmNUXxr2cMcqNxHSUMxpU0nKG06QXF9IT/55GPoNXrmZF056P7VqEdtTM/F0traSqROvqgU7oFw4yQj/z1oxS1BjFHgqszAXcCidF4qW1uDMLrLD7VaTVRUJG1tQ//7/POfT/olvjgXN96YyFNPlVBY2Mltt6Xy619P5pvfPERrq4vvfCeXL385uPfF9nYZSRq7CYVCBIex4xsUIkSQ6ezspKDgOEJU2qD7OL76b7RW5NNRe5IjK/+A5PWgCzczbulnyVl0myKwgMRJ85hw/T3EZE0N1vB9CLowVOGx7N6zJ+h9X+5ERkbCwLwFfYhq/+lTUPWfTg++cpC6I3V0N3fTcLwBc2rwxZDX4R3TIstut6Meov3CtOgMVsy6HZurb7HZbG3E5QncAqUWNdi6R2dMz8XS0tJClHbos7ddlWng+9dGoVVBl0vJOBgoZq0XS6d11Kb4jo2No60teO6ssixz9KiFsjL/+lf5+f4ZWsPC+ie4CA9XkZlp5K23ajh+vJPHHivE6ZTYtWspJ04s5/77c/sdEyjt7cp7D4msEIEQElkhQgySffv2IcsyqujMQffh6qmJBeBx2pG8w5MuVohK53h+/qiNMTgXkZGRSI7BLSRyrs4mdU4qGqOG9LlpZC3K7NfG0dmn4CSPhNvuVooRP7eLtT9aR/H6E4MdOqCkjJfc0pgWWd3d3UPiLng6czL7LFbTUmeiVQeeZEQtqOka65as5ibM2qERKW6vjLsnFlKWZZ7ZYsHlBadH5mdrArdAmXVK0pK2traA+7ocSUpKpqkpeCbGBx88wo037mDx4i28+mqV73nptFz6ggDPPz+LL3/ZvyZWVlYY3WckKGprG1pX28ZGZVyJiYlDep4Qo5uQu2CIEINk9+7diFojwiDqY/WSe/Ud5L//F2TJS/bCFT7L1aVGjM7AU32Iffv2sWzZsmEZw3AQERGBx+FBlmSEAfosqTQqFj24AACvx0vh6iK6mrrIWZJN/ATlNzHl05PZ/qcdeF1ecpZkEx4fzqHXD1O9T0mYcPj1I8SPjyM6K/qc5zkfvQIxIuLsKcjHApZ2C1pxaIv6fmrGCsYnTsTtdTExaUpQ+tSKOlo6G4PS10hElmUaGhvJjg5+hsWVR6z85INWBEHgqVtiOVrnpNvVt5jXBJa9HYAYvTLuhoYGX2Hz0URGRgbbt2/F7ZbRaAITW62tLt55R4l9lWV48cUK7r5bEVI2W9/GoixDdLSWX/96KqIo8M9/VqLXizzyyHiyssJYv76BpiYn8+fHsGTJ0FqYamu9iKJIamrqkJ4nxOgmJLLGACtXruSdlSt5+V//CqUjDRJut5udO3chRKUPOkNcd1sD1Qc+wmBOIHPeJ0mbubRfm/Idq6g9to3w+DSmfuqbqHXBrQPSixiRgKg1sn379jElsoxG5fOUvQMXWadzfFUBhf8rAqD6QA2ffPImjNFGkqYmsuLPt+C2uzFGK+c6sxixs3vwO7KSW1k49r6PsUi7pZ0kcegXQoNJbnE+9Co99m47DodjTM7LbW1t2OwOEo3Bs2Q9ubGddUXdVLd7UIxYMr9Y10r0GS5ov7gxBgCrUyJMKyAOYg5PNCjjrqmpYfr06YEO/bIjPT0dSYKGBom0tMBUqcmkJjpa67M+ZWQo81V9vZ0jR/rcBfPywpg4Udkw+uUvp/DAA7kYjSoiIpQEJ3v2LKWlxUVysh5xiAP5amslkpMT0WgGXv8yRIheQu6CY4C//vWv1NXX097ePtxDGTUcPHgQu92GKnbwGY0K175Ie3UxtrY6ite/jNuhxGd0NlTSVlVE26kiSre8ia2tnqbifZTtWBWs4fdDEESE6Ex27d6N0znIIKURiE6nWEDkADfTO2r73D69Li/dLX1uYBqDxiewACbeNAF9pLKoTp6RTMKkABJh9LhD9b6PsYbT6cRms6FTjbw0yzpR+Q2M1Xm5pkZJOJNoCI6L9KYSG3/b2UFlW6/AUtCoBK7M6BOxubEabphg5L63mpj2xCkW/amGyraBC70YvRe1CNXV1cEY/mVHTk4OAFVVgcdlabUir79+JTfemMidd6bxxz8qovTf/67Eau37/idPjkSv7xN0iYl6n8Cy2bzs39+O2y0NucACqKqCnJy8CzcMEeI8hCxZY4DegpcOR+DBviEUtm3bhqjWIgaQ9MLj7At6l7xuJI+Lyr2bObHhVQDMaeP92zts/Y4XRBUqjY62qkKKN7yC02ohYfwcJt74FQRhYHsoqthsnA2FHDhwgAULFgzyXY0segv4yp7Bpyq2NlpR61UIooAsyURlmInKjDpn+8iUSG7+4ydxdbvRR+gCqpXVW39rrBYi7hUoenHkWYL0KmXMra2tJCUlDfNoLj0+kRUkS5bV6S8GRAEkGVq6vSwdZ2BCggaLXeKuWSb2VjlZX6TMp3UdXp7f0cETNw+sDIIoQILRO2pFVnp6OlqthooKLwsXBm7NmTYtkn/+c47fc2fGWXV39wmujz5q5MQJK8uXJ5KaamDFil3k53eg0Qi89NIcli0bOhfN7m6ZxkYPN988trLthgg+IUvWGGKspwsOFh6Ph61btyFEZSCIg3ejyFtyJ6qeGKzsBZ9GF26m+uBG3+uW6hPEZCu1lPQRMWTO+6TvtYpdq/n4919l0x++RvmO99j/n19ibajE1W2h+tBG6o/vHPB4RHMKokbP5s2bB/2eRho+C9BZigVfDI5OBxse/5iqXaeQJZm8a3O59qfLzlov63RUahWGIBQj7hWHY1VkNTYqMU0G1chzl+wdc1NT0zCPZHg4deoUarEvtilQlk80+lKzJ5pU9OZT8Eiw6lg3n58TwQOLzMSEqQjT+l934brBLYUS9E6qqyoDGfZli1qtJicnh/LyoSuY/fnPp6NW930XX/5yJgBvv13Dl760n9/+tphPfWoHGzY0+rIQut0yb7wxtMK2okL5TeblhSxZIQIjZMkaQ4REVnA4cOAAXV1WtBkLA+onNmc6Sx9+Aa/HhUYfBkBYTDK2tnoAdOFRzLrrB3gcNtR6I2KPoPN6XJRs/i8gI3nclO1c1VfFsQePyz7g8QiiCiEmi23bt+N0OseEC1qglixLdQdOa597ZVNRE5W7qsi+OgtR7L9wK91YSuEHxRhjDMy/bx5hsWGDG3gPY92S1dDQAIBRFdjnOBC8kpcuhxWTPuKs3/HFYlQpRU5738NYo7S0lNQwT9BqZOnUIv+9J5FtJ+18XNLN6we78PTog+wY/6XOrDQ9D19j5u3DXeTFa/j24sFl50wLd3OkqnbUxtVNnjyF1atP4PHIfmIoEA4ebGfLlmbmzIliypQIvvCFdOrrHXzpSxlcfbXiOr1zZ4uvfWenh7Y2JzqdiLPHWpmTM7QFgktLFZE1adKkIT1PiNFPSGSNITo7Oy/cKMQF2bRpE6JGhxiVHnBfolqDqFZcMbrb6kmcdBVaownJ6yF7wS2Iogqt0eR3jOIiqMfbI6Qkt38MVXh8GslTFw9qPKq4XJwNRezdu5fFiwfXx1giKt2MLkKHsydVe0dtJ/tfPkBHbQezvzDLr21XczcHXj0EMtjabBz+7xEWfnsBtUfqOLmpDFNCONNun3pBK9jZCNQiNlKpr1c2JIzq4ImsLcUfU9JYzLiE8SyZcK3fa532Dv788dM0WxtJi07ngaUPodcMLh5MI2rQqXS+9zCWkGWZ0pITzAwPrgt7YYOLe99oxNVjHJubruOqTD0PLDL3a/vtxWa+vbj/8wMhM9yFJMuUlZUxefLkgPq6HJk8eTIrV66kqkoiJyfwlIwFBZ3ceusu3G4ZQYCkJD11dcpvICFB7xNZixfH8dZbfUXin3nmJE88MZXNm5vJzg7ju98dWgtTSYmXjIx0TCbThRuHCHEeQu6CY4iOjo4LNwpxXpxOJ9u2bUeIzgrIVfBM2qqK2Pn898h//y+0lOcz4bovEh539ngvUVSReeVNiuVJ9F+Qh8elseDrvx90KnjRnIKoNbJhw4ZBHT/S8Hh6YgBUgxMpOpOO639+HZNv9t/xbD7R3K+t5PbCaQaz9ioLJRtL2fHsTuqO1HHiwxKOrcwf2AB6zAC+9zHGaGhowKgxohKCcy0erT7Me4ffprAun/cOr+TIqYN+r+8u20GzVXFRrG47xcGq/dhc3XxUsJZNRR8NuEixURU+JkVWU1MTndYuMkzBrXV0pMbpE1gAc9L1PHRNFJpBXt8Xonf8JSX1N4VMAAAgAElEQVQlQ9L/cDNlilKu4MSJ4MwvBw+243b31i7DJ7AA9uzpq112660pPPJIn5BqanJy5IiFP/5xOp/7XFrQrGpnQ5JkSkokpkyZOmTnCDF2CImsUY7L1XcTG61FEy8le/bsUbIKxgd3J61q/zpkSbmROa2ttFYeP2dbWZKo3PMBsuRFljxoDOGAgMYQzqSbvhbQOARBRIjNYdfu3WPCvdTtVoLuB5gjxI/wuDCmrJiMOa3P5ShpWv9EBhHJEYy/oS+Ququpi4OvHELy9MU8dDcP7DPvHfdYFVmnTp3CKA7OdaioroDnNz/Lm/v+g8Ntp95Sy5v7/uPXprWrxe+xUetvMQvThvH3Lc+x9thqVh95l//sfmlAYwhThXHq1OhMnHA+ekVJZnhwRdbcDB2GnppOKgEWZg+tC1+0zotJq7g+jkbi4+NJSkqgqCg4cXPz5kVjMCgbIiqVQHZ23/WUkWGksLDP22bhQv86WJIkM3/+JubO3cTtt+/G6Qx+fTWA6mqJ7m5pVKblD3HpCbkLjnJaW1vP+n+IwbFhw0ZEnRHRnBLUfm1t/nEZsnzuYGMZGUnqu8GodUYW3v8MblsnBnMA6cB7UMXn4arLZ/v27Sxfvjzg/i5nejNvBhoYIqpElv14KVW7q9BF6Emfe3Yr5KzPzyQmO5pdf9vje67X3VDUiOQuzR3QeQXV2LVkybJMVWUVcarEAR/bae/gpR3P4/YqIltGprDuODZXn8gVBZGZGf7Z0ObnLqK+o47y5pNMSp7ClJTp/GvnC77Xy5vLBjQOkzqS4qbjYyYGspfCwkJUohLTFExy47S897UkdlY4mJGiZWbq0IosQYDMcDsFxwdogR5BTJ8+k507NyBJcsCp0/PyTKxZs4AdO1qZNctMXl44r712ir/9rZwNG5rYtKmZF16YzfLliVx5ZTQ//vEE3n23lkmTIujudtPYqLhl797dxpo1Ddx6awp//GMJL75YQXq6kRdemE1qamBJcAoLlbl0xowZAfUTIgSERNao5/TMVWM1i1Ww6OrqYvee3QhxEwacHv10JK+Hkk2v09lQSdLk+aTNupbI5Fy6mk752jit566dI4oqJi3/CkXrX0ZUq8mcfzPbnv0WXrcDfWQcC77+JGrd4OsGiaYEVIYINmzYMOpFVq84CcSS1Ys2TEvetRe2cMaNj0MbrsXV5QIB5nxxFsZoo+9vQIxhd0GLxUJXdxfZkREDPtbqsPoEFkBFcxmddn936qzYHKLDYvyeU4kq7rjic37PTUicRHFDIQCTkgfmYmRSRyDLMtXV1eTmDkxgj2SOHjlMlsmFVjX40gnnYly8lnHxly4RzPhIJysrTmGxWDCbA4vxuhyZMWMG69evp6ZGIj09cLfcCRMimDAhwu9xc7Minrxemfffr2P5cmXj5FvfyuVb31Kui3Hj1vv1s3NnC5Mmmfj97xWraHt7B7/9bTF/+Yt/LOxAKSz0kpgYT0LC0KWIDzF2CImsUU6vsEqUJBrHoO9/MNm+fTsetxtdgK6ClXvWULV3LQDtVYWY4jPIWXwbtUc2+dpUH9pI1rxP+R3ndnTj7LJgjE4kdeZSUqYvAUFg77//D69b8W13dDRTtW8dOYtuHfT4BEFAiM3l0KFDtLe3ExV17ppPIx2r1QqAoB1az2mv20tXUxfGGEVI3fDY9dQfq8ecFkncuLgLd3AOxB7XqN73MZaoqqoCFGvQQDHp/YVZk7WRzNhsKlvKAYgzxXPd5Juwubr7uQiejsfrRq1SoxLVJEYkcevsOwY2Do0y9qqqqjEjsux2O8UnTrA8ZeAZUC+GTofEfW81caTGyQ0Tjfz+llhUQ1i8drxZmXvz8/NZtGjRkJ1nuJg5cyYABQWeoIisM8nJCUOvF3E4FO+NSZP6rk2PR6KiopvwcDVdXf4bSStX1tDQ4J84xRNAvUNQXBILCyUWL54dUD8hQvQSiska5fSKrCyvRHNLC7Ic/J3DscLGjRtRGSIQTIHtcDk6/d02HdZWdOFm1Pq+xZwuLBJbWyP7//NLdr3wQ0o2vcG25x5k5/OPcODVXyJ53AiiiCAIyN4zfdMD/45V8XlIksSWLVsC7utyxmKxIGpExCEMpHZ1u/jw5xtY+6P1rPnBOrqaugiPCyNvWW5AAgtANChT+FhMalNWprjmRWgGLrL0Gj0Cfd+5LMtUtpQzPnEiP7zp50QZo3l+y594fPVPqOgRXmdjX8Uejtcewyt5qLVUs7d814DGEa42IQqi772MBQoLC/F6JSaYnRduPAhe3tPJrgoHNrfMqmPdfFhsu/BBAZAV4UKjgqNHjw7peYaLxMREkpISKCgYmhiotDQjb7xxFV/4QjqPPTaJBx7IAcDh8HLrrbu5+uqtXHvtNqZP998YcbtlNm9uZunSeNRqgawsI9///viAxlJVpcRjzZoVmDVsrCPLMn/5y1/GTAKt8xESWaOcxsZGwgSBBEnC5XaPycVYMLBYLBw6dAghNjfgdNlps69FY1BSw0YkZhGbMwNRVDFtxYOYEjKJyZ7GuKWfY+c/HqWtsgBrYyUVu97D41DiRdqri/0SY0y44UsIKsUorRQt/lT/kw4QMSwGVVgMGzZsvHDjEYzFYkFlCP7u7OlUH6iho0a57uztdsq2luO2u2k/1Y7HFZibn6AREFQC7e3ndi8drZSWlqJX69GLA3eN1aq1jE+c2O/5ZmsTXU4rJY3FADjcDrae+Pic/chnbGgMdBNLJaiI0ESO2sQJZ+PIkSMIAuRFDo3Isrv9xYAkQ2u3l6JGFx4p+JuMGhFyTE4OHzp44cYjlFmz5lBUJCEF6fMrKupk3rxNZGev5dlnS5k7N5rvfW88CxfG+tps397CgQPKvNbe7mb8+AiefXYGK1Yk+/W1YkUyVVU3sXPn0oDrZxUUKPNxr/UuxOBoa2vjrbfe4le/+tVwD2XYCbkLjnKam5uJlGXMskxHRwfXXXcdsbGxPPfcc+Tk5Az38EYM27ZtQ5IkNHGBu/SY4tNZ9MAzVB/4iKaSAxSueYHsRbdStO6f2C1N6EwxFH34MpLnXEHhArrwPhe+qNRxLPnu8zg7WwmLTUFUBeeyFmJzKCjYR0tLC7GxsRc+YATS3t6OoBvaGlOGKH8RIKpE1vxgLXaLA1OSiet+ugydaXBJDwRBQG1Qj02RVVJKhMo8qE2PqtYKKloU65FKVOHtSSQzPW0mJn2EYiHuEUyRhnNbyq7IvIqC2nxONBSSGz+eebkDL1AeoTZTWjJ2RNbePbvJiXBhUAdf8Byrc/LawS4ABGD5RAMxYSKL/1SDzS0zP0vPvz6fEPSU7lOi7KwsK6e1tZWYmJgLHzDCmDVrFmvWrKGiIjj1sn71qyKqqhQL4xNPnCAhQc+PfpSPwyFx/fUJvPTSHOLj/efE5GQDn/lMKjfckEBjo5MDB9q57rp4br45OWh1AgsKvKSlpRAXF5iHwVhnLGQmvlhCImuU09zURKTHS7gkUVBQ4AuQv+eee9ixY8cwj27ksHXrVlTGSISw4NxAXTYrpVvfAlmmo64Me0czdovi2um0tuK09s8EGZUxCVnykjJ9CRGJmX6vaQ3haA2B7eKdiSouG0/VPrZv386KFSuC2vflQltbG4J+aEVW8rQkpt42hbLN5dg77BSuKUJyK/EH1nor1QdqyL1m8Bsegl7AYrEEa7gjArfbTWVVJdn6cRdufBa2l2zB6ekJtpe8LJt4A9lxuUxOURJXfP6qL7Hr5HbiTQncNPVm33E7S7dR015NSlQqGwvXY3V0snzKJ/n61Q8M+r2YNVGcslSM2gX66bS2tnKipJTbsgbnwudwS5Q0u0kzq4ky9i321xR0s7PcTnmrmy5nTx0m4PaZJl7ZZ8XWU5tpV4WDwzVO5mYEN+vg9Fg7KyvM7N27l5tuuimofV8O9Fp2jh/3BEVkna6JBAH++99qX0zWRx818u1vH2H16jpiY7UkJxuYOdPMgw8qG5wmk4aVK+cFPIYz8XhkiookbrhhzoUbhzgvnZ2dF240RgiJrFFOa0sLubKMziv5ZSBraGg4z1EhTsdqtXLo8GHE5GlB2zFz26xKNcYeZMnfxUUQVf2ey1tyJ1FpgfmcDwTRGI0qLJpNmzePSpElyzJ1dXWos4fWXdBusVO2pQxbmxLoL3v9d/CNMYGlHBbDBKprxlatpbKyMjweD2bN4JKyRBn7jhMEgdmZc0nuKctQb6nF4Xbwmdl3kRyV6mu3s3Qbbx94vV9fa469zxVZV2E2Dm4sZk00AMXFxSxYsGBQfYwU9u3bB8D0mIEnveh0SNzxcj0nmtyYDSL/vSeRCQlatpfZ+dbK/sW/BSDBpCY5om+ZoxIg3hT86z0tzE2UXmb37t2jUmTFxMSQkZFOYWEdt9wSeH//93+TOHXqIA0Ndr773XGUlnaxb59Sx1OjEVi1qhaAlhYXCxfG8thjk3n//TpUKrj55mTU6uBHupSXe3E4QvFYweD0TT+Px4NaPXalxth952MAWZbp6OwkTJaJE0XS0tKorq5GrVbz85//fLiHN2LYs2cPkteLJiY7aH1am0+hM8XgtLai1hkYf90XaT9VREv5MWIyJyN5PJTvXOVrb0rIvKQCqxchOov8Y4ewWq2YTKZLfv6hpKWlBYfDQaR54CnAB0LVnlPYWv0XlRqjhqiMKFJmJpN8lsLFA0FtVlN/vH5M3cwKC5WU6dHawbmxXjf5JhxuBw2d9czNmucTWDXt1fxpw5O4vW5UoprvXPs90mMyAKi1nFvINnU2BiSyBEGgsLBw1Ius3bt3E6WXSR9EfawtpTZONCnHWewSbx228n/LYyhs8C9oPCtVi04tctv0cCYlaslcasbhkahs8/C52SYyozVBeS+nIwgwLaqb/fv34Xa70WiCf47hZtas2axdW4PHI6MOQqIgu92LzealocHBL34xqWfTy8Hy5Qn89KcFvnYajcg3vnGQDz9sBGDTpmaeey74MVO9iT1C9bECp7m5b9Ojra2N+PjA63eOVMbGHXmMYrfb8UoSRkADjMvOZtmyZRw8eJAXX3yROXPmMHFi/+DvEP7s2bMHUWtEMAVnomgo2kPhmr4CplNv+RZRaeOJShtP9oJPA9BSng+niaxz1b3qaqmltfwoEYnZRKVPCMr4TkeMycBTfZD9+/ezdOnSoPc/nJw6pdQl05gHPw16XB7U2vMfHxbrnwJcZ9Kx8NvziZ8QnN+TxqxG8krU1taSkZERlD4vdwoLCzGojRhUg7MCatVabptzV7/nSxqKfPWzvJKHEw1FPpE1I202e8t34ZW8hOtMeCQPDrcinv+960X+71O/QqcZuBuaWlRj1kRRUFBw4cYjGKfTyf59e7kiqpvBOASknHGdhmkFXt7bidkgYNIJWJ0y4VqBJ26OJS+ur06WUSvy608OfUzpjFg7W+sdHDlyhCuuuGLIz3epmTVrFqtWraKszMv48YEtHZ988gS1tcq18+KLFdx5ZxrPPNMnbtraXLz8ciWZmWF873vjmDdvs++11avr+NWvJmM2B7cWWkGBl+zsrFFZ6+xSc7qnVENDQ0hkhRid2O3KJKbvcUvTyjJvvPEGDodSW+Kee+7xuW+EODter5c9e/YimNOC5irY1eS/I27v6O/qogv3D7Y3RPYPxLW1NbDnpZ/iddkBgVl3fZ+43ODu8ImmeEStgT179oxakaWOHPg06PV42f7MDuqPNWBOi+Sqr1+J2+4mOisatc6/v7Q5qcz47HQa8huInxjP5E9NCsr4e1H3LD6rqqrGjMjKz88nSh0T0DXZ0FGP3WUjIzYLsacadWZsti/phYBAZmyWr/24xAl8b/lPaOioJyc+jxe3/Y2q1goAup1ddDo6iRuEyAKI0sRQVFSE1+tFpRpa99XhYt++fdjsDuaOG1w81uw0PU98KoY1hd3kxmp441AXLd1KHM+Pr4siOVLN9BQtqeazW5Gq293Ud3qZnqJDNwQlG6ZE2TGoYfPmzaNSZM2YMQNBECgoCFxkac+oS1hfb2fy5D6PgkcfHc+jj/Z5bkyaZCI/X4nz8XhknnzyBL/5zcAKf58Pt1umpMTLLbeE4rGCQXV1NaKgZPasrq5m2rRpwz2kYSOUwn2UUV9fz9NPP83KlSt9Yqr3lqOWJJzOvrS5bW1twzDCkUVJSQldXVbE6PSg9Rk/bg6CqCykRLWG2Jz+7gmm+HTyltyJNiwSc+p48q7pv+veXn2iR2AByLSWHwvaGHsRBBEhMpU9e/eOuhprVVVVqLQionHg02D1vhrqjym7dZbqDtb/7CM+/s1mPvz5Blw2V7/2E2+cwDXfXxJ0gQV9IrG3OO9op7m5mYaGBmIG6SoIsPPkNn639nH+tPH3PLXu1xTVK1ak7Lhc7lvyHa6dtJwvL/wGeQn+LrqJkcnMSJ+NSR/BrIy+BVlOXB4xYYMfT4w2DofDMarrZW3atAmTFiaaHRdufA7unGXilS8ksiTP6BNYAPn1Lj4xOeycAmtTiY1lz9Vy578a+Ny/G3AGWLT2bGhVMDOmm21bt+B2D9wd8nInIiKC7OwsCgsDr5cVHu4v0t57r+687c+sf2WxBPfzPXnSi8slh1wFg0R5WRnJOgm1KFBRUTHcwxlWQiJrFNHV1cX8+fN55JFHuP322/nzn/8MQG+mXJ1KxZIlSwDQarX85je/GaaRjhyOHVOEiyoy+QItL57OhgpfUgvJ48ZSfQIAj9NOa0U+doti2cpeuIJrHvo702/9Die3reT4/573ZSAEaKnM9+s3MnVwmdYuhGhOpsNioba2dkj6Hy6OFxxHHaMelDVEpT27taGzrpPGwqazvjZUiFoRjVnji1Ma7Rw5cgSAWN3gi4LvKNniq3FV11HL37f8mYOVilU/zhTP0epDvLTjeZ7f8mfqLbW8tvtfvLX/dawOZTd918ntvH/4HURBxTUTruO+ax5EFAd/O43VKe40hw8fHnQflzMOh4NdO3cwJ9aKKgirjgnxGiL1fR3NTVfSfUuyzN92WPjWyibWF/Wlkf77zg56EnpyqMZJQf3Q1OiaG2/D2tXNwYOjs2bWzJmzKCnx4glQpO7Y0TKg9tdcE8/y5cr1HhOj5YEHAi+lcjqFhV4EQRjTFpdgYbVaqW9oIEorEamRKS4uHu4hDSshd8FRRGlpKZWVlb7H27ZtQ6PRIPYsJkQZFi5cyNtvv41GoyEiYmgD/kcDR48eRWU0I+jCLtz4IvE4bWc87sbjtLHn5Z/R3VKLqNYw+7M/JjpDiZc78s7TdNSeBKCj7iQLvvEULpuVxsI9fv2Yk4N74+lFjFQSMxw9epTU1NQLtB4Z2Gw2TpaeJHz64L7X1NkpZC3OomKb/y6dIAiExwfvt3KxaOLVHMs/hiRJAS32RwJHjx5Fo9Ji1gw+diLOFE99h//u+YmGImZnzmXriU00WxWhXFxfQE1bFV1OpfZSi7WJ+675DqsOvYUkK6v2A5V7uWXmbYMeC4BBZcSkieDo0aPceeedAfV1ObJ7924cThdXxg/OVfBM4k1q3vlqImsKbGhU8LedHTyz1cKSXAPvHFXE1bpCG6vvVZMVo+FoXZ91WRQgMWJolj5Tou0YNYrV7qqrrhqScwwn06dPZ+XKlQHHZU2cGEFlpfJbUKsFfvCD8yd1EkWBl166gqYmB5GRGnS64LrUFhd7ycrKDK2JgkBvbGmsVsYpeTlxohiXy4VWG9wYupHC6L4bjzFyc3NJS0vzPe6d5Hu/ZBEZr9dLTExMaDK5CGRZ5lh+PpgSg9pv8vQlhMcr7ocRiVkkT7uatqpCulsUS5HkcVN3bKuvfXdL32Kwu7UeWVZcA2VvX0p+QVTRWhF8d0EAwRCFqDWQn59/4cYjhIKCAmRZRps4uIlfEASu+tpcJn5SEcKiWiQ2L5b5D8wjKn1wWeYCQZuopcvaNSZcBg8dOkSMOhZBGPzt6865dzM7Yy6i0LdYi49Qdsp1Gv8iqL0CC6C+ow5BENCq+9ro1IMrJH0mMZo4jhw+gtcbuDvW5caHH64nSi8z3hw8C1JOrJYHrzbzj50d1HV4ae2WfAILlHiQyjYPbTbJzz0wPUpN8iDiMC8GjQhzYrvYumULNltwBOXlRK+lp7g4sN/oU09N4+670/nUp5JYs2YhaWkXl8AmPl7fT2BVVHSzeXMTVuvgXAg9HpmSEokZM4KfsXAscuDAAVSiQIxOJkEn4XK5R31Sn/MRsmSNIkwmEzt37uT1118nPT2dGTNmcPDgwT6RJTMqb+BDRUtLC9bOTjRx04Par9YQzvx7n8Bt60JjDEcQRIxRCQiCiNyzOx4W0+eemDb7Wip2rQYgddYyBEHAGJ2o5A3uiZOSJS8Fa17AGJ1EdEZw434EQQBjDKWlJ4Pa73By7NgxEEAbH1iq5Rl3TGPSJyag0qjO6UJ4KdAlKGIxPz+frKysC7QeuTQ0NFBbW8vUiMAWRGG6MO6e/xWumXgdL2x9jg57B2uPrSbOlMDSCdfR0FFHTVs1M9Jns698N1an4ibodDvweN18acG9vHPgDURRxR1XfD4Yb404XQKV7WWUlJSMqqyvra2t7N27jxtTOxGDnG9ClmU6HP6ua3q1gMMjkxmtZkG2nki9yDV5BjaX2hGAe+dHnr2zILEosZtt9eFs3bqVG2+8cUjPdakxm81kZKRRVFQfUL2sqCgtv/vd+V3zDh9uZ9OmZmbPNrNkSTxer0xLi5PYWB0qlfJD2r69hbvv3ofLJZGbG86aNQswmQY2p1dUeHE6pZCrYBCQZZmdO3YQp/WiFiBeJ6MSBHbt2uUraD3WCImsUUZaWho/+MEPgL54ot4vWS1LuFz9g/JDnJ3y8nIAhLCYoPctCCLasD5rYnhcGtmLbqV8+7vIsoSzq9332rilnyN+/BXIkuSrlRWZnKPEam15i+7WPkuXra0h6CILQAyPoaqqaNTUYjp69CjaGC2iNnBjvjZs+N0gVBEq1EY1R48e5eabbx7u4QwZvdlQE/TBiZF0uB102DsAkGSJfRW7mZ42ky8v/AagZA3cVLzB197ldWF328lLGM8PPxHcWoPxOsVivnfv3lElsj766CMkSWJxUveFGw+Qpi4vp0sstQgf3p/MqXYP05J1RPTEbf3jrnj2VzmIMqqYkDC012tepJNEo5d1a9eMOpEFMG3aDD7+uBZJkhGDrZp7KC7u5NOf3oXbrXy7v/71FF59tZLi4i4yMgysXbuIqCgtK1fW4HIpG5MnTyoFjZctG1isZkmJsvEcElmBU1paSl19PXPMyneiESFe52Xzpk3cd999o96V/WyMvXc8huhN4a7ruQtpZRn7KHRhGCp6RZYYFn1JztdSdsRnyarat47WiuO+18wpef2KEUdnTmHiTfei6qmhZYiMIy5vaKrVC8YY3G7XqEh+0dnZSX5+PtqU0VMwVBAENCkadu/ZjcfjufABI5R9+/YRpgnHpA6Ou/PxmqN+j8N14X6PGzrqfdckQIQhEpN+aFytdSo90doY9u7dOyT9DweyLLNu7RpyI10kGgP/XRY1uvjDpnb+d1xx4TQbRGLD+pYxS8cZSI/SsDDb4BNYAGpRYF6WYcgFFigOBgsTrBw9lj8q5sszmTp1KjabRE2NdOHGpyFJMjU1dhyOC3vTHDjQ7hNYAL/7XTHFxcp3XlVlZ9asjSxevAWjsc97QKMRyMwceDxscbGX5OREYmKCv5k61li/fj2iAGnGvt9GplGiuaWFQ4cODePIho+QyBrFdHYqLi6GHpcygyzT2dExnEMaUdTX16PSGhAGWftmoMiSv9tL2faV52xbc2QzW57+OgdefQyv046gUpOz5C504UNTSFEwKC42pxcZHKns2rULSZIwZFya7/VSYcjQ093VzdGjRy/ceATi8Xg4sP8AcZrEoNWs6z4t3gpgSoq/a3CSOYVIQ981df3km4Jy3nMRr0uiqKjIN3ePdAoKCqg6Vc2iRGvAfdV1eLjjpXqe297Bg++08PoBKzq1yGtfTOS26WF89aoInvp0/3qCw8GCRKXg8tq1a4d7KEFn6lSlPtVA4rIcDi+f+cxu5s79mPnzN1Fe3nXe9jNn+t/HvF5/Qed0Spw82cWePW386EcTuPXWFP71ryvIyfHfJLkQsixTUiIzdWpwQwLGIm1tbTz99NOUHD9GQU2r7/lUg4ReLfDuu+8O4+iGj5DIGsX01sGK6BFZEbLiHz/a6h0NFc3NzaC9NJnimk8eprOh3O85WTr3TmHpljf9dthlr4fCD57H1T00izOhZ4e/qenSpicfCrZv3446TI0mbvRYsgB0qTpEtcj27duHeyhDwuHDh7E77CQGyVUQYF7uQl8Si9SodMYn+rvpGbVGHrr+B9w6+06+fvUDLMy7OmjnPhuJ+mRkWWb37t1Dep5Lxfvvv49BDVcFIatgcaOLLlffvWt/tVJva1y8lqc+HcdPb4jGpLs8ljTRei8zYux88L/Vo65mVlJSElFRkZSWXrzI2ry5iT17lPVIQ4OTf/6z8rztU1ONxMb2WR0ffngcEWfJCOlyefn2t3N57rmZXHNN/EWPp5fGRpmODi9TpkwZ8LEh/PnqV79KVVUVda0WXtpZSkOH4kmlEiDb4GHXrl1+2a/HCpfHjBRiSKipqcEoCBh6HkdLEnanE4vFMqzjGik0NjUhXyKR1VCwy5fEAkCtMzJu2dkD6msOb8LrtPd7XvK6aTs1NLWSBK2S/am5uXlI+r9UOBwO9u3bhy5DGzRryOWCqBbQpmjYum0r0nkE+khl+/btqEU1CfrgZPv0Sl66HFbuuOLzfPe67/Od676HVt3fncxsjGLxuGuYlDw1KOc9H1GaGAxq46gQyhaLhc2bPmZ+ghW9OvCNvWkpOn/XwDzDeVpfHC3dXr77bjN3v9rAnsr+c2ogLE22YunoZNu2bUHtd7gRBIHJk6dSUnLxcz5BaNAAACAASURBVEx0tPa8j8/k+efLaGnpix/PzTWxYcNi7r47nYULY9BoBEwmNb/8ZWDiqLRUcWGdPHlyQP2Mdbq7u33xsqBk9rTYle/P7ZWwtzdhtVh4+aWXhmuIw8bIj2APcU7KTp4k4bRsgok97mhlZWXMmTNnuIY1YmhvtyBoYoPer8Paxqn9H6LW6sm48iZUGh0G8+m7cCLTb/0O5tQ83zOyLHH8f3+noXA3kue0mi8aHZJbSYssiCrCY4emjpUgqlBpDSNeoO/btw+Xy4UpY2BuJSMFQ6aetq1tFBUVjaqFgyRJbN+2nXhtEiohOLetf+38B/k9MVlXj19GZmx2UPoNBEEQSNKlsHfvXhwOB3r9yHVpXbt2LW6Pl6Up53cNu1hiw1S8d28yW0pt5MRquSoz8M/mJx+08lGxYmU7UuNk98NphAfJGjYl2kG8UeK9Ve+ybNmyoPR5uTB58mR27NhBZ6dERMSFP68rr4zhpz+dyKpVtUyeHMH99+ect/3p8VgAHo9EWprRl5HQ65URRQLeKCst9WIw6MjMzAyon7HOa6+9RlxcHC2NDbi8Elkx4eTEmZBkmWc3FVHWrLgLt3d28pnbb/e5nI4FQiJrlOJyuSgtLeWq03yZU3t2twsKCkIi6yJwOhwQGVyXMq/Xw86/fw+PQ8m01XzyMJnzPkVD4WnuQYLMwf/+lri82cy84xEEQaSp5KBf7axekqcuxpSQhrWhisSJVxEeN4TFglVqnM7g1bkZDtauXYvaqEaXNPwZAYcCfYYeUW1l/fr1o0pkFRUV0dbexpyo8xctvVjcXrdPYAEcPnWAFbNuB6CypZw1x95Hq9Zx66w7iAkP/kbL+UjWp1HeXcr+/ftZtGjRJT13sJAkidXvrWKC2UlqWPDc5VIi1Xx+TgR2t8RPPmihpNnN7TPCuWOmydfmcI2TP2xqR68R+L/l0aRHnXsOL27s27Dqcsl0OqSgiSxRgGuSOngz/zhlZWXk5JxfWIwkJk1SMtiWlXmZOfPiPq/77885r7hyOr2sX99IeLiKb34zmx07Wjh+vINPfCKJ669PpL3dxc9+VkBtrZ0VK5IxGNTMmBFJXp7pnH1eiJMnZSZMmIhKNXzlN0Y6lZWVvPHGG0xPCuez2TNot7lIMRtRq0Taup0+gQXQ0tzM03/4Ay+8+OKoyFJ8MYyNdzkGKSwsxOV2k32aJcsIJMtw+NAh7rnnnuEb3AjB6XQgqIJ7iVTt+cAnsAAsNSUcefsP/o163AabSw/SWV9BZHKOnythLxpDOOmzr8WUkBHUMZ4TUePLWDkSaW5uZs+ePYRNMyIMUerhc2FttCKIAuFxQ2tBE7Ui+iwdH234iPvvvx+DIXCXqsuBzZs3IwoqEvUpQelPo9KQGJFEQ2c9oMRjgSIOXtj6F7pdyjVaZ6nh0zNvp7SxmNz4ccxIn+3rw+aysbnoI7ySl2smXhe0rIOxunh0Kj2bNm0asSJr9+7d1Dc2sWJy4AkvzsZz2zp4/aBiITt4ysmUJB2TErVIsszX/ttIm03ZUGy3tfDOV5PO2c+Z04BXCm688uKkbt6tjGLVqlU8+uijQe17OBk3bhyiKFBa6mXmzIvbiNy7t5XVq+uZONHEF77Q/55199372bGjBYDc3HBOnbJxxRXR/O53U1GpBB57rJB3363t6UuJ79LrRd59dz4zZgw84ZPLJVNV5eWuu0bPZtSlxuPx8Jtf/xo1EjMivehVWiIMfRuYJr0Gs1GLxaZsZmTHGCivqOCVV17hK1/5ynAN+5ISElmjlN27d6MC8s7IyjPe7WbbsWN0dXURHj46XaaCgSzLSk0oIbg7XG7HxdeKEUQRrVFZuMXlzSZpykIaivYQkZhF3tLPEhGfjsZwCb9DUTWig7jXr1+PLMuEjTNe0vPmv3uc4+8pFe9nfHY6E2+cMKTnM4430lLaypYtW0ZFnR6v18vGDRtJ1CWhFYNngbzvmu+w5cRGNCotSydeB4BH8vgEFkB7dxsv7/g7ADtKt/J1tdYXm/WvHf+gpLEYgJLGEzy6/MdBGZcoiCTr09ixYwc2mw2j8dL+XoPByrffIlovMzt2aEqGNFr70sHLQHOXB9Di8sg+gXVmu7ORHauhsq2vTYddIi0qeOMM10jMj+/iw/Xruffee4mMHNpCyJcKo9FIZmYGZWXVF9W+rKyLu+7ai9OpfDcej8yXvpTpe91icfkEFig1r0ARUy+8UMH3vjeexsb+XhQOh8TGjY2DEllVVV68XpkJE4Z2Ph7NvPTSS5woKWF+tBv9WZZKGpXIQ8smsaWkgXCdmmsnJnOww8urr77K7NmzmT599Gd1DCW+GIXIssy2LVvI8Uqc6bU+2SvhlaRRk71qqBAEQSmcF+RMjKkzl6ENU260gti3x6Ex9r/5psxYitfrYvtfH2Lj776INiyS63/0H6768i+JyZjkJ7DqC3ax4++PcuD1X+N2DlEtNFkesW4VkiTxwZoP0CXpUEdeur0lWZYp/F+R73Hh6qLztA4O2gQNGrOG/33wvyE/16Xg8OHDtFvaSTNmBrXfSKOZW2Z+hpum3Yxeo1j8tGotV2Redc5jatr6FpU17ad8/9daqpHk4CUbSTdk4nK5RmQCjLKyMg4dPsK1yRbUQ7TC+NKVEUTo+8xQ7xztQpJl9BqRb8xXNqZEAb61+PyL73lnxHWtKwr+3Hl9qhWX280HH3wQ9L6Hk/HjJ1JezkVlKy4psfoEFkB+vn8pmYgIDdnZZ08y1Rt2dd992RgM/e8/OTnhHD1qwWa7+GyHAGVlynhCImtw7Ny5k9dee43sMC/pRv/fQGu3k5r2bmRZJs6k5/bZmdw4JRWNSmS22UuYSuYXv/g5ra2t5+h99BASWaOQEydOUNfQwPSzFCXNkCTMgsDGjRtHddHSYCCqVBDEhRNAWHQisz/7Q7IX3cr0zzxM1vxbyFl0Gwvu/R0JE670a1tzaCP7X3kcW1s9suSlau8aOupO9uuzq6WeY6uepbu5htbyfPa/8lhQx+xDlkasyDp06BAN9Q0Yx19a9zlBENBH9i3kjNFDf35BEDCM01NwvICKioohP99Qs2HDBjQqbdBcBS/EHXM/T7wpwfdYo1LcobQqLZNS+gK2Z6b3xbXOSJuNKATvdhqtjSVME86GDRuC1uelYuXKlWhVcHXyxVvtB8qUJB23TOnbZPrfcRvrCm14JJkfXhfN1gdT2PVQKnfNOn+8Tl6cv2U0KSL481tquJvJUQ7efWflqLrnTpgwAavVS3PzhUXW3LnRJCUp86BKJfCJT/i7cIqiwNtvX8X99+fw6KPjuOWWJIxGFQsWxHDvvdls395CZaWNNWsWsm3bEv7znyv42teyePzxSfzsZwXceOMOli/fjsXiOsvZz055uRezOYK4uMujttpIory8nMcff4xoLcwy+4vbfRUt/Hz1YX6zLp9/7epbr2worOO3647x5v4y5kY4sFos/PjHPx7xcd4XIuQuOArZsGEDXpebzeXl7BDgy4nJxGiUhYIIJLa186dnnuGpp57i+9//Pr/97W+Hd8CXKWq1Grc8sN2xC9HdVs++Vx7D63IgCCJzPv8TojMVn/AZn3mIjroyjqz8I45OxXXC1e2/47fn5Z+hNUYQP/FKMufeRFh0Yr/6WnbLENWykr0jNlj1rbfeQm1QYwhCRrKBIEkSGkPfZxaTe2mSKBjzDHQd6ubtt9/m+9///iU551Bgs9nYvHkLybo0VEF23T0XGpWGh2/4EYV1x4kyRhFhiKSypZz0mEziTEoW0MaOBmotNUQZo5mZcQWfnHZLUMcgCAKp+gwOHDhAU1MT8fEDrwE0HFgsFjZs+IiFCVbCNUNbRsDm9u//B6tb+PZKmVunh/H7W2IvKvPc1bkGvr04kk0ldhbl6PncnMEnUTgf16d28sd8PVu3bh01mQbHj1eS0FRWeomPP/8GQ0yMjvXrF7FlSxOCIDBxYt/n3N7u4tlnT+JweHnggVxSU/03ot54o5qHH1aS1CQn6/n446vJzQ1n6dIEHn+8kLY2RVidPNnFhg1N3H77xSV/qqyUmTBh0qgr5THUNDU18egjjyB6XCyMdaE+4+P7uLiO3tDG/VWtrJiZQZPVwaojiuW/ut1GTJiOK3PS2FFczOOPP8bjj/9yxG7gXoiQJWuU4fF42PDRR5Qez+fd5ibebGrituPH+EJhAdssFvK7ulhXWoLT5UKSJJ544glKSkqGe9iXJUaDETwXvzN2MbRVFuJ1KUU0ZVmipfyo3+uRyTmodecRArKMq7uDmgMfseOv36WlIh+dKQrom+ni8maf+/hA8LgIC7s0dcOCSWVlJXv37sUwSY9w5h1hiHFYHHTU9hWIbjnZcp7WwUNlUKHP1fPhhx/6ipKPRD7++GOcTgdZYZc2M5teo2dWxhyy4nKICY9lduZcn8DyeD38ccPvqGwpp93WxqaiD2m0NgR9DJnGHGRZZu3atUHve6h47733cLs9XJ86NAkvTue68f6xat0uGRl452g3uysd5z22yynx2oFOfv1RG3/b3kFBg4v8ehdBznvhY1qMg8QwL2+9+cZFudeNBLKzsxFFkYqKi9uINJnUvPJKFQ8+eIQFCzb7YrDuu+8Qf/97Of/+dxWf/eyefsdt2NDo+7+uzkFhYd98eqYgO/PxuXC5ZGpqPOTl5V24cQgf7e3tPPTQd+nsaGdRtAvjWfZco8N0vv/1GhUGrYoup38st9XhIdUgM8vsYceOnTz55JOjsrYjhCxZo469e/fS0dlJe3efq0a3JHHCbuOH5SfxyMqNqBdBENBqR2c660AJN4Vj6QquKTsyJRdBVCFLyo3JnDquX5vshbdybNWzF9Vf+Y5VuLos0POtihodE5cHP2uPLMt43Y4RmSzlzTffRFSLhE289AJRH6HHlBCOtVEJ5I67RJYsgPApYTSdsLFq1Sq++tWvXrLzBpMP/vcBkVozUZqYIem/qbORjwrW0thRT5wpkesm30CS+dxuiV0OK+XNZTjc/lk2GzvqSYpMDurYwtThxOsS+eCDNdx9992X/U6v0+lk1bvvMD3GTnLY0LvFLRtvZEmugS0n7ejU4DztlFrVuTdTZFnmC682cLTWfwNtZ7mDE40uJifpznHk4BEFuD6lg1dOlHD8+PFRUSdIp9ORkZFGZWXtRbU/dKidgweVOosOh8Qrr1RiMKg4frzPW6OsrBun04tO1/dbv+KKKNatUzYxzGYNeXl996B77smkpcXF4cMWbrwxkXnzLm6eqK6WkCRCImsAtLe389B3v0tDXR2LY1xIbgevH6lFJQrcNCUVk17xlvrc3Gz0miq6nB5umJSMTq1iSnIUOXEmypqtmA1aloxT3LHHhUs4vV7Wr1+PRqPh4YcfVmLhRxEhkTXKWL9uHSZB4JMxsaxqafZ7zX3GDppKpeKHP/xhqBDfOYiM+H/2zjs8qjLtw/eZXtJ7IyGE0KQTmgIKqNjXspbFuvaylrW3Bdvady2rrrqrq4ggIhAFpDcJHQJCSAghIb33yfSZc74/Jm1IIAQyM4GP+7q4LnLmlHfKOe/7tN8TQHF9zxZmBkQmMPb2WVQf2UtgXDIRzVEnUXQiOR3IlWqizzsfSXRy4Jd/t9aE+UUmEDV4Akc2LnA7nz4kGmN12yQn2q1s/fJZJtzzd9T6HlSyctpBks44I6umpobVq1ejTdYg13j/4S1TyJj+0jSOrM9F7aei/7T+Xru2MkiBpo+GJUuWcOutt55xjW1zc3M5lH2I4YGjPZLSI4oin234kHpTHQBFdYUcrshi1jV/R6Xo6HiqaCzn4zXvYbQZkQtynM2pxFqllv6RPdO/61j66pLYWbWFPXv2MG7cOI9co6dYt24d9Q2N3D+iseudewCFTODrmRGUNDgRkHj65xpyqmzcNNKflPi237rV4Zr31M1R7Dqz2MHAAtAoBCL8PWfITooysuhoCD/++ONZYWQBJCUls2/fyRlZ0dFaFAoBR/P3cfhwE1dfvcVtnz/8IcbNwAJ48MEkQkPVHD1q5LrrYggLazOC5XKBZ5/t/r1XWOhsHv/Z07vMk9TU1PDXJx6npLiYSSE2ItQSr67JoqLRFTEurTfz14tdvdP8NUrunOg+z6kULpXBOrONAI0SpbxtLh4a4EQEli5ditPp5Omnn+71DqXucM7IOos4cuQIy5YtY5pSxS3xCUwPDuag0cjXZWVYJZGLAoPY2ODyJCkFgREjRxIb651i8jORwMBABGdpj583uM9Agvu0TQy1+QfZu/AfOKwm+k26nuSLbiJm2GTUfkEU7FyJJInI5Eok0cmEe99i74J3sZsMBMYNYMgV9xIUm0zG8i9alRAtjdVUHd5D3KhpPTZmye56mAYFdV8q15csXrwYh8NB6NAe1GXuJtogLcOuH+qTa/sN11O9rIYVK1Zw3XXX+WQMp8qSJUuQy+T00SZ65PwWh7nVwGqhyWrAZDN2amTtyd/ZKu/ulJyMTkghJiiOiUmT0Ks943yI1sahMbgM5d5sZEmSxMIfF9DHz8GQYO8VsguCQFyQaxkz/86oDq//tM/Ai0tdjrK3rwnj+hF+BGllDIxQkl3pSmHqH6YkIUTBneMCCPfz3JJILZeYGt3Ar5s3U1paSkxMz0Y+fUFSUhJr167FaJTQ60/sCElM1PPll2OYN6+QuDgt33xT0PqaILimr4ICEwaDHX9/995b7eusJEli5846dDo5w4admiOxsFBEo1GdFd+BpykuLuapJ5+kpqqSySE2IjUSTlFqNbAAyhpMpBfWkF5YQ0KIHxcPju7gGJPJBEL1HaPEggDDA5zIgF9//RWDwcDf/vY31Oqejyj7gnNG1hlKSUkJd9xxBwUFBTzzzDNceOGFjBs3DoPBQLZMhjMmhpkRUYwPCOTmiEgMDgeflBQTqlASrVbxZFwfdqo1rFm1ivvvv/+s8hz0FCEhIWD3fPPdwxvm42iWXc9LW0x8yqWo/YIITRyGJjCMLZ8/jSQ6qczeiSAIXPT4v3E013UJgkDsyItw2MwcWv1t6zl1IR0XHKeF3TW+kJCQnj2vBzEYDCxavAhNosarsu29CVWkEnWkirnfz+Wqq65CqTy5xqG+xmAwsHrVauI0fVHLPTPZ6lR6hseNZH/xvtZtg6KGEKjt3JHQUpPVwvjE84kLSeD77d9Q0VjGxKRJXDzksh4do1yQk6BNYtu2bb16YZ6enk7e0XzuGdRAb9IReHVFLS36GK+trOX6EX7IBIF5d0Yxf48Bf7WMP43xR3mC9MKeZHpcEyuKAlm8eDF/+ctfvHJNT5KY6HKAFBU5GTSo62fsZZdFcdllUTgcIvPnF7XKurck2ezbV8+CBcXce+/xHSuPP76Pn35yRc9eeGEQjz7a/eyAoiInffv2P+tS03qazMxMnn/uOawmA1PDbISoXF9Uo9mGAK2lJ2qFnK/ScpCA9MJa1EoZU5KjECUJk82BXqXAZHOyLa+SWpONQ2X1qBRybhvfj7hgPYIAwwKdqGQSmzdv5umnnuLvb75JQEDPNHj3Jed+YWcoTz/9NOvXryc3N5eHH36Yzz//HIPBVWxsFkU+Ki7mo2JXTxe9XM7qulpW1dVS47CTYTRS43CQ4nBQU1fH3r17fflWei1BQUE4rSakHpZxPxa5si21RZDJkcnbJitzXWVr/RZAY0UBRXvWsP69u1n//j2U7P8NgPixl5E87U9EDEhh6FUPEpIwpEfHKDUbm2dSJGvRokWYTWYCRp5ZKY49iSAI+I3yo7qqmpUrV/p6OCfNr7/+itVmJcmvY81iT3LXBfdz89hbWw25SkMFDeb6TvcdmziBa0Zez9DYEdw89lYGRg9hZcYyMksPUNNUzbLfUymsKej02NMhUe+qG0lNTe3xc/cUP/20kACVxIQIz8m2nwo6VdsSR69uM6RCdHIemRzEHeMCvGZgAYSonYwNN7J82VJMJg/1M/QiCQkJAJSWdm+OVChkTJ3auXS6n5+C3NwmNmyoxGh0r+0zmRytBhbAd9+d2v1WUgIJCX1P6dj/L2zcuJHHH38M0WxgWqi11cACWLq/2K223y6Kbn9XNFpoMNt4ffnvPLtoD2+uOMA/1h5k8d5CNmaXU95oobDWyJztuW7XHOgvMjHEwcGMDB566EGKi4s9+ya9wDkj6wylxaACV21BZ7UyuwxtufFGp7sCkMnpZIhTRCsIrFq1ynMDPYNpjdrYT6xUdboMufxuAmOT0QVHMeyah92aDAfE9kepa/Pm1BzN4NCaOUiSiCQ6yV77HeBaTPc7/w+MuulpYkde1ONjlGwuI+tMiWQZjUYW/LgATYIGZajnozfVOdVkpB4kc1kmGakHqcnrPYp+6lgVqnAVc76bc0b06XE6nSxetJgwdQRBSs+mecpkMo5U5mB1ulLcao01fLj6+EpX0wZfyr1THmJi/8kAWI95NlgdPf+s0Ml1xGj6sGzpMsxmz0fWu0tJSQnbtm3jouhGVD5KiDDZRB5cUMn5HxTx+sq2e++Nq0LRKQUUMpjcz7s98o7HpXEGTGYLK1as8PVQTpvIyEhUKiUlJd13RL7zznCmTAmjTx8tI0cGERenZebMPoSGqpg2bRO33rqTiRPXM2dOPmKz7KNWKycmps0pebwGxifCZJKoq3O2GojncEeSJObMmcPs2bMJEOxMD7MS0GEKda/vHx4T3JoKqFbIGNs3jN9yKlpTCkvqTZQ3dHx2We0dlSkTdCIXhtmoLivlgfvvJz09vUfel684Z2SdobzyyiuEhbmUyh588EH69etHUr9+6NqFv8e1C7XeGBFJYnPh+xg/f6YHh6AERtjsbNq48azwqvU0wcGuBZ7k4ZRBfWgME/78OpMf+ZDooRe4vXZkwwLspjZj2Wk1IcjaVjIKtbuMsaeQmtMFz5RI1uLFizEZTfiP8nwUqyavlrVvrufA4gx+//EABxZnsPbv62gobuj6YC/gimbpqayoPCOa26alpVFeUU6S3rNRrBbUCvd0xHpzHT/v++mkjp0+ZAZBOtdzYmSf0SRFeEatrL9+IEaTsVdGIxcvXowMmBbb5LMx/HdbI6sOmShrdPL1jkbWHXY9r9JyzZjsEg4RFuxtYm+x7xufJgXaSAq0sfinhWe8bLVcLicuLpby8u6/j/BwNT/8MIEdO6bz66+T2LlzOu+/P4KffirGbnct4qurbTz/fAZvv30IcD3L5s+fwA03xHL77fF8+umobl+3Zax9+vTp9rFnOyaTiVmzZvHVV1+RoHMyNcyGpp3jpLzBzP7iOi4cEEWQ1mV5DY4K4JZxibxw+TAemzaYv105gr6hfqjk7ubFscaGQiYwOj4Uk62j4y9CLXFxuBW53cRTTz3FwoULz9jWB/8/CxXOAlJSUigvL8dkMqHT6bjlppuYGh3Dzf6B/FpTTZBCweUhbXKmYUolC4YMpcnpxL9dQ9kUh5PtNhsbNmzgyiuv9MVb6bW0Glk2E+h7VkLaYbPgsBjRBJz4vHWFmR229Z9yI6UHfkMQZAy+/B6qctKpL8khvP+oTiXhewLJZkar050Rcv8mk4kFC35A00eNKswLUawj1UhO9wlAtItU59YQGNeDCo+ngeuzUPHtnG+55JJLenVT6R9++AE/pR8xmpNrKnq6XDniWjJK9tNoaSclXXnkpI6NDIhi1jV/x2q3olV5LlISogojRB3Ggh8WcM011/SaGlqTycSvy5cxLsJIsLpnG7efiN9LrKzNNjEsRs2lg3RY7O73n9nWLAJ0zHaLvXcYNZfENvJ5Zhk7d+5kwoQJvh7OaREdHUthYddpXQaDnYceSmf//gauuSaGN97oXAxowAB/oMxt2/btbdHJ5GQ//vWv7htXLVRWis3jjj7lc5yNFBQU8PJLL1FUVMTIQAcD/US3+sqDpXX8e9NhREkiwl/DS1cMRyYIaFWuuUSnUjAoqm2+mzYompUHS7A6XJ93v3A/RvYJRadSoFfL+XJzDqsyS9ldUMPzlw1Dr3afk/wUcHGYle11Cj755BMOZWXx9DPPoNX2joj0yXIuknUGI5fL8ff3Z8+ePVRWVzPO7iBIoWBmZBRXhHbseC8IgpuBBdBXFIkAli9d6sWRnxkEBroeGFIPpwvWl+Sw6eNH2PTxI+xb9OEJPTRhSSNa/6/Q6Bl6zcP0nXAl59/3DhPvfQubsYH0Be+Sl7aEHd/MJn+nh1JQ7JbWz6O3s3jxYgyGJq9EsQAiBkUgV7ovehVqBeEDOq858AUt0ayy0jLWrl3r6+Ecl4yMDDIzM0nSDUQQvDM96dV6Zv/hTUL1bT3MBkWffE2jTJB51MAC1/eXrB9EWXkZW7Zs6foAL7F27VpMZgsXx3q++XALudV2bv6mnE82N/DAgkqWZRi5bawf0QGue/DC/louHeyK8D80ObBVffAPw/RM6Ns72hiMDTcRqJb4+efeW2d3skRHR1NVJXYZafj3v/NYv76K6mobX3+dz7p1bU2Gc3KaWL68jJoaK48/3p8nn0zGr53S40UXHf9Z+p//5PGnP+3go49yTiraUVV1zsg6lvXr13P//fdRWVbMRWF2BvmLHQRsdubXIDZ/vpUGC/k1xlYDqzOUchkvXj6cif3CuXBAJPdPHsi0QdFM6BfO/uJ6nM0poDVGKzmVnbd9UMpgUoiDYQEO1q5bxwMP3E9BQc/XvXqS3uvOPMdJkZeXxx/+8AdqqqsZFhnFqKjuPTgEYILVxi9ZWeTk5JxrzteO1jo3R8eeKqfD0a2/4LC4CsQrsrZTtPc84kdf0um+A6bfRkBUP+yWJqKHTkapcU8PrCs61O4view1c4gcOBZtYM82vZWcVvyD/Hv0nJ7AaDQy/4f5rshNhHeibsHxQVwy+2IqMitQqBU4rA6ih0UREN27Pi9NvCua9c0333DxxRf3ymjWDz/8gFquJkHn3f41cpmcpy57gW+xnQAAIABJREFUgT35O/HT+DOyzxi31w3mRkRJJFDnu3TZGE0cfkp/5s2bx+TJkz3SO6w7SJLELz+n0sfPQVJAzz4jT8SBUmtr7yuAnQVm5u0xUNboiqSdn6hpbUbcN0TJb4/FYnFIaJUyShoczNttIFQv4/ax3hW9aI9CBlOiGlm+bTuVlZVERER0fVAvJSIiAotFxGQC/QlKpKxW5zF/i6xaVU5qagnLl5fjcEhER2tYtWoyTz89kD//OZHU1BKiojRceWXn65o1ayqYPduV7bFpUxUxMVo3uffOqKmR0Ok0Z1zPR09gs9n49NNPSU1NJUwN54fZ0B1nWogJbHMkKWQCEf4dHRbVTRY2ZJdzsLQeg8WOQiYgAtMGRuGnacsqiW53LrlMIDLg+M4PQYDzAkRCVXa2lxRx/3338cyzz3LxxRd3/w37gHORrDOcxx9/nPLycuwOB5+WFFNo6X7UZazDiVIQWLx4sQdGeOaib54xJGfPLiCUWvfFd9aKrzHVVXa6ryAIhPUfRWPZUfb99E+qctyLQMOSRrofIEk0VnjA0+Ow4+/f+yelxYsX02Rown+098ZqN9sxlDUSlhRK/6lJDLpsIIGxJxf1M1QY2PxRGqtfXcOhFYdw2jyXctUazSor65W1WYWFhaSlpdFX1x+FzPsGoE6lZ/KAqYyKT3EzYNJyNjHr5+eY/fPzrM30nUiQIMhI0g0kKyuL/fv3+2wcLRw6dIicI7lMjWn0qmx7SryagObG4oLg+rctv23eS93vXhsmCAJapQyrQ+KWb8r5LK2B11fV8dpK34rTXBjdhCRJLF++3KfjOF1axJAaGk6civnAA/0YMsQ1911+eRQyGfz5z7v5+eey1gbFZWUWtm519TULDVVxzz2JxzWwAIqK3GvJi4u7ri1vaBAJCfFd38TeQklJCY88/DCpqakM9HMy7QQGFsAlg2O4dEgMwToVscE6LA4nqzNL+HBdJr8eKMZqd/DPtZlsyC6n0mDBbHdisDowWh0s3V9MaX3bdzN1YBQ3jE5gQr9wHpoykOjArmvLozQSl4Zb8cfC66+/zvvvv4/V6vsay644Z2Sd4RwbOv2uvIwau71b59ABKTY7a1avpra296ii+RqNRuNKWerhSFby1FvcN0gShsrjG0bZa+ZQ8vtGavMz2PfTB1gNbQ1UQ/ueR+TgiW77N5aeXD1JdxBEOzqdd0Q2TpWmpiZXFCtejSrcO1Esp83J2r+vZ8un21jz+jqObMjt+qB2pP1rK8V7SqjJrWXv/N/Z8N4mJNFzBb6t0axvv+l1SoM//PADMkFGkn5g1zv3MEvSf+S5hU/wwep3qDfVUdlYgam58fCv+39pTUNacWCpTwuwE3T9UCs0zJs3z2djaGHp0qWo5TAx0juy7UabyMeb6pm/p4lvbo1gWrIWSYI5u5pon607OKrze7+qyUFxfdtv3tciGOFaJ0NDLCxb+kuvuxe7Q4uRVV9/4vsiIkLD2rUXUlBwBV99lcK+fR2FgRQKgQEDTt5BdtVV0fTpo20+v5obbui6jrOhQSI4uGczPc40NmzYwL333EN+3hEmhdoZFeRE1oWj5GhNE+sOlVFnslFQY+SDtQdJ3VfE4YpGlh0oZlNOBfWm46+VnO3mNUEQmD4omjsmJDEk5uSzA3RymBpmZ7C/k6VLl/LgAw9QWFh40sf7gnNG1hlMY2MjOq0WZTtFwdSaah7NyT7pczQ5nayoqSG4phaHw8GiRYs8MdQzEkEQmpsV9uyiSq0PIDCmrYGiTKEkKPb4aZqWxprW/4tOO1aTe/5yzDGKhGo/T3jppF5TbH88lixZgrHJ6LVaLICG0kbqC9v6KhXuKDruvpWHKjm6JR+7uc0JYqp197xWZVdhrvecmmVLNKu8rJzVq1d77DrdpaamhlWrVhGv7YdG7t26mdzKHDZlr8fqsFBQc5SP1rzHm8tn8+rPL5FbmYPD2fZ9KWUKn6bpKWQK+mmT2b59O3l5eT4bh9lsZt3atYyPaEKn8I7R+cTiKj7YWM9naQ28tKyGwro2w8TuhBtG6Hl0SiBvXNm5mJBOJaBWtH134xM80+S6O0yNMVBdU8uuXbt8PZRTpiXjw2w+ud+BUular0ybFoFS6fo+VCoZV18dzZw54xg06OQb0EZEaHjllSEMHx5ISkowen3Xc5TZLPy/TRW0Wq188MEHvPLKK+hEMzPCrcRpT+57m7/rqJuhdKyIjMMpERvk7ohtMdzOiw6kT0j35fY7QybAiEAnU0LtlBblc9+99/bKzIwWvJaTYbfbefHFFykpKcFms/HQQw/Rv39/nn/+eVdRb3Iys2fPRiaT8cknn7Bx40YUCgUvvvgiw4cPp6Cg4LT3PduYO3cumVlZ2I+Rgc0xm7GJIqou3rNNFLk/O4uc5t4rk+1WlixaxMyZM1sfnOfwDGNvn8WhNXNw2qz0v/BG1H7H9+YkTLiSuqJDiA474cmj8Y9wl56NGJhC0pQbqTqSTlDcAPqMPjNylXsSl6LgAlctlpeiWAB+4XpUehU2o8uDF9y3cwP38Noc9sxxpXqqA9Vc9fYVqPQqhlw9mH3zf2/dTxeiRe3v2cVfSzTru7nfMWPGjF5hPC9cuBCnw8mA0MFeu6ZTdFLRWN4asWqhzuSK5lsdFlYcWIqtXbqwzWlDlERkzaIcewt2s3D3fCQkbho7k1HxKR4fd5LfAHKMh5g/fz4vvfSSx6/XGVu3bsVitXK+l6JYAL+XtH0PWRV2rh6q50i1ywCODZTz1tVhbjVWdqdEbrWd3Gobs1fUYrJKbrVcWpXv1wQjQs3olS4BkYkTJ3Z9QC9E09wa5mQzt774Io+33jqE3S4SFKTkttviuemmPiQldd/wqa218cgje7FYRPbvb0AuF/jiizEnPMZqbRvz/ydKSkqYPWsWOUeOMNDPyYjArqNX7TlRBD9Yp2JCv3CmDoxi1i97MTanvbfYZFnljVQ3WQjz67nPPUYrcanKyrZakTfeeIN9+/bx2GOPoVb73nnSHq8ZWb/88gtBQUG899571NXVcd111zFo0CCeeOIJxo8fz6xZs1i3bh0xMTHs3LmThQsXUlZWxqOPPsqiRYt46623TmvfSy7pXFjgTMVkMjF79my3psQtXBAQ2KWBBVBotbQaWAB5ZWX0i4tjyZIl3HbbbT063jObnvXUiqKTvQv/QU3e78iVamJHXoQu+PiFz+FJI5nyl39hMzXiFx7Xqepa/yk30H/KDT06zmPpzX0qli5disFgIOyinpXa7wqVXsW0F6aSuzEXXaiOQTM6T3Ur3NkW4bI2WNn+n51MeWISgy8fRMzwaI6szwUBBlyS3EGpsKcRBAG/ETpK15WyadMmpk2b5tHrdYXRaOTn1J+J0fZBr/COh9nhtPPZho/IqzqCRqlhWNxIMkszCPMLo7KxAqn5ng/WuzffFiURh9OBSqEiuyyTb7f+t/W1+Tu+Y2SfMR6PdKlkahK0/Vi3dh333XefT0QT1q1bR7BGYmCQ91LuLhus47tdrvluWrKWd64JJSlUSb3Zyd0T3EUsrA6J274rZ3ehFYHOn+CR/r53LihkkBLWxJa0zVgsljNy8d+yqLXZup4fKiosvPZaJi1TSV2dnbS0Gl544dScKw0NdiyWNidzeXnXNek2G71uIe5p0tLS+Pvf38BptTA51E7sSUav2nNzSiJfb8mhyWpvNZ4EAe6blMygqCA0SjmSJGHppMGwKEk0mu09amRBW/rggUY5y5Yt41BWFq+/8QYxMTE9ep3TwWtG1mWXXcaMGTNa/5bL5Rw8eJBx48YBMGXKFLZs2UJiYiKTJk1CEARiYmJwOp3U1tae9r5nm5GVmppKfX2927Z+ag13RkdzSbBrYWARnRw1W4hVqwnoREksSqVGJQjYmp94JRYLZWlpNNTXc/311/f6GhxPY7VacTodKOQ9GxlpLMujJs8VvXDarWQs/TeDL72LiIFtXnDRYefotqVYjfXEp8zALyz2hNEujyNT9NqG1Varlfk/zEcdrUYd6f0+XsHxQaTccWLvaUB0AFWHqlr/bqpoc44ExgYy5vbRHhtfZ2j6alAGKZnz3RymTp3q0xS4ZcuWYTKbGB/uvShWbtUR8qpctYsWuwWVXMU/bv4EgD35u0jL2UiYXzjXj74ZlVzFliO/ATA5+SJUCtdvbGP2OrdzetMJkew3iDzTYX766Scefvhhr10XwGAwsHPHdqZFGbrlCT9dXr08hEn9tNgcEjMG61DKBR6/yP2ZaHWIfLGlkf2lVnYXugzA9t+KSg79w5VIEtSanFgdklsKoS+YEGlkU5kf27ZtY+rUqT4dy6nQ8rs/1WShrh49hYUmTCZHp2mEiYl6rrsuhiVLSlGrZTzySP9OztDxer3ZYdiTiKLI//73P+bMmUOIGs4Pt+F3iqv+AZEBvH39GCx2Jwv35FNpsHBBUgQj+4RS1mBmTWYJB8vqcXby0cYGaYkJ1LH8QDFNFjsXDYwiMqBn2l60pA+Gq0R25Odx7z33MPuVVxg/fnyPnP908ZqR1ZJ+1tTUxGOPPcYTTzzBO++80zq56/V6DAYDTU1NBAUFuR1nMBiQJOm09j2bMJlMzJ0zBznQkpU+TK/ny4GDUTS/70aHg3uys8i3WAhWKPhy4CD6atx/1Eurq7Af87ARJYkDGRksXLiQO++80wvvpvfS2OiqfRKUPet9UesDEWRyJNHl8bE0VLN34T8Yd8dsguMHAXBo9bcUpbv6GVVk7WDyIx+hUPnOyykpNNTXdyxU7g2sXLmSuto6Qi8P6XpnL1ORVYmhrJHBVwykPKMcY5UrvSphYkLrPqX7y8hYnIHKT8XYu1LQh3k+VbclmnV001G2bt3KBRdc0PVBHsDhcPDjgh8JV0cSrPJeFDJAG4ggCK2LrSBdW5rnmL5jGdN3bOvfN46dySXnXY7D6SDMv61fT/tjAK4d/UevGas6hZ5YTTy//PwLd9xxh1drTH777TfsDicTIr3rdBEEgUsHde74W5rRxH+2NlJnFt3ELVrQKkCjlPG3y0L4++paaowiWRUNVDeJvH6cGi5vMSjISpBGYt26dWekkWVvFtpSnISxGhnpqqF6881D2GwiERHq4zYlBvjuuwKef/4AkgR33JHA228P67DPp5+O5q9/HUBQkJKwsK4jVApF25jPZkwmE6+/9hpbt20jUeckJdhJT3Qs0Cjl3D6hrcWGxe7kn2sPYrQeX7ylotHCP9YepKRZYXBfcS2vXj0KlaLnUnZjtBKXKK1sqZV47rnneOCBB7jlllt83urCqzq5ZWVlPPLII8ycOZOrr76a9957r/U1o9FIQEAAfn5+GI1Gt+3+/v5uNVWnsu/ZRGpqKgVFRVjbKRL1bzagvikvo8hiIVShJL9Zzr3O4WBpdTWXh4ayoLKSUKWSsf7+/LO48yJ9GfDjDz9w4403/r+OZjU0uIwKQdGzxo02KIIR1z/OoTXfYWloiW64FAZbjKz2Muw2YwNWQy2KUN+FwAWFhvqG3qc86XQ6+X7e96giVKhjvBvFMtaYsNSbCe4bjEzecbLY9vl28re6vkeVXsXkJy6gKruakH4hRA+NAsBusZP28ZZW6fadX+9m6rMXemX82iQtTekm5s6d6zMja/369VTXVDMx1DvvuYXowBhunXAX23O3EBkQxYyhV55w/wBtIJuy11PeUEpK3/EkRw7kmpE34BRF6kw1TBkwlWFxI094jp4m2W8wxVUF/PLLL8ycOdNr1922bRuhWolEf+/1xjoRZY0OnlxSjeMECuKf3RTBRck6cqvt1Bjbdsws9/17kAkwJrSJtJ07sNvtKJXKrg/qRbTIaJ9s27377uvHfff1O6l9//3v3NbUwjlzCnj++YEEBXV8zvfvf/JOBqXS1R/qbKayspLnnn2Wo/lHGRPkoL++Y3PhnqLBbDuhgQXgEKVWA8t1jJ2s8nrignSE9mAKoZ8CpofZ2FEn5/PPP6eoqIgnn3zSpz0hvVb5WV1dzd13380zzzzDH//4RwCGDBnCjh07AJd3LCUlhdGjR5OWloYoipSWliKKIiEhIae979lCU1MT8+bOZaBSSft7Jlqt5r9lpXxaUswvNdXMqyx3Oy5YoeShw9mkVlfxVVkpnxYXdzi3n0xGiELBo4n9aDKZ/t8rDZaXuz5DQd3zXuLIQeMYdeOTyJUuz5tCoyes34jW16PbKQYGxiajDY7s8TF0B0Gtp7a2ttd5ALdt20ZFeQV+w3Re9ViV7C1h2TPLWf3qWhY9tISN729yUwW0GW2tBlbL3+ve3MD+nw6QuyG3NYLisDrdemNZGrvf5+5UEWQCuvO0ZGZmcujQoa4P6GEkSWLhjwsJUAYSpfa+AyGl73j+Mv1Jbhw7szUF8HhsPLSWn/f+xI68rXyx8V9UGSrRqrTMnHAHj0z7q9cNLIBgVQjh6kgWL16M0+m5/mrtcTgcpO/ZzdAgo1d7Y52IBrN4QgNLBqQXW2kwO0kIUTAqri3aUdJg58/fV1De6FsJ9aHBFqxWGwcPHvTpOE6FlrYvQUE9/4OIi3PPvrn//j04TvRlnwSBgRI1NdWndY7eTH5+Pg89+CBFhflMCbWT7NdzBlat0conG7L4+6/7SS90qR6H+WnQnkId8Re/HWb20t9bz9NTKGRwfoiTIf5Oli9fzksvvYjlFPrH9hReM7I+//xzGhsb+eyzz7j99tu5/fbbeeKJJ/jXv/7FzTffjN1uZ8aMGQwdOpSUlBRuvvlmHn30UWbNmgXAc889d1r7ni0sWLAAg9HIHSo1s/omMt4/gNsio7gtMopcc5unwCpJ/DE8gvH+AdwdFc2kwEDq20W+MkxtEUCdTMbfEvqyYdQYVo0Yxa3BIZzncDL/++9bozn/Hzl69CgAgs4zjQsDohKZeN87jLj+cc6/7x10IVGtryWMvYxxd77KyD8+ydjb/oZM5tsibUEfguh0UlR0fIlyX7Bo8SIUfgo0Cd5NpTy85ghi82TvsDgo219O+vd7W18XZELHia3ZI1u0qxhTjete1QZqGHCpS75fppQx7Lrjp854At0ALTKlzCeNyLOysjicc5hEXbLPUzq6orS+pPX/DtFBlaHCh6Npo59+AFVVVWzbts0r1zt8+DBGk5nzgn23aLE6JHYVWiiudzl8BkYo+cMw9xTbgREKbkvxo0+wHBH4128N3PxNOZIE398RyTvXhCIXoMIgsvGImVdW+DZKPyjYgkyAPXv2+HQcp0JNjWuRHBR0estJUZTYvbuOnJy2ZtIffTSSiIg2ozgtrYbMzMbODj9pgoNlZ62RlZuby6N/+QvGhlqmhdqI1vRs7dmC3flkljVQUm/iv2k5ZJTUIZcJ3HNBcqvwjEYhJ8JfheYkDC9RktiYXd7lft1FEGB4oJMxQQ62b9/Bs888g9nsudYoJ8JrMbSXX36Zl19+ucP2uXPndtj26KOP8uijj7ptS0xMPO19z3QqKytZMH8+oxwO8mrraHA4eLlvX6JUrofQ5SGhbKqvby30/a2ujm+HDCFMqcIhSYzy82Nvk+sB1v7WuyUikmvCwt2udYXNzvtmM9988w2PP/64F95d7yM/Px+51h+hCy/36aAPiULfzrgCl4e/7OAW7KZGoodNQa70vpjDsch0rnqn/Px8+vU7uVQPT5Ofn0/6nnQCUvwRvFmBj0u6/VisTW0pKEqtkvH3j2fPd+nI5DL8IvTU5LoWckqdEpW+7Tsdc9toBl8xCIVa4bbdG8hUMrT9Naxbv46HH37YrcbV0yxevBilXEm8LtFr1zxVRvYZTXrBLkRJJMwvnL5hSV0f5AWiNbHolHoWL1rMpEmTPH693bt3AzDER0aWzSlx25xydhdZUcnh3zdFMG2Ajg+vD2fTETP1ZpfjI7vSwcK7g9lXYqMIZ/M2O2WNDuKDlYxL0LgV6NebvRMJPB46hUS/ABu7du7knnvu8elYuktZWRkyGQQHn94z+IEH9rB8eTmCAO++O4xbb00gOlrL5ZdH8e23rqwAjUZGRMTpOdRCQwWqq2uxWq1nlcpgQUEBf33iCRzmJqaFWvH3QNZpo9k9zXL5gWKGxgYzJCaI164ZxcfrsyhrMGMxuN9PaoUM63EikBaHk8MVDQyIDOzx8Sb7iShlDnbs388LLzzPO++86/Xv3PeNIs5x0nzyySeIDgdicSlP5ebwYXERd2VltUaopgWHcG07Y6nSYWdjswKhQhD4JHkg/0xKZlZCX+TNyYYCkOLfsWYtSpKYaHeQmprKkSNHPP/meiFZWYeQtN4XU8he+x0HUj/h0Oo5bP/vC4hO36aygCuaJ8jkZGeffKNrT5OamoogF9AN7BmVou4w8pYRJE/vjzqg7YGtCXSf/BMv6MsfP7+e6z+9lgufmkK/CxOJHRXDhU9NQal1nwF1ITqvG1gt6IfocNgdLF++3GvXrKurY8OGDcRrElHKen8Nyva8rYiSa5EQ5heOTtU7alVlgoxEbX/2pO8hPz/f49fbm55OvL8Df9XppWydKhmlVnYXuWqAbE6Y9WsNT6VWkVttY0LftvsvOkDO8LeL3GquwvQywvRytudbsDkkZo5xpYH7qQQeu9CHyq3NnBdkJjs7u9equB6PnJwcYmMVrY2FT4WyMjPLl7siGpIE//tfW6r1yy8P5q67Erj44gi+/jqFqKjTM7ISEuSIotiaqXI2UFNTwzNPP43NZOAiDxlYAJcMcU/r1qvb4jTFdSbKGjqPFl0xNI6pA6Po7BdSXGfio3VZHCip68mhttJXJzIu2MHevft46623EEXvPrvOGVlnCFu2bGHTpk1cbLWRXt+W2lDjsLulCY48RmWq0WFnZmYGf8rMIMNoZHJQEFeHhfP5wIHcHx3Dp8kDGXscYZDLbXZ0ksS777yDw+H7hb43qayspKSkGHlQnFeuZzM3ITXf/KUH0lq3mxuqaCzP98oYToQgkyMLiGJXsyfb15jNZlasXIEmUYNc6/1USqVWScqdYwiI8m/dVrC1AGNNxwWSJElkLs2iMqsShVpBcILvF3TtUQYrUceoWZK6xGsT0Nq1a3E4HCTqk71yvVPlYMkB3lr+CgdL9rduy6k87MMRdaSvLgmZIGPlypUev1Zubg6Jfr5LFYwOVLhJrpc0OFn8u5Hbv6vgbzOCefnSYB6ZHEhZo3szVHA1J370pyr+9G05l/27lKHRanY+FceOp/pwfqL3HTXH0jfAhihJXjGWe5KcnGwSEk4vimW1imjbPccTE9ucGHq9gjffHMbdd/fllVcyueyyzRw4cOplDH37uq6Tk5Nz6gPuRTgcDmbNmkVNdRWTQ2wEeNBnFaRVMTw2CL1aTnyInhvH9G19LVSvRtZJ2rdcJjBtUBTb86qO23FUAn7eV4goekZaP1EvMiLQwYYNG/j+++89co3jcc7IOgOoq6vj3bffJkaCi+wOjMcshNr3fEjSuntYvy0vJ8ds5ojZzIt5ua3bR/r5c19M7HENLAAdcK3ZSvbhw2dl+uWJaMmNlwXFevQ6ougk/Yd32PCPe/ntk8cw1ZajULmHs6WTiGRJkkRt/kHqSzw3cQiBseQeOdKhP5sv2LlzJxazBf0A3y6O5O08eYJcQK7s+EgtSS/l0IpsmiqNFGwv5NCKbPb/dIC0f22hZF8p4BK8KN1fhqnON3njumQNVZVVZGVleeV6q1atIlgVSoCy51NEegqn6OTbrf+lorG8tTkxQHLEAB+OqiNquYYIdRSrV632qJFcV1dHQ2MTsXrfid9EByj4zy0RzBikw1/dtqAra3RywYclLNzXxI0j/TqVqpbLBNbnuO4vCZi/x0C4nwKdqncsg2J1rs/1TIqwFBUVUVNTR3LyqTu6TCYnN9+8HXNzyubw4YG8++5wt31EUeKBB9I5fLiJ/fsbeOKJfad8vYgIgYAAOfv2nfo5ehP/+9//yMjIYGyQnRCV5/p/5VUZ+Ofag+wvqcdsE7k5pa9br6uoQC03jUnocNwFSeHIZTKcXfQmK20wszPfc7Vyg/xE4rVOvvrqKw4cOOCx6xxL73i6nOO4OJ1OXnv1VYwGAzPNFhRAzDGLcAGBpdXV/K+slFKru5exfR8sk9j9vPNRTiejHA6+/eYb0tPTT+k9nIns2LEDmVqHoPdsD5Wa3N+pOuISTLA0VrP9fy/Td+I1rR0aVX7BWI0nNmokSWLnt7PZNfd1dvzvbxzZtNAjY5UHu6J6u3bt8sj5u8PGjRtRaBWoonxbr5Zyx2jC+ofiF6Fn/L3j0AR0TGWxW9wXpeUHyjn4SyZFu4pJ+2gLFVmV/PriSja9/xu/vrCChpLTK+w+FTQJGgSZwKZNmzx+rfz8fHJycuij7Tgh+5IGcwMfr32f2anPsz5rNU7Rid3Rlm6mV/tz3egbuXvygz4cZefEaxOpqa3x6MKxZfHvSyMLYHKSls9vjuDhSR0jwtmVdpYfNHL/BR2dhwEagSBt25InMVSJU5SoanLg9JAHvTuEax0o5ZxRkawWwZVRo06uvF8UJSorLW4KgYWFRoqK2pxLWq2c4GAVVVVWbDbXfk6nhMnUtn5panKweXM1H3xwmL17u5dmJpMJjBwpY8eO7V5T5fQU2dnZzJs3j0SdkwSdZ7MQciobWyPDoiTx+W+Hya9potFsY9XBErYcqeT8fhEMimpznE1IDOOmFFfNrU7p/hu54rxY+of7u22zOjz3fQgCjA12olfAW2++2dp6wNOcM7J6OV988QXpe/dyncVKdLPBdFdUNBHNvTQuCQ5hR2MDrxUc5bPSEv5ZVMjFwS41vHClkvujY1AIAnIEnuwTT7nNym/19dR0Q4r7j1Y7YZLEK7NmUVpa2vNvspdhMplI27IFISTR46pnCrV75NFubiJ300JG3/w8MoUKW1Mdvy/6kNIDm497jiObFlJf3JbCVLR3nUfGKvhHItf4sXadZ85/sliO3TfLAAAgAElEQVStVrZu3YoqQeV1wYtj8Y/055JZF3P1+1eReEFfyg9W8NsHm9k9Z0+rcRU/tg8RgyMACIj2R+XX5iQRnSKFOwuxNroe+HaTnaJd3ldwlKlkqGNVrN+w3i0y7gnWrl2LgECcD42sotoCvt78OfN3zCGv6ggHS/bz5aZPyKs6QoO5nl/2LabGWM3VI69DQEApV/Kncbdx4cDpXcq9+4IoTSxKuZLVq1d77BoFBa46mRgfG1ktPDgpkKX3R/OXye7RUH+NjGenh/DaFe6qsKUNTt6+OpSrh+q5a5w/T08P4oovShj3j2Iu/rTE5+IXMgGidY4zzMjaSlycgoiIrpeSRqODa67ZwsiRa7nook1UVLgcwvHxehIS2ubBlJQgrrhiMyNGrGH8+HUcPmxAqZQxe/ZgZDKX+MUNN8Ryyy3bee+9w1x33TYOHuyeY2rUKAUGQxMZGRnde8O9CEmS+Pjjj1HLJEYFef63OyAywK2mymCxM2fbEd5dncHPvxfx/c48Xvv1d2qNrrlM1Sx28eVvhzlYWs/wOPf7cVVWKXFBOqICXdGwvqF6xie6C7D1NEoZjAm0UVJa6jVFXd916DpHl6SmprJgwQIm2R2Mb2fhJ2q1/DJsBGbRiZ9cwb2H2lJ8yu12PoqO5aWEvmhlcuSCwC2RUTgkkf1NRm7KOIBZkghRKPh28JBWZcIToQHuNln4WBB47tln+fSzz866Bs/tSUtLw26zofJCWlBw/CDCk0dTldMWJbSZGjE3VCK286LnbfsFp81C3KjpCDL3Ca2+yF2MQuPvmeibIAgIYf3ZuXMn9fX1XlWia8+uXbuwWCyE9vW+KAmAucGCXClDpVN12P7bB5tb+15JosTYu1KQq+RMf2EqNqMNpU5JRWYlZfvLEB0i2mAtkUOjOLKuLZU3IMY395YmUUPVb1VkZ2czaNAgj10nbXMaYeoINHLfpHo6nHY+3/AxRpurjcWOvK2d7md32Jg2+FIu6D8FuUyOQu5e7NBkbWLOlv9S3lDKuH7nc9WIaz0+9uOhkCmIUsWwdctWRFFEJut5/2l5eTlKOQSreo/3f2i0miFRKgxWkU1HzIxL0HDLaJd3/PaxgZQ0OPhiiwFwCWVsOmLm4xtcC7nP0+o5XOlKxc6vdfDqilo+uN6zi7yuiNTYKCvt2MOyN1JWVsbevfu4/vqTKwL6+edS0tNdWRl5eUbmzCngmWcGotPJ+eabFO6+ezfV1Ta++aYAo9H1G6uosPLZZ7l8+OFI7r23HzNnxiOXC3zwQU5rk2KbTWT37lrOO+/kn5sjRijQaFx1jCNGjOj6gF7I7t27ycjIYEyQA29kvIb5aZDJBLeob73ZhsXeFkGrbmqLDtkcInuLXPoBB0rq0KrkRAdqKGtwGddOUWJjTgUqucAT04cwINI78160RiJaIzL3u++49tpr0Wo9Ow+di2T1UjZu3MiHH37IYKeTa2wdPYdyQcDoFFlfV8sQfZucdLxaTaxajZ9cgbw5CmN0OrkrK4vHjxzG3PxkqnU42NKNHljhksRdJgulxcU8/+yzPus54A1Wr16NXBuALCCq6517gOHXPYbav81g0IfFEtZvBIKszQdirCwic8VXZK+bi7WpngM/f0b6gnepL8khNKktf12u1jLyhic8NlZ5xABEp5MNGzZ47BpdsXnzZuRqOeoY70cU9v90gNRHf2bJX36mcKd7xMlSb3ZrLNxU2eT2ukqvQhAEIgaFow12PdjNdWYq9pcz4YHxJEyMZ+xdY4gf18fzb6QTtPGulMHNm48fNT1dampqOJp/lAi1d+6tzjDbza0G1vHQqfTEh/YFQK3UdDCwAFZn/MrhikM0WhpZm7mSvCrfqrBGqKNpaGwgLy/PI+c3mUxoFfSaJsQtyASBVy4PZcOjcbxzTVhrv55ak5PlB93nqaB24gomm3vENqvCXZ7aF2gVIhaz74RFusOyZcsQBImpU0/uORwU5H4PBQe3/T13biFHj5owGBytBlbbfm3n1+kUqNVyJk8Oo8WPoNHImDChe45FnU7g/PPlrF+/lqampq4P6IUsWLAAnUKgn947YkV7i2o6pNW2N7BOhASYbM5WA6s9NqfEviLv9qk7z99Jk9HoFbGgc5GsXsj27dt5/bXXSHCK3GGx0VlJ6RGTibsOZWKVJDQyGY/FxqGUyZgRHIL6GC/m0ppqCqwdf9yJmjYLfmN9He8VFqAUZLySmMhIP/8O+yeJIreaLczJyuKlF1/krbffPqv6TAAUFxeza9cuFPEpXmuQKleoCE0cRkXWdjRB4Yy+5Xl0gWGo/YKwNLoXgtYVZWOq+aK1jqu++DAXPv4Z+pBoLI01RA2ZiNrPcxEmQR+K3D+cJUtSufbaa33SRPZAxgGUUQqvpwrazXYO/pIJgOgQObDogJtBFBgXSFhyGNU51cjkMpKn98dutrPjPzspz6xAE6Ah4fwE+k6Mx1jVtsjP3ZRH+cEKJjwwnvDkMK++p/bINDKUoUoyDnouhaalrtOXRpa/JoCIgCgqG92bYCpkCkL9wtEo1dw87vYTniOnIpvs8ky3bXanb9PowjWuz3TPnj3079+/x89vNptRy31fu9QVpQ0OtEqBxb83UVzfJho0JFLJw+1SC28b68/nWxpoWSf6qWU0WUX81L7zPatlEmZL7zeyrFYry5cvZeRIBWFhJ/d5XXFFNI88ksSaNRWkpARz5519252v88X64MH+/PWvHRVIL7ggjNTUC9i7t45Jk8IYOLDjeqUrpk9XsX69kRUrVnDjjTd2+3hfUl1dze7duxns5+hU5MUTNJhO3gkRqFUSoFFSWm9y60d3PI5WG05jZN0nTC0RrIIVv/7Kdddd59FrnYtk9TLS09P528svE+Vwcq/ZwvF8RC8ezcXaHJWyiCJmUeSWiEj85HI+KCrkocOH+KW6CoBAubst3XJPvpB3hHcK8im1Wph1NI9Ku50Sm5XXT5ATPtwpcrPVxp70dGbPmoW9G7VdZwKpqakIggxF9Hleu2Z51nZK92/CabdirCqmPMMl4R4xMKXDvuH9R2NuqGr9225uwmE1EzloHAnjLveogQWulEFZ9FAKCvLZu3evR6/VGUajkZLiEpRh3u+tJFPIUGja7iW1v8vBUHagnA3vbuTXF1ZSnVONIBcYc8co7CY7S/6SStHuYuwmO4ZyAxmLM9j7w++EJLblp0uiRFNlEzu/9r2giDJMweHswx5TqUtPT0clVxOkDO56Zw9itrlL7af0Hc+DUx/jhStn89dLnyfmBKqiBTVH+XT9B1S0M9LGJIxjQKTnUixPBp1cR4AqsLVhcE9jsVjQyH3TH6s9VofIikwj2/M7GiNvrKrlgg+LGf+PIgpq3VVZ754Y6GZAhfvJmZDYJlSzp8jKQz9Wem7gJ4FaLmKxeKcg/3RITU2lrq6Bq67qXjbBSy8NZuPGi3j//REo2ymxPvpof/r1c2XkTJoUyo03xvLyy4NZs2YKAcfRJE9JCea++/oxePCppZklJckZMkTB999/h+UMMGzbs2XLFiRJIkHnvdTdITHBrWtHhUxArejcfBjdJ4ToQB19QvS8cPlwHpoyAH/NiedrX7hu4jUOsg8fpqqqquudT4NzkaxexIEDB3j+uecIsdu5z2TmeJmiX5aWcPSYh0KW0cjfjuaxvq4WW7PxtdtgIEmr5ZqwMHItJvY0NlJqs2FqXkDVOhz8VF3Fr7U1ONotqhzSiSfSsQ4ndmws2r6d119/nVmzZqFQnPk/JZPJxPLlvyILS0JQ67s+4DRxOmzsX/wxVbm/u21vaT486NI7Ce4zEEtTHYIkoA0KJ2JgCpqAEA4u/xIkiZhhU1DrvSuDLQ9Pxpm/nUWLFjF69GivXvvwYZfAh8oHRpZcKWfyYxfw+8L9KLUqxt41Bkujhc0fpbmlCUpOiYyfMzHXdp5SW3OkhqvevYKjW/NJ/24vUnMKhujw/QJWGaakPquB0tJS4uJ6vkdc5sFMQhShCIJv/XsxQXGtkajIgCiuH3MTTZYmRElE1sXYcivd2yRolFqmDJzKL/sWERUYw/h+53ts3F0RogjjUNYhj5zbbDajEnxbjyVKErfOqWBPc0Piv0wO5KlpLoO9wezkq+0uAQS7CNvzzdwzIYAtR81ckKjluuF6PtxYx9fbG+kTrOT56UFsznWfR3cW+HaxrZZLOJxO7HY7SmXvbNJtMpn4/vvvGDZMwZAhPTPv9+mjIy1tKjabiEolQxQl8vKMGAwOAgM99zncdJOKV15pYPHixcycOdNj1+lp9uzZg14pEODFZVdSuD/PXTaMo9UGgnQqftydj81pI1inwuYQabI6CNIo2V9Sh6N5TrM7JUrqTRgsHZ3x6mZhDJkA0wZGe++NNBOlkfi90fVZXnbZZR67zpm/Mj5LyMnJ4blnniHAZuMBkxm/4+x3xGziP2UdFf7SGjuvr6qw2ThP78fTfRL4qqyUz0tLOuxjEkUuCQ7mt/oGlDKBZ+O7Vv06v9nQ+mXTJt577z2ee+45jxRbe5Nly5ZhMhlRDxjmleuV7NtA5WF3r3NgbH/ix7pueEEQiBoyscNxcSOnEpIwBIfVREBUolfG2h5BrkAWOZgtW7ZQVFREnz7eqyHKznaJfPgikgUQNTQKdYCa+qIG5Co5VoPNzcBqwWE5fm+zuNGxKLVKBkxPRq6Qs2dOOnKVnJTbvWuwdkaL8Xro0KEeN7JEUaSktIQEdVKPnre71BlrGRY3gkBtIGqlhv7hycxOfQG704ZKoeaWcbczOqFjFLmFgVFDgDZlKovdzEdr3kNsdk45nA4uSJ7i6bfRKX6KAPIbczEYDPj7dz+F6kSo1Wpskvcbf7enrNHZamABfLq5gfxaO7MvD8VfLeCnEmhqrrUK91Pw8oy2WtdDFTY+2uSaJzPLbczdbUAu4JbOFBvo2yWR1Skgl8uQy337OZ+IefPm0dBg4KabdF3v3E1UKhkOh8idd+5iw4Yq/P0VzJ07jrFj277H4mIz27fXMHRoAIMGnZ5YwqBBCkaMUDBv3lwuv/xygoN9G2E/WQ5lZRKqcHi9PjI+RE98iJ5PNmRR15w+WGe0ccmQGH4vrsVocbQaWADpBdXHTRccEx/ClAHR6FVyQv06tj7xNIFKCaVMIDs7+5yRdbZTVlbGs08/jcpi4QGThYATxE67o66cpNEwIaAtypFhPH6BZ7xay+ZRSd2qsbnQ4cQi2Fm5ciVhYWHcd999Jz+4Xobdbmf+Dz8gD4rxmuDFsVLZg2bchUyuJPe3n4gaMpHgPgPdXq8vPkzZwa34hcUSN/pin9RDtaCIHY6zdD/z58/n2Wef9dp1c3JyUPopkWt9swgpzyhn4z9+Q3JKqPxUXPT0FJQ6JXaTy1PnH+1PQJQ/Sp2K/C35gKtJ8bDrz0MXokeulNMnpc14SbqwH/0mJ/pcir4FRbACQS6Qk5PDxRdf3KPnrq6uxm6346fv2cV/d6gz1vL+yr9jtBmRCTI0Sg1bcn5DlFyGss1hZc7W/5IY1o9gfQiiJJKWs4kqQyXjEifQJyQBUyeiGWK76H9BTb4PjSzXZ1tcXMzgwYN79NzBwcFk2Hy7+A/Ty5AJtPbrkYBlB004RPj3TRF8cUsE/9xQT4BGxmtXtC3MKw0OCmrdvemHKm3cPTGA73Y2YnGAVinw0Q2+VRdstMsJCgzotQ7L/Px85s+fx+TJSpKTPbN83LOnng0bXClcBoODL7/MazWyiotNzJixmbo6O0qlwI8/TmD8+NNT0739djXPP2/is88+46WXXjrt8Xsaq9VKRWUVQ0+0UPQw7fUvJGB1ZuetfZwSHRwZLVQYrMSHeD5j6HjIBAhQSBQVFnr0OueMLB9jMpl47plnMDc08KjRTHAXVlSyTscdkVHMrSinq+QiGVDrsCMisbG+HoOjzbvuJ5PR1C5FMCXAn9+NTRRaLEwKDCLkJFMVLrU7aBQE5s6dS2xsLFdcccVJHdfbWLNmDbU1NaiGXuW1a8aNnEpVzl5q8zMITRyKJIpkrvoPAEV71pA87U/Ep1yKTK7EXF/FrrlvtMq6Ox12+o6/gqoje8lLS0XlF8iQy+72eE1WC4JKhyxiECtXruTPf/4z4eHeWZzU19cj6HxnkBTvKUFqnjFsTTbS/rW11cACGHbdeTisToL6BBIQ7Y+lwULy9P4ExAQgSVKnhnH+tgKylh9CqVEw7t6xBMZ4N/2zPYJMQKFTUF9/4gbYp0JxsUua2k/uOyPrcMWhVmVBURIxHVOb1cI3W/6LU3SgUWg4UuVKUd2Zt40Xr3qVBvOJP5u+Yd6PLrfgSSMrJCSERptrgeUrn4BaIePqoXp+PuBu6FYYXEby+Ylazk90T7R/bFElSzNc33N7A62wzsl/tzYy785IAjQyYgIVbuqDvqDRJic42DetKbpCFEXef/89NBqXYeIpwsJUyGTQsjyJjGyLcqSl1VBX53re2u0SK1dWnLaRFRcn5+qrlSxZspoZM2aQknL8KHZvoKWGSO/Dn+r1o+L54rfDNFpsDIsNJr3w+OqATsn9vmthZJ8QJEmitMFMQU0T/SMCiPD3bkRLKxcpLy/z6DXOGVk+RJIk3nrrLQqLinjAbCXyJMNU90bHsLfJwAFj20QTJP8/9s4zMKoy/dvXmT7JpPeQRkuhdxAUpImIIqDYcBUUG4oNQV0sYFmxrH2tq66ulcVVmhWp0nsgJJQQQnqfZDKZPuf9MCSTSSGUmTP89+X6lMycc55nZk557va7FdQ57B6G11GzmaePH8ciOjnaQnLd1myoayMiKbdaefZEHgBxKhVf9+iJTt7x6SEA06w2qmUyXv/73+nSpYtPe+z4AofDwZdffoVcF4ksTLrUN7lSzaBbnmz6/+DKD5r+Fp0Ojqz5kmPrlyI6HUSnDfbom1VXchybqZ59y17HaT+1yBdF+k+fJ9n8FQn9sJQeYunSpdx///2SjGlsMCL4sVQhON7TQGio8lykb/9kJw6LA0EuMObxy4lOj8ZUa+bXZ36jOr+GhAGduHTuiKbIVV2JgW0fbW+q/P154a9c+8Y1aEP900MKQFAINDS0bXycD42Gm7/6YwF0CktEQEDsoNQ6v6q1DLrFbqbCUEZCWBIKmRK704aAgEKu8FAWrDOdeWsMb9P43dbU1Hj92GFhYYgi1NtkBKv8Vz/4xtRIruoRwMdb69h10oJKDlP7BHC8ykaXCM+bw4ZjDU0GFrRe6InAV7sMvHN9tAQz75g6m4KIcN/0OTxfvv/+ew4cOMg992gIDvZdpK1rVx1vv92Pzz/Pp3PnQB5/PI3//reI7dur6NIlEIVCwG53/ZB9+3rHITV1qppt2xy88soSPvnkM6+n2noTg8GlxKeWSRvJMtsclBvMRAWpSQgL5MZBKWQW1TS1Cjodza87mQBX9ohnw5FSftibj4grQ0ujkPP4lb2ICZbu+aCWiVTW+VbZ8MKMSf9/wurVq9m4cSOTrDa6n4Wa14v5J5oMLAHorNGgb2FgNVJsMbcysAAszdJbBEFgfTPPdYnVyuGzWGTJgRlmCzq7g+cXL/4/p9SzYcMGiooKkScO9GsKXkz6kFaCAE67FdHpoCx7G6pGgQtBICZjKHZLg9vAAhpqyqScLjJtMPKobvy4fLlPIh9tYTQaEZT+u20V7fX0eslVcuQqOYJcICo9EoflVCNih0jRPte2OT/lUH2iBkRXJGzvN/ua9rcYzB7SSqJD5Ogf/u23hBKfGFkXAglhiUQHx5zTvqHaUAqrT/LLgZXYna7rTkRsJd0eGuD/ug5f3MciI13tBSrN/vfNWh1wQz8dq++J545hwTzzUw1j3y3izfVu43Jrnolnfuq4/45KLvD1LkObaoVSIopQaVE2fc8XEkeOHOHDDz9g4EAFl1/uey/XtGkJLF8+gjff7MfmzVU88MBe/v3vkzz3XDYLF2Ywe3Zn3n23P1OmtK8CejaoVAJz5qipqKjg73//e6tU/gsJi8VVkyhlNLnWZOXFnzJZ8ssBnl+Vyf7Cat7feJg/j5Wz4ajnuiM+REv3qPaNVKcIP2UVU1lvwSm6S2DMdgeHy6R1UMkFsNl82x/vopHlJ6qqqnj3nXfo5nQyytZ+kXxbHDa5F0AikHiaXlU1jo7VoHoFBtK7WUNjnVxOsubsvAk64EaTmcLiYj777LOz2tefOJ1OPv/iC+SBYcgiu/h1LlHdBzDszhcJSUht8/1+1z9K7ykPMOyOF4lJG4w2NJroVHdqQ31lIfoiaRfoiqQBWC1Wli1bJsl4DQ0NyJT+M4Rr8j0jBA6rA4fVgegQqcipdPdHACK7utJ+HDbPa7Bwt1t8JqJbRJMUfCPlh30rKdsRgsIVMfxf5Wz7WQkIDO96GXXmOn7cu4zMwn3tbpsR15MhXVqL1fwv0JihcKxO+ibgzVn0czVzl1WwYEUV935Xzufb65ree2tDLR9tqcXqELnnu3JO1pz+2aqSw4ZcEwtXV3Hz56WsOOC/xrQVZjl1Fi64TBCTycTzzy9GpxO55x6N5I7IgwfdC29RBIVC4LnnejJtmncMrEa6d1cwfbqadevW8dNPP3n12N6k0QCU8lfYnV9FldFl3OlNVtZkl7SpDxCqVTGpTwInazyfH+ozaOYlEyApvD3JN9/ha3v6opHlJz788ENsFgvTzdaz/hGubJZO0E+nY1ut+yakanEDPN35oxIEbo6O5trIKG6NieWvSSn8JSaWD1PTiTwH+djuTidDbHaW/ec/TfUXFzrbtm3jRF4esoT+kj08TPpy8nf+QtWJrKbXHHYrNrOR/T+8Q21xLgp1IEGxKU3vKwOCkSvVxPe6lJA4tzEYltys7sLppOp4phQfoQlZQDiyyM4sW/Y9RqPvF+ZmsxlB4T8jK2W4W3kzLLmN+jcRkoYlMeKB4SQOTsTaYEWlU3k8EUM6uRSxynPK2fvNfmQtmp86LGfndPE2gtI36YIXAvqGGmqM7Uc35DI5GqWGjLiejMu4ktHp4xnS5RIyC/c1iVs4W7S4CNYEo1Fq6JvYnzsvu7dDCfj/q0RHRxMdGcHRWv82oP8tx31uFujtqFvcD5b8XsM/t+gxWDpePV3eXUuV0f17rj3adtsFKWj8Xnv3lkbd9kwQRZGXX36ZgoJC5sxR+zRNsD2uvDIW7alauZAQJWPG+C6189prVfTsqeDNN99oahdyodHYLkfKhN3wQM9r/kRla2eERiFj2oAk1uWUYmnWjuTB0elnJOQyOCWSlAhpjSxRBLnct+e0/+P+/x+Sn5/P77/9xkiLlchzMKPvjIunn06HweEgQCbn/qOHm97rHRjIUZOJug4iWEpBwCqKfFNeTqRSxW2xcUz1gnjBVVYb+1RKPvvsM55++unzPp6v+fqbb5BrgpBHte4q7wss9Xq2froQW4MrD7jHVbMp2P07hrJ8lNogbCbX63aLEUOp22ixNdSx/bOnGHrHiwTHuBb6dWX5KNWBIAin3DECoQnSfI7mKBP7Y9r7PatWreLGG2/06Vg6nY5aizSpiW0xYEZ/4vrEUVtUS1hSKLu/2kttgWeKg9PuoOxQGYZSA5nLDjS9HhCuJSotiv439+PomqPs+mJPm2PE9pJG3bI9nBaR4Ojzk0ZuC63WFR23OX2bnnE6KusrPOqxAlSBmG2mJsNpeNfL2HR0PdklWWSXZDGh51WsO77ltMdMjujMnSPv8+m8z5TG77bxu/Y2vfr0Ze+WSkSxSnL56Ea6RyspNTia/a/iaIUNvcn1G4rAq2vd16RcgP4JKnYVuL6byEAZadEqukQqmTU0iK155iaDbECC/wzIo7VqArQaUlJS/DaHlixdupR169Zx881qevf2z3KxV68Q/vhjJJmZtQwcGEanTr6r2ZHJBObO1bBwoYmnn17IRx/9k5AQ/wkRtYVK5Yokt6wv9CX9EsOZ2i+JQyV6tCo5+wpa13ya7U4+3XyMsADPSHdpnQmTreOMKosf+kQ6RFCdJhPMG1w0svzA119/jQIYfZZpgs0ZGORaBJkcDrpotBw3m5ABx83mNg0shSBwVXgEl4WGEiyXc88Rt2G2ubaW22K90wwuCBhusbL2jz+48847iY+P98pxfUF2djYHMjNRdBmOIJNGqqe2OLfJwALI3/4zxipX+lijgdUeToed6hMHCY5J5tjGZeRudKXoRacPJTA8lvDkHkR0lt4LKguKQR7aie+WLuW6667zaWPq2JhYqks6rrPwFQ01JnZ+tgtjpcsAzpiUTo9J6ez8124cVgcKrYLCXafSAVssQhuqTTgdIgqNgr3f7aclgkxg0G0D6Hq5f/tIiQ0iMdHnVrd0OpKSkgAw2OuIUPtHKjsxLInY4DhK61z1co1y7AICV/edQlV9pcf22/O2evwfFxJPSa2nXPGBov28sPIZbhh8C6mx/k31MthdxkXjd+1tevXqxdq1a6k0y4nS+qcxce84FVuOm5tkoW8ZGERajIp720kPnJARwJvTovhql4GaBge3DAoiJsh9j/puVhyrDhrpHqVkSh/p05UaOVoXQM+evS6YHlm7d+/mgw/eZ8gQBZMn+zdFNCUlkJQUaeS+Q0NlPPKIhkWLKli8eBGvvPKqT59pZ4v6lFFgFwVOn6vkXcb3iGd8j3iOltd5GFmROjWV9ZZ291uxvwCFTPDon9USmeCKZEmNQwS12rfn9v9mXsMFTFVVFWt+/53BVlu7DYfPBq1czifpGcyMjWWgLogau+dDpnGdJxdFrggP5/LQMNIDAolulg7Y38tKOiPtdgRR5Pvvv/fqcb3Nd999h0ypRhHbQ7Ixm8QrTmExnkVURhAIPVWvlb/j56aXK47sovvom4js2tcrczwX5An9qKqsZN26dT4dJzo6GrHBf0XJu/+9u8nAAsj+KYecX45gN9sRnSI2Y7N6nzamWbCjgK0fbGsSyGhO/1v60W1MN7/2zC9Nc1wAACAASURBVBJFEXu9neho76fkxMbGolQomwwBf6BWanj4igUkhnsaISIi8aEJJLeQX1fKPNOmQwPCmDniLkK0nqmilfXlfPbnR34vmDfYXPVJyckdN5Q/FxrlrXdXer8R7ZmwPd/Me3/WNRlYN/TXMaWPjowYFavuiSdA1fraubSLFqVcYObQYOaOCiWvyk5upTuamhGjYv7YML8aWCUNCgrr5QwaPNhvc2hOQUEBzzzzFPHxcu67T+tXQSh/0K2bnNmz1ezevYd3333X39PxwB+RrOZEBKrpGqUjNEDFmLRYZgzpQoDK7RhobFLciNnuPK2BdUmXKJ6c2If+idK3LnAgoFRdNLL+p1i5ciV2h4PLziOK1ZJii4UvSkvZWd86EtJ4aluAd07VSQXI5fwzLYO74+K5PSaWpeVlXLJnF0/kHvPKIiFEhL52Oz+tXn3B1nbo9Xo2btyIEJ2GoJDOS6fUeC5OHNbWHiCFJhC5SkNwvGdEI3XMDEI7udIBA8LdKWXa0GgcNgv7vn+Dje8+yNF13/lg5qdHFpaEPCCU5StW+HSc6Oho7PU2RD89YepKWlxjIpiq2z7HZYq2b69FezwjIYFRgUz7xxTSrmhb8ERKnCYnolP0iZEll8tJTEqkzlbX8cY+RKPUEqwJbfWaTqNja+6faJVaFDIl8aGd6BLleQ1WGMrplzSQy1JHtzquydbQql5LaurstYSEhPgsxSk5OZn0tFQ2l/lH4rrO7Pn9Nq/HClLLeGik5+8aoBS4vp/LeHKKInd8XcbNn5dyxXvFfL/fVVeiNzmw2J3Umf0TmQPYXBqITBAYP3683+bQSF1dHU88sQBBsLBggQat1j8G1q5dNYwbt5Fx4zawfXuV5ONffrmKSZNU/PDDD/zwww+Sj98ejfVN/rrTfLjxMLkV9egbrGzPq+Cttdk0WM/u2pHLBII0CvolhDG1fxKdQv3jtBFFUPg4cnzRyJIQm83G8h9+IN3hJMqLHs/PS4rP6IILaFbgF6dWc1d8J36srMDgcGAXRf7Q17BW753+Kpfa7DSYTPz6669eOZ63+eWXX3A4HJJGsQACI+JJHDAOcBlT6qDWcs92sxG5XEmfKQ+QOnYGYUnpBMd1xlxbgc3sWtD3u+4R4ntfRmyP4Qy4aQF5W1ZQlr0dk76c45t/oOr4gVbH9SWCICDEpHMgM5OTPuygHhMTgyiCw+ifBVHysNZpWCkjUtoU43C2kWOu0nlGRhRqOWlXpLZSGPQX9lO1Lr4wsgDS0tKosVf53Ri5pt8UtCrXgz1EG8rCqxfz495lnKg8jslmAkTGZkygzlSL0Czvs09ifwD25u9qdczY4DjkEqUdt4UoilTbKklN9a2xfuXEqzhpUHCyXvqGdZd303JZV1fD0vgQOXcOc9cO/nGkge35njLsDTaRJ1a41DpPVNvZlOt63ynCV7vqmPFFKf1fKaDH307S9+UCHl/umS4qBU4RtpQHMWjwICIi/Nsjy2638+yzz1BaWsJjj6mJjvbfEnHOnD0cOlTHoUMG7r237fpVXzNjhpoBAxS8/fbb7Ny50y9zaInjVDmI1L+MzeHkUImewhq3U9F4hsZVTLBnk2GHUyQ1OpjMohoe/343G4+WenWuZ4oguM55X3LRyJKQNWvWUK3Xc5nt7CSEW2J2Ovi6rJSvy0ox2u2srfVMOQtpQ8klXKHgyaSUVq9bWhh7xjOQfD8Tkp0iSaLI0m+/9flJfLaIosiKlSuRB8ciC5Q+RN3jqtmMfvRjRj/8Af2uexi1rrWhZTUZyNuygsQB4zCUF1BXksfJXb+y44tF7P72ZXZ8/iyqwBB6XXMPSk0gDqunKpbdKr1KliImHUGQsXr1ap+NkZHhUlO0lPhHPKHn5B50GdW5qT9WtzFdSb8qDbWuYyOp+9hu9Jray+M1u8XBnq/2Ury/uJ29pMV66nv1lYz0ZZddhtVhocIibU+3lpTVlTEqdQwPjn2MxVOWEKQJxmJzR5XtTjv/3vop2aWHEBHpGp3KLUNv55q+UwGIDGpdUzYqbaxk82+LOrseg62OkSNH+nScMWPGoJDL2VwqTY1Mc5Rygc9nxLDrsUQ2PJhAcriSOrOTzCIL935X3qY6YKNhFRkoJ0jtNpjlgsCWPLfRBbB0Xz1ZJe3Xl/iCw3o1VSYZEyZcKem4LRFFkddff509e/Zy991q0tL8W4dkNLrXDTU1VpYtK5Q8HdclhKElIUHGM888zYkTJyQdvy0aVXyVEjYjdjidvL02m3fX5bRbBaaSy1ArZGgUMmSn0kvDA1Q8M6kPc0altdp+98lqV58sYNnuE35JtVYKIvX1vlVFvnCq+f7HsdvtfPnFF3QSIc1xfl7cJ3Jz2Vznqmv4qLgIe4uTc15SMtEqFTq5ArPTgYBAH13b+eYPdkrglQJX5CFBreaKcO8ZHWMsVv5VWsoff/zBhAkTvHbc8+XEiRMUFRai7DbKb3NQBbjSbULiu9L/xvls+3Rhq4YNdosJa4MBu9l9E6gvP0l9uev3OrFtFSd3/orTYSOh/xi0YTGYasqI7NqXqO4DpPswpxBUAQhhiaxbt557773XJ3n83bp1IzQsFEuhmcBU6VMMBEFg6J1DGHrnECqPVpLzy2F+nNs6RVIbrsWsNzelNQqCQKeBndjdjqJg9Yka4vv6XyTGUmSha7euPvOoDxo0CI1GQ5HpJDEa74jtnC1bc//kux1fArAuZw3XDbyJvkn9ubrvFD7Z9H6bfbT0xmq6RndvOqcDVO5zTy6T0z9xEBnxPaX5AO1QZCpAEAQuu+wyn44TEhLCJcOHs2X7RqZ1rkUtl3ZxJAgCEYGuiOG3eww8taqqabHWFjHBrmVOsEbGo6PD+GBzLYIgUqhv29kZqJbW97yuWEeAVuPz360jli5dyurVq5kyRcXIkf4VugBYtKgnjz22H5tNxGoVefDBfRQWmnj4YWkVdLVagQULXIqDTzyxgA8++IjQ0Dbad0hERYUrMquV8DQtqTWRW9G6HCVEqyQ1Ohi5XMbVvROapN6rjRbK6kwkR+gIUCkoqDGilMuwnVr7KgSwN7tgZTKZX+r+tHLIr63Fbrf7TNzkopElEatXr6awuJiZFst5N5HbaXDXNBidrQ22YyYTEyMiqbBa+bGyhjClkp6BgcjbOImnR8dwdUQk9Q4HUV4uAOzpcNJJhE8+/pjLL7+8SRXH32zd6lIMk0f4pjj8bCnP2dlmRzxzfQ3a0CgCwuNoqC5pc1/nqQVh4d61jHzwXRQqLUqN9B7mRuThyZQd20h+fr5PpIgFQWDokKGs2bAG0Sn6TSQia8UhD3n2lgy9YzDh3cI5tCIb/Uk93UZ3Ja5XbLvzje3lfTW/s8VpdWItszHs5mE+G0OtVjNixAj+3LAZp+j0S0+pY2Xu/jcWu5mvt/+LZbu/QaNQkxzRmWPlrfvjVBkr+WTTB1zVZzInq05wtMytzupwOtiVv51DJQd4ePzjRAdL/1uKokixpYC+ffoSFtY6Mu5tpk+fzqZNm1hfrGNC4ulVUX3Jsz9VNYlgtKe1NvJUemGZwc6SNTVY7O0bhZd20ZASLl0aZLFRwY7yQG66eapfn49btmzh/fffZ+hQBTfccGE8p6dPTyAlJYBrr3W3UNiypUpyIwsgMlLG/PkannuunKeeWsgbb7yJ8hx6iXqD/Px8AHRK6ZwboVoVGoUcs92V6dQjLoT02BAGJUcSGtB63RgeqG4yuCx2B6syC5oMLPA0sACu7p3gu8mfhiCFiNPppLCw0GetEy6mC0qAXq/nnx99RBenSK/zjGIBxHRgDA0NDsHmdHL3kRw+Kinm5ZP5vFHgrpPJrDfw95MnmH/sKA8fPcJ+Y73XDSxwnVzXmC2UVVTw9ddfe/3458rmzVuQB0UhqP2nJtWcosz1bb6uDghGEATEFvUrgtx1c1dq3cXnMrnS7wYWgCzcZbg2GrK+YMiQITjMDmyV55d2e6447A6yf8o57TbrX9vI8gdXkvPTYUoPlrHvu0wcdge9p/VqtW3alalEdpVevrYllmIrolNk6NChPh1n7NixWOxmiky+q907HelxreswrXYLdeY6DwNLLsiRC+4aq7LaEv658T1+y/qpldQ7QIO1gQOF+3wz6Q6osJZRZ61l7DhpUhb79u3LgP79WF0QitXhH0fHviILzUtC1PJWXRMA+Ga3gYe+r2DXSfNpDSyAQJW0S6IV+SGo1CpuuukmScdtTn5+Ps8/v5iUFDlz5miR+VHdtCU9egSTlOSOGl9+uX9aP4BLcfDeezUcOHCQt956y2/zyMrKIkgpIGXAVadRMndMOkNSIpnQI57RqbHEhWgJ1roNzW3HK3h3XTbL95/EcSqDI6/SwF9/2MOBovZVlPt2CmNchn+yOMJVrrVVVlaWz8a4aGT5mMY8Z2N9PdeZzz+KBdBP176yk0IQOGJqoNJmo9Dizi3fW+9SUtpcq+fOwzl8W1HB+lo9m+tqeezYUSrPs06sPbo7nQyw2/ny3//m6NGjPhnjbLBarRw6lIUQ6h/PSVso1G7DSKHRoYtKJKJLHzImzARAF+Weq1ITyJh5HzH87leI7XEJAeFxBEYl0mfqXL8bWAAyTRDywHD27fPdYnPQoEEIgoD5pLS1E41kr8rB1uB5vah1KuRqT9EDR7MVYH15PaYaM0lDEul5rXuRH9IpmD7Xu3qbmfQmzHWehftSYs43o9Fq6NnTt2lvl1xyCSkpKRw2ZvklD39w52GMTu9YxS1cF8Hl6eOa/lcr3cXbIiLhga1TKuNC/bNYOGzIIjwsXNK07Jmz7qDWIrCuWFpnldnm5MPNtXy101OlcngXLYsmto7i1ZhEVhw0Mn/56RXqVHK4eaB0qonFRgXbygKZNu06v6WfGQwGFi58EoXCxrx5GtTqC8fAqqiwYDTaWbFiOM8915NPPhnEnDn+7SE4fLiSyZNVrFy5khU+VtJtC7vdzp7du4lSSV/n3jkyiJnDu2F3ivxjw2H+sf4w/9pyDHAZU//elsuhklp+zSrmq+255FUaWJVZcNpGxHKZwM1DOrf7vq8JVoBWIfhU1OSikeVjVq5cyYYNG5hgtRHrpQXF5aHtp4PYRZG3Cguwik66a92d0ZWCwJrqal47md9qH4soUuUjIwvgWouNQKeTRc8843dJ94KCApxOJ0IbCySp0RceZeeXL2CsLGx6LSA0ihH3vMqgW/6KJtg1x96T55A8dBIJ/ccw9I4XAYHd37xEwe7faKguISKlJ1XHM9n6yUJyfv8Cp8PPQiMB4Rw/nuezw4eGhjJ06FBMh82IDukX6c37ZDUiVysISwojNLntxVJwXBAB4a7rseaEW8GztqgO/Uk9h1Zl8+ODK/hx7gqOrj3mm4mfBofZiTnPwrix43zeeFMmk3H77bdTZ62lyFzg07Hao1hf2O57AgJqhYbBKcMorDlJz/je3D/mkabGxY3Umz3T5Cb3m0aPeOmbgVdayqmwlHHLjFskTTnr27cv/fu5olkWCaNZ85dXsmRNDcv2GwnWuMZNClPw8OUhFOodyNuZisnmvlcMTFTROcJ9nk/tE8jauQmM6qZta1ef4O8oliiKvPzyEoqLi3nkETWRkRfOcvDTT/Po3/93+vdfww8/FDN7dmcmToz12CY7u44VK4qpqpLW2XbTTWr69VPw1ltvkpNz+owGb7Nnzx4aTCbiNf5TZ91xwh3F351fhcMpUm20eqTqbsur5NXfssgubbtdR5BaQXSQhoSwAI5X1vt4xu0jCBCnsrNt61YsFt+cRxfOVfU/yMGDB3nrzTdJdTgZ7cW+WCNDQ/lnWjrJak2724jAR2np3Brtqg/IajDyZF4uhdbWqmyJajUvnTjO8N27GL5nF7dlZ1HaRv+mc0UH3NJgpri4mBdeeAFnG3VkUtGoDiQLkF5VsDlOu43d3y6h+sRBj9ft1taRDKUmkPTxf6HnpLuRK1WUZm/HYnAv1Av2rKFgzxrqSnLJ3/4TeVtX+nz+p0MICKe8vMynBvX06dOxm+w05Eqvoth1dFePqJUgE2ioaqDyaCX6/LbTIkQRTDUmfn3mN0qz3Mp6Co2CwMhADvz34KntRA58f7DNY/iShpwGnHYn06dPl2S8UaNGkZiQyOF6aaNZoiiydOdXHnVZKrkK2am0wLTYHrwy/W0WXr2Y3w/9zOHSbLKKD7D9+BbiQjyjVFaH614qE2TcMHgGYzKukOxzNCfHcJCQkFCuueYayce+4847qbUIrM4P7nhjL7GnwP1sqjOL7J2fyM/3xjPjizI+3upqVNyWoaVu5jsYnKRh+V3xvDgpgn9Mj+L1qVF0CpGuRP1YrYqtZYFcf/10v0Wxli9fzqZNf3LLLSoyMqQvz//111L69fudgQPXsGFDBaIokpdnpLrayquvHsHpdN03X365tSGzbl05EyZs4t579zBhwiaqqqRTm5XJBB54QEtICDz33CJJHcdr1qxBJReI0/inT2RepQFls3TS2BAtcplAj/gQgjVnXqMWGaSh3GAmv8rIJ5uPUlXvvwyOpAAnJrPZZyUOF40sH1FcXMzCJ58k1OHgL2aL17/ovrogpkS2XccxMzaOFI0WnVxBvbP9UG3jnAosFrJMJmyI2ESR7IYGPigq8up8uzmdTLZY2bx5Mx9++KFXj302FJ36XEKA/9SBwGVMNVcNbEQXldj0t9Nu49Avn7Lji8UU7l1L/s5f2PDWHLJWvu+xj9gicmWuk75xY3Nkp77bkpK2xTq8wcCBA0lOSaYhyyR5yllk1wiuee1qxj09hnELx9BpQMcpYsYqI7u/3Ev1iZqm/lkJAzsx5vHL0YZqPfpkqYOlLTwXHSIN2SYGDRrks+LflsjlcmbOmkmttYa8Bukid9klB9lybBMO0XVfjA9NYO64eTx9zfM8esWT3D3qfpQKJQ3WBg+VwcKaAnp16tvmMZ2ik4HJgyWZf0uKTQWUW0qZMeMWNJr2nW6+ok+fPowbN47VBSGUNkizUB+b5q7RuSRFQ2iAnOwyKwaL533gpWsiuLSLhsY14aVdtNw0QMf8MaE8OjqMILWMIclqzDaRghrp6jsdTvj8aCSREeHceuutko3bnNzcXN599x369lUwcaJ/lAQffng/5eUWSkrMPProfu6/fy8jRqxj0KA1aJtJ50VEtL4frlhRgv1UfV1xsZmdO6slmzeATifwwANqSkpKeP311yUZs6GhgfXr15OosbcbrfUlJyrree33LKob3Abt6DRXdFGrVDBnVBryDur5OoUGcF3/JHTNPB4Op0id2T/11QDRapEAhcDPP//sk+NfNLJ8QE1NDY/Nm4fVYOCOBjPeFpo+UF/PawX5qGUyxoS4jQUBWNK5C/d3SmjarrhFCLTx1A6XyU/bwNjRriDuuXOp3cFwm51vv/2WZcuWef34Z4LtVFqkIPOvsKYqIIiE/mNavS5Xqsj+9V8U7PmD7V8somDXb9SczCZr9UccXf+dx7bqoDDSr7wDoVlfNJlCReIA//br4dR3a20jauotBEHghuk3YK2yNvV2khJtiIao7lFEpUWRMSkD5akC4LDOociVrRvSOm3OVr2wek7ugUwpY+Vjq7EarQRGBRLTI5oR918iyWdoxJRnxm60SxbFamTs2LEMGDCALMN+TA5pvMEtDfK02HQSw5MJCwwnKSK5qZlwTHAsvZsZVaW1xfxxqO3G6qHaMGoavNPE/WywOW1k1u2hc0pnrrvuOsnHb2TOnDmoNVq+OBrRlkiq11k8MZx/TI/itWsj+WyGq2l2UpiS5uu7mCA5Nw0Iot7ibOqB9ccRE5ekaPh8h4FBrxXw9gY9V39UwrwfK5n0YTF5VdIs9NYUBXHSoODBhx4mIED6NhROp5NXXllCQIDIffdp/CZ0YbW6VyD19XZ+/NF1fzSbncTGahgxIoJhw8L55JOBrfbt1csdOVWpBFJTpRexyshQMHWqit9//92nQk+NbNiwAYvFQucA/2QCfb83v9X1/eex8qa/a03WJsGL9ijSNxCoVjImLQ6V3LVuSY8NISncfyJkMgGStXZ27NhBVZX3HdQXJdy9TH19PY89+ijlJSXc02AmxstPnSKLhfuOHMZySnHuqvAIVvXqQ6axnl6BgcSdSiFsuV2EQkmvwAAOGI1U2+1UnybCBdDFB15RAZhqtWEQBN555x10Oh1XXiltA0aHw+FhlPiTnpPuJnnIRKrzczixfRV2s5GSg3+2u71cqcFhcafH6SITqDi8E/FU+qVKF8rwu19BHSBd6k6bnJLldnipsXV7jB8/ng8+/ABDphF1vH9kh0VRPBXZmkRDTQMh8SEYygwc/eMY2lAtxkojueuPu7Z1iMgUMpx2J4lDEwnvHM4fL62jvtyVk26sNDL+6bFoQ6WrCxFFEeOBBhISExgyZIhk44LLUJ43bx4zZ85kv34XwyJ820QXICO+F4NShrInfycJYYntpvgJgkCP+N4cKNrf9JrYzPEklylwOF0RZL2phpd/fp7HJz5NbIh0vb+y6vZhcjSw4PEFPq+jOx0RERHcdfc9vPnmm+woD2BojG8NZkEQuKqHp8hPlE7Ov2bEsOT3aoI1Mt653qVCFx2kAFxOGI1C4O/r9JTXu+5Lb2/U0yj2a7CIbMo10TnCt7Lc1RY5/z0RxpAhg33eNLo9Vq9eTU7OEe6/X0NoqP+ehUqlgOnU48xud6JWy7BYXD9ISkog773Xdq/HNWvK2L69CpVKwGoVkckE9O30PPM1U6eq2brVwVtvvcmAAQN8WhO55vffCVIKRKj8kyrobMOAakwRrKw38+Gm1q0v2kJvsjKsSxTPTe5HndlGbLC2wwiYr0kJcJBtkLNhwwamTZvm1WNfGKvN/xFMJhML5s8n7/hxZprMdPZB7VGe2dRkOAH8VF3FsyfyGB8e0WRgtbVdsELOxtpaqu1nVhv2R037kpvngwy41WIl1eHk5SVL2LBhg0/GaQ9XPZjgF1WzttBFJVJ6aDOmmjJsptMXgHa//AaC47oiV2oIie9Oz6vvQV+c2/S+tV6PSiudOlZH+Lr2Tq1Wc+uMW7EUWjAXSJvTXX2ihuWPrGTp7GVkrTiEOkhNWFIYMoWMkE4hDLptID0n98Ck96wZa0wVLDtYRs7PhynPKW/r8JLRcMSEtcrKzNtnIvOD8yEhIYFZs2ZRbC6kyOR7EYyc4iwOFR9ALlNwSddLCdIEU22s4r+7l/LRhnf5ZvsXHC45BIBK4ZlGFR4YQWpMOmmxGTw24UkCVe6Fvig6+fPoOp/Pv5EqSwXHjUeZNm0aPXq0lqSXmsmTJ5PavRtf5UZQb/PdedRgdXKwxILB4nlvyauyER+iYPW9nfhmZhyROpfR+cKkcK7MCGBQkpoPbozCYG62X/NmqAL0ivNt2pwowldHw3AICh566GG/NF+tq6vjww8/ID1dwaWX+qfPkyiKPPLIfurq3GsRtVrOBx8MYPDgMCZPjuf5590Kp19+mc8TTxzgzz8r+de/TnDbbTtZtaoUq9X1A5rNTmbP3iX55wBQKARmzVJTUlLKN99847Nx6uvr2bN3LwkaO344bQDoFh3UpI6tVcrp0ymUW4Z0AVzNijsIYrn2U8iw2h18uzOPynoL3+7M4+GlO3hnbTZWu/9q9UOUEKKCTZs2ef3YFyNZXsJisbDwr3/l0KFD3Ga2kO6Fflht0StQR4xSRZnNnSK1u96AwW4nqJk3M1qpIkgux3AqmpBnPv0iVCeTUd9sURzvQ4+MAphptvCRVsNzixfzt5de8nlvnkYiIiIQnQ6wmUElXcTgdOgLO5a2DwiPJbbHJdSczKauJJe6klxq8g+hCgjCZHF5jgWZHNFhR1D45+HZiGhxGYuR7dQMepPrrruOH5f/SOX2StSd1JI1J9737X4aqlzfe+ayA6SMSCEwwjP1pzK3iuJ97ro0mVKG0+a6xqxGK3u/8ZS5j06LkjSK5bQ6qd9lpEfPHowbN67jHXzEjTfeyNo/1rLvxA7ClOEEKHzTiqC2Qc8/N32A81Q91tKdX9M3aSD/WPuGR9+rnXnbePSKJ+iXNJC9+bs4VHKQ0IAwHhz3GCHNajlTYzPYe9K9uIsIlKaHj9VpZVftVqKjopk9e7YkY3aEXC5n/oLHuffee/j8SBhzelR5fTFYUe/g+k9LOFljJybIFbnaX2Rhe76ZHzJd9a0PXBbCvDFu9d0onYL3b3ClFB4ssVBjcj/jnCK8fV0kewosXN5dy4BE39a0bS4LZFdFAHfffQcJCf5pIfLjjz9iMNQza1agX4y8PXtqmDcvk8OH3cqcarWMv/+9LxMmxDJuXAzyZgVHX36Zz4IFrqbv33xzkrS0tp2IpaUWPvroOHff3cW3H6ANevdWMHiwgqVLv+OGG27wSQrowYMHcTqdxKr9Y4gcKtHze7b7WRYXokVvspFTqie3op59BZ5pdgqZgL2F1ZUUFkjnqEB+yXKlhW46Wtbk58gurWXr8XJGpXoqSEpJjMrBgQMHsNlsXm00fTGS5QXsdjvPP/ccu/fs4UaLlT4+MrAAQhUKvsjoQe9A90JEJ5PzRsFJ1tS4ij8rbTbmHj3cZGCdya200cCKVCq5IiycJ5KSvT735qiB2SYzMXYHTy9cSGZmpk/HayQpKQkAp0n6GoqW1FcWsfGduS6j73QIAgNvfhKH1Uxx5kbA5TnP27YKu9mdmiM6HVSdzPbllM8I0aRHoVQSExPj87GUSiVzH5iLTW/DeEg6laeWxlxDVWsRk5aLmPDO4U37pY7v3uoYFYcrmyJdUmDYV4/dZOfBuQ/6ZcHViEKhYNHiRciUMnboNzcZQd5mT/5Oj2OLiHy749+tGgs7RSev/7aEdTlrmD1qDq/f9B7PTH4RjUrL6szlLN35FWV1pdw+YjYjuo0kJjiWUWljGJnWusbS24iiyK6arZidJhY/t9gvNT3tHBVoGwAAIABJREFUkZqayh133MmO8kC2lHl/Xj8dMnKyxhX9KDM4uP3LMp5YWdVkYAF8tKW23SyFnDLP2k2ZABN7BPLsxAhGdfPt91hhkvPl0Qj69O7lN8l2u93Ojz/+lz59FCQnt64blYJZs3Z5GFgAN9yQgEolY+zYDSQlrWbmzJ3s3FnN/v16fv65tGk7m00kIaF9J9SiRYckF8Bo5OqrVRiNDfz2228+OX5enqslSpifUgULazyfb8cr6zlZbeTf246zObcco9Xznm13isgEiAnWMDotlgVX9OSWoZ0pb9YHsuUnWXu4FPNpemr5mjCliM1m87pg10Uj6zwRRZE333yTTX/+yRSLlcF2358kOrmceJU70lTvdLCyuoonj+cyP/cos3IOeaQFNp7MZ7KMSg8I4MUuXQn3oiXfHlrgrgYTwTYbTz7xRJO8ui9pNLJEo/+NrGPrv8NUW9H0v0yhaluQQxQpydqCQq1F0azhsDYksqmXViPCBZAF6WyoIaFTAnK5NA/y4cOHM3DQQOr3GnGYfW+k1BbVEd45jMCoQGQK1y30jxfXcWxdrsd2EV3C6XFNBsoAJRFdwhkx5xKufWsyox8fhb6w1tU3q9lFqQnVNB3P19jr7BizGpgwYQIZGRmSjHk6EhMTWfD4AqotlRys29/xDudAWGDrtg1HSnNIjUlv9bpTdLJ6/48YzO4+L8t2fsPvWT+z5dgm/rH2DWwOG9MH38Lo9PEcLTvC55s/xmjxbc+Xo/U5lJqLmDNnzgWRJtiSm2++mV49e/LvY5FUmr17/ce3kFhvrK1qTlywol2HwYguWkI07uvrwVGhKGQCVofo0/Rxpwgf5UQhKDX8deFTkt0XW7Jx40aqqmqYONE/mQ41NVYqKjyFuLp2DWDlyhL+8pcdZGcbEEX47bcyrr12CxMn/sm6dRUe20+ZEs8jj3Rrd4zs7Lb7Mvma1FQ5Xboo+P77//jkXKqtrUUmgMpPK/bencKQt3Fdne6TOkXQqZWkROh47fcslvxykHpL++UqFQYzW3L9lz6vkbs+jV7v3VKZi0bWebJ06VJWrlzJaKuNyyQwsAAW5B7j15q2PTbr9XpK21F1i2rDcGqZFDg8OOR8p3dWBAF3NZgRGhp4fP58r5/gLYmJiSE0LAyH3j9NUJvT0qBy2q1kTLidPlMfJDrNU4RAodIgV6oZcOMCIrv2Ja7nCHpOupukwRM8tivN2ebzeZ8O0WmHuhJ69pRuASgIAnMfmItoE6nb6duHbF1xHb8t+p1DK7MxVhqbIk+iKHL419aFv32n9+H6D6ZxxaLxBIQHoA3RkLnsAOXZ5RgrG1CoFCQMSiC+Xzyj5klTCC+KIrVb61ApVdx9992SjHkmjBkzhqlTp3KsPscn9Vn9kgZydd+paJVub3hKZBduHzEboQ0XlCAIyAT3I7JY725rUWeqpd5soMJQxnc7v6RYX0hm4T5W7vvB6/NupNJSTpZhHyNHjvSrmuDpkMvlPPX00yBX83F25BnVaZwp49MCWHhFGCM6a5g7MoSEELexkhiqYFyalo9vjm53/7hgBb/Oieed66NYc388D44K5e0NejJezGfQawXs9lFd588ngziiV/HgQw8TFyedMEpLtm3bRnCwnL59/VMl0tJgAigsNJ+VaMWOHTUetVwtWb68uN33fIkgCIwcqeDkyUJKS0s73uEsUSqVOEW8ej2dDXEhAeeU/isAa7JLmuZdUNNApK792keFP7TpT+E4NUdvpgrCRSPrvNizZw8fvP8+ve0OrvJis+HTIYoiW+pq23xP3cFVoGrj/Z46T+nMA0bpu29HiCJ3NJiorKjgucWLfSqYIJPJGH355Yg1JxEd/lEk0hce4cS21cT3GUlAmGdKXV1ZPhGde2Moz296LTylFwmnZNnDEtMYePOT9Jk6F7UuFJPe0/NTtHctDdXev8mfKc7qApx2K6NHj5Z03M6dO3PjjTfScNjkUxGM8pxy7I3euBYPPF3UmdUSWerdThC71c4l9wxl1KOXEZYkTe+2hiMmzAUW7r7rbknq5s6GOXPmkJaaxm79NvQ270ebx/WYwNOTX+Sq3pOZ1GcKs0bcRaBax3WDPFO4GhsMB6rd98dBnd11o91j0ggJCMVk9ezTZrT65v5ptNezQ/8n8XHxPP74435N7+yIuLg4Hnr4EXL0alZ6uUnx7EtC+PK2WB4dHcbSO+J44LIQnr0ynLVzO/HxTTF0jzq9eEVMkIKrewbSNVJFmcHOG+v1OEWobnCyZI33z7djtSq+zwtj5GWXSa6k25KDBzNJSxP8JtmemNg61a+5jHtHCAJ8+ukJ/vWvE+1uU1vrv35L6ekuo//gQe83k2/MwKm1+e+6j9C1rtOXCxCmVaJVyts0wgQBHC3Wc2abg+ggDVEtjpcRF8LwLu07SXyN/tR32/hde4uLRtY5YjAY+NsLLxApitxssUr2RQqCQFAb6Qb9dTo+Tc8g+ZTCYFwb1nhhGxGuLKNnru06vR67H5T3kpwiU80Wdu/Zw3/+8x+fjjV69GhEhx1H1QmfjtMW1Sey2P6vZzm85t/s/c9rpF9xO4Lc7VkUZHIqc/dhqilrei0oJgm5ou3FQ1BMSqvXjq5f6vV5nymOimPogoLp37+/5GPfcccdJKckU/unAaeP0gYjukUgk7e+2jUhGobMPjMJ9D7X9W5KC+w1pScKtXSeZbvBTt02A3379fW6VK03UKlU/O2lvxEaFsK26o2YHKaOdzpLAlQBXNHrKsb3vBK10nW/rDC4rzcZMmZcMothXUd47Dc6fRwPjV/A7JFzuGfUXGSCjMTwZPolDWw67rge3l9I25xWttVsRK6Ss+TlJeh0/uspc6ZceeWVjB8/nh/yQsmq9o2IUlywgnljwpg5NBjFORgOCpng0dRVrfDuArbeJuO97GiioqNZ4GfDWK/XU1RUQvfu/klVBBg8OJz0dE/hiocf7s68eamEhbVer2g0MmJi1KSlBZGREdTUo6m9ziCCALNmpXh30mdBYqIMjUZGVlaW14/dv39/BEGgwOS/Jfu9I9NICvN0JDpEqDHZkMkE7hzROo2zqt7CwCTPkoZ6i4Nyg9kjKicANw/ujKKNZ6sUiCIUmRWkpaYSGOhd4aWLRtY58tlnn1FZVcXNJnOrlDtf09DGXeaQ0ciC3GOEyOV8lJrO5xk9iTmDsKelhUFlcTr9YmQBDLU76GF38MnHH1NR0Tq1wFv06tWLyMgonMUHJJdyrzy+n8YQiOiwU3Zkt0eqUlnOdhw2T2O4ZbSrOWpd6+hHTYF/xC9ESz3OquOMHTPaL317VCoVTy18CqfZiX5r29He8yUsKYy0iWlN/8uUMkKTQxn75Gi0IWemTpY8LImp717L1HevpffUXj6ZZ1uIooh+Ux0qhYonn3jSL5LtZ0JkZCRLXl6CQ+5gW81G7E7vZgkYLUaczdpblNWVsuHw2qb/nTj59eBqTNbWBl7nyC706tQHxSnHiCAIzBxxF4uvXcKia5eQHNHZq3N1ik6212ym3m7ghRdf8LqX1VcIgsCjjz5KUlIiH+REo7d451z7JdvIuH8Ucf2nJRw/z+bBEYFyXromgrhgOb3iVCye2Lpm71xxivBRdgR1NiWLn3ueoCD/ttaor3dFWMPC/GfoFRY2kJPjKXoxbFg4AwaEUFPT+rc0m50YDDYOHzaQnW1o9X5LRBEOHep4O18hlwuEhMiavmtvEhkZydChQ8htUHAWwT+vEqhSUGZw3xOb+zUaLHZW7C9stU9ogIoR3aPRKFob9zHBGlIiAtEq5fRPCicswLctFE5HiVmgxgpXX3ON1499YT5lL3DKyspY/uOPDLXZSZI4SdbqdNDWksMiihRZrWQ2GPmopIgwpZIY1dmftDq5nNOXM/oOAZhitWG32fjiiy98No5cLue22/6Co64UZ81Jn43TFurAMI//jRUFyFXuxbkgyMj+5dOm/zv1G03CgHHkbV3JvmWvc2LHT1Tm7sd6qqdWYGQnVIGedXS6qEQffoL2sZ3cjUxwFb/7i9TUVGbePhNTrhlTnvejIABlB93pmE6bk5EPXUpw/NmlRakCVGiCfSsZ3RJjVgOWYgsPzn3Qr7UhZ0L37t159tln0Fur2aXf6hVniN1h5/11b7Pwv/N4cdUz1Bhdda1KubJVlKG8rpSj5YfP+NghAaGt+mqdL6Ioklm7m3JzCfMem8eAAW03Z71QCQgI4LnnX8CCmvcPRXO+orv1FicPfV9BbqWN3QUWFq6qarVNmcHO48srefSHCvKrOzbCpvcPYssjiay8O56ukd77/X4+GcT+Ki33PzCX9PTWwir/P3LHHZ69rAQBbrxxO7feurPdfRoazu6kCQjwX6TO19x552ysTsis9c9n/PNYORa7ZwuERuJDA6gxWlrtc7yynnWHSzG3oVdgsjmoMlow2RzsOVnNl9uP+2TeHWF3wr46FXFxsUycONHrx79oZJ0Dq1atwuFwMFaiOqzmqGRyOopPnTSZmHxgP5ktUgEj5HJ0HXivDQ4HhZbWF4tURIgiA212fvv1VxoafCfJfdVVVxEdE4Mjf6ek0ayYjCEIMvdN0lB2kowrZxEYEY8uKpGYtMEeku7a0GiK92/gyB9fUZazg8O/fcHub15i68ePY6nXo9Lq6H3t/R5jdCgJ7wOcZgPOsmwmTZrk9wX8jBkzSE1NpXazAYfR+99FUKzbK60KVKEO6jiWba4z4/CjPK2t2oZhVz3Dhg3jqquu8ts8zoYRI0Zw//33U2wqILN293lfp1nFmRwudTUarqqvZP3hNYCryfD1g25Gq3TLeMsEGZE6afpetceR+kMcNx7lpptuYtKkSX6dy7mSkpLCvHmPkaNX8X3e+YkqWR0izZWiDW2kBM9ZWsHSffX8kGlk1tdlrd6XgpwaNcvywhg9ejRTpkzxyxxa0hi1tku/ZDk1rpODBz1FiRov5/O5rFUqGbffnkynTlrGj49h7tz2lQelwG5v3brDW6SmpnL99ddzzCinyCR9RHLd4falzc02B7Z2Ag4Hi9oWM8urrMdgdp+QB4v9o/i8t1ZOnU1k/vwFXhe9gItG1jmxedMmujqchPsprW5y5Okf/uV2OyUt6q8EoJcuyKPhcFvEq9Qk+LAR8ZkwyO7AbLGwe/dun42hVCqZNXMmDkM5jrIz91ifL5rgCKLTBzf977CZsdTrGXDT43QfcxNRqYOajDBBkBGe3ANjdeubm7muir1LX8NYXUpgRDzNq06VWmlrNkRRxH58M3K5nL/85S+Sjt0WCoWCp59+GiVKatbWIno52jxo5kBSx3cnaWgioxeMOm1NlSiKbHlvKz88sJzlD6+k+oT0fVycNic1a2sJ1gWxYMGCC1o0oSXXX389N9xwA7nGIxypP3Rex9IoPCOHmmYqgyO6jeTFaa8xsfc19E0cwMwRdxEf2um8xjsfThhzyarbz7ix47jnnnv8Ng9vMGHCBK6++mpWnwxhV8W5N9sOD5Dz4EiXoRaoElgwLqzVNnnNUghPVttxSvyMrrbI+Ud2NJ06dbqgrrXo6Gi0WjV5ef5x9CgUMpKSzv637yijed687rz0Um927hzL558PJjjYP/L0AHq9k6oqO507ezdluDl33XUX3bp2ZbtehdQaH1pV28+5AJUcU4uAQ3SQ614bqJJTpD8zZ3mDxUF+lbTCa8fqZeQa5dxyyy0MHDjQJ2NcNLLOEovFQt6JE3Rur/pSAvqfQ363CGyobV8eXSMIPNgpgU/S09HI/BtyT3I6kQM5OTk+HWfChAn06tUbR95mRB/3t2lOVNd+Hv8fW/8tf37wGHu/e5WsVR/Q/8b5dB9zM0NuX0RYYhrxvS5FoW79gKotPsaeb5eg1OpIGXYNSq2OoJgU0sffJtVHAVxiF47K49x5xx1ER/tPHag5SUlJzJ8/H0uZhbpd3s3TVwWoGPiXAYy4fzjhnU9fx1F9vJr8ba6UVIvBwqGV0tbLiaKI/s9a7LV2nn12ERERER3vdAEhCAL33Xcf48aNI6tuPyeMuR3v1A5pcT24oudVROqi6Jc0kDEZV3i8L5PJmNBrErMuvZs+idILtzRSYipib+0OBg0axBNPPnHB1s6dDQ899BDp6Wn8MyeKYuO512s+MjqMA08ksXt+EiO7tr4n/mWw+9l488AgZBIaOTYnvJsVhU3Q8MKLf7ugGkUrFAp69uxFTo7/Gin+8MNwVGfR6CkhQcukSafPijCZ/FSg1AZHjrjWhH369PHZGGq1mpeWLCEgKJhN1WpMEi5DZw7vRmJYoIeKoEou8PK0gUTqPB1Yg5MjuGlQSqsmxadDBHIrpKupKzYJ7K5VMHToUGbPnu2zcf7v370lpra2FqcoEuqnKBZAP13QGYlanA0OYFpUNJFK/xUfNqIEAgUZNTW+DR/L5XL++tcnUcjAdmSdZGmDnfpeTlCs29vlsFmb5OTNdVXYTPV0GX4toQmpTe+HxHcjoksfOo+Y4pFu2FBdytrX7+LE1pXYTPUYyvIxSijhLlqMOHI3kZGRwY033ijZuGfCuHHjmDx5MvWZRkwnfSfrfjqUAUqPhsMqiYt7Gw6bMOWamTVr1v+5mp5GZDIZTzzxBIMGDWJv7Q5KTEUd79QOV/WZzFPXPM/MEXehVvg3Yt8WVZYKduo3061bd55//nmfpK/4A5VKxfPPv4A6IIh3smIw2c/d+NGpZe0qAT4yOowVd8Xx3ztjeX6StA6Fr46GkVur4q8LnyIlJUXSsc+Efv36U1Bgp7TUP4ZJXJwWeTt9kORyePnlXk2Rq/T0ILZsGc3mza3r7hoRBNiwoZwXXsjGZvO/sbVrlx2NRkVaWlrHG58H0dHRvPLKq9jlKjZWqSQTwkiJ0PHkxN6EB7jvmwFqJXKZjLHpnsbwb9nFHC5ru2elsp1zQCETSI3xbsuH9qi0CGypUdG9W3cWLVrk0wbhF42ss6TRq+jPS/rRY0cos3k3VmwTRb/WYrVERJTEg9upUyfm3HcfjpoCHEWZPh+vEV1UQttvCAK6CHeaksNmYfe3S6jKO0DV8UzKsrcTntLTYxfRbsMtViKiL5Am/VEUnViP/IFccLJw4UKf3qjOlQceeICu3bpSu6EOu0H6goTguGAG3T6Q4E7BdOofT98bfOflbImtykbt1joGDhrIrbfeKtm4vkCpVPL888/TvXt3duj/pNJS3vFO/8eotenZWrOR6JhoXn31lQsqEuINoqOjeXbxc5SaFPwzJ+K8anFOR+94Nf0TpBWV2VgSyLriIGbMmMHIkdI0FT9bJk6ciEKhYNUq/zzn7XYnGo37md78b51OyfLlxTRWM+TkGDh+3EjXru3LaYsi7N1by3vv5fLee+ce4fYGlZVONm+2M2nSNZI4RtLS0njhhRepc8j5s0rZ1EjXl4iiyJ/HyugeE0Sn0ACSwgOZPaI7AH0SwkgIdd+vbA6RvQXVBLaRYnjr0K5cPyCZKf0SeWXaQOZf0ZPrBiQzf0IvEsK8K5/eFrU22FStIjomlpdf8f199qKRdZaEhoaikMup8lOudbHFwlHTmaumnemyN1GtJllzYXh2zUC9KErWKPXaa69lxKWXYsvbgqNaGrXBLiOmImvqjyWQMHA88b1H0n/6PILj3FGuvG2rsZvdAiYN1SVUHc9E1o6SmSCTE9Glty+n3oTt+BacNYU88vDDJCb6R9GwI9RqNc8tfg6lTEnNulpEKZ5GLeg+phuTXprIyEcuOyORDG/gtLjqsMJCw3j6qacvSAP4bAkICODVV18lNi6ObTUbqfVBs2J/YbTXs6V6PbrgQF5/43XCwlrXG/0vMGDAAO699z52VQSw+qQ0Xmtfk1en4osjEQwcMIA777zT39Npl8jISCZOvIr16+1UV0vvJl62rMhDqr1zZ/eCurbW5mF0KxQCQUEKPv100BnVcn3+eT7r1/vP8bJqlRUQuOmmmzrc1lsMHjyYhQsXUm4R2F4t95nTopGfDxbx9Y48th2vpNZkZe7oDLpEBeF0ivx8sAiNsvUz5t5RaaTHugVvBCA2WMOmY2X8uK+Av6/JIlKnYWx6HIkSGFgmB2yqVqPVBfP3118nPNx7bRva46KRdZYoFApSU1M57oc+QABHTQ1nJbCuFE7/Ey9K6czjScl8kpbh91qsRvLkMkSgZ8+eHW7rDWQyGU8tXEhKSgr2w7/jbPD94k0XGU9MxrBT/4nYTfX0vnYO0amDmrapPJ5J7oa2GwurAty1B3KVhp6T7iZ9wkyG3fECoZ26+3LqANhLDuEoyuT666+/4JXPEhISWPjXhVjLrei3tp3C8L+EKIrUbNDjqHeweNHi/6kFe2hoKG+88TrBocFsqf5/7N1nYFRV2sDx/50+kzbplYTQQigh9Ca9C0gVUBYFYRexr64iooB0FAXEXd119bWtimVXZW2gqBRpwiKQ0AkEAgRCejJ97vshEggkkMC0JOf3RTMzd+4Tbmbufe4553l+osTu2YXS7mB2mNiS+xMKjcRLL7/k9eqc7jZu3Dj69OnDpxlG9ud6dsTJ1QqtClanRRASFs6cuXN9/mZGWXsNBW+/bfZ4j0i7vWJi5+d3+RpKp1Pw7LPJDBgQScuWgaxalUp0tJ7QUC0LF964l+C5c2buu+9XcnI8P0qXkeFg/XobgwcP8fia5H79+jF9+nQyTUrSi9x7OX885/J6qWKLnQtFZv679xR//ngH69LPcPSq9VQSkBjmz/j2CSRFBhITpCMu2MCL69LILiybvp9daGZ7hvt6ol7JKcMvuWpskpplL7xATEyMR/YrkqybcFuPHmQqJC54YTSrlZ8/wTVI8Cxy1Xes4jUabg8JZWx4BME+NPd/t0qJn17v1gWkVzMYDCxdsgQ/vRZ7+rfINvf0WLrEbinl3IHt5T+fS9+GfFXlR3NBToWf1frLiVVsm97Edyrr6eCwmjn0w7+IbtGNwCj3VTa6xJGfhf3YRtq378CMGTPcvj9X6NmzJxMnTqT0YCklB93XGsAXFO0pxpxp4eGHHvboZ8hTIiMjeenll1DpVWzJ/RGzw72fVXeyOa38kvszNsnCCy++QKNGjbwdkttJksTMmTNpmJDAawciuGDy7cSkKg4nvJYeTpFDw8JFizEar20M72tiYmKYOnUaO3bY2bTJs+XpxoyJo2fPMCQJUlKC2LfvciGuyZMb0rZtMO+805H163syatTlKfOyDM2aVV4xV3XF2jyz2UlurrXS17mL1Srz6qsWjEYj999/v0f3fcldd91Fv7592V+o4oLFfdekKXGXb9aplRInLhbz9f6sKku3+2tVfLs/i2XfpXEouxAZiVN5pdiven2AzjPXnvsKlVywSMx8+mmP9q4TSdZNGDx4MCqlkg1qz49mharVvJvcgi4B1ZtqIQNVLbXPtFpZknnSZbG5Qo4ksUelYtCQIWg9XEo+OjqaxYsWobCVYNv/FbLdfXfFDm/4sLzYBYBfWAzSVWvQIpp3KivPDmj8gugw8RlaDv0Tre54gKiW3SjNvdwHxm4uqbTUu6s5C7Oxp39DXFwczz8/D5WXRnRvxtSpU2nfvj0FWwuxXvDsydhTzKfMFO0uZuDAgYwaNcrb4bhNw4YNefHFF7EpbPyS+xM2Z+07ng7ZwbbcTRTZC1iwcAGtWt34jn1dodfrWbhoMbJKz6tpEVgdvlHqvCY+zTCSnqfl8Sf+QrNmzbwdTrWNHz+e1q1b8fbbVs6f99y0Qb1eyUcfdSEzcyiPPtoEi+XyxXbBVfXIZ87cS3z8VzRu/A333ruTw4evHbHWahVotRXPmQkJnl3H+MEHFrKy7MyaNZvAQO9Mf5Ukib88+SQRERHszNe4bX1Wz6ZRNAwtm9Jnc8h8vufapRXRQXqaRpTdDC6y2PnvvtPljYjPFlS8GRZi0DAgOZpODd2/LCTPKnGwWMntt99Ov3793L6/K4kk6yaEhoYyYuRIdqpVnFJ4/uQQpdHSQFc2zUIBtPO/fkn3UeERhFRxMfxDnuf79lRFBtZq1KjVaiZOnOiVGFJSUliwYD5y6UVsaV9XSIRcyVxY8d89qd+1v6+1pABtQAh6YyRxbfvjHxFPYfZJ9n/5GltefwJL0eX30AdHEhAR75ZYL3GWXMSW9hURYaGsXLGCgJtoJeBNSqWSuXPnEhYaRv4PBTg8Wf/WA+yFdvJ/KqRRo0Y88cQTPtOjx12Sk5NZtGghRfZCtuVuwiHXnuMpy05+zf2FC5ZsZj0zi86dO3s7JI+Li4vj2efmcKJIzTuHg92+psSVdp7X83VmICNGjGDIkCHeDqdGlEols2c/i0KhY+lSM0VFnl2fpVRKdOgQQkRE2U1USYJff81l+vRdXLxo4b//PcN772Vit8uYqviO9vdX8cYb7Rkz5nIBqX79wtFqPTcq+t13Vr791srYsWPp2LHjjTdwI4PBwGN//jOFNpmTpe67rL9yFMrqcNKjSQRKhUR4gJbpPZsxc1DrStdmQdn0wUZh/igkaBltZO7wVEa1TfDIeWp/kRI/gx8PPPCA2/d1NeW8efPmeXyvPmjNmjU1KkHdokULvvvmGw7Y7XSw2fHk/fwiu52Zx8uq6ciUrcHoZTRWWRAj02Km2OFAI0kk6vTYZRnL72e0VP8Abg8N45jJxD/PnuFwaSmt/PxQeuECbadKyY8aNdP++EevXnQ0aNCA+AYN+GndV8hF51GEN0a6wdq2mrBbSjny08c4rJePV0RyJ/zDyk4Y+VlHOb7lPxz8/n1Kck5jN5eQl3mA/FOHyE7fWr6NtSSfVsNnEJHUgaR+E93ahNhZmo9t/5cY/Q2sXv0KkZGRbtuXO+l0OlJTU/nqy6+xnLeib6yrE8mI0+Yk97t8tLKWV1a9UqfWYV1PbGwsMbExfPvjNxTbConVN/D54ynLMr8V7CLTlMEDDzzAHXfc4e2QvKZBgwbIsszaLQd9X/+XAAAgAElEQVQI0dppGODhDqs34VypihX7omiW1Jx58573+XVYlQkICKBVq9b85z/fkZ5up3t3VZXl1V3lwgULy5cfZvPmHHJzrahUEikpRg4eLCInx8rhw8WcPWvm88/PXHfaX79+4fz4Y28aNfKnW7dQjEY1w4fH8MwzyW7/HS7ZscPG66+b6d69GzNnzvSJXnZxcXFs3LiRM7kFNPZz/Q2nDQfPsuNETnlNAJVCYuptzRjdNp4+SdFEBepRKiTySi0cPHd57XOYn5aoID2jUuNJiQth/5l8zheZMeo1xId4ptjFzjwV4ydMoGvXri573+rmDCLJ+l1NkyytVkujxo35fP16zkoSbRwOPHVqVwDvZZ/j0sfI5HTyarPm9DIa+bWokKKrGiVbZRmZsl5YuXZ7eYIVpFTyfGJjdAoF9xxIY1dxETuLiih2OOgW5Nn55RkKBe/pdKS0acMTTzzh9S+txMREwsPD2fzDN2WJVlijCv2pbsWJHV9z/tDOCo+FJrQkKKYx5sJctv3fbPJPH8Zpr3iiMeVftUBUkmgxZCrGBs1Qady3gNxZkot9/5f4a9WsWrXSZysJVldoaCgRERH89M1PyHYZXZxvVNW8WbIsk7+xAOsZK4sWLfLofHNf0LhxY/z8/Phh6/dYnBaitDE+nWgdKkrjcPEBJkyYwOTJk70djtelpKSwf98+1qcX0Ca0FKPW+z2PqmJxSCzfG4VNHciKlau8NkXMFaKiooiPT+Df//6RzEwHnTurULhxZs7YsVv56qtz7NyZx/r12aSnF5GWVsiVS5FDQzUUFNjJz7822Y6K0vLAA02YN68larWCixetDB26mc8/P8PWrReJjNTSqlXQNdu5WlqanRUrzCQlJbNkyVI0Gu/3FoWyaYNFRUVs2bmbJn4OVC68hCoy21i94UCFomtOGRoE+9HgqkRJo1Ky5ejlSo+9kqKY0q0pMUYDr/18kIslFhyyzP6sPAwaFVqVwq3rsk6ZFGSZFTz22GMurSZY3ZzB++l3LdaxY0ceevhh0lRKPtSq8dRkFbVCQRP95bKmDuCsxYKfUklNSg8WOBw8cvggE9P3k2e/3EPokMmzhQFOKBS8adARGRPN/AULfObO4NChQ3nqqadw5p926dTBq0fFtAHBRLYou8NSmnsWh7XyxrmBMY0J+r1yoKRQ0ui2kex493nWLZ5I+jdvuiS2qzmLc7Dt+5IAg4bVq1/xySabN2Pw4MGMHDmS4n0llB6vvYUTAErSSjEdMzNt2jQ6derk7XC8Yty4cUyYMIGMkiMcKT7g7XCqdLL0OOlFexk4cCDTp0/3djg+QalU8tycOQQag3k1PZLSW2hU7G7vHQ7mdImKZ5+b4/FKcu7Qu3dvHn30UXbtsrN8uQmr1X1zNtPSrq3sKsvQqlVZoqrTKXjwwcY8/njT8oIWISGXL77Pn7eQmhqEwVB2ffD112c5frysvUlRkZ3HH9/LP/5x3G3xA+zZY2fZMhMxMfEsWbIUnc63qmNeusFW6OLPkCTB1aMISoVEXPC1a+AaBPvxh86NaBIRQM+mkQxuebmIyZU3v2Tgk10nWPbdPk7llVzzPq5SYJNQq9VeKyokkqxbNGbMGP74xz+yW6XibZ0GT12udQu8PNIUrlbzjzNZ3JWexhlb5cPsVX3kch0OzlgrbjMwONRVYd7QfqWCfxh0hERFsXLVKoKC3H8nqiaGDh3K7NmzkQvPYtu/1iXFMBq0H0BYk7Yo1DrCGrflthkr0Pw+1S8wuhH64KhrtglOaEGbMX+m4z1zuG3Gy/R94p+Y8y9SmnsWZJlTu9aTf/rwLcd2JWfReWz7viQ40MBfX321ziRYlzz00EO0aNmCgk2F2HJ9f5pSZSxnLRRuL6JHjx5eW8foK6ZPn06f3n3YX7iHLJNn+t3VxAVLNv/L30FqaipPPfWU10frfUlwcDDznp9PjlnFm25sVHwrNp71Y9M5fyZNuqdOraEbNWoUTz75JL/95mDZMhNms3v+8UeMuFwy+1ISFRio4rXX2rFlSx927epP794RjBkTx65d/dm2rS9z57Yo38bphB9+uDxCEht7bf+s9euzr3nMVXbssLF8uYmEhMasWvWKT1aTvDRSY3bxHX9/rZoJHRLx06gI1KnplBjGw32Sq2we3LVxBI/3b8mEjomolZe/5+7ulEionxbNFY/ZHDJf7zvttpYCFicEG4O8Nruh9pQG82F/+MMf8Pf355VVq3hFqeSeUjPRbjxLfH0xhzfPnSn/+YLNxgVbQZWvD1ap0EkSZ23Xv5BsqtczMz6BNjcopOEKDmCdWsX3GjVJTZuyZOlSQkM9l9zVxIABA1Cr1Tw/fz62fV+ibjkUSXPzVYxUGh3tJ8y85nG71czuNS9gyjuH3hiBpTi/fMpgQdYRNq1+CCQFbe98HL/QGKSrRvwcDvs173mzHPlZ2NO/ISw0mFdWraqTvXvUajUL5i9g6rSp5P1QQNgdISi0tefC11HiIH9DIbGxscyaNcunp8h5gkKhYNYzs8g+n82vB7eiVxoI0XimofmNFNkK2Z63mdjYWBYuXIjah1pm+IqUlBSmT5/Oa6+9xvdZ/gyI850eaKdL1Lx7JJR2bVPr5BTPYcOGodVqWbx4MQsWmHjqKR1BQa79Lly1KpU77ohBqZRITDSwd28h7dsbiYu79lwaHl42hdticaDVKrBYyuYUtm9/ea1p374RzJqVxEsvHcFqvfZ5V9qwwco//2kmObkFy5a94PNFn9xxJujRNJIeTWu+Fnvz0WyOXSiiVUww7RNCWTCiLXtP5/L6xss3hX87nccXv51iZKp7i3d5Q+25ovBxI0eOZMXKlVgDA1npp+cHtcot0wfNTgdLMk/WqCFxa4Mf+mpMwbsvOtojCdY5SWK1Qcf3GjWDBw9m9auv+myCdUnv3r1ZsngxCksBtr1f4DQX3XijGsra8yN5mWVTnUz553HaLyfF5f8vO0n76p8ANLptdIV1Yqd+XeeSOBwXM7Dt/y+xMVH89dVX62SCdUlYWBgL5i/AUewg7+cCjzfovFmyQybvh3xUsopFixbh5+f+BcS1gVarZcmSJYRHhLMtb5NPNCu2OMxszfsZvZ+OF170/Qs0bxo/fjxdunRmzbEQThX7RiJqdcDr6eH4+QXw7HNzfGY6u6sNGDCAhQsXcvq0xHPPmcjKcu0VjEIhMWBAJH37RpCY6M+IETGVJlhXato0gE8/7crDDzfhjTfaM3JkbIXnH364KT/91ItHH23CsmWteeqpJJfG7HTKfPihmX/8w0z79h1Zvvwln/78FheXfd+pPXxl75RlrPZr/15+PZHDBzsy2J6Rw1tbjnDkfNmU0RMXr/1e3p+V55bY1BKUlHivN6ZIslyoTZs2vPPee3Tr0YOvNWpWGvQcd/GUkDybHbOz8oXBSqCZ3lDhoOoliZ1FhRw3V77O57agICZHRbGiUROyrTYOlrhvbqwZ+K9axcsGHYWBgcybN49Zs2Z5vB/WzerSpQsrXn4ZrWTFvvc/OEtcV/4++9BODn3/foXH9MGVz/lXKMsGoJVqDbLz8hdb8YVTtxyH/dxBrOnf0axZU/766qt1Yt3BjaSkpPDgAw9izjRTvM99f/+uVLCzCMt5K08//XSdm8Z5q4xGIy+88AJKjYLteZuwO103wltTTtnJjrwtWGQzS5YuISYm5sYb1WOSJPH007PwDwzi9QMRWH2gKv8nx42cKlbx9DOzff5m4K3q3r07q1atxmr1Z84cE2lp3vvsXNK+fTCzZjVn6NDKb/Y1bOjHzJnNmTQpwaWFO6xWmdWrTXzxhZXhw4ezdOlSDAbP9uGqqUtJlsZNV/Zmm4PD2QXkllxeNnEmv5TZn+/msY938v72Y+WPbz1+nm/Sssp/loE9p3LZezqXb9POcLXGEe4pIqNRQKnJhLOK62Z3E0mWixmNRubPn8/zzz+PLTyMv+q1vKdVc8FFU3kiNRpaGiq/a+0ADptKufJPaVBIKKbr3J3XKRT0MYbwl+NHWXn6FJMOpvPNxRyXxHplXNtUSpb5G/hRo6b/oEG8/e679OnTx6X78YTWrVvz6urVBOjV2PZ+jrPw3E2/V/ahnWRsXUtp3nkOrXu3QsIU1aIrXaYsoGnfu2jSaxwBUYkgKVDp/Gkz5jEAtH5BhDdpW75NbJveNx0LgO30HmyHN9CubVtWrljhc+vj3GnMmDH06NGDop3FWM75dmNb0wkzJftLGD16dK38DHlCQkICc+bOocCWz//yd3hthDKtcA8XLNn85cm/0LJlS6/EUNsEBwcz65nZnC5W8vFx77Yi2HdRx7rTgYwaNcql5Z99WXJyMq+//nfCwmJZssTEDz/49vehO+TlOVmwwMTWrXbuv/9+nnjiCVRV9Br1Jabf2/ioJNd/35lsdl5ct5+VPxxg/n9/4+jvo1JvbjlCgalsps0vxy7w5Gc7+Xrfad7bdvyaBsQ/HjrHG5uPVPr+OleWQ7yCSiEjyzIWy62vp7+p/Xtlr3WcJEn07t2bLl268MEHH/DRhx+yV2Wlg83OAJudkFs44SskiRJn9W/vNTUYUFyEynJ4tSRxxmzh3oPpFR7/V3Y2Q0JvfS2DE9ijVPKdTkMOkJyUxNJHHqn1FxuNGzfmtb/9jT8//jjZ+9aiTh6IMiShRu+RuWsdB755C4AT2/6LWnf5DplSoydl1MNIkoJG3UaU7bPH6ErfJ3XcX8jN2I9K54cxtslN/T6yLGPP2Ir99B569erNs8/O9pmytJ5Sdgf9aaZOm0rOjzmEjQpFqfO9e1D2QjsFmwppltSMGTNmeDscn9alSxfuu+8+3nzzTYI1oTTxd+1Uohs5XXqSI8UHGTlyJIMHD/bovmu7zp07M2bMGD777DNah5hoE1r5TAx3KrQqeONQOA0T4uvdZy06Opq//vU15s9/njfe2MnJkw7uuUdXXrCiLjt2zMHy5WZMJhULFsylZ8+e3g6p2i5NZXXKEjUqNV0Nh7MLy5Mmq8PJtoyyljJXJ1IlFgf/3Xe6yvdxOGWMBg35pRWT981HzzOqbc2uo6rjUv9kbxUa8r2riDpEp9Nx33338dGaNYwaM4bdOi1LDDo+1KjJvoWRrdIr+mCpJInnGyai+v39NFe8b7BKxZ3hEfQxVn430CbLpFdSrr3BLU7fswPbVUqW+en5l05DQMOGLF68mNdef73WJ1iXxMTE8Nrf/kajxARsad9gz65ZZb+LGfvL/99aUkB8p9sJiEzAEBJFm9GPVLv5sUKhJKxxm5tPsJwObIc3YD+9h5EjRzJ37px6l2Bd4u/vz4L5C8AK+T/l+9z6LNkuk7ehAK1Ky/zn59fb41QTf/jDH+jWrRv7CneTYzl/4w1cpMCWz+6C7bRs0ZKHHnrIY/utS6ZPn05iwwT+73C4V8q6v38kmFKHijlz59WaKe2uFBAQwNKly5gwYQLr1tlYvNhEYaHv9jBzhU2brMybV4pWG8rf/vZarUqwgPL100VumOV57qpkyqBR8q/tN1cyv2fTSMa2q5hQhQe4pxx+kV0iJNjotc+waEb8u5o2I64JvV5P586dGTJkCE5ZZtPxY2xSKjijUBAkywTX8GIuXK1mU0E+AI83iGdkeAQDgkPoYTTSyT+Q9NISwtQaVjZtSohaQ1ODnt3FReTab/zJS/HzY0WTpihuIgk0AZvVKv6l17FbpSS2SRMee+wxHnnkERISEupc9TO9Xk///v1JS9vPmbRfkJQaFIHXll+vjK20iJyj/wNA4xdEi8FTaNhlGAkdB+MXUrNCE06HnYsZ+7CZS9AFVL/ZnuywYzuwDkfOMaZMmcL9999f78tKh4aGEmwMZtN3m5BUEtoo30lkCrYXYj5p5vnnn6dFixY33kBAkiS6dOnCTz/+xPGLR4g3JKKU3DuBwyHb2ZL7Ezp/LStWrvDphfK+TKVS0Tw5mc+++Ipim0TbMM+NZu3O0fNZhpEpU+6r11NyFQoFHTt2JCYmhrVrt/DLLzZatFBiNNat84TDIfP++xY++MBC69YpvPzyilq5fjIwMJB/f/YZdpuNBgbX3SQssdj528+Hylsr6NVKFJLEydyar2EO0JZ9/6adyaf0ikWX93VrQqi/axMthwy7CzR06NyV3r17u/S9q5sziCTrd+5Msi7x8/Ojc+fODBs+HLVazdaM42yWnRxSqdDJTsJluVpDi431BiZGRjE5KprU30/gRpWKIKWKB48cJs9hp8Bhx+RwEq3Vct/BA2TbbBhVKoaGhHKgtOpKK6FqNaMjalamM1eSWK9R8aFeR7pSQYvUVB5//HFmzJhBw4YN61xydSWNRkPfvn05efIkGXs2gyyjCIq54e8cFNOYgIh4AqMSSRowCV3gzS2olmWZ3R+9wLFNn3L6fxtQ6/ww/t6w+Lrb2S3Y0r7GWXCaxx9/nAkTJtTp41QTzZo1IyMjgyPbjqBtoEVp8H41MfNpCwVbCxkzZgx33nmnt8OpVTQaDa1at+KLtV9QbC8iVtfArX/r+wp2c86cxcKFC2na9MafRaFqYWFhmEwm/rv1CM2NZsL17q+EUWqXeHlfFDENEnnmmdl1tppgTTRp0oSOHTuxYcMWvv22mIgIifj4uvHvUljoZPlyM7/8YmPUqFE899wcny9wURWlUsnF3Fy27TtIrM6J3kWHyGSzs/7A2fKf7b/PwSu9qjJNqJ8Gk+36n1Grw8n5InOFbQ0aJSPbxlfoqeUKB4sUZJkVPPzwwy5PmqubM9St2xG1RHBwMNOmTePTzz7jsccewxodxbs6LUv9DPykUlWrobFOobimLHuu3V5hvdYpi4Uf8nIp/b2qSr7dzs6ia7uuX6mgGqNdUDbbN0Oh4B2thsUGHZu0Wm7r14833niDlatW0blz53pz0a7Vapk3bx6333479sxfsR3bXK2pZpHNO5HY7Q4MwTXvPXGJpSiXi8d/K/8567efbriNbC3Ftu9L5OJs5syZw4gRI256/3WRJEk88cQTGI1GCn4uQLZ7d9qgw+ykYFMh8QnxTJ8+3aux1FZJSUlMnTaVLFMmmaYMt+0n23yGYyWHGTt2LB07dnTbfuqTKVOmEBMdxVuHw7E43H9OWXPMSIFFwVMznxb9zK6QnJzMG2+8SfPmLVm92sR775lxOHxrSnVNnTjhYPZsE4cPw9NPP81jjz1WKwpcXM+UKVMICgxia57GZU2Jg/Qa2sRWXHYSX0kj4kJzxV6szaMCibzBNMA4o4FH+iajV7v23z3bLJFWpKZXr1506NDBpe9dEyLJ8iK9Xs+oUaP414cfsnDhQhqktGatVs0CfwOfa9RcvEGSUmi389DhQ/Tf8z9ezDxJA62W7oFlFeGUwJ0RETTSV+yKnmmxoL/OlLC7Iq8/3c0B7FYqecWg41W9luNBgdx1992sWbOG5557jmbNmlXrd69rlEolTz31FBMmTMBxZh+2Q98jy+6fv642BKDxu1wF0D8s7rqvd5qLsO39AoWlgCWLF9O3b193h1grBQUFMfuZ2VjzbBTsvP6NCXeSZZmCzQXIZpk5z82pl2tDXGXChAmktE5hb+Eut/TPsjjM7C7YTkJCAn/6059c/v71lU6n48mnZnK+VMHnJ9xb8fRgvpafzgQwbvx4kpOT3bqv2igkJISXX17ByJEj+eorK8uWmSgurp2J1tatNubMKUWWg1i9+lWGDBni7ZBcIiAggPkLFmBCxc8XNZhclGhN7NKIMP+y849erWRAi2jC/S+fj/w0SmxXJN1KhYTDKVNosaFXVz2kVmi2lRencJVzZonNuRriGjTgiSeecO2b15CYLvg7T0wXrIpCoSAhIYEht99O9+7dKTGb2Zh5kk0qJWcUCoJlJ8ZK/gjfOJvFV7kXschO0kpLaO3nz33RMXQNDOKeqGjaBwTSRG9gR2EB2bayOwwK4OHYOHYXFaGUJAaFhNJUb2BwSCh/aRDPbUZjpTGagc0qFf8y6NipUuIfG8vUqVN5ZvZsunTpIpqhUjYC0qFDB9RqNb9uWo+zNBdlaGK1i1jcDIVCSXiTVJx2G6GNWpPUbyIKVeV3X53mQuz7vkSDjeXLX6R9+/Zui6suiI2NpaioiN9+3osmQoMq0PN3OEuPmCj+rYQ//elPLp9TXt8oFAratWvH2rVryTVfpIHetVOZ9+TvJN+Ry/Lly+tFfzlPio6OJjs7m3X/O0WXiBL81a6/geWU4ZW0SLRBEcxfsKDWj2i4i1KppGvXroSFhbF27Va2bbPRurWSwMDacc/e6ZT5+GMLb79toXnzFqxYsZL4+Hhvh+VSUVFRJCUlsf7HjWQUS4Sonfjd4p+zRqWka6MIWsYYGdo6DoeTCv2uHE65Qj1DWYbcEit2h1w+vfCSK792LXYnW4+dp0NCKH7aWxs5lmU4XKxge76auAbxvLxiBSEh1V+nXhNiTVYNeTPJulJoaCg9e/Zk6LBhqNRqtp3IYJMsc1Slwl92EibLXPr7/KWwgH1XNA/uHxxMol5PpEZD0BUniJ7GYE5ZzKgliQdi4xgbEcm9UdFMjo6hX3AIfYKDaeMfQHAlUyOKgO/VKj4w6EhTKmjepg2PPvYYjzz6KC1atBDTKa4iSRIpKSn4+fmx4+d1yCW5KMIauTXR0vgFEZHUgbBGKVUnWKYC7Pu+RKt0snLFijpT5dHdUlNT+Xnjz+QczMGQpEdSem4KrKPEQd76fFq3bM1f/vKXel+UxBX8/f0xGAxs2PI9gaogAtWV31SqqQuWbPYV7mbixIkMGDDAJe8pVJScnMwXn39Odgl0iax6XfHN2njWj5/O+POXJ58Ua+mqISkpiXbt2rFu3WbWry8hIUEiOtq312mZzTIrV5rYsMHG7bffzvPPP19nC9PExcXRvXt3Nm/dyv7zJmxOCNfK3Gy/ZofTybvbjvH1/iyy8k20Twhl2/EL2BxlNzxqMhiluOr1MhBr9CM+5OZv1hfb4ZdcNUdLlNx2W3deeOFFt/b6FElWDflKknWJwWCgffv2jBo1ipCQEP6XcZzNVivpahWBzrIiGU31BnYWFpJrt9E/OJjJUTGVVgXUKRQMDAllTHgESb83MlZI0nUrCBZK8J1GxQd6HRkqJd179uTpWbOYdM89NGjg3oXjdUHLli0JDAxk20/fIRdfdHuidT1lCdYX6FUSK1euICnJs/2CajOVSkVy82TWfr4Wp82JroF7ysxWJn9jARRJvPTSS/WqMbS7NWvWjC1btnD0/BEaGhqjlG7twtApO9mWt4mg0EDmzZsnRkDcxGAwgCTx1eZ9JLm4CIbJLvFKWiRNmrfkwQcfEue3aoqMjKRfv37s3LmL//73PH5+Ek2a+GailZvrZNEiM4cOOXj44UeYNm1anf+sBgcHc/vtt1NUVMQv+46QaVahVzgJVFUcTaqObccv8F36GexOmfNFZoINGoa2jsMpQ8uYIDLzSnBcNWKlUymvGcUC0KoU1zyeEmskPsS/xr+j3QnpRQq25Wmwq3T8+c9/5v7773d7ixORZNWQryVZl6jValq0aMHoMWOIjo5mz9GjbLKYOahWkYDEtLBw7ouOYUBI6E2VXb+aGVinVvG+XscJpZL+Awcyb948RowcSXh4+K3/QvVIixYtCAkJ4ZcN35SNaIU39vjJ22kuwr7vCwwaBatWrhR3aG9CeHg4BQUF7N20F12cFqWf+y8iTCfNFO0uZtq0aXTr1s3t+6tPFAoFzZo144u1n+Nw2onU3VrVqSPFBzhVeoLZs2fTqFEjF0UpVCYpKYl1331LeraD3jFFNb5QrMp/MoLYl6tjwYIF4jxXQ35+fgwYMJDjx4+zdm0GxcUyKSlKn0pUMzIcLFhgpqBAzcKFixg4cKBPxedOGo2Gbt260aZNG/alH2Df2SIuWBUEqGQMNcgxT+YWsy8rv/zn5lFBpDYIJSUumKSoIOJD/MguNGFzOLE5ZLQqBQ/1ScZsc3CusKycm1KS8NOqKL2qAqFSITEyNR7/GkwXdMpwolTBL/kaskwKevXqzeIlS2jbtq1Hjq1IsmrIV5OsSxQKBU2bNmXkqFFER0ez8+BBfrZZOa1QkOCUudWCo05gq0rJ2wY9h5QK+vbvz/wFCxg6dKi4i34LmjdvTkBAQNmIlqUIRWiix77cZWsp9n1r0Up2kWDdotatW/PNt99QdKq4bNqgG4+h0+okb30+8THxPPPMM2KaoBuEh4eTk5PD9rStNNA3RKO4uYIiFoeZHfmb6dK1C1OmTHFxlMLVVCoVoWFhfLl+ExE6O/EBthtvdAO5FiWvp4czYOAgRo8e7YIo6x+1Wk3v3n0oLS3lyy/3ceKEk44dVSg9OL26Knv22Fm2zIzBEMKKFStJSUnxdkheER0dzfDhwwkNDeXXvekcyLOTZ5UIUsnoqnHfMDrIwKm8Ei4Wm2kaGcjotgmorii5Hh6g47YmkfRrHk1qgxCGtIojKkhPy5iyKdm5JRZKbQ6sjorrKdVKBQ/1aU5CaPVGsWQZTpsktuZrOVaiILFxU+bOm8eECRM8WhtAJFk15OtJ1iWXkq0RI0ei1+v5+cABNiskFLJMvNN5U+Uiz0kSb+t1bFWrSE5JYcGCBYwePZrAwECXx18ftWjRAoVCwe7N3yPbLSiC492eaMl2C7Z9a1HaS1i+/EVRKesWaTQaYqJj+P6r75HUEtpI901FKNhZhDXLyqJFi4iKql5za6HmkpKS+M9//oPZZiJG3+Cm3uNg0T5yrOdZuHAhxiqKBgmu1bBhQzZt/Jn9Z0rp54LRrH9nBHGsSM/ChQvr7PocT1AoFHTq1Amj0cjnn2/lwAEHHTuq0Gi8l2ht2WJj1SozCQmJrFq1mtjYWK/F4gsUCgXNmzcvv37cuf8gB/Kd5NskAlTydftqKRUSnRqGMaRVLF0bRVRIsCrsQ5II0mvQqsreTKVUoFYq2HDoXKWv99OqmCQnrXoAACAASURBVNAx8YaxX06uNBwpVhIZ04C/PPkkDz30kFfOk/W+T5bT6WTOnDmMHz+eSZMmcfLkSW+H5FJarZaJEyfy7nvv0albN77SqPmbXkd+Db7PZOAXlZIVBj25gQHMmjWLVa+8ItbsuME999zDuHHjcJzZh/3UbrfuS3Y6sKV9A6Y8Fi9aROvWrd26v/qiR48edOvWjeL/leAocU9TVFuujZK0Eu644w5atWrlln0IZUJDQxk9ejSZphMU2gpqvL3ZYeJ46RH69+9Pw4YNXR+gUClJkrh38hTOlSjZfv7W5nDkWxT8eDaQgQMHEh0d7aII67dRo0YxZ84cjh6VmT/fRH6++1uZVGbdOiuvvmqiVatWrFq1mtDQUK/E4YsMBgOTJk3i448/4d577yUXP747r2bTRRV51utfRN7MDeIAnbpCwQ2d6nLq0Tkx7LrbOmXILFXw3QUNW3LV+EfE8uyzz/L2O+/Qs2dPn5/2WWeTrO+//x6r1cqaNWt44oknWLp0qbdDcouIiAgWLVrEc889R7Zexwo/A8erMb3IDnyoVfOZVkP7Th159/33GTx4sM//wdZWkiTxwAMP0K9ff+wntuPIOeaW/ciyjO3IzzgKzvDMM8+IhqguJEkSjzzyCJJTonB3kVv2UbizCIPBwLRp09zy/kJFd911FzqdjgNF+2q87aGiNJw4mTx5susDE66rR48eNEyIZ21m8C312Pn2VCAOp8SkSZNcF5xA3759Wbp0GdnZCubNM5Gb69lEa+1aC2+9ZaZbt268+OJL+PvXvKBCfRAQEMB9993Hx598wuTJk8mTypKtjTkqcm+QbNVERICOyV2b0CQigK6Nwpk/oi1TuzflgV5JjG6bUOk2ThlO/p5c/ZKrIjCyAc8++yzvvvseAwYMQKn0zQIrV6uzSdauXbvo0aMHUFaGef/+/V6OyH0kSaJ///7845//JCQ2ln8YdKRXMZQLYAXe0mnZpVIxdepUli5bRnBwcJWvF1xDkiRmznyK5s2TsR3agLP4gsv3Yc/6DUf2Qe6991769+/v8vev76Kjoxk1ahSlh03Y8m59PciVLGcsmE9ZmPSHSWKqrocYjUbuvPNOskyZFNur33Ta4rBwwnSMQYMGERd3/QbgguspFAom3XMvWcVKdl3Q39R7FFkVbDgbSN9+/cQxdIOOHTvy0ksrKChQsWCB50a0vvrKwr/+ZaFv377Mn79ANHCvhoCAAKZMmcInn3zK1KlTKVQGsK6aI1vV1aFhGI/3b8mkLo3x16ppnxBKq9hrrztlGTJLJb67oGVrrgpjdDxz587l7XfeqVXJ1SV1NskqLi6ucPdCqVRit9u9GJH7xcfHs/qvfyWxSRPe0enIqGREywm8r9VwRKXkqaee4p577hEL6z1Iq9WyePEiQoON2NO/QbaaXPbejtxM7Me30qtXL3F33Y0mTZqETqej8Ndil72nLMsU7iwmNCyUMWPGuOx9hRsbNWoUSqWS48VHqr3NydJjOJwOxo0b58bIhOvp06cPMdFRrMu6ucJMG8/6YbHDxIkTXRyZcEmrVq144YXl5OWpfq/u595E69tvrbz3noVevXoxe/bsOl+i3dX8/f255557WPPxx0yZMqV8ZGtrrpJiD1w+nzNLrM/R8EuumqDIuLLk6u136Nu3b61Lri6ps1fX/v7+lFzRqNfpdNaLD5zRaGT5Sy8RERXJ2wYdV09qWq9WkaZS8tDDDzN06FCvxFjfhYaGsmTJYiSHBdvhDcjyLcx3+Z1sKcF+eAMNExuKinRuZjQa+cPEP2A+acZyzuqS9zRnmLFesPLHaX8Ud149LDQ0lN69e5NpzsDuvPHopCw7yTAdJbVNqijZ7kVKpZI7RozkcL6G08XVL/0MZVORfjoXRJuU1uIYullKSgrLlr1ATo7E0qVmzOZbP99VZvNmG2+/bea227ozZ86cenG95y7+/v5MnjyZjz/+hIkTJ3LWruPrbA178pXY3JAnF9rg5xw1P+WoUQWF88wzz/D2O2XJVW2/lqnd0V9Hu3bt2LhxIwB79uyhWbNmXo7Ic4KCgli8dClmhYLPr+g7cFaS+F6jpn///qJUrZc1a9aMGfffjyP3JI4zNV8PciVZlrEe3oASO8/Pm4dO57mGufXV2LFjCQ4JpmjXrY9mybJM0e4SEhomMHDgQBdEJ9TU6NGjsTqsZJpO3PC1Z81nKLEVM3qM+A71tiFDhqBWq/jxTM3W3OzP1XG+VMGIkaPcFJlwpdTUVObPX8jJkw5WrzbhvJWFdJU4cMDO66+badMmhblzRUNwVwkICOBPf/oTH3zwIQMHDeZgsZKvz2s5WarABfeGscuwJ1/Jt+c1FEgGHnjgAf71rw8YNGhQrR25ulqdTbIGDBiARqNhwoQJLFmyhFmzZnk7JI9KTEzk7okT2aNSkfV7WZdvNGoMfn5li/dFgQuvGzNmDF26dMGesRVncc5Nv4896zecead45OGHRZUzD9Hr9dx9191Yzlqwnr+10SzzSQu2fBuT751cZ04stU3Lli1p3LgxJ0uP3/C1J0qPERISSvfu3T0QmXA9RqOR3r37sOV8AGZ79c9pG874YwwMoGfPnm6MTrhSly5deOSRR9m1y86771pc9r5nzjh46SUL0dExLFq0GI3Gfe016qvw8HBmzZrF66+/TnzjpmzNVbE5V4XpForsXrBIrDuv5WCxksFDbueDDz9k/Pjxde741dkkS6FQMH/+fD766CPWrFlD48aNvR2Sx40bNw69TsdGlYocSSJNpWTM2LGiubCPkCSJWbNmERgQgP3ozzc1bdBpKsRxcgfdu3dn+PDhbohSqMqwYcMw+Bko3ldy4xdfR8m+UiIiI8QFnxdJksTAgQPJs16kxF716KTVaeW85Rz9+/cTd8t9xIgRIzDZYMeF6pVzz7Mo2XPRwNDhd6BW12yaoXBrRo0axbhx4/j2WysbN976VGuLReblly0olQZeeGG56HPmZsnJybz22uvMmDGD83Yt6y5oyTbX7Ia9LEN6oYINF9Tog8NZsWIFM2fOrLPF1+pskiWUDfX26duX/Ro1v/7eGG7YsGFejkq4ktFo5MEHH8BRmI3j3IEab28/thmNSsVjjz0mRic9zGAwMHLESEwnzNgLb25VsCXbiiXbwvhx48VFu5f17t0bgNOmzCpfc9Z8GqfsoE+fPh6KSriRVq1aER0ZwY7zftV6/a8X9MgyYmqul0yfPp02bVrz1ltWzpy5tX6D77xjJivLwXPPzSUmJsZFEQrXo1QqmTBhAm+88QZhUbH8lKPmSHH1UgmHDFtyVewtVNG7Tx/efucd2rVr5+aIvUskWXXcbbfdhlmW2aRW0bRJEyIiIrwdknCVgQMH0jolBceJbci26lcbdFzMwJF7gvvumyKOq5eMGTMGpUJJ8f6bG80q3leCn78ft99+u4sjE2oqKiqK5s2bc8ZcdZJ12pRJRHgEycnJHoxMuB5Jkujdtx/peTqKbTe+pNlxwY+E+AZiarWXqFQqnntuLhqNgZUrLVitN7e4Z8sWGxs22Jg4caLoB+kFiYmJ/OONN+jarRu78lXsL7z+Z8/mLCtucdqk4MEHH2Tu3LkYDLfWTLw2EElWHde6dWs0ajVmSaJjp07eDkeohCRJPPH44+CwYsvcVa1tZNmJI2Mr8fEJjB071s0RClUJCwtjwIABmI6YcVprVnbJXmTHfMLMqJGj6sXJpjbo06cPedZcSu3XJs12p50LlnP06dtHjBr7mN69e+OQYXfO9Xtm5VsUHMnX0qdvPw9FJlQmPDyc2bOfIzPTzhdf1Hx9VmGhk//7PwstW7ZgypQpbohQqA6DwcCCBQsYNGgQ+wtVHK5iRMspw9ZcFResCp599lnGjRtXb75DRZJVxwUGBvLRmjW88847TJ061dvhCFVITExk4MCBOM+lI1tLb/h6x/kjOErz+eMfp4lpZl42YsQInDYnpgxzjbYrPVI2ainW0vmOS3fEz1vOXfNcjvU8Ttkp7pr7oKSkJKKqMWVw5wUDMpenhgre06VLF/r3788XX9jIyqrZtMH337dgNks89dRMcf7zMpVKxcyZM+nevTu781Wct1ybPO0tUHLGrODxxx9nwIABXojSe0SSVQ+EhobSsGFD8WXk4yZNmgROB/ZT/7vu62TZifPUbhITG3Hbbbd5KDqhKsnJycTFxWE6Uv2pnrIsYz5qITU1laioKDdGJ9REo0aNCAoK4oIl+5rnLliyUalUtG7d2guRCdcjSRK9evchPV+HxVH1HfI9OXoaxMWSmJjoweiEqjz44IPodHrefNNS7cJPaWl2Nm60cdddd4spnz5CqVTy7LPPEhMdzfZ8DfYrJnXkWCQOFisZNmwYd9xxh/eC9BKRZAmCj4iLi2PAgAE4zqUh26oeFXHmZOAozWPy5HtrfaO+ukCSJIYMGYLlnLXaBTCs2TZshTaGDBni5uiEmpAkifbt25Njy77mou+CNZtWLVuJPnQ+qkOHDjiccDi/8mbeNiccLtTTsVNnD0cmVCUkJIRp0/5Eerqd33678WiWLMt88IGViIjwspuSgs8wGAw8PWsWJTaZQ79PG5Rl2FOoJjQkmAcffNDLEXqHuEITBB8ybtw4ZIcdx/kjVb7Gfi6dsPAIevTo4cHIhOsZOHAgkiSVTwG8kdIjpWh1WlG23Qe1a9cOk91Esb2o/DGb00q+NZe27dp6MTLhelq3bo1apSQ9r/Ik+FiBFqsD2rdv7+HIhOsZNmwYUVERfPyx9YajWbt32zl2zM69905Gq608mRa8p02bNnTp0oUjpWocMlywSuRYYPKU++rtumORZAmCD2natClNmzbDmX2g0hOO01SIM+8Uw4cNFY1rfUhERARt27bFfPzG015kh4zlhJVePXvV2xOPL2vevDkA+bbc8sfybXkAoqqgD9Pr9bRo2ZK0/Mo/U2l5OhSSRGpqqocjE65HrVZzzz2TOX7czu7dVc8EkGWZzz6zER0dxeDBgz0YoVATY8eOxWyXOWOSOF6iwM9gqNftEkSSJQg+ZvjwYTiKc5CLL1zznCP7IJIkiZLfPqhnz57YCmzYC64/7cVyzorD4qBXr14eikyoicTERNQqdcUky1r2/0lJSd4KS6iG9u07kFmkqrSUe3q+nqSkJPz9/b0QmXA9gwYNIiwshO++s1X5msOHHRw/bufuuyeK9eU+rF27dgT4+7OrQM0ps4rbevSo11OsRZIlCD6mb9++KBQKHDnHr3lOvphBSps2oi+WD+ratSsA5szrVxk0n7KgUqnqfBPG2kqlUtGocaPy0SuAPFsuYWHhGI1GL0Ym3EhKSgoycLxQU+FxuxNOFmlIadPGO4EJ16VSqRg+fAR799o5d67yVhjr19swGHT079/fw9EJNaFUKpl+//207dSVLl271fsWMyLJEgQfExAQQOvWKch5Jys87jQV4ii5yG3du3spMuF6oqKiSGiYgOXU9fu+WE9bSU1NFVMFfVhSUhIF9vzyqZ+FjgKSkpp5OSrhRpo1KztGGUUVk6ysEjU2pxiJ9GXDhg1DqVSwYYP1mueKi2W2bbMzaNAQ8b1ZCwwfPpylS5eyePHi8s9kfSWSLEHwQd27d8NRfBGnubD8MWfuCQC6devmpaiEG+nerTvWbFuVjYntBXZs+bbyUS/BNzVo0ACrw4LVaUGWnRTbioiPj/d2WMIN+Pn50SAulhNXJVmXki6RZPmusLAw2rVrz/btjmvWte7ebcNul+v12h6hdhJJliD4oM6dy8oMO/NOlz/myM8iKjqauLg4b4Ul3ECXLl2QnTKWrMpHs8ynyx4XSZZva9CgAQDF9iJKHaU4ZUf5Y4Jva57cgoxifYXHThRp8DPoiY2N9VJUQnX06tWL7GwHJ09WvEm1fbud8PDQ8qI0glBbiCRLEHxQfHw8fn7+OIvKmqLKsgxF2bRJSfFyZML1tGjRApVahTW78gXc1mwroWGh4mLPx126kXHGfJpTppMVHhN8W7NmzcgzSxRaL1/enCzW0qxZEpJUdaNiwft69OiBJEn8+uvlKoNWq8y+fQ569Ogl+kIKtY74ixUEH6RQKGjVqiVcSrLMhTitpbRs2dLLkQnXo1arSUpKwnah8iTLfsFB61atPRyVUFPR0dHo9XqOFB8gvfA3lEolCQkJ3g5LqIZLx+lsqRooa4h61qShYWKiN8MSqsFoNNKkSSPS0y9XaD1yxIHVKtOhQwcvRiYIN0fUwRQEH9WiRQu2b9+ObLfiLDpf/pjg21q3ak36J+nIdhlJdfnOuaPEga3IRqtWrbwYnVAdKpWK9957j4sXLwIQFBQkKgvWEpfWzp0tVZFktFBgVWCyIaZ71hKpqe34/PPjfPONBUmSSEuzI0kSKWIWh1ALiSRLEHxUo0aNAJBNeciluUiSJO6m1wKtWrXio48+wnrRhjby8gJ863lr+fOC7wsPDyc8PNzbYQg1FBERgVqt4tzvI1mX/isKl9QO3bp149NPP+Wddy6va01NTSEgIMCLUQnCzRFJliD4qEsJlbM0D2dpHlHRMWg0mhtsJXjbpSmd1vPWq5IsGyq1iiZNmngrNEGo85RKJXGxsZwtKgLgrKnsMkeMZNUO7dq14+uvv8Zmuzzl2s/Pz4sRCcLNE0mWIPio2NhYlEoVcmkekimfRknJ3g5JqIaQkBCCjEHYciv2e7Hl2mjYsCFqtdpLkQlC/RAb14ATe8qauV8wqVAplaKBey0iemEJdYUofCEIPkqlUhEaFoZsLka2FBEdHe3tkIRqatyoMfZ8R4XHnAUyjRIbeSkiQag/wsPDybUoAci1qAgLDRGV6QRB8DjxrSMIPiwqMgJnaS5Ou03cia1FEhMTsefby5tqOi1ObMU2EkWFM0Fwu4iICEptYLJL5FpURERGeTskQRDqIZFkCYIPi4yMRC4pq3AmFuHXHg0bNsRpc+IoLhvNsuWV9X0RSZYguN+lG1JHC7TkWDREREZ6OSJBEOojsSZLEHzYsGHDsFqtaDQa2rVr5+1whGq6lEzZ8+2oAlTY88uSrIYNG3oxKkGoH2JiYgBYvrcs2RJTrQVB8AaRZAmCD0tNTSU1NdXbYQg1dOkiz17k+P2/dhRKhZjyKQgekJyczOLFiyktLUWSJDp37uztkARBqIdEkiUIguBiwcHBqNQqHL8nWY5iB+HhYSiVSi9HJgh1nyRJdO/e3dthCIJQz4k1WYIgCC6mUJSNWl1ak+UodhIdFePlqARBEARB8BSRZAmCILhBTHQM9kIHtjwbzmInUVGiwpkgCIIg1BciyRIEQXCDuLg4bBdtnP8sB3uJnbi4OG+HJAiCIAiCh4g1WYIgCG4wZcoU2rRpA5RNH+zYsaOXIxIEQRAEwVNEkiUIguAGRqORvn37ejsMQRAEQRC8QEwXFARBEARBEARBcCGRZAmCIAiCIAiCILiQSLIEQRAEQRAEQRBcSCRZgiAIgiAIgiAILiSSLEEQBEEQBEEQBBcSSZYgCIIgCIIgCIILiSRLEARBEARBEATBhUSSJQiCIAiCIAiC4EIiyRIEQRAEQRAEQXAhkWQJgiAIgiAIgiC4kEiyBEEQBEEQBEEQXEgkWYIgCIIgCIIgCC4kkixBEARBEARBEAQXEkmWIAiCIAiCIAiCC4kkSxAEQRAEQRAEwYVEkiUIgiAIgiAIguBCIskSBEEQBEEQBEFwIZFkCYIgCIIgCIIguJBIsgRBEARBEARBEFxIJFmCIAiCIAiCIAguJJIsQRAEQRAEQRAEFxJJliAIgiAIgiAIggupvB2Ar8jKymL06NHeDkMQBEEQBEEQBB+VlZVVrddJsizLbo5FEARBEARBEASh3hDTBQVBEARBEARBEFxIJFmCIAiCIAiCIAguJJIsQRAEQRAEQRAEFxJJliAIgiAIgiAIgguJJEsQBEEQBEEQBMGFRJLlYb/99huTJk0q//nixYvMmDGDiRMnMmHCBDIzMyu83mKx8Mknn9RoH7m5uQwcOBCLxQJAfn4+f/zjH7nrrruYMWMGFy9evPVfpB6x2Ww8+eST3H333YwdO5YffvgBgJMnT3LXXXdx9913M3fuXJxOZ4Xt8vPzWbt2bbX3s2zZMsaPH8+YMWP4+OOPKzy3c+dOevXqdeu/TD1U1fFLS0ujR48eTJo0iUmTJvH1119X2K6mx2/FihXceeedjBs3jr1791Z4Thy/m+dwOJg1axYTJkxg4sSJ5d+Rrj5+ACaTiREjRrBx48YKj4vjd2suXrxIr169OHbsGOD6Y3f//fczYcIEJk2axLRp0yo8t3btWsaPH3/rv0Q9NXLkyPLjNGvWLADWrVtH//79yx/fsWNHhW3OnDnDhg0bqr2Pv//974wfP57Ro0dfc70jjl/VKvt3u9Fnq7ZYvnw5//73v70dxi0TfbI86I033uDLL79Er9eXP/biiy8yfPhwbr/9drZt28bx48eJj48vf/7ChQt88skn3HnnndXax6ZNm3jppZfIyckpf+zvf/877du35/777+eXX37h5ZdfZtGiRa77xeq4L7/8EqPRyIsvvkheXh6jRo2iX79+LFmyhMcee4zOnTszZ84cfvjhBwYMGFC+3aFDh9iwYQPDhw+/4T62bdtGZmYma9aswWq1MnToUAYNGkRQUBBnz57lrbfewm63u/PXrLOqOn7p6elMmTKF++67r9LtanL80tPT2bNnDx9//DFZWVk88MADfPnllwDi+N2iH3/8EYCPPvqI7du3s2TJEl577TWXHr9L5s+fjyRJFR4Tx+/W2Gw25syZg06nK3/M1ccuMzOTr7766ppjd+DAAT799FNEp5qbc+lG7XvvvVfh8bS0NJ588kkGDRpU6XaXrmX69u17w31s376d//3vf3z44YeYTCbeeuut8ufE8ataVf9uN/psCZ4lkiwPio+PZ/Xq1Tz11FPlj+3evZukpCQmT55MbGwss2fPrrDN66+/ztGjR3n11Ve55557ePLJJykuLsbhcPDoo4/StWvXCq9XKBT83//9H2PGjCl/7OjRo/z5z38GoF27dsyfP7/CNi+//DKRkZFMnDiRgoICpkyZwr///W9eeukldu7ciSzLTJ48mSFDhrBjxw5effVVAMxmM8uWLUOtVjNjxgyMRiM9e/bEYDDw+eefo1AoaNeuHTNnznTpv6OnDR48uMLJRKlUAmUnmk6dOgHQs2dPtmzZUiHJev311zl48CBr1qyhe/fuzJ49G7vdjiRJPPvsszRv3rz8tW3btiU5Obn8Z4fDgUqlwmKxMHfuXBYsWFBps2xx7G6squO3f/9+MjIy+OGHH0hISOCZZ57B39+//HU1OX4tWrTgzTffRJIkzpw58//t3WtMFNf/BvBngQVZVkVAoa1gWfFKQlGj2FIrFCEtBhGELSq2XKzYeqmilQqsoAgCKlgJiyGVeAGrAon3itpErRWstMYLShQwouUmrAFR7vv9vyDO3xWRVvcnUr+fd7BnZg/n2dk5Z86ZAWZmZgDA+WnBtGnT4OTkBAAabavN/ABg+/btGDdunEaHjvN7dQkJCfDz80N6errwO21mV1tbi4aGBixcuBANDQ1YsGABnJ2d8eDBA2zatAnh4eFQKBRd6rVixQp4eHjAyckJpaWlSEhIQGpqKqKionDnzh2o1WrhItrx48eRlZUlbPvjjz/i1q1b2LRpE8RiMeRyOW7fvo2CggKo1WpMnz4dAQEB/5sGfY2Ki4vR1NSEoKAgtLe3IzQ0FPb29igqKsKNGzewc+dO2NnZYeXKldDT6+xOdnR0ID09Hc3NzRg3bhzeeecdxMTEQFdXFwYGBoiJicG7774rvMe5c+cwcuRILFq0CI2NjUL/iPN7se7aradjy8/PDzExMRgxYgTOnDmD06dPIzQ0FBEREXjw4AEAIDIyEqNGjUJmZiZOnDiB9vZ29O/fHykpKThy5Ahyc3OhVquxdOlSHDx4EOXl5WhpaUFwcDDc3d016rl582Zcu3YNjx49wvDhw7FhwwakpKTg3r17qKurQ0VFBVavXo0pU6YgLy8PaWlpMDExQVtbG2Qymca+GhoauvSBBw0ahLi4OOzatQsAEBISgu+++w6NjY1ITk6Grq4uLC0tsW7dOhw+fFij7s/2n/8niL1Wd+/eJV9fX+HnsWPHUk5ODhERpaSk0JYtW7otHx8fTzt27CAioqqqKnJ2dqaOjo7nvo+zszM1NzcTEdHmzZspJSWFiIiOHj1KU6dO1ShbXl5OPj4+RESUmZlJGRkZdPr0aVq2bBkRETU3N9OMGTOovr6eMjMzqaqqioiI0tLSSKlU0t27d8nBwYFaWlqIiMjb25suXbpERERZWVnU1tb2Ei315nn48CH5+/vToUOHiIjI0dFReO38+fO0YsUKjfIFBQVCGy5ZsoROnjxJRETXr18nLy+v575Ha2srLV++nLZt20ZEROHh4ZSfn09ERB999FGX8pzdP/dsfjk5OXT16lUiIlIqlRQfH69R/mXyS0pKInt7e8rNzSUizk+bVq1aRePGjaPffvuNiLSb3/nz50mhUBARUVhYGJ05c4aIOL9XlZubS6mpqURE5O/vTyUlJUSk3ewqKipo+/bt1NbWRrW1teTq6kr379+nb775hkpKSrqcc5/Iz8+npUuXElHnuTUvL4+ysrIoMTGRiIhUKhW5u7sTUWdejx8/JiIihUJBBw8epIKCAvLw8BD298knn1B5eTm1tLTQzz///Aqt9uYoLi6mffv2kVqtprKyMnJxcaG2tjbKyMig8vJyUqvVpFAoaPfu3Rrb5ebm0saNG4mIyMvLi65fv05ERCdPnqQlS5ZolI2IiKDAwEBqaWmh0tJScnNzo/b2ds6vB89rN7Va3eOxlZOTQwkJCUTUeWxdu3aNEhMTKSsri4iIbt++TX5+ftTR0UEpKSlCHzMoKIgKCwsp7A3YWAAACyxJREFUNzeXFi5cSESd51QnJyeqq6ujuro64dz6xMOHDyk9PZ2IiDo6Ouizzz6jqqoq2rp1K0VGRhIR0blz5ygoKIiIiFxcXEilUpFarab58+cL59EnuusDy+VyunfvHlVXV5Ovry+p1Wpyc3Oj2tpaIiJKTk6mffv2adT9deGZrF5mbGwsTKl/+umnSE5O7rZsaWmpsHzC3NwcUqkUKpVKuLLbnQULFiA2NhYBAQGYMmUKLCwsNF63tLSEkZERSkpKcPjwYSiVSuTm5qKoqEi4f6y9vR0VFRUwNzdHbGwsJBIJqqurMX78eADA0KFDoa+vDwDYsGEDMjIysGnTJtjb2/8npvorKyuxaNEizJkzR8hAR+f/b2l89OgRBgwY0O32paWlmDhxIgBgzJgxqKqq6lKmvr4eS5cuxaRJkxASEoLq6moUFhaivLwcqampqK+vx/LlyzU+I5zdP/O8/FxdXYXMXF1dERMT0+32/yQ/AFi+fDm+/vprfPHFFxg2bBjnp0UJCQlYuXIl5HI5jh49qtX8cnJy8Pfff2PevHkoKytDUVERpFIp5/eKcnNzIRKJkJ+fjxs3biAsLAxpaWlazc7MzAx+fn7Q09ODqakpxowZg7KyMty5cwfR0dFoaWlBSUkJYmNjNVaKODg4IDY2FnV1dfj9998RGhqK2NhY/Pnnn8I9le3t7Xjw4AFMTU0RFhYGIyMjlJWVwd7eHgBgbW0t7C8pKQlJSUmora3FlClTtNOAvcza2hrDhg2DSCSCtbU1jI2Ncf/+fcyaNUvIz8XFBXl5ed3uo6amRlilMXHiRGzevFnjdWNjY8hkMujr60Mmk8HAwABFRUWcXw+e124qlarHY8vd3R1eXl4IDg5GVVUVbG1tsWXLFhQUFOCXX34B0DljpKOjA7FYjNDQUEgkElRVVQlLpp+0m1QqhUKhgEKhQGNjI2bMmKHxXk/q9GQfjx8/RltbGwAInwkLCwu0traitrYWUqkUgwYNAtC5uudZ3fWBfXx8cODAAejr68Pb2xsqlQo1NTVYtmwZgM6VA46OjrCystLI/HXgQVYvmzBhAs6cOYOZM2fi4sWLsLGx0XhdR0dHeKDC8OHDUVhYiLFjx6K6uhoNDQ0wNjbu8T0KCwvh6emJyZMnIy8vTzi5P00ulyMtLQ3m5uYwMTGBTCaDg4MDYmJioFaroVQqMXToUAQEBODUqVOQSqUICwsTOgFPDzj279+PtWvXwsDAAMHBwbh06ZKwrK4vqq2tRVBQENasWaMxvTx27FhcuHABDg4OOHv2LCZPnqyx3fOyc3FxwY0bN7oMjJubmxEQEIDAwEDhi8rc3Fzj5OXo6PjcQThn92Ld5RccHAyFQgE7Ozvk5+fD1tZWY7t/k19+fj5OnDiBqKgoGBgYQE9PD0OGDOH8tODAgQOorq5GSEgIDA0NIRKJoKuri6+++kpr+T3d8fvhhx/g7u6O8ePHc36v6OklWvPmzUN0dDQGDx4MX19frWV3/vx5ZGVlIT09HY8ePcKtW7dgY2ODo0ePAgDu3bsnLId6mkgkgoeHB2JjY+Ho6AixWAyZTAYLCwssXLgQzc3NSEtLg56eHrZu3YrTp08DAAIDA7tk19raiuPHjyMpKQlEhOnTp2P69Ol47733tNeYvSAnJwc3b95EdHQ0qqur0djYCDMzM7i6umLv3r2wsLDoMb8hQ4aguLgYo0ePxsWLF/H+++9rlJ0wYQJ27dqFwMBA1NTUoKmpCba2tpxfD57XbsbGxvDz83vhsWVoaCgMUD09PQEAMpkMM2bMgIeHB+rq6pCdnY3i4mKcOnUK2dnZaGpqgre3d5d2q6mpQVFREVJTU9HS0oKpU6fC09NTWDp69uxZVFZWYsuWLVCpVDh58qSwj2fvnzQ2NsbDhw+hUqlgYmKCq1evdpkQ6K4P7O7ujoCAAIhEImRkZEAikcDCwgJKpRL9+/fHr7/+ColEgsrKSo3v29eBB1m9LCwsDJGRkdi7dy+kUmmXqzympqZoa2vDxo0bERISgvDwcOTl5aG5uRnr1q0TPswvYm1tLaztHzJkCOLi4rqUmTZtGtatW4eNGzcC6JxV++OPPzBnzhw8fvwY06ZNg1QqhaenJ+RyOQYMGAAzMzPU1NR02deoUaPg4+ODQYMGwdzcHB988MHLNM0bY9u2bWhoaIBSqYRSqQTQ+RCTsLAwKBQKJCUlQSaTdbkJ2MrKCjdv3sSOHTuwatUqKBQK4Qb6Zx88snfvXty9exfZ2dnCU4Li4uJgaWnZY/04uxfrLr/o6GjExMRALBbDzMysyxW/f5PfpEmTcPz4cfj5+UGtVmPu3Ln/KDuA8+uJm5sbVq9ejblz56K9vR3h4eEwMDDQan6vgvP797SZ3dSpU3Hu3DnI5XLo6OggNDQUJiYm/6ge3t7ecHJywsGDBwF03q8SGRkJf39/NDY2Ys6cOZBKpRg/fjy8vLwgkUgwYMAA1NTUYOjQocJ+9PX1MXDgQHh6emLgwIFwdHTUuO+or/Lx8cHq1asxe/ZsiEQixMXFQSwWY/369Vi8eDH69euH4cOHQy6Xa2w3cuRIpKWlwdbWFuvXr0dMTAyICLq6ul36H87Ozrh48SJ8fHxARFizZo1w32xP3ub8umu3no4toPPC0OzZsxEdHQ2g8+mcERER2L9/PxobG7F48WIMGzYMhoaG8Pb2hr6+PgYPHtzlO2vw4MG4f/8+Zs6cCYlEgqCgII0+qZ2dHZRKJeRyOfT19WFpafnc7z0A0NPTw4YNGxAcHIyBAwc+t2/bXR9YT08Po0ePRnt7u3D/WUREBBYsWAAigpGRERITE1FZWfmyzf3SRNTX1yMwrWhqaoK/vz+ys7Nf+0ifvRrOrm/j/Po2zq/vqq6uxqpVq7Bz587ergp7CZzfy7ly5QoyMzORmJjY21X5z+MzAsNff/0FuVyOb7/9ljsJfQxn17dxfn0b59d35eXlYf78+VixYkVvV4W9BM7v5WRmZiIqKgpLlizp7aq8FXgmizHGGGOMMca0iC+9McYYY4wxxpgW8SCLMcYYY4wxxrSIB1mMMcYYY4wxpkU8yGKMMfbWS09Px8cff4yWlpbergpjjLH/AB5kMcYYe+sdPnwY7u7uwj9BZYwxxl4F/zNixhhjb7ULFy7AysoKfn5++P777+Ht7Y0rV65g7dq1MDIygqmpKQwMDBAfH4/du3fjyJEjEIlEcHd3x5dfftnb1WeMMfYG4pksxhhjb7Xs7Gz4+vpCJpNBX18fly9fRlRUFOLj47Fr1y5YWVkBAEpKSnDs2DHs2bMHe/bswalTp1BWVtbLtWeMMfYm4pksxhhjb636+nqcPXsWKpUKu3fvRmNjIzIzM1FTU4MRI0YAACZMmIBjx47h5s2bqKioQEBAgLBteXk5ZDJZL/4FjDHG3kQ8yGKMMfbWOnToEGbNmoWwsDAAQFNTE1xcXNCvXz+UlJTAxsYGly9fBgDIZDLY2Njgp59+gkgkwo4dOzBy5MjerD5jjLE3FA+yGGOMvbWys7ORmJgo/GxoaAg3NzeYmZkhPDwcEokEYrEY5ubmGD16ND788EPMnj0bra2tsLOzg7m5eS/WnjHG2JtKRETU25VgjDHG3iRZWVn4/PPPYWJiguTkZIjFYixevLi3q8UYY6yP4Jksxhhj7BmmpqYICgqCRCJB//79ER8f39tVYowx1ofwTBZjjDHGGGOMaRE/wp0xxhhjjDHGtIgHWYwxxhhjjDGmRTzIYowxxhhjjDEt4kEWY4wxxhhjjGkRD7IYY4wxxhhjTIt4kMUYY4wxxhhjWvR/PfUdfkR+wf8AAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Drawing stripplot on top of a violin plot\n", - "plt.figure(figsize=(14,10))\n", - "sns.stripplot(x=employment.Age, y = employment.Unemployed , jitter=True , color=\"black\" , size=4)\n", - "sns.violinplot(x=employment.Age , y = employment.Unemployed , palette=\"Set1\" , scale=\"count\" , inner=None)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 315, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAABV8AAAI4CAYAAAB9dZl8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3Xd8leXB//HPOQlkh70ChCEbREBkCKKCe1atWG21avvo0zqqj6171Nr+fLTOuuuoq2r1UduKOFFBkKmAgkzZEGZCgJB9zu+PaGgMCErOuTM+79frvJrruq8TvkRtTr7nynWHotFoFEmSJEmSJElSjQoHHUCSJEmSJEmS6iPLV0mSJEmSJEmKActXSZIkSZIkSYoBy1dJkiRJkiRJigHLV0mSJEmSJEmKActXSZIkSZIkSYoBy1dJqgVWr17N5ZdfztixYznvvPO46KKLWLJkyX59zq+++opzzz23hhJW9cADD9C7d282bNhQObdlyxb69u3La6+9FpM/U5IkqaGqS68VS0pKGDFiBOXl5QDMnj2bXr168cUXXwBQXFzMYYcdRiQSqfE/W5JqI8tXSQpYYWEhv/rVr7jgggt4+eWXefbZZ7n00kv5wx/+EHS079S5c2feeuutyvH48eNp165dgIkkSZLqn7r2WrFx48b06tWLBQsWADBx4kSOO+44Jk6cCFSUsYcccgjhsHWEpIYhMegAktTQffjhhwwbNoyBAwdWzvXv359nn30WgJycHG666SaKi4tJSkritttuo7y8nKuuuoq2bduyevVqDjzwQG699VY2btzIb3/7W6LRKK1atar8fDNmzODee+8lISGBjh078oc//IE33niDV199lUgkwuWXX87w4cMBmDVrFvfff3+VjOeffz5jxoypMnfCCSfw9ttvc/7551f+PY488sjK63fffTczZ84kGo1y/vnnc/zxx3PuuefSq1cvlixZwo4dO7j//vtp3759jX49JUmS6pO6+FpxxIgRzJo1i379+jFt2jT+/Oc/c9VVV3HppZcyY8YMDjvsMACeeuop3nzzTRITExk8eDC/+93veOCBB1i5ciV5eXnk5+dzzjnn8O6777J8+XLuuOMOBgwYwHPPPce4ceMIhUKccMIJnHfeeVx77bU0btyYtWvXsnHjRv73f/+Xvn37xuyfiyTtK8tXSQrYmjVryM7Orhz/6le/YseOHWzcuJFnnnmGO+64g3PPPZfDDz+cqVOnctddd3HllVeyYsUKnnzySVJSUjjqqKPYtGkTf/vb3zjppJMYO3Ys48eP58UXXyQajXLTTTfxwgsv0KJFC+677z5ef/11EhMTyczM5JFHHqmSZ/DgwTz33HN7zd2yZUtSUlJYvXo1kUiEtm3bkpSUBFTscFizZg0vvfQSxcXFjB07lhEjRgAVPyzccMMN3Hvvvbz55ptcdNFFNfjVlCRJql/q4mvFQw89lIceeoiTTjqJlJQUOnbsSDQaJTc3l5kzZ3L22WezaNEi3nrrLV566SUSExO57LLL+PDDDwFITk7mySef5K9//SsTJ07k0Ucf5dVXX+XNN98kPT2d8ePH88ILLxAKhTj//PMZOXIkAFlZWfzhD3/g5Zdf5h//+Eet3R0sqWGxfJWkgLVt25Z58+ZVjr95gTt27FjKyspYvHgxjz32GE888QTRaJRGjRoBkJ2dTXp6OgCtWrWiuLiYJUuWcOqppwIwaNAgXnzxRXJzc9m4cSNXXHEFAEVFRYwYMYLs7Gy6dOlSLc++7nwFOPHEE3nzzTcpKyvj5JNPZsqUKQAsXryY+fPnV54jVlZWxrp16wDo06dP5d978+bNP/CrJkmS1DDUxdeKPXv2ZMWKFXz88ceVu1xHjhzJ9OnTKSkpoVWrVsyaNYuDDjqoMu/gwYMrz7H95vViRkYG3bp1A6BJkyYUFxezePFi1q1bV/nbV/n5+axatQqA3r17V37NPvvss+//xZakGLB8laSAjRkzhscff5w5c+YwYMAAAFauXMn69esJhUJ07dqVCy+8kEGDBvHVV18xc+ZMAEKhULXP1bVr12o3NWjWrBlt27bl4YcfJiMjgwkTJpCamkpOTs5uz9ra152vAMceeywXXnghaWlp/PrXv64sX7t27crQoUO57bbbiEQiPPzww3To0OEHfX0kSZIasrr4WjEUCtGzZ09eeeWVyt2no0aN4s4772TIkCGVWf72t79RVlZGQkICM2fO5Ec/+hELFy7cbfb//Dt069aNJ554glAoxNNPP02PHj14++23v/N5khQUy1dJClhaWhqPPPIId999N3fddRdlZWUkJiZy22230b59e6655hp+//vfU1xcTFFRETfccMMeP9dvfvMbrrzySsaPH19ZdobDYW644QYuuugiotEoaWlp3HnnneTk5Ox39oyMDNq2bUvHjh2rvDgfPXo0M2bM4JxzzmHnzp0cddRRlTsvJEmStO/q6mvFESNG8MADD1TuXO3fvz/Lli3jyiuvBCp2xx5//PGcffbZRCIRDj74YI466igWLlz4nZ+3V69eDB8+nLPPPpuSkhL69+9PmzZt9iurJMVSKBqNRoMOIUmSJEmSJEn1TfXfIZAkSZIkSZIk7TfLV0mSJEmSJEmKActXSZIkSZIkSYoBy1dJkiRJkiRJigHL16/94he/CDqCJEmS6iBfR0qSJGlPLF+/lpeXF3QESZIk1UG+jpQkSdKeWL5KkiRJkiRJUgxYvkqSJEmSJElSDFi+SpIkSZIkSVIMWL5KkiRJkiRJUgxYvkqSJEmSJElSDFi+SpIkSZIkSVIMWL5KkiRJkiRJUgxYvkqSJEmSJElSDFi+SpIkSZIkSVIMWL5KkiRJkiRJUgxYvkqSJEmSJElSDFi+SpIkSZIkSVIMWL5KkiRJkiRJUgxYvkqSJEmSJElSDFi+SpIkSZIkSVIMWL5KkiRJkiRJUgxYvkqSJEmSJElSDFi+SpIkSZIkSVIMWL5KkiRJkiRJUgxYvkqSJEmSJElSDFi+Sqr1dpbuZFrOVFbkrwg6iiRJkiRJ0j5LDDqAJH2X5fnLuGHydewo3QHAGd1/zM/7XhBwKkmSJEmSpL1z56ukWu0fi16qLF4BXl/6GrlFuQEmkiRJkiRJ2jeWr5Jqte0l26uMI9EIO0p27GG1JEmSJElS7WH5KqlWO6rT0VXGPZv1IjszO6A0kiRJkiRJ+84zXyXVakd2HE1KYgpT131C27R2nNz1lKAjSZIkSZIk7ZOYla9z587lrrvu4rnnnmPlypVce+21hEIhunfvzi233EI4HObBBx/ko48+IjExkeuvv57+/fvHbK2k2qs8Us7/LXmFmetn0DGjIz/rfS4tUlpWXh/WbjjD2g0PMKEkSZIkSdL3F5NjBx5//HFuvPFGiouLAbj99tu54ooreOGFF4hGo0yYMIH58+czY8YMXnnlFe655x5uvfXWmK6VVHu9tOgF/r7gORbnLWLCqvf547Q/BB1JkiRJkiRpv8WkfM3OzuaBBx6oHM+fP58hQ4YAMGrUKD755BM+/fRTRo4cSSgUIisri/LycnJzc2O2VlLtNS1napXxV/lfsWnnxoDSSJIkSZIk1YyYlK/HHnssiYm7TjSIRqOEQiEA0tLS2L59Ozt27CA9Pb1yzTfzsVorqfZql5ZVZZyWmEZmUpOA0kiSJEmSJNWMmJSv1f6Q8K4/pqCggMzMTNLT0ykoKKgyn5GREbO1kmqv8/qcT9vUtgAkJyRz8UG/IikhKeBUkiRJkiRJ+ycu5WufPn2YPn06AJMmTWLw4MEMGjSIyZMnE4lEWLduHZFIhObNm8dsraTaq0NGBx49+nEeHP0wTx/3HEd0PDLoSJIkSZIkSfstce9L9t8111zDTTfdxD333EPXrl059thjSUhIYPDgwZx11llEIhFuvvnmmK6VVLuFQ2GyMzsFHUOSJEmSJKnGhKLRaDToELXB6aefzmuvvRZ0DEmSJNUxvo6UJEnSnsTl2AFJkiRJkiRJamgsXyVJkiRJkiQpBixfJUmSJEmSJCkGLF8lSZIkSZIkKQYsXyVJkiRJkiQpBixfJUmSJEmSJCkGLF8lSZIkSZIkKQYsXyVJkiRJkiQpBixfJUmSJEmSJCkGLF8lSZIkSZIkKQYsXyVJkiRJkiQpBixfJUmSJEmSJCkGEoMOIEl7M2XtZJ798hm2l2zj6E7H8PO+FxAO+d6RJEmSJEmq3SxfJdVqmws3c9esOymPlgPw+tLXyEpvz7Gdjws4mSRJkiRJ0ndz65ikWm1R7sLK4vUbry7+P/76+aPkFOQElEqSJEmSJGnvLF8l1Wrdm/WodsTA+p05jFv2BldPvIodJTsCSiZJkiRJkvTdLF8l1WqtU1vzm4FX0jy5ebUSNr8kn5kbZgSUTJIkSZIk6btZvkqq9Y7MHs3Txz3HT3v9rNq1pklNA0gkSZIkSZK0d5avkuqM47qcQMeMjpXjwW0Gc1CrAQEmkiRJkiRJ2rPEoANI0r7KaJzBX458iC82f05yYjK9mvcOOpIkSZIkSdIeWb5KqlMSwgkMaD0w6BiSJEmSJEl75bEDkiRJkiRJkhQDlq+SJEmSJEmSFAMeOyCp1ttWnM/UnKmkJqYyrN1wGiU0CjqSVDNWToacz6DLkdDmwKDTSJIkSZJqmOWrpFpt486NXPXRFeSX5APQo1lP7jjszySEEwJOJu2nibfBhzd/PQjB6c9B/58GGkmSJEmSVLM8dkBSrfbW8vGVxSvA4rxFzN74WYCJpB+gvBRmPQbjfg0L/wVlJTD5jv9YEIVJfwosniRJkiQpNtz5KqlWK4uU7dOcVKv960L4/PmKj2c9AkffBZHSqmvKS+KfS5IkSZIUU+58lVSrHdP5GFISUyrH7dM7cHCbwQEmkr6nonz44oWqc7OfgMH/XXVu2BXxyyRJkiRJigt3vkqq1TpmZHPvEX9h4pqPSE1MZUz2GG+4pbol3AgSk6F05665pEw47j7IHgnrPoWuR8EBRwWXUZIkSZIUE5avkmq9rPQszu51TtAxpB+mcSocdgN8cEPFONwIDr8FQiHoe2bFQ5IkSZJUL1m+SpIUa6Ouh+7Hw4bPofOR0DQ76ESSJEmSpDiwfJVUa5RGStlSuIU2qW0IhUJBx5FqVruBFQ9JkiRJUoNh+SqpVvh0wyzu+/Qe8kvyyUrL4vqhN5Gd6e5ASZIkSZJUd4WDDiBJ5dFyHpz9F/JL8gFYV7COJ+c9HnAqSZIkSZKk/WP5KilwhaU72VK0pcrc6u2rAkojSZIkSZJUMyxfJQUuvXEGvZr3rjI3uM2QgNJIkiRJkiTVDM98lVQrXHPIdTw9/ymW5y9nYOuB/Kz3uUFHkiRJkiRJ2i+Wr5JqhRYpLbhq8O+CjiFJkiRJklRjPHZAkiRJkiRJkmLA8lWSpJpUWggTboS/HQ7vXg3FO4JOJEmSJEkKiMcOSJJUk8ZfBrOfrPh45STIXwln/iPYTJIkSZKkQLjzVZKkmvTlK98avwqRSDBZJEmSJEmBsnyVJKkmNe1cddwkG8J+u5UkSZKkhsifBiVJqknH/wWSm1V8nJQJJz4UbB5JkiRJUmA881WSpJrU+XD4nzWwaT607A1J6UEnkiRJkiQFxPJVkqSa1jgV2h8SdApJkiRJUsA8dkCSJEmSJEmSYsCdr5IkBa28DBa+DtvWQq8fQbPOQSeSJEmSJNUAy1dJkoL20qmwZHzFx+9dDWe9Bj1PCjaTJEmSJGm/eeyAJElBypmzq3gFiJTCy2dA/urgMkmSJEmSaoTlqyRJQYpGqs+Vl8DcZ+OfRZIkSZJUoyxfJUkKUtYgaNmr+nxCUvyzSJIkSZJqlOWrJElBu3AKZLTfNW6SDQN+HlweSZIkSVKN8IZbkgLz1dalzN00ly5NujCw9aCg40jBSW0Oly2Gha9DWTH0OQOSmwSdSpIkSZK0nyxfJQVi4uqPuOfTu4gSBeC0bmdwQb8LA04lBahxKvT/adApJEmSJEk1yGMHJAXi/5a8Ulm8Aoxb9m+Ky4oCTCQFZMM8eOs38O7vIG950GkkSZIkSTXIna+SAhGNRquNo3tYK9VbmxfDE0OhdGfFeM7TcOlCSG0RaCxJkiRJUs1w56ukQPyo22lVxsd1OZ7kxOQ9rs8pyGFazlS2l2yPdTQpfr74+67iFWDnZljwenB5JEmSJEk1yp2vkgJxVKejyUpvz5yNs+napCtD2w3b49p/LX2dp+Y9SZQoKYkp3Dzs9/Rt2S+OaaUYSW5afS6lWfxzSJIkSZJiwp2vkgLTp0Ufzun9U4ZlDScUCu12TXFZEX9f8Hzl+bCFZYU8v+C5eMaUYmfABdCy165xxxHQ4+Tg8kiSJEmSapQ7XyXVasXlxRSVV70R17aS/IDSSDUspSn891z46l1ITIIuoyGcEHQqSZIkSVINsXyVVKvkFuXy5rI32F6yndHZY+jVvDdD2g5hxvoZlWuOyj46wITSd9ixAcqKoWn2d6+LRmHLYshoD0np0POk+OSTJEmSJMWV5aukWqO0vJRrJv2WDTs3APDuynf4fyPv4LeDr+GNZf9m5bYVHNx6MEdmjw44qbQb4y+DmQ9DNFJxdMDYVyp2s35b3nL4+4mweQE0TocTHoIB58U/ryRJkiQp5jzzVVKtMXfTnMriFSASjTBh1XskJyZzZo+x/Hbw1Ravqp1WTIQZD1YUrwCL34A5T+9+7YQbKopXgJIdMP4SKN4Rl5iSJEmSpPiyfJVUa6Q1Sqs2l94oI4Ak0ve0ZfG+zQFsWVR1XLIDtq+r+UySJEmSpMBZvkqqNXq36MOwdsMrxy1TWnJSV+/8rjrggGMh4VtHDPQ8dfdre/2o6rhVH2jRPTa5JEmSJEmB8sxXSbXK9UNvZP7meWwv2c7A1gNJSkwOOpK0d02z4dx34OPboXQnDLkEOo/a/drDrgdCsOhf0KIHjP4ThEJxjStJkiRJig/LV0m1Tt+W/YKOIH1/nQ+veOxNOAEOv7HiIUmSJEmq1zx2QJKkeMlfDaumQHlp0EkkSZIkSXHgzldJkuJh0v+DD2+CaASaZMN5E6BFt6BTSZIkSZJiyJ2vkiTF2vb18NEtFcUrQP4qmHRbsJkkSZIkSTHnzldJqod2bi3k44ens27eBlod0ILDfj2UJu0ygo7VcO1YD5GyqnPb1sCqT2DFR9D+EDjg6ECiSZIkSZJix52vklQPffzIDFZMX0NJQSlrP1/PB/dMCTpSw9amP7TqU3UuvR08NQI+uAGeOwY+/H0g0SRJkiRJsWP5Kkn1UM68DVXGGxdvpqykPKA0IhyGc9+DIZdC9xPh1L/B6m8V4lPvhoj/jCRJkiSpPvHYAUmqh1p1b8Ga2TmV4+admpLYOCHARCIzC054YNd4wvVVr0ejFQ9JkiRJUr3hzldJqocO+9VQ2vRsCVQUr6OvHBFwIlWxfT0U5ladO/BsSPA9UUmSJEmqT/wpT5Lqocw26fzozuMoLy0noZE7XgNTXgZL3oSirdDzFEhpVjG/eByUF1ddm9I8/vkkSZIkSTFl+Sop7vKK8nhozgPM2/wF3Zp259cDLiUrPWuvzysuL+bjNZPYVrKNke0Po3Vq6zikrdssXgMUicCzR8HKiRXjtDbwX9OhaSfIbF99fWaH+OaTJEmSJMWcxw5Iirs7Zt7OjPXT2Vm2k883z+XuWX/e63Mi0Qg3TL6Ov8y+j6fnP8VlH/yaldtWxD6s9EMt/2BX8QpQsAFmPlzx8QHHQo+Td13rMAwGXBDffJIkSZKkmLN8lRRXU9ZO5sst86vMLdm6mOJv/Qr2nI2zuf+ze3n+y2fZWryVeZu/YHHeosrrhWWFjF/+ZlwySz9IWWH1udJCKMyD546BxW9A4wwYdSP8ciokpcc/oyRJkiQppjx2QFJcjV8+rtpcVnp7khKSKsez1s/ktmm3EqXizu9Tcz7hvw68OG4ZtUvxjhI2L8ulRedmJGcm7f0JqlC0DVZ+DI1SoXRnxVxiMgz6BXz8/2D5hIq5ku0w5U4Ychmke4yGJEmSJNU3lq+S4qpxQvUC77/7/7rK+P1V71UWrwCrt68mMdyIHs16Vu5+TUlM4cQuJ8U2bAO3+rN1vHvHJMqKykhonMCY/xlBl+HZQceqG177acVNtb7RYTic8gS07gPvXVN1bXkJbFls+SpJkiRJ9ZDlq6S4GpE1kjkbZ1MeLQfg+C4nMKD1gCprMhpnVHte06Qm/Gnk7Uz++oZbI7zhVsxNfepTyorKACgvKeeTJz+1fN0XRdtg8beOxNi+tqJ4Beh2HHz1zq5rqS0h6+D45ZMkSZIkxY3lq6S4eXfFOzw054HKXa0ndT2Zi/r/d7V1p3U7gxk508krzgPgmE7H0iGjIwBjOh0dv8ANXEHuzirjnbk7iUaihMKhgBLVEY1SIbUF7Ny8ay6zw66Ph14ORVth3ouQ2RGO+l9olBL/nJIkSZKkmItb+VpaWsq1117L2rVrCYfD3HbbbSQmJnLttdcSCoXo3r07t9xyC+FwmAcffJCPPvqIxMRErr/+evr378/KlSv3e62kYL206MUqxwlMWjNxt+VrVnoWjx39BHM3zaFFSgu6Ne0ez5j6WrdRXfjyrcWV4wMO62zxui8SEuG4++BfF1YcKZDcFI7+867r4TAc+fuKhyRJkiSpXotb+Tpx4kTKysp46aWXmDJlCvfddx+lpaVcccUVDB06lJtvvpkJEyaQlZXFjBkzeOWVV8jJyeGyyy7j1Vdf5fbbb9+vtUcf7W45KWgl5cVVxqWR0j2uTU5MZmi7YbGOpO9w6C8OJqNVGjnzN9C6Z0sOOq1v0JHqjv4/hQOOgU0LKo4UaJwWdCJJkiRJUgDiVr526dKF8vJyIpEIO3bsIDExkTlz5jBkyBAARo0axZQpU+jSpQsjR44kFAqRlZVFeXk5ubm5zJ8/f7/WWr5KwTup68m8sPDvleMTvGFWrZbQKIEBZ/RlwBmWrj9IWquKhyRJkiSpwYpb+ZqamsratWs5/vjjycvL49FHH2XmzJmEQhW/wpqWlsb27dvZsWMHTZs2rXzeN/PRaHS/1koK3k96nUPnzC7M3zKfns17MiJrZNCRJEmSJEmSYiZu5evTTz/NyJEjueqqq8jJyeHnP/85paW7fuW4oKCAzMxM0tPTKSgoqDKfkZFR5czWH7JWUu0wLGs4w7KGBx1DkiRJkiQp5uJ2F6rMzEwyMjIAaNKkCWVlZfTp04fp06cDMGnSJAYPHsygQYOYPHkykUiEdevWEYlEaN68+X6vlVQ3RaNRSst3vVGzs3Qnd826k7PG/Zj/+egKluQt/o5nS7VQpBzmvwITb4Oc2UGnkSRJkiTFUCgajUb3vmz/FRQUcP3117Np0yZKS0s577zz6NevHzfddBOlpaV07dqVP/7xjyQkJPDAAw8wadIkIpEI1113HYMHD2b58uX7vfa7nH766bz22mvx+FJI2kefbfiUh+c8yKbCTQxqczD/c/Bv+fuC5xi//M3KNS1TWvH4MU+SEPru/8alWuO18+Dz5yo+DoXhrNeg16nBZpK0X3wdKUmSpD2JW/la2/miWapdisuLueDt89hRuqNy7vguJ/Dllvms3LayytpHj3qcrPSseEeUqvrq/YpSNb0tDLsCMtpVX7M9B+5uD/zHt97sw+DCSXGLKanm+TpSkiRJexK3M18l6ftYX5BTpXgFWJq3lJ7NelUpX5slNaN1aut4x5OqWvoOPH88laXqgtfgki8hodG3FoaqPzcUtxOAJEmSJElx5k98kmql9ukdaJ7cvMrcga0O5Ly+53NImyGECNE+vQNXH3ItiWHfR1LA5jxNld2suUth5cfV12W0hYEX/MdEGHqcGONwkiRJkqSg2FhIqpUSw4ncMPQm/vr5Y6wrWMfwdsM5u+c5JCUmc9PwW4hEI4TdMajaIrVV9bm03cwBnPw4tB8G714FJdvhvath3adw5kuxzShJkiRJijvLV0m1VvdmPfjz4Xfv9prFq2qV4f8DC1+HbWsqxgMugDYH7n5tOAwbP68oXr8x/x8w8hpoNzD2WSVJkiRJcWP5KknS/mrWGS5bAss/qLjhVtag715ftLX6XGFeTKJJkiRJkoLj1jFJkmpCo2ToccLei1eAgRdWvdFWi57QaVTsskmSJEmSAuHOV0mS4q3LkXD+RPj8eUhvA4dcAgl+S5YkSZKk+saf9CRJCkKnkRUPSZIkSVK9ZfkqqdYpLS9lWs5UCssKGZ51KBmNM4KOJEmSJEmS9L1ZvkoKXGl5KaFQiMRwImWRMq79+GqWbF0MwPMLnuXuw++jVWqrgFNKkiRJkiR9P5avkgITiUZ4/PPHeGfl2zQKN2Jsj7PokNGxsngF2Fq8lXdWvM3P+pwbYFJJkiRJkqTvL7z3JZIUGx+vmcSby8dRFimjsKyQZ758mlXbVlVbVxopDSBdw1ays4RNS7dQXloedJS6r6QA1s6C0sKgk0iSJEmS4sydr5ICs3Tr0mpzSYlJtEvLIqdgHQApiSkc3emYeEdr0JZPXcWH931CaVEZKU2TOe7GI2jdvWXQseqmpe/CK2OhOB9SmsNZr0Hnw4NOJUmSJEmKE3e+SgpM/1b9q4zDhBnYeiB3HX4PF/b7JWf3+in3HfkAHTI6BJSw4YmUR5j82AxKi8oAKNxaxNSnPg04VR02/pKK4hWgMBfGXxZsHkmSJElSXLnzVVJgDmk7hAv7/ZJxy94gKaExY3v+hI4Z2QD8qNtpAadrmMpLytmZV1Rlbtv6HQGlqeOiUchbXnVu69fj8lKYcD3MfxmadIJj/gwdhsY/oyRJkiQpptz5KinuJq/9mP9690LOGvdjNhZs5MJ+v2B4uxE0TWoWdLQGr1FKIzoOyqoy1/XQ7IDS1HGhEPQ5o+pcnx9X/O8nd1U88lfBqo/hhZM8E1aSJEmS6iF3vkqKqy2Fm7l71p8pj1bcyGnc8n8zbvm/AXh58Utc3P9XnNj1pCAjNnhjrhrBrBc+Z/PyXNr3b8vAH/cLOlLddcqT0CQb1kyD7JEw6qaK+WXvV123czOsnwMdh8c/oyRJkiQpZixfJcXVorxFlcXr7vxz6WuWrwFLSk9ixEWHBB1hFKE1AAAgAElEQVSjfkhKrzhS4NvaDoDlH+waJ6ZAi57xyyVJkiRJigvLV0lx1b1pD8KhMJFoZLfXE0IJcU7UMG3bsIPP/vEFOzYX0G1UZ3od1S3oSA3LqJtg05ew9G1IbQXH/wVSmwedSpIkSZJUwyxfJcVVq9RWXHnwVTwz/2m2lWyjU0YnlmxdXHn9xz3GBpiuYYiURxh343ts31gAwNq56wmFQvQcc0DAyRqQlKbws7egaBs0SoUEvx1LkiRJUn3kT3uS4u7wDkdweIcjWJy3iAVbvmRM9hiKy0vISm/POyve4vkFz9K/5UFc1P9i0htnBB233tm4eEtl8fqNr6astHwNQnJm0AkkSZIkSTFk+SopEG8uG8djnz9SOf7lgRfx8qKXKnfBfrTmQ6JEuWrw74KKWG+lt0wlFA4RjUQr5zJapweYSJIkSZKk+ikcdABJDdPLi16qMv7HwherHD8AMHfTnHhGajDSW6Ux+Oz+hMIhAJq2z2Tgj/sCUJC7k6LtxUHGkyRJkiSp3nDnq6RAlEXLq4yLy6sXfl2b+GvwsTJo7IH0HHMAO3MLaXlAcyLlEd65fSIrpq0mnBim/ym9GfrzgUHHlCRJkiSpTnPnq6RAnHrAqXtdc1q30+OQpOFKa5FKq+4tCIVDLHxvKSumrQYgUhZhzmvz2bBoc8AJ64mc2fDKWfD88bDgn0GnkSRJkiTFkeWrpLiLRqP0at6b07udwSFthgBQEimpsiZMmI6Z2UHEa5Dy1myrNrd1TX4ASeqZnVvg6SNg/suw9G34x+mw/MOgU0mSJEmS4sRjByTF3R0zb+eTdVMAaBRutNs1J3Y9iebJzeMZq0HrNLg9899cVDlOaBSm/UFtA0xUTyx9B4r/s9iOwpf/B12ODCySJEmSJCl+LF8lxdVXW5dWFq8ApZHSamt+N/hqDutweDxjNXgdB2VxxOXDmf/WYholJzJo7IGkt0wLOlbd17Tzvs1JkiRJkuoly1dJcbWzdGe1ubRGaRSUFhAmzGndz7B4DUjPMQfQc4w3OatR2YfCwRfDp38FotDxUBj830GnkiRJkiTFieWrpLjq07Iv2RmdWLV9JQDhUJjrh9xISmIKecVbOaCp5Z/qmZMfhZHXQsl2aHNg0GkkSZIkSXFk+SoprnILt3Bmz7Gs2raSwrJCDu9wBM2Sm3PzlBtYV7COhFACP+39M37cY2zQUaUfZmcuTLwV1s+BrkfDyGugWeegU0mSJEmSAmD5Kilu3lnxNo/MfYhINEJyQjI3DLuZns178eDsv7CuYB0A5dFynl/wHKOzj/KGW6qb/u8sWPZ+xccrJ1XccOuYO4PNJEmSJEkKRDjoAJIahrJIGU/Pf4pINAJAUXkRz335NAAbdm6osjYSjbClcHO8I0r7rzBvV/H6jfkvB5NFkqQGasKq9/nV+xdx8Xv/xVvLxwcdR5LUwFm+SoqL0kgphaWFVea2Fm0FYGT7w6rMt0vLoqtnv9aI4h0lRMojQcdoOBqnQ3LTqnPNugSTRZKkBmjp1iXc/9m9rN2xlpyCdTwy9yHmbf4i6FiSpAbMYwckxUVKYgrDsobzyboplXOjs48C4NjOxwEwee3HtE5tzdgePyEhlBBIzvqicGsR7/15EjnzNpLaLIVRlwyl0yEdqq0r2VlC0fYSMtukB5CyHpr3Enz9pgIAiclwzF3B5ZEkqYH5YtPn1ebmbppDv5be9FKSFAzLV0lxc+XBV9G1yQEsz1/GQa0HcGyn4yqvHdv5uMoSVvtvxnOzyZm3EYCdeYV8cO8nnPu300lM2vV/+/PGLWT6M7MpKymndc+WHHfjEaRkJgcVuX6Ydl/VcVkxNO0cSBRJkhqirk27VZs7YDdzkiTFi+WrpLhJSkhibM+zgo7RIGxenldlXFJQwvaNBTTr2IRt67cz/dnZLJuyqvL6xkWbmf3KPA79xWAAotEo88YtYvnUVWS2y2DwT/qT3iotrn+HOimhcdVxOLHiIUmS4uKgVgdxVs+f8M+lrxONRjmx60kMbTss6FiSpAbMnwglqR7qcFA7Nn+VWzlOb51Gk6wMIuUR3rxlAtvW76j2nK1rt1V+/MW/FzD1qc8AyJm/kY2LN3PmX04iFArFPnxdNvI6+MfpEC2vGA+9DJKbBJtJkqQG5qe9z2Vsz59AFBolNAo6jiSpgbN8lVQrrC/IYXrONFqmtGJYu+EkhD3zdX8cfHZ/SotKWTF9DU3aZ3LoLw6meEcJc1+fv9viFWBnbiHLp62my7COVXbFAuStymfr6nyaZTfd7XP1tV6nwK/nwVfvQuu+0HVM0IkkSWqQGoUtXSVJtYPlq6TALcpdyA2Tr6MkUgLAkLZDuXHYzQGnqtsSGycw8uIhjLx4CAA7NhfwymXjKMwv2uNztizP493bJ9L/1N5ktE1nw6LNldcSGieQ2jwl5rnrhVa9Kh4AH9xccQ5sYhKMugmGXR5sNkmSJElSXIWDDiBJ//rqn5XFK8CM9dNZtW1lgInqn4Xvf7Xb4jWcWP3bwLxxixj4435ktk0HIKFRmGHnDyIpPSnmOeuVBf+ESbdByXbYuRne/g2snRl0KkmSJElSHLnzVVLgItFItbny3czp+4uUR5g3bhFLJ67Y7fXQbt6CixIls006Zz18Crkrt5LWMpWUzOTYBq2P1kytPrd6KrQ/JP5ZJEmSJEmBcOerpLgpjZTy2YZPWZK3uMr8SV1PITG0672gg1oNoEuTLvGOVy9Ne/ozpj71Kfnrtu32etMOTWic1rjKXK+jupGYlEg4IUzLrs0tXn+o7MN2Mzcy/jkkSZIkSYFx56ukuMgryuWaj69mfUEOACPbH8bVh1wLQL+W/bjvyL/wybpPaJXSklEdjggwaf2y5KPl33k9rXkqJ/5+DJ++9Dn567bRbVQXeozuGqd09VzPk2D0HyvOfE1oDIffDFmDgk4lSVK9U1hWyMz1M0hOSObgNoO9caskqVaxfJUUF28se6OyeAWYvPZjTjngVHo17w1AdmYnsjM7BRWv3kptlkLRtuI9Xs9sm05Kk+TKG3Opho26oeKxr6JRCIVil0eSpHomryiP3068kk2FmwDo1bw3t4+8wwJWklRreOyApLjYVpxfbW5r8dYAkjQswy4YRGJSxQ8f4cQwHQa2q7yW0Sadg07rE1Q0/adNC+CvQ+DWMDw1CvJWBJ1IkqQ64Z0Vb1cWrwALcxcwa4M3uJQk1R7ufJUUF0d2HM37K98jQsWNtFokt2Bg66q/gj130xxeXfx/bC/ZzpC2Q/hR99NJSUwJIm690XFgFj976nQ2LtlCiy7NSG2aQt6afArzCmnTuzUJib4HVyu8di7kfFrx8aqP4Y2L4Lx3g80kSVIdUFxeVG2uaDdzkiQFxfJVUlz0bdmPP478f7y/8j0yGmdwygGnkpSQVHl9es40/jT9tsrxV/lL+TL3S24b8acg4tYrSelJdByYVTlu1qEJzTo0CTCRqigv3VW8fmPNtGCySJJUx4zOHsO4ZW9QXF5xzFLLlFYc0sbjlCRJtYflq6S46dfyQPq1PHC3195b+U61ubmb5rC+YD1t09rGOpoUnIRG0H4orJ2+a67TYcHlkSSpDumYkc09R9zHhFXvk5yQzDGdjyO1UWrQsSRJqmT5KqlWSGuUXm0uHErw2AE1DKc/D//+JaydAZ0Ph5P/GnQiSZLqjI4Z2Zzf98KgY0iStFuWr5JqhTO6/5jp66axs3xn5dxp3U6nSZK/Hq8GoEU3uOCjoFNIkiRJkmqY5aukWiE7sxNPHvc0U9dNIbcoj8FtBtO16QFBx5K+n0g5FOZCWqugk0iSpP9QHimnoKyAzMaZQUeRJDUwlq+Sao20Rmkc1emYoGPUOyU7S9iZW0iT9pmEQqGg49RfKybCa+fCttXQdgCc+UrFjtb8NRAKQ2bW3j+HJEmqcdPWTeWhuQ+SX7yV3s37cO2Q62iW3DzoWJKkBsLyVZLqsYXvLWXK4zMpKy6nWXYTjr95NBmt0oKOVf9EIvD6eRXFK8D6OfDWZZDcFOa9BIRgwM/hlCchHA40qiRJDUlxWRH3f3YvBWUFACzI/ZLnvnyWywddEXAySVJD4U+AklRPFReUMOWvFcUrQN6qfGa9MLfaukh5hDmvzeefV7/Nh/d/wo5NBfGOWvcVbYX8VVXn1kz/ungFiMKcp2HxuHgnkySpQdtYuLGyeP3Gim3LA0ojSWqILF8lqZ4q2LKTspLyKnNb126rtm7Oa18y/ZnZbFi0mcUfLOOt2z6MV8T6I7U5ZA2uOte0c/V1WxbHJY4kSaqQld6e1imtq8wNbD0ooDSSpIbI8lWS6qlmHZrQJCujylyXoR2rrVs+teqOzdyVW3db0movznwFep4KTTrBoF/CcfdVnPX6jXAi9DgxuHySJDVACaEEbhp+CwNbD6J1ahtOOeBUftLznKBjSZIaEM98laR6KhQOccIto5n597nk52yny7COHHRan2rrMttmsPmr3MpxYnIiqc1S4hm1fmjWGc7+Z9W5n/wTpt5bUcKO+B206h1INEmSGrJOmZ259dDbgo4hSWqgLF8lqR7LbJvBmKtGfueaIecOYPOyXLblbCexcQIj/mswjVMbxSlhPdfz5IqHJEmSJKlBsnyV9lF5JMr8NVtpmZFEVrPUoONINaZJuwx+8vAp5K7aSnrLNJLSGwcdSZIkSZKkesHyVdoHG/OL+PXTM1mTu5NQCH56aGcuPaZn0LGkGhMKh2jRuVnQMSRJkiRJqle84Za0D56bspw1uTsBiEbh75+sYPWWgoBTNTzL85fx9vK3WLVtZdBRar3SwlKWTFzOsk9WUV5aHnQcSZIkSZIaJHe+SvtgY35RlXE0Cpu2F9OxRVpAiRqe8cvG8ejnjwAQIsSlAy/n6E7HBJyqdirML+L1377F9o0VbxA07ZBJUlpj8tZsI/vgLEZePGS3RwuUl0VY/skqdmwqoPPQDjTt0CTe0SVJkiRJqlcsX6V9cEz/dkxcuLFy3LZpMv07Ng0wUcPzwsK/V34cJcqz85+xfN2DRRO+qixeAbau2Vb58dJJK0hMSuTwS4dVe967t09k1ay1AMx8YS4n3XYU7fq0jn1gSZKk72ndjnV8sOp9GickcXSnY2iW7PFJkqTayfJV2gdj+rYlcmaUdz7PoVVGEueO7Epigqd2xFNJeUmVcX7JVj5ZO4VD248IKFHtVVZc9p3Xc+ZvqDaXt2prZfEKECmL8MW/F1q+SpKkWmfdjrVc+dFvKCwrBOCdFW/xwOiHSW3kTXElSbWP7ZG0j47u1467zhnENSf3JatZStBxGpzDOx5Rbe7N5ePiH6QO6HFkVxqnNto1Eap6vVW3Fvv4maI1lkmSJKmmTFj1fmXxCrCpcBMz1k8PMJEkSXtm+SqpTjirx9nV5pISqp9bKshsm8Hp95zAwDP7ceDJvQiF/6N9DUHfk3pWe06z7KZkD25fOQ4nhjnw5N7xiCtJkvS9JCUkVZtr7OtCSVItZfkqqU5omdqS4zqfUDluHG7MGd3PDDBR7dakXQZDfjaA1GYpRMv/YwdrFNbP27jb5xxz3eGMuWoEQ84dwJn3n0i7vh45IEmSap+jOx1Dy5RWleNuTbtzSNshASaSJGnPPPNVUp3x6wGXMLL9SHIKchjU+mBapbba+5MauNRmydXm0lpUPw8tZ/5GPnliJts2FND10GzSW6fHI54kSdL31iy5OQ+OfpjpOdNISkjikHZDaBRutPcnSpIUAMtXSXVK/1YH0b/VQUHHqDOKC6reqIwQtOvXpspUWXEZ794+kaLtxQAsfG8pqc2SOeSnA+IVs/4oK4HCXMhoG3QSSZLqtdRGqRyZPXqv68qj5Wwt2krz5OaEQqG9rpckqaZZvkpSPbZ+weaqE1HYvCyX9Ja7dr/mrcqvLF6/sW4PRxPoOyx4Hd64CHZuhqxD4CevQ2b7vT9PkiTVqB0l23lj2Rssyl3Ikq1L2F6yjfbpHbhuyPVkZ3YKOp5Us1Z+DHOehtSWMPRyX39KtZBnvkpSPda6R4sq43BCiFYHNK8y17RDJo1Tq/6q3refp70o2Qn/vKCieAVYNxMmXB9sJkmSGqjfT72ZFxf+nc82fsr2km0ArN2xhkfnPhJwMqmGrZgETx8Bs5+CKXfCkyOgtCjoVJK+xfJVUq23Zvtq7phxO7+beBX/WvpPotHo3p8kAPqd2JOeYw4gnBgmtVkyh18+vNqZr41SGjHmqpFktE4jFA7RZXhHDj7rwIAS11Hb1kBxftW5DV/s/XmL34RnxsCzR8PSd2KTTZKkBmTlthUszlu8x2tSnbX03YrXjM+MgUVvVMzNfQaikV1r8lfC8g+CySdpjzx2QFKtVhop5eZPbmRzYcWOwkV5C2mc0Jjju5wQcLK6IaFRAkdcPpxRlwwlFA7t8ayz7MHtOWfwaUTKI4QTfF/ue2vereKRu3TXXLfjvvs56+fCi6dCtLxivOIj+O+50LpPzGJKklTfpTdKJ0yYCJFq1wa1OTiARNJeFG2Dd6+CZe9D2wFw3H3Q9FvHY2xaCC+cCJGyivGKj+C/ZkLKbn5bbeuKWCeW9D35E7akWu2rrUsri9dvTMuZGlCauiucEN6nm0xYvP5A4TCc/Qb0OAmad4fhV8ERt3z3cxa9sat4hYoX04vHxTanJEn1XIuUlpza7UeV48RQIi1SWnJMp2O5uP+vAkwm7cHbV8BnT1SUpgv/CS+Prb5myZu7ileo2O26+A0Y9hto8q2idvwl8OYlMY0s6ftx56ukWq11ahsSQgmU/0dJlZWWFWAiaQ9a9YJz3tj39S2679ucJEn6Xi7o9wuO6DiaDTvX07/lQaQ2St37k6SgLPpX1fG6GVCYBynNds01381rxObdK26udelCePJQWD9717VZj8KomyCjbWwyS/pe3OIkqVZrntycC/r9gkbhihtCdc7sQmqjVO6e9Wc+XOV5RqrDep8B/X7y9SAE/c+FnqcEGkmSpPqiS5MuDGs33OJVtV+0+hEZlBVXHfc4CQ76OfD1b7L1HVvxAGiUDI3Tq3/O8pIajyrph3Hnq6Ra75QDTmV0x9FsLc7nmfl/45XFLwMwcc1HbC3O47TuZwScUPoBEhLhxy/C0XdCKFyxc0GSJO1WebScfy/9F3M2zaZzZhfO7DGW9G8XTlJd1LQrrP/sPyZCEE6ouiYchtOehjF/qihWm3Ssen3oZbBqMvD1jYl7ngpNs2MYWtL3YfkqqU5Ib5xBhCjT10+rMv/+qvcsX1W3ffvFsyRJquaFBc9XvgE/e+NnrNy2gt8f+oeAU0k14Iib4R+n79oBO+iXkNZq92v39GZ93zMhvV3FEQYtesJB58Ymq6QfxPJVUp2RlJBEckIyReVFlXMZjTMDTCRJkqR4mLRmYpXxZxs/ZUfJdtIbZwSUSKohvU6Fi2fD0regZe+KIwZ+iE4jKx6Sah3PfJVUZyQlJPHT3j8j9PVZR8kJyfyst+/qSpIk1XctU6ruBExKSCKyu7Mypbqobf+KHa9bV8D0+2HHhqATSapB7nyVFIjPN81les402qVncXSnY0hKSNqn553a7TQOaTuUVdtW0qdlXzLd+SpJklTvnd/3An4/9RYKSncAUFxezHWTr+HeI/5C44TGAaeT9lPhVnjsYMhfWTGecmfFbtiMthXjbWshtRUk+u+6VBe581VS3E1e+zE3TrmeN5b9m79+/ii3T//T93p+VnoWw7KGW7xKkiQ1ED2b9+KYTsdUmVu9fTUz188IKJFUg758ZVfxCrBjPXz+PGxdBY8Ogns6wN1ZsOD14DJK+sEsXyXF3fhlb1YZf7bxU9YXrA8ojb6RM38j7/7vJN67cxLrF2wKOo4kSVIVjcKNqs2FQqE9rt+0cxNzN82hqKxoj2ukWiG0m2omFIb3r4X1syvGhVvgX7+AUv99luqauB478Nhjj/HBBx9QWlrK2WefzZAhQ7j22msJhUJ0796dW265hXA4zIMPPshHH31EYmIi119/Pf3792flypX7vVZS7ZCcWPWIgTBhf10sRkqLy5j1wlzWfb6elge0YMi5A0hpklxtXd7qfMbd/D6Rsoqz01bOWMOZD5xMk3bexKLGbVoA6+dCp1GQmRV0GkmS6oxjOh/H2yveYlvJNgA6ZXamSeMmTFk7mQGtB5LWKK1y7b+/+hdPzXuCSDRCRuNMbj30D3Rr2j2o6NJ363MmfHw75H1VMc5oDwedC3OerrquKA+2r4PmXeMeUdIPF7dGcvr06cyePZsXX3yR5557jvXr13P77bdzxRVX8MILLxCNRpkwYQLz589nxowZvPLKK9xzzz3ceuutAPu9VlLt8eMeZ9H4P854Pb7LCTRPbh5govrrk8dn8fk/F7B5WR4L31vKB/dMqby2eVku88YtZOOSzSyftrqyeAUoL42wYtrqICLXb5/cAw/1gVfPhvu7wtJ3gk4kSVKd0Tq1NQ+MfpiLDryYywdewQFNDuC6yddwx8zbuei9X7J6+yoAdpbu5Nkvn6m8Idf2km38fcHzQUaXvltyJlz8KZz0GJzwEPzqc0hrBd1PqLoupTlkdggmo6QfLG47XydPnkyPHj245JJL2LFjB1dffTUvv/wyQ4YMAWDUqFFMmTKFLl26MHLkSEKhEFlZWZSXl5Obm8v8+fP3a+3RRx8dr7+qpL3o06IPjx31/9m77/CoyrSP498pmfReIb0RWui9SrcAdhR1LatrWXt9Xdu6trWxVhTQ1bUXxIIKWEB6Cb1DOumN9D6ZmfePEzKZzASCkJkk3J/ryuWc5zwn/kAkZ+55zv28x+6iXfT26E1//wE25xlNRpqMTbIq9gwcS8qxOM7Zk4++oYnUdRmsX7itZTxucpTVtR6B7lZj4gzo62HtP83Hhgb44ymIm+W4TEIIIUQ34+viy+zYueRW5/Lm7tdbxqsaK3lh23O8OXUhtU21NBoaLK4rrTtu76hCnB4Xbxhxq+XYxMdg62tgaFSO60ph00sw6m748VZI+RkC+8PsRdB7uP0zCyE6xG7F17KyMvLy8li0aBE5OTnccccdmEymlh497u7uVFVVUV1djY+PT8t1J8bPdK4Qomvxd/VnemT7H4pszN3Ae/sWU9FQwaheo7l/+IO4al3tmLBn8A71pK7C3BfKI9AdrU7Dzi/3W8zL3pVH2NBe5OzOByBiZChRY8LtmrXHMzSCvtZyrK7MMVmEEEKIbq5GX201lludy/ep33Fln3kM9E/kwHHz/c554VPsGU+IsyNro7nwesLej6EiW9mkCyBvB3x1OdybDtJuUYguyW7FVx8fH2JiYtDpdMTExODs7ExBgXmDnZqaGry8vPDw8KCmpsZi3NPT06Jn65+ZK4ToPqoaq3h9539oNCo3Glvzt7A0+Wuu73+Dg5N1P+P/NpJfnl9LdUktLp7OTPr7aFQqFYYmg8U8o97Ihf+cSumxclRqFX4RPu18R3FKRiMU7QfP3srjYie4eMGAq+DAF+ax4bdaXy+EEEKIU4r36UOIey8KavItxg8dPwjAY6MfZ1nKMnKqshkZMooZkTMdEVOIM1NbYj2m0kDWBsuximNQkQW+UXaJJYQ4PXb7WGT48OFs2LABk8lEYWEhdXV1jB07lm3blMde169fz4gRIxg2bBgbN27EaDSSl5eH0WjEz8+P/v37n9FcIUT3kVV5rKXwekJaeaqD0nRvATF+zF9yCfMWzuHaDy4jfJiywVPi7L4W8wbO7otKpcI/ylcKr2eiIhveGQiLhsCCUNi8wPL8JR/C+W/A0L/C5V/A+Icck1MIIYTo5lQqFc+MexaNSmMxnuCbAICHzpMbBtzI42OeZGbUrJYnI4XoVqLOA1Wbso1GB233y/AIgZKj0NjmKSshRJegMplMJnv9y15++WW2bduGyWTi/vvvJywsjCeffBK9Xk9MTAzPPfccGo2Gt956i/Xr12M0GvnHP/7BiBEjyMjIOOO5J3PZZZfx7bff2ul3QghxMnVNdfz1lxuo0ZtXtt/Q/0Yu73OlA1P1PJlJORQcKiIoIYCYsRGOjtP95W6H3/8BGa02eVRr4f5s8AxxXC4hRKeT+0ghHGdr/hbe3/8epXXHmRg2mTuH3CX7BYieZd9nsPJesOpb3PyBgnsQ1BQBJnALgL/8Br2G2DulEOIk7Fp87crkplmIruVAyQE+PPBfiuuKmBQ2mRsH/BWt2m6dUoQ4PSvvhW1v2j73tyQIHWnfPEIIu5L7SCEcr/W+H0L0OD/eDjsXW4+7BUFjJTSZ93igzxy4Zrn9sgkhTkkqGUKILmlgwEAWnPcaoNxMNxgapPh6BpoamlBr1ag10oT/rKvIgaS3bZ/zjoQdi+F/U8A7XGk5ECc954QQQoizTQqvokfzbucptdoSwGg5Vp1vc6oQwnGkkiGE6NIOHT/I67teo6Amn35+/XloxCMEugWe+kIBgEFvYN3bW0ldn4nOzYlR1w+l/6x4R8fqWRqrwNTmptfFBxLmgqsfbH1dGSs5Al9fDg/kKptvtWbQQ1WecmMtbx6FEEIIKzlVOfx27Fec1E7Mijr/tO8HKxsrAfDSyWbMohsa+Xc48j3kbbccT5yvbLaVtdE8Nug6+2YTQpySFF+FEF2W0WRkwY5XKK4rBuBw6SHe37+Ef4x+3MHJuo+DK5NJWZsBQEN1Ixve3UbY4BC8QjwdnKwHCewHERMsb3pnL4aB8+DjNqtcG6uhcC9ETjSPpa+Gb6+D6gLwi4OrvoPggfbJLoQQQnQD+TX5PLjuPuqa6gD49dgq7hpyD5vyNuHh5M7c2EsIdg+2ea3RZOTdvQv5NfMXAILcgrgoZjazY+bKU1UncWx7DqnrM3EPcGPQxf1w83F1dKSeTV+ntLDK3wXR02DYLaBu9cSaqw/cmgQ5SXB0ORQdUNpajX0Q9LWw+RVl/4G482HMvY77dQghbJKfNuChJqoAACAASURBVEKILquysbKl8HpCWnmqg9J0TyVppZYDJihJL5Pi69l2zc+w410oS4d+l5tbC4SPhfTfzPOc3CEo0XxsMsEPNyuFV4DSVFhxJ9y0zn7ZhRBCiC5ubfYfLYVXgPKGcp7f9iwmlO1LNuVtZNH093DWOLMy42e25G+hl3tvrkq4mpTyZH7JXNVybWFtIR8c+C85VTncNfQeu/9auoP0LVn89uL6luNjSbnMe2s2KrU8ndNpvr8JDn6lvD74NVTmwNRnrOeFjVK+LJiUom3GauUrezNctUyephKiC5Hmf0KILsvH2YcIz0iLsUGBgx2UpnvqnRhiOaCC3UsPkLwm3TGBeioXL5jwfzBnsWVP11H3QGB/QAU6D5i9SFm5cEJjjfKoWGvHNkDeTrvEFkIIIboDF42L1diJwitAaX0pu4p28mP6chbte5e9xXtYlbmCp7c8RVZlls3v+Uf2GmTvadva3ieW51RQlFLioDTngMZaOLTUcmzP/9qfb2iC5J/h6I/Q1Ah7PoK0X83nj3wHy6T1gBBdiRRfhRBd2qOjHmNw4BC8dd5MCZ/KzYl/c3SkbiVhWgzDr07EzdcVVDSvfC3ljzc2k707z9Hxer4/noDiQ4BJaTmw6z3L884eED6+zUUmWPOkvRIKIYQQXd70yBn0cu/dcuzn4mc1x8fZh4256y3GjlVmEuYRhtrG215vZ2/ZpKsdrt7WxW4XL+sxcZZodMp+Aa25B5lfZ22CrW9AwV6lPcH7Y+Dz2fDFXFgyXNlXoK0DX0CVbLwlRFchbQeEEF1amGcYz45/3tExui2VSsWI+YPxDPZg7RtbLM4dS8ohfGjvdq4UZ8XR5ZbHx9ZDfQW4eJvHzn8d3htpOe9EGwIhhBBC4Knz5M2pb7OjYDtOaidifGJ5YuM/yKtRPkge33sC/f0HEOgaxBHMhSgntROJgYN4ZNSjvLt3IRUNFS3nEgMG2f3X0V0MuXwAWTtzqS1VWj0MvCgB717mllVNDU2oNGo0WlnLdVZotDDjZfjxNjAZQOsK0/+tnFv/PKx5onmiSukFm9/qCamiAxB3gY1vaoKaYvDs1dnphRAdIMVXIU5DaXUDGrUKbzedo6MIcVp8Qq139vUJ87YxU5xVAX2hqtUKY89Q0LXptxs6AqLOg8y15rHBf7FHOiGEEKLbcNY4Mz50Qsvx29PeZX/Jfjx1HsT5xANwTb/rOFp6hKK6IrQqLTcMuAlPnSfjeo9nyb7FFt9vR+EOu+bvTrx7eTJ/0cXkHSzCw98Nv0hlVaZBb2D9wm2krMvAydWJkdcOZuBFCQ5O20MMuxliZigbs4aPAzd/MOhh44utJpngyPfW17r6wZj7YOvr5rHgwRCcaD1XCOEQUnwV4iSyj9dgNEGoryvPfn+AX/fno1apuHxkOA9c2M/R8YTosOCEQAZf2p/9yw9jNJiIHBVG3xlxjo7V853/OnxxMZRngKs/zH3fcufaE676Dja/CiWHoc9sGHqT/bMKIYQQ3YhWrWVo0FCLsVCPUBbPeJ+0ilQCXYPwdfFtOddk1FvMNRib7JKzu9I6a4kYZvmE1OFfUkj+Q+kH21jTyKb3tuMT7s2xrdk01DSSMC2W0EEhtr6d6AifCOXrBJMJ2v451Torxda65k11nb0gcT74RELYGDi4FHxjYNxDsuGWEF2IFF+FsMFgNPHUN/tYfVB59Dc+xJOUgirlnMnE19uymJAQxKhYf0fGFOK0jLlxGEMuG4BBb8Dd383RcXoWk0nZWValgfAx5vHgRLgnFcrSwTtcuWFu68hy2LlYWRE76QnoNdR6jhBCCCE6RKPW0MfXejXm3NhL+PTwx62OL7ZnrB6hOK3UcsAEv724jsYapbCduj6TOc/NoNeAIBtXi9Om1cHIv8OW/5jHxj2kfFC/Y7HSomD4rUrhFWDgVcqXEKLLkeKrEDZsPFrUUngFWgqvrWUWV0vxtZM0GBrYWbADF60Lg4OGoFFpWs5lV2XxyaGPKawpYHzoBK7oMw+1SvpNdZSLl43iH1BwuJjq4mrChvbGxdP2HNGOxlr4eDrkNPfUjZ4K165UbphBWenq384q48z18OUlcGLH5tSVSrHWPbDTYwshhBDnknkJVxHtHc2h44fo69eX0b3GnPoiYSF0cAjJa9JbjlUaVUvhFcBkNJG8Nl2Kr2fTzFeVNgR5OyF6CsTOaB5/2bG5hBCn5aTF1++/t9FPpNkll1xy1sMI0VXkldWd9LxGrWJMXICd0pxbyhvKeXjdAxTWFgIw0D+RZ8c/j0atwWA08M/NT1FSVwxARmUGTmodl8Zf5sjI3d66t7dy5LdUAHTuTsx9fib+0b6nuEq02P+5ufAKkLEGDn8LiVef+tpDS2kpvAI0VELqKun5KoQQQthQo69hyb7F7C3eTZRXNLcNvoNe7r3YUbCdTw9/QrW+mpmRM5mXYPtn8MiQUYwMGWXn1D1H/ORoqotqOPxrKs4eOuImRbHto90Wc1y9XRyUrodSqaD/5crXCQe+gvXPQVM9jL4HRt/tuHxCiA45afE1LS0NgD179uDq6srQoUPZv38/TU1NUnwVPdrEvkG8uzqFxiYjoBRbb5sax9rDRei0aq6fEE1EgLuDU/ZMv2Suaim8Ahw4vp9dRTsZGTKKjMr0lsLrCdsLkqT4egYqC6paCq8AjTV69nx7kGkPTjjJVcJCdUHHxmzxierYmBBCCCF4f/8S/sheDUBpfSkvJf2bp8Y+zQtJz9HU3Bvz08OfEOQWzHnhUxwZtUdSqVQMm5fIsHnmjZxK0ktJ23AMAK9eHujr9Xx4zVdodVpGXDOIfjPjHRW3Zyo+DMuuAZPyPpWV94B/H4ib5dhcQoiTOmnx9cEHHwTg5ptvZsmSJS3jf/3rXzs3lRAOFubnxpvXj+DzzZkYjCbmjYlgdGwA10+McXS0Hq9WX9vuWJBbMFq1k8WGCWGe4XbL1hM11uo7NCZOYsA82PC8svoAQOdhuTrhZIbfCoe/g+xNyvHQmyFyYufk7FFqgCpANvUQQohzyd7iPRbH6RVpbMnb1FJ4bT1Piq/2Mf2hiQy+tD8N1Y3Ultfzx3+Ue5rGGj3r39lGcN9A/CJ8HJyyB8lYYy68npD+uxRfhejiOtTztbS0lMrKSry8vCgrK6O8vLyzcwnhcEMifRkSKY9e29u0iGn8nP4jjcZGAPxd/BkZMoq6pjoW7HjFovAa5xPP/L7zHRW1RwiI8SOoTwBFySUtY/1mKv1JK/KrMOoN+MoN88kF9IGbNsD2hcqGW6PvUTbXsiVzPex6T9lca+z94B8PN2+Egn3g7Am+0fbN3i19AbwNNADDgFcAb4cmEkIIYR8x3jGU1JnvWTycPPjgwH9tzIu1Z6werzy3EpPJhG+Y7Z+3gc37YGx6b7vlCRMUHimW4uvZ5GLj/al/X/vnEEKclg4VX2+//XYuv/xyPDw8qK6u5oUXXujsXEKIc1SEVySvTn6N37N+xUXjygXRF+Dm5MbS5K/ZXbTLYu7fB9+Fr4ufg5L2HBc8dR7LH/uNsqwKAA7/mkrq+kzSNiqPkIUODuH8x89D6yx7NLYrdASEfnjyOTlJ8NFUZWdaUPq93p0Crj4QMqjzM/YIBcBrwIkVH7uAT4ArgRQgESnECiFEz/W3xNspbygnuSyZAJcAjtcfx9S6dzpwXtgUzo++wOpao8nIT+k/si1/C6EeYVyVMB9/V9k892QKjxbz20vrqTmu7IcRMSKUmY9OQuOksTk/OCGQAz8dtRoTZ1HhXuuxTa9AyWGY/BS4eNk/kxDilDr0TnrWrFnMmjWL48eP4+XlhZOTU2fnEkKcw6K8o7gl8VaLsZyqbKt5T25+jFcmLZDWA2cod19hS+EVIGtHruX5vQX8+uJ6Zj1+Hhqt2t7xeo79n5kLrwC1JZCyAgZd47hM3U4W5sLrCVtQCrAGwAVYAIy2cy4hhBD2EOwezKuTX6NGX8PR0iM8veUpi/OBrkHcNvgOnNTW71e/T/2O/x38AID9Jfs5WnaUN6a8ZZfc3VFdeT3LH/8No978czdrRy5pG4/RZ4rtVmyxEyMpPVbOwRVH0TorPV/9ImXV61nlbKO4WnoUthyFsjS4+jv7ZxJCnFKH3kVv376d2bNnc9111/HOO++wdOnSzs4lhBAWbO1MW6Ov4aujXzogTc9SVVh9yjnZu/LY9dV+O6TpwTxs9Cf1CLZ/jm5tENYrW7NQCq8A9SgtCU4wAe8Ds4FrgI2dHVAIIYQduDu508+/P55OnhbjxXVFvLPnbZvXbMq1/BmQUZFObnWuzbkCMpNyLAqvJ2xYlMTqBRupr2ywOqdSqRj1lyHc9MVV/OV/l8tmW2dT+hp4dzBsOMlTyEd+gCbr/y5CCMfrUPH19ddf59NPPyUgIIDbb7+dL774orNzCdEl1dQ30WSwvgkRZ85kMvHRwQ+56qcruGHldfya+YvF+QmhE7mizzyr68obpAf1mYoaHY661YpWtUaFWquymndse449Y/U8w2+DwAHm476Xgm8MrHsOtrwGtaWOy9ZtuAALgfFAH+BOlN6vrbX+ffwUWITSriAZeAgoQQghRPdlMBqo1dfiqnXl6XHPWp3fXpBk87ogtyCLY53GGR9nWZXZnuoS2x/ON9U3kbo+k41LkqirrGfvd4fYtfQA1cU1dk54Dqkrg88vgsJ9YGNz4hZOrvCCF7wZDymr7JdPCHFKHWo7oFar8fHxQaVS4ezsjLu7e2fnEqJLqarT8+Q3+9iaWoKvu44HL+zH9IGyy/bZtD5nHctSvgGgrqmOhXveop9/P8I9I1rm/KXf9ews3EFGRXrL2NSIaXbP2tP4hHpx0TPT2P/DEUwmE4lz+oIKfv7nakwGcx8133DppXlG3Pzgjr1wbIOyuZaLDywaAg2VyvmkhXDHPtC5OTZnl9cXeKPVcTLwW6vji1q9/qTNtU3AbmBG50QTQgjRqdZlr+W9/YupaqxiRPBIHhzxMOGe4WS3ak/VXjuq6/pfT0pZMkV1RWjVWv468GbcneR9bXvc/U/+e5OzN59vH1xJdZFSdN3z7QFixkXi5uNK//Pj8QiU39uzJmcrNNWffI5GZy7MlqbC0ivhgVzpAStEF9Gh4mtERAQLFiygvLycJUuW0Lt3787OJUSX8sG6NLamKqulymoaefb7/YyK9cfLVfofny2HSw9bHJswsSFnPdMiZhDsrjyarVKpeGbcc3yf+i2FtYVM6D2RcaHjHRG3x+k9IJjeAywfgZ96/3g2vJtEY00jflE+jPrLEAel60HUGog+T3m9+nFz4RWUPl3JP8LAqxwSrXvRA18C+4D+QCxKEXYUcFmreRXWl5LQ6emEEEKcfZUNFby5+3X0Rj0A2wuTWJr8NXcOuYeXt79Iaf1xAl0DuWPwnTavD/UIZfGM90mvSCfYLQgvZ/lQ+WSix4az47O91FU0F/1U0HpvMzcfV4s9A/S1TRz9PQ2Ao6tTmff2XKqKqnF21+EZ7GHH5D1Q8CCs/gOcEDEBJjwGm1+GzLXm8cZqKNoPEfJeSYiuoEPF13/9618sXbqU4cOH4+rqyrPPWj/eIURPllxQZXHcoDeSVVLDwHB5VOls6effjxUZP1mMfXn0C746+iUXRF/I7YP/DsCmvI0klx0lyC2YWJ84R0Q9Z8RNjCJqVBh15fVy09wZbGwGgkZn/xzd0svAiQ0l/gCuaB5rawiws9VxGBABpKO0IhiG0spACCFEV5ddld1SeD0hvSKNGwbcyH9nfkhxXRGBbkFoVJp2v4dGrSHeV/qQdoSrlwuXLriAw6tSMDQZCIr3Z/tne6nIqyIg1o+4ydFs/WCnzWtry+pZ9sAKZV8BFfQ/vw8Tb7fev0F0kFcoTHwMNjxvHnP1B5MJsjbCF3OaC7St6Dytx4QQDtOh4uudd97JlVdeybx589Bo2v9hJkRPNTLGn50Z5j6CPm5OxId4nuQKcboG+A3EXetOTZNlvygTJlZk/My0iOmklKewaO87zWf2c+j4Id6ZvuikN9lCcTyzjJK0UnoNCMLrNP7sap21UnjtLMNugR2LoKZQOQ4ZCvEXnfwa0WxFm+OfgUdtzHsKeAbYCyQC/0RpWXCiHYE/sBiI6pSUQgghzp5Ynzg8nDyo1pt7kQ4JVJ7K0ag1hLj3OuX32Jq/hW9TlmEymbg47hImhE7stLw9gWegu8WTTzHjI9HX6dG56dA3NHH091SL1a+ttWzoaoJDK5PpOy2WwHh/e8TumaY9BwOvhgNfgncEHFsP+z9TzpkMULBbea3Sgl8sXPCG0uZKCNEldKj4+sgjj7Bs2TLefvttxo8fzxVXXEF0dHRnZxOiy7hufBSVdXp+P1BALx8X7p6VgLOTFPzOpp8yllsVXlsrrC1kc+4mi7H8mjwyKtKJ85EVDCezb/lhtvxXWZmgUquY/vBEYsZFtDu/prSWjC3ZOLvriB4XgVYnf9Y7hXcY3HkQDi0DnTv0uwy0svK1Y/yBvFbHAa1efwl8ATgBN6MUV08oQNmE64TjwIfAvzonphBCiLPGRevCk2P+yYcHP6CkroRJYZOYG3tJh6/PrMjkxW0vYETZPPeV7S8R7BYiK2FPg0qlQuem3Ks4OWu59NULyNicRX1lPQd+PkpVoXIv7+rjQl25ZY/SqqJqKb6eqeCBEPyc8vpAe5ugG+GG1cpqWSFEl9Gh4mtsbCyPPPIIpaWlPP/888yZM4eRI0fywAMPkJiY2NkZhXA4rUbNPbMSuGeW9ArsLBUNtj81B/Bw8mBI4FB2FVo+2qRVafF3CWjnKmEymUj6eA97vj1oHjOa2PHF3naLrxV5lXz38CoaqhsBCPr5KBe/OBO1Rm2XzOccN38YcaujU3RD9wFPAI2ADri3eXwr8GqreU+irGrt13xcjnW/tFKEEEJ0D/38+/PypFdPPdGGXUU7WwqvoDxdtbNwuxRfz4CTs5Y+U2IA6H9BAtk7c9E4a1EBK/61xjzPVUvokFOvTBYdsPFl2PgiGBpsnzcZobZEiq9CdDEdKr6uW7eO7777jvT0dObMmcNjjz1GU1MTf/vb31i+fHlnZxRC9CD1TfWszPiZvJo8xvQay/DgEQBMCZ/KmqzVmJoLI546T+J84vHSeXF5/JV46Dy4uu81HC49RG51LlqVlr/0vwFfF19H/nK6tPTNWRaF1xP0dU3tXnNwZXJL4RWgKLmE3H0FhA+VjRbPitJ0cA+Ux8DO2FTgJ+AISmH1xN8D223MfRr4qvl1AhAPpLQ6P7tzIgohhOhSwj3DrcbCbIyJP0er0xA9NgKTyUTyH+lonDUYGgyAcu+Zf6iIqJFhDk7ZzWX8Ab//38nnBCVKr1chuqAOFV+XL1/ONddcw6hRlk2y77rrrk4JJYTouZ7f9ix7i/cA8EvmKu4f9iBTIqYyKHAwz4x/jtXHfsfL2YsE3wS2FWzDReuCk0bZmCjILYiF0xaRUZGBv6s/Ps6y4dnJFB4ptjne//z2V3iYjNa7qJoMNnZWFaenMk/ZDCF/Fzi5w/mvw/BbHJ2qm/MDxrUZ62tjXhqQC4Si7BS8EPgcpW3BTOC8zosohBCi09U11ZFZkUGkVxRuTm425+ws3MGarDVEeEaSXZWFChVTI6YxtnfbnyPiTLV96so8vluKr2cqe8vJz4ePh6u/B5XKPnmEEB3WoeLrSy+9xFdffcXKlSuJiopi/vz56HQ6Zs6c2dn5hBA9SEFNfkvh9YRfjq1iSsRUAAYHDmFw4BCOlB7h0Q0PYzQpj4ZtztvM4unv4aHzQK1SE+sTa/fs3VFIvyD2Lz9iMTbmpmEMvqR/u9f0nxXP0d/T0Ncrq2P9onzkMbGzYd2/lMIrgL4GVtyl9Hh183Nsrh6n3MaYCvPtTglKD9hMYGLzlxBCiO5qb/EeXtz2AjVNNbhqXXloxCOMDBlFctlRavS1JAYksr9kH89sebrl6So/Fz9enfQfAtwCHZy+Zzr0S4rN8ab69p+8Eh0UMf7k54MGgru0ZBOiK+pQ8fWpp57Cy8uL8ePHk5SUxBNPPMHLL7/c2dmEED2Mi9YVtUrdUlQFcNe6W81bn7PWYk5VYyU7i3YwOew8e8TsMWLGRTD86kQO/HwUrU7L8KsT6Tfz5H3NfCN8uOLN2aSuz8TZQ0f85Gg0Wun3esZKLIvgGBqgPFOKr2fdShtjU4Dg5tf3A4ebX+9G6RkrK5CFEKK7qNHX8L+DH3Cw5ADxvglKkbV5w9a6pjre3v0mfi5+pFWkARDqEUqUV3RL4RWgtL6UY1XHpPjaSZzdnWisabQa7zsjzgFpupmcbbDmSagugMHXQ6+hUJUP8Rcq94xRk2HmAtj0Ehgaob7Nh84u8lSgEF1Vh4qvx44d47PPPgNg+vTpXH311Z0aSgjRM/k4+3Bx7KV8l7oMAFetK1cmXGVjnnUfV18bY+LURswfzIj5g0/rGq9gD4ZdObCTEp2jEubCsfXmY+9I6cfVKdruoqwB/tH8Ohdz4fWENUjxVQghuo939y5kfc46AHKqc1CrLD8gLmsoo6yhrOU4tzoXndrZ6vtUNlR1btBzQPKadHYt3Y+xyUji3H4kzlFa/4y8bgh/vL65pZWV1kVL4uwEhs2TjbpPqr4SPj3fXFD97WHzOVc/+OsmCOwL4x5Qvkwm+HwOpPyszPEMhVHSFlKIrqpDxdeGhgbq6upwdXWlvr4eg8HQ2bmE6NIam4zoDUbcnbVU1elx1WnQym7wHXLTwL8yMWwiudW5DA0cipezt9WcC6MvZEPueo5VZgIwvvcEEgOkUCW6sTH3KysUDi4F3xiY9jxoOvQjWJyW24A9QBlKu4HbMW/G5Qe4AbWt5stGckII0Z3sKLDcWLH1k1LtaVugBSiszT9rmc5FxzPK+OPNzZxYULz5/R34hnsTNqQX8ZOjCe4bSOHhYoISAvDuJZuMdkj2ZuuVrCfUlcKW/8DcJeYxlQqu+REy1yrn484HnfUThUKIrqFD7/yuv/56Lr74YuLj40lNTeXuu+/u7FxCdFlfbM7kvT9SqWs04OfhzPHqBnzcnLj/gr7MGiRv5E+lpK6EANdA4nzaf/zdQ+fJ61Pe5Mjxw7g5uRHtHWPHhEJ0ArUaJv5D+RKdKA74EaUAG46yydYJrijF2ddR3i2qgbH2DiiEEOIMhHtGcLTM3Mqnt3sok8ImszF3PTnVOVbz1So1k8Imk1aRajEe4RnZ6Vl7suxdedBmP9bs3XmENe8T4BXsgVewhwOSdWMBfUGlhvY+UGisth5TqSB6SufmEkKcFR0qvs6dO5dJkyaRnZ1NWFgYvr7y+K84N2UUV/PGL0dbjo9XNwBQXqvnhR8OMiYuAG83naPidWl6o54FO15hc94m1Kg5P/oCbh/893bna1QaBgTIo++doaqwmvrKBgLi/FDJbqiix3EBxrRzLgXzu0Uj8A4wG7B+JFUIIUTXc8fgv/PvpOcprC3E38Wfe4bdS4RnBN82t7RqLd6nD38deDONhkac1E7ojXoAxvQay5je8uHbmSjLrrAaO7QqhfChvVsKsOI0+UYp/VzXPA76WtB5mAuuKg0Mv7X9a3f/D47+AP59YPwj4Na2DZMQwtFOWnx94IEH2n1jvmDBgk4JJERXk3W8hsziGoZG+pJa0H5/qIYmI1nHa0mU4qtNa7P/YHPeJgCMGFmR8TNje49ncOCp+5EaTUZ+SP2ObQXb6O3em2v6XUeAq+zk+Wdsfn8H+386Aibwi/Rh9rPTcfV2cXQsIewkuc1xBVAAyAooIYToDmJ8Ylk8431K6krwd/FHo9ZwtPQIjYYGi3mBroE8MvJRgtyC+NtvN7cUXgHKG8pttiIQHVdf3WA11lTfxPqFW5m/5BL5cP/PqC1VWlPdvBXcA0DrCjsXKxtuJc6HsNG2r9v2Fqy8x3x8bAPcstk+mYUQHXbS4mvbjbVUKhUmk6md2UL0PB9vSOfd1SmYTODurOXpyxLRadU0Nlk/DuLj5kSfEOlp1J5cG4+C5VbndKj4+m3KN3x86CMADh0/SGp5Km9OffusZ+zpjmeWsf9H86N6pcfK2bf8MKP/MtSBqXqg1F/h1wehsQaG3AiTnlDaDggH2QEsAaqBtrsAh6K0JxBCCNFdqFVqgtyCWo6jvWPwdvahosHcL7O4rpjbfruFWxJvpai20OL63Opcu2XtqcIG9yJru/XvY1VRDcYmIxonjQNSdWOZ6+GzC0FfA6jg/NdgzL0w4f9Ofe2+Ty2Pc7ZAaTr4Sds2IbqSk74bHDVqFKNGjSI2NpZff/2VxYsX88cff5CQkGCvfEI4TE19E/9dm8aJzxtqGpr4JimLl64eQv9QL0J9XRkW5UuwtzMh3i6oVHDTkq2sP1Lk2OBd1KiQ0agwfwquVWsZFjS8Q9duzrP89DazMoM8uXE+bdUlNdZjxdZj4gyk/QafzoKiA1CeAWv/CdvecHSqc5QJKAHuBXahrHpNAsYBIcBo4D+c4lZICCFEF9NkbOK9fUu4fuW1PLD2PlLKknlqzD8Z6J+IVmVeW2TEyGdHPmFIoOWHzKND2llBKDps4EUJDJs3ELXW8mdoYJyfVeFVFm91wJonmguvACblOH8PfDQNXgqAZddCXTubcXm0afOgcQZXaRMpRFfToXcc9913H7GxsTz00EOEhYXxyCOPdHYuIRyuprGJhjYrXMtqGhkbH8gHt45l2X2TeOemUdw+rQ8FFfWU1ehJL6rmsa/3UFRR76DUXVeDodHieIDfAELcQ9qdbzKZ2Jy7iQ8P/Bed2sninLPGGR9nuak4Xb0TQ3D1sWwxEDshyjFheqLqIvj+JuvxIz/YP8s5byEwCbgUaPtoZBDwU/OcWDvnEkIIcaa+S/2WH9N/oLyhnNTyFJ7b9gzhnhG8MPFF/Fz8LObW6eu4c+jdzIycRbR3DBfHXsKtg253UPKeQ6VWMejiflaF2RmTdwAAIABJREFUVbXWXHjd/+MR/nfd13x49VckfbLH3hG7l9piy+PGGvjmashYA3XHYf/n8MsDtq+d8gy4BSqvVWqY+qwUX4Xogjq04RbA/PnzAejbty+rVq3qtEBCdBW2+rsOibT+QbYzo9TiuMlgYm9WGTMSpdl8a9+nfoup1bao+0r2UVxbTOCJm4U2Pj70EctSlrYcezh5UK2vRqfWcUvirbg5uXV65p7GyVnL3OdnsHvZQeor6kmYFkvUqDBHx+oZ6itgyQiosrEi2y/O/nnOab8BH57kvDyGJ4QQ3dn+4n0WxzX6GtIr0ujvP4BpkTP44shnLefGhY4n2C2Yu4be0/bbiNNQcKSY5DXpuHg5M/CiBNx8XdHXNWEyWBZfjU0GAIpTjrP5/R0t47u/OUBArB8x4yLsmrvbGHIj/P6o+Th2JqT9YjknY43ta0MGwX2ZSrsBvzjwkT72QnRFHSq+xsTEsHz5ckaPHs3Bgwfx8fEhIyMDgOjo6E4NKISjHMixfrQjyMt6Y6K+vb34abe54KJSQUIvr07N1h0ZTZariJVCrO3HkEwmEz+n/2gxplFpeGPKWwS6BuKhk966f5ZPmDdT7h0HgNFgZP+PR8jdm49/jB9DLu2Pk6vTKb6DsOnwd1CZbT3u6gfTX7R/nnPa9zbG1IARmAJcZt84Qgghzqo433j2FO9uOdZpnInwVIp6VyfMx9/Fn73Fe4jxiWVOzFxHxewx8g8V8ePjv2EyKvftaRsymff2HLJ2WH/gHDFC+VC/MLnE6lxRcokUX9sz4f/AIwRSf4HgRBh1N7wzECqOmef0HtH+9To3iJnW+TmFEH9ah4qv6enppKens3SpeRXaU089hUql4uOPP+60cEI40mAbq1xtrXy9ZHgYR/MrWbk3DzedltumxhER4G6PiN3KxbGXsL9kX0sRdnzvCQS22iyhNZVKhVatBYN5TKfREe0tK9bOph2f72P3NwcAOLY9l9LMcmY9NtnBqboprbP1WOwsuPp7cLL+0EZ0JlsdlW4Ergb8bJwTQgjRnVwRfyW5VTlsy9+Kj4sPf0u8reWDeZVKxcyoWcyMmuXglD3H0dVpLYVXgMqCanL3FXA8s8xqrlewB0aDEZVaZXUupL/t+37RbMgNytcJl38O398IpSng7AXGJihJhoA+DosohPjzOlR8/eSTTzo7hxBdzujYAO6e2YfPNmeiUam4YWIMA8Pb7pQNWo2axy8eyMMX9UejVqGxcbMhYETISP4z+XWSCpLo5dGLCb0nnnT+rMjzWZb6TcvxFX3mdXbEc07KugyL48ykbBpr9dSU1FBwpJjghED8Iq3/zAsb+l4CwYOgsPlRSK9wuPRjKbx2mgZgA8rq+YlA69/nS4EtrY5VKKtdDcBjwBFgBHAP4GGPsEIIIc4iNyc3/jH6cRoNjWjVWtQq2TixMzm766zHPHSEDenFoVUpLWNqrZqAOD+W3b+C0mPKE4QaJzVOrk4kzukrra5OV8Q4ZUXs8lugoRKO/gD5u+DeNNDIk2pCdDcdKr6+9tprLFu2zGJs48aNnRJICHsrq2nk9wP56LQapg8Mwd3Z/L/FteOjuXZ8x1pr6LRy43cqMT6xxPi0v8GN0WRErVJjNBnZmLfB4tzOwh3ojXomhE602kxB/Dlufq5UF9e0HDu761i3cCvpG82POE28fRT9L5BP2E/JyRWu+BLWPw/OnjDlWXAPcHSqHqoOZSVrWvNxJPAR5kLqVOB84ER/ehOwFlgD7GoeywIagac7O6wQQohOotPoMJlMmEwmVCpZ/NBZBs7pS9rGY9QcrwUgakw4QfEBqNQqxt48nMOrUnBy1TJ8/iBydue3FF4BDHoj0x8eQ9TocEfF794OWdZgqMyG3CSIGO+YPEKIP61Dxde1a9eyZs0adDrrT72E6M6KKuu5cfEWSqsbAfh8cyYf3TYWF53mFFeKs0lv0PPO3rdZl70Wb2dvLo67lMLaQos5SQXbSCrYxpdHPuc/571OiLtsaHamhl42gDVvbEZfq0etUdHUaLAovALs+GKfFF87IncHfDgJmuqU49I0uP5Xx2bqsX7DXHgFOAYsB65pNXawzTXvALVtxjad/WhCCCHs5uNDH/FT2nK0ai3zEq7mkrhLHR2pRzHoDejrmvAMdOeqd+aSszsPgAMrklly6Wf4hHsx5d5xDJrbr+WabYd3W32f+soGu2XucfzaLFpRacAnyiFRhBBnpkNL9fr3709Dg/ylKXqen3bnthReAY6V1PC/DekOTNSzNRgayKrMwmA0WIz/kPYdq7N+p8nUxPH643x08EOcNTZ6aALV+mpWZa60R9weqzyngqX3/MQv/16Hzs2JcbcMp8+0WAyNBqu5+oYmByTshra9YS68AqT/Btve7ti1RiMUH4bGmlPPFYB1jzlo+zROXZvjWqBtC40A4BngfaDq7EQTQghhF1vyNvNN8tfUG+qp1lfzwYH3OVp6xNGxeoyUtRl8ctMyPvrLUn568ncMegPRYyNIXptB3r4CAMqzK/n+/36h4Ehxy3Xxk6PROJlLDM6eOiJHS7uB03LgK/j+Jtj8Hxhzv9LWCkDtBNNeAK9Qx+YTQvwpHVr5Gh8fz4QJEwgICGh5rGP16tWdnU2ITmcymazG/rc+nUERPoyLD3RAop5rZ+EO/rPjVar0VQS4BvD46CeJ9YkD4GjpUYu5BpMBg8G6EHiCrf9uouM2Lt7e8khYTUktB35OJnx4b5tzB8iq146x9Wdy5d2g1io3zaEjbffnKj4Cn8+GsjTQecLc92Gg9Dc+uUgbY20/JJgN/K/NmDfgBBSjFF5Tmr9AKd62nS+EEKKrOlpmXWhNLksmwa+vA9L0LPVVDaxbuLXlQ/ncfQXs+mo/424ZQdHREou5JoOJP17fzPxFFwPgF+HDxf+exaFfUtDqNAycnYCrl/S/77Atr8Mv95uPszfB7Xug6CB4hEhLKyG6sQ6tfF2xYgWrV69m5cqVrFq1ipUrZdWZ6BlmDw3Fw9m6xcCPu3IdkKbnMplMLNzzNlV6ZXVZSV0J7+1f0nJ+QMDAk14f7Bbc8tpd686sqPM7J+g5oiS91OK4Mr+KhKkxOLmai4MuXs6cd984Rt8w1N7xuqfRd4PGRmuen++AD8bDW32gLMP6/G+PKIVXgMYqZX6TPGlyciMA1zZj+cCjmNsRXI/1LY4f8CPwM9C29/QBIPXsxhRCCNFpBvhb3zv29x/ggCQ9T0VeldXTUEUpxwHoNSDIan5lfhUrnl7NT0/+Tua2bALj/Zl81xjG3zoS795edsncY+x6z/L48HdQVwrBA6XwKkQ316GVr71798bV1VV6vooeJ9jblVeuGcYdH263GPdylR0kz6ZGQwMldcUWY7nV5gL3nJi5FNcWsSZ7NWrULUVa8/mL0Wl01DbVMjF0EoFusir5zzLoDTS1uaH26uVJYKw/V741m7QNmTh76IibGGVRjBWnEDYarl0JH0+zfb48E9Y/Bxf/13K8NMXyuK4UakvkkbKT8gBeBf4D5AL1KMXXfGA38APgBcwHPmu+Rgvc1PzP4Obzrakwb9glhBCiqxsZMorr+9/A8rQfcFI7cVXCfGLb2dQ1rTyV1PJUBgYkEuohP19PJSDGF62zlqZWraeqiqoBGH/rSPIPFVFb2qq9jwqyd+cDkLu/gEtemkVwQiAGvYHtn+8lc2s23r29GHPjMHzDve36a+l2XNtsKuzkClpZOSxET9Ch4mtBQQEzZswgPFzZpVClUvHll192ajAh7GVolB+zh4by026lGOjrruPacVGnvO5Adjnv/ZHKkfxKPF2cuPm8WC4YbPvR7XOds9aFIYFD2VNsbsI/OmR0y2uNWsPfBt3G3wbdxsGSAzy28VFMKI9xO6mdGNN7LEFu1p+0i9NXmFxitZrBI9ANAM9Ad4ZcZr1qxGQygQlUatlJ+KRipsKouyCpnV6vFdnm1yaT8pVwMZS0enSy9wgpvHbIaOAr4GHgj1bjx4F9wCjgfmASkAGMQbnl+RSl9+t1wDagsvm6q4AQewQXQghxllzRZx4XxczhnT1v8+7ehSzc8xbBbsH836jHiPaO5tPDn/BT2nLqDfUAqFHz4IiHmRg2ycHJuzaNkwY3XxcqC6pbxmpL66gqqsYzyIN5b81m8393knegEGcPHcfTW/ViN0Hm1hyCEwLZ9fUB9n57CFBW05ZlVzB/0cVyP9kekwnOexo+n2PeR2DyP0Hn7tBYQoizo0PF19dee62zcwjhUE9cMpBLRoRRUtXAqBh/3JxP/r/G9zuyefHHQy3HFbV6nvluP317exEdKKunbHloxMN8cvhj0spTSQwYzDV9r7E4n1KWwqa8DQS4BHD/sAf5KeNH8qpzqdZX8/zWZ7h32P3EtLOiQXScZ5AHKrUKk9Hco9Q/0hcAfX0TR39Ppfp4LbHjIgmM9+fI76kkfbyHxtpGEqbFMv7Wkag1HepYc2668C0YciOUpcPqxy1Xtva7TPnntrdg7dOgr4Pht8KkJyF1JQQOgGnPOyJ1N9Z2Ew8V0Lp4Pbz5Kx24FjixqdkA4Htge/N86REohBDd0aeHPmFdztqW44LaAh7f+Cg3DLiJb5K/tphrxMiXR7+Q4msH+EX6WBRfdW5OuHgrKzCdPZyZcu84ALJ357Hi6TUW13r1Ut4LZbdp41ZVWE15bqWsfrVly2uw7hkwNMKwmyFiIgQnQmA/RycTQpwlHSq+arVaXnnlFcrKypg1axYJCQmEhsrKHNGzDAxruxM2FFXUY8JEsLdlf8FPNlr3bjSZYE9mmRRf2+Hl7M2dQ+62eW5P0W6e3vIURpMRgH5+/fHSeZGsVzbiyqjMYMHOV1k47V275e2pPAPdGXXdELZ/vhdjk5GAGF+GXKGsdl3+2K+UpCn9YPd+d4jz7h3L+oXbWgq1h1al4BflK5twnUrv4cpX2Fil1cDR5VCdD78+CMWHIOkt89xtb8Bln8HUZxyXt1u7HtgBHEa5pbkFc/H1AEoLAk+gFHPhFeAgcARop02EEEKIbuFAyT6rsdqmWnYW7rA5v6GpvrMj9Qijrh/K8cxyqgqr0bpoGX/rSJxsLE4JG9KLvtNjObI6DUwQMSKUPlNiAPCN8KE41bzPgM7NCY9AWcVpJScJfnnAfJz0NkROlsKrED1Mh4qvTz75JDfddBPvvPMOI0aM4NFHH+Xrr78+9YVCdHH1jQY+3ZTBodwKhkT6cs24KLQaNQajiWe+288v+5T+RTMGhvDPyxLRnmLFX79Q+ST3z1iR8XNL4RXgcOkh3J0sb86yq7Koa6rDVdt2ox1xuoZcPoCEGbHUl9fjG6F86JC7L7+l8AqACfZ+e8hihSxAUXKJFF87yjtMuXHeuVg51tdaFl5PyE2CQddYj4sO8AU+QWkt4NN8DErh9WbgRIsNW39vmGyMCSGE6E7iffuQUWm9KGKA/0CSCrZZjV8UM9sesbo93zBvrn53LmXZFXgGuaNzs977pTyngj3fHaKxppHz7hlLr/5BeIV4cuT3NDK2ZuHm7UJAtC8lGWW4eDoz8Y5ROLl0qPxwbsm1/nNKbhIMuML+WYQQnaZDf/s1NDQwduxY3n33XWJiYnB2du7sXELYxQvLD/LrfqXAujmlhKLKBh66qB8bjha1FF4BfjtQwOR+wUwfqPQEvHZ8NC//ZG47oNOouGN6H/rKjp5/irPG+u+UeJ8+Fj1iY71jpfB6mgx6A7n7CnBycSKkfyAqlbnHlquXC65e5gb+6ZuyrK436o2oNSqMBnORqteA4M4N3dMU7j/1nEh5/PHPOwiUoPR4bf33w8+YC68AdYAToG8+7g+MsEdAIYQQnej6ATeyv2Qf+TXm+/bpETOYHTuH7Kos/shag06jo49fArNj5jC61xgHpu1e1Bo1/lG+Ns811jbyw2O/Ul/RAEDG1mxmPzOd7N35bFyU1DIvIMaX8588D0ODgfDh8uSsTZGTUNommdqMCSF6kg4VX3U6HRs2bMBoNLJnzx50OutPvoTobpoMRlYfLLAY+3V/Pg9d1I/s47VW87OOmx9ZvWxkODFBHuzKLCU+2JPxfQJRS/P4P+2SuMtIKthGXXNz+QmhE7l10O0s3P0W+0r2Eusdx51DbbcsELbVVdbzw//9QkVeFQDhw3pzwZNTbG5ysGFREodWpViNR4wMJaRvIEmf7qGhupG+M+NImBbT6dl7lLhZsPu/7Z+f+AT0v8x+eXqUfwE/Nr8OAN7H3APW1gdhepSNumYCswBNZwcUQgjRybx0Xiye8T67C3dxqPQQ/f0HMDRoKAD3DLuPvw+5C7VKjVol/erPppw9BS2FVwBMkLohk/KcCot5JellrHp2LQBuvi7M/fcsvHt52jFpNxAyGOa+D+ufhaYGGH0PJNhYoW00KK2str8DpWmg8wRDA7h4w6QnIGGO/bMLITqsQ8XXZ599lpdeeomysjI++OADnn766U6OJUTn02rU+HnoKK403zgEeSkrMCf0CWTR6hQMzY9ca9QqJiYEWVw/JNKXIZG2Pw0WpyfWJ5Z3py9he0ESAa4BDA0ahlql5vExTzo6Wrd1eFVKS+EVIHtXHjl78gkf1ttiXkV+FYdWJltd793bk+FXJeLs4UzM+MhOz9tjDbgSKl+DnUugrhRqCs3noqfBtGcdl61bS8VceAVl9eunwKNAExCEUoCtbHPdLuDfwGfAB0AjSo/YlwFppyGEEN3V0OBhDA0eZjWuVctj7p3B3d/6aTQPfzf0tXobsxW1ZfXs/e4Qk/4+ujOjdU/D/qp8ncznc5QNWm356jK48zD4x539bEKIs6JDP41CQkJ47bXXOjuLEHZ3/wV9+dey/TQ0GXHTabhnlrLjdXSQBwuuHcbnmzMxmkxcMzaK+BD5lLYz+bn4MSvqfEfH6DHqqxo6NNZgYyyoTwBz/z0TjVZWiZwVY+9TvvT1sO5fkL4aeg2Fqc87Olk31raoCnBitc2jwNp2rtMDG4HWm/flAPcBPwHyZ14IIYQ4leCEQHzCvCjPMf88dvd3I2ZCJPmHiqgtrbN5na37TtEB2VvbL7wCGJsg/XcpvgrRhXWo+Lpo0SLef/99XFzM/QE3btzYaaGEsJep/UMYHuVHamEVfXt5496qCfyYuADGxAV06PvU6w3klNYS6e+OkxSsRBfQZ0oMB1ckY2xSNjJz9XEhcmQoJqOJsuwKPALd0LnpCIzzxy/Kh9LM8pZrh14xQAqvncHJBab/29EpeojBQCRwrPlYBcwFsmi/8ApK2wHrjVmgqPkr5OxFFEII0aXsK97L2uw/8HHxZU7MHHxd/BwdqduoLKhC46TB3d8NgIbqRirzqyzmHFqVTMz4SPyjfKktrUPrrMHJ1Ym68nplggoSpsfaO3rPoLduiWclOLHzcwgh/rQOFV9XrlzJhg0bcHWVzW5Ez+PtpmN4tH+H5qYUVGIwmujb27tlbMWePBasOERNgwE/Dx0vXz2UgeE+nRVXiA4JiPHj4hdncuS3VJxcnBh4UQK1ZfWsfGYFlQXVaF20TLx9FH2mxDD72ekc+PEo1SU1xE2MsmpNIDpZZS5s+DeUZ8KAeTDkekcn6gY0wBLgS5SWAxegbLplvXEc9AOigSjgKmC7jTm+KH1jhRBC9ER7inbzz81PYmre1Ghz7kYWTluERi39v0+mqdHAby+tJ2tHLqig38z4k7YN2Lf8MNm78pRrGwwYGg3ETY6isUbPwIsS5B7zz4qaDEGJUGRjI1eVGkb+HSLG2z+XEKLDOlR8DQ0NtVj1KsS5pslg5P++3MOm5GIAhkb58tp1w/lkQwb/XZfWMq+0upEFKw7z4W1jHRVViBZB8QEExZsLSr+8sI7KgmoAmuqb2LRkO9HjInD1cmHktYMdFfPcczwFCvZCxARwD4KPp0PJEeVcys9gMsDQmxybsVvwB+5sMxYBnId59asWuBcY0Xz8G7AU6AUUoOws7AO8QgdviYQQQnRBaeVpFNUWMjhwCG5OblbnV2f93lJ4BciryePA8QMMDpT7n5NJXpOmFF4BTHD4lxRiJ0QSOiiEvjPjzfsGqGDwpQNI23jM4nqTCVLXZQJQVVRNQKwfrt5SVzhtag3ctB4WD4PyNk/wmIyQukrZkEs+TBCiy+rQOw29Xs+cOXPo06cPKpWyU/aCBQs6NZgQjlJR28iGo8V4uToxLj4ArUbN+qNFLYVXgN2ZZXyzLYsPWhVeT8gp7cBjIeJPyavOY2/xHiK9oujv39/RcbqVhupGsnflWow11uqpL6/HKdjDQanOQdvehpX3ACbQOMPMV82F1xP2fy7F1zPyIrAGyAMmo6x6BWXF6z9azXMGbgH6orQxEEII0R29t28xP6YvB8DTyZMXJr5IpFeUxRwPJ+t7HS+d7OdwKhVtWgucGAsdFMKE20YSPrQXpVkVhA/rRWCsP421jWRssfUUCpRlVXDgpyOMvHZIZ8fumVx9YNjNsOYJ63OlqZCbBOGyAEiIruqkxdfvv/8egAsvvBCVSoWzszM1NTVERETYJZwQ9pZRVMUNi7fS2Nwns0+IJx/dPpaDORVWc/dml7X6/Nxscr/gTk55btpekMQL257DYDIAcGWfefyl/w0OTtU9GPQGNi5JwqA3Wox7BrnjKYVX+2lqhDWPw4m/OQwNsOt9UGmU1a4neIU5JF7PoQVm2hhf1+a4AVjY/Hom8EJnhhJCCHGW/Zz+E18f/ZKyhrKWsSp9Fd8kL+XBEQ9bzL047lK25G+htP44AFPCpxLtHWPXvN1R1P+zd9/hUZXZA8e/M5OZ9N5DSCUh9N57k2JBsaFgW9tvXQvq7rLqiu66u7ZdXdu69t0VBBtiRxQB6b0EEgKEEFJJ72WSmfn9cZOZTGYSWpIhk/N5nnmY9733xiPG5J1z33vOmN4c+jLVvHTR6DRENZUOUKlUxIzpTcyY3ubzk2b1oa6inmMbTqJSqyg9bf0ZqqpINqlclAlLQV8Nu9+A+hbNR1Vq8JaSDkJcytpNvqanW+/qq6mpYffu3dxyyy2MHj26UwMTwhGe+zrFnHgFOJZfybbjRdTrDTbnhni7Eh3kSWZRtXluXEIQv53Xr0ti7Wk+TltlTrwCrDnxBdcmXG/30TJhbd2zmzi9N9dmvv/cBAdE04MZ9KCvsp6rr4Apy2Dj04AJfKNgsp0dDaIDtJfUXgfcg1IXVgghxKUupfgIbx160+6xCn2FzVyYZxhvzXybg4UH8XPzI9G/b2eH6BTC+4cwa+lkjnybhotOw9BrB+IV7Gk+Xlteh4ubC1pXJa2gUqkYdt1Ahl03kIa6Rlbeu8bScAtImBJr888Q50HjAjP/BiPvhf9Oh9KTgAomPgZ+0Y6OTgjRjnaTr48++qjNXH19PbfccgvXX399pwUlhKOcKa+zmXvxmxTy7cyPjg/itsnx/G9zBvnltcwcGMacwXLHsbPoDXqrscFowGiyTYoLayWny+wmXt28XQlJDGbzmztRadQMmJeIf6Svna8gOoyrFwy4EQ6vtMwNvd3SPEHjColXgkewQ8JzflcD25pe9tR3YSxCCCEuxuGiw20emxVt7+kHcHVxY3R4282ihH1x46KIG2f95Ku+poGfXtxM1r5ctG4ujL51GAMvt05oa91cmP/sZRxYnUJdZT1JM+OJHBrelaE7L79ouD8NcnaCeyAc+xo+Xwx9ZsOQWxwdnRDCjvPuLuHq6opWq+2MWIRwuPEJwazek2U11zrxqlbBglG9mZwUgkql4reXy07XrnBF3JW8fuBV83hK72l4Sa2uC+IT7s2k+8bw/Z9/prFeSWAf33iSG167Es9A2Uncqa7+AHqNgvwDEDcTaksh5TPlmKFeeYxs//tw5dswZLFjY3U6bsCrQDaQAjwJNN/AGQbILighhOgu+gbY/sweFjKcq+LnMyJ0pJ0rREc69GUKWfuUm/sNdY1se3cP0aMj8W6xKxbAN8KHKfePdUSIzk/jAlET4ONrIXW1Mpe8AipzYeJSx8YmhLBx3snXwsJCamtrOyMWIRzuoTl9OZxdxrH8SjRqFQGeOgorrXdDvXnHaIZE+zsowp7rspjZBHuEsO/MXmJ8opnae7qjQ+oWAqL8iBrVi9O7lWZbGq2aqQ+OI+/wGXPiFUBf3UDGjiybXQuig7m4wriHLeOv7rY9p7EWvrsf+l8LWveui63HiGx69QJ+AsKAqxwakRBCiLMzmowcKjyIwWRgSPBQbk5azBcnPgfgmj4LWJh0s4Mj7DlKMsusxiajidKscpvkq+hktWWQ+oX13P73Jfl6VgeBUmAsys15ITpfu8nXRx55BJVKZR7X19eTmprKY4891s5VQnRfyVlK4hXAYDRRUm39qHuorxsD5NFshxkWMoxhIcMcHUa3c9kfppCx7TRVRdXEjOmNXy8fSlstmgHcvHUOiK6H6zNXabrVWn051BSBb2/bY6KDDGh6CSGEuNQ1GBp4YutjHC1JBSDaJ4bnJ73IjX0XYsKEWqXGZDLx2fFP+fn0T/jofLml/60MDBrk4MidU+/hEWRstzwtqPPUEpYU5MCIeoCyTFi7BPL2Q/wsuOwf4OIGOk/rngIe8t+hfY8BPza9DwbeB6Qchuh87SZfFy5caDV2c3MjLi4OLy/pji2c04aUM1Zjg9Fkfq9SwR2T43DRqLs6LCEuisZFTZ/JMVZzCVNjSf3xBEXpJQCE9QsmtlU9L9EF+i+Aua/Bpj9DTaFlPmKkJF6FEEKIJtvztpkTrwCZFaf4OWs9V8RdiQpls9D60z/xYcp/Acghhz9vf5r3Zv8HbylT1eGSZvWhrqKeYxsy8PB3Y9Tioeg85CZ+p/rkesjdrbzf9y6YjDD/PZj+F1j7MGACF3eY9oxDw7y0pWJJvAIUAh8Btr2OhOho7SZfR48e3VVxCOFQB0+X8pc1h8kqrmnzHJMJfjycz9Uje5OcVcb6I/nWTv6nAAAgAElEQVSE+bpx1fBIPFzPu4KHEA6ldddyzYtzyE0+g0qtImJgKCq16uwXio435n4Y+X/wyzNw7FsIGyILZyGEEKKFqoYq2zm99dz+gn1W4zpDHanFKdJkqxOoVCqGXTeQYdcNdHQoPUNtmSXx2uzEWuXPsQ9Bwjw4kwzRk8BTGre2rdzOXEWXRyF6JskYiR7PYDTx1GeHbBpr2VPfYGD78UIeWb6P5j2xP6ec4e07ZVF3LgprCvgq/SuqGqqYGTWTAUGyYHMktUYtXWcvFQf/Czv+CfUVoPNSHiMTQgghBADjwsezIuVDKhuU8mA6tY6kAOumtzG+sWzO+cU8VqMmyie6S+Ps6QwNBkqzyvHt5YNWNqd0HFcf8I2G8kzLXOgQy/vABOUlzmIk0BtoLpmhBq50XDiiR5Hnp0WPV1qtP6fEK8CMgWH8c+1RTC3mDp0u41ie3DE7m/rGOpZu/h1fpn/B+tM/8sTWx0gpTnF0WEI4XnUhfHufkngFyNwEm//q2JiEEEKIS4i/mz8vTnmJq+Ln09s7Cr1Rz7JtT/D0tmXoDUqPhqvirmJM2FhUqHB3ceeuwfcQ5hlGaV0p7xx6i6e3LeP7jO8wmUxn+aeJC5GfWsDyO1fz+cPfsfyO1WTtz3V0SM5DrYZr/gs+TSWpQgfD3FcdG1O35AK8C/wKuAZ4CyUhK0Tnk9tRoscL9NIRHeRJZlH1Wc/93+YMSls14QJw02k6IzSnsr9wP0W1Reax0WRkQ9Z6+gf2d2BUQlwCio+BodXPlYLDjolFCCGEuERFeEUwKmw0X6V/aZ7bV7CX9ad/Ym7sPFxd3Hhi7JNU6SvRaVzRaZQapH/e/hTp5enm8/UGPfP7XO2QfwdntvWdPdSV1wOgr9az5d+7uOkt+XvuMDFTYEkG1BSDV4ijo+nGAoH7HB2E6IFk56vo8VQqFc/eOJRhMf74uGuZ2i+UMF/7j/zaS7yG+LgRFejZ2WF2ez46XztzPg6IRIhLTPgI8Gy1iO4z1zGxCCGEEJewHzPX2czlV+dZjb103ubEa05Vjjnx2mxzzqbOC7CHqquspzTLup5mZUE1RoPRQRE5KbVGEq9CdFOSfBUCiAvx4tF5/Vg4Npqp/UP48Nfjeea6wUxOsv3l5uehtRrfO71PV4XZrfUP7M/4iAnmcZhHGJfHSY0d0UM11Frea91g8VqInw1B/WDqn2DMg46LrdvLB/4DfAac/YkGIYQQ3cPeM3v4Jds2cTo2fFyb13hrvdCpdVZzQe7SkKgjVRZW88n9X2PQG6zmo0dHotZIukEIIUDKDggBwM70Ih5Zvg+DUakBNSUphOdvGsbw2ACyiqvJKKxGpYIbx0YzqW8wn+/KoqRaz5zB4Vw+rJeDo+8+/jD6cdJKjlLVUMXg4CFo1dqzXyQumr5GT+q6E1QX1RA/KZrQvvKhw2EqcuDzmyHzFwhIgKv/A1HjIXwY3LLW0dE5gUzgVixJ10+B5YD8rBFCiO5uf8E+m7m5MfPo10YJq8+OfcKnxz7BYDKgQoUJE4FugSzqt7izQ+1RUtYeo7bMun9G9OhIpj7YdlJctENfA/vehdJ06LdAKTcghOj2JPkqBLBqe6Y58Qqw6WgBvxwtYERMACvum0BKbjlq4OW1aazanomXmwuPzE1i3lBJvJ6vvgFJjg6hRzGZTHy7bD0Fx4sBOPxtGvOemk7k0HAHR9ZDrV2iJF4BSo4ridiHTkJRKux6HUxGGHUfhA1p/+uINnyB9W7XdGA7MNkx4QghhOgwsT6xNnPTo2bYPfdoSSr/S/mv1dzNSYu5NvE6ufnfwYwNtqUF+k6Pw9VTZ+dscVar5sPJn5T3O1+FGz6D/tc6NiYhxEWT5wCEANQqlc3c71fu54p/bGR9Sj4DI/345kAuyVllAFTVNfL8NylU1DZ0dahCnJfCE8XmxCuAyWgiZe1xDA0Gcg7lU5Ffib6mgewDeVQX1zgw0h4id4/1uDwT8g/Cu+Ngz79h79vw3ngoSbd/vTgL25/l9pc61cBOoLBzwxFCCNFhpvaezoyoWahVanQaV25KWtTmTf39Z2x3ydYZaiXx2gmSZsbj4mbZ0+Ub4U3vEbJB5YIUH7ckXpvt/pdjYhF27AN+DywFDjo4FtHdyM5XIYCbx0ezM72IRoPJar5Wb+Dv36YyNSmUkwVVVsfqG4zkltbg427bSEqIS4XW1fbHvMlo5KN71lBTUgsqUGvUGBuNqDUqJv16DEmzpI5xp4mZBgc+sIyD+0PmJtBXWuYaauDIJzDpsa6Pr9u7FvgSqGgaJwFjW51zAFgCVAEa4DFAujELIcSlTqPW8NDwJdw96B40ag2uGle7531+/DNWpa20mR8UNLizQ+wxqktqyDtcQECMHwFRflz38jyObcxA56Gl74x4XHQaR4fYPWk9UG4kt/hMqvNyVDTCSgZwH9DYNN4MfAJEOiwi0b3IzlchgBGxgfxmZiKBXjrUrTZOldc0cM0/f6FW32g1H+LjRp9Q7y6M0nk1GBp459Db3PnD7Ty59XEyyjMcHZLT8I/yo8/kGPNY56nFaDQpiVcAExgblcfFjAYT2z/Yh6HBYOcriXN28mfY+ToUn7A9NvslGLQI3AOVROwNn4GnnRq8HlKX98JEoiyEfws8DbyL7X3mN1ASrwAG4BVA30XxCSGEuFgeWo82E6+V+kpWpH6IqUXyylXtyp0D72JE6MiuCtGpZR/IY+W9X7L+H1v49IFvOPD5EXwjfBh18xDC+gVzYlMGxadKHR1m9+TTC0b+n2Ws9YCJf3BcPKKFn7EkXkFZO250TCiiW5Kdr0IAx/MreXVdGiaT/eNFlfUUVdYT7ueGq1ZDhJ87v5mViItGjcFootFgxFUrd3gv1Mq0j/j65JcAFNYW8pcdf+Lty95Do5K/044w/ZEJ9J0ZT3VxDVEje7H+xS1tnquv0dNYb0Aj388X5vuHlPpcAGot3PQVJMyxHHf3g2uXW1/jH6eUHDjd9N8lYhQMurlr4nVKQcDCdo63LjVQCdQBUptOCCG6u+LaIhqN1hsmon1jmN/nGgdF1P011DfiotOgairTtmflIQx6y436vR8fYsAVfTnybRo7/7tfmVTB1AfH0Xd6vCNC7t6u+BcMuglKTkCfOeAtfRouDfY2RoR1eRSi+5LkqxDAnpPFNonXYG8dhZXWu6HyyupY/9gMPJvqGq3Zk8W/fjpOdX0jsweF89hVA9C6yIby83WgYL/VuLC2kGMlxzhcnExFfTlTe08j3k8ehb9QKpWKyCGWhVvC1FhyDuXbPTdqZC9cvSQJdUFqimHXG5axsQG2PGudfLXHxRXu+EVpxGUyQvQUUMvPkXNXjvJ4nt85nj8XeKfFeCLg09FBCSGE6EKFNYW8uOd5jpakolVraTBa+jJM6z0dgC05mzlclEyCfyLTek9HrZLfte2pq6hn/T+2kH0gD68gDyb9ZixRwyPQV1t/PmrUG2ioa2T/p4ctkybY93GyJF8vVPQk5SUuIVWtxipgkCMCEd2UJF+FABLCbMsHLJmTxDNrDlPXqoNnWn4Fw2MCyCmp4YVvUjA2JW2/O5hLYrg3C8fFdEHEziXON44TZcfNYw+NB6/u/yc5VdkAfHPya56d9DxJAf0cFaJTaKhtoCy3gj6TY9Bo1Rxdf5K68jpUahUanYZeg8IYck1/R4fZfRkbleRpS43153atSgUxUzo+JqdmAp4HvmgaX4VSv7X1h+lioAQlwVoF3A0EANuBROCWrghWCCFEJ3on+S2OlqQC0GBswMPFg0FBgxkbPpYZ0bP4JG0Vy1M/VE7O+JYTpce5d8ivHRjxpW/X8gNkH8gDoKqohp//sYXF7y+g3+wEtr1raSAaNy4KNy+duYxVM0Orz1BCdG/JrcYmIA0IdUAsojuS5KsQwMi4QG6bFMuq7ZkYTCauHhHJ9AFh7DhRzNf7c8zn6VzU5jqvafkV5sRrs6O5FYjzt6jfLeRW5XK4OBl/V3/mxM5l5dGPzMcNJgM/nPpBkq8XqPBEMdve3cOZtCJMRhPuvm5Mf3QCJadKqS2rA0ClVjHujhHoPKQL8AXzCoWBN8LhVZa5MQ86Lh6ntxn4rMX4C2AcML3F3AfAv1FquzYbCLwKXN/ZAQohhOgiJ8qs66zXNNbwwLAH8XFVGuN+l/Gd1fF1mT9w56C7cVHLx+G2FJ4othrXV+lZ99wm1C4ahl43kLqyWgJi/Ok3OwG1Rk3/eYkcWpNqPn/QlUldHbIQF6gKOAzEASFtnDMQ+LHF2AWQz6bi3MlvGyGa/HpmIndMjseECXed8r/Go5f3o9FgZN3hPEJ83HlkXhI+7kpyakhvf7QaFQ0GSwZ2ZFygQ2Lv7vzd/PnbpOeo0lfi7uLB8bLjVslXAKNJmkBdiOqSGr564kca6yz1z2rL69j85i5z4hXAZDRxfFMGoX2DHBGm87jmf9BnLhSmQOIVED3R0RE5sZNtzDUnX/OBN4HWO28OA6uAezovNCGEEF1qUNBgNmStN4+jfWLMiVcAdxc3q/NdNa5SduAsIgaFUpReYjWXtU/ZCXt6Tw7zn5tttW4ce/twQhODKDhRTMTAUKJG9OrSeIW4MAeAh4BqQAP8AbBXI/pG4BTwLeDfdI00yBXnTpKvokerrmvk5bVH2ZleREKoN4/M60dkgIf5uJtWw1PXDuapawfbXBvo7cpzC4fx5k/HKK9t4KphkVw+NKIrw3c6XjplV3FSQBKjQkez+8wu87GNWRsYGjyMaVHT27pc2HF6T45V4rVZXUWdzZy7r/3OweI8aLQw9FbLuDQDjn0LAfFK04SmZhWiI4wH/oV1cnVC05+ngU+wTbw2y2ljXgghRHdwuCiZjPIMhgQPJconirsH3YPRZGB/wT5ifWO5d/B9VuffnLSYf+x5EWPT74WbkxZJ8vUsRt08hIbaBk7tyEbroaUir9J8zGQ0cXJbplXyVaVSETchmrgJ0Y4It2dpqIV1v4W0ryAoCWa/DKEDHR1VN/U6SuIVlCelXgEux7YRqwvwRNNLiPMnyVfRo/3zh6N801RWoLCinj1vbEWlgilJISy9cgCeru3/LzIhMZgJiXLHqzM8MfZJbv1+ERV6pZSDCRMfpv5Xkq/nySvY0+58/KQYakvrOLUzCwC/Xj70n5vYlaE5H32N0jxLrVHGp36BDy8DQ1Pd1yG3wTX/cVh4zicRmAJsaBqrgTygDHgYsL3pYDGjc0MTQgjRaf6X8l8+O/YJAGrU/H7UHxjfawKPjvxdm9dMipxMvF8fUoqP0McvgRjfmC6KtvtycXVh8n1jmXwfZB/I49un1lsd925jjSm6wM9Pwu5/Ke8rsmHVfHjguDRsPS/ZwJ9Rdr62VAXUYZt8be0o8DfgBMqGgD9y7s1fRU/U5cnX4uJiFixYwPvvv4+Liwt/+MMfUKlUJCQk8NRTT6FWq3n99dfZuHEjLi4uPP744wwePJjMzMyLPleI1nanW9cy0jcVil+XnI+/p46H59qv47L9eCFb0gqJDvJk/ohIXLWaTo+1p1Gr1FadagGqG6rbOFvY01DXiH9vX/pMieHEplMAaD209J+TyKibB6PRaig4VoS+poHwgaFoXOTn5AWpr4TVtyi7DzxDYO6rMPAG2PqCJfEKcPB/MO3P4BfV9tcymaD8NHiFg8vZFn09XQ2wtcXYiFLj1R3rxKsKSEB5lMwbpTHX5C6KUQghREeqa6zjyxNfmMdGjHx67GPG95rQzlWKCK8IIrzkKbUL0WtImNV6Mqx/CH1n9mnz/JxD+WRsP41PmDf9ZiegdZM9Xx3q5I/W49KTUJoOgQmOiadbWgYcsjM/CaVJa3uMwFIsT1JtBLyApzsoNuGMuvSnYENDA8uWLcPNTam58+yzz7JkyRLGjBnDsmXLWL9+PREREezatYtPP/2UvLw8HnjgAT7//POLPnfWrFld+a8quomEMG/yy20fvwY4eLrM7vw3+3P4y5rD5vHuk8W8ePPwTomvp5sdM4c1LRbYs2PmODCa7uXId2ns+O9+GusaCR8QwjV/n4NGqyEwxt/qvJBEqfF60Tb/DdK+VN5Xn4E1t0HcTDDoW51oglY3FKwUpcHK+VCcBh7BSv3YBPmeb5sR60ZaAHrAXtO4VwH5XhdCiO7OaDJiNFmXlGkwtvekg+gIKpWKGY9MZOTCwTTWGwiM9ae+Ss/uFQcpz60gZkwkfSbHAnByayY/vrDZfG3mnhyufGamo0J3TmHD4EyLxKHWA459D1lPQPhwGPsQaN0dF98lz4Rt4lUF3AUsPofri7AtYdV6B60Q1rp0m9Pzzz/PwoULCQlROsgdOXKE0aNHAzB58mS2bdvG3r17mThxIiqVioiICAwGAyUlJRd9rhD2PDy3H/0ilDtb6lalGAdG2n9sYPXuLKvx5rRCTuRX2j1XXJzbB/yKB4ctYVb0ZTw4bAm3D/iVo0PqFqpLatj27h5zrde8IwWkb8m0SbyKDpK713rcWKc03BrzILSsJ5d4hVL7tS1rH1YSrwA1hfDlr8Aojeba5oHymFdLNwELURbQzWYhiVchhHAOHloPZkRZJ/Kuip/voGh6Ht8IHwJjlfXk2r9uYN8nyaRvyWT9P7aS8v0xAFLWHre6JvdQPmXZ5V0eq1Ob+Ry03MXdUAM/PAQpn8L6x2DN7Q4LrXtQoTTNam0RcC7lNIKA1rvoB11sUMLJddnO19WrVxMQEMCkSZN4++23ATCZTKiamo94enpSWVlJVVUVfn6WpFfz/MWeK4Q9Ef7uvPmr0fx8JJ+SKj3f7M8hq6SGKUkh/N8M+4/SeLjalhi44+3t/OX6IUzpF9rZIfcoapWamdGzmBktO9fPR3luJUaDyWquLEsWvZ0mdrr1419u/hA+DHSecNcOOLoG/ONh8KL2v05hivW4Kg9qS8FTEoe2qoBfA6lN40jgcWB00zgU2AJEA7J7WAghnMnM6Fm4qLWoVWrGhY9jULBtY1zRuSryK8lPKbSaS9twkv5zE9G6Wz+BolKrcJGyAx3LOwz07eQ4Uj4DfbWyFhVtCAVKW4xNKLtZ+57DtXXAAJQdsA0o689HOjpA4WS67Kfg559/jkqlYvv27aSmprJ06VJKSkrMx6urq/Hx8cHLy4vq6mqreW9vb6uarRdyrhD2FFfVc9c7O8krqwVgRGwAK34zAU3rbbAt/GpKPIcyS9G3SG41GEy8ti5Nkq/ikhCSEIibryt15ZZ6o1EjezkwIic3/lGoLoDDq8A3Ci77u2Wx22uU8joXiZdbmicA9Bojidc2fY0l8QpK04QdwD9QFsE3Ab9xQFxCCCE603vJ7/Bl+hoA3F3cmdp7qmMD6qF0njrULmqMjZYSEO6+SmnBYdcNIPtgnvkJrNC+QRj08iRPh/MMaTsB6+IGGukd0L4ZKE2zmoUDbdcxtvYC0LLurhr7O2mFsOiysgMrVqxg+fLlfPjhh/Tr14/nn3+eyZMns3PnTgB++eUXRo4cyfDhw9myZQtGo5Hc3FyMRiMBAQH079//os4Vwp4vdmeZE68AezNK2Jle1O41w2MCGBEXaDNfVNm6vqMQjuHi6sLlT8+g94gIAqL9GH3LUPrPTXR0WM5Lo4U5L8Fvc+HuHRA98cK+zqwXYewSCOoHAxfCDZ91bJxOpdjO3IdAOnAaeB7YBvwAvAkktzr3TWAaMBdY03lhCiGE6DAldSV8nf6VeVzbWMsnaR87MKKey83blRE3DjJX+XH10jFiofLYdUhiEDe9NZ/wgUqpwfzUQj554BuyD+Q5KlzndNmLbSdYVRplfSracStwNxCH0oj11ab5Wjvn7gWuBcag3ODf2Or4dpS+A0K0zaH7/5cuXcqTTz7JSy+9RFxcHLNnz0aj0TBy5EhuvPFGjEYjy5Yt65BzhbCnqt62QH+1nbnWDtlpxjV7UHiHxCSgvrGOcn0FIR4hjg6l2wqKC2DesumODkOcD50HzHnZ0VF0E5cBy4Hmn9c6bBe9r6AkYwHeB55BKUHwE/Be03wl8FdgIOe+20EIIYQj1DXWYsS62VZNQ435vcFkoLCmgGD3EDRq2zJhomMNv2EQ8ROjKc+tJKx/CDqPFsk+E1ZlCYyNRg58foTIofJ5qcP0uwYePg05u+GLW6GuxSP0xgYwGkHdpS1+uhkNcG/TC5T14f8BJcBElHWjF1AP/A6oaDrPuqaxIhJlLSpE21Qmk8l09tOc34IFC1i9erWjwxBd7Hh+JXe+swN90yMzwT6ufHz/RDxc278v8esPdrH/lOUXXICnjq8enYKLRn7BXawNWT/z1sE3qWmsId43nj+OXUaguzx6LYRo7SDKDtcT0OrDuH39gf+hlCZY2erY48CCDo1O9CyyjhSiazyx5TGSiyxdyh8d+TumRE7leOlxntv1VwprCwlwC+T3o5bSP3CAAyPt2aqKqllx5xdWc+EDQrjqb5c5KCInt/4J2Pw3y3j0AzDv1bbPF61Uotygr28xdwvwELALuM/ONWqU9WcAyo38cywzJnosyRSJHi0hzJv37h7DDWOiuGNyHO/dPfasiVeApVf0p0+oFwBRgR68tHi4JF47QE1DDW8eeIOaRmUXQ3p5OstTlzs4KiHEpckHOIZ14tUFZSeDl53zm3+22+tGK81ahBCiO/jj2GXcMeBXzImZy5/GP8OUyKkAvHnwDQprlZ2WJXXFvHHgNbvX51blsu/MXuoa67oq5B7JK8iTuAlRlgkVDLwyyXEBObvpf4FrPoThd8NV78qTVOctA+vEKyj1YGuAp9u4xgj8C/gWSbyKcyFtB0WPlxDmwyPzfMgpqeGVtUc5VVTNpL4h3DU1nuSsMgor6xnbJwifFp07Y4K9WH7fBCprG/Byc0GlartBlzh3hbUF1BmsF8PZlVkOisZ55KcWUFlQTe9hEbj5uDo6HCE6yCk7czNQdrDea+fYbU1/zkJ5ZOwTwK3pXCk5IIQQ3YG7izvXJFxrM996vZhdmY3RZEStsmyOWHV0JSuPrsCECR+dD3+Z8CwxvjGdHXKPcvibo6T9fBJ3XzeG3ziI6JGRlOVWED0qktC+8iRbp1GpYMhi5SUuQCLgC5S3mpsPlNq9Qil4HAdIbV1xbiT5KgRgMpl49KN9nCqsBiD9TBWbjxaQXlAFgI+7lrfuHE1ssLKbqqiyno0pZ/Dz1DElKQStiyRfO0Kkd2/CPMLIr8k3z40KkzuJF2PTGzs4uu4EADpPLVf99TICY6Ubp+juioAsbGu9TgXCUBbELasqTQfigdeBrSgL6ZnAo4BH54crhBCiU40KG83mnF/M4xGhI60Sr+X15XycthJT0++GCn0Fq9I+4g+jH+/yWJ3VsY0n2frOHvP4TFoRi969Gp2H1MIUlzotsBj4AqhDKUFQSduJV4AbAbmhIM6dJF+FAH5MzjMnXps1J14BKmobWLH1FH+8eiAZhVXc/e5OquqURi/DYvz51+2jZPdrB9CoNCwb9yf+l/If8qrzGBc+jmsTrnd0WN1WRX6lOfEKoK9u4MDqI8x4dKIDoxLiYmUCd2BpfOAF9ELZnTAL5bGx0cDOpuMeKI0QrsPSoAvgS5Tk7dLOD1kIIUSnSSk+wqmKDFSocHNxZ0zYGO4afI/VOZX6Sgwmg9VcWb1tA11x4TJ35ViN9dV68lIKiB4Z6aCIhGhLJfAXYBMQDXgDB5qOuQGzgXftXOeLsgYdgv0yVkK0TZKvosdraDTy8tq0s55XXa98aP9s52lz4hVg/6lSDp4uY2i07CbsCJHekTw+5o+ODsMpNNQ22szpaxocEIkQHekzLIlXgCpgCZZ6W49gSbyCUq/rf218rV0dHp0QQoiu02Bs4LldfzMnUmsba/DQeuKj87E6L9I7kkT/RI6VHjPPTes9vUtjdXb+va3/zlGBXy9fxwQjRLveANY3vU9vdawOeAYIbjUfirIGde/c0ITTkuSr6PGyS2sordZbzelc1PTy9yCjUNn9qlbB1SOUu7aNRpPN12g0nEunbSG6VmCsPyF9gyhIK1ImVNDvMqltecnSV8P2lyD/IMRfBiPuVmp4iVZsbypY5tKxTryeTd+LD0cIIdpQXqMnu6SGxDAftC7SmLUznKnOt9nBerQk1e65y8b9iTUnviCvKpexEePMzbrE+TMajBz+No38lAJCEoMYdGUSg+f3Iy+lkNxD+Wh0GkbeNBjfcG9Hh9pzGA2w+004tQEiRsLYJaCVRKF9h85y/ETTSw2MQFkvLkYSr+JiSPJV9HiR/h4EeOkoqbIkYOePiOTuaX1YsyeLgoo6Zg4MN+9sXTCqN2sP5VLfoCRc+4b7MCwmwCGxC3E2lz89nZS1x6ksqCZ+QhQRg8IcHZJoy+eLIO1L5X3q51CVD1OXOTamS9IC4GuUnQkACVh2vZ7PsmYo8HAHxiWEEBbfHcjh+a9TqG80Euil4+XFI0gM9zn7heK8tNzJ2qxSX8nhomQGBlk/Fuyj8+HW/rfZnC/O3/b393L4G+XJwYztWRSdLCFhaiwzfzsRg96A1kOLq6fUeu1S65+Arc8r71NXw5lkuO4jx8Z0yRoMtPzZoQXsPR1oRNkBu6QrghJOTmUymWy38fVACxYsYPXq1Y4OQzjIgcxSXvwmhdPF1UxOCmFsnyDW7M3GRa3ipnExHMgsZdfJYvqEenP/ZYnU6Q2sS87Dz1PHvCEReLjKfQwhxEWoLYPnA7BqEuUfDw+daPOSnu008ANK7a3LAc8Wx5ZieZSspTub/uwFTAb8OjNA0cPIOlK0VN9g4Iq/b6SyRZmqsX0C+ectIx0YlXN6etsy9hXstZl3Ubvw2vR/0curlwOicn4f3Pwx+mrbZJVGp2HW0klS59UR/h4BVXmWsUoDj1eB1s1xMV2yqlBKC/yCUvP1ESAXSEbpCdDSEOC9Lo1OOCfJGAkBDI32Z8VvJgBw8HQp975nqQN48PQB8/uTBaY4ZSQAACAASURBVFXkldXyzl1j0GpUvLYujZe+S2VQbz/+dfsoNBp5pEx0D+W5FWx5azfFp0qJHBrOhLtH4eolOxQcRusOrj5QX26Z85Jdym2LAu5u49jfgC1AHkoX2jPAcKBf14QmhOjxquobrRKvAHlldW2cLS6Gn6v9G2mNxkZ25u1gQcK1XRxRz+Dh5243+WrQG9j5n/2SfHUEr1Dr5Kt7AGhkbW+fF/C8nfmh2CZfazo/HNEjSKZIiFa2HSts93hyVhlHssp4c/0J6huMGE1w8HQZ97y/i/oGQ7vXClsNxgZqG2vP6dyahhq+Ofk1H6WuILsyu5Mjc24/vrCZ7AN51JbVcXxjBtve22M+Vl1Sw/7PDnPg8yPUlJ7bfxtxkVxcYdbzyi4FAJ03zPibY2PqdoqA+4HxKDsURgIzgUUoidddKA0WfsJqh7EQQnSwQC9XhrVqxDpjQKiDonFu1/e9kQA3++W/Qj3k77yzjLl9OBqdxu6xWrnR0LUKj8KGpyFqIrg01SRVu8Blfwe1pHvOTyDg2mouptW4CjAAu4EbgDHA77BuBiuELdn5KkQrMcFe7R73cnXhl7QCm/kj2eX89qP9vHabPFJ2rr5J/4rlqR9S11jHpMjJPDhsCVqN1u65BpOBxzb/noyKDABWn/ic5ye9SLxffFeG7BTqKuopzii1mss5mA9ATVktny/5jtpyZeGc/PVRrnv1ctx95JGlTjfyXkiYBwWHofd4cJMOwefneWBH0/sU4AHgW5T7zJ8AL7Q49ybg0S6NTgjRszx741De25TOyYIqxvUJ4qbxMY4OySn18urF27Pe41DhQb44sZrkIqWRzrjw8YwNH+fg6JxXzOhIFr17DYUniklbn87JrafNxxKnxzkwsh4mZw+8PxEM9co4dAjM+CuEDQOfCMfG1i15o9R3fQmlBmwE8OumY2XA4yg3892w9B4A2IBSzuqJLotUdD+SfBWilVkDw9hxooh1yXmoAGOrDVIzBoYysW8w/92cYXPt7pPFpJ+pJD5UOnueTU5VDu8kv42paQfapuyNJPgnclX8fLvnJxceMideAfSGen449T33Db2/S+J1Jq5eOrxDvag8U2WeC4pXdo2c2HTKnHgFqCmtJX1zJgMvl67wHSZlNRxeCb5RMP534N2ivIBvb+UlLkDrzrWFKAnXPwCtG058hrJLtvXuBiGEOH+5pTV8tO0U5TUNXDGsF2P6BOHnqePReVLupCvoNDpGho1iZNgosiuzUatUREit107n7utG1Ihe9BocRnCfQAqPFxM+IIT+cxMdHVrPsedNS+IV4MxB0HpK4vWcnQJWoCRSr0EpU3U9MAulfFUClpTZmyiJV7BOvDY72JmBCicgyVchWnHRqPnTtYN5aHZfVMCt/95OYaXll9qOE8UsvWIA84ZE8N3BXJvrtVL39ZxklJ80J16bnSxLByCvOo9VRz+iqLaQSZFTmBMzFxe17Y8rjcr+406ifSq1iukPT2DDP7dSkV9FSN8gJtyt7NhWu9h+/9qbExfo8Mfw2ULL+Pj3cN9heSysQwxG2XnQ0tcoDbhal89oRCovCSE6Qp3ewL3v7TKvFX86ks9rt45kZFyggyPrGQprClh59CPyq/MZHzGey+OuRKVSOTqsHkWj1TB0wQBHh9H9VRXAxqeVJ6AS5sGE34H6LJ917NV0beMpQtFaOUoz1uZ+C+uA94EBKLtYW9eTTjvL1xvSodEJ5yPJVyHaEOCl7IhqXRnwTHkdtQ0Gli0YxOXDInj4w73oDcpZMwaEEhXkiTi7/oED0Kq1NBgtxfqHhAyl0djIk1sep6BWKe2QXJSMi8qFGVEzGRg4iMPFyQB4aj25PO5Kh8TuDML6BbPw3/NpqG1E52FZpCVMiSH5q1Qq8pVdsb4R3sRPjHZUmM7n4IfW46JUyN0NkWMcE49TWQpsA1rsAMELUKE8HtaSCSgAZGeUEOLi7M4otrpJbzLB2kN5knztAkaTkae2PUl2ldIHoHmNeEX8VXbPr2moYc+Z3XhqPRkaMkxu4ney6pIadnywj6KTpfQaEsaYW4ehdZP0Q5tWXQ3Z25X3pzcru1ivW9n+NTHT4MB/obl/RsggqMyFhlqlmatox1YsiVdQ6riuRUm+tvYVcLydrzUGeLDjQhNOSX76CXEWExODWbPX0txpeIw/nq7K/zojYgP5+MFJbEkrIMzPnfEJwY4Ks9sJcAvg8TF/ZEXqh1TqK5kVPZtpvaeTWpxiTrw225q7hZnRs/jThGfYmbeDCn0F48LH4d9GgwVxblQqlVXiFcDVy5VrX57HyW1ZqNQQOzbK5hxxEbzCWk2owFMagnSMIOBJYBlgREm63odSB7as1bk6wKdLoxNCOCdfO78jPdpoRCQ6VmZFpjnx2mxL7ha7ydfi2iJ+u+kRiuuKARgUNJhnJvwVtUqegugsP724hfwUZU1fll2OQW9gyv1jHRzVJaoi15J4bXZ4FUxZBsFtlC/Z8BRs+nPTQA1eoVCQDJ/eAAEJcPdOcPe3f61Aaa7VWpCduXzgz63mPFDWkV7Ar4DLOjY04ZQk+SrEWSyZk4SbTsOek8Ukhvvwm1nWdYzC/dy5fozsDDwfu/N3kVJ8hL4BSbw09RWrY8EeIahVaowmo3muuVutVq1lYq9JXRprd1eWU8HGV7Zx5lgR4f1DmPrQeHxC228qp/PQkTRTGpl1ikmPwYm1UJmjjMf/FvxjHBqSc5kDDESp/zoQZWF8Bda1uVTAvShNFYQQ4uKUVTfYzLlJ8rVTFNUW8fPp9WhUaqZHzSTQPRAXtQuNxkbzOaEerW9yKr7P+M6ceAVILjrEwcKDDAsZ1ulx90T6mgZz4rXZ6T3ZbZwtcA8Ajat1/VZQ1oz2kq91FbDl+RYTRqjKswxLjis7Ysct6ZRwncNoYBqWklUJwAI7562xM+cOfNNJcQlnJclXIc7CTadhyZwk6vQGVu/J4q31x5nYN4TJSSGODq1b+iRtFctTLY9eL+x7Ezf3W2weB7kHsajfLXyUuhyDyUBv7yiuT7zBEaE6hQ2vbKMgrQiAvCMFbHp9B1c+M9PBUfVgAfHwUDpkblYaawVJI7OOF9n0AtiCbVOEscBtXRqREMJ5Vdc32k421axafySfnSeKSAjz5uoRvdFKDfULVlxbxJIND1ChrwDgm5Nf8+r0N7hjwJ18cOQ9Go2NhHtGcG3CdXx54guyKrMYGTqKsRHjAKhtbF37G2oba7r038EZmUwmjm/MIO/wGYITg0iaGY9ao0br5oJXsCdVhdXmc/17t66hKcy0bjDsV0oDrZaC+9s/36BXXu2pr+iY2JyWCngROArUAENR+gGUo/QKCAb+hFKKoDUpWyXOnyRfhThHT3x6kK3HCgH4al8Oj101gPkjIs9ylWjtq/QvbcYtk68A1yfewMyoWZTWlRDrGyeNEy6QyWQyJ16bFRwtdFA0wszFFeIlAd41ElEW1y2rdw90UCxCCGc0uW8IwT6uFFYoO9bctBrmDY1gxdZTvLbO0qAlOaucP1832FFhdnsbszeaE68AxXXFbM3ZwpXxVzE5cgpFtUXE+sby7M6/sjN/BwDrMn/g10N+w9zYecyMnsXaU9+bew2EeIQyInSkQ/5dnMmelYfY97FSa/foT+kUnyxh0q/HoFKrmHL/WH5+eSu1ZXX4Rngz/m75+27XvNegthSOfAwqNYz6NcS38Ti7ZxDEzoCMnyxzOm/QV1reD15s/1rRSlKL928BH6A0ZvUEqu2c7w38pQviEs5Gkq9CnIOCijpz4rXZmj1Zkny9AC5qbaux/R9D/m7++LtJnaKLoVKpCOsXTH6q5Xs3rL/s2BY9SRW2bRPlZo4QouN4urnw/t1jWbMnm9oGA1cO60VMsBe/X7nf6ryfDuex9Ir+eErDoQviorL9e9M2rSF9XX3xdfWltK7UnHht9sOptcyNnUesbxx/n/IyP59ej4fWgzkxc3HVuHZJ7M4s9QfrJkRHf0pnwj2jUGvURA4NZ9F7C6gpqcEr2FM2U5yNWgPXr4R5r4JKAx7t9LYozYDsbZaxRgc3fwsn10FjPQy/CwLiOj9mp5IOvNNibC/xOg34Hcqu2BXARqA3cA9gv+SJEM3kt78Q58BNq8FFo6LRYPkQ7+UmTYguxI19F/LmwTdajG9q89zU4hQ+Orqc8voKZkTNZH6fq7siRKcy9aHxbHp9OwVpRYT1D2GyNDoQPUqmnTmpOSeE6FjBPm7cPb2P1ZxXqyRr81pSXJhpUdP5+uRXFNScASDSK5LxvSZanaPT6NCqtebdrQCeWk/z+1jfWO4cdFfXBOzEKs5UkZt8hqA4f1w9ddSWWcr76Dy0qNSW73ONixrvkPZ7DYhWPM+hgXPK59DQomyGQQ9ZW2H6M50Xl9Ozt2ZsbQOwCRgO7Gma2w8cBj5GbvCL9kjyVYizMJlMHDpdyrBof3afLAGUBfSdU6Uh0YWYGzuPBP8EUotT6RvQl0R/+zUvq/SVPL19mblG13uH38HX1Zepvad1Zbjdnm+4N1f9VTpwCmd2sOk1GKVeV0sjsH1sbEoXxSWE6MnuntaH36/cT0PTjfs7p8bjqpVGXBfKR+fDq9NeZ1vuVjQqDeMixuPm4mZ1jqfWk+sSb2Dl0RUA6NQ6EvwS+fbkN0zsNQlfV19HhO5UMnZk8dMLv2Bs+r7uMyWGivxKZayCUYuGyA7XruAdfm5z4jzYWzPaY8SSeG12EjgFxHZ8WMJpSPJViLN47usUvtyr7JRSq+CmcTEsmhBDgJc8qnSh+vgl0Mcvod1zjhQfsWmOsOfMbkm+CudUVw4H/gM1xTDoZghOOuslAmAl8I8W4yVAyxpnPsAbwNsoDRTmAzO6LDohRM81LiGY1Usms+9UCQlhPsTJ7r+L5qH1YGb0rHbPuSnpZsaGjyWjPIPPjn3C6hOfAbAqbSUvTfknwR7nsKtQtGnvqkPmxCtA5s5srn/9SgqPFxPcJxC/Xj4OjK4H6X8d7HsPTm1QxtGTYcCNjo2p2/MEXkApJ1AOJKAkVd2AZJQmXO2RBn6ifZJ8FaIdJVX1fL3P8oiq0QQpOeWSeO0Cvb17o0KFqUW9xijvKAdGJEQnMTTC+5OgQGlYwbYX4c5tED7MsXF1Cx/YGbduMDEQeLVrwhFCiBaCfdyYPTjC0WH0OLG+ceRU5ZBdZVnDl9eX8cXx1dzU72a8dd4OjK57a6htsBobGgx4BnjgN0WSrl3KxRVu/xmydwEmiBzj6Ii6uXUoidcyYDTKujEFpYxABBAFfHaWr/EdMKATYxTdndrRAQhxKTOZbFu1GEytZ0RniPDqxW0D7kDX1AxhROhIroyf7+CohOgEGT9bEq8AjXWw5y3HxdOtGM8yFkII0ROZ7KzXv8n4itvWLmbV0ZUOiMg5DJiXaDVOnBaHVprIdayGWtj0F1g5H7b9Q7lJ35bI0daJ17wDUJTW+TE6lUrgzyiJV4BdwDLgAeALlCeo0oBbaL+mq6xBRfvkJ6UQ7Qj0dmX2oHDWHsoDQNVUdkB0jQUJ1zI7Zg5fnljDoaKDvH3o39yctIhgjxBHhyZEx9HobOdcZHf9uVkMvN5qLIQQoqcbHTaaXl69yKnKsZpvNDby0dHlTOw1kUjv3g6KrvsaPL8/3qHe5BzMIzDWn74zpAdGh/vqLkj+SHmf9hVUZMOcl9u/Rl8Ny+fC6c3KeOBCWLAC1LLX7uxOA3Wt5g61GicDfwTmoOxw9QbWA8ebjrsD13ZijMIZSPJViLN48ppBTOgbTGZhNRMSg+nXS4r1d6V1p9ayKk1ZgKQUH+FY6TFen/4vKeYvuqfUNbDlOTA2wriHYfAiiJkCMVPh1EblHPcAGH2/I6PsRm4HkrA03Brn0GiEED1bQ6ORf/98nC1phUQHeXL/rESigjzPet3h7DL+vf44JVV65g6JYPGEGFnnXCRXFzdenPwSm7I3si7zBzLKT1odz6nKkeTrBYod25vYsfJ31ykMDXD4Y+u5Q8vPnnw98B9L4hXg8CoYejv0md3RETqhBJS6ri0TsN4oO2KbqVBqwoYBzc2ibwbWotSHnQVEdnqkonuT5KsQZ6FRq5g10H73SJPJJIvjTrYtd5vVOKvyNNlVWfSW+q+iuyk4Ap9cByaDMl69GPxiIWo83LIO0r6G2mJIuho8pSHIuRvb9DofJtp/dEwIIc7fuxtPsGLrKQAyi6o5VVjFxw9MbHetWF3fyMMf7qWyTnm0+I0fj+HrruWqEfJB/mJ56by4PO4KfF19eWH3c+Z5T60ng4IGOzAyIdqgdgHPEKjKs8yZjPBCCATEw5xXlFIDrZWfPrc5YUcRUN9qLh9lN2tzk60bUBKvLXkACzo3NOFUJPkqxAX4ZEcm725Mp6HRyHVjorhvZoIkYS9Ao7GR2sbadhsfhHmGkVZ61DzWaVzxdw3oivCE6FgnfrAkXs1z3yvJV40W+ssCrvOtBV5Bqet1BbAUWQoJIS7WmfJavj2Qyzf7rR9xP11cQ1ZJDVGBbe9+Tc4qMydem207XijJ1w40sdckqvRV/HT6R3x1vixMuhkPrYejwxLClkql7HL94lYw6EGthdoS5VhNIayaD0sywaVFyaqGWjiTbP11dF6QeEXXxd1t1QF52HZ5MQKjgLlAL6B/F8clnJF84hDiPG0+WsBL31uSgR9uyaBvuA8zB7a+Gybaszn7F9469CYV+goGBw3h96P/gI/OtlPqon6LOVZ6jLzqXLRqLXcOvAsvnZcDIhbiIoUMtJ0Llq6oXacAeApoToB/AcQAixwVkBDCCRRW1HHbv7dTVtNgc0yrUfFTch4Lx8Xg4Wr/Y1dMkCdqFRhbfPaPC5F1TkebEzuXObFzHR2GEGc38EaImQZnDsL6xyF3j+VYVT4UpULYEMvc1heUm/nNVBpY+CV4239yUzR7v+mlR9nFWtPqeCNKOQEhOoZUYBbiPL3+4zGbucNZZXbOFPYYjAb2F+znlX0vU6GvAOBQ0UFWHf3I7vlhnuG8OfMtXpn2Gv+Z8yFzY+d1ZbhCdJw+l8GYh5RHylRqGPYrGHC9o6PqQVKxJF6bHXZEIEIIJ7IuOc9u4hWgwWDi7Q3pLF11oM3rw/zcWTInCXedBoDR8YEsGh/bKbEKIboJrxCInwWRrcoqufpCQIL1XPYO67HJoKwzRTuOAv9C2flqREm8ttwEpEIaaImOJjtfhTgPX+7NJrOo2mY+Mbztx+aFRWFNAU9sfZz86jybYxnlGW1ep1apifWN68zQhOgac/8JU5+Go1/CoQ9h1TUw6THoLY2iLp4J+Bj4EYgA7sW6+cFAQAu0TJIM67LohBDOSauxTXKE+bqRX25p3rL7ZDG5pbVE+Lvb/Ro3jI3myuG9qKk3EOjt2mmx9jS/ZG/ih1Nr8dR6cn3iDST4Jzo6pB6l4kwVxRmlhPULxt3XzdHhdE/T/gylGXD8O/CJhCv+DbpWJTOiJsGJtZaxzgvCZX3TPtvNVDADiANym94PbXX8c5TyVUHAPYDcJBPnR5KvQpyjugYDr/xw1GY+yMuVeUN7OSCi7ufTY5/YTbwCDAtpf5GQUnyEFakfUl5fwYyomVyTIPUxRTd15hB8eQfm+lIZ6+GB4+AT4dCwur/PgL83vT8IHEJZKDcvdQKBZ4FXgVKUmq+yq0EIcXH6hHnj56GjrEYPQHSQJ6Gtkq8atQpPV027X8dd54K7Tj6adZR9Z/by9z0vmMcHCw/wzqz38HH1dWBUPcePL/7CyS1Kwye1i5o5f5xK72Gyzjlv7v6w6BtoqAMXV6UmbGvjfwsVWZD8kZKgnf0yuMn3edsMwNd25icCU9q45huUNWSz/cBXgM7+6ULYIb/hhThHVXWN1NRbP7LqrtPw9l12Ok4Ku4pqC23m/F39mRY1nQUJ19m9pkpfyY+Z61ie+iENRmXH2gdH3sPP1Y9pUdM7Nd6ewmQ0UV+lJ33LKVQqFfGTYnD1ksVEpzn6BVaF/RtqlB0Lw3/lsJCcw4ZW4xwgDWhZV3dq00sIIS7eiq0ZvLZO2UGlAq4dHcX9sxI5ll/B4awyavTKunHxhFh8Pez/Xv3xcB7v/HyC2gYD146K4vbJ8qRPR9iRt91qXNtYy/7C/UyJnOqYgHqQE5tPmROvAMZGIzs+2CfJ14uhbWfnsIsOrnhTeYlzsA0ledrSFKwTrwag5Q2zn1udX4Ryk39kh0cnnJckX4U4R0HergyL8Wf/qVLz3C0TYonwl26p52pSrynsOWMpGh/mGc6bM95Co7a/G6RKX8mSDQ9SUFtgc2xvwR5Jvl6g2vI60n5Kp75aT0V+Jad2ZGE0msz5wANfpHDty/Nw9ZQEbKfwj7edC7AzJ85T6ycQXABphCiE6ByNBiPvbzppHpuAnelFnCmvZcuxQsL93LlpfDhT+4WSEGbbUBTgdHE1T312yNxs69/rjxMV6MH0AfKz62KFedo2G4rwlORfVzi9N8dmrrq01gGRCGGPvV4t0U1/7kTZ4ZoLTAaeBrywLmMFyu02efJVnB9JvgpxHp67cSj/+eUkGYVVjEsI5vrRUY4OqVuZFjUdVLA5exNB7sFcl3hDm4lXgF9yfrGbeAWI8o62Oy/a11DXyBe/W0vlmao2z6k8U0X6lkz6z05o8xxxEYbfCce+hvR1gApG3AMxbT3mJM7dXSjlBk6iPAZ2P0qpASGE6HhGE+gbrZ+IKqqsJ6tY6ZidW1rL6t3Z3Dap7ZtrBzNLzYnXZvtOlUjytQPMiZnLnvzdHC5ORo2ay+OulJqvXSQo1p/jG6x7OcRPlHW7uFRMBvywJGG1wFxgPfAYSgMugI3Am8DvgNuBPVhqxaqAT4CHuiJg4SQk+SrEWexKL+bLvVm4aTUsmhDLQ3OSHB1Stzat93Sm9T63Hasmk8nu/MjQUVwVP78jw+oxMndlt5t4NWvj7150AK073PIDFB8HF3fwbX03XVyYUJSGW+kozRD8HBuOEMKp6VzUXDk8ktW7s8xzXq4u1OotCdnSaj05pTXEBntZXZtZVM2J/Aq2HrMtx5QUIbUaO4KH1oO/TXqOnP9n777Do6yyB45/p2XSe28ECCEECJ1QBaSDUuwFu2tDXdT9rW3tXdfuqmsvqyJioakoSO+9hRIgAdJ7m2T6/P54k5lMZhICJDNkuJ/nyUPuve9kD2xM3jnvvefU5uGt8CbMRzyM6yiasjp2/3iAmhINyaO7kDYlhfx9xZzYlotMLiMpI55Rdwxxd5iC0MAHSEZKpgKMBmqBh51cu7/hz1DgtibXmIGvgQxgWIdFKngWkXwVhFbsP1XJvK+3W3clrD1UzMK/j26xbpfQvi6KH8OPWQuttWJDvUN5buSLJAQkuDmyzkt5moYfADK5TOxQcIUwsbO4/cmQbqibKgIOINV+jXJ5RIIgeK6HpvWiT3wQB/OrGdItjB3ZZXy/2VbrMjxATUKofXmq53/Zz9JdjseyG63OLGRKegxKhbzD4r6QxPmLo8HnKnd3AXt+yQQL9J2RSuIg27+pxWxh6RMrqMyrBqSH/OMeGMGUf42lvkqL0kuBykflrtA9Q+UJyN8BCcMhwLGchnCmlmBLvIJUz7WwhWsHNvk8y8n6UUTyVWgrkXwVhFYs35dvdxysRmtkY1YpU/uJmlGuEOAVwFtj32ZN7hosWBgbP1Z0qT1HCYPiiOgRRklWGQBKbyUWswVTk506GTcNQO2vdleIgtCO/gT+ha1xwrPAZLdGJAiC51DIZUzrH8e0/lIyanDXUKrrjaw5VESXMD8emt7LLom692RFq4lXgPVHSll/pISxvcTDojNRZ6hja+EW1Ao1g6OHoJKLhF97qMit4rdn/8Jskt4Q5e0pICQhCJlCTp9LUglNDLImXhsd+O0I3v5q6qu0dBkSj8rHHZF7iF1fwOLbwGIGhRdcuQBSxem/c3PKyZzMyVwc0AP4HakZ1zDgkybrcqSdr4LQNiL5KggtMJstbDxS6jAfEeCYlMourmXd4WLiQn0Zkxopdiu0o0B1EJd2n+HuMDyGQiln5kuTOLE1F4POSFJGAmo/L0qPl1N0qISo1AjCu4W6O0xBaCfvICVeafjzXUTyVRCEjuKrVvLUZX2Bvk7Xi6t1bfo6xVXadozK81Voy3lozYPWk1IpIT15efSrKOXire65OrE115p4BakqVfnJKgDWvLuJUXc5lhMoO17Bb8+tAsA7QM3MVyYTHOe86ZzQCosFVjwsJV4BTHpY8ahIvp6zMcD/mozVwD+BO4DGn9FeDfNPNozjgK+Ap4BvkB7o34yUnBWEthG/kQShBTtyyslr1pmzS7gfg7raJ6a2HS9j3tc7MDVskR3fO4oXrurvsjgF4UwpVAq6jbQvKxDeLVQkXQUPVNVs7KzDrSAIgmsM6BKCv7eSWq2xxWu8VQouSo10YVSd3/Kc5dbEK8CRisNsyFvPkOih+Kp8W3mlcDpBMQGtrpccLXOYa3qaSlujY//SQ4y6c2i7x+ax9HVg0oGhHurK7dfqHDcGCWcqB/AD6pDKUT2FVJrqD+CLhrVQpNNSjfKApcD1wKWuC1XwKCL56oEsWi21X36FIfMg3heNxvfyy9wdUqekNZgc5oZ0C0Mmsz+W8O3GHGviFWDlgSLmVtQRGyJu9gRBENxrBjC/yVjsFhEEoX0ZTWZ+3n6KzLxqBnQJ4ZIBccjljkdYl+7K4/VlB6l3cn8JEO6vZmDXEK4ZnkR0sDinfSZ0JscdxW/ufB0ZMiZ0mcjd/eYil4lTaWejy9B4ki9K4ujaHKfrsX2iqThZTbGT04KNaks0HRSdB1r3Eqx5DowNG4CU3mBs8rBm4G3uictjnABeBBrfuxcCuQ3jp4ASIAWY4OS14kSCcG5E8tUDVTz4EPWLFgNQv3Ahpvx8Au67181RdT4Z3cNJCPPlVFkdAGqlnJmD2la0XzSKFwRBOB88ACQBe4B0RRAGlgAAIABJREFUQDyMFAShfb227CCLduQC8NuefE6VaZg7qafdNeW1Ol5ZcgCDqeUbxMuGJnDrmO4dGqunmtBlIsuOL0FrsiVHzA1HtZfn/E6/iP6MihttXduQt55Vp/4i1DuMK1KuJNJX7DRuiVFnQqlWEJEcRsKAGExGM/uWHMJittBjbFeSL0qiy5A49i09TE1hLUkZ8ax8fT0mg9n6NaqLat34N+hECvfCysfs54xaUKgh5RJIngwDRPL13GRiS7w22g98jJR4BTiClCbzAvQNc/7ANFcEKHgwkXz1MObaWuqXLLWb08yfL5KvZ8FLKeeT2zNYtCOXGq2Rqf1i6Rbp73DdNcO7sPVYmXX368VpUcSFil2vgiAAhxbBlnekJgkjH4auY90d0QVGAVzR8CEIgtC+jCYzv+62b6D1zcYcrshIJCrItnv1RKmm1cTrxWlRXDciqaPC9Hhx/nG8Oe4dVp5cwdGKLHaX7LJbz6nKsSZfN+Zv4JVtL1nXdhZt54OJH4kGXU4Y9Sa+u+MXtDXSzuKSo2Wkz0rjpq+vwGK2WJuzqv3VDL4mHQCLxYLJaLb7OjUi+do2xfucz5t0cHwljPwnyMUO7nPTD+nesOkJhFRgUbPrMpt8rgTeAmI6NjTB44n/ej2MTKVC5muf+JMHB7spms4vyNeLG0d3Y+7EFPzUCn7Zfood2fa1jTK6h/P13SO4a3wPnrsynWevSHdTtIIgnFdyt8D82ZD9Fxz9Hf43GcqPuzsqD7ET+AkocHcggiBcwBRyGb5e9ntZzBb4en2O3Vyv2CCCfJ0n9/rGB/Hi1f3xVik6KswLQpx/HDem3YSX3MthbWDUQOvna3PX2K0V1xdzsCyz+UsE4PCKY9bEq3Vu5TG8fL2siddGtaUa/nx1LfPvWoRfqH3ZjISBsR0eq0dIGis9rHdGVwkrHnFpOJ4pFngeSESq7RqOdD8Z3cprjMDhjg9N8Hhi52snYTGbwWJBpmj9xkymVhP4z/+j6qmnpbPv3tJYODe7T1Tw96+2o2t4kjt7cAIPX5pmXT9VpuG3PflU1xs4UlDD3eN7OK33JQiuVl+pZe37W8jfV0h491AuuieDoFjRcdYlDi3C7miTSQ9Zv0KGOIlwbl4Hvmv43At4G3DstiwIgtDRZDIZMwbFOSRbS6rtawN6eyl44/qBvPnbIY4W1WA0WVApZQzpFsY/pqUhtJ/9Zfa7B2XI6Bmaah2HeYc5vCbMJ7zD4+qM6qvqHeZUPs7TBytfX09hpq3pmX+kHzKZjJi0SIbfOqjDYvQogXFw7RJY9QSUZYG2wn69Otc9cXmciUB34BpAAzTWK+7X8HkksKvZa6JcFp3guUTytROo+e9H1Lz9Duh0+N14A4FPPuHQ9Kkp/9tuxXvcOAyZmXhlDEUREeHCaD1DcbWWJTtzMZktXDIgnq/WHbcmXgEW7TjFrWO6ERHoTUm1lsd/2IOx4TjZ1+uziQ/1ZeageHeFLwhW6z7cSs6WUwDk7ytixb/Xc/kbomaRS4T1cD6nq4Fdn0k30b2vgjiROGy7CmBBk7Ee+Bz75KsRqETazSAIgtCx7ry4B7/vKaCkyQ7BiX0dj6f2jg/mk78Nc2VoHqlSV4mf0g+VwvlO4hi/GI5VHbOOo/yiUchsm1dm97ic7UXbKdDkI0PGzORZxPm3rafDhab7qCR2LtiPpUlj4WE3DXS4zqA12iVeAUw6Ezd+JUr+nLHkSdIHwFeT4PiftrW+17knJo+0BTA3m9sDDAUeB55BOmUFMLrhQxDOjUi+nuf0e/ZQ/exz1nHtRx+j6t8P35mtd2xWduuKslvXjg7PI1Vq9Nz8302U10oFthduPUmXcD+7a8wW0DckY/flVloTr4125ZSL5OsZqtRVUquvJT5A/Lu1p4LMIrtx6bFyDPUGVD7O37RYLBYqTlXhF+rjcKRMOEN9r5d2vx5eBMhgwC3QbSJ8NhJyN0vXbHoTblgO3ca7NdTOw4B9nS6w7z67GXgaaedCD+A1pJtrX0QyVhCEjqBUyPno9gy+WpdNSY2WyekxTOjT2hFW4WxU66t5ecuL7C/bh5/Kj7/1vZOLEx1/d97Z725e3PI8lbpKAlQB3NNvrt16uE8474//kMMVhwnxDiHGT9RxbElIQhCXvjCRPT9lYtAZGHRVX2L7On5vK9UKAqP9qS601XYN7SLK3p01bRVUnYIr5sOGV6FoLyRPgaHi5FT7SW5hfivwPvARcBApXeZkM4UgnAWRfD3P6XfvcZgz7N6DadQojIcOo+qXjtzfsQmUcPb+yiyyJl4BquuNxIb4sD+3CktDjnVEj3BrU63UmCDkMikh2ygtLsiVIXdKf+QsZ3PBRmL8YpHL5Cw9vgSTxURqaC+eHPYU/l4B7g7RI0T2COfkdlszkJCEoBYTr7UlGn595i8qTlWh8FIw7OaB9Jne0+m1QhsoveDaX6AiBxQq6ThZ3nZb4hXAYoJtH4jka5tFAuOAVU3mrmr404S0U6Hx+FgWcBNQhVTi/lrgAdeEKQjCBSXQR8WEPlF0iwwgxK+Fmo1NaLRGvlx3nCOFNQztHsbVw7qgEOWqWvX9oe+sJQU0Bg3v736PIdFDCWh2v5ga2otPJ39BXk0esf6xeDmpoamQK0gLE+Ue2iImLZKYtEgADDoj+fsKCYoLxK9Jc2GZTMbY+0ew8vX1aMrqCI4PYuSd4lTPWdn9JSy7Bwx1EJoM1//q/CSVcI6GADcglbEyNls70PBnL5dGJHg+kXw9z6kzhoJMhjXrB1hkMgoHDwW9HllAAGGff4p6+HA3RulZ1CrHPnRpccHMHpzI2kPFxIf6Mr2/rXB8bIgPj83sw3/+PEKt1sDUfrFcNiTBlSF3OsuOL+W/ez9wunao/CCLjy3mul7XuzgqzzTqrqH89cYGCjOLCe0SzLh5I1q8dsXr66k4VQWASW9i02c76D66Cz6B3q4K1zOFJNk+V/k4rteVgrYavEUt3rZ5AVgG5CAdAxvcMF8FlDS7tqrhTzPwDTAZEG+4BUFoP7tyyvnHt7vQ6Iwo5HDdiCTuGp/SajL1iYV72JglPSjafLSUqjoDd08QCZbW5FTn2I31Zj35tXl29VwbqeQqkoKSXBPYBaIkq4xfn/kLbY0OuULG8FsHoSmrJ29vAeHdwxgypx/XfTyL+iot2modFSer8A32FqeozoSuFn69V0q8ApQfhZWPw1VNyi2ZzVIjV4sJuo4HhUjnnL2/A7cBc4Cm9XQdS2sIQnsQ/7We51SpqYS8+QbVb72FRavF76ab0Hz6GeilnZmWmhqqnn+ByGVL3Ryp54gN9sFbpUBrkI62xoX4MLVfLIE+Kvp3CXH6mksGxDG9fywmswWlwjF5K9hbk7u61fUCTb5rArkABET4MfOlSZiMZhTKlr83j67NpuigfeLKbDSjKa0Tyde2KD0s3QxHD4CEVmr6RfaW6rweaHIjfWINvN0Vbl4DUX06PtZOzwuY7WQ+FEgFDrXy2lOI5KsgCO3p3T8Oo9FJO6dMZvh6fQ7zN51g5sB47p+Silez3721WoM18droj30FIvl6GoOiBrOvdK91HKIOoVtwdzdGdGHZ8vUutA11jc0mC5s+24nZJJVgKzlaTk1RLdOfGc/+ZYfZvVDaOejlq+KSZycQ0cOxyZnghKYI9LX2c+VZts+NOvhiHORuksZR/eDWdaAWpwXPnj/wb+Al4BgwAnFKSugoIkvUCfheeQXRG9YTs2M7AX+7HXN5ud26qaDATZF5Hq3BxCPf77YmXgFmDY4nsIVj2k3JZDKReG2j8NN0lR0e0/LuTOHstJZ4BcjefMphzjfER9TsaosDC+E/adIxsU+Hw5rnwWSAX++Hl0PhP30g63fb9Zd/B7O/sv8a9eWw/iXXxu2RXkUqSxAPjGq25gtkuDwiQRA8W0m1zmHOYLKwcNspPl511GHNW6VwuK+MDBS7A09nZvIsrkq5hjj/OAZEDuTJ4c+gkp/+/lxoH5qyOrtxY+K1Ue7uAqoLa9jzU6Z1Tl9nYOcP+1wSn0cI7Q5R6fZzvS6zfZ75oy3xClC0B/b+zzWxebRk4FNgNfAiIJLZQscQO187GZmPD95TJqP99TfrnO9sZzuAhLNxKL+aqjqD3dyO7HJuGNXNTRF5pmtTryOzLJNybRlymZzpXS+ltL6EKn0V4xMnMCJupLtDvOAExTgeeR/34Ejk4oHC6a19DixN3oSsewGOr5B2tAJoK2DB5fBgLviEgFwOkX0dv059ueOccIZikZpsNfod+AlpZ8OtgHiYIAhC+5qUHsM3G3Kcrm05WsrciSl2c0qFnHlTevLS4gMYTBYCfZTcO0nUVz8dhUzBnLQbmJN2g7tDuaAY9SbW/mczVXnVdvNevir0Td4zKb2VnNiRh8Vs34S4cbes0EbXLYW/noDSQ9BzBox62Lbm7D5R3Du6UQnwC6AHZgCi7KDQOpF87YRC3n6L2pQU9Hv3oR45Av/bb3N3SB6jS7gfKoUMg8l249A9Sjz9am8JAYl8POlTjpQfJsov+rQ7YYWOUVOiYf/SQ+hr9XQdkUhUz3CKDpciV8oZdHVf4tNFt+Y2MdTbj41aW+LVek0d5O+A7hOkcXQ/iB0M+dtt1wwQP8vblxboBryHVKpAEASh/U3vH9di8rWle8hp/eMYlhxOTqmGXrGB+HiJt2TC+Wn/kkNkrc62m+s9NYWuoxJZ9cZG645Yo9bIxo+2ExDpR02xxnpt6sSWusoLTgUlwOwvnK+lXQ6rngBtpTRW+UGfa1wWmucqQWq8VQFMx9ZLoDXVSA27GkvILAC+BeI6IkDBQ4jf9J2Q3NeXwP/7h7vD8Eghfl48fGlv3v79EDVaI0O7h3HzaLHrtSOo5Cp6h4v6lu5i0Br55Z+/U1cuJQ4P/3WcyJ7hdBuZSL/ZaUT2EAnxNsu4D367v/VrFGop4dpIJoMb/oAt70JljlQHtseUDg3zwrIZeAzp5jgUqRxBf7dGJAiCZ1p3uNjpfJ/4IO5ppY5rqL+aUNGMSDjPFWeVOcwlDo4jrk8013w4g8+vXYDZaDv9Y9QbGTKnP1X51XQdlkBShtgN2G4CYuD2LbDtfTAbYfBdUqkC4RwYgNuBvIbxEuAZpCSsM9lIzVyPY0u8AmiAX4G/dUyYgkcQyVdBaOaSAXH0ig3kv38dpbRGx+KduVw3IgmZrOWutYLQ2ZzamW9NvAJYzBZrw62iQ6Vc8+FMlF4Kd4XXuWTcB6HJUqmB8qNweLH9uk8YXPIB+EVI47pyqTlXWA8Y+6Tr470gvIyUeAUoRypF8BLwAZAPjEfqbivKagiCcG42NWueBfDg1FSuGtbFDdEIQvuK7RNJ9qaT1rHSS0FkivSAXqFSoPJWoqvVW9dV3ioGXik2V3SY8BSY+pa7o/AgO7AlXhu9CEwAmj8cew5Y1PB5pJOv5dO+oQkeRyRfBaEZo8nMP77dRUGllJjKzKtCIZdxzfAk9wYmCO3Iu5XmHpqyOgozi4nvH+PCiDq5HlOlj6pcqZRATb40nzASblkD8oZEdt52+Go86BoSg6MegQmi0Vb7MiElWJs6BdzbZP4AoACud2FcgiB4opJqrcPc+N5Rp32d0WTmg5VZrMosIjbEh/sn9STFSf11QXCntKkp1JRoyFqVjU+wNxk3D7TeQ8pkMgZdk87GTxpKKMlg0LXprXw1QTjfBDmZ0wE7geFN5g5gS7wCFCPdRzY26Y4DLumIAC8YFrOZgr0bqCvJJ3bQWHxDT/97tLMRyVdBaOZoUY018dpo7aFikXwVPEpM70iSMuLJ2ZLrdN0vzNfFEXmIoHiYe1Da/aoOhB7TbIlXkJpz6Zo0rdj4bxj2APg7e4IunB0FMAZY1WRuELCu2XVrEMlXQRDOVWyID3kV9veNcz7YxN3jezBjUHyLr/tqXba1Vmx+RT0PfbOTnx+4CKVodCmcR+QKOcNvGcTwWwY5Xe97aSoxvSMpOVpGdFokIfHOklmCcL7qBSQBOc3mmyb+9EglBZozASrgIaQyBWLn67nY9N4/ObFhGQCKr30Y/+SXhCU7aVDciYnf7oLQTHSQDyqFfYmBxDA/6+eVGj0andHVYQlCu5LJZEx+bCwzX5nMxQ+OJCiuoSmIDNJn9iIkQdw8nzXvQOg3B1JngKLZM87mXWnNRvtkrNBOngKuAfogNUR4BOkGuSlxJFgQhHOnVjqW6KnQ6Hlx8QGyClv++b75mH25gpIaHceKa9s9PkHoaOHdQuk1qYdIvLqKvg5qCt0dhQf5EIht+FwGXIvUsLXRPOD7Fl5rAEIQiddzU52fbU28Aph09Rxa+pkbI+oYYuerIDQT7OfFvCmpvPPHYXQGM8lR/tw6tjt6o5mnf9zLqoNFqBRybhzVldvHiQ6eQucWnRpBdGoE3Ud1oeRoGT5B3gRG27oza8rq2Lv4INpqHSnjuhGXHu3GaD3AwL/ByfW2cdJYCBM/R9qfP9C8MeVDwJtIx8mSEU0RBEFoDykxAaw/UuJ0bfeJCnpEOy8l0CMqgL0nK61jHy8F8SHi1IkgCK3Y9gH8+U/Q10LX8XDVQvAJdndUnVw48AtSaYEQoOmJhUPA1lZeK0O6pxTawmw0kPXHd5Rm7SEydRDdJ16NXK7AZNA7XGvS69wQYccSyVdBcOLyoYlMTo+hrFZPl3A/jhXV8Mj83WTmVQGgN5r5ZPUxhvUIp0+8+IUndH5yhZyonhF2cyaDiUWP/kFNkbQTJ2t1NtOfGS8SsM6YDHBqIwTESo20WtL/RvAJgYM/S9cNvdd1MV7wrgCmIHWnTXJvKIIgeIzrRiTx3cYT1BtMDmu9W7hH3HKslILKekL8vKjQ6An2VfGP6Wn4eYu3ZoIgtKA6H369DywNP2uyV8KGV2HCi+6NyyPIAWdH3J013I5CqvnqA9yFOEnVdts/e55jKxcAcHLjr9QUnWLgjQ8T0qUnkWlDKc6UEt0yuYIekz2vNJj4DS8ILfD3VuHvraK63sDdn2+lut6x1MADX+/g0zuG2ZUlEITz3ZG/jpO5PAsvPxUDr+xLdK8Ip9fl7yuyJl4BLGYLR/46LpKvzVWegC/GQmWONB7+EEz+d8vX97xU+mjq0CLY9KZUH3bkPyF5ckdFe4EpBPYAvZF2MvgDlcBjSE24xgI3I9WJFQRBOHMH86sdEq9yGQT4qPhx60mSL+2Nl9JW6e1AbiUP/m8nJrMFAF8vBZ/dMYyTZXVsPFLC0O5hou6rIAhSk9Y1z0BdKfS/BUKTbYnXRsX73RObxzICW5CSrkOBnsAIYGPDuhp4BSnh6tUwFtrCYrGQvfYXu7ns1T8z8MaHARjzyIdkr/kFTWk+CRmTCevexx1hdiiRfBWE09h8tNRp4hWgRmvki7XHeXK2ZxWDFjo/i9nCyZ15aErq6DI03tpA6+T2PFa9vdF6XcGBYq77aBY+Qd4OX8M7yPGGorHDrdDE+ldsiVeATW/AkLshtHvbXp+/A76/DCxmaXxiLdy9DyJS2z3UC8sK4HGkhggypF2vh4BcpBpdAAeREq83uyE+QRA8QV55ncOc2QJVdQaW7c5n2/Eyfrh/NGqV9JDnrwNF1sQrQJ3exL1fbCe/odlrcpQ//70tAz+1eJsmuJ/JYOLE1lz0dQaShiXgHaB2WM/ZmouhhXXhLGmr4KsJoJNOXZK7GWZ/DT6h9v0DekxzT3weqR64DTjSMO4FfAzMBcIAX6R6sC03UhRaJpPJUPsHU19RbJ1TB9pOhyjVPvSYdK07QnMZ8VhVEE4jyklSqqnSGs+rR+JOVboqXtj8HFcuuYx/rv0HJ6tPuDukTunPV9fx+3OrWffhVr6/ZzElx8oAyNl6yu46o9ZI3p4Cp18jonsYyWOSrGP/CD/6zhAJQQc1+c0mLE7mnNDXwc83w6cjbIlXkJpwZTnrqiqcmfeREq8AFuA3IBtb4rXRahfGJAiCpxnRIwK1quW3VMXVOlYfLLKOI53cVzYmXgGOFtWyfK/z38uC4Epmk5klj//Jn6+uY817m1kwdwk1TZrCmU1mFj/2Jysa1+9dQm2Jxo0Re5Cc1bbEa6Njy2HO79BtAkSkwcUvwOA73RKeZ/odW+IVpAf0rwNzgCVITbdWuCEuz9H/+n8ga2hGLFeo6HfdQ26OyLVE8lUQTqNfYgiXDoizjtVK+/9spqTHuDokj/bR3g/ZUrgZnUnHofKDvLLtZXeH1OmUn6wke9NJ69igNbJ30UEAgmIdG384m2s0/sFRXPbvqUx9YhxXvz8D/3BRYsNB+hz7cUh3iB9++teteQb2fAkmxyLzhKW0T2wXtJo2XidqdQmCcPYig7x558bBjOoZQYifyuk1x4tqeXf5YT5fc4zRKRGkJ9p2+/SMCXC4vqa++UMiQXC93N0FFB0utY7rq7RkLs+yjk/tyqf4SJP1Si2Zv2chtANn94GVOZD1m7QDdu4BuOgxkDmrSSqcHWf3jauRHuA3+hypNIFwNpJGX8ql7/zB6H+8y4z/rCBh6ER3h+RS4jyLILTB47P6cMPortTpjIT5q/lmQw4FlfWM7xPNpL4i+dqeMssO2I1P1ZykRl9DgJfjmxPBOZOTph8mvbSzMm1KCrm7CsjdXYBcISN9ZhoRyWGtfr2IHq2vX/B6XwGyhbD3GwiMk2q2Ktrw6/XEOufzA24Vx8jaxSykm+TWdAPudkEsgiB4sn6JIRSna9lytNRhTa2Q8e2mHAwm6Q38st15fHPPSHJKNezKKWfz0VJk2N7eeynlTBT3lsJ5wGQwO87pTa2vGx3vQYWz4BcJg++CnZ+C2QAyOZxcL33s/ERKvqrFe6P2NQn4FGjcva0Emp9wNWCfjBXOlF94DNqqMvYteBe5UkXK1BsIjO3q9FqjXkt17jEC47qhVPu4ONL2J5KvHsyi1aLbth1lYgLKLmJnT1sUV2vJLqmlT3ywXa2tY0U1VNcbSE8MQSGXMW+qOHrdUXqGprIxf4N1HOcfh7/K340RdT4R3cOITougMLMEALlCRu9p0hN0lbeS6c+Mp6aoFqW30mmtV+EspF0ufZyJ+GGQu8k2VgfBnTvaXitWaFAAfIbUXGsycEnD/D1Iu1p3AGlI9V6XIt36XA3MBBJx3slWEASh7ep0Rl5adMCaYG0U4qeif2IIqw7aatzlltfzt0+30DM6kCW78hy+llxGiztoBUeFmkIWHllAaX0pY+LHMi7xYneH5DESBsYSFBtAVb60I1DpraTXxGTreqKT9dQJyU6/lnAGtrwHfzwknYwK6Q5xGbD/W9t69Sk4shT6enZ9TNeLBr4E3gQ2IO1wbb7L9XJA/Hw+F1W5R1nx1PWYDdLJv5wNy5j+xjJ8gsPtris6sJX1b9yPvrYKL78gRs57g+j0Ee4Iud2I5GsnYqmvp/rfr6Nbtx5V7zQCH30ERWSk02sNWVmUXnUN5uJikMkIeOhBAh+Y5+KIO5dftp/itWUHMZkt+HsreXPOIPomBPPsz/v4dbdUvzEpwo8PbhlKiJ+Xm6P1XHek30WdoY49JbtJCkzi/oHzkIkjNWds2tPjOfLXcWpLNXQf2YXwbqF26wFRp09om4xmdn6/l5Pb8whOCCLjhgH4R4iyA+1m7NNQnQsHf4KQrjD9fZF4PWNG4C6gMYGxCagDgoEEpETsJU2ufxCpwZZ46CAIQvs4VaZh9cFi6vT2O/4iA7yYf99orvvPBofXHCmo4UiB89IoWoOZwiotXSPEg+fTMZqN/Gv9oxTXS8ntncU7kMlkjE0Y5+bIPIPSS8GsV6dweOUx9HUGUsZ2tStVpVQr7dfHdaMyr4p1H24BIH1GL5IyEtwVfudUV2ZLvAJUHHO+w/XIMin5mrtVKkfQfSL4hLg0VM+zHFgA5DhZmwaMBia4MiCPdGLDMmviFcCgqSZv+18kT7jK7rodnz2Hvlaqe6zXVLH9s+e45K3fXBprexPJ105Cv38/VU88iX7rNgAMBw5gPHmSiB8XOr2+4r6/S4lXAIuFmrfexm/O9SgiIlwVcqeiM5h4948j1u6ztVoj7684wtyJKdbEK0BOiYYftpzgjot7uCtUjxfqHcqzI5/HYrGIpOs5UKmV9J56bnVDt3+7h90/SmUgSo9XUHmqisvfnN4e4QkA3oFw1QKwWETNrrOWiS3x2uh1bI22rgceaLImHh4IgtB+lu7K48VF+zE7OYVaWW9EozNSWKU946+rd3KcW3B0pOKwNfHaaH3eWpF8bUfeAWr6zUpr03r5iUqWv7AGS8N/EIWZJVz2+lSHDQBCK6rzHHsBKNSg8gVDnW3uwAJQqmHXZ9JY6Q3jX4SM+0GucF28HmM78HgLazKkB/2xrgvHg6kDHX8eqAMdHxzUFufajTXFjidFOhvRcKsT0Hz7HSWTp1oTr430m7dgrqpyuF67YiWGffvsJ41GzOXlHRlmp6Y1mNDo7I8VlNXoKKtpXucFSp3MCe1PJF5dz6A1krk8i50L9lFVUMOJrfa/9EqPV4guth1BfK+fg0gcb2Wa7j6bDzjWYBQEQWgP76844jTxCqA3mlmyM5cA75b3ungpnL8Ve/bnfU7nBXth3uHImpWOCfdxfipQOHuFB4vZ9u0ejm86icXScr3Lk9vzrIlXAIvZQs6WU64I0XNE9nFsttX3Wojubz9nNsCuJnXtjVpY/iDMn9XxMXqkFvowAHANtsSrHtFw69x0HT0TvwhbM/OoPsOIGzjW4bqEjEl24/iMzt+cS+x87QRq3nrb6bw8OgqZv+ORJO1axx8eithYVD17tntsniLI14vhPcLZlGV7kz4lPZYh3cLwVyupbZKYHdtL3NQJnsditrDk8T8oOSo9pNm1cD+RKeFUnLI94FH7e+EtasQK55Vo4G/Ax4AZUGPfHMGE1Dgh3PGlgiAI58BisaDRtv4mvLLOwLypqbyyJBO90Yy3So7OYMYCJIT58uq1/fl7Ke44AAAgAElEQVR1Vz5fb8ixe93Z7Ja9EEX5RXFVz6v54fACzJiJ84/jipQr3R2WRzm04hhr3rXVp+89vSej7hji9NqguECHuR3z91GWXcG4eSPx8hW1Mk9LLoc5y2HNM1B+TOonkHE/KH3g1EbbdeG9oPSg4+uPLIWCXRAzwHUxewRn/XHuBUYByUj3mK8DPwFewC3Aza4KzqPsmf8GmhLbLtaki2YiVzr+bBhy+1P4hERQcmgn4Sn96XPlXFeG2SFE8rUTsOj1DnOy4GBCXnkFmcLxWIGqdy+HueDXXumQ2DzJ81f045uN2RwtqmVYcjizB8dTWWdA16xr5/7cKkakiASs4Fny9xdZE68ARp0JnyC1tZGCl5+K0fdkoPQSR5mE883fgBlACXASeLLJ2kCc31ALgiCcG5lMxqUD41m49WSL1ySF+zK9fxwje0RwskxDz5hAquoMlNRoSY0NQiGXcfu4ZL7ZmGO3g7ZnjGMSS3Du+l43MKnLFCp05XQPTkYhE/cp7Wnvoky78cHlWWTc0B+Vj2OyJGloPCkXd+PIquN2DeFztuSya+F+Mm4UCcE2CUmCWU12tZqM0s7WuAww1kO3CTDqEfhupn3j1kZGcUqzbSzAL8BWpATraKQdsArgSmzJ1UPAW0ilCQAMwHvAYKCP68LtxLTV5dSXF+EbHsuxv360Wzu87Eu6jbHt2DYZ9VSdzCIgugv9r/+Hq0PtUCL52gn4334b1S+9bB37Xn89wc8+jczbtgPNYjaj27wZzZdfY8zPR9mjB8bsbGQqFQH33Yv32LFuiLxz8fNWOtRyPV5c49C59lB+tSvDEoQOUV1US3VBDVG9IlCplcgUjkff1QHeXP3+DKrya/AL90WlFr8yhPNFPvAZUAhMBGYCUUg3wUHAaiAeuMJN8QmCcCF4YGoqyVH+HMitol+XEBQyeGVpJtqGmq2vLjuETCZn9pAEghuatUYGKYhsOEWi1Zv4x3c77RKv3SL8eebyvi7/u3RmEb4RRPiKvhYdQSa3vz+UyQC583JJMrmMcX8fQdfhCSx/YY3dWsnRso4K0fMtfwC2vmcbJ4wEvwiY8xv8+TDs/BgsDXWi44dBfIZ74ux0PkI6OQXwJ9L95DKkna2NNUhPALdhf6qq0SFE8vX0Di37gj3fvIHZZMA/2nFDhNlksH5efvwAa165C21lKUq1Lxn3vEjisMmuDLdDiXfSnUDAvXNRpaai27IFrwED8Jk21W7dXFtLyazLMB5sdvTAx4egl17A70px/KYt9udWUlBRz9DuYQT5SjfIqbFB+KmVdvVgB3UNc1eIgtAudi3cz9b/7QYLeAepueTZCcSkRRKdFkFhZgkAKh8VfaalIJPJCHZyjEwQ3McI3I2t0dZmpLqvlzaMRzZ8CIIgdCyFXMaswQnMGix1dM8rr7MmXhst253H7CHOO74v3ZXH9uP2PRkenJZKRKAo8SOcHwZc3puVb2yw7mTtc0lqiw/jzSYzubsLMBnMePmp0GtsSZW49GhXhOuZdn/hOL7kffAOgks/hKFzYf/3EBAL/W8SvQTabGmz8UrgCcC3ydyfOE+8yoFBHRSX59BWlVkTrwC1hSccrqnOPca2T55myO1Ps+vrV9BWSmUgjbo6tn/2HPFDxiNXeEba0jP+FhcA7wnj8Z4w3ula3fcLHBOvAPX1VM57EGV8POrhwzs4ws7ttaWZ/LhNKgjv763k/ZuHkBITiJ9ayavXDuC9Pw5TXK1lcnosVw9LdHO0gnD2tNU6tn+313oTra3SsWP+XiY9MoZLnp1A9qaT1Ffp6DYiEb8w39a/mCC4xSFsiddGf2BLvgqCILiHv7cSlUJmd2qqTm8it7yO+FDH36l5FXUOc/kV9R0aoyCcieSLuhIcH0Tu7gLCuoaQMMDW8d1itrD9uz0cWZ2NT5A3hjoDlXnSCcGASD8Co/ypq6in+6gk0melueuv0Pn5RYK+1n7cVFRf6UM4QyFAQZOxP9Ku1+bXNBcBXI708L8eEN/bLakrK7Tb2dqSo39+T49J11FbZN/sWVdVhlFXj5dvQEeF6FIi+eoBTMXFra5r/1whkq+tKKis56fttk6ctVojX63P5vkr+wEwqGson98p/v3cpUpXxapTf2GxmBmbMI4Q71B3h9SpaWt0mI32u3LqyqU3egqVguSLurojrAuH2QwrHoEdH0k7Fsa/COnXuzuqTiYCacdB0+/jlnbUHATWAolIx8nEbY8gCB0nyNeLW8Z056O/jlrnjhfXcu1763nrhkHW01OH8qtZd7gY72Z11L1VCob3EA0CW1KhrWD1qVUAjEu8mGB1sJsjujCEdwslvJt0/110uISTO/IJSQiivkrLzgX7Aagt1ti9pqZYQ/qsNPpMFw2fz0ptMSy+DY79CUGJIFeC2QhyFUx6zd3ReYi5wEOAFum+8l4c7xOnAYuAxtrHA4ExwJtNrnkYqUas0FxwUireIZFoK1rPVwHUV5aQMGwSh5d9aZ2L6jvcYxKvIN6FeATfmTOp/eBDMJmcriuTk10cUeei0Rmx2Jd1pVZ7+ic0Qser0dfwwOr7Ka2Xjh/8fPQn3h73HiHezp5CCm0RHBdIZEo4xUdKrXMp47q5MaILzJ6vYGPDTbOuCn6+EeKHQ6j4/6DtooA7kOp0mZASq7c5uW4N8H/YkrRrgJedXCcIgtB+bh3TnYFdQrj7823WnkMGk4Wv1+cwqGsY6w4X8/B3u6x1XvsmBOOnVqBWKbhhZFdRcqAFVboqHlh9P+VaqUzDomO/8M64dwlUB7k5sgvH0bXZdiUI/MNbPyGl1zg2jRba6Lf74EjDsfjyLAjtAZNfh9jBEBDj3tg8RgZS6YG9QA/A2b+rD/AFsBMpddYPmNTsmk8RyVfn5HIFfS67i+2fPnvaayN6DSYybQhefoEU7t1IcJdU+l51LyajnvryEvwiYpF18pIacncHIJw7VVovwn9ciNfw4SgSEpDHxYFc+r/We9pUfK+43M0Rnt+SowLom2D/5HzGoHg3RSM0tS5vrTXxClCpq7TueBDO3tQnxtH/st50HZ7AuHkjSJua4u6QLhwn19uPLWY4+rt7YunUbgFuB4YAswBntbi/w3537AqkBl2CIAgdx2S2UKMz0uy5PkaT9PPo+00n7Bps7TtVySOX9uaVawbQJ0Hs5GzJmtzV1sQrQLm2jLV5a90Y0YVn7+JDNP3Gri1zLJvRSOWtJHmMOE111k5usB+XZ0mNtkTitZ0FAxfhPPHaSA4MBvoDMqD5Ji2xaas1XcfMwjf89N+3+dtXoVB60efye5jwzP8YfOu/KD92gEX3XMyS+yaw7IFpVOUePe3XOZ+Jna8eQj1kMBELF1jHprIy0OtRxIgf0G3x1pxB/LjtJAWV9YxLi2Zod+dNtTYfLWXh1pN4KeRcNzKJPvHiJrkjKWQKxzm545xwZrwD1WTcNMDdYVyYEkbArk/t536fB4Y6GPkP98TUKb0NfNvw+TYgC5gKpACNR3abP1+WAeLnhyAIHSe/oo77v9pBbnkdMmx5KrkMrhomdXlWOOkeL2+he7xg4/Se0Mmc0HFkTr53EwbFcnJHPmp/L/rNTkNXq8dsNNNrcg8Co/zdFKkHSBgOmQtt47Ce4CNO/p0frkU6fdV0LLREqfZh0vPzyfrjO3S1lcT0HUlVfjZ7v3vD7rptHz9N7KCxKL2k0x9ms4ktHz6OrqoMgJqCHHZ++RLjHv+0+f9EpyGSr+c5U3kFurVrUMQnoB7c9o56ijDnyUPBOT9vJTeObv3Y78G8Kh76Ziemhu0KG7NKWXDfKCKDxPGwjjIqbjQ/Zi2kUCMVQ4/wiWBswjg3RyUI56D/zVC8H7a8CxajNGc2wMpHIX0OBIhuwG3TvEPtbw0fSuBpYApwI9IxsYZ/Zy5BqhcrCILQMT5ZdYzccmk3oAVQyODKjC5M7BtN74YH9ldmJLL1WJk1MRvmrybUr3mTF6G5MfFj+PnoTxTXFQEQ7RvN6LiL3BzVhWXA5b354+W1WBreC6VN7cmoO4agrzOg8FKgUIpDte1m6rtSk61jf0B0f5jxqZTtbkl9Bax4FE5tlB70T3gZfMQmobbZC3wEVAMzkZppteZOIBXYh1SGYHSHRucJfEIiSb/679ZxPHBsxXw0JfnWOb2mCm1lKf6R0glkY72G+vIiu69TlrUPfV1Np60DK5Kv5zH9/v2UXnEVlpoaAPxumEPwyy+5OaoL16rMImviFUBrMLH+SAmXDUlwY1SezU/lx1tj32F93josWBgZOwp/L/EUvaOVHC2j4EAxkT3DiU4Vyap2JZfDlDegaC9kr7TNm43SDtjZX4JS7b74Oo0QpJvk5oxITRAmA8OA+cB6oAsw0mXRCYJwYVl7qJhPVh0lp9S+6ZDJApPTY+gVZ6tLWlKtsytJUFqjY8qrqxjcNZSHpvUSNV9b4O8VwNvj3mV93jpkyBgZNwo/lZ+7w7qgJGUkcMXb0zm1M5+QxGASBkgnLL18VW6OzAMFRMOc39p+/eLb4eBP0ufF+6CuFK5e2PprBKASqdFWYwmNTKR7zIubXVcHvA5sBLoh9RQY46IYO7+KE4fZ+eVL1ORnEzf4Ygbc+DCJI6ZzcJFtB3FQfLI18Qrg5RdIeMoASo/sss4Z6mtYdPdYprzyEwHRXVz6d2gPIvl6Hqt97z/WxCuA5n/f4H/vXJTxoh6pO0QH+zjMxQSLG+T2kFmWyQd7/kNebS4Z0cO4d8D91htqX5Uvk5ImuznCzktfp8fLt+07ajKXZ7Hu/S3WccZNA+h/We+OCO3C1vtK++QrwIHvISwFLj59UXrh78AjgLNmHpVIjbiUQFLDhyAIQscoqKzn0e932z2gb+q1ZZl8dFsGSoW0K7CsVudwTa3WyOqDxdTpTbxz4+AOjbcz81P5MTlpSqvXGMwG1uauoVBTwLCY4XQPtjUeNlvMbMzfQE5VNv0jB9InvE9Hh+xxQhODCU0UOyrdQlMqNW416aHfDRAYZ1s7vMT+2sOLXRtbp7UDW+K10Vock69vA4saPi9BSr7+0LGheQiz2cS61+6x7nI9+ud8lN6+pF/zdywWM8f/WoheU01V7lF+uHkwfa+8j9TpNwEw8oG3WPbANIxa24NNo7aOg0s+Y+jfnnHL3+dciLMB5zFzba39hMVil4xtTf2SpVQ8/Ciab77FYjSe/gXCaU3rH8vgrqHW8aS+0WR0D2/lFUJbGM1GXtn6IieqczCajWzIX8/XmV+5O6xOrzKvmh8fWMbn1y7g+3sWU3K0jNoSDfo6x6LwNUW1GHTSz4ldP+y3W9u18AAWi/M3lEIbnFgHy+6F9a+Atso2P/hOGP2Y4/XHV7gutk7tIqTSA28Cs5utTUI8WxYEwVV25ZS3mHgFyMyrZtvxMut4ZErLJ0q2N7lOODuvbn2Zt3e+yfeH5/PQmgfYUbTduvbR3g95ddvLLDjyPY+tf5g/cpa7MVJBOAPaavhoMPzxkFSq6sP+UJVrWw9Ptb8+opdr4+u0kto4t7XZOBsobu9gPFJt4Um78gIAWcu/pa60AP+IOPS1VdDwXtNYr2HXVy9TcmgnAL6hkSi9fR2+pkHTtpzY+Ua8OzmP+V1/HbpVq61jr8GDUfWy/SA1lZRgKihA1acPMrmUR9fv3Uvlw49g2LsPkJ7j6HfvJuS1V10ZukfyVil47+YhHCuqwUspJyFMHHVqD4WaQip0FXZzB8sz3RSN51j34VZKj0v/rpV51Sx+7A+MOhNKLwVDbuhP+oxe1JZq+P351ZRlV+Dlq2LUnUMxau0f1phNZqlwnegFcuayfoNvpmNtuZL5I/xti61m16hHYeO/pR0MjaL6ujzMzisUqc7WCKA70u6F3ojGB4IguFJKTOBprzGYbMnZ1hK1PaJP/7WElhVoCthSuNk6NlvMLD62iEFRg6k31jskWxcd+0WcrhI6h4M/QtUJ27iuYRfsRQ0P8i/9Lyy4AmryISAWLvnQPXF2Ot2BO4BPkU5NJQAznFyXCpxqMo5Aug8VTscvPBYv/yApydrApNey+T+Poq2pcPqaQ8u+ICJ1IAApU65n7/y3mqzKSJ54TUeG3GFE8vU85jN1KuHfz6d+6VIUiYn43TAHAMORI9R+/Al13y8AkwlF166Ez/8W9AZKZ1+ORau1+zp1Pywk+LlnkXmLI/LtoXtU5yzwfL6K8osiRB1il4DtFSqe1p6r0mPldmOjziT9qTex+fOddB2eyPZv91CWLf276+sMrP3PZszN3hSmjO3m0N1WaKNVT0PTyn752yB/B8Q1HCktO2yfeAUISnJRcJ5EAVzT8CEIguBayVEB3DepJ5+uOYrOYGZkSjjbjpVTb5B+7yZF+DE82XZSqlukP35qJRqd/cPOpAg//jVLlPk5E/m1eRRqCkkL641KoeKjPY4JJ4VMAYAcGTKZzO7XsrJhTTg3JcfK2P1jJgatgbTJPUjKEP0w2p3cSdqm6VzCcJh3AipzIDgJFCLN03ZmpMQrSAnWV5ASsp8jlbKaAcwDipCacwUD4cAzwC1INWCFlii81Ay98znWv36/3Xzpkd3Y/UBuIn/nanQ1FagDQug9+068g8I4+uf3KLx9SL/qfiJ7dc7yPC77r9JgMPDYY4+Rl5eHXq/n7rvvJjk5mUceeQSZTEaPHj146qmnkMvlvPfee6xevRqlUsljjz1Geno6J06cOOdrOyP1qJGoR9mahFQ++RSaTz+zu8aUnU3NW2+jiI52SLwCyHx8QCl+ALeXY0U1fLgyi8IqLeN7R3PjqK7IRXLqrKnkKh4e+qhU87Umj6ExGczpdaO7w+r04tKjyd500umaxWzh2Poch3Wj3uRwbUCk2OF9VrJXQ37zI0qAthIWXAmlhyGkq+N6010NgiAIQqdw/cgkrspIxGg24+OlJLe8juV78/H3VjG9fyyqJl3gfdVKXriqH2/8epCCynrG945m7sQU0WjrDH136FvmH/oWCxYCvQK5MuVqdhRvt7tGIVMwO/kyANRKb2Z0n8mPWVITIjlyrki5yuVxe5r6Ki1LHl+BoV4qa3VqZz6XvjCR2N5Rbo7Mw/S6DNa9BKUHpXFAHPS/2f4ahRLCkh1eKpzOsmbjv4DtQONOzc1IZa4+A34H/oWUlD3YsLYIcDwaL9gkDJ1IWI9+lGXtaTLb8ikQs9FAbVEu6oAQALpffAXdL76ig6PseC7LyC1evJjg4GBee+01KioqmD17NqmpqcybN4+MjAyefPJJVq5cSWxsLFu3buWHH36goKCA++67jx9//JGXXnrpnK6dOHGiq/6qHcaQleWQeG1kPHac+t9+d7oW+OADyETytV0YjGbm/W8HJdVSs4Sswhq8VXKuGZ7k3sA6ubSw3rx78fvuDsOjjL5nKHKFjPz9RfgEe1OeU2ldU/t7se2bPZgN5tN+HR/RVO7sZDrpMJswCn67D0oPSePifdKuBXOT3U89L3VNfIIgCEK7UinlqBraacSH+nLb2JaTIMOSw1lw/2hXheZxKnWVLDg8H0vDm/dqfTUrTzrWTJ/adTp9I9Kt45t630L/yIFkVx2nf8QAksRpk3N2ame+NfEKgAWObzgpkq/tzcsP7tgm3V8adVLjVp8Qd0flIUKAgiZjb2yJ10Z/IpW62tBsvgKp7JX4eX46I//+Ots+eYaCPeutNV5b4hsWTUhSaqvXdEYuy8hNmTKFyZNtNXUUCgUHDhxg6NChAFx00UVs2LCBrl27MmrUKGQyGbGxsZhMJsrLy8/5Wk9IvlY88FCLa+a6OiyVlXZz8pgYwj7/FK++ooZgezlcWG1NvDZaf6REJF/PkMagwU8ldlR2JJ9Abyb8n+1GYO+iTI6sysY31IfIlDB2fLfP7nrvIDXaKvvvbZ8gb7qPTnJFuJ7FYgH/aMf5oXPhx2b1SIOTwCcMiveDoQ5++zvkbYOM+8FX1JJqGy3wK1L32fGA2PUhCOfCotOB2SydnBLa5K/MQt5dfoQKjZ5p/WN5cGoqSkXbT90dLqjmpcUHyCqsYVhyOI/P7E2ov7oDI+7cavTVmCz2p3WUciUquQqDWUoEKmQKJnVxrOfaL6If/SL6uSTOC0FApL+TOXGP3270dbDsbtj/PQR3ganvQvIkd0flYe4DHgTqkUpZzQE+bnZNbLM/m4rpuNA6OV1tJVs//Bf5O9fiFxmPUa89beIVoNeM2zDpdciVKhdE6TouO4vv5+eHv78/tbW13H///cybNw+LxSLV3mlYr6mpoba2Fn9/f7vX1dTUnPO1nZ1+714Mu3Y5zCtTUwl89BGMBw44rAU99qhIvLazuBBfVAr7EgNJ4Y43HYJzJ6pzuHflPVy77Crmrryb7Kpsu/UafQ0LDs/nwz0fsK9kLwWaAsyW0+/OFE4vfWYaV7w1nWlPXkziwDiH9dSJjgmr9Fm9UHqJemhnJHcLvJsCq54A6wMGGQz8m7SrVd2smUrcUDBqwaABLFBxDNY8Ax8PBb3G1dF3UvcDLyLdKM8BHH9XCoLQNtVvvElB777kp/Wh8l9PYDGL38GnU1aj46mFeymorEdrMPHTtlMs3Oq87I8zFouFf/2wh0P51ZjMFjYcKeHN3w51YMSdX0JAIikhKXZzU5Km8tzIFxgWM5whUUN5avgzYmerC8T0jiR1ku0eMrpXBL0m9XBjRB5m3YtSYy2TDsqOwA9Xgq7W3VF5mCFIpQfeAhYDdwLXY0uV9cLWV+BapOZbNKzPQTz0b9nu//2b3G0rMZsM1BRkU19WcPoXAbu+fpWFtwxh5bM3o60q6+AoXcelZ9ELCgqYO3cu1113HZdeeimvvfaadU2j0RAYGIi/vz8ajcZuPiAgwK5m69lc2+kZHWsxAqhHj0KREO/0CULdL7+gHnMRirCwjo7ughHi58VD03rxzvLD1OlN9I4P4pYxosh2W7276x1O1kg1LU/VnOTtnW/w1rh3Aakj7WPrH+FEdQ4Av2YvBSDSN4onhz1NYmCiW2L2RJEp4fS/vDd7Fx3EbDSTlJHAoKvTUagU7PphP2ajmcRBsfSe1tPdoXY+P98I5Uelzw0aiB8Gl38HIUnS3CX/haV3ga4KotLhoifgP04azFUcg8OLoe+1jmtCEweBnU3GRmABMMA94QhCJ6bbupWa19+wjjWff4HXkCH4znTW+VlodKigGoPJ/j5878lKrhnettdX1hk4VVZnN7fvVGULVwuNnhz+DL8c/ZmC2nyGx47govgxgFTKSnCtMXOHMeCKPhjqDZTnVLLm3U0ExgbQb1Ya3gFiB/c5ObXRfqyrlk5LJQxzTzweKxAY1fB5BTARuArQAE0f9AQDXwNHgCDAyUk3wUpqqnXmzEbpBEPxgS3s+e5Nes24DSwWAuM6d97FZcnX0tJSbr31Vp588kmGD5fuRtLS0tiyZQsZGRmsXbuWYcOGkZiYyGuvvcZtt91GYWEhZrOZ0NDQc762s1MN6I8sKAhLlX39Ec3Hn2C8+GKQyRwSsLqVf1F23Rwifv/VuhNYOHezBicwqW8MVfUGYoLFkbwzcbzqWLPxcR5c9XfCfMLpHznAmnhtqriuiGc3P80nk5zXOxbOTsaNA+h/WRpGvQm/UKlI/OBr0ul7SSpGnRG/MFE4/ozpNdKuhKbKj9oSr6WH4chSiB4AKZfAyIZSMlH9oGgPDhReHRquZ3B2GyNqnAvC2TDs2+84d+AAiORrq1JjAlEpZHYJ2PTE4Da/PthXRUKYr10C9kxef6EK9ArkxrSb3B2G0CDw/9k77+ioqq8NP9MnvXcgJEBooVfpXQEVRQQs2HvFBvb+2cECNvRnw4YiqCi9KjWhE0oCpPfep8/9/rjJJJOZkICkcp+1WOSce+5dO2GYnHnP3u8Ocuf4ugR2flbTbDTrWA7XvHNFC0bVDgjoDcnbasYaTwiMbrl42j2/AosBE6KwutTJGhkgJag0Bv+o/pRmnG144TlI3L6axG2/AaB29yZs0Hj6zH4YN/+2Z/fQbLYDn332GaWlpXzyySfMmzePefPmMX/+fJYsWcKcOXMwmUxcfvnlREdHM3jwYObMmcPDDz/Miy++CMDChQv/09q2jkwmw+eTj0HhWAJs2LYNzxdfALnjP6cpLg7zSal06WLjqlFKwusF0D+gv8PcmZIz7Mvey//i6nrr1JBbmUNGeUZThnZJonHX2ITXmjm1JLxeKGo3MdO1NpGTxL9NOvhmPBz7AVK2w6YnIe4X8dqsn8C7zkmuVydRoJVogG7YNzlwAW5soVgkJNo2mpEjHPaSmlGj6lktUY2fh4ZXZvUl1McFrUrBdUM6Mmto46t1ZDIZ/3d9P3qEeqJUyBgZFcD8K9pfoxGJ9k/CtkS7cU58PiVZbd/+r8WI/Qz212pI7NkRrv8VNJLlXdNQjmg9UN1ALhv4rOXCaQd0Hn0hjYTrJA3WsiA0lheTtGM129+4G6ER3rGtDZnQFqNuAmbOnMmqVataOowGMScnkzNuAphqdZWUyQg5expLdjZ5069CKCqquaZQEBy7D0WQ1HFSouUp0hdy58bbMdfu7l6LSK9IEksSnV57ZcTrDAiUSoklWjnFKbD2IcjcDxETxMYIrr5wdjMsr9P4sed1MGel+PX7naEkpeaaWxA8mSVWNUg0gBnYCeQAY5FKwCRagrayj2yIyj/+oOzDjxCMJtzvuhP326TMQgkJicax4Y0dJO9Ls43lSjnzvrlOsh64EMwGeDdItKmqpsNlcNfu+u+ROE+swKeITVt9geuBV+us6QV818xxtR/S9m1k5+JHm+TZU9/9A+9OUQ0vbEVItXmtHOOhQxQveBpTfDzaCePxXrwImbu7vcAKyASB8iVLHeY9HnpQEl4lWg0+Wl8mh09hXdJap9fn9rgRGXJ+if+Z08U15ds+Gh96Sx5ezYqh3MD2j/aSuj8d7w5ejH5gGME9Alo6rNaPdzjcuMbJfNl8LhYAACAASURBVGfHOc+qxmf6EnvhFaAyH6wWUEi/phtGCYxr6SAuKeJWfsypv79FrlDSe+Z9dJ92S0uHJHGRcJ0xA9cZM1o6jHbP/7ad4ac9ySgVcm4bE8ncyzq3dEgSEv+ZwTf0JftkLvpSA8hg0Ny+kvB6oZj1or9rbUpSYPMzon1Vr1lOq14lzodVwNdVX+cA7yA2zzpTa83kujdJnAdBfS5DqXXFrK9sePF5IFepcfFpe59LpU91rRjBaqXwvgewpKcDoN+0meJnn8f12muo+Opr2zqXa2Yg02ox7Nzl8AzXG6VmLRKti7ui78Fb48PRvCPk6/LJqcwGYFTYaKL9opm/7RFydbkAKGQKhgYP45bet6Gu8r8sNZZishjxc/Fvse/hUmDvt4ds2QuFKcVsfudfbvziGuQKaaPXKBLWQvwfIFOAxQg+keJmOftQzZp9S6AiD/re5Hi/R6gkvEq0SjIObOPYrzUeaAe/fRO/bv3w79avBaOSkGg7fPdvIl9sr/bAs/DB+nh6d/CmT0fJ51WidWIxWSjPq8AjyP2c+0C/CB9u/OJask/k4hXqgWewRzNG2c7QekGPGXDq95q5skzY+Zb49dCHYNqSlomt3RBTZ6wH5gHHgLPAUODm5g6qXaF29aDDkIkk/+skMaXRyPDp3IPSrGQsBh1ypYr+Nz6BxsPnYoXZbEif7Fox1uwcm/BajX6N+MJVDRqIIjgYdb9+uN95hzjXqxeWtDS79blTrsDng8W4TJnSPEFLSDSASqHihh43ckMP0ZcxvSwdhVxBiFsIW1I324RXAItgIcIrgjB3MUPw67iv+PPs71gEC0ODh7JgyDM2UVbi4pJzKs9uXFFQSXlehbSRbgyHv4PfnZXq1rUQECDuJ/DvDjIlCLXsOPrf1oQBXirsBf5E7EZ7E9ChZcNpJ+SfdmwOl59wSBJfJSSqKNWZSMmvoFuwB1qVfa8Gi1Xgm38c7ZWOphZL4qtEqyT9cBZbFu1EX2rAPdCNK54dh19E/aKHSquk48DQZoywHTPzB9j7PmQfgZR/oCKn5tqBZaJ9VVAfcPVruRjbND2ArbXGCmAwkI4owB4CjiBmxEr9MC6U4H6j/qP4KqDx8mPWm79SnHwKV/8QtJ6+Fy2+5kRKYWrFyIODUHRybthvOnAQ15nX4vHgA8i0WgCU3R09L4SSEoqfWohQ2yNW4qJyOruUPafzMJgsLR1Km6SDRwdC3MRuhUq543mQzqwnNjuGgzkHWX3mNyyC+HOOyY5hY8qGZo31UiK4p30ph5ufK+4Bbi0UTRvjwOf1XKjHYr3wLPS+vmascoVe1ztfK9FI9gMPAxsRO9feCehaNKL2QkB3R+/tgO4DWyASCYnWx6a4LK5atJ27v9zHNYt3EJdebHe9uMJIpdFxv9gvXBJeG8uG5PU8t/Np3j+wiEypGWuTIggCO5buFW0EgPLcCnZ9EdvCUV1CqF1hzHMw+xdwq1NibTHCt+NhURgc+qZFwmv73IhoKyBHPKh/DigDvkDsJwDiQf4vLRJde0Ht6vmfn6FQqpDLFfhG9m6zwitIma+tGuOBA7hePwvd2nWYExLAYr9ZM585aze25tlnqtnm8/OxlpSg8JfKtM+XIylFbIrLoluQB9P6h1FhMLNkYzxx6SX0D/fBZLay9kgmAEFeWj67Yygh3i4tHHXbZXjIZYR7hpNSKvpfuqnc+P3MKlaf+Q2VTOWwPr0s3WFO4sKwWqwc/DWOxF0peAa5039WNIYyIymxVZ6v9w+TLAcai8br/NZ3GA4bHqsZmyph19tw3fcXN65LinXYi90FwD4kb9j/TuiAsfSd8yin1tZ4vvp17dvSYUlItDhmi5X3/j6JwSR2Zi6uNLF0YwKf3THUtsbPQ0OXQHfO5pbb5vp09Ca6gyS+NobNKZv4+HBNqXVc/jE+n/yl08N7if+O2SDaDdSmOL20ntUSTcro52DVTXad3wGwGGD9fIieCypty8TWJjEjHtRPABYAHojS2GYna1OczEk0lpRdfzmZlVFvUooTOo2cftHiaUmk31StlOJnnqXiu+UAyNzc8Hl/EUXzHwdr1RuuQoF2wgS7e7RTJlP5088Oz1INGCAJrxfAxxsTWL4ryTb+dmcSHX1d2Xe2AICUfPvNSE6Jnh92JfPk9J7NGmdbI7M8k9jsfQS5BjMkZCgKWU1Jnkah4b0xi9mTtQedWcc3cV8hVL0xmwQTMmS2McCwkGHNHn975egfJznw01EAilJLSD2QyaC5fZm8cEwLR9YGGfuCWB5msn+PQOkiNuTy6w6Fp8Gkg4F3QvgYMYOhNsXJzRZu2yYXeAuxPKwf8DTgDzgrwZN+D14oFqOBk399RdL21Rgry+k4dDIzPt6KUiMdNkpIVJOQVUZJpX2lWVaxY8b9m3P6s3jdKc7mljG8iz/zp/ZorhDbPLszd9qN83R5JBQl0MuvVwtF1L5RaZUEdvcnNz7fNhc+VLLwaRH6zIXAaEjaArsXQWktq0FDiegH6xvZcvG1KczAPcDRqnEo8A3gi2g74ArUbhBV32ehDcCXgAGYjeQP6xxDebHDXMfhU/CN6E3cqk+xGOr8npTJQKglzMoVhPQb2cRRNg+S+NoKsWRmUbG8JuNJqKhAt3Ydvl8uo/zzZSCT4X7vvah62Yt8LlOm4P3eu5QvX45QWAQKBeqBA/F69unm/hbaPBV6Mz/uSbabyyzSkVl07rLVogrjOa9f6sTlx/HCrmdt1gGjwkazYIj961Oj1DKu43jKjeV8duQTu2s+Wl86enREZ9YxLWI6AwKlUteLRep++9I9wSqw/8cjZB3PIftkHloPDcNvG0jXMZ1bJsDWjKEc1twNJ1aCdwRM/xjmJ0HiZnAPEX254n4Csw7yT0F5NjyeDuoqGwdBgIDekHe85pnRc1rme2lzvExNw4TtgBH4CJgLbKEmW2EaEF31dRrwEjWC7ctIfrD1Y7Va2PzSzRQmxtnmzm75BZWrOwNufsrpPSZdBTGfv0BazCbcA8MYfMeLBPcd0VwhX9IIgkDp/71BxbffIXNzw/OpJ3G76caWDqtdYzJbMZqtrD6Q5nBtUGfH8shO/m58MG9Qc4TW7gh0DbYby5ET4NL2Ol63FU5tPkPe6QLb2CvUgxF3DW7BiC5xgqLFP5X58M/r9tdilsIVi1smrjbHTmqEV4BMYDWiRZU7oh3BWkCN2DNgvJNnJAEvANWZyB8A4cDopgm5jVKYeJzso7sd5tP2bqAo+aSj8Ar2wivgERyOxr19VIdI4msrxFpZ6fCiMx0/gWHHP3g9/zzqgY5+a9W43TAXtxvmNnWI7R6TxYrF6pgK7+uuprC8RmBVKmSYLTXr+ndqH28MTcVHB9+3Ca8AOzP+ZWToKEaGjXJY6652Z1jIcPZm7bHNTYuYxuzu0uu7KfDp6EXW8VyH+Ywj2YDYcGvbB7sI6R2Im59kOm/HjlchrqrqoPA0/HI9PJEBfW4Q53a+ab9eXwxZByG8aoMmk8G8DeJGuvCM2EBh8L3NF3+bZn+dcbUXnS+wAjgMeANda615mZpN92HgVWBZ04XYxsk+uttOeK0m59geJ6tF4lZ+TOqedQCUZaWw7Y27CB04jqH3vIqLt5SB3JToVq2m/NPPABAqKyle+DTqIYNRRTn2BZD476yKTeOTzQmU6834ujs2AL1yQFgLRNV+uT5qNnH5x0gtS0EhU3BDj5sIcJXE16Yg+2QuO5butasMLsksQ1esQyU1X20akraL+0nPDjD0QXCpp7FZ9I2O4mvSVudrJZzgLJmqOtP1FUTrqmrqs3I4QI3wWk0skvhqT87xGAddq5ry7NRGPaMsM5HsY3vwDu/epv1eQWq41SpRde2CeoR9hoglLY2Kb78j76qrKX7pZQSL1NypKfF2UzMyyv4DolYl59mrexPoKb4Jh3i7EFrH3/Wvw5nNFmNbY392LNmV2Q7z78S+xYmCEw7zlaZKpkdcyZyoGxgVNpqHBzzK9VFSNmBTMeiGvvh2PvfhgdUikHem4JxrLknS64hQhhLIO1kzDqmT4aTUipmutfEMgys/hVs2wZD7REFWohHULdetXRGiRCwf61pnzbE646NInIO6/nJV+Eb2djoPkJ9wuM4zBDIPbGPtE1diMUsVIk2J8cAB+wlBwHjwYMsE087JLNLx3t8nKNeLjVlqH84DRAV70D/cUTwxW6zEpRWTX2ZoljjbE34ufiyZ8DEfjl/CV5d/y+zujvvCtLJUkkuSmz+4dsbxtQlOLRkFJ8kpzjBWGon94TAb3tjOiXUJCPUIMBJVJKyFbyeITVu3vQDfTqxXtMI3ElzrHGSGStn0jWc0EFhrrAWuAoqA9XXW/lTPM5zZDErWg3U5117xfNj2+h38fu8YDn77ZsOLWzGKl19++eWWDqI1sGLFCubMaT3CjsuV01H4+YFKhSUx0e6a6eAhBJ0O9cABlL71NmXvf4DhwAEEsxlFWBgylWNjIonzZ3yvYJQKGRUGM/3DfXl77gB6d/Dm+mGduGpgB+4Y24WlmxLsMmSLKgzcOa7uB30JgJ0ZOzmaf8TptdjsWHIqs4ny6Y5WqWV/diwL/n2SjSkbSCpJ5JbetzMybBQySZA6L3Li8ylKK8Y9wA25XPzZGStNxCw/zIGfj1GSWUZQzwAUSjkqrYreU6NABvmJBSBAYJQfFfk1nkdypZzhtw1E7SK9x9hRcAZSa/nQyZUQOhhCq2wxwoZC1gEoSgS3QLhqGYRVle3piiFxE8jk4OrMp1Ti3PRBzF4tBLohZizUkyliIxbIqjUeCFzZJNG1B9wCwkjfvwVDSc3Bi39Uf4bd+3q9nq9l2cnkxzsKfhajAf+oAXiEhDdZvC1Fa9lHWsvL0f+9tmZCJsPz2WdR+LbtbJHWyOHUIjYeczxU9vfQcNuYSJ6Y1hOtWmF3La2ggtuX7eXH3Sms2JuCVqWgr1Q1dV7IZDK0Si2nCk9isZrx0og/P4tg4a2YN1h29DPWJa/lSN4RXJQueGo80SqlRkTnS+r+DAqSiuzmgnsH0u+axvnrbnhjB/Gbz1KcUUrq/gzkCjkhvYOaItT2waYFojVVNeXZ0G2aeDhfF7kSgvqL/QUMJRAxEaZ/WmNnJdEAamAKordrb8R+ARGACfge+1OHUGCGk2cEVj2n2jLsOuAWxEZSEtW4B4YBMgrPxmG1mP/bwwSBgtNHCO5zGW7+oRclvuZGsh1orRiNyH190YwahWGTY9e9ip9/xpyain5tVVr8/v3ofvoZmZsb8qBAlCGheDz1JJohki/PhaJWyrlzXFcHMVWpkBNSlfE6JNKPXQl5tmtDu0jllPXRP7A/35/8zum1EmMx65LWklqayv39HuCDg4vRmcWSkEpzJV8eW8bHEz8ltzKXr+K+JKU0hUFBg5jX61Y0Ck1zfhttAkEQ2PjWPyTvFf3nvEI9mPHW5bh4admxZA+Ju8Uyj5xTeVQW6xj/aE2m/eC5fRl4fTRWi4BcIWPP1wdJ2HIWraeGYbcNxM1XshxwYMzzUJwCcT+KY6tZ9IB18YUeM2DlXDi7UbymK4aMWLFpgqEUvr9c/BsZTHoTRi1ssW+jbdIV+BmxXKyxr82XgNcQM177AS82TWjtBLlSxeRXfyT53z8xVpTSYchEvDqc+5Axeub9VBbkkLJzjcM1fUm+kzskLhYuV1+N+VQ85d99h9zVDY+nnkTVtQuW3FxKXnsd05GjqC+7DK/nn0XuIZUO/xf6dvRGo5RjMNtnh1usAreMdt745svtZ8ku1tvWfbYlgen9Q/F2c7QskHBOamkqz+18mhJjCQDXdr2O26PvICZrn51V1YmC45woOI5KruLpoc8yJHhoS4XcJulzdQ8Sd6di0olN5Pw6e3PlKxMbda+uVE/aQftqwNPbkxg4u89Fj7PdoHVyCONsrpquU2B+sti8VS3tzc+fAKCuxZcnYuOs6mxXBXD7OZ5xG2KTLSuiECvhjD7XP0jva+8h79Qhdrx1DxaTWPXhE9GLoiTH6tdqgvuOBEEg+5i9Z2xpZhIBPdpmprckvrZCzIlJ5F51NUJxVWc4hQLq2AwIpWU1wmvt+YoKLIlJWBKTMB45QnDMXuReXs0Rdrvk5z3J/Lw3BbVCzu1juzC1n/0py3MzerN43SmOpBbRt6M3j0+Vyg3qI8qnO/MHPs6q07+Rp8u1iau1OV4Qx0NbH3CYz9eJAvcb+14nseQsABnl6QiCwN19JW/MumTF5diEVxA9uuLWxjN4bl+S9to3BEnak8b4R2vGFQWVJO5OReOhJnJEOCPvGsxIqbnCuVG7Qt8ba8TXak7+Bvkn4XStLDSrEfa8B3sWQUDPKuEVQIDtL8Pg+0Hr2VyRtyPO54NHGPBZ1dcCUpZCw6hc3Og25YZGr1dqXel/4+MYy4rIOmLfnfzwD4voNGIaSrWUidYUyGQyPBcuwHPhArv5oocewbBrFwDms2cRdDp8P/rAdt2ckoJu/QaUoaFop16BTCl9RGgIL1c1i24ayMKfD1NhqMnoGd29fg/SnBK93dhkESgoN0ji63nwa8IKm/AK8MeZ1VzV5WrydHlO15usJr478Y0kvp4nfp19mPPxVaTEpOPq60KnwWHIFY1zLFRpVahcVDbhFsDVx3mlhEQVIxdA/BrQVVWZaDwhYx/4n8OvWyaThNeLzhPAGOAscBliE61zIf2ubAxypYqg6KFMf/9vMg5uxz2wIxaTnp2LHq3nDhk9Z9wJyBzE17a8b5deLa2Q8i++qBFewUF4BcDq3IOtNkJ5OYZ9MbhMmXwRo7t02HM6jw/Wx9vGr64+RrdgD7oG1WSK+LpreP36fi0RXptkQqeJTOg0EUEQOF5wnGVHPyO5NMl2XYYMwYnB1Kiw0RTpC23CazWxObHc7XBqKaErdfSRO7jiGEUpxbj7u1KWW2GbFwSBM/8mk59YiNZDw6Ff4zBWipvl438nMOOtKY3ebF/S+DjJcvKJtBde7RCgIMF+yqwHY5kkvjYLu4F3EO0HJiB2rJU+wJwPgtVK6t71FCYeJzj6Mvy69iFx+2pMlWX4de3Lro+ewKyrcLjPUFpI4ZljBPYa0gJRX5oIer1NeK1Gv2WLeE0QKPtoCWWLFtv2m9rJk/D75utmj7MtMjjSj5WPjuaTzQmcyixlUIQv903oVu/6SdHBHE6pKeXuEuhOZKB7c4TabigxlNiNrVgpM5YyLHg43x3/BqPV0Ve67j0SjcPNz5VeU6MwVBhFr1eF4xpdsZ74LWcxVhrpNqELPmGeKNUKht86gJ3LYhGsAmo3FUPm9W/+b6AtEdBTtKX65TpxbCiF1bdCUD8I7uu4vjwHDn0NVhP0uxW8OzVvvO2aIVV/AMoBFSBVWl4M3ALCEKxW9ny8EIvRgEylRjA56wUgcOSHxUx65XvkSjXWWv0CEjb8QJcJ1zVf0BcRSXxthVgrKx0nnWS/NohMhqqb5D/aGKxWgbTCSuQycFEr8ffQcCCp0G6NIMCh5EI78VXiwpDJZET7R/PYoMd5dc/LFOgLUMgUWOs0dlHIFMzuPpfrus1CLpPjrfGm2FBzMNHJQ9poOKPjgFBcfbRUFtXKsBHELNfwoR0oz6uwefib9Wa2vLfT6XNyE/JZ8/wmOg4Ko+/VPVGqney6JUQCesKoZ2DXOyBYRM/X4Y9BZT6k1T2xrUKmAGr5H0VOdu7tJXGRqQSeAaqFwU1ACPBIi0XUFjn47ZskrP8egFNrvkLj6YehVMzYkSmUCPV4e8kVKjxCOzdXmBKATKtF0TkcS3KKbU7VXcymKnn5FSq+/J/dev2mzZji41F1796scbZVfNzUPDcjulFrZw3thFIuY9uJHMJ8XbltTKTkZ3+ejO84gcN5h2xjH40vEV7iAejro97kjzOrSSiKt8uEndhpUrPH2R4w6c1sXbyL5Jg01K4qht0ygF5X1GRiGiqM/PbEWlt/gEMrjzNgVm+GzhtAr6lRdBoSRnF6KYFR/qhdpX4BDZIRU2dCgOTtjuKrrgg+HwRlGeJ4z/tw/xHw6tgcUV4imBD7CGxEbMh1NzCvRSNqDxQmHufgN280cm0cxopSBKu9BlaSGk967GY6DGl77+uS+NoKcbvpRnQrf7ObU3aPwnziZD13OEGtxnPhUygjIi5ydO2PlPwKnvjhIOmFNaL3tH6hDO/m6N8a6KXlWFoxPUM9UUrZgP+ZCK9IHh/0JM/vehaL4Hi4MCvqeq6Pms2Z4tMEuATyyID5fHjwfUqMJXTyCOeO6LtaIOrWj9pVxYy3ryD2hyOc2ZFkd62ioLLe5qnOyD6RR/aJPBL/TWHWh9MvcqTtjElvwNCHQFcIQVUfxMe9DKfXQUmK4/ruM6DH1ZDwFwT0guHzmzXcS5dEaoTXauJaIpA2RVlWMifXfI2+tAC/rv04velnu+vVwitQr/CqdHFjwE1P4eJdf1m2RNPgs+g9Ch98CGt2DoqwMDxfeB79rl1ULP/e+Q2WhiusJC6MawZ35JrBkkhyodTdLxYZCkkoiifKpzs9fHvQY+gzmCwm/kpcw5ni00T79+Hyzle0ULRtm6N/nCB5n2hXZawwsfPzWDoOCsMjQGzslLQnza4xK4gCbNcxEfiGe+Pu74a7v9QEqtGEOrH5Ch0k9gvIjYPg/qBxh7gVNcIrgL4ItrwAM79ptlDbP6uA9VVfVwIfAiOALi0WUXsgP+Fwo9d6hEbg4hNA5zEzSNq+yjYvWK3s/eRZrvl0BEpt26pak8TXVohm6FB8PllK8fMvIBQWoezVC99PP6b4qQUYY2JrFspkoFSCyWT/AIWCwK2bUUnCa6NYsjHeTngFWHskk9E9ApgzrBMrY9MQBAEfNzXP/HwYqwChPi58cPMgskp0uKgU9O3UUHdtifpYevgjB6uBAYEDmdRpMl28u3LvprvI0+Uhl8m5pddtfHXFtxTriwlwlT68nwvPIHfGPTycjMNZ6Gp5zCk1CpQaBWbD+WXSFyQXUZRWgk9HyUP6nHiGin+qcQ+C+w7BJ9FQZt98gsxYmL0C+t7UvDFe8nRFbKpQWmtOKoc8FyZ9BZtfmmdrlpURu6Xhm2Qyqk96FBoXpvzfCtwDO6DUSL5/zUXFihVU/roSuYcHggBCuXjoYMnIIP+amWB2LpJrxoxG1UvysJdofVSaKvkr0bGRX2JJIlE+3dmSupmtqZvxVHsxp/sNXNttpsPas8VnKdIX0iegr9S0tQEKkortxoJVoCil2Ca+KlTOE1FOb09iyM39JNuq86XXddB7Nhz/RRzLlRD/JyyfAqZK0Qd27u+Qfcjx3qPfwsDbwacLZO6HDsPBI7h5429XnK5nThJfL5SStNNkHNh2zjUKtRaLUY9naCTDH3wLgKH3vELO8X1U5tUcOJgqy6jIy8CrY/02P60RSXxthQhGI6a44yh8fFEMGIDXSy+h6hKJ27x59uKrIDgKr4DbHbdT/MSTCGXluN58E+633tKM0bc9UvMdPekA0goqCfFxwWIVPzwWlNd4jWQW6bjji72U68UPLsO7+rP4poHI5VLp2PlgMOvJrsh2mPdQeTAidCQfHnzfVjZmFax8f+I7JnaaJAmvjUShUjDlmTHs/DyWkqwyPIPdyT7hvCFFYyjPr5DE1/rQl4oZrBpPCB8D216AM+shqC9MeQ/uPwrvdxI3z9UUJ4HZCEqp0UrzokX0e30PyAQmAne0aEStneyju23Ca2NQuXpgqiyzjS0GHYe/f49xz3zeFOFJOKH03fco++DD+hfUI7y63nQj3q+92kRRSUj8N5Ye/sjB/1+GjN8SVhKbHUNsdk3Z9sHcA9wZfTcjw0bhphLFwqWHPmJjygYAfLV+vDX6bYLdQprvG2hjhPQJJGlPqm0sk8vQemo4vi6ezOO55J8pQKFWYDHaH+gfXnWc1AMZXP3GFDTu0h6n0chkUFjr9W01w+5Fop0ViD6w6x+DLlOc37/9FUj9V7xPoYZZK6DnNU0fd7tkOPB7rbESOAH8D9Gq6mGgbQl/LYnZoGPLa7djKKmpklK6uOHTuSd5J/cDIJMruOzhdwjpNwqrxczh799jz9IF+HbpQ4fBE0hYt9x2r6t/CB5hTvpttHIk8bUVUrr4fco/+RQQO9IWJCYR9M92LLm5jbq/4ptvbaJsybPPIff2wnXGjCaLt60zukcgP+xKtptTyGWE+bqydGO885vAJrwC7D2Tz96z+YzoJomCDWERLCw/8S1bU7fgrfFBq9SiM+vs1vyTsYOOnp0cOteaBTNF+iK8NJIA2FiCewYy6wPRLuDXR/+qd52rrwu6Yr3YUKEeFCrJ89UpJenw5bCazFaP0JqvCxKgKAkuXwxyNWLpUhVqD9j9HoQNhS5tz7eobTMY+LnBVRIiLj6B57W+w9BJJG1fbTeXdfgfjv2ylD6zH7qYoUk4oWjB01T+8EPjb5DJ8HrpBTSjRqHs0QPDlq2Y4uPRjhuHqnevpgtUQuI82ZPp6KEuIJBTmU1Opf1hvs6sY+nhj/jh5HLeHbsYvVlvE14BCvUFrD6zivv7PdjkcbdFLGYrhSmOma+rn1rvsFbtJvq5GitqkoIKU4o5tfkM/a6R3kPOi9I0+3FdW7a84xAYjdjxvc6ePTNWFF4BLEbYvFASXy+YScB8RPsBd8SqqR+rriUhZsGuQZLTGkZfWkjcyqV2witAcJ8RdBw2Be+OUWi9fOl02VQ8wyIRrFZilr1Eyk6xyqEsK5nAXkPpPu0W0mM34x4czoB5C5HL297nUunV0goxbLVPx7YkJWHYF4Oysc2z6mTDFj/9LNopU5C7SKV+zrhvQjfUCjkbj2WhM1oI83Wlf7gPz/965Ly8MYsrnHXqk6jLuqS1rDotehoXG4pRypTIkDlYDxzIiWVcxwkcL6jxYuzkEU64Z3izxtue8Az2oDC52Om1ykIdKhclJr3ZYS9XjVeI1GzOKfs/QYX8TgAAIABJREFUtbcUqGsvkHUAvhnreJ+xDLY+J3499kUY/0rTxSgh8R/w79aPiLHXkLTj94YXA52GTyVl91qsRoPd/Ik/vsA9qAPho65ErpC2oE2BOSOTyh9/bHhhLbRTp+J+990AFD/3vHiID5S+9TY+nyzF9aqrLnqcEmAyW6k0mvFylTIDG0uwWzAZ5RkNL6xFkaGIvxP/YkjwUIdrJYaSixVau2PDG9tJO5DZ4DoQRdfLbh/Inq8P2s3rSwzkJuSTtCcNjyA3oiZ0kZq3NkTvORCzpGbsEWbv72o1w7EfQOsnNuSuqErOCugtHvjXpuLCq90kAG6u+gNwT51reUA80LtZI2pr6IpyWf/0deiLHaunCs/GkR6zCQClxhVX/1D+XfQIpZmJyOoIq7knYhj37BcMvPWZZom7qZCMWFohSifdZYvuuRf9zno6ZjeAUFqKfr3jKaWEiEop596J3fht/hjWLhjPF3cNI+ZsgYPwqpTL6NPRi87+bnQL8kBRqzutWiFDJfkaNYpjeUftxmbB7CC8gti99orOU3mo/yMMDBzEtIjpvDLiNakr8AVSmlOO2k2FyqWq26yTH6NJZ6b7xC5c+dokZi6eitZT9EKTyWUMu2UAbn5ty9S82TA6ty45L3YvAoujjYyERGth+ANvEj374UatVbt5MGDeQod5q9nI3k+eIebzFy92eBJVCDodTk+O5fZ7FEV4OJoxo3F/6EF8PlgMgLW42L4Bl9VK0YMPU/nHn00ZcrukTGey2Vol55VzMLnQ7vrfhzOY/t42Ln97G/OX76dMJ73/N4b7+j2A/BwfX7UKrdN5g0VPT9+ehLmH2c1P6jT5osbXXihIKmq08Arg4q2ly9gItB41HrpypRx3f1d+X7iBw6uO8++nMWz4v+1NEG07Y8p7MPENiJwMo56Bew7A6OdArrJfpy+A636CB+Lg9n9Fe6v+t9mvGXB7s4Xd/qnr9aoBOrREIG2KxO2rnQqvHqERVBZk2cZmQyX7v3qN0oyzIAhOG7duevFGKvKzHObbElLaQSvE65mnMezdgzWz5sVlLSykctmyc98ok+F6/SzMaekY9+yxv3aOUmIJMFus/LQnhcMpRfTu4IW1zgcXuQxWPDyKz7ee5lhaTVmTi1qBzmjBaBF4YeVRrILA5X1D6z5eohZdvLuwJ6vmIMFZ1ivAnqzdzF5zHQ8PeISXR9T4z5Uby/nt9K+klaUyKGgIV3SeKgmyDaAvNbD6yXXoS8UsNIVKzuXPjSPu73hSY+0zSDKP5TB4bl8OrzpOUI8AQnoHEjU+Ehcv5x9oJIABd8D+z8BiaHhtfQhSZ3GJ1k/dkjFw9HcF2PH2fQy97//w7tyD4uRTDvck//MHA29ZiNpdspC52Ki6dkEzahSGnTttc96L3qPi+x8wHapp0mJJSSHgt19RhNTyu3Qm2losFD/xJNrx45B7ejZl6O2GX/elsHRjAgazFa1Kjt4kvr+rFDI+v2MoIT6uvPXncUwW8ee990wB3/ybyMNTHJMvJOzpF9CfUPdQ0svTnV7XW/TMiZrL9vTtNhsClVzF5PApKOQK3hj1Fn+e/YNCfSFjO4xjYNCg5gy/zSCcR+mfxkNDr6nd2L0sltC+QSiUChRqBT0v78r+H4/a2VmlH86iKL0Enw7Se3+9KNUw+hnxTzUTX4cDn0NlHRHLaoHAWpmX0z+GgF6QsU/sPzCobramxIVzD5AAHEG0IXgSkF7HDeLkvaTv3PkE9hrK5hdvtJu3GHQOa2tTlHicw9+/y8j5iy9qiM2JJL62QhShIXg++ijFC5+uf5FKBUol6MQXqTw0lICVv6AMD8eckUne5VdgLSoSn9e5M9qpVzRH6G2WD9afYmWM6LGzKyGPfp287a538HVFKZexOa6On1Qdg/k/DqRL4us5SClJZs3Zmi61GoWGqRHT+f3MKqfrjVYjiw8sIsIrkhC3UFbE/8xfiX9SaRZ9M2OyY6gwlTMranazxN9WObnptE14BbCYrGSfyGXsQ8NZfutvdmsN5QZWPv43hlLRRiMlJh2PADciR0p2D/US3BemvAvrHmncerkS3ALt7QmGPwoKVf33SEi0EBaTkZy4vajdvQjsOZjTG2qVtMtkDLnrJXZ/9KTdPcbyEna+9xCjF3yMrjCXYys+wlBWVHObUolMsh1oMrw/XkL+VTOwpIqNcgzbtyNzrVO5oFCIe8layH18cJ07h8of7G0LBJ0Oc3Iy6r59mzTu9kBBuYEPN8RjrhJWq4VXAJNF4P6vY1l800Cb8FrN2Rz7AwwJ51isFspM5edcczD3AO+OeY/lJ79DZ9IxNGQYK+J/psJUzpTwK7i1t5QN2BD+kb6E9Qsm44hjU9xqVFolA2ZH49/Fj7Uvb7FZVmnc1dz4xbWoXVVOewUopf4BjaOyAFL+Ff1d/brCZU/AllqCrHswdK2Tua1QwWXzmzfOSwYfxGZbeYAnYuarRENEjL2G+HXLMZSK1R/uQZ2ImnozSo0r/t0Hkh8vWpXIVRoQBKzmc9s4FqcmnPN6a0fa+bZSXGZcTfmyLzCfPev0uve772AtKcF85gzKbt1wm3ktch8fAGQyGerBgzEe2I+yazd8Pl6KvO6mWwIQM153n85nzSH77L/jGSWE+biQUSSK26kFlVz/0b+olQr0JouzRwHg6SKJJ/URX3iKZ/5diFmoKSMwWAysOfvHOe8TENiZsZMKUzlrEh1LH3ekb5fE1wbIOOykREMmw9XbhaAe/uScqjlJN1WaHA4pT+9IlsTXhjDrG14jk4sZrlazKLx6R0C/WyFsMERNb/oYJSTOE11RLptevImKXDHLrOOwy4me9SCnN/6EUuNCn9kPEz5yOrFfvuKQ/QoQ89kLXPH2Klx8Atm56BEEq/j7s/u0W1G5uDXr93Ipof9zjU14BdCt+Qv1sGGi2FrVF8Dtlnko/P0d7vV+602s5eXoa1kNyH19UfXo0fSBtwOS8sptwqszDGYrFkHAy1VFSWWN1cDQLo7/FhKOxBfFU2Jw7l1fTXpZOq/tfYXTxacB2J25CyuiCH4s/xipZamEe4YzNHgYWqVU1VMfA2b3qVd87TUtilF3D0Eml7Hj4712vQIM5Ub++WQvk54cTb+ZvUg/lIm5KlklanwkHkHuzRF+2yZ5B/wwDUyVgExs2jr6afDvDjEfg38PmPxOS0d5iSI11z4fXP2CmfrOalJ2rUWuUtF55JWotOL+b/zz/yN111p0xfl0uuxytrx8C7qiczeYD+47ojnCbjIk8bWVIvfwIGDDOvTr12OI3U/lt9/Zrsk8PCh+4UUoK7ONyz9agut1M/F45mkK738A4/79ABhjYihbtAifRe+1yPfRmrFYBR78JpYjqY6bOC8XlU14rcZoEeji58LZXOcn7m4aJbeNqesHI1HNT6d+tBNeq7HU6uKpVbigtziWHJisRtYm/e30ub5av4sXZHvFiS1DSG+xe/nkBWPY9cV+8s4UIFfKKc1yFFBcfaVmfQ3SbTpsebamy2xtOo+DQffC5mehJKlmvjgJ+swVN9MSEq2QhPU/2IRXgLR9G3DxC2LmF7vs1vW46naOrfjI4X5DaSF/PDiR3tfey4SXvqUkJR6vTlEE9hzc5LFfyliyHA/cjPv24Xb7bSjCwzFs30Hl6t8xHjmK9/+9hiIkhOKFT2PYuw9Vv76o+vWzu1ewWMBS/8GzRA0bjjTsRxfq48rimwaydFMCuSV6JvcJYc5w6YCzMfhqfRzsqtxVHpSbavYuOovOJrwCNuG1ml8TVgAQ7BrMe+Pex1Mt2Wk4I+1A/Y3NIi/rhEwu7i3dnOwRE3enYig34O7vRsdBoZRml9NjSld6T41qsnjbFVufrxJeAQTY/Azs+0jcYw6fDyMeb9Hw2jcWQMrOvpi4+ATS48rbHOaVai2R42faxh2HX07CuuW2sXenKCwmI+W56ciVKiLGXkO/Gx5rjpCbDKlDUCtG7uKC67XX4vPG/+H99luoBw1CO2UymuHDbMIrgFBWhjU/n/LPl5EV2dUmvFaj37atuUNvE+w7m+9UeNUo5Tw8pTsaleN/jzK9iZtHdibc3z5jx02j5NdHRtEjVNrA1UepsbTBNTKZjP4BAxzm/078206krcZd5cHNPW+5KPG1Z7qNjbAbe4a4E9YnGAA3P1emPD2Gm7681ukGGqDzMMlQvkECe8ENayBiInQcIQquIQNh5AK4aS0c/MJeeAVQuYJ7iNPHSUi0BmpbBVSTsPY7suP22s31uuYe+s6dL5aN1cVq4fhvn7DlpZs5+dfXaDy8HddIXFRcrpzu0GALwHjwIJaMDAzbtyMUF2M6eJDCO+6i6KkF6DdsRCgpwfjPv1QsWWp3n1BSgvHoUYfnSdgjCAK7T5+7u/gVfUPo4OtK7w7efHr7UH6bP4b7JnZDIZe86xtDsFsI13Sdiayqa2iASyBG64X5rWdXZvP9ie8aXniJ4hns4XR+xF2DCesbbBv3nt4dhdperBIsAsVZZfx07+8k7UmjIKmIXZ/Hkhl37qw2iSrqerta9OKBfWkabHwCVlwPsZ+CqVbCiiBAeY74t67I/ppEI0gH7gCGAbcASedeLnHR6X/Tk/S65h58I3sTOX4mwf1GUpaVjGAxYzHo8O7YDaWmbScESeJrK0YwGin/31cUPvoYqNX4/7Eav6+/QqY5R4mM1bFpi6q7lFXlDGf2AaE+LkzrH0p0R2+enNbTIWEwt9TA97uSMVoseLvWWAy4a5SUSp1qz8mkcHtfIj+tn4PQOjl8MhFekQ73OsuGndRpEl9d/g3dfLpd3EDbId0ndmH8oyPoOCiUXld046rXJtsyFmrTe5rz94q93xxs6hDbPoIA5dlgLIfM/ZC8HTxCYcwLkHMMkrbar5cp4IoPQSsd2Ei0XiLGXOM0cz73RIzdWIaMDkMmEdRr6DmfV5Gbzo6377+oMUo4ou7XD9//fSn2BqiFqnt3jHvshXNLVhaG3XWatNZFpUIZ6fi7WaKG09mlzF6yk4Jye786jdL+o1ZcevF5NTOScOT26Dv4dNIy3hj1Fp9O+hwnPVtt4mxDrE9ex6aUjRc5wvZB1PhI3Pwdbes0bmq7sYunluG3D7SbC4zyZ8eSvVjN9p9LY5cfQqIRDLjj3NdProS/H4CfZojjzAPwUTd4Lxje9IS3/eCdANglVb42nteB6kPGE8BLLRjLpYPZoKMk/QxWqwWFSk2/Gx7j8jdXMvSe1zizaYXd2pN/ftlCUV48JNuBVkzxgoVU/roSAN3KlVjS0/F8/DHc5t2M7u+/nXelrYOyWze8Xnu1wXWXIiO6BRDq40JmLXuBzCIdq/ens/VEDiseGsXq+b4s35nEvrMFpBfWrMsq0uPrViO+5pTquf/rWIZ39WfuZeF0D5EElbpMi5iOp9qTfVl76eDRkc6eEby573XbdS+NN7f0uo2Y7H0O9ypkCofM1/EdJ0peXedB1IRIoibYf3gWrALH1yWQdjAT387e9J/Zm+gruxP3V7zdusLkYsxGC0q1VIZTL9tfgR2v2M8l/AV7FkNXJw0Pe82CQXc1T2ztEgE4CbgAEQ2slbhQAnoMZOCtz3Dwmzfs5v269LF9XZadwo637qMsKxm5Sk1DVOSmI1ityJxkZkpcPFymTMb346UUP/0M1qIiVAP647lwAaWLP8AUF2dbJ3N1BbUaoaLC6XNkHh54vfgCigDJ5+5cvPnnCdIKKu3m/D00mK1WDLUEqPRCHSWVJrzdGv6/IlE/FsGMRqFFrVAzLXI6v59ZbbsmR45CpsAk2CdFDAgYwOniM3YWBQB/nvmdyeFTmiXutoRSrWDw3L7sWGp/YOMR6OjXHT2tOy6eWpJj0nD1ceHkhtOYdI42TNKxQyMZ+ZTYUOvMBtB4wv5Pna9L3ATfTIDCM2JWLIhJAACmCtj0lNhTIKBn88TdpjlWZ3wC8RUrVSU0Femxm9n7ybOYKstw9Q9h7MLP8O4kWpMITt4tBGvbfweRdr6tFEGvp3L173ZzlT/+BIBm1EjcH37w3A9QqQjYsI6g7VtRde3aVGG2abQqBf+7ezj3TexGn472ZZAllSZ2nMpFIZdjMFkpLHfsvFdYYb+pK6owsu5IJvd9FUNuSSOa71yCjAobzRODn2JO97nszPjHzoerxFDMycKTjAwdxTVdr0Wt0OCmdOO23ndwV/Tdds/p6t2V3v7RzR1+u+PAiqPsWhZL6v4MDq88zuZ3/2Xk3UPoNDjMbl1ANz9JeG2Ig/WcxiZvhw5DIXxszZxCI1oSlKQ1S2jtj3LgNsSysOuB55E+0jUd3afOo8/sR1C6uKHQuNDrmnsIGzTedv3ITx9QlpUMgNVkRKY4d+NJmUKJvqrrrUTT4nLldIIPxBJ8cD+Bf61BERyM3NurZoFMhlBZiVDkaC8B4HrXXYQcOoDbjTc0U8Rtl7M59oKeDPj9sTEMq9NIKyLATRJe/wOCIPBu7Ns8uOV+ntgxn6d2PMGcqBvw1tTs461YHYRXgHGdJjA4yNFv2mSVKtfqI2pCJL2mRiFTyGwa1JoXNnN8nWPH8S6jwpn4+ChcvV2cCq8AQ2/u35Thtm2KkmDVPPhyBOxeBH1uguu+hys/gYlviiKszMlePHlbjfDqjBzJMqZxDKwz7o8kvDYdVouZmC9etjVrrczPYsvLt5BxQLTLlMsV9Jh+m909Pa++s7nDvOhIma+tFaUSmbsbQnGJbUrmXbOx8HjwQfRr12M+c0accHdHJpMh6PUoQkPweulF1NGSONUQPm5qbhsTiUYp51iavf+rp4uKp346xKlMR69SbZUfrN7kaPOgM1r451Qus4Z1apqg2wnuKsdupx4q8XV8R/Rd3NrrdpCJWa8Ag4IG80/GP/hofRgTNga5TDo7+i8cX5fAoZXH7ebSD2VRUVjJ2IeGs+PjvWQdyyGgqx9jHhreQlG2IVx8ocxJcwrfqiZ8N6+H4yvELIbjv8DmhbD1Obh2udh0S+I8+B2o/dpdD8wAhrRMOJcAXSbOQuvtj6tfECH9RttdK8tOsRsLFhO+kdEUJsbhDMFiZtf785n0yvdNFq9EDTKNBkVQEACW7GzKP/u85mIDFVSVX3+N5+PzUbi0bY+1psZssRLopbXLfB3ezR+lQs7jU3tgNFvZdyafrsEePH1V7xaMtO1zJO8w/2b8YxvHF51iY8p6ig2OPRxq46Z0o8xQRrCbo896lI9kz1YfcoWc0fcNpTijlMyj2YCYfbbzsxiMFUZ6TOmKi6d9FZrGw/nhQv9Zve28YiVqYbXC8suhsKpRXPoeQFbTWGv002I2bNpu+HYSWB2Tgpyi1Io9CCQawQuI1gOHgWjguZYNp51j0pVjKCmwmzNWlPDvuw8x+fWf8evahz6zH8Yvqj+FZ48R2HMIgb3a/j5fUi9aKTKlEq+FC2u81tRqPBcusF2Xu7vjv+5vvJd8iGb0KCgvRygrA5MJobyC4icXkDNxktRsq5FcOSCMiICaMpoB4T50C3J3KryCKLo6E16rCfB00nREwo4ZXa/FV+trG4/tMI5I7y4IgsD3J77jtg238PCWB9iTuRuAYPcQZnefw+TwKSgVKskz7T8Qv+UsOz+LcfDiAji25hSuPi5MfX48t/04G78IH35fsJ5fH/mLtEOZLRBtG2Hi/4G8znmmQg0Tq8q1VVrof6u4ca620LCaRREW4Oxm+OcNSNnZfDG3WXIaOSdxMShMPM5fj15B7LIX2fHmvexZssDueofBE+3GXp2iGHTnC069YqvJO3VAyn5tJip//53skaPJGjiI0vc/BIuj3329WCzoflvVdMG1E37ak2InvKqVcp6+shcAXq5q3pzTn63PTWLZncOIDHQ8eJZoPPm6fIe5vVl7nfYLUMvVKGXi7+UKcwVfxi3DT+vr4AebXCo11mmI0uwyh7mY5YdZcf+fFKWX2M13Gd3ZqVdsSkx6k8XX5smNqxFeq9n8NCztCSd/h8StsPMtsJihgeoSG/49xUaw7kEXP952SSDwEfAP8AkQdu7lEv8Jjbs3AT0GOcwLgpWM/Vts49D+o4m+7oF2IbyClPnaqnG7ZR6a0aMwxR1HPXSILXMBoPx/X1G6eDGCXo+sjseatUA8RbAWFlJ41z0E749B7uPTrLG3NTxcVCy/fwQxiQWoFXIGdvbFaLHirlVSrndeOlMfI6MCGBkleaM1RLBbMJ9N+oLDeYfw1vjQw7cHAFtSN/NLgmiwXWIo5u3YN1k2+X8EugZiFax8Ffcl65PWoVFouKHHjVzZ5eqW/DbaHEXpJfzziaOvbjXxW84ybN4AZHIZx9ac4tiaUwDoSw1sfOsfbv7fTDTuUsmkA92vgvkpsPNNSNsLHsEw5nlwq/NeoLM/5aWyALa/CttrGftPWwpDG7CWuaSZDKwAm22JOzCq5cJp5xz7dQlmfY2wlLLrL6JnPYBnqOi123vmvcjkcjIObEOh1uAR3InT6388Z1alxsMHtavzTtoSFw9zYhJFDz9qa8Za+f33yAICEPLybGtkLi4IOp0oljv5Nytf9gW4aHGbOxfZOQT1S5k9p/PsxkazlfxyA0HeUsbwxWZw8BBcla5Ummvek04WnnC6Vq1QU24qt5uLL4oXKwVrvdaLDSV1b5WooiSrjIStiahdnQt+hnIjcWtOMfr+YbY5uUJO72lRxHx32G5tUWoJxekleHfwqvsYCc8OYpaquZZtndUE+afgl1k1h/bng4svdJl08WKUkLjIjHzsA/Z+8gzZR+wTT9yDw1sooqZHynxt5SgjInC56ko74dUYd5ySF18SLQn0BjHjtR4EvR7j4cP1XpeoQamQM6JbAIMj/ZDLZWhVCp6c3hONqua/icJJh3gZEOSl5bYxESy//zIW3TQQpUL6r9UYtEotw0MuswmvAHH59obnVsHKx4eWALAjfTt/nv0Do9VImamMZcc+J6kksVljbuucWH/aacZrNfoSA/FbxZ9pVpx9NqFZbybvTIGz2yQAPENh2hK4NxZuXAMdhjmuqdvBtv/tsLtON9qdbzddjO2CvojZCeOBacCXQLUtTxGQUs99EhdCfoLjHsKsr6Qk/QzGyjLkCiXR191PUPQw8k7uJ3HbKpL//aPe5yld3Bh810vIlY3M3pG4YAyxMTbhtRohLw+5vz/qkSPx+eB9go8exv+XFSijujl9hiUtjZInF1DyitS8tT66BNkfJGiUcjr4ipl/RrOVn/ck88qqY/x9OEOq2vmPeGu8eXP024ztMM4hg9VL7W3LdPVUezoIrwARXpG4KO1FcbVcei9yRml2GaseX8vBX45RmFxcr/2l2VAjDFotVja+ucNBeLWtNV6AiHgp4OoLl78vCrB1aYzwqnRy0FMmVatJtG5cvP0Z98wyIsbNtFVLhQ2eSPio6S0cWdMhZb62cqzFxZQt/RhTfDzaiRNwu/VWTEeOOC5UqcBkQubujlBebjev6i35S10oV/QNZXRUIBnFlcgAP3c17/x1ku0nc21rBCCnRE/3EC+6BXu2WKxtmbj8OP488zs6i44O7h0crh/LP4rJYuJ0kaPB/+mi007LzSQunLzT+fSY1IXAKH9SYmt8TOVKOX6dpSz6/8Tli8G/B6Tugo4jYNDdcOSblo6qDTK86k9tPge+AiyIAu0HgCdihuxxwAPo3HwhthOMFY4HvFtevgWzoRKFxoWI0VejK8ol89C/DT5rwkvf4RvZC5XWsVu2xMVH3a+f03lrfj6KsWNR9uxBxU8/4TpzJoqQUMzxjr9jq6n45lu8XngemUJqvliXO8d24Ux2GYdSilAqZEQEunEqs5RhXf1544841h/NAmDdkUx+2ZvC69f3o6Of9H/gQonwiuThAY+yJ3M3xlrely5KF7w0nqSWpVJmdHzfcld6sOr0SipMFXbzJVLmq1MStiVirKzVjEyADgNCyD1dgLG6EbFMbLQFUJBUxLpXt1JRqHP6PI27msLkYvwjfZ1ev+QZch+YDbBhfsNrlS5g1okNXEc/BzEfiePaeEufjSRaPzKZjOH3/x99rn8IwWrBPdBRB2hPSOl5rZyCu+6h/NPPMGzdRslzL1C+ZCnqoUMcvdRM4i9Hr3ffxeW660CpRB4UiM8Hi1EEBrZA5O0HN62SqGBPugV74uuu5a25Axjf0/FnWrfTrUTD5FTk8Oqel3l250L2Zu/hSN5h/k76C1WdLAS1Qo1cJifar4/dvBw5vfykw4XzodcV3ezKx7w7eDqUkob0FjPt+87oSdcxnZHJZbj6ujDhsZG4eDs5lZdoPHIFDLlf7GA79AHRu2vEk/ZrRi5wfq/EOUgGvkAUXgGOAj8BxcBNwO3ALOC1lgiuTaNxdywRNRvEkl+LQceZzSvIOLANwXpuix6P0AiCeg2RhNdmRNWjB16vvwbujj6j+o0bybt8KqUvvkx2dF8M27ef+2FqFciljw3O8HZT89bc/rhpFJgtAqcyy3js+wPsTypg47Esu7XxWWXc/3UseikD8D+hVqi5sstVdnP+Lv6klqUCIODEQsNcRoHesXqnT0AfhzkJUGocc7RMOjOq2vMCHPpNbK64fckep8KrrKpq0FBuZNuHuzm1+UzTBNwecPN3nPNwIkb1uwWezIaFBXB2PVQ6eiEz5L6LH98lzxlgAXAnIPmhXwhmo560mE2c/Osbco7H2KpB3PxD2r3wClLma6vG8v/s3Xd4k9UXwPFvRtO9SymUPVq27Cl7qCAqGwcOXKA/3Huh4ELFhXvgAFRUREFUBFzI3ruMMloodO+RZtzfH6EjJC1Fmo70fJ7HR977jp6+hOTmvPeem5hI4YYNdm15S3/E/54ZBL/1JpnPv4A1Kcluf+4nHxP29VcEz30V9Hqpz3UBjCYLaw8msysunZ0n0gG4tk9TRnRswAdrDvPXgSQahXgzfWgUW485LhTSu5WTD0xRJqUUszbOJD4Y8Do4AAAgAElEQVQ73mGfVVnRoCnuPE+MnoxOq6NvZD+uz5nCL0d/xlPvxbVtrqORs06JKFNwo0AmvH0lsf+ewNPfQMtLm3FiczxbvtqNKd9EuyuiaDWgGWDreA998FIG3dsXrU4j7yeuMmgmNOoDpzZDs4HQtP/5zxHncHwfgQPAVCCuVNtPwBhsK9mKivDwDcCYnX7R1/GPaEr85lVEdh0kJQeqkGfPnmh0OodUVHklq5zxu+02+Qwox/rDKeSWnn6t4K99ibZ7dk6pgZRsI9uOp8n6ABfp5vZT6RDakaOZsXSqdwmLDix0OMZX74tOqyOr0PkCuo39G3N353tcHWqtFD20Jft+PUROkm2ksFavJTEm2eG4M/uTSYxJJiXW+SKKymr/+j/y93HaDGtV+QG7g7Zjof4lkHh2lmtgM4i6Era8Y39c8n74ZgxkHIOcM47XaTYE2o93ebh1Sz4wDdtDfYBdgA9webVFVNsk7FzL+rcfwpRb8n6s8/Si74xXadSjbtQnluRrTebtjcbXF5VbMj1G1yACAJ9xY/Fo346kocPtTjFt207SsBHUW7EcXYhM66ionAITd366idgk+6lIs5buZeeJdJZtt029PpmWR2zidodFuPw89XRoHISouJM58U4TrwAWZeGVAa9xLPMYrYJa0zq4pBbdpOjJTIqeXFVhuh2LycLp/UlYLVYi2tTDw0tPqwHNaTWgORazFZ3ecWSTszZRiYzZsHshHFwGh5bDyHchsnt1R1XLdAUCgdLTR/dhqwF7riQnbaIsTfpczv6lH1b4eJ2HJwMe/5CdC14h/ZhtIRyNVkvC9r9I2P4XYdFdGfrsl2i1Mn29KmS/PQ+VaT+t2nP4MIyrVlf4GpqQYAIeerCyQ3Mr4QGOs0IigrwJ9TOQlGV0crxnVYTl9rpH9KB7hG0V7EZ+kexKLqk1GuYVxscj5vNH/Brm7XjL4Vy9Rs+TvZ4m1Du0yuKtTbwDvZjw1pUc3xxPXlo+m77Y4fxADSx/puLvJ75hPpUUoRvy8IYJ38I/s231Xwc/D9s/cjwufn3ZtWD7PgIjZO2AyreTksRrkT+R5GvFHPx1Ads/f9Gh3WIsYO3ce7jyzd/wj2hS3K6UQlnMbvewXr5R10AFa/7gTK8+nGnfEX3TplBUX8vTE49LLkEVFmLctZu0Gfc6lh8ALHFx5H37XRVHXTtZrYq5vxzg8jl/OiRei2w8Yj+VIznbSLfm9ontHKOZka/8SUJ6HqJiQr3C8NQ5//LRJbwLbULackXzkXaJV3HxVr74N3+8vo7NC3by3b0rOHMgifgdCXx1x498Mv4rfn3+T4w5ti+KWYk5bFm0i63f7CY3VV7bLrPmSdi9AIyZttGvi8eCpfwp3CIHWAi8BcQAOmAOtkW4LgEm4TzxGgQ4WQhNlCmkZSdKr7Si8/RG52lLNHkF1UPrYf8+bjEZ0Si4/OUlDHtuEY17X44qtehTysHtnNm9vkpiF2COi3No87y0P3hVvISMSksn47EnKjMstxMV4cfgdiWL47ZpGED/NvUwOHl4Oa5HY1kjoJLlFGbz2/Hf7Noi/RuRYcygf+QAOoaVlBbwN/jTpV4XZvZ9joZ+kVUdaq1i8PEgalAL2gxrhc6jjLSBAouxYmU0/MJ86DpRyjyUKTkGPu5heyC//RP4aiS0GQM6Q8kxOkPZiVeDP/SpQM1Y8R80xnHVuSbODhTnUEqx9/t3yzvArl8Yt+FXfpo+iG+ndGH92w9jLiyogiirhox8rWGsubmk3f2/4ulgpv37MfTuTeHGjWA0kvP2PAq3bbeVI7CWvWK5KnCfF6kr/bY7ge82OX4xKa1ZPV+7UQs+Bh3Pju3IF/8e5btNJSM303ILefirHSy6u5/L4nUnPh4+3N7xTj7e8yFGixE/Dz8ifCK4JLwL46MmVHd4bin1eDrx20tWP7Warexaup/T+5MwZtsWT4jbcorNC3fRZVx7fnjgF4xnF1XY/+shJsy7Em8no3vEBUg7CnpPCCj1he/E3/bHZMXbppKFyoMH56zYpn7FnN1egO1ZshUYALwLvOrkvDDgA2zTxI4BwdiSsaI8Wz56CkpNWrcYS2r6FWQkE9KyI2mxe4rbtDoPNFodxqx06rXpyu7FjiPOLG7Uka7JCtb8gWnPHof2rJkz8b3zDvKXLsWaZJtGrK1fH2tiYpnXyvvmGwIeexRdiCy6WJrVqnjtlwP8tO0kAJd1bMCEXo1p3yiIZ77fzclSNTC9PLTMu7E7HZvIPaxs60+tx3JOQmpX8k5uWXkj9bzr8XCPR9Fr9eg0Olmk9T/wCvCkz63d2TB/G5ZCC0GNA2naI5JdP+x3enxIsyDSjtuPErx0Wk/aDG8ls6nKs/UDMJYqkXF6O2Sfgpv+gE3zbOsGtB4FP1xvf15EZwjvCH0eAP8GVRtznaHHtpjrbmx9og7Y1hQQ56UUFlNhuYcENbF95ynISmPDO49iNdvWMzqx7mcCIpvTYdxdLg+zKkjytYYxx8Y61OEy7d5tt124bl2519AEBOAzflylx+aO9p86/wqn+09m0jjEm/i0fAJ9PHhoVFvCArzo0CjILvkKcFJGvp6X0VzAwfSDRPo1QqvRYj1bC83fw5+Hez5GA1/pNLhKVmKOQ1vpxGuR5COpHP77WHHiFSA/o4Bj6+Jod0WUy+N0S6YC24jWI78CGuh2B4z+wLYvsicklnqf9w2HwKbVEmbtsJuSxGuRooeR/wDfYBsJe64rsCVlDwBZgAdwN3CDa8J0A9lnTmDMKr/eq1avJ6JTP87sXoeHtx96H3/WPDcFjVZPp0n3kJVwzOGc8DY9XBWyKCXniy8d6o0WKVi2nHrLl5Ey6Vosx487rCHgjJR8dbT2YBI/bCnpC67cc5oW9Xzx9fTgQIJ9H7PAZCUiyLuqQ3RrWYVZzNowk0Pph8o8Jjk/mXk73uLdoR9UYWTup/0VUYQ2D2bXD/tAoyG0aRBanQarpeQ9RqPVoKwKnV5Ly0ubcnR9HFq9lkuuaUt76T/+Rxpo0g+CmsPhFbD3G1st2KxToMzQfgKM+dL2YF9Uor3AV9gSrdcAzwJFNY+1wEPIA/yK0Wi1tB5xLTHL5zvdH9r6Euq16QbAqS1/FCdei6TF7nV5jFVFkq81jEdUFNqQEKxpJUXLtUFBWPJKJfWcFO9Hp8Pv9tvQeHnhddkITDt3oXJz8YiOrqLIa6cuzUL4fnNJp1kDDG5Xnz/2l4z+yDFayDHm8/hV7Rh5SSQeZ5/Y9mzpuMBW8zBZxbk8h9MP8+yGZ8guzEKn0aFBg1nZplefzjvNwv1f8nCPR6s5Svf097sbifndcYXZcxOvAA3ahztd5dZZm6ignZ+dTbwCKNj2IXSYBM0Hw7CXIfs0HP4FQlrB6I9Abyj3cnXb+UZfxwLXAj8DRa/vZthGyJZmAuZhq9clCyY6o/PwxPbJWKrPcU4fJKJDHzpOnIExK52di9/k6OpvAVBWM7u+ft3xmgYv9F6SgKoKWu+y77PG25usV+diOX7c1lBGkraI5+DBaINlxOa5Yp081Hz/jyO8/8cRIoPt73+TUB/C/CVBUpl+PLK03MRrkfjseCxWCzqpNf2fFWQb+XXWnxTm2j5Xj2+Kp+v4DsSsPkJeZgFYSxbXSj6SRmSnBty0YAJanQYPb/eq2+gy3afZ+otFo18bdIMWQ2HLB/DL/xzLDVz1KXSdWvVxupW/ga+xPbSfAvQGEoA7gaKZr38Ape+9FViBLN5acfXadLNLvmq0ejz9g4jsMYQetz0LQGFuFtsXONYrrtfWfR7Yy7j/Gkbj5UXI/E/w6NQRTVAQXqNGoT1nipc2PNzhvOC33iTw6afwHDiAlHETSLtzGklDhpHQviPZb72NOk+nuq4a2j6CO4a0Iszfk8ahPjw3vhOXRjtffXb94ZTixOuidceYNn8zXufUP4oMkSLy5Vl44Euyz644a1GW4sRrkdO5Cc5OExcp+UiqQ+JVo3McwuTpZyB6WEu6X3cJUYObE9DAv3hfSNMgmveT2kb/WZpj4ru4zScUrv8Zni6Eew5B80FVGlrt0wYYWM7+RsAdlCReWwJllXCwYOtkC2d8QiNoOfScMjDKlkD18A2g1fBJtLvmDgA8A4JJjdl+3mu2H3MnOoMkoKqCzw3XgcHJgxytFv8H7itJvFaA8a+/MJ84UXnBuYlercperOlUej7dm4fg76Wnc9NgXprUGY0MH65Up3Mc378b+zV2aGvk11gSrxdp788xxYlXABQYcwtpM6IVGodamJB5OhtPPwPZSbmseHYNX9/5o61sgali9WHrJP+G4NewZFurtyViVz3svM7rv7Kw1sU5ADwMbAU2AfcBJ7AtpFV6oURnr9lAl0fnTuLW/2q3raxmCjJTiF39LYl7NwKQsPMfzPn2DzQ9fAKIHjmlyuJ0NRnGVAN59uhB+K+/oCwWEvteiuXkyeJ93hPGY9q5y6Eul6FvHwAyZz2PKjVKVmVkkPXKq2jr1cP3umur5heoZaYObMnUgS2Lt1/92Xn9ovAAL8wWK6v3nWHe786fsm84nOK0Xdik5qeWu793g75VFEnd4myxLIO3h11ZAd9QH67/dEzJF0NPPePfGsWJTfFodFqa9miE3iBfXP6zNtfAhjcoHkGo94ZWV9gfo5OP5Ip7DrgS28JbRbRAX+BTSsoQgG0kbFnPmv2Bdq4I0G30vOM5kg9sKVU+QGEpLECrN3B87XIy44/Q4/ZnCWzUCu/QCDJPOnnQUESjpcXgsVUSd11njo8n/e4ZUGh7n9e3aUPg3Fcx79iJNTsby6kEDL16Urh1awUvaKbgjz/xu+Vm1wVdC7VvVP6006u6NWJERymn5Cq9G/ZhXcK/xdsBhgBu7Xg7z254prhNg4Z8Sz4Tlo+lXWh7/td5BvV8HAeyiLJtWbST7d86Tv3NzzKy7xfn34kCIvyI357A6tfWUphrm0a8+6cD6D119Li+s0vjrbV2fQmppcoqndoEexdDoeMIewAsRuftooL+wb6/aAbWAhFOjo0Cil7rkYCsT3IhNLqyx3xu/vAZRrzwDdmnHdfhMeVlkZ+ehG9YQydn1j4y8rUGK9yzxy7xCmA+dAifMdfYH6jRkDxsBDmLvsK0b5/TaxX8+ZeLonQ/24+nObRFBHqhlGLYS38we2nZdUcahcrI1/IMaGQ/Wq1NcBuGNB5KdHAbbmx3E+OixldTZO4t8pIGeAfZT9XuPK598TQwvUFH39u7O4zI8fDU02pAc1r2ayqJ14vVtD9M/B6aD7EtljDldwhsVN1R1WJfYJ94BVsH+l/sO9JFDpdxnWvKOF6UlpN8yqHNlJeFuSCP5JhtrHvzAQA6Tbyn/MKgysqpHWtdFaY4y3z8OEmjRmNNLXngaY6JQWVmkv/zz2TPeYWsl14m99P5+N56C4Zu3fAeOxZtZPlfbvQtmrs69FqpYRl1XAO8PejdSkqauNLARoP4X+d7aBfanr4N+zG6xVW8sW0uGjR4aj0xaA0oFKn5KRgtRnYkbeet7W9Wd9i1iqnAzK6ljgNTwlqGOBnvWmLX0v388twfxYnXIqUXfhXnyHf8Dkrs7xDgOJobgJ53uzYet+dsRl9TYBD2I1s12Gq8fgq8CXwHlD3rQdg7tnYZx/9ZVub+3OSTbP10VpkzQ46sWuyq0KqcDLOpobLnvUPW6284tJsOHsJ73Fg8une3daRzckAprGlpZD5Sdq1Mj3ZtXRmuW8nMMzm0dWocaFcb1pkQPwMPj5IRVOWZEDURPw9ftiZupWlAU8a1Ho+fwf/8J4qL4uGl5+qXRrBz6X6M2Uaih7akaY9GtLs8ipSjaYQ0DcJL6tC5Xruxtv9EJThaSddZACwDHgOGV9I13Y93cDi5SSfL3J8ZfxhjdgahrToy+Kn5HPjxY87sWe/02JSYbbQaIouCulLGI4+hUh1nmpj37adw46bibVVQgMrKpt6yHwFIf/xx8r5c6PSa3hPG4zlggGsCruWeGduRx77ZQUaeCV+DjuiGAUQEehPg48HcXw7Qu1UYV1ziHqN2aqIRzS5jRLPLSM5L4vZVt2JVtgdqRqvzUYH7Ut1n8ZaqYLVY7RbVAtuo1rFzr2D3TweI/ffCypGENpPa0WXqeB2smwOmszPWNDqIWXr2z1qI6AZaLeg8oPPN0PXWagvVPQzHVvN1NbYEaw9gFbayA6UXTFTAUmB2VQfoFmKWf3beY87s2UD85tVO95nyyxj5XQtJ8rUGMsXEkPVyGTVcCgrIeubZC7qe17Bh+N1x+8UHVges2pNAWq7jAkQHzzj/R+9j0HHzwBZcGhVO4xCf4pqwwjmNRsPIFlcyssWV1R1KnRPYMICBd/e2azP4eNCwQ/1yz8tNzSPjVBbhUWF4eMlHhqgJ8gHHkZjO6bFNIytPJvA80A+Q2QvO9Lv/TVY/cx1W09nPRycLfyYf3E6j7kOI6NCbiA692bf0I/YuebfknLNyk8tO4orKUbhrl9N2U0yMY2OpkSY+o69ymnwNW7Ecz84yTbgsnZsGs/zBQcSn5ZGSXcDSrSfZcjSV5Gxb8m/l7tOk5RRyfb9m1Ruom4vNjC1OvJYnKlgWI74Qnr4Goga34OCa2OK2zuPao9FoaD8ymsSYFI5tiEOr06DRarCYyv47iGhbjx43yHtJmUJbwW0bYdtHkH0GDnxfsk9ZIbwdjPm82sJzP3rgZeAMsB54sZxj9wD3A6OBIa4PrY5RVovtNe7EsX9+omHXQTTs3L+Ko6p88k26BjIdPP+qnRXh2f9SAmfPxqN1q0q5nrtLyixg5pI9Tvc1C/PhREquXdu8m7rTsXEQXh4yHVu4p/2/HmLdx1uwWhSe/gZGzhxCeGuZQimq2w+As7qiUdgW4voGW8L1MmAdkFyBa+YCp7EtziVKs5pN7Fn8VnESNbhFe+pFd+HQr/ZJuqyTsdC95AtJ+zF30Gr4RH6+93IKc0pGkIS361k1gddhnn16U7DKfgSJxseH/CU/OBxrOhFH0hUj8WjThoDHHsVn0kTyFn9bvN9r9JWSeK0AD70Wq1Lcv3A7FqvjIrc/7zgpyVcXiw5ug4fWA5PVcQZbkSb+Tbmn631VGJV7GHB3Lxp2qE/qiXQad2lIo862OsZ6g44Rjw3AmGNE56Hj0J9HWfv+ZqfX6H5dJ7pN6lSVYddO9TvCyHlwcpN98hXA4Fs9MbklM7ZFtnRAEvDWeY4/efa/tdhKD1zq0ujcSdurb2PDvIcdHtoX0Rk8MRc4rk9SxJyfy6b3nyCoaRssxnxaX3YdTfuOdFW4LiXJ1xrIs28fp6NKLohGQ+DMZyTxegHW7DuDk/4yAMnZhTxwRRu+Wn8crVbDTf1b0KOF1HoR7stkNLPx8+3FU82M2YVsXrCTK2cNq+bIhChr5GQr4E7gDiAPuI2KJV7B1vkuo6ZaHXdy6x+c3llSpzX96D4aXHLpOf0UDae2/8mR1d/QsMtAOt/wMHpPbzz9ghjw8Lusf/sh8tKT8PQLIriZlEFytaBX5pD+wIMY1/4LVisoZbcYa2mmTbYyBKbdezAdiSV8+U/4TruTglWr8WjeHK/LRlRl6LXW9uNpLFh7zGniFSDIx1DFEdU9wV7BPNbzCT7c/T5JeUkO+zVouL7tDUT6RVZDdLWbVqclakiLMvd7+tlKV7W7PIrQ5sEk7EnEL8yX9Z9upSDLNgI87XhGlcTqNhr1sq0RcHiFbds7BHrdW/456cfht3vhzC5oORwuex08pbybo1zgdkoW0CrPpdjWEyhtJRAO7AQ6AtKvKU+zfqMIaNCMM7vXk37iAHHrf7Xbbyl0UiLmnFxYQUYKZzJsfw/JMdvwDgqrlQ/zJflaA6mcHPDwKF6hFkATEoLG3x9rQgKYyn6iW3IRRcr1U4jYvBGNXv6az0cpRb2AsmtepuYYmdi7KRN7N63CqIS4eMYcI/+8u4m47QmENAmi//SehLUIOe95pnwTpgL76dp5afmuCtO9Je6BmJ8guAW0n2Cr1SUuwmBsix2cq6iERi4wBSi/Trc9C7Y6sm0uLjQ3lJ+W6NCm03vQd8arxPz8GUpBfkYyKQd3AHD4968pzM0mJzGOzPgjBDaJIi/1DADGrDTWvXk/V761Et8wWQHeVXTh4YQtXABA4uChmA9VbEaVaft2LCkpGKKi0AUFkbf0R3K/+BKfMdegDZY6jWV5e+VBvlp/vMz9Gg1cGl3PoX3bsVR2HE+nfaNAujQLkZlUlaBHRE96RPQkOS+J7Ynb+XzffHLNtplrCsXCA1/Sp2Hfao7SvdWPrkf96Hp2iVeAo+vjSDqUQniUzKCqsGuXQexKyE2CqNHgc57++7fj4fQ225+3f2JLXl39ievjrHV+pWKJV7CNij3XXuC6UtsPAZMvNii3FtKiPSEt2rPiwYqVHgxu1pb0Y44L/RU5uWWNJF9F5cj57Au7xCtA0Msv4hHdhqSBgyp8HWtiIuYjR/BoI18my7PtWCov/rSPU+n5+HrqyDVaHI65rKN8SRS104b52zm6Pg6ApEMprJrzD5M/uLrMFSWL+AR5E9kpglO7zxS3tRooK11fsNjVsOgKsJ5NZO//DiYvrd6Yar2eQAscF90qGs30GxeWeC0ScDFBua1GPYex+5s3MRttD180Wh2RPYYR3DSa4Obt+Pf1eylIt/9yErfxN5TF9ppPPbzTbp/VbCJp3yaaD7yman6BOs6aWc5oM09PMNqPOEmZfB3+999Hxn33F4+Wzfn4E8J//w2tv4ygOld2volvN5W/4JBS8MlfsVzdrRF+XraHb4s3nOCN3+xr8Las78ezYzvROkLu88Wq5xPOsKbD+XD3+3bt2YXZ1RRR3WPMcVxDw1mbKIdWC62vqNixeWklidcisSsrPya3kHUBxzpL0p7bx/wYSb6eX17qGVuJqgpIP7af+h36YDbm4R0czsnNq+z2+zesnd9JZXWgGkgZHYdea3190Uc2hAsZxarRYD5xYStQ1jUms5Wnv9/NqXTbl8pco4XerUJ5aGQbbry0Gf2i6nHf5dHcObR1NUcqxH9zer99UiTrTE6FR7AOf3QAnce3p2mPSPpP60mX8e1dEaJ72/hGSeIVIOZHSHVWr1RcGMeHZHD87P//65c77/94nnsryEwDbcmIPGW1ELN8PgCbP3yazPjDDucUJV7LEtRUHgpXFd/rrit73803omvSxK7NfOAA6dOm25UpsMTFkf/LLy6LsTYzW1WZpQZKyy+0sCe+JBG+cP0xh2NiE3OYtdT52gPiwmk0GloHR9m1jWh6eTVFU/e0GdYKjbbkQX9AhB8NO5a/yKu4CF5BEGj/fk79S6onlhrvMuwXWC1/QIqNVzn7jMBFlIusI6xmEwa/oAofn336GCOe/4b+D75N1OU3oNHYUpcNuw6ixcAxrgrTpWTkaw3ke8N15H27GApt5QV0TRrjeemlaPR6dPXDsZxKqNiFlCLjiSfxGjYMjU6mMjmTlFVA2jlPYZOyjIzvJeUFhHsIjwol63TJSA+/er54B5XXgSjh6Weg15QurgqtbtA4ecbprE1coMuBD89pG372/yOAt7EtplCagbITs1qg4h3CumTLxzMx5+fYtZ3492e6TX2KtKP7Kn4hjQadwYv2Y6YR3EySr65m3LSJnE/mg1aDR5cumHbscDjGtG8/QW++QeqEiWAp9UDD6mTFYXnfcsrHoKNFuB+xiSX/RoZ1iCAuJZdDZ+xHWT7z/W5entyZbs1D0ZYx++TwmWzMFit6ndzvi7Vg/5ccSCuZtto2pB3Xt72hGiOqWxq0D+eqF4dz6M+jeAV40WFUNDopreE6Wi1c8wUsvRGy4iGiM1xxvkWk6qpI4HNsC7gWYqvZ+j1wsJxzCsrZZwBOAY0qKT73s+XjZzmy5tsLW9Oo1Odkt1uepN2YO7GajPjWq711uyX5WgNp/fzsHp5YTp/BfPwEHq1aom3QoOLJV8B6JhFrZia6kPPXeKyLGgR50yDIm9MZJSMBuzaTeyXcR9+p3TFmFxK/I4HgxoEM/F9vtPKlrur0eQCOrISi1ZfbTYCQshetEBV1G5CArW6XHtsiW0Ujs8OAaODcxOD72MoVfAh8c86+iVRs5EPd42xkq9bDgFanp377niTs+KdC1+k08V6ir7wJvaFiD3/Ef2c6fJiUydc5lLDC09O2bsDZ5Grhv+tI3bDRPvHqhCY4CO9RtXNlYVeb+8sBu8QrwJ74DCICvQjxM9g94M8uMPPCj/toUd8PbRlvN5c0CZLEayVZE2c/TfVQ+kHMyoyHRuquV5WItuFEtA2v7jDqjuaD4L5jkJ8Gvo51pkVpLYDOwFPYkrCeQD0qvlBraVnY+pazKy06d3JmzwaOrF583uNCWnUi7cju4u12V99ut987qPbXi5bkaw2U/9tK+0W1TCYKfv0V3U03Ytq2/YKupfH1lcRrObRaDa9c25m5v8RwLDmHS6PqMX2YlBgQ7sM7yIuRM4egrMpu+peoIs0Hw1174eAyCG4ObaTOZeXQADOBZ7BPmsYDG4DW2Cdfw7ElZ/XYOtfnqv0dOldp2GUAJ7essWtrd/Vt6D296XnnbFY+PoH8dGcLUpTwq9+EViMmSeK1ihT8+ptj4hXAaMRz8CCMf/5V0na+xGtgIPV++hGtr2/lBukmVu8949CWmFlAYqbzUVIJGfkklHrgH+JrIDzAk4SMAtpFBvLIle1cFmtdE+gZSIaxpNSDn4cfOo2MvBRuTquTxGuFzaZklpQR5yWtKurUxYfjhgpzMtnwzqMO7Rqd3q5Eld7bl2EzvyTl0E5SY3dTL7obCTv/YcmtfbAU5uMT2oDO1z9Eox5DqzL8SifJ1xpI17ChY1tkJMYNG8odqq1r3hzLMfsaUspoRBmNaDw9Kz1Od9E6IoAPpta+1fKEuBCSeK1GYVEQ9lB1R+GmSr+u1wP3U9J5bg/kAePG3WMAACAASURBVA2BGZR0eSKcXMdZmwDoeedsPHwCSNq/Ce/gcDpM+B8NOvUDwDs4nC5THmH9246vb4NfIN2mPo1GoyGy22D0nlJTt6o460cWsUu8lsPv7rvwaNsGr+HDbTOyhFPhgV4cT879z+en5RYS4mfgt0cG89eBRFbsPEWf1mF0aCRlUC7Wje1u5uXNL2KymtBqtNzc/ha0Uj5DCEE88D/g3PfuTOBZbLOjDNhGxn5ZwWsOqazg3MrRv5dSkHHuaGINna9/iN2L38JydjHXdtfcwZE132I1m2k+8BpOrFvB/qUl5cWyTx9n7Wsz6Djhf0RfeRMeXrXzgbBGqQspvOC+xo4dyw8//FDdYQCgTCZSb70d4xrbSBNtwwb43HADhjbRpE29rczzdB06YNm716E94JGH8b/3HpfFK4QQQlS/O4DSs0M0wDKgwTnHmYEHgXVnt/sCcwGZiloRp7b9yeld6whqEkWLQWPQ6j2I/XMJx//5CbOxAJTCr35jOoy/i8BGrao73CpTo/qRhYWk3jIV419/n/dYfZs2mI8etR8pq9FQf+3f6JvXztWEq9Km2BTu+3JbuUutDGgTTnpuIZ56LVuPpTk9pnGoN/Gpti+hGg08N64TIzqe+94lLlR6QToH02JoGdSSej4y/V0IATAZcLb4rSewmpIFWBOBURW43mgcZ2IJgN3fvs2+Je/btbUaPpket80kN+U0699+iJRDO207lK0kkmdgKIGRLUnav9npNYOatuGyl75Dq6t940hrX8R1gMbDg7AvPyf7vffIeuElrAmnyXnlVVutrnJY9u5FGxKCNc2+Y2fcvBl/VwYshBBCVLvUc7YVsAg4d1SmHniLko533UkQXqzDK79i6/ySmmbJMVvp879XaDl4HC0Hj6vGyERpGoOBsEULMR04gCn2KJmzZmM95XxKpKFbV0IXfEnqTTdh3n8ADAYC7rtXEq8V1KtlGI9f1Y4Xl5Us7BTsayAjz5bMHnlJQ568ugO5RjP3L9xW5nWKEq9gm+T29frjknytBMFewfRu2Ke6wxBC1BhmnCdewVZ6YAbwCZBx9r9+lDysP1cUtgf/gyo3RDfS7NLRxPz8efEIV4NvIMasNJbNGIFWryc74ZjDOcbMVFRk2etjZJyI4czu9TTsMsBlcbuKJF9rsLwlS+0bjMbznqMJD4dzkq+Grl0rMywhhBCihtkFxDlpd+zUlZCk64U6/PvXdtsn/l1Bt1uewuAbUE0RifJ4tG2LR9u2GNetI+/LBU6P8Rp5BfqGDai/6nfMJ06gDQxEGxSENSOD7LfexnQgBs+BA/C743Y0OqmX6cxV3RoTFuDFX/sTaRTiw7ieTcgzmtFoNIT52wZOLFx3jL0nMx3O1WrA6mTYbKHZ6uqwhRCiDtIDzSm7f7gTWwmrTUAh0Ai4BdsD/qSz7UVv2llAE1cGW+sFNGzOiOe/YceCOWQlHMeYnU78pt/Pe15E+97oPTw5vetfp/s1tbSEjCRfazCVne3YqNUWr1LrjCUmxm5b16QJ/ndNr+zQhBBCiBrkF3A68bdHVQfi1vRePnbbWg9DrZz2VZeY4+PJ++prp/s8Bw/Ge9Cg4m1906bFf06bfhfGf9YCYFy7FmtmJoGPOS6aIWz6tq5H39Yli9z4etr/uzialOP0PA+dBqPZ8b1Lp5Ppq0II4RqvYBvh6rhgos3aUn8+CWwDgoBkQEfJIl1ngHeA110TpptIP36AM7vXV/h47+BwWg6bSIfxdxG/eTXr3noQZS4pjRTSsiP1O9XOGQ21M2VcR/jccL1Dm6F/f/StKz5axxIfjzXf+YqrQgghhHsIdtI2FLihqgNxax3G34VWV1Ibt93Vt2ExGTmy5ltOrP8Fi6mwnLNFdcj56GMwm53u84hq7bTdmp5enHgtkr9sWaXHVpeUTsyWZjQrp1UCjSYZ+SqEEK7RHLgOaIwtqXo+u4F/gFhKEq9FnJf0ESXiNvx63mMM/sFEj7qJ7rc+wxWv/oh3UBgA+5a8Z5d41Xv7MeSZz9Fqa+dMHBmuUIMF3DODglWrMW0vWUDEtHMnurCwil9EKQrXrcN79JUuiFAIIYSoCSYCv1NSemAIMKfU/r3AS8BxYADwJCAruF+ohl0GcuVbv5K4dxOBTaLwCgxhxYOjMWba6u2GturEsFmLZDRsDWJJSChzny4y0qHNmp8P3t5ogoJQGRmljm3kkvjcSVJmAS/8tJctR1OLSwk0DfPlrSndiG7gj16rweykxsCN/Vuweu9pTqWX1H0d1LZ+VYUthBB1zF+UP1pVC1T0AVjni47G3fmEnr9+uU9ofbyDw4nofCkG30CsVgtWs4n8jGS74yzG/FqbeAVJvtZ4gY89SsrEScXbKjMTbXQ0xMYWt+lbt0ZXvz6awEAsSUmYtmyxu0bBP2sl+SqEEMKNhQDfAlsBf6B9qX1m4GFs08UAVmEb6SBTqP8L33qRtBg8FoBd37xZnHgFSD2ym9M71xLZbXB1hSfO4TV0KAW/rXRo17VojjUri/SnZ6ILDcESF49x0yYsx4+j8ffHe+wY8hYvhgIj2tBQAp98vBqirx0KzVbScozM+Xk/m2LtF/47kZLL44t3cjItz2ni1dNDy574dE6l5+PloSUiyJvLOzXkhn7Nqih6IYSoazadZ78V6ICtrEDKeY7diK3slZSKKUu7a+4gce9Gsk8fR6PR0mzQNZzctBpTXlbxMRnHY9h5PIadC19F7+2DBi3mgjz8GjSlIKPk76BxrxHoDOUvQl+TSfK1hlNOpvBZEhPxmTwZa0Y6+tat8Z8+DW1gIOYTJ0gcNtzh+LyvvsJ79Ci8BtS+FeGEEEKIitEDvZ20J1CSeC2y0/Xh1AFWs6lCbTmJ8VgtZgIaNq+KsEQpPuPHUfDX3xSsWGHXbjl6jOzX5jo9R2Vnk/flAsLXr8OamIihYwc0Xl5VEW6t8/eBRF5cto/MPBOaMr57HzydjVU5q0kN4f6ebD+eDkCByUpSVgETezVBr5PKcEII4RrRFTgmFJgAzAIs5Rx3Clv92NcA+Zx0xjesASNf/5n0o/vwDg7HJzSC3PF3E7P8M5IP7iD92D674835ecV/zk44RoPO/dHqDYS0aE+b0bdUdfiVSj7ZaziPTp3gnA6v5cQJ8r75Bs/evQl87FG0gYEA5P2wFPLynV0G0+49Lo9VCCGEqHkaYutEl9ahOgJxOy0Hj7NbhMu/QVMadhlYvK2sVta//RDL7xnBivtH8vecaVIXtoppDAZCP/oAQ/fuF3aiUuR+9RUanU4Sr2UoNFt54Sdb4hWgjPwqDYLKvn8n0+z77XlGC/FpeWUcLYQQ4uJdCYym/FTYv8BMbDOrzld2ZyPwfeWE5qa0Wh2hrTrhExoBgG9YQ7rd8iRRl113/nP1BgY8/A4dxk1Hb6jd/RFJvtZweQsWQoHzBbPyvv3Oblvr61vmdTz79a3UuIQQQojaQY+t/msLbKvUDsI2SkFcLIvZRMcJM4gedQtdbnyUEc8vtpsOlrDjb06sKxlxmbDdfltUDeP27VjL6EuWJ3feOySPvoqUSdeiTI4jmuu6tBwjWfnl35fIYG/mXt+NJqE+Tvcb9PZfxUL8DLSoJ/WohRDCdfTYEqsLnOzTYusrFo12TQZOVuCaRysntDqmce/L8G/QtNxjIjo4m9VWO0nZgRrMFHuU/NWry9yvDbMfyeMzYTw5n3+B5cSJkkYPDwKfm4mhSxdXhSmEEELUcJ2x1YQVlWXf0o/Y/c0bAGg9DAx45D0MfoEc/OVLDq1chN7Th5AW7R3Oy0mKr+pQ6xxlNpM15xXyf/wJZbFgTUy8qOsZ//2X/F9/w+eq0ZUUoXuICPKmZX0/YhNzyjwmMsQHUDw7pgPTP9+C0Ww/PHbasNacSsvjj/2JRAb7cN/l0XjoZWyMEEK4XjS2EbDLz277As8BD/2Ha11aWUHVKR7evlz20hJOrPuZuA2/kRF3CE+/QJRSmAvyaDbgKlpddm11h1lpJPlaQxX8+SepN08Fs9n5AX5+BDxk/8agDQ6m/ppV5P/2G6YDMXh06oj3iBFoDIYqiFgIIYQQdYG5II99P7xfvG01FbL3u3exmgrZ/sVLxe2Z8YfQ6D1QZ+vAarQ6GvUYVuXx1jU5H39Cznvvn//AC2BNSqrU67mL+y9vw30LtjldTAtgc2wqM77YQnK2fbmNrk2DuffyaKIb2kqHPTSqnctjFUIIca6Z2MoQnAH6AYFAK+BIqWM8gKJZDhpKFnHdDuQDY4AhVRSve8hNOc2m958g+cA2Qlt3ote052k1bNL5T6zlJPlaQ2W/+17ZiVfAe9hQDN26OrRrvL3xGTPG9h4ghBBCCFHJzIUFWArtp7EX5mVxZs8GuzZltdJm1C1knz6GspiJunwKIc0lyeRqxrVr/9uJGg3odA79T42vL15XXFEJkbmffw8ml5l4LXJu4hWgWbgf0Q0DScoswM9Lj4+nfCUTQojq0e2c7beAj4E4bKWqOgJfAgXAeGAg4uJs/ugZEvduBCA5Zhsb3n2MEc9/U81RuZ580tdUheXXkCrcuauKAhFCCCGEsMmIO8Tfc6Y5tAc0bFG8kEJp4e170OzSKwlqGo2mrOXgRaXy6NAB49//XNhJBgOG/v3RentT8PPPtjatFs9BAwl49FH0kQ0rP1A3YLJYz3uMVgPn5mdzjWamf7aZHcfT8fLQMX1Yayb1Lr/unRBCiKpQH3jqnLZXqyMQt5VycLvddurhXVitFrRaXTVFVDWkqFAN5XvbrbYRCGdpfOwL9Ru6nfuERgghhBDCtbbOn01eymmH9oy4Q+xcaP/lROfpwz8vT+O3R8fw3U3dWD3zBg7+8iXKev6Elfjv/P93N3hd4IrAhYUUrllTkngFsFrBwwNDB8favcLmmu6N0GntHyp4G7S0j7SVE6gf6MUN/Zrb7ddqNBh0WnYcTwegwGTh7ZUH2X48lU1HUigwWRBCCCHcVVhUZ7vt0Fad3D7xCjLytcbyuWo0ugYNKFi9Go/WrdE1b0bmY09gOngQr8GD8b3pRlJvvwPL8RN4XXE5/vfeg0bn/i9YIYQQQlQ9q9nE6V3/knJop9P9OWdOOLRZjHml/pxPcsw2kmO2YTEZaXf17S6Lta7T+PtDQcH5D6wA0/YdlXIdd9U6IoDP7ujNsz/s4XhyDg2CvHnkynb0ahVGdr4JX089Wq2Grs2D+Wrdcbw99Uwb0or3Vh+2u47Fqrjrs60AhPoZeO+WnjQN862OX0kIIYRwqZ53zGLje0+QfGCrrebr9BerO6QqIcnXGsyzR3c8e3Qv3g5ftRIAZbGQ2H8AlhNxAJj270ej1+N/z4xqiVMIIYQQ7stszGf1zBtIP7a/Uq4Xt+E3Sb66kDkmptKupWvYoNKu5a6iGgTw1d39HNr9vT2K/9y7VT16t6pXvN0vqh5rDyY7vV5qTiGf/3OUmWM7Vn6wQgghRDXzrRfJ0JlfFG/nZyTz7+v3kXJoO6GtO9N96lN4B4dXY4SuIWUHaiHzoUPFidci+atWV1M0QgghhHBXympl58JXKy3xCrZOt3ANpRR533733y9wbl1erQ5LUtLFBSUcXN2tETNGRNE6wp+OjYMc9qfmGKshKiGEEKLqbf7gKeI3rSQ/PZmTm1ex8b0nqjskl5Dkay2ki4xE4+1t1+bRulU1RSOEEEIId7V1/iwO//51pV3PJ7QBnSbdW2nXE/byl/9MzkcfO+4wGMo8Rx8dTcCzM9G3agVK2SVgTTt2kPHUM64I1S0dPpPNm7/G8NEfh0nOKrv0g0aj4fp+zVkwvS8f3dqTlvX97PZfcYkscCaEEKJuOLNng9124jnb7kLKDtRC2oAAgl56kYynnkbl5ODRoQMBDz1U3WEJIYQQwo2Y8nOJ/WPJRV8nvG0Pmg8eS2BkS4KbtUGr9zj/SeI/Kdy6zfkOk6nMc0I/+5TMZ57FfOSIrUGpc665pbLCc2tHErO57eONGM22BeV+3pHAN//rh49n+V+3NBoN827szqL1xzmTkc/Q9hEMaR9RFSELIYQQ1S64WVtSj+wu2W7ethqjcR0Z+VpL+UwYT8SObdTfsI7wlb9KTS4hhBBCVCqNRoNGe/FdxaQDW9j03uPkpydK4tXFDN27Od9xTkK1tLwfllK4d0/Z1+zWvcx9osSKHaeKE68ASVkFrDvsvK7ruUL8PJkxIpoXJnaWxKsQQog6peedswls3BqAgEYt6TnthWqOyDUk+VqLaX180DdpUt1hCCGEEMIN6b18iL5iSqVd78Dyz1DlJAHFxfMefSVeI0Zc0Dlaf388+11q16bx9ga9Hs/Bgwh6YXZlhui2fJ2McHXWJoQQQogSQU2iGPnaMsbN38SouT8T3DS6ukNyCUm+CiGEEEIIp9qPnU7EJZei9fB0ur+sdmdSDm5n3Rv3V1ZowgmNRkPoZ5/if/99oD9/4k/j54fP+HEEzX4O77Fj0YaH4zl4EOGrfyfyxDHCFi5AF+5+Kw67wpjujYkI8ire7tosmF4tw6oxIiGEEKL2MPgGVHcILiWPY4UQQgghhFNrnruR9GP7y9xvNV3Yquzxm1aSdmw/Ic3bXWxoohwBDz2I/z0zSBp+WUktV2c0GrRBQQCEzHuriqJzT6H+nnxz96WsP5yMj6eeni1C0Wo15z9RCCGEEG5Pkq9CCCGEEMJB/OZV5SZe/ytzfk6lX1M40hgMhC35juw33sR08BBew4aQs2AR1uPHi4/xiIqqvgDdkJdBJzVbhRBCCOFAkq9CCCGEEMJByqGdF3yOVm/Aai4sc79/g2aEtSljUShR6XRhYQS98HzxtuGSS0i7639Yk5LQNWpEoNRzFUIIIYRwOUm+CiGEEEIIB/WiuxCzvILHtulGZLfBtBo+mcT9m4lbv4L4jb9jNZvsjguIbIlWq3NBtKIiPPv0IWLzRiwJCegaNUKjk78LIYQQQghXk+SrEEIIIYRw0KjHMJr2G8WJdSvOe6yl0Ejbq25l/dsPFR/vHdqA/NTTdsflJp9ySayi4jQeHuibNq3uMIQQQggh6gxtdQcghBBCCCFqpr73vMao11fQYfzd5R7nFRRGyqEddona/NTTGPyD7I6L7DbIFWEKIYQQQghRY8nIVyGEEEIIUaaAyBa0vepWDq74ApOTxbIM/kF0nDiDvJTTDvsiOvQBIOvUUSK7D6bDuLtcHq8QQgghhBA1iSRfhRBCCCFEufSe3nS9+Qm2fvIcFpMRn9AIet45GxTUa9MVvZcPAQ2b4x0cTn56EgAajZbWI64lvF2Pao5eCCGEEEKI6uO2yVer1cqzzz7LwYMHMRgMPP/88zSV+lZCCCGEEP9Ji0FjiOw+mNykUwQ1iUKr97Dbr/f0Ztisrzj4yxcU5mTQYtA4SbwKIYQQQog6z22Tr6tXr6awsJDFixezc+dOXn75Zd5///3qDksIIYQQotby9AvC0y+ozP1+4ZF0u/mJKoxICCGEEEKIms1tF9zatm0b/fv3B6Bz587s3bu3miMSQgghhBBCCCGEEELUJW6bfM3JycHPz694W6fTYTabqzEiIYQQQgghhBBCCCFEXeK2yVc/Pz9yc3OLt61WK3q921ZZEEIIIYQQQgghhBBC1DBum3zt2rUr//zzDwA7d+4kKiqqmiMSQgghhBBCCCGEEELUJW47FHT48OGsW7eOyZMno5TixRdfrO6QhBBCCCGEEEIIIYQQdYjbJl+1Wi2zZs2q7jCEEEIIIYQQQgghhBB1lNuWHRBCCCGEEEIIIYQQQojqJMlXIYQQQgghhBBCCCGEcAFJvgohhBBCCCGEEEIIIYQLSPJVCCGEEEIIIYQQQgghXECSr0IIIYQQQgghhBBCCOECknwVQgghhBBCCCGEEEIIF5DkqxBCCCGEEEIIIYQQQriAJF+FEEIIIYQQQgghhBDCBST5KoQQQgghhBBCCCGEEC4gyVchhBBCCCGEEEIIIYRwAUm+CiGEEEIIIYQQQgghhAtI8lUIIYQQQgghhBBCCCFcQJKvQgghhBBCCCGEEEII4QKSfBVCCCGEEEIIIYQQQggXkOSrEEIIIYQQQgghhBBCuIAkX4UQQgghhBBCCCGEEMIFNEopVd1B1AS9evUiMjKyusMQQgghhBBVJDg4mE8//fSiryP9SCGEEEKIuqeifUlJvgohhBBCCCGEEEIIIYQLSNkBIYQQQgghhBBCCCGEcAFJvgohhBBCCCGEEEIIIYQLSPJVCCGEEEIIIYQQQgghXECSr0IIIYQQQgghhBBCCOECknwVQgghhBBCCCGEEEIIF5DkqxBCCCGEEEIIIYQQQriAJF8rya5du5gyZUrxdmpqKtOnT+f6669n8uTJxMXF2R1vNBr57rvvLuhnpKWlMWLECIxGIwAZGRncfvvtXHvttUyfPp3U1NSL/0VqMJPJxMMPP8x1113H+PHjWbNmDQAnTpzg2muv5brrrmPmzJlYrVa78zIyMli+fHmFf86cOXOYNGkS48aN49tvv7Xbt2XLFgYOHHjxv0wtUNb93rdvH/3792fKlClMmTKFX375xe68C73fb7zxBhMmTGDixIns3r3bbl9dud8Wi4XHH3+cyZMnc/311xe/X1T2vQbIz8/n6quv5p9//rFrryv3urTU1FQGDhxIbGwsUPn3e9q0aUyePJkpU6Zw22232e1bvnw5kyZNuvhfoha45ppriu/p448/DsDvv//OsGHDits3b95sd05CQgJ//PFHhX/Ghx9+yKRJkxg7dqzDZ6s73Wtnv+f5Xre1xWuvvcYPP/xQ3WFUG+lHup70I6uW9COrjvQjq4f0I6uG9CMrl/Qlq4++ugNwBx9//DHLli3D29u7uO3VV19l9OjRjBw5ko0bN3L06FGaNGlSvD85OZnvvvuOCRMmVOhnrF27lrlz55KSklLc9uGHH9KtWzemTZvG+vXref3113nhhRcq7xerYZYtW0ZQUBCvvvoq6enpjBkzhqFDh/LSSy9x33330atXL5555hnWrFnD8OHDi887ePAgf/zxB6NHjz7vz9i4cSNxcXEsXryYwsJCRo0axWWXXUZgYCCnT59m/vz5mM1mV/6aNUZZ93v//v3ccsstTJ061el5F3K/9+/fz86dO/n22285deoUd911F8uWLQOoU/f7zz//BOCbb75h06ZNvPTSS7z//vuVeq+LzJo1C41GY9dWl+51EZPJxDPPPIOXl1dxW2Xf77i4OFasWOFwvw8cOMD333+PUuq//wK1RFGSZ8GCBXbt+/bt4+GHH+ayyy5zel7R5+aQIUPO+zM2bdrEjh07+Prrr8nPz2f+/PnF+9zpXpf1e57vdStqPulHVg3pR1Yt6UdWHelHVj3pR1YN6UdWLulLVi9JvlaCJk2aMG/ePB555JHitu3btxMdHc3NN99MZGQkTz75pN05H3zwAUeOHOGdd97hxhtv5OGHHyYnJweLxcK9995Lnz597I7XarV89tlnjBs3rrjtyJEj3H///QB07dqVWbNm2Z3z+uuvU79+fa6//noyMzO55ZZb+OGHH5g7dy5btmxBKcXNN9/MFVdcwebNm3nnnXcAKCgoYM6cOXh4eDB9+nSCgoIYMGAAPj4+/Pjjj2i1Wrp27cqjjz5aqffxfC6//HK7N1idTgfY3nx79uwJwIABA1i3bp1dp/mDDz4gJiaGxYsX069fP5588knMZjMajYannnqKNm3aFB/bpUsX2rZtW7xtsVjQ6/UYjUZmzpzJ7NmzGTt2rENs7navoez7vXfvXo4dO8aaNWto2rQpTzzxBH5+fsXHXcj9bteuHZ9++ikajYaEhATCwsIA6tz9HjZsGIMGDQKwuw+Vea8BPv30U7p06WLXgahr97rInDlzmDx5Mh999FFxW2Xe75SUFLKyspg2bRpZWVnccccdDB48mPT0dF577TWeeOIJnn76aYe4HnzwQUaPHs2gQYOIjY1lzpw5vPvuu8ycOZMTJ05gtVqLkwS//fYbixYtKj73rbfe4vDhw7z22mt4eHgwceJEjh07xsaNG7FarYwaNYqbb77ZNTe0DDExMeTn5zN16lTMZjMPPPAAnTt3Zt++fRw4cIAvvviCTp068dBDD6HX27okFouFjz76iIKCArp06UKDBg2YPXs2Op0OT09PZs+eTcOGDYt/xr///ktUVBR33303OTk5xZ/F7navy/o9z/e6nTx5MrNnz6Z169b8/fff/PXXXzzwwAM8+eSTpKenA/DUU08RHR3NwoUL+f333zGbzfj7+zNv3jx+/vlnlixZgtVq5Z577uGnn34iLi4Oo9HIrbfeysiRI+3inDt3Lnv37iU3N5eWLVvy0ksvMW/ePE6ePElqaioJCQk8/vjj9O/fn5UrV/L+++8TEhKCyWSiRYsWdtfKyspy6B8FBwfz4osv8uWXXwJw5513cu+995KTk8Mbb7yBTqejcePGzJo1i+XLl9vFfm7fqqaQfmTVkH5k1ZJ+ZNWRfmTVk35k1ZB+ZOWSvmQ19yWVqBTx8fFqwoQJxdvt2rVT33//vVJKqXnz5qk333yzzONffvll9fnnnyullDpz5owaPHiwslgsTn/O4MGDVUFBgVJKqblz56p58+YppZRasWKFGjhwoN2xcXFxavz48UoppRYuXKjmz5+v/vrrL3XfffcppZQqKChQV111lcrMzFQLFy5UZ86cUUop9f7776v33ntPxcfHq169eimj0aiUUmrs2LFqx44dSimlFi1apEwm03+4UxcvOztb3XDDDWrZsmVKKaX69etXvG/9+vXqwQcftDt+48aNxb/zjBkz1KpVq5RSSu3fv1+NGTPG6c8oLCxU999/v/rggw+UUko98cQTasOGDUoppfr27etwvLvea6Uc7/f333+v9uzZo5RS6r333lMvv/yy3fH/5X6//vrrqnPnzmrJkiVKqbp7vx95dDN8uAAADdFJREFU5BHVpUsXtXbtWqVU5d7r9evXq6effloppdSjjz6q/v77b6VU3bzXS5YsUe+++65SSqkbbrhBHTlyRClVufc7ISFBffrpp8pkMqmUlBQ1fPhwlZycrKZPn66OHDni8JlRZMOGDeqee+5RStk+G1auXKkWLVqkXnnlFaWUUmlpaWrkyJFKKds9zsvLU0op9fTTT6uffvpJbdy4UY0ePbr4egMGDFBxcXHKaDSqr7/++iLu2n8TExOjFi9erKxWqzp69KgaOnSoMplMav78+SouLk5ZrVb19NNPqwULFtidt2TJEvXqq68qpZQaM2aM2r9/v1JKqVWrVqkZM2bYHfvkk0+qW265RRmNRhUbG6tGjBihzGaz291rZ7+n1Wo97+v2+++/V3PmzFFK2V63e/fuVa+88opatGiRUkqpY8eOqcmTJyuLxaLmzZtX3P+YOnWq2rp1q1qyZImaNm2aUsr2eTBo0CCVmpqqUlNTiz8XimRnZ6uPPvpIKaWUxWJRl19+uTpz5ox6++231VNPPaWUUurff/9VU6dOVUopNXToUJWWlqasVqu67bbbij8DipTVP5o4caI6efKkSkxMVBMmTFBWq1WNGDFCpaSkKKWUeuONN9TixYvtYq/ppB9ZdaQfWbWkH1l1pB9ZNaQfWXWkH1m5pC9ZvX1JGfnqIkFBQcXD3IcMGcIbb7xR5rGxsbHF0w/q16+Pn58faWlpxU8ty3LHHXfwwgsv8P/27j8m6vqB4/jzEA45TkF+CFv8iJNMZSMnU2zkrCFu4RRFvMAfxY/KVtaSSvIHiiJKWOTahOaaM3/NebpZhknRVqwyk2ramI6ILSvhTqVpKIhMvn+47ishaQp3Aa/Hf+7uc7w/rzs/97r3vT+fy8zMZMqUKYSGhna5PTw8HF9fX+rr6zl06BBlZWUcOHCA2tpa53XFOjo6OHv2LCEhIRQVFWEymbDb7UyYMAGAsLAwjEYjABs3bmTbtm28+eabjB8/3i3L7xsbG3nhhReYP3++MzMPj/9fuvjy5csMHz68x+1//vlnJk6cCMDYsWNpamrqdp+LFy/y0ksvMWnSJBYvXozdbqempoYzZ86wZcsWLl68yNKlS7s8pwMxa7h13klJSc6Mk5KSKCws7HH7O8kbYOnSpTzzzDM88cQTREZGDtq833jjDV599VWsVisVFRW9mvX+/fv5/fffWbRoEQ0NDdTW1mI2mwdl1gcOHMBgMHD06FFOnTpFXl4e5eXlvZp3UFAQ6enpeHp6EhgYyNixY2loaOCXX36hoKCAq1evUl9fT1FRUZcVbfHx8RQVFXHhwgW++uorcnNzKSoq4rvvvnNey66jo4M//viDwMBA8vLy8PX1paGhgfHjxwMQFRXlfLzS0lJKS0s5f/48U6ZM6Z0A/4WoqCgiIyMxGAxERUXh7+/PuXPnmDt3rjPrxMREKisre3wMh8PhXEk2ceJE3nrrrS63+/v7Y7FYMBqNWCwWvL29qa2tHXBZ32o/m5ubb/u6TU5OZs6cOeTk5NDU1ERMTAybN2/mm2++4eOPPwZurArw8PDAy8uL3NxcTCYTTU1NzlNI/9pPs9lMfn4++fn5tLS0MGvWrC5/668x/fUYV65c4dq1awDO5zA0NJT29nbOnz+P2WxmxIgRwI0Vg3/XUz9KS0vj4MGDGI1GUlNTaW5uxuFw8PLLLwM3VkwlJCQQERHR5TnqT9Qj+4Z6pGupR7qWeqRrqEe6jnpk71KXdG+X1ORrH4mLi+OLL75g9uzZHD9+nOjo6C63e3h4OC/oP2rUKGpqahg3bhx2u51Lly7h7+9/279RU1NDSkoKkydPprKy0vkGdTOr1Up5eTkhISEEBARgsViIj4+nsLCQ69evU1ZWRlhYGJmZmVRVVWE2m8nLy3O+kd1cSPft28fatWvx9vYmJyeHH374wXmaliucP3+e7OxsVq9e3WW597hx4zh27Bjx8fFUV1czefLkLtvdKuvExEROnTrV7YNJW1sbmZmZZGVlOQ8EISEhXQ7oCQkJt/wQNJCyhp7zzsnJIT8/n9jYWI4ePUpMTEyX7f5N3kePHuWTTz5hzZo1eHt74+npyciRIwdd3gcPHsRut7N48WJ8fHwwGAwMGTKEp556qteyvrlovP766yQnJzNhwoRBlzXQ5bSfRYsWUVBQQHBwMPPmzeu1vL/++mt2797N1q1buXz5Mj/99BPR0dFUVFQA8NtvvzlP17mZwWBg5syZFBUVkZCQgJeXFxaLhdDQUJ577jna2tooLy/H09OTd955h88//xyArKysbnm3t7dz5MgRSktL6ezsZMaMGcyYMYP77ruv98K8jf3791NXV0dBQQF2u52WlhaCgoJISkpi7969hIaG3jbrkSNHcvr0acaMGcPx48e5//77u9w3Li6OHTt2kJWVhcPhoLW1lZiYmAGX9a3209/fn/T09H983fr4+Dg/IKSkpABgsViYNWsWM2fO5MKFC9hsNk6fPk1VVRU2m43W1lZSU1O77afD4aC2tpYtW7Zw9epVpk6dSkpKivNUv+rqahobG9m8eTPNzc18+umnzsf4+zXr/P39+fPPP2lubiYgIIAff/yx2+RfT/0oOTmZzMxMDAYD27Ztw2QyERoaSllZGcOGDeOzzz7DZDLR2NjY5fjTn6hH9j71SPXImw2kvNUj1SP/0t+6ze2oR/Zu1uqS7u2SmnztI3l5eaxatYq9e/diNpu7fcMSGBjItWvX2LRpE4sXL2bFihVUVlbS1tbGunXrnC++fxIVFeW8zs3IkSPZsGFDt/tMmzaNdevWsWnTJuDG6olvv/2W+fPnc+XKFaZNm4bZbCYlJQWr1crw4cMJCgrC4XB0e6wHH3yQtLQ0RowYQUhICA899NDdRHPX3n33XS5dukRZWRllZWXAjR+pyMvLIz8/n9LSUiwWS7cLb0dERFBXV8f27dtZtmwZ+fn5zovC//2HJfbu3cuvv/6KzWZz/vrfhg0bCA8Pv+34BlLW0HPeBQUFFBYW4uXlRVBQULdvxv5N3pMmTeLIkSOkp6dz/fp1FixYcEdZw8DKe/r06SxfvpwFCxbQ0dHBihUr8Pb27tWs78VAyvqf9GbeU6dO5csvv8RqteLh4UFubi4BAQF3NI7U1FQeffRRPvjgA+DGdZZWrVrFwoULaWlpYf78+ZjNZiZMmMCcOXMwmUwMHz4ch8NBWFiY83GMRiN+fn6kpKTg5+dHQkJCl2tcuUJaWhrLly8nIyMDg8HAhg0b8PLyYv369SxZsoShQ4cyatQorFZrl+1Gjx5NeXk5MTExrF+/nsLCQjo7OxkyZEi397rHHnuM48ePk5aWRmdnJ6tXr3ZeW/B2+lPWPe3n7V63cOODb0ZGBgUFBcCNX1BeuXIl+/bto6WlhSVLlhAZGYmPjw+pqakYjUaCg4O7/R8ODg7m3LlzzJ49G5PJRHZ2dpe+EhsbS1lZGVarFaPRSHh4+C2PAwCenp5s3LiRnJwc/Pz8btl7eupHnp6ejBkzho6ODuc1yVauXMmzzz5LZ2cnvr6+lJSU0NjYeLdxu516ZO9Tj3Qt9UjXUY/8b1CP7H3qkb1LXdK9XdLQ6a7zIsQlWltbWbhwITabrd+u/ugvlLVrKW/XUdauZbfbWbZsGe+//767hzLgDZasT548ya5duygpKXH3UKSf0fHfdZS1aylv11HWrjVYus1/wWDKWl3y3unoN4B9//33WK1Wnn/+eb3R9TFl7VrK23WUtWtVVlby9NNP88orr7h7KAPeYMl6165drFmzhhdffNHdQ5F+Rsd/11HWrqW8XUdZu9Zg6Tb/BYMpa3XJ3qGVryIiIiIiIiIiIiJ9QF8/iYiIiIiIiIiIiPQBTb6KiIiIiIiIiIiI9AFNvoqIiIiIiIiIiIj0AU2+iogMElu3buWRRx7h6tWr7h6KiIiIiPQj6pEiIndPk68iIoPEoUOHSE5OpqKiwt1DEREREZF+RD1SROTuebp7ACIi0veOHTtGREQE6enpvPbaa6SmpnLy5EnWrl2Lr68vgYGBeHt7U1xczM6dO/noo48wGAwkJyfz5JNPunv4IiIiIuIm6pEiIvdGK19FRAYBm83GvHnzsFgsGI1GTpw4wZo1ayguLmbHjh1EREQAUF9fz+HDh9mzZw979uyhqqqKhoYGN49eRERERNxFPVJE5N5o5auIyAB38eJFqquraW5uZufOnbS0tLBr1y4cDgcPPPAAAHFxcRw+fJi6ujrOnj1LZmamc9szZ85gsVjcuAciIiIi4g7qkSIi906TryIiA9yHH37I3LlzycvLA6C1tZXExESGDh1KfX090dHRnDhxAgCLxUJ0dDTvvfceBoOB7du3M3r0aHcOX0RERETcRD1SROTeafJVRGSAs9lslJSUOP/t4+PD9OnTCQoKYsWKFZhMJry8vAgJCWHMmDE8/PDDZGRk0N7eTmxsLCEhIW4cvYiIiIi4i3qkiMi9M3R2dna6exAiIuJ6u3fv5vHHHycgIIC3334bLy8vlixZ4u5hiYiIiMh/nHqkiMid08pXEZFBKjAwkOzsbEwmE8OGDaO4uNjdQxIRERGRfkA9UkTkzmnlq4iIiIiIiIiIiEgf8HD3AEREREREREREREQGIk2+ioiIiIiIiIiIiPQBTb6KiIiIiIiIiIiI9AFNvoqIiIiIiIiIiIj0AU2+ioiIiIiIiIiIiPSB/wG4UgYbWfhiNwAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Facet along the columns to show a categorical variable using \"col\" parameter\n", - "plt.figure(figsize=(11,9))\n", - "sns.catplot(x=\"Age\" , y = \"Unemployed\", col=\"Gender\", kind=\"strip\",palette=\"Set1\" , height=8, aspect=1.2 , \n", - " data=employment)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 316, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAABOkAAAI4CAYAAAA/E73CAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3XdgXNWd9//3uaNR78WWLFvuvXeMwQZDqAkkDqGETTYbspvyW35L8mRDEkJCNoTsJgSyC5t9dkPKprAhBBNYSkLvxjbGxraMe5NtSVbvZWbuef4YW9ZIsnGR5s6MP69/4J4Zzf3o6PrOne/cc46x1lpERERERERERETEM47XAURERERERERERM51KtKJiIiIiIiIiIh4TEU6ERERERERERERj6lIJyIiIiIiIiIi4jEV6URERERERERERDymIp2IiIiIiIiIiIjHVKQTkbO2atUq7r333kF5rRUrVtDV1TUor9XbunXr2LZt21m9xv/8z//wwAMPnNHPXn/99Rw8ePCs9i8iIiLHxdr1x+9+9zuuvfZannnmmbN6nV/84he8/fbbp/1zQ3Gt0dXVxYoVKwb1NUVE5MRUpBORc8Jjjz3GkSNHvI4hIiIiCer555/nhz/8IVddddVZvc769euZP3/+IKUSEZF4kuR1ABFJHAcPHuQrX/kKf/jDH4DwN7r33Xcfjz/+OAcPHqSuro7Dhw/zjW98gwsvvJCXX36ZBx98EIBp06bx3e9+F4C77rqr55vgBx98kJycnJ593H///bz77rsR+/35z39OcnJyz/bXv/51Dhw4QFdXF7fccgtlZWW8/vrrlJeXM2HCBF566SWee+45gsEgWVlZPPDAAzz11FO8+uqrdHZ2cuDAAf72b/+WlStX8s4773DPPfeQk5OD4zjMmTMHgB//+Mds2bKFtrY2xo8fzw9+8AMeeOABNmzYQHt7O9///vd58sknef311ykuLqahoWHoOl5EROQcFgvXH4888ghbtmzhjjvu4P777+dLX/oSubm5LFu2jGXLlnH33XcDkJubyz333ENWVhY//vGPWbduHdZaPvOZz3DllVfS0tJCeno6fr+fiy++mHHjxjFu3Dg++9nPcuedd9LV1UVKSgrf+973KCkp4f777+93rfHAAw9QWFjITTfdxO7du7nrrrv4zW9+M+Dv/c4773D//ffj8/kYNWoU//RP/0R3dzdf/epXaW5upqysbKj+bCIiMgAV6UQkKpKTk3nooYd48803+cUvfsGSJUv43ve+x6OPPkpBQQEPPvggVVVVAHz84x9nwYIFfP3rX+fNN9+M+Eb6y1/+8kn309raypo1a3jssccAePPNN5kxYwYXXnghV111FcXFxTQ2NvKrX/0Kx3G45ZZb2Lx5c8/P/vznP2ffvn184QtfYOXKlfzgBz/gxz/+MWPHjuU73/lOz/Oys7P55S9/ieu6XH311VRXVwMwbtw4vvWtb7Fjxw7WrVvHH//4R9rb27nssssGvU9FRETk5KJ1/XHDDTfw1FNPcdddd2GMoaamhscee4zk5GSuv/567rnnHiZMmMCjjz7KQw89xLx58zh48CC///3v6erq4vrrr2fp0qW88cYbLF26FIDKykpWrVpFXl4et912G5/61KdYvnw5q1ev5t577+Xzn//8KV9rBIPBfr93ZWUld955Jw8//DAFBQX85Cc/4fHHH6e7u5tJkybx5S9/mffee481a9YMwl9CREROhYp0IjJkrLU9/z916lQAiouL6e7upqGhgezsbAoKCgD4+7//+57nzpgxA4DCwkI6OzsjXvODvsnOzMzkzjvv5M4776S1tZVrrrkm4rmO4+D3+/nKV75Ceno6VVVVBINBAKZMmQJASUkJ3d3dAFRXVzN27FgA5s2bx4EDB0hJSaG+vr7nNdrb2wkEAgA9z921axczZszAcRwyMzOZNGnSGfWhiIiInB4vrj/6GjlyZM9ju3fv7rlbLxAIMHbsWHbs2EF5eTmf+tSngHAR7fDhw7z22mt87WtfAyAvL4+8vDwAduzYwX/+53/y0EMPYa3F7/ef1rXGQL93XV0dR44c4bbbbgOgs7OTpUuX0tDQwIUXXgjA7NmzSUrSR0YRkWjRGVdEBk1KSgp1dXWEQiHa2toiJi82xkQ8t6CggObmZhobG8nNzeXuu+/uKaj1fW5vH/RN9pEjRygvL+ff//3f6erqYvny5Vx77bUYY7DWsm3bNl544QUeffRROjo6WLlyZc/F/ED7LSoqYvfu3YwfP57NmzeTk5PDa6+9RmVlJT/5yU+or6/n+eef73kNxwlP9Tl27Fh+/etf47ounZ2d7Nq16xR6UERERE5XLFx/9HXsegDC1wT/8i//wogRI1i/fj01NTX4/X4WL17M9773PVzX5ac//SmlpaU0NzeTn5/f7zWODXmdN28eu3fvZt26dSe81khJSaGmpgaA8vLyk/7excXF/PSnPyUrK4sXX3yR9PR0duzYwcaNG7n00kvZunVrz5eZIiIy9FSkE5FBU1RUxNKlS7nuuusoKytj9OjRJ3yu4zh85zvf4fOf/zyO4zBt2jRmzpw5KBlqamr46Ec/Snp6Op/97GdJSkpi9uzZ3Hvvvdx3332kpaWxcuVKkpOTKSoqOumCEj/60Y+4/fbbycjIICMjg5ycHGbNmsVPf/pTrr/+epKTkxk1alS/15g6dSpXXHEF1113HcOGDev55lpEREQGVyxcf5zMXXfdxe23304oFALg+9//PmPGjGHt2rV88pOfpL29nUsvvZSdO3cye/bsAV/j9ttv56677qKrq4vOzk7uuOOOE15rXHnlldx2222sW7eu5+7AE/3ed9xxB3/3d3+HtZaMjAx++MMfsnDhQr7xjW9w0003MW7cOPx+/5D2j4iIHGds7/vBRUREREREREREJOqcD36KiIiIiIiIiIiIDCUV6URERERERERERDymIp2IiIiIiIiIiIjHVKQTERERERERERHxWNwV6W655RavI4iIiIhE0PWJiIiIiJytuCvSNTQ0eB1BREREJIKuT0RERETkbMVdkU5ERERERERERCTRqEgnIiIiIiIiIiLiMRXpREREREREREREPKYinYiIiIiIiIiIiMdUpBMREREREREREfGYinQiIiIiIiIiIiIeU5FORERERERERETEYyrSiYiIiIiIiIiIeExFOhEREREREREREY+pSCciIiIiIiIiIuIxFelEREREREREREQ8piKdiIiIiIiIiIiIx1SkExERERERERER8ZiKdCIiIiIiIiIiIh5TkU5ERERERERERMRjKtKJiIiIiIiIiIh4TEU6ERERERERERERj6lIJyIiIiIiIiIi4jEV6URERERERERERDymIp2IiIiIiIiIiIjHVKQTERERERERERHxWNJQvfB7773Hvffey29+8xv279/P17/+dYwxTJw4ke985zs4jsODDz7IK6+8QlJSEt/85jeZNWvWUMX5QE3dHfxxz7vsb61ncs5wVo6dS1qS37M8x9hgAPvm49g970F+Cc6yT2Dyhnsda9C9dGg7b1TtJsOfzEdGz2JSzrCo7Tvcx6uwO9ZDsBtS0jDTL8AsugpjTNRySHxZd2Qfzx/ahjGGy0dOY17hKK8jiYiIiMQEW70f943HoLUBM3kRZvHVGKP7Q0REPsiQnCl/9rOf8a1vfYuuri4AfvCDH3Dbbbfx8MMPY63lxRdfpLy8nLVr1/Loo49y33338d3vfncoopyyh7a9ydqa/VR3tPBa1S5+v/sdT/McY9/6E3b9X6ChCnZvwH3iAay1XscaVOtq9vPInvUcam9kR9MRHtjyMq2Bzqjt3775OHb9c9BSBx0t0HgkXLTb9ErUMkh82dtcy8+3v8X+1nr2tdTxX++/wcG2Bq9jiYiIiHjOBrpxV90H+8uh7nD488zGl72OJSISF4akSFdWVsYDDzzQs11eXs6iRYsAWLZsGW+99Rbr16/nggsuwBjDiBEjCIVC1NfXD0WcD9QdCrKj6UhE25b6w55k6cvu3RzZUF8JzbXehBkiffu62w2xvfHICZ49+Oy+zQO39+17kaO2NFTSu1RusZQ3VHqWR0RERCRmVO+FjtaIJl1Xi4icmiEp0l1++eUkJR0fSWut7Rk2mJGRQUtLC62trWRmZvY851i7F/yOj6LUzIi2ERk5nmTpyxSWRjakZkBGrjdhhshAfR3N/jcFpSdoHxG1DBJfSgc6ZtNj45whIiIi4qm8YnB8EU26rhYROTVRmRjAcY7vpq2tjezsbDIzM2lra4toz8rKikacfowxfHrSeeQmpwEwLC2LG8cv8CQLgO1oxR7aiQ10YS68DoqOznWVlolz2WcwMTBX3mC6uGQSs/PDhTK/4+NjY2ZTMsQFD9vaiD28CxsKYpb16uNjRk3BLLxqSDNI/JpTMIoLisfjYHCM4aKSSczI08VnNNR3tbGnuZaQdb2OIiIiIgMwGTmYFTdDcmq4YeRkzCJdV4uInIohWziit2nTprFmzRoWL17Ma6+9xnnnnUdZWRk/+tGPuOWWW6iqqsJ1XfLz86MRZ0CTcoZxz6JraeruIC853bMFA9zta7F//gWEApCSjvPR/x/fp+7CtjRAehbGF5U/WVQl+5L40vTlNHd3kuzzkeob2iKku/457Ot/BDcEmXk41321p4+tPwUTCmBi5E5KiU2OMXxq4mJWjpmDMYb0pGSvI50Tntq/macObMFiKUzN5CszL6EgNcPrWCIiItKHM2s5duoS6O7QdbWIyGmIyp10t99+Ow888AA33HADgUCAyy+/nBkzZrBgwQJuuOEGbr31Vr797W9HI8pJ+YxDfkqGZwU667rYl/8nXKAD6GrHfe0PAJisvIQs0PWWnZw65AU629GKfeOxcIEOoLUBu/pPQLiPndR0XUjIKcvwp6hAFyUNXe09BTqA2s5WnqnY4nEqERERORHjT9Z1tYjIaRqyqs/IkSP5wx/CBaaxY8fy29/+tt9zbr31Vm699dahihB/QgFo7zMvX7M3i2kkrI4WCAUjmqz6WCTmNXa39xTojqnvavcojYiIiIiIyOCLyp10cmqMPwXGzYpsm7LIozSJyeSX9Jt/zkxWH4vEutGZ+Qzrs8DPwqLRHqUREREREREZfIk9fjIOOVf+LXbt09gj+zGjpmLmX+Z1pLPWEQzwauUOajpbmVswihn53k6w76z8MnbNU9iGI5iJczEzl0c8bvduxu5cD7lFmNkrMClpHiUVOX22uRa78WUIdmNmLsP0XRQlTjnG4cszL+HZinLqu9pYUDSaJcPHeR1LRERERERk0KhIF2NMSlp4RdcE8mD5K+xqrgHgjard3DL5fBYNG+NZnp4Vpwbgbl+Lffo/e7btnk34bvxGtKKJnBXb2Y778PehvTm8vfl1nJvvxBSWepxscOSnZnDzRN35KiIiIiIiiUnDXWVIVbU39RTojnmjardHaT6Y3fxaZMPhXdi6w96EETlNds/GngIdAKEA9v3V3gUSERERERGRU6YinQypVJ8fQ+RquTG9GmZKeuS2MZCs4a4SH0zf4xf6H9MiIiIiIiISk1SkkyGVm5LOitJJPdupPj9XjJrmYaKTcxZfDb3moDNzLsFk5XmYSGKZtfaDnxRFdswMGDn5eEPucMzMZd4FEhlEsfbvTURERERksGlOuj5ePLSNpw+UE7QhVoyYzEfHzPY6Uty7ftx8FheNZU9LLeuO7OOfN/6Fssx8PjPpPEZk5HodL4IZNhrnln+BA1shpwgzfIzXkSQGravZz2N7NtAS6OS84WO5afwCkhyfZ3lsoAv7/K+xO9ZBZi5m6ccwhSNxD+/Efehr4PNjzvswzrwPeZZR5EzZA1txX/gtNNXAhLk4l/2NFvQRERERkYSkO+l62ddSxx/2vEtbsIuuUJBnK8rZUFvhdayEMDorn831h9jdUosF9rfW84vtsTlXlknNwExaqAKdDKipu4Nfbl9NQ3c7QevyRtVuXj68w9NMdu2z2G1vgxuC5jrs2mewXR2w7s8Q6ILOVuwrv8dW7fU0p8jpsoFu3Kf+LzRWg3Vh53rsW3/yOpaIiIiIyJBQka6XPc21/dta+rfJmenbvxVtDQTckEdpRM7M/pZ6QtaNaPP6PGEr+yzGEujC7t08wPP2RCmRyCBprIbOtogmHcciIiIikqhUpOtlQk5Rv7aJ2cM8SJKY+vbvmMx8/B4OERQ5E2OyCkgykadOr88TpnRiZENyKmb8nAGeNyFKiUQGSV4xpGVFNPU73kVEREREEoSKdL2UZeZz84RF5CWnk+VP4drRs5lVUBrVDNYNYXdvxN2+Fhvo6v94ayNu+RvYQzujmmsw/NWERczIK8Hv+JiYPYzPTjnf60gipy07OZW/nXoBw9KySPP5WTFiEstHeFs0MAuvDC8Q4U+BjFzMkmtxpizCLP1YuMCRmYe59NOYYaM9zSlyukySH+ea/w+KRoE/BTPtfMz513odS0RERERkSBgbZ8ulrVy5klWrVnkdY0jYUBD3Dz+EY0PXsgtwbroDk5ETfvzwLtw//hiC3QCYOStwVtzsVVwRiSH20E7cx+47fn6YewnOxZ/0OJXIuSORr09EREREJDp0J10s2bv5eIEOwhPAb3m9Z9Nd83TPB3AA+97L2NbGaCYUkRjlru1zftj4EratycNEIiIiIiIicjpUpIshAw1vpbtXW9/HrY34UC4i57BunR9ERERERETimYp0McSMmw2ZeccbkpIx04/P22ZmXxz5A6OnY3K1sIWIgJl9UWTDmBmYARbDERERERERkdiU5HUAOc6kpOF88lvYza9CoBszfSkmv6TncWfyQmxaFnbXu5A3HDPjAg/TSqw60FrPswfKaQ91c2HxBBYUabGAc4EzZTE2PRt3zVPQUg/+NGx9ZcQ5RERERERERGKXinQxxmSGV2Y84eNlUzBlU6KYSOJJa6CLH296kc5QAIBtjdWkJyUzLU+FmnOBbW2Eim3hjcYjuId34tzyz5gkv7fBRERERERE5ANpuKtIAnm/obKnQHfMu7UVHqWRaLM734lsaGuEw7sHfrKIiIiIiIjEFBXpRBJIYVpm/7bU/m2SmPrPQWcgp9CTLCIiIiIiInJ6VKSLE7a5FtvR6nUMiXFjswq5eMQkDAaACdlFLC+Z6EkW29mGbar1ZN/nrMmLIH9E+P8dB7PgckwCFelqO1tpC2jF2qHQEQxQ09HidYwe1rrYhipsMPDBTxYRERERSRCaky7G2e5O3Cf/HQ5sBceHWXQVzvkf9TqWxLAbxy/g8pHT6AgGGJGR40kGd+3T2NVPQigIpZNwrr0Vk5ruSZZzgW1vxn3836B6LyT5oXAk1B7EvvMX3NZGzBW3YJz4/U6mI9jNT7e+xo6mIyQZh6vLZnBV2QyvYyWM1yp38uied+l2Q5Rl5vH30y8iJznNszy29hDuE/8GTbWQko5z5efCq5+LiIiIiCS4+P3Udo6wG18MF+gA3BD27f/F1h70NpTEvLyUdM8KdLahGvvG4+ECHcChHdh3n/Mky7nCvv1UuEAHEAxAzznCYre9jd253rNsg+GFQ9vY0XQEgKB1eXL/Jqrbmz1OlRhaA508sns93W4IgAOtDTx9YIunmdxXfx8u0AF0teM+/9/Yo/lERERERBKZinSxrr7q1NpEYkVDNWAj23TMDinb8AH9W18ZnSBDpLrPMEw7QJucmdrONoLWjWir8roA2vd80dYE3Z3eZBERERERiSIV6WKcGT83siE5FUZN8SaMyKkYORFS+gxtHT/HmyznCHOy/jUm7ocKzs4vjdhOT/IzMWeYR2kSy6iMPPL7/HudVVB6gmdHR7/juXQiJjXDmzAiIiIiIlGkOelinJk4D3Ppp7Fb3oDUDJwl12AGWMFTTo89uAO7dzMUlGCmLMY4Pq8jJQyTnIZz3VdxVz8Bbc2Y6efjTD3P61iJraA0XLxvqoGiMszo6dgd68BanPmXYYaP9jrhWVk4bAztwQBvHdlDlj+FD5fNJC3J73WshOBzHP5hxsU8sW8TtV1tLCgsY8WIyZ5mMsuuh6Rk7P5yTNEozAUf9zSPnDrb1oQtfxOsi5l2PiYr3+tIZ6Uj2M3q6r20BrtYVDSG4vRsryOJiIhIgjPWWvvBT4sdK1euZNWqVV7HkDjmbn0L++ef92ybqUtwrvych4lEzpy7dTX2zw/1bOt4FvHGuX59YjtacX/9HWhrDDekZuJ86i5MVp63wc5QyHW5e8OzHG5vAsDv+Lh99mWMyozP30dERETig4a7yjnHbnghcnvb21jNbyVxym54PnJbx7OIeMDufOd4gQ6gsxX7/mrvAp2l9xuregp0AAE3xOtVuzxMJCIiIucCFenk3OP0GeVtHDAa7ipxytdn2KeOZxHxQt/3VoA4HpbuH2AajCSjy2YREREZWrrakHOOs/hq6HXxbeaswKSmn+QnRGKXs+gqHc8i4jkzaQHklxxvyC7ETF3iXaCzNDFnGBOzjy9Qk5GUzEUjJnmYSERERM4FWjgiBtm9m3HfeAw6WjHTL8Ccfy3GGK9jJQwzbjbOX/8Tdl85pmAEpmyq15EGVXnDYR7f+x4tgU6WDB/HNaNn4ej4GTTrjuzj6QNb6HZDXDxiEh8a6e3xk+jHs0RHTUcLD+9+h4rWeqbkFnPj+AVk+lOitn932xrs2/8LwQBm7gqc+ZdHbd9ydtwNL2LffS58J938yzBJyWBDmAnzMSlpXsc7Y44xfHnmCt6rP0hroJs5BSPJTk71OpaIiIgkOBXpYoxta8J98kEIBcPba/4XsgswMy/0OFliMXnFmLxir2MMupbuTv5j6+sE3BAAz1aUk5+SwbKSCR4nSwxV7U38fPtqLOH1dv64dwPD07KZVVDqaa5EPZ4lev5r25scaK0HYF3NfgA+N2VpVPZt6w5jn/0ZHF3Hyr76B2xeMWbc7KjsX86c3b8V+/LDxxte+A3mU9/BFI3yLtQg8jkO8wrLvI4hIiIi5xANd401h3f3FOh6VLzvTRaJO3taansKdMdsa6zyKE3i2d50pKdAd8y2JvWvxLeOYKCnQHfM9sbqqO3fHtzeU6DraavYFrX9y5mz/a5PrP52IiIiImdBRbpYM2wU9B2aOHy0N1kk7ozKyMMh8vgZnZnvUZrEM1Bfqn8l3qX6khiWlhXRVhbF49oMH9O/cZje9+KBGeDvNFCbiIiIiJwaFemAzmCAzfWHqG5v9joKJqcIFl4F/lTAYKaeh5m9wutYg66hq51NdYdo6e70OgoA1lrsoZ3Yiu1Y63od54zlp2Zw88RFZCSl4GBYVDSaFaWTvY7Vjw0Fw8OkqvZ5HeW0jMkq4NrRs0gyDg6GZcXjWVg0xtNMtmpfuC/73oErcoqMMXx28hKGHy3Ujc0q4KYJC6K3/+KxmAs+Dsmp4EsKL34yZVHU9i9nYeJ8zLwPgS8J/CmY8z+KGanFFUQEbO1B7N7N2EC311FEROLKOT8n3YHWen6y+SXaguE3kI+UzeTDo2d6lsd9+r9g+5rwRk4RZtn1mCS/Z3mGwtvVe/nvnW/jWovf8fH5qRcwM9+7Ob1sKIi76n44NkRn+Bic67+GieKk6YPpguLxnD98LEHXJdkXe//EbXsz7iP/DA1Hh9NNnI/vI1/yNtQpqulo4dmKcoJHC7lravZz5agZ5KdmeJLHfer/YnesC2/kDse54XZMRo4nWSS+jc0q5J8WfITOUIBUX/Tfc5xFV2HnXwbWJtx7XiIzxmAuuhF7wcfBGEwMvueISPS5Lz+M3fBieCMjN3xdnTfc21AiInHinL+T7qkDW3oKdADPVJTTGvDm7i57eDf2WIEOoKkGu+EFT7IMFWstf9y7Affo/EMBN8SqvRu9DbV7w/ECHUD1PuzW1d7lGQSOcWKyQAdgN750vEAHsHM99uAO7wKdhlV7N9Lda86/rlCQJ/Zv8iSLPbTzeIEOoLEau/FlT7JI4vCiQHeM8SWpQBenTJJfBToRAcA2VB8v0AG0NWLXPetdIBGROHPOF+n6DrcMWZf2YMCbMB0t/dvaB2iLY661tAW7ItpaAl0neHZ02IH6OAaGPiesOO7vpkBH/7bu/m1RMVA/dsRHP4qIiEiCGuDzjB3oM46IiAzonC/SLRk+LmJ7fHZRvwm0o6ZsGmTmHd82BjNtiTdZhojPcVjcZw6vJcPHehPmKDNhLiSnHW/w+TGTNR/SUDHTloDpderJyIExM7wLdBouGdF/fr9LvJrzb8z0cN8dYwxmamKdL0RERCTOlIyD/JKIJmfaUo/CiIjEn3N+bMKykgmkJfnZWFvB8LRsLimd4lkW40/GufHr2HdfgI5WzPQLMCNjb9L/s3XzxEWUZOSwv6WeSTnDWFYywdM8JjMP58ZvYDe+CK6LmX0RJr/Y00xnY39LHb/ZuZaWQCcLi0Zz3bh5XkeKYEZMwLnuq9jyNyAlDTPvQ5jkVK9jnZJpeSOYnT+C9xurscCo9FzSk5I9yWL8KTg3fhP77vPQ2YaZcQEYB/fZh8DxYeZdiika5Um2oXCgtZ6XDu8Aa7loxCTGZBV4HUlERCTmbK2v5E/736M10MXM/BF8bMwcUqM4lYAxDs4n/hG7/jlobcBMWYwZNztq+xcRiXfG2qOTg8WJlStXsmrVKq9jiMSkjmA3/+ftxwj1+md9UcmkqK7UmMj+dfNLbG2simhLMg7fnHsFpRm5HqUKs3WHcX/7XTi2ymtyKs5f343Jyjv5D8aB2s5Wvrv+6Z75AP2Oj2/Pu8q7u55FBqDrExHx2q6mGn606fmItmm5xfzDzBUeJRIRkdN1zg93FUkka2v2RxToANbV7PMmTIJp7u7oV6ADCFqXdTX7PUgUyW5fd7xAB9Ddid29wbtAg2hDbUXEgh0BN8T62gMeJhIREYk9awe45tvaWEWrx/M/i4jIqVORTiSBFKRk9Gvzajhmokn1+Uk5weqFOb3nNPRK7/npjjLp2R4EGXzZAwyHjok+FxERiSHZ/v7vl8mO74TXLyIiEntUpOsl4Ibo7n0nikicmZIznNL048Uag+GTExZ6mChxJPuS+NiY2TiYiPYxmfk9i590BLvAgDTcAAAgAElEQVRxretFvPCCHCW9FsIZPR3Gz/Eky2CbV1jG5JzhPdsTsotYWDTaw0QyFGwwgD3B3R420IX1auV1EZE4cdGISf2+sL1u7Dz8js+jRCIicrr0tcpRT+7bxHOH3se1lguLJ3DD+Pk4xnzwD4rEiDerdvPHvRvoCHYzLrOQWQUjWD5iku6kG0QXj5jM7PyRVHU04zMOPuMwPruQtmAX95W/xvamarL9qdw8cRFzCkZGNduxhSSo3B1eOKLY21WTB5Pf8XFB8XgOtNbTEQqQ4iQRdEP60JFA3HXPYt/+XwgFMVPPw3zorzGOD2st9pX/wW56FTCY+ZfhXLDS67giIjEp05/C3Qs/Qnl9JXVdbcwqKCV/gFEWIiISu3QnHbCj6QhPV2wh4IYIWZdXKnfwruY7kjjS2NXOb3etpT3YjQX2tNYSslYFuiGQn5rBtLwSJucOZ0JOEcYYnti3ie1N1QA0Bzr55fbVdIaif9ePMQYzYkJCFegAWgNd/PeOt+k42qfljZU8U1HucSoZLPbIAezrf4RAF7ghbPmb2C1vhB/c9S52w4vh+RZDAezap7EH3vc2sIhIDHOMw8yCUi4aMUkFOhGROKQiHVDRWt+/ra3BgyQiZ+ZQeyNunwUjdAxHT9++7gwFqO1s9ShN4qlqbyLYZxhxRauO70Rhawb4UqymIvzYkf6PDdQmIiIiIpIIVKQDpuQW03dg69TcYk+yiJyJcVmF/SYFnqJjOGr69nVucholaf0XcpAzU5aZT0afu0J1jk4cZuQU6DN02ZRNi/hvr0cwZVOjlExEREREJLo0Jx1QmpHLLZPP5+mKLbQFupmcO5xRGXlex0ooNR2trK3ZR2NXO2OzCphfNNrTlaZszUHcLa9jgt0w9TxMVwe2qQYzdhYmbzi2pR67awMmIxvGz8XE+KpYaUnJ/P205azat5Hm7k7OGzaW5SUTvY4FgD20E1u5B1M6EdN7YYMEcnXZDLpCATbUHqQoLZNPjJuHzxn670Bs4xHsnvcwOUUwbhbGJN73LtsbqznQWs914+byWuUuqjtaGJdVwIUlE6Kaw7Y0YHe9C+lZmAnzYv6ccLoOtTWytaGS0oxcpuWVRHXfJqcQ58NfxF39BHR3YeZcBGVTcTe/Dli46EZ47xVwHMyiqzHDyqKaL5bsa6ljZ9MRxmYVMCFnmNdxRERERGSQGWv7jJGLcStXrmTVqlWD/rpdoSA/2PBnKjuagfCdMHfMvYLs5LRB39e5ZldTDfdteoEQxw+10vRcvjH3ck8mfrc73sF96j8GftCXhFlxM/aV34fnRwIom4bvuv8TvYAJxF33bHiuqaPMJZ/CmX2Rd4ESiK3YjrvqvvBcXYCZvBjn6r/zONXgenL/Jp4+sKVnO83n75mXriQ9h2/OuZzkKBTLbN1h3P+5B7o7wg0jJ+N84h8xCbK40Lu1B/iv99/EHj1HX1o6hU+Mm+dZHtvZjvu7f4KmmnBDdiHOX30bkxrbcysN1fXJMa9V7uJ3u9b2bH9szByuGNX3TkMRERERiWeJd9vFGdpQV9FToANo7O5gdfVeDxMljucPvR9RoIPwHGqb6g55ksdd+8yJHwwFsaufPF6gAziwFVu5Z+iDJRhrLXbt05FtfbblzLnr/9JToAOw29dgjxU1EkDQDfH8wcgFAjp6LcZR2d7ExrqDUcliN7x4vEAHcHA7HN4VlX1Hw58rtvYU6ABePryDjmD0Fz45xm5fe7xAB9Bci922xrM8seLZii0R23+uKCfOvmcVERERkQ+gIt1RfSfdBwj1mahczsxAfQse9q8bOvnjA+X9oJ+Rgbl9/sbqx8HTt29P1BanLCc+dxwTtXPIQMdtAh3LffvZWhtRtIu6BO/vM9X37+RaT/9KIiIiIjIEVKQ7am7BKAp6LVOekZTCkuGJOX9WtK0YMbnfwhxFqZnMLhjpSR4z/7KTPOhgFlwBvYfQlYyDEdGd/yoRGGMw8yL7+qR9L6fFmXcp9J6DbtxsTN5w7wINMr/j46IRkyLaknsNjy9MzWBuwaioZDFzLobeC1cMHwMjJ53w+fHmktLJEdtLi8eT3mehjmgyUxZBRu7xhowczJTFnuWJFZeWTonYXlE6GSdBhlyLiIiISFhizXx9FtKS/Hxz7hW8fWQvQddl8bAx5KWke5LF3fgSdssbkJqBs+QaTGlsLABwpqbmFfOteVfyVtVuGro7GJdVyPnDx7OuZh+vVu4izefn6rIZTM6NToHBmb4UmzsM96WHw0OqcgohJQPqD0FeCWb0NMzYu7Db14U/HE49L+7mnnKtyzMHynm3toLCtEw+NmY2JenRX23UWfpRbMnY8MIRIydhRk+PeobBVt/Vxq93rGFPcy2OgTRfMnmp6VxWOpU5hdEpGgGYMTMw1301PH9iRzOkZ2M727Hvr8aWvwFpmThLrsXEYYH5cFsTf9q3kdrOVhYWjqYwNYOpeSUMS8tizZF9JDkOS4aNJTXJH5U8ZthozCf+EfvCb6C9CYpGQncnePQeMdiWDB9HUWpWz8IRc6N4HA8oGIDisVC5G/KKMVfcgknP9jZTDPjQyKmMzMhjR1M1Y7IKPPuiC8BaF7vmaeyOdyC7AOeClZhC7/IkIntoZ3gxlc52zMxlms9VTupQWyOP79tIQ1c78wtHc8WoaSrii4jEKS0cEWPsjnW4T/3f4w3+FJzP/RCTluldqCGwqe4Q/7711Z5tv+Pj+wuvISdKC3W4m1/HPv+rgR/MzMO55Z/jevXGv1RsZdW+jT3b+Snp3L3wGnwJuPpntH3v3Wc52NbQr91guGPuFYzKjN7K0KEnHoDdx//OlIyD3vMnJqeGzx8xPuF+byHX5Y53nqShq72n7eNj53LZyKkepoLQn/4N9rzXs20mL8S5+gseJkpcod99D6r39WybuZfgXPxJ7wKdokS/PunNXf8c9tVHjjckwPtmLLHtLbgPfQ2C3T1tzke+hJk438NUEquCbohvrnuSpl5zp14/bh6X9Ln7VkRE4oM+sccYu2dTZEOgCyq2eRNmCG2uj1w0IuCGeL+xKmr7t70+bPfT2gA10ZmQfqhs6tO/9V3tHGpr9ChN4mjq7hiwQAdgsZQ3HI5uoL7HcdW+yO3uzvAiB3HkYFtjRIEO+p8vos1aC33Ozf3O1TIobFtTRIEO1NexqN97aGsDHDngTZgEZCu2RRTo4AOuW+ScdqC1IaJAB7C5PsrXIyIiMmhUpIs1+SX92wpGRD/HECseYOjSiCgOxzQFA/TzMT5/eAhsHOs7tNXv+ChISay7Mb2QmZRCxknm6or6kOK+54uBhgTmx9f5ozA1A3+vuecAitO8HepojIH84sjGgc7VcvbSMvsfxwn4HhjvTN/zii8Jcou8CZOAzDlyLSiDoyg1k6Q+IyUGus4WEZH4oCJdL1XtzexprmFvcy1Bj1aSM3MvgTEzwxu+JMz5H8Uk4IXZspKJPfPp+IzD+cPHMbL3ROFDzCy4EkYenSw9KRmy8sP/n5yKueRmSErGVu7B9rmjJ158ZPRMxmSGf6dUXxKfnLCQDL93E8EnCp/j8JlJSyIWMDjmguLxzMwvjWoe50N/DceG12blY676Oxg9I7zt82MuWInpW1yKcRn+FG4av4DUo8PmxmQV8OHRMz1OdbSvj52j0rMx513jbaBBUtHaQG1na7/2kOuyt6WWlu7OqOYxjg/nss+Ei3UAecU4y6+Pagb5YGbJR6D46OJa/hTMipsxaVnehkogpmgkZsm1xxexGjsLM/tib0NJzMpKTuXG8QtIOXq8jM0q4KpRMzxOJdFmu9rDn10C3R/8ZBGJaZqTDghZl/98/w3eqzs+xDHHn8qtMy6O6vxSvdnWhvCFb4JMTH4iT+7bxDMVW7CEvwm8beYKClOjd8eXbamHlDRMchq2uS78wfDIAdwnHoDOtvCcgFd8DjNxXtQyDab6zjYy/Skka56gQRVwQ1S3t5Ce5Mfv+DAGMv2pnmSxbgha6iGrAOOEv3dJhPNHVyhIW6CL/BiaT89tbcT+8V6orwRjMPMvx1n2Ca9jnZGOYDf/uuVl9rbUYYALiydw88RFAFS1N/GvW16mvqudJONw/bj5LB8R3QWMbDAAbU2QXRA3C/ecS3PSHXPsfdP4U7yOkpBsVzsEujAeXYtKfInF902JDrvzXdw/PxSeJik1E+ejt8blwmEiEqY76YANtRURBTqApkAnf+o18X60mcy8uP6AfSqauzv588GtHKsS13S28tSBLVHNYLLyMUcXqzDZBRh/Cu6rj4QLdACBLtyXHybOatk98lMzVKAbAn7Hx8jMXPJTM8hKTvWsQAfhO49MTlFPgQ4S4/yR4kuKvQ8aG14MF+gArMW+82dsXXzO+/NK5U72ttQBYIHXqnaxt7kWgCf2b6L+6F3EQevy6N536QgGoprPJPkxOYVxU6A7Vx1735ShYVLSVaCTUxaT75sy5Kx1cV/6XbhAB9DZivvKIyf/IRGJaSrSAXXHCjKn2C6Do6m7g5B1I9rqBhh2FXXNdZHbrY0QCnqTRURix9EiVmRbXf+2ODDQ+1ttV9uAjwXcEC2B6A57FRERkVMQDIbvPO9toOsVEYkbKtIBcwpG9ptwFWB+UZkHac4dpRm5DO8zIfyCwtEepTnOTFoQ2TB+NibJ700YEYkZZtLCyIb0bBg5yZswZ2l+YeT7W3qSn2m54cnq+773jcrIY5jmGxMREYk5xp8M42dHtvW9XhGRuKJxcMDw9Gz+YeYK/lJRTmVHM+m+ZBYNG8OlpZM9zWUP7cRuWwOZeZjZF2ES7BZ2xxhum3ExT1dsobazlXmFZSwvGfp5j2wwgLv2Gdi9AbILcS78OCa/BNvVgX3vZWwoiJm+FNtUixk+BnPeR4Y801DYVHeIzfWHKE7P5sLiCRr2OojaAt08vm8ju5trGJtVwJWjZvDioW1sa6wmyXEYmZHLkuHjmJw73OuoMojMxHmYq/4OW/4mJj0Ls/jDcTvUb2peMV+YeiGvV+0iPSmZy0dO61lc5rLSqfiNj411BxmeljXkC3dY18WWvwFV+2DkJJyp54Xb21twX/sDVO/HjJyMuXBlz/QEIiKDzVbvx259E1LSMbMvxmREecV2kTPkXPE57NtPYqv3Y8qmYhZe6XUkETkLWjgiRtl9W3Af/wkc+/MUjcL5q29jBrjjT05P6PGfwN7Nxxt8STifuRv36f+Cqj1HGw3OtX+PGT/Hk4xn642qXfxm59qe7dn5pXxp+nIPEyUO11q+/c7/UtNraLaDwaX/qfSL05Yx5+gqxiIyMPfF32Lfe7ln2yy5BrPoatyHboe2xuNPLByJ79Pf9SDhqTlXrk9EEpGt3o/7+3uOT2+SXYDz13eH71ISERGJIlV8YpS7+bXjBTqAmgqo3HPiH5BTYtubIwt0AKEg9p2/9CrQAVjcTa9GNdtgeq1yV8T2e/WHaOru8ChNYtnbUhtRoAMGLNABvN7n7yAikawbwm55PbJt06twcHtkgQ6g9iC2NnKRJxGRwWDL34icf7i5DvZFdzEzERERUJEuZg04pEfDfM6ezw8D3Y2YmtmvKZ6HVaX6IufQSzIOfsfnUZrEkuY79W/V0zSXocjJGQN9V0dOTj3x+12ydyspi0gCG+ickxK/14EiIhK/VKSLUWbB5RGFIzPlPExhqYeJEoNJSYNFfeZpyMrHLLgMM+PC420paZi+z4sjHy6bEVGUu2zkVNKTNGRjMIzIyGFWfuS/xay+RQYg1Uni8pHTohVLJC4Z42CWfgwwRxscnKUfw5SM678ox5TFmOzCqGcUkcRnZl8MmXnHG0ZPh1FTvAskIiLnLM1JF8NsZzt232ZMZh4mTlcQ7Mu1Lo/u2cCbVbvJ8CfzsTFzONLRwrMV5QStS2ZSCp+bspSpecVDm6NqL3b7OkxBSbgAevSOJ3t4F7ZyD3bHuvAk5qUTcS7/LCYn/j4YNnV3sK2xipL0HMoy872OkzD+UrGVvxx8n5ANUZqeyxWjppHtT+Nn296ktquV4WlZXFIymQXDRpMRp4sKxIJXD+/kqQOb6QwFSHJ8BNwQCwrL+OSEhVoEZRCEXJdH9qxndfUesvypfHzsXE9XNLf1ldiqvVBQin37yfC0BPklMPU8aGnAjJ+NM3q6Z/lOxbl0fSIS7+yBbbgv/RaaajAT5mM+9Onwnb17N0NKOpRN0TzQIiLiCb37xDCTmo4zZXHCFOgAXq/azUuHt9PlBqnvaucX21fzvwc2E7QuAK3BLv7j/Vfp7j0vyBBwisfiW349zowLewp0AGbEBOzO9eH5/6wLB7fjPv+rIc0yVHKS01g8bKwKdINoe2M1q/ZtpC3YRWcoyO6WWpKdJH62PVygA6juaGFPa60KdGfhQGs9D+9eR3Ogk243RHuwm4AbYvWRvfzl4Fav4yWEVyp38GrlTrrdEHVdbfx8+1uezltp8ktwpp0PG1+E3RvBDUHtQdj4Es5FN8Z8gU5E4ocNdOM+9VOorwzPS7x9DXb1Exh/CmbSAszoaSrQiYiIZ/QOJFG1p7kmYtsOMOF+VyjE4famaEXq7/DuyO1Dmvxfwnb3OX4BtjZWUdtnIYldzbXRipSQdp+k/072mJy6vv0Ysi77Wuo8SnOc7Xv+bamH1gZvwohIYmqogs62iKZ+5x4RERGPqEgnUTUuuyhi2xybh6iXFJ+PEek50YrU34jxkdulE7zJITFnfJ/jF2BabjGFfRYemaB5s87K+JP038kek1PXtx99xmFMVoFHaY4zfc+/2QWR80SJiJytvGJIzYho6nfuERER8YiKdH0E3RDv1R3kvbqDBEIhtjZUsr7mAF1DPPzyVNimWtytb2HrDnsd5YwE3BBZSSnMyi8l2fGRmZTCdePmcM3oWSQdHVaQlZTCF6cu93TOKefyz0LpRHB8MGoKzmWf8SyLxJbJucNZOXYOmUkpZCal8PGxc5mSV8yVI6dTkJKBg2F2fimfGDcvKnnsoZ2477+N7Wj94CfHkbLMfD45fiHZ/lRSnCQykpLxOz6WDB+nxTgGyUUjJnFRyURSnCQKUzO4ZfL55MTAitZm2fUwfm74/Fs0CufqL2AcXaqIyOAx/mScj3wJCkaALwkzeTFmybVex0p41nWxezdjd7yDDXR7HUdEJGZp4YheOkMBfrjxeQ61NwKQ4iTR5YaLc3kp6XxjzuWefYixO97Bfea/wvP0AObiT+LMvcSTLGeiI9jNv2x8jsqO5oh2g+GvJy1myfBxHiUTOTv/veNt3qreA0B6kp+vzvoQpRm5Q75f97lfYbe8Ht5IScO5/nZM0agh36+IDEwLR4iIDMy6IdxH74VDO8INOYU4N92BSc/2NpiISAzS19O9rDuyv6dAB/QU6AAautp59fBOL2IB4K5+oqdAB2Df+hO213ase/vIvn4FOgjPSffEvk0eJBI5e9UdzT0FOoD2YCAqCxvYxiPHC3QAXR3Ytc8O+X5FRERETtu+LccLdABNtdjNr3mXR0QkhqlI10tnKHDSxzs+4PEh1dVn1b1AF7iuN1nOwMn61tN+FTkLncH+w+A7g1E4nrs7+zVZD1fmFBERETkR2/dzDPT/bCMiIoCKdBEWFI0mPcnfs917SYMk43C+h0MyzeyLIrenX4DplTXWLSwaTapv4LzLSrQwg8Snssw8xmTm92wb4MIoHM9mWBmU9D4fGZxZy4d8vyIiIiKny4ybHbkIUFIyZtr53gUSEYlh3s3OH4PC885dwZ/2vceB1npyk9MpSssk1efn/OHjGOXhCnPO4g/j5g6Dim0wbDRmxgWeZTkThamZfHPO5bxetRuD5XB7M7uaj+BgaO3upDXQSaY/NSpZ3K2rsW88BqEgzFyG74KVUdmvl1xrefnwdt6rO8TwtCw+PHpmTEwSH4/eb6jipcPbcYxhbFYBaUnJDEvNIuCGyElJIxClO1ydlV/B3fgi7NoAbgh7cAe2eCxsfBG7rxyC3ZCeg5m1DGfyoqhkGkpvVu1mXc1+clPSuXrUdIrSsqK6f1uxHffd5wBw5n0IM2pKVPc/VGo7W3nmwBbqutoYn1XEkc4W2oPdXFA8nnmFZV7HExGROGZ3vYu76TVMSirmss9g92wKf5bxp2AP7cQUlnodUUQk5qhI10dnKMCG2gpcLDWdrexrreOu+VdTmJrpdbTwB+04/rA9PD2b68bN5ZkDW9jScHyF2reO7OVIZyv/OPtDQ57BrT2I/fNDxxvWPo2bnoUzb+j37aXnDr7P4/s2ArC9qZp9rXXcMfdKj1PFn4rWBv5ty8u4hNfb2Vh3MOLxhu52/vP917ltxgqm5hUPaRaTkoZpbcRW7wPA1lTAjnXQUn/8SXWHsRXvY5OSMePnDGmeofR29V5+vXNNz/b2xiruXnANviit+mnrK3Ef+3HPvKDu3s04n/4uJr8kKvsfKq51uX/zS9R2hlcH3tZY3fNYeUMl/zDjYqblxffvKCIi3rAHtuE++VPCM1ADezZDRjY0Hgk/XrUHF4sz+2IvY4qIxBwNd+3jWIHumIAbYlPdIQ8TJZ71tQf6te1qrqEpGnNqvftCvya7+fUBnphY1tfuj9g+0NpATUeLR2ni14a6yPPDiQx0jA8Fu2NdZEPvAl3E896JQpqh806f47e+q529LbVR2789erdiDzcUbotz+1vrewp0A4nWcSwiIonH7lwHva+ZAp09Bbqe52zvcx0jIiIq0vVVMMAdcwWpGR4kSVwFKf37M82XRHpS8tDvfKDb6nMKhn6/HitIiTyukx0fWVEaXpxIBjp2B3xetM4Z2YWR2ye6s6zv8+JM3+PXYMg/xb/FoMgZoP+y4/+8kZecjhMx+2qkUz3eRURE+hno2qPPdYoZ6P1VROQcpyJdH4uHjWFa7vFhagsKy5iZr/kSBtNHx8wmy5/Ss+0AN4xfgN/xDfm+zZxLIG/48YbkVMyln+7ZtNbFNtZgQ/1X7YwXrYEumvvclfjRMbPITg4X5ZKMw3Xj5pEahYVHrHu0P3vfhRTHFg0bEzH8L2OAwnJZZh7zCkZFJY9z0Y1wrCDoT4E5K8L/7W3YaMy8S6OSZygE3RCLikZTnJYNgIPh6rLphKwlFKX5/8yEedB7uPD4OZiJ84H4PmfkpqTz4dEzesp0ab0W9xmdmc9FIyZFLYtta8J2nPiuPpFzke1owbY3ex1jSDV3d9Aa6PI6RkIIWZeajlZcG533xg9iZl0EI44tpmUwM5djLrgOjl3v5wzDnPcRr+KJiMQszUnXh9/xMTFnGNubjhCyLu2hAN1u8IQrk8rpG5GRy03jF/LrnW/TGQpSlJbFhOyiqOzbOA6+v7kHt2I7dLZiJszDmPBHVFtTgfvEg9BcC+nZOFd9HlMWX5PD/373O7x6eCcWy4Ki0fzN5CW0dHfy8+2rae7uJMVJYuXY2SwvmTjkWWz1Ptwn/z08BDMjB+fDX8SUDv1+h5Lf8fGh0insb6mjLdhNRzAAQHZyKjePX8SGugrW1uzjO+ufYm7hKG6ZfD5JQ1h8NqUTcf72XuzuDdjXH+0/nHvkZMzHbsP4o3CX6hDYUn+YX+1YTUugi0xfMknGIWhd/lyxlacObCEnOY3PTVnKpJxhQ5rD+JLwXXsrtr4qvJ0f/iIn3s8Zm+oO8eKhHVggPyWDK0ZN40/73qM92E1nKEBzd+eQ3+FsQ0Hssz/D7lgPjoOZewnO8huGdJ8isc5ai33xt9jNr4G1mGlLMJf9DSZK83BGQ8i6/Gr726yr2YfBsKxkIjdNWOB1rLi1q6mGn217g8buDvJS0vnC1AsZk+XtHd8mJQ3fjd8Iz5mbnNZz15ydeh60NMCwsoQ6pkVEBovOjH1UtjfxxP5NhI5+C7W1oZKXD+/wOFViCbghfrdrHZ1H7zyp7mjhsb0bo5rBGTUZZ+L8ngIdgPvS78IftgHam3Gf/++oZjpb7zdU8fLhHbhHJ+hdV7OfdUf28+T+zRxoDc9V1uUGeWzvRjqC3UOex33ht8fnSGtrirv+HIhrLb/euYa2o/13bH665u5OVu3bwNtH9uLacP+/W1vB20f2Dnkm40/Glr8RvuDt6+B22BKfcy661uU3O9fQcvQOi9ZQN8Gj5+Vj/23q7uC3vRaUGGomv7inQAfxfc4Iue7RYzncv/Vdbfxh93rajx7b1R0tPLrn3SHPYbe+dXTORBue62/9c9iDes+Vc9zezdhNr4B1ARv+d7JzvdepBtW6mv2srdmHJfxe+krlDt5vqPI6Vtz67a61NB4dRdHQ1c7Du2JnrjdTNCpiWKvJyMEUj1GBTkTkBHR27KNqgGEFVe1NHiRJXC2Bzp4PhsdUxkIf1x2O3G46gj16p1Q8GKgPK9ubqOqIbO92Q9R1tQ19oPo+/VlfhY2RIRhnqjsUpKGrfcDHBpqA/3C0juu6ypM8dvjEj8WwjmCw5wPHyRzpaOn5UiXq4vic0RbsoiXQGdEW7NOPUTkv1/c/dm3fc4fIOWbAfwNxei4/kRNds8jps9b2+/yivhQRiV8q0vUxKWcYKb7IUcCak25w5adkMDIjN6ItFvrYjJsd2VA2DROFedsGy/T8EhwTOQn8zPwR/fq2ICWDEek5Q56nX3+OnYkx8X3KSU3yMzF74KGVU3NLSOrz+82K0nHdr68jHpsVlQyDLcOfzPhTWPBiWl4JPo+Oq3g+Z2QnpzE6Mz+yrc9iMtE4L5uxfY5PXxJm9PQh369ILDNjZkLEec3E7bn8RGbmRZ5fHGOY3mvOVzl1xhhm5Ef2XSxcV4uIyJnx3XXXXXdFY0eBQICvfe1r/PKXv2TVqlXMmTOHlpYWvvjFL7Jq1So2bdrE8uXLI4YfDuSRRx7hhhuGbr6a6o4WukJBgm6IvJQ0lhaPpy3YRU1nKyXpOVH/MGjrDmPfewnbUA35IzC+oV9cYShZa9lQV4G1lhRfEim+JM4fPp5rxmMwTD0AACAASURBVMzy7IN2j7Kp0N0JgS7M2Jk4l34K03cS/hiW6U9hTGYBDV3t5CSn8vGxc5lZUEproIvG7g4Mhsm5w/nMpPPISk4b+kCjp0F3BwS7MeNm41zyV3E7N1pvxhh2Nh4haEMkGx+5/jTGZhdQlJZJhj8F17rkp2Tw8bFzmVMYnQUkGDUF290JTTVgDCSnQu5wzNKVOFMWRSfDEJieV0JzdycWy6TsYVjC/T88LZOMpGRm/T/23jswruu61/32mYIZDHrvHQR77yIlqtDqsiTbKrYiW459nZvnvOTlxonjm6LEuSlOedf2i+PESZ7jKlm2LFmyJauTEiWxSewdJEgCINHrDKaeff844AAzGIANc6Zgf/+QZ58zPIt79uyz9jp7/VZhJZ9qWoPdkiB51RSeM04P9+IJ+tGEwGm1sb6knk82rcEd8CGB9SX1PFC3DEuc05FEbjHklsDoADhzoGqeUfykoAIhBPLCaeSBbUj3IBSWJ3WgP97+icI8OtyDbLtwgt4E+X4iMwdRUoMcHYCsfLQtD6Vd8LrA4aLMmc2A30ORI4tHm1bTYJI+cTqyML8cd8BPSOqsKKzmkcZVphRkUyjmGnJsFHngLWT7ccgpQmSYsKZSzDmElFKacaPXXnuNF154ga9//evs2LGDp556ikAgwBNPPMG6dev4sz/7MzZv3szWrVtn/HcefPBBnn322bjYeHTgIt84/Cb6eJfUZRVy3j0QTqVqyS3l95feGpd7x0J2nkJ/5u/hUtXAymYsD3/ZtPvHg6da90Ro/D3WtJbN5U0zfEJxPTzXtp+Xzh8OH3+iYSW3VaaOsH2y8Ur7UX525sPLXpdptfMnK+6k8FLlVcV14Q0F+OoHL4VTijOtdv7nijsocmQl2LLUZHfPWf7j2A4uPfzXl9TzRMuGhNqkH9uJ/NV3YNwqsXAjomEZ+ovfnmibvw7trv+WOCMvQzz9E4V5HB/s4n8feiPsCy7IK+P3ltySYKsUCoVCkWikbwz9+09O6BE7stB+488R2QUzfk6huFpMezVYX19PKBRC13VGR0exWq0cPnyYtWuNXR433ngj7777rlnmxOTNzuNhpwygbbQvQuvo+FAX50djiLPHCfnhGxMBOoCOk8iL8Reijxf+UJC3L5yKaHu141iCrEl/dKnzRsfxiLZX248myJr04NftR67oOk/Qz7tdrXG2Zu6wv689QvPPE/TzXtfpBFqU2rzecYzJb+d2drcx7PdOe70ZyA9eg0lWyaPvoe95ObLt2C7k6KD5xinmFG92nojwBY8OXqTdbZ7vp1AoFIrkRJ7aOxGgA/COIo8kNn6hSE9MyxHKzMyko6ODO++8k4GBAb797W+ze/fucHqry+ViZGTELHNiol1BOkO05ldciZVmlOKVkIQQk9dcWMzszzmHmJI+nvCU4hTnasar6uvZI9bcfCXztSI20WNTYPKzLRZTnm0ColO1RKzrFIrZJdZvQc3nCoVCoUDESCFXzwdFHDBtVH33u99l06ZN/PrXv+b555/ny1/+MoHARBU8t9tNTk6OWebEZGvV/Aj9hvm5pRHHywoqqYwqeBBPxMqthjbPJeqWIEpqTbv/bGO3WCNSLQVwZ3V6aawkE5oQ3Fm9MKJN9ff1cU/NkiltsUIbuXZDz1IxOywvrIoodpJrd3JDaUMCLUptbq9aiDZp5N5Y3kRWgrX0tDV3Rji6YtkWtHX3RATqxJIbEZmJ9RMU6c/WykhfcHlhFeUmFFtSKBQKRXIjmlfC5CItWfmIRTckziBF2mLaTrqcnBxsNqPqXW5uLsFgkIULF7Jz507WrVvH9u3bWb9+vVnmRLDjYiuvtB9FAPfVLsEiNAodWSwtqGDAN8b+vnbyMzJZWmhepSTZ247+9jOGAHxxNWLZFkTLWqRvDPnWj5Fth6G4Cu3mTyLyS02z63ro87rpcA/istopyHDxUMNK+nxuvrjjaQJ6CKvQuLdmCXfUxD+QJPUQ8p1nkYfegaAfHC7E6tvRVs6siZjM+EJBfnJ6L3t6zhGSOgUZmTxYt5wvLb2NMyN9NOeWUJddmGgzU5oby5upcuXx0vnDdHlGqM8p4uP1y+n0DHNmpJegrpNjd7CqqAaXyUEPGQwg334GefIDyCtBu+khRGmdqTbMNqeHe/npmQ/p97lZWVjNbZXzCUmdlUU1CQ8qpTJLCyv5s1V3cXjgAuWZOSzMS3xFRdG4HO3xv0C2HUIUVkDtIoQQiIf+CPn692GkH+kZRo4MILLzE23unEaGgsjtzyBP7oXcYrQtD6f8XDOZ+pwibq1o4e2Lp3BYjKIqitnHHfDxVOsejg91U5tVwCONq03TcZUBP3L708jW/ZBfirblEUSxSYWe5iDy5F70935hFBJbfgvayq1R65lqtJsfTZn1jCJ+6FLn+bMH2NXdRq7dycfqV9DndfNy+xGklGytms+mssRpmQtbBtqn/hR5Yg+Egoh5qxFKf1oRB0wrHOF2u/nKV75CT08PgUCAxx9/nMWLF/Onf/qnBAIBGhoa+Ku/+issl6leOtvCzK3DPXxt/6sRbX+8/PaEBjOk1NH/8ytGpcZxxMqtaFseQX/lu8hDb09cXFSF5fG/MN/Ia+Br+1+hdVIe//KCKvb1t0+57ouLbop76Xh998vIt5+Z0q599HcQjcvjeu948eNTu3nrwsmINgF8dfV9FDuVwH66o+94DrnzhYkGVy7a576GSFTl0+vEHwry5V3P4Q76w20P1C3njqjdoYr0JvT8N6F130RD9Xwsn/hS4gyagblSOEJ/93nk+7+YaEjxuSaaD3rP8a9H3wkfa0LwV6vvU4WAZpnvHH2HPb3nwscN2UX80fKPmHJvfdtPkHt/PdGQU4T22b9BqHT6WUcOdKF/909gksa39tHfQZ76EHl44ndGcTWW33jSfAMVScXrHcf4yekPwsd2zUpAD0bo6H5p6VaaclUlaEV6Y5pH5XK5+PrXvz6l/Qc/+IFZJsTk6MDFKW3HBi8mdsfRUG9EgA5AnjUE6+W5KOH63nakZzjpU4D8oWBEgA7gyODUvgfjO4l3kG5KP05qT9Ug3dHBriltEjgx1KWCdHOAKWPaPQR9nVBSkxiDrpNzowMRATow5mYVpJtjnI0a1+ePIaWOUBowCSP2XNMBKSzHMZlov1CXkhNDXWxwqBT72STaZzk90os/FMRuQrB3yhge7oXBbigoi/u95xqy/XhEgA6M/p/yHfScR46NIJzZJlqnSDaORq0N/Xow5jUqSKdId+a8l1udNTVtJlabqWTlQ1RQRVxaaBdHLbizC8CR/AEYu8VKmTMykFg9jb6fGf0vpgtcpGhAA6Bmmn5L+HhWmMKUMW13QF5JYoyZBcozcyJ0oUCN5TlJ9LgurlYBugQzZa6xZaT0XBNNdVZBjDY198w20T5LqTPHlAAdxBjDDhfkKDmQeBDT3y6umTq3ZxcY34NiTlPjipx/tRjKz2o+VswF5rynu7Sgkq2V87EKDZtm4faqhTRmF3N4oJM+rzshNgmrDe3OzxvBOoDKZsSNnwBAu/kRKBvXR8kpQrvzcymzPf8zLespGQ8oVrvy+XTLerZOKiQBsLqohnUldXG3Ray9G+onFQEQwhAlX7ARAOkZQZ45iPQktuLw1fCx+hU05hSFj61C8GDdcmpiLDgU6YfYeD/UjO8yc+UibvsN6DyFHO5LrGHXiMuWwaeb15E9rj1Xm1XATWXNCbZKYRZypB/Zdgg2fHRi8Zxfhnb7E4k1LAHoUnJyqJuzI/30ekc5MnABbyhw+Q/GCbHho1A7Mddod3wOYXcmzJ7Z5oayBjaUNqAhcFisfKx+BVUutSicbR5tWk31eL+WOLJ4osU8XWqx6WNQ1WIcZOUbY9hqM+3+cwXZfxG8HsM/sdiM4kCLNyMWbkS7+dGo9czn1QuYWUIO9iDbDiEDvkSbctV8pHoBywqrEIDLmsHj89ZxR/VCbJoFq9C4rXI+y+KcbXU1pOJ6UZEamKZJN1vES/PFHwoihKDdPcA3Dr2JJxhAIPhEwwpujQokmYWUOvi9iIzMqee8HshwpNwDTUrJWChAptUebgvoIQa9HnIznKa9RZVDPeg/+RqM9BsNy2/BcsunjHMnP0D/1b9CKAgWK9rdX0A0rTTFrutl2D/G1/a/So93FIANJfV8pmVDgq1SmIn0jSF7O5DPfR18HiMAfdMjaCtvS7Rp18S7Xaf5/omd6EjsmoX/vvBGFuYnvtCBIn7oB7YhX/9BVIqUgFsfw7JsS6LMuizx8E/GggH+8cBrnHcPRLS7rHZ+d/Et1GYn7iWM9I2BLSNlXhReLb5QEIsQWLWZtZIV14cn6MdpsSFErFrp8UX6PGBzpO0YTiT6tqeRe18xDiw2uPRioaQW7RNfQmQYgf1UXc8kK/quXyLf+TkgwZmF9vE/SMmiKN5gAJvFgmV8XAT0EFJK09aJV4I89QH6LyetF+/6glH9VaGYBdSMOI7dYsWmWXi+7QCeoPEgkUiea9ufsDfWQmgxA3QAwpGZkg80IUREgA7Aplkozsw2deKVu16aCNAB7HsTOdgNgL79aWPCBQgF0bdNLTCRrLzeeTwcoAN4r/sMbSOpuZNKcW2IDCfyveeNAB2AlMgdz6bkG1VdSp49sw99XDLYr4d49sy+y3xKkcrIUNAo6hOlYQQS3vkpMpi4HWSJYEdX65QAHYA76OcXZw8kwKIJRIYzrYMbGRarCtCZQKbVnpAAHYDIyEzrMZwo5FAPcu+konyT11HdZyMKRqTqeiYZkWOjyPd+AZfKLIyNGlV1UxCH1RYO0IGxVkymAB0YBWgi1ovbn06sQYq0Qs2KUQz7vRHHfj2ELzRVtFKR2kjPUHQLeIaNv7qHI0+5B02xaTaIHr8AQ/6xBFiiSCjuqPEd8IEv9cZBSOq4o4KLajynOQE/+KbOY4DRPseCdDONd/VbUCgUSYl7GJghUSvaR1HMDl73RNDoEim0hkk5osdx9PpRobgOVJAuivWl9RHHC/LKyE0jrRWFgbYgKgU0vxTKjMptIuqcWLjRLLOum3UldRESq3l2JwvyVLWyucaUMVuzEJEVu1BLMmPTLKyKKpYTPUcr0gvhyITGZbFPNi4zzs8h1hTXok2zy0j9FhQKRVJSVg8F08hSaBbE/HXm2jNHEPmlUN4Y2ZZCa5hUI7pvxUIlL6SYPZQmXQxebT/K9gunsAhBdVY+ISmZn1fKprKmaZ1ls5BSIg+9DWcPG1XuVm5FjAurpwq93lFe7ziGO+jnhtJGWvJKE2KHPPUB+tGdRlqg1Yoob0Ss3AqaBfnha8jOVkRFE2LFrYgk22I9E0cGLvBu12lcVjtbqxbQOtzD/r4OyjJz2Fo5H2dUunG8kKcPII++D1m5iFW3p2SQ6Go4PNDJ+11nyLE7ua1yPvnTpKqbgZQSefgd5OkDiMJKxOrbw/ovqUZAD/Fq+zHOjvbRklvKlopmtASnxsihXuQHr4DXjVi0GVGTGN3S6+Vgfwc7u9vIszvZWrWAXLuTkK7z5oUTnB7upSGniJvL52ExKR1M3/uKoWHk90JmjlEwIjMbAn5ESbUxj9gdpthyLcTLPzk11MP2iycRgE2zMhrwsbSwkhWFVbzWcYwLnmGWFlayvkQF7a6VV9qP8nrHMfyhEI05RXy8YQVlmbmJNksRZ+Rwr5GW6R1FLNqEqFmQaJNmhQN9HezqaSPPnsnWqvnk2p34Q0Fe7zzO+dEB5ueVsbmsMa5pxnJ0EP3V/4Le85BfDq5cGBsxdHKzCxArbkMUVsTt/nMR/dhO5Ind4BkBhwsxbw2aChzFDRkKIj98Hdl5ClHRaIzpFFovKpIbFaSLIiR1ntzzIt2TdL0ucVf1Ij5aN80bfpPQ338B+e5zEw2NK7B89IuJM+gq8YeC/OmeFxgcT9MRCH5/6a3Myy1JiD36zl8id0waT43LsXz0dxJiSzx4s/MET7XuCR/Pyy3hfyyNfwEB2boP/flvTjTklaJ95quINNX3OdTfyTcPvxU+LnK4+MtV95oW3FCYhwz40P/zKxMpJEKgfeIPEVXzEmvYVbK/r51vHdkePi5xZvPkqrt5unUv2y6cDLffVN7MJ5vWxN0efc/LyO1R+p92J9rnvzatNmuyYcZLxMn804HXOT7UFT5+uGEVt1S2mHb/dOHV9qP89MyHEW0Oi5Wvrr6PnCQOCiuuDxnwo///X4HRcc1HIdA+/iVEdWr/hvb1tfMvk+b2UmcOT666i+8c28EHvefD7ffULObe2qVxs0M/9Dbyle9ONBRVwcDFiXTMDCfaZ/4XwqWC4bOBfuAt5Gvfn2iobMby8JcTZ5BCobgu1AoyitahnpgBOjBE+BONPPJuZEPrPqMyUopwZPBiOEAHRnGOnQnsV3l4R2RD636k150YY+LA+12nI45PDHXTZ8L/T48ep4Nd0Nka9/smivejxnCv182Joe4EWaOIK2cPR2q8SIk8+l7i7LlG3u+KHLPdYyOcHu7lvag5I/o4Xsj9b01t9I8hzxw05f6pxoDPExGgA3iv25zvKt2YHJS+hDcUZH9fewKsUZjGuSMTATpI2bk8mug5u2tsmGMDXXzY2x51XXx97yn+dW97pF6abwzZGhkcV1w7U/q742S4IJ5CoUg9VJAuiuwZ3ppm25LgjWpmTuSx3QFWW2JsuQayY6TmJrRfM7Mjj+0OMCkd1Ayix7NVaDhNGC8iul9h6thNI2KNa7UDI02JNY5jjfckJ9azLtvmmDIfmzY/O7NiNsecSxQ4xivSTyYpfJQUJGsayZCZ/EFFGpAmc3k0OTHmgbwM5xTfL5bfMqtE92+M1FrhTF+/0HSi+9tihRTZha5QKKaignRRlGfmcmNZ05R2u2bhgQSnukqpI9bdA5cerEIgNn8MkSJBOl1Kqlz5rCmuDbcVZ7jYWFqPPxRkyDeG2dnXYv29kf256cGU6c8r4d6apWSOBx0FcE/tkvBxPBGr74Cs/InjZVsQBelTwMI7XmFSSok3FGBLxTwKJjlDm8oaqXSltwafmQT0ECFdByCohwjqoYTZIiqaEC2T0j/zShDLb02YPdfKR6oWkG+fGLM3ljWRn5HJxxtWYB3X/LMKjY83rDDFHu3mT0J0OnzNQqhOD42o2cZptXNvzZJwoSCnxca9tUsSalOq8mjj6il6w/NzS1hSoPSy0hlR3hBZwCC3BLEi/nIg8eYjVQvJm1Twbkt5MxWuPB6sW442PmPYNQv31y2Pqx3a+nshwzXRsPoOKJlUCKp24fRFghRXhdRDiDV3guNSfwvEunsQ07z8UigUyY/SpJuGdvcAQ/4xih3ZXPQM05BTNO3bVjOQp/ejv/Z9Y2t+9XzEks3GYjGnKGE2XQ0H+zv44cndDPg9OC02xkIBHBYrQV0nKPXwdRYh+FTTWm4oa5zhX7t+pNeN/qvvQNtByMxBLLkRsXgzIjc1+vNq8AYDnBzuptSZQ4nTvLfEMhiA9uPgykMUV5l233jS4R7k34/toNMzRIkji5CU9PmM9GGb0FhXUs+WinlUTwpQKq4dXer8+NQednSdxqZp1GQVcGakD4DbKudzfwJenEifB/2lf4fT+w1h5ls+hZaileoCeogTQ110e0Z4uf0Ig/4xFuaV8YmGVfR6R6nNLjCturkc6kF/4V+g++xEo92BdtcXEA3x002aTczWpAMjTblrbJimnBJTdkmnK95ggJ+e+ZDd3Wfx6gGacor53PwbEloASGEOsusseEehqiVtRN8Deojjg13kZ2RGvDDs97ppdw/SmFOEK45rGqnryDd+gDz0jlHNdfmtaDd+HCl1aD8BFiuiYuqGCMXVo+97A7nj5xDwwbzViHlrEIUVRqVXhUKRsqiddNNQ5cpnUX4FJc5slhZWJjZAF/Chv/SdCe2M88eg42TKBOj8oSD/efxdBvyGdt5YyNiF5A0FIwJ0ACEp+eGpXQTivFNGvvu8EaAD8AwjP3xt2nSrVMdhtbGkoNLUAB2AsNoQdYvTJkAH8N0T79PpGQKg2zsaDtABBKTOO12tSFLqvUdS8353G9svniIkdbyhICeGugnoIQJ6iJfOH+bIwAXTbZLvv2gE6AC8buQr300pXdDJ2DQLzTklPH/2QFgr9MjgRd66cIKlhZWmBegA9Nd/GBmgA/B70X/5r8iA3zQ7Uo0SZzZLCipVgO46sVssHOrvxKsb/smp4R6eOf1Bgq1SmIEorUXULkqbAB0Yc/vigoopO/oLHC6WFlbGNUAHhn62PLAN9BAE/cg9LyG7zyGEhqierwJ0s4Qc6EK+8SPweYy+PrYTRvpVgE6hSANUkC4VGOwB31hEk+w6O83FyUevdxTPeHrglRCSkgFffBe9MsZikMGu2BcrFOOcH+2/7DXnJgtRK66Lc5fp78udjwdT5o6gH/o7TbdjtujxjoZfnFzibAL6dUqA7hIBLwz1mGuLYs4xEvCFXyReIiG/A4UiHYgxn6fSuiVVkN3nIPrFcFdbIkxRKBSzjArSpQIFZRD1NkykkE5PqTMnQh/jctg1C0WO+O5qE9XzIxsyc6CwMq73VKQ+83JnfjupIZiXW2KSNenP/Mv0d0ue+W+LRU3U3OvIguKa2BenAGUx5ufL9Xs8mDInXyIz23gGKhRxJNfupDxKxH5+AuYXhSIdmLJGERqial5ijEljRGWTUSBiMtE+ikKhSEksTz755JOJNuJqePrpp3n44Yfjeo/W4R729bZj1Szk2p0cG7zIgb4OnFYbWQmoniY0DarmQecpCAWgeRXalkcQ0SLbSYomBC15pVzwDBHQQ+RnZCIQlDiysQiBb1JJ9iyrnd9aeBPF8U49rWhCDvfCcC/kFBniwT6PIQKfIv2qMJ/5eWX0jI3gCfppzCmmMMPFaMCHRQiKHVk83LQad8DHicFu8jMycVjMTUGTA13IYzvBPwa5xYgY1dRSgeODXRzo6yDDYiOghxgLBih0uFheWI0n4MOqWVhTXMuG0gYsmnnvmqSUxq5m95Cx+zYzB7H6DkRlc8r2tSYE83JL6XQP4g0FqM8u5L7aZXR6Btnf147dYjWnUnH1fBgZMObkS1K5+aVo930RkZ0aGo/x9k9G/F52drfR4x2hxJmNJtR71tlkfl4pF8eG8QQCVLhyub1qIYUOF+dG+9nbcw4dScFkIfwEIL0e5LH3kb2dhr+SRimaiusjJHUO9LVzfLCbPLsTRwJT4EVhOVgzYLAbsvIQi26AsVFw5SIyzJNRMAtd6uzv7+DY4EVy7VMr6cYLYXciSmqQfZ2Gzt+qjyBW3Jqy/ohCoZhAFY6I4qXzh3muzdAbEsDC/HIOj+seaQi+sHAzywvN19jSX/0v5MHtxoHFivbA703d0aG4YuSZg+jPf9PQcJhMWT3aI3+sAnWKa+Lrh94M66Q5LDb+cNlW06q8yrZD6M99IzymxbKb0W59zJR7zyY/b9vHy+ePTGl/oG4ZN5Q28tf7XqZ/PB2+PDOXP15+OxkmLVT1l/8DeeTdKe1iyY1oWz9tig3x4puH3uLQgJG2axVaWC9UIPjNlg2sKalLoHWpQTz9k56xUf5m369xB30ANOYU8QdLb1OBulnm1+1HePbMPsDwAdeX1PNe95nw+QfrlnN79cKE2CbdQ+g//OqEPnFhJdon/wRhi3/FdkXy881Db3Io7H9Y+dKyrVS5Ev+CI/TCt+DkXuPAakd76A8RZfWJNWqW+dbhbezv7wAgw2LlD5beRk1WQYKtUigUqYzy7iYRkjovnz8cPpYQDtAB6MiI82YhRweQB9+eaAgF0Xe/ZLod6YS+65dTA3QAF89A2yHzDVKkPGdGeiMKGXhDAd7oPG7a/fXdL0WMaXlgG9IzbNr9ZwNfKMhr7cdinnvp/GHe7TodDtABXPAM8WHveVNsk8O9MQN0APLQ28gU1iI8O9IfDtABEQV9JJJfJeC5p4hk24UT4QAdQOtwL8eUjuqsokvJS+cifcCdPW0R17x0/jB6gt5ty8M7JgJ0AH0dyNYPE2KLIrkw5vDJ/keQNzrM8z+mQ/ZfmAjQgVFEYu+vE2dQHGh3D4QDdGD4Ma93xPZjFAqF4kpRQbrJSKNowUwEdX3G83FB15kiDDopRVRxDYRmqB470zmFYhpCMeYGU+eL6DlBytiB6CRGlxJ9muq4ISkJxvj/RFeIjhszzQtSjs/TqUlQzjxOTOtjxbTE+g5C6nuZZeSUPo1ONjHOJygBJdZ8HrryolyK9CXWHB5IhmdSjLWKDKbX+iWWn5cUfa9QKFIaFaSbhEXTuKm8OaKtLqsw4vjWyhYzTQJA5BRC08rJLWgrbjPdjnRCrJym//JLoX6JucYo0oKGnGLqJqU3WIXGlqj5JJ5oK2/DSNAyEC2rEVmJT3W5GpxWGxtLG2Ke21I+jw1lDbisE6ld+RmZrCyqNsU2kV8K9Utjn2xaaczTKUpDdhH12RP2R6vZ3FYxTVEHhWlsLmvCPkmGoTwzl4V55Qm0KP3QhMbNFZE+3uKCiojjLRXzEpZiLBZugIzMiYbsAkTTqoTYokguoudwq9DYUmGe/zEdorja0Bu9hGZBW3Fr4gyKA3XZhTTlFIePLULj5gpVJEOhUFwfSnE2io/Xr6Ahu4izo/3Mzytlfl4pu3vO0ukeYlFBRcIqN2p3fwF57H0Y6EI0rkCUx17IJjOtwz28eO4QY0E/m8qa2FTWmDBbREE5sqIJhnqgtA5RUguOTMTCjYgEiu3OFgf7O3il/Si6lGytWpAQHcV0JqCHeOHsQQ4PdFLlyuP+uuXkZ2RyU3kzo+cPISXcVb2I+pwi84zKL4PKJhjoMpzi2z9r3r1nkU81rcFpsbGn5xyagAyLDb8epHtsGG8wyKfnreenpz8goIe4uXwemVbz9Ji0e3/bEG3vvwi97dB1FvJLETc9ZJoNs8GPTu5mR1crIalTnpnLFxdtrzaX8AAAIABJREFU4f9Zcivvd51hyD/GiqJqusaGOT86wPy8Mhbkx7+6qhwbRb7zM+SF04iqFsSmBxB2J/qRd5H73wS7A23dPYgq81+UJQOVrjz+ZOWd7OpuI9NqZ6PJRVOikf4x5DvPIttPgNUKQ33Grq7q+Wi3PY5w5SbMtuvhgbpl5NgcvHXhJFJKQrpOYYYLq2bh5op5pr54mYx+YBvy0NtQXA0FZYi8EsTCG9JShF9x9QghIubwVcU1punhzoQcGYDMHMjKN4LKWx5JyfXL5fjdxTfzfvcZer2jDAe8PNW6hypXPg/ULSNvcmBdcd30ed38vG0fFz3DLC2o5O6axXF/FsoLp9Hf+wV4RxGLN6Et3RLX+ykUoIJ0UxBCsKq4hlXFNeG2dSWJFzgVFiti0aZEm3HNjAa8fP3gm/h0Y5v7mZE+sm0ZLEtA8EgGfOg/+0ej0hTA6f3QvBIthft3Mh3uQb51eHs4bbD1SC9fWXG7ErGdRX7eto/Xx/Ve2t2DdI2N8GD9Cv7r5M7wNT9u3cP8/DKKHHGuVAzIYAD9Z/8ElzToju8yAnVLb4r7vWebC55hXu84PiXttdfrpm2kH58exDue4vVs2z4KHS5WF9eaYpuw2hCLN6O/+SPkJe3KsRHkr74Dj37FFBuul1faj7Lt4snwcadniH/Y/yp/s+5+bpq086I6K9+0fgWjKAdnDgAge9vB54YFG5Av/8fENR2n0D77N4isxC8+E0GpM4d7a6fZzWky8rUfGC8Oo2ndh+71YHn4j8w3ahYISp1XOo4y5B8DoNc3Gj73RudxbipvnrLTNN7Ikx8gX/veRENXG+JzX0M44/9sUaQOGRZrxByeDOi/+GfoGi+8MjoAJ3ZDGgbp7BYrN5Y383TrXt4b//+2uwfpHhvhj5Z/JMHWpRf/fHgbHZ5BAM67B9CR3F+3LG73k163sWb0e43ji2eQjizEvNVxu6dCASrdVWESxwa7wgG6S+zva0+MMZ2tEwG6ceSpfYmxJQ4c6u+MCHBIJAcnidoqrp8DfZH9eWakjz1RAuNBqUcUnokrF05PBOjGka2pOaYPRo3fyQwFxsIBukvs7zN/bMvW/ZENF1qRYyOm23Et7Opum9LW7/fQ6x2derFJSF2HMwcj21r3Tx3DQT/y3NTKvwrzkadnmF86TiB9Y+YZM4ucHekPB+ii6R4b4aJnyGSLYvR1wAfnlTC9IrmR7qGJAN2lthT1S66UA/2R65rTI72MjAd3FNdPr3c0HKC7RNzXkuePhwN0l0j3caxIDlSQTmEKpc6cqW2ZU9tMIb8EROS7cFGQPto+sfq1zJmaqUfJSvR4zrY5qHJN1X8rizHu40JeCUTpJImC+KcoxoOyGeYFS4w9LDNdHzei+zYzJ1IrKokpz5w6F1gR5NgcCbDGQGiaMYYnU1AGMeZlYULqreIKmOl7cOWCPcM8W2aRYmcWmoi9Vy5Ds5Kf4TLZImL3dYrO74o5hMMF0bs908jXjkW0b5hjc5BpM0+SI93JsTlwWiIlieLuA8aaa9N8HCuSAxWkU5hChSuXG0ob0MYX2QvzyrixrIlzo/24Az5CUh//uz/utoicIsTmj4M2nu1d0YRYfXvc72sWSwsquWGS+P664lpWFBlpxZ3uQQZ8nkSZlvLoUnJ+dIC7axZROB6UybTaeax5LRtLG1hRaBQx0BDcXDGPlrxScwzzuWH9vXBJn628AbH2LqSUyJ7zyKhddslM9Pi9VCjCrll4uHE199UuwToekGzJLeWWCvM0ymRfJ3K4D+2mh+GSPmmGE23rpxGTRP2TmUcaV5EdFZC7sXwevklV+Pp9bj7sPcfBvg68QXOqR2pbHzeCnQBZ+Wi3fAqxeDM0jKexaBbE6jvSUs/oavAE/Zwb7ccbCoT/TATarY8ZOlMQ+YLAakf7yBOIBBVXuF5y7U4ealiJbfz3fOnPDIuVR5tW40yAZq1YfgvULjQONAti/b2IotTTmQ3oIWPMmjSnzHWG/V7a3QOGtqKJPvYlhMWKtvXTEy+w8krRbkwt/dYrZTTg4/zoAB+rX07xuMTJJd/QYtJcKAM+ZFcb0sTv2GzsFiufal4bDtSVOXN4sG55XO8pCisQGz4KlvE1Y80CWLgB2XUWGaN6sUIxWwgZXV8+yXnwwQd59tlnE22G4irodA/xzcNv0u/zYNMsfLR2KUsLK/nGobfo9Y5iERoZFiueoB+bZuFTTWvYME2Fx9lCf+OHyH1vAhIqm9Ee+F2EPX0EmN++cIqnWvcQlDpFDhefn7+Jp1r3cGakD4Hg1soWPtGw8vL/kCJMz9go3zj0Bt3eUQQCOZ6SWZtVwO8uvgXX+NvSAZ8Hq9DItsd/Z5IcG0V/9n8bKSVCwIpb0VbchsgtRo4MoD/7T9DXaSzsNt6PtvauuNs0Gzx7Zh+vtB9BAnVZBXyyaS2lzmwc4wtkd8CPNxSg0GHOrhbp96I/9w1oPw4IWHwDDPfDeOqlWHQD4iNPIKbZgZOM/PvRd9jdey6i7WP1y+keG+Hti63hNk0IPj9/kylVdGUoCMO9kFscEfSUI/1gtSe9Ble8/ZP3u87wg1O7COghBCABh8XKZ1s2JkbfVQ8ZxZdyipAjfeDzGguaNCi+NBYMMBrwUezMomdshBy7kwxLYmWc5XAf2DKS/ncQi7aRPv758DaGA14yLFaemLeBFSZV5p6LvHz+CL84e4CQ1Cl2ZBHQgwz6vab52JORAb+hR5dXklLPyCtl24WT/KR177i/ncXvLNqCEFCQ4QoH+eONbDuE/st/BZ8HHC60e/8vRHX6Flnyh4IM+scodmSZNqak1w3+MWRnK/KV70LQD648Y/1YUnPZzysUV0tqvupUpBTPte2jf3z3VkAP8eK5Q/z8zL6wBlJI6niC/vD5p1r34o/j2wl54TRy3xtwSfeq4yRy/1txu5/ZeIMBfnLacBjAENz/7on3ODPSBxgada91HOP86EAizUw5Xjh3gO7xMSsnaaadHe3n9c4JfaD8jExTAnQA8oPXJjRfpIQPXoPxt6hy1y+NAB2AHkLu+LkR7EhyOt2D/Ho8QAfQNtrP/r72cIAOwGWzmxagA5AHt48H6AAkHHonHKADkId3RBwnO+dHB6YE6MAIjk4O0IGxe/T7J3eij88n8URYrIj8sim7EkV2QUoGJmYTfyjIU617COghIPz0whsK8qNTu9ET8L5VaBbj+7JY0fJK0Upr0yJAB+C02igeH3PFzuyEB+gARE5hyv4Onjn9AcMBQ9fJFx6z8Z9T5iIDPg/Pt+0nNN6/Pd5RBsc1tczwsaMRNjsivzQtA3RjQT/PnP5gkr89yovnDlLqzDEtQAfGxgMuZcl43ehv/si0eycCu8VKiTPb1DElHC5w5SHf+JERoANwD6Jvf8Y0GxRzCxWkU8SdnihBcm8oQPcMIuveUIDRoC9u9sihnqmNsdpSlOGAF//4Qi7cFkO4Nvp7UczMTML6fYnqy1jjdrgXiDHOpQ4pEKSLNS4TPlavYH6QQ70mGDI7TNef04V5PEE/vlBomrMKM3AH/YxNk9o65B8jqKvvR5G8RD8/Y/kpitmh3+eetvgSxN/HnksM+cfCL04uYba/IqWEaP8jjdY0SYV/DKK/3xTy/RSphQrSKeLOyqLIbcB1WQWsLamf9vq67EIK4ijOLGoXQVRqq2hOn1LaJc5sqlx5EW1LCyojjjOtdhaYpZeWJkSP4ys9F0/EvFWRDY4sqDJSHKaM6ewCKK0zx7DroCW3FJc1UnR+VYLTokTzKphctMJiiyw+Y7Uj6peYbte1siCvFIdl6o6nXJsDe4y3//NySxKixaWYID8jk/rswpjnFhdUYE+CnV4KxXREp8svyi+POQcprp+6rEIKZ/Ch4+1jzyVKnTlURBVjMkMaYjJCiHEfZVJb1LFidhDO7LCPHW6L9sMVilnC8uSTTz6ZaCOuhqeffpqHH37YtPt1j43wSvtRjg91UeLIxmlVVXqulubcYob9Xob8Y1Rm5vGb8zeypKCSfq+bEb+X6qw81hTVIoRgcX4Fn2peG1/nzWoFPWTsKsrKR7v1MUTjsvjdLwEsLajEGwpg16zcUtHCA/XLKXfm4An5qc0q5PHmdRQ6UjNtJlHUZxfismbgD4Woycqn2JGF02qjypWHTbPSNtLH0617+bDvPJWZ+eSYkPIqCsohrxR8HkR5PdrtTyCyC4xzpbXgygO/F1E5zxBzT1RF5avAqllYkFdK20g/QT1EaWYOddmF2IWVVzqOcnywiyJHFpkmzsUitwhRVGXsTtRDRsBz/jrw+wyNqJVb0RpSZw6xaRYW51dwcWyYkYAXq7DQlFPM6uJanFYbIV3Hr4ewCQvLC6v4bMsGFQS6AuLtnywtqMQXCmLVNEqd2eTanKwoquaRxtWmplYpFFfL/LxSNCHQpWRZYRWPNK7BbkmOMSv9XuS+N5DHdhovXHKLEm3SdaEJwdKCSjzBAJlWO7dXLaA5t4SAHjLHx55DCCFYVljFWDBAhsXKrZXzua1yvvmpvXWLkZ5R8AxDYSVi88dTwt+7EtpG+nil/Sjn3QOUZ+Zit1g52N/BGx3H6fd5qHLloZlYqEg0LDVkZaxWxNKbEOvuMSrUKxSzjCocMQP9Xjd/+cGvwikm2bYM/nzl3abpTaULH/Se51+Pvh0+bsktZVFBOc+e2Rdu21zWxGPNa02xR3/zR8gPXw8fi433o62/15R7K9KH08O9/MOB18K6L5PRhOBPV9xFhSs3xicVl+Pfj+1gd8/ZiDar0MK6Ly6rnT9fdTe5JhZ7kWePoP/sH6c9LzZ/Am3NHabZM9v8x7F32dXTFj5+tHE1WyrmJc6gFEQVtlIoUo/QT742SXNUoN3324gmVVhLkTpI9xD6f/3ZRCpmRiba43+JyM5PrGHXycmhbv7p4OthzdWKzFxuKm/mx617wtesKa7lc/NvSJSJCkXcUKHfGdjV0xahATMS8LE3hti2Yma2XzgZcXx8qIs3Oo5HtL3bddoUIVup68gD2yPb9r8Z9/sq0o93LrbGDNCBIbb/bldrzHOKmXEHfOyJCtAB4QAdGPpcsa6JJ/q+N2Y8n8rziCfonxIU3RY1bysUCkW6Ifs6JwXoACT6/m0Js0ehuBbk8d2RWmk+D/L4zsQZNEu8c/FURFGkTs8Qr3Yci7hmT8853AGlsahIP1SQbgbs2tT0nmSo8JVqRPeZiNFm0yxYzNiuLATYotLkbBmxr1UoZuByc4FKJ7k2LJqG9QpS9zLM7l/7ZeaJFJ5HLELDGpWuoZ51CoUi7bHZidAbhcvP9QpFshHL/7ClftZXLD8vI2ptbtU0LCrdVJGGqFE9A+tL6yl1TuT0V7vyWZUggfhU5o7qhRELvs1lTdxftxxtkmN0T81iUyZZIQRi4/2TGyKPFYor5JaKFrKncYIyrXY2lzeZbFF64LDYuL1qwZT2yamtFZm5rC42dy7W1txlFIyIhdDQNtxnqj2zSYbFyh1VC8PHFqFxd83iBFqkUCgU8UfkFCGWbJ5osGUYc71CkUKI+WuhqGqiobACMX9d4gyaJW6taCFrUiGxZYVVPFi/HOukTR23Vy1QL8UVaYnSpLsMAT3Egb4OLEKwuKDiinZ4zBby3DH0N38Ew72IeauRfj+c2gNSQlUL2sd+H5Eiux2G/WMcHrhAsSOLptwSAN7vPsPPz+xjxO9FCEFQ6mRoVj7ZtIb1pdNXf50N9JN7kW89DaP9IIHSOsSaO5G7X4K+Dqhfgrb10whHalXA0qXOT09/yLtdp8m2ZfBA/QrTK03NBQZ8Hr534n2OD3ahCUFISnJsGYwEfNgtVj7RsJIbyhrjaoNs3Ye+7SeGUHDTCqMM/MUzUNmM9pHPIHJiV4JMdgZ9Hr53cifHBrvIstqRwHDAGz7vtNh4rHktq4trTbdNjo2i73sDEfDCslsQ/jFk11lEVQsir9h0e2abtuE+nj93gJND3ehSIoB1JXU82rQmYYUJZDCAfOOHyOO7IKcQbcsjRoXuJERp0qUm/V433zu5k1PDPTRkF/H4vHUUObJ4+8IpXjx3kKCuc0tliwpcpzGy/QRyuBdRtzhtBPcV5iKl5PmzB9h+4SQOi437apfGfS0Tcf9gAM4cBCTUL0WkSUV2d8DPoYEOcmxO5ueVIoSg3+vm2FAXFZm51E1T9Xy2meqLPIqoXXjZzykU14oK0iUpMuBD/7c/AJ9n2mvEyq1oWx4xz6hZxBcK8kc7fx6h+XcJAfzdugfiKgof+u6fQP+FyEbNYlRuvGTHok1otz8RNxviwVudJyIEVS1C46/X3EdeRmYCrUo/vnnoTQ4NXJj2vEDw1dX3UuyMTwVd6RlB/84fwHQ6jrULsXzsf8Tl3vHmnw9v40B/x4zXWITG3679KDkmFo6YC2y/cIofnto1pf3u6sXcV7c0ARaB/t4vkO89P9Fgd6D9t39AJOF3P1f8k3Tj/z34OscGu8LHzTklPNy4ir/68KWI63574Y0sK6yK/rhCoVCws/sM/3n8vfCxQPAXq++OyMhSpC76e88j3/vFRIPdOe6LpH5asSI5UemuyUpvx4wBOgB57ohJxsw+He7BmAE6MDa2nRnpi9u95djI1AAdRAToAGRH6gmnnxruiTgOSZ22OPblXOVkVD9HI5G0jsx8zXVx8cz0ATqA9tQbu5c4Ndx92WtCUo/rHDFXaZ2m76PnFTOZMg/7vdDTnhhjFGnJqaHI8X1quCfmPHRyKHG/A4VCkdxEzyMSyenh3gRZo5htpvoiY9CrfBFF/FBBumSlsAIus1NAVLWYZMzsU5GZi2OGVN3arIL43dyRBfmlU9uj0rlERXzTFeNBQ3ZRxLEmBLUmbQWfS0T3czQCqI9nv5fWwkyp7ik4di9xub4FY1ybleIwl2jIjp2yW5/A1GlRHjWWbRlQVJkYYxRpSUNOUdRxYczfQvR1CoVCcYno+SHufqDCVGL6IoXKF1HEDxWkS1KE3YF2z29BXokRPGpZC7WT9FDKGhA3PpQ4A6+RsWCAvT3n6PAM8vn5myh2GOmAFmEUkbAJjcea1pIfx/RMIQRiw0chK3+isagStn4GLj1Q65akZP/eVNHMjWVN2DQLeXYnT8zbENe+vBJkZyvyxG7kZXaGphKPNa+lOcfQVrSPB3cLMjKxCo0cm4PfaF4X1xQH4cpFu/NzkF1gBOvmrYayekAYmnRbPxO3e8ebRxvXUJmZC4DTYiXbGlm1zGGx8tmWjXFNh5+rbCpvZEt5MxahIRAIYHF+BXdVm6vFJaVEnj+GPPkBrLgVsWC98RzMLUa7+wsIlb6fNMjhPvRjO5EDXUifx5jrO1sTbdZV8XjzOppyihEYLwk+PW89tdkFfKxuBQ7Nik3TuKNqYVLpu8rOU8gTe5C+sUSbokgBAnqI/X3tHB24iJ5aKkcpw7qSem6rnI9ds5Bjc/BY81rKxn0ZReoj1t6FmB/tiyg/VBE/lCZdiiB72tF/8nfhFFixbAvarb+RYKuuji7PMH9/4FVGAj4A1pfU8UTLRtPt0N95Frnrl8aBLQPtY78PRVXoT/8t9Jw32ktr0R76I0SssuaKK0Z/9b+QB7cbBw6X0adqF4xiGgJ6iH888NplU1kfrFvO7dVKsDdeHBu8yP93eBuBcQmA++uWcWe1OcUapJToz38TTu83GrIL0B75CiI7f+YPJgFzzT+RJ/ag/+rfxqUiBFjtEDSe76mo6TqZIf8Yf7fvFfp8bgAW5ZfzO4u2IIS4zCfjj/7yfyCPvGscOLPRHvkyIr8ssUYpkpbRgJe/2/cK3d5RAObllvB7S27BItQ+DYVCoUhW1AydIshdv4rQqJP7tyGHUkvr4JWOo+EAHcD73W10ugdNtUGOjSD3vDzREPChv/8i8tjOiQAdQNdZ5Ik9U/8BxRUjB7omAnQAXndk3ysUUezrPX9FWnMvnDtASOomWDQ3eeHswXCADuCX5w7hm0kDcTbpODkRoAMY6Ufue8OceyuuCn3Hs5O0XGU4QAcgD7+D7L+YGMNmgbc6T4QDdACHBy5wfKhrhk+Yg+ztmAjQAYyNIPf8OnEGKZKedy62hgN0ACeGujkcS5dZoVAoFEmDCtKlCFNTBaUhWplCjAWnForwxGiLKwHflAIR+Dyxi3SkUXpmQoiRhpNOKa+K2edK54OArquUnTjiCfojjoN6iIBuUpAu5lzsntqmSDyXS7VM4fk+1lxkur8Sixh9Kr3q96GYHnfUfA5T53iFQqFQJBcqSJciaEtujGwoq0cUJ48+ypWwqayRyYkiFZm5pgsxi5wiqI1M2xJLbkS0rI0s1JGRiZi32lTb0o7SWiipndQg0BZvTpg5iuRnRVE1LuvlU8xXFFZjiyr0opg9Npc1RRwvL6wmy+Yw5+a1i2Dyc0GzIBZtMufeiqtCRPslkymuHtfJTE02ljZEpAPmZ2SyOL88gRaNU9EYJVYupvqHCsUkNpTURzwvc2wOlinBe4VCoUhqlCZdDPq8bn7cupuzI/3kZ2TyUMNKmnJL4nrPK0GePYI8sRtyihDLbkY4Ukc8+8RgF/9x/F2G/V7sFgsrC2sYCXg5MnCBEBKbZuHu6sXcWRN/3SPd50G++G240AoWG8xbjXbDA+AZQX/3Oeg+a4iCrr8XUdkcd3vSGel1G6lqIwNQtxjajyP7OhENSxErbkWkoCbKRc8wL58/zEjAx8bSBlYV1wBwZriXVzuOEZI6t1S00JIXo4Kw4rL0jI3yRudxDvS10+dzIwGbsFCQkYkAVhTVcG/tEixa/MeO9I0hd76I7DwJwSBkZqMt3oQMBpHH3kdk5SPW3Y3IjV0VNZV4s/MEr7YfZSTgxWXLYGFuOQiocOVyU3mzqUFROTqI3P8GeD2IhRsR5Q2m3ft6mHOadFIij74H549DeT3klsCJPZCdb/gozqxEm3hNSCnZduEk73edwacHKXS4COghcu1O7qhaSIUrz3yb/F7kzl8iu9oQZfVIoSHGhhEt6xDVLabbo0gtzo8O8M7FVjIsVraUN1PgcMX9nvLcMfR9ryM0DbHq9pSZx6+GQ/2dbL9wErvFykeqFlCTVZBok9KOPq+bX50/xIDPw+riWjaWJsc4kl634R/2tCPqFiNWbkWY4Jcq5g4qSBdFSOr8z12/YMA/kVKgCcGTK++mNDN+1RrTma6xYf58z4tMHmgCiDXwPj1vHRtLG2OcmT307c9M1UarWYB2y2Po3/9zuKS9ZLGiPf6XiHwVbJkNQk//raE3NY7YeD/a+nsTaNHV4wsF+Z+7f8FIwBtu++KimyjPzOXJvb8M63hpQvAnK+6kMgGLuXQgpOv83+/+hOAk3TmbsPDNGx4yVbg99Pw3oXXfzBflFKI98dcIi9Uco+LAm50neKp1qgbnY01r2VzeFOMTiljMtSBduvJaxzGeOf1BzHMuq53/teY+nFa7qTaFfvHPcGrCJrH8VrRbPmmqDQrFlSJ7zqP/8KsT8jJWO9pnvmpks6QJrcM9/P3+15DjqxmHxcpXV99Hjt2kXedzAF3q/NmeF+mZpKn4mXnr2ZAEgbrQT/8Bzh0NH4t19xgbPhSKWUKFfKM4O9IfEaAD0KXkw772BFmU+uzrbZ8SkJsuMryt8+Q0Z2YPeXzX1MZzR40dAZPF0UNB5KnYjrri6pCjAxEBOpjme0hyjg92RQToAPb0nOVAX0eE0L4uJR/0njPbvLThzEhvRIAOICBDdHqGTLNBBnzQuv/yFw73wYXT8TcojuzpORuzfWd3m7mGKBRJwO5pfg9g6HsdGTC3IIYMBqD1w8i2FHx+KuYO8uTeSP3noB95Jc/TFGJv77lwgA7AGwpyaKAzgRalH2dH+iMCdDDz/GwWcmwkIkAHak5WzD4qSBdFXoYzZntBRuqkliYbV9N3hQ4T0mOyY2xHz8iEvBgpzbGuVVw9GS6IfruYgn1bECPFPD/DRX6MMV6QEf90knQlb5o5I8csXTQwUuEzs6/gQgHZ+XE3J55MN0cXmpASpVAkG5fzWWI9B+KKxQqZuZFtOan3/FTMIbILpzSJFPT5ZiKWj6fWirNLXkYmgsjsiaTwrW0OY904mTQb34rEo4J04wz5x/CFghRkuLi7enHEuZbcUlYV1STIsgl03xj6xTPIqB0myc7KohpqXJGL2JqsqYvaDM3Ko43xL9ag3fhQZMBIsyC2PIKYvw7qlky01y9FNK+Kuz1zAWGzI2562FhsAGTmoG36WGKNugaqXPncUjEv7DJUufK4rbKFZYWVLC+sCl+3IK+MtSV1ptgkA37k6AAyFESO9Jtyz3hT5MhiQV5ZRNuS/HIybealmAlNQ9z8SYhOa8sqgEvzlxCIdXelrCadNxRg2D/GPbVLyLZFFuzIstq5p2bJNJ80F+keMnY2KiIY8HkidvAqZof7apeSbzcWYJoQ5E8qKrW5tJH6bJMLXglhpLZemosyMtFuethUGxSpQUAPMZAEVZXFgvVQs2CioXEFsqgKKXWkz2PsREpxNpU10jgpfXddSR0tuUoeZzbJz8jknprF4UBdYYaLj1Qa48oXCjLkv0yF8TghrDbEzY9OrGmc2WibP5EQWxTpy5zXpBsL+vnXo+9wdPAiGZqVB+qXcXNFC/0+N6cGuyl35VKdBEKgoe3PwCUdNYsN8cDvok1+ACYxQ/4x/vHAa3SNP5RzbA5WF9fyRufx8DWNWYX8/rLbsJogTi4DPvQXvgVth8BiRay5E23j/RPne9sBgShS1a9mG+kZhsFuKKlFWG2JNuea6fWOMhrwUZtVgBCCnrFR/uXIdjo8g2Ra7TwxbwNLTaieph98G7ntKfB7QbMY6SVFVWgf/WLKBo6G/WP8y5G3OT3Six2NmuxCer2jDAbGyLM7+fz8G0wt5CPHRqH/Avr5Y/Du84ST9a02xG2fRlu4wTRbZpNfnz/CC+cOEtBDLCmo4LN3K1n7AAAgAElEQVTzNnJquIfn2vbR4RnCplm4t2YJt1cvTJiN0jeG/uK/wNnDYLUjNj2ItnJrwuy5HGZp0g37x/jWke2cGenDabHxSONq1pembiXVZCSohzg72k+RI4vesVG+ffRthgNeihwuvrBgc0IE4qXXDX2dUFKDsF2+CrZibrG35xw/PLULd9BPTVYBv73wxpi7/M1E9pxH9nUi3/4pjPRDhhMCftB1RMsaxB2/mdJ6rgDnRvvJ0KxKtzyOHB/s4rsn3qPf5yHH5mBVUQ3vdp3GpweZn1fKFxZsJtNknVAYT3sd6Er5NY0iOZnzO+leaT/K0UFDX8SnB/lJ6wf0+9wUZLhYW1qfFAE6OTowEaADCAWQv/q3xBl0lTzfdiAcoAMYDngjAnQAraN97DVJw0t++LoRoANDd+79F5GTNGZEUZUK0MUJkZmDqGhK+YdZkSOLuuzCcBGDn535kA7PIACeoJ/vndxJMM47XKRnBPnGD4wAHUzov/S2o29/Jq73jicvnjvE6ZFeAPzotI70MBgw3pYO+sf43smdptojnFlQXAXvv0CEmmYwgNz+E6SeWjubAbo8wzzbti+8C+tgfyfbL56k0zNEx7juX0AP8fO2fVz0DCfMTrn3FSNAB4am0bankcO9CbMnWXjh7EHOjPQBMBYK8MNTu/AE/Qm2Kr2wahYac4rJtTv5waldDI9rkfZ63fzw1O6E2CQcLkRlswrQKabgCwX53smduMfngXOj/TzXlngNOFFcjdz5SyNAB+AbG/dVJPL4LuThHQm1bzaoySpQAbo483L7EfrHd4gOB7y8eeEEPt3QED822MUr7Udn+njcEM7stFjTKJKTOR+kixYi15EJXZTEpL9ralsKbRVvd19ZCl6n2yRR+N6OqAYJvUrsVXHtdI4H6C4xEvAyEu/0vMGuyEInk+lL3fHc4Y7sy+it3l1jI4TMDowN9UWKYF/CMwxJkFp0tcQqwNHpGZoyjiVwwcRiHdHIvqi5Wkrou5AYY5KIjqjvxK+H6I0S11bMDrqUU34DF8zyVRSKK2TA58YbCkS0Rc/niUBKCf0z+CMp7KsozKPTPfNYNrOomEJhFnM+SLc4vyLiONNqpyHZSoSX1xupbJMpqop9bRKyvHCqnp+Icd3igooYrXGgYWnksS0DquaZc29FWhI9j1S58uKfZlJSC9O8vRX1yaEldi0siZoH7FFz34K8MiyayY+uwgpwxihqU1Jr7LRLMZpzS8jQIlOMFudXTBnHGZqVZhNTi6MR9VFzdYYTKpoSY0wSEf0byc/IpNKVlyBr0htNCBbll0e0mearKBRXSIkzh5KowmvR83kiEEJEaj1Hn09hX0VhHksKIrObtKhVZDKMdYVitrE8+eSTTybaiKvh6aef5uGHZ08wtyYrH5tmZdg/RpUrn0/PW0exY6KiX7t7gB+d2sPunrOUObPJtceu/hpPhMWKLKqBMweM3RwFFYiHvpQyKQ8NOUW4Az4ueIYRQIUrl7uqF9Hn9eDXg7isGSwuqCDTaqfMmRP3BbgoqjKq8owOQmEF2keeQBRMOOGy+xzy4Hbk6CAUlCNEasWyW4d72HHxNGNBP6XOnHBKpiJ+zMsrxacHGQ34yLc7WV5YTZUrD3sctVaEZjECdWePQChgVJvKyoPyRsgtQjiyEK7US8G49JJk1O+lypXHooJyBAKrJlicX8ljzWvIsJibWiCEQDQsQ54/Cl43CA2q5qHd81uIaSqCJzN2i5Xm3GL6vG4cFht3Vi9kQX4ZOy62okuJXbNSnZXP4/PWUR5dVdJM8suQA10wNmwESedvQFQ1IxKgPXMlzLZ/Mh0NOUUgYTTgpT6nkM1ljRzs70SXkuIUDBonOwvzyhkOjBHQQywvrObhxtXYLfHVz5Uj/cgDbxkaufll4XQq/cPX0N/5GXKox0h9TTH/RBEfhBAszC+n1zuCNxSkNruA+2qWmlpsaVrb6hYZu86DfiitM+ZyZzbihgfRWtYk2ry0ILxuOXsUvf0ouIeR548jO05CThFicrG8FKQlr5Qh3xgDfg8lzmw+Xr8SbyiAXbNwW+V8bqloUWsdRdox5wtHzETbSB9/u+/X4XQrAXxp6VYaTRZkl1JH//HfwMXTRoPVjvbIHyNKEl9x9mr492M72N1zFgCB4L8v3Ez+/2HvvcMkucq77ftU556cc9iZndmck6RV2F1Ju8oBSQgFMLLBxuCAMR8C2wgZzAcOvLYB+/tMtJFACIRBEsppJe1K2qzNaWZ2ZnZyzqFDnfePnu2Z7unZOFUd9tzXxQV1qmfrx+nTp5566pzf43DzT/tfC3ojzUnJ4tFlm6M22cq6/ejPfi+wrQoQ89ai3fonUdFyMbzfXsd/n/ggeLyhoJoH5hpfMVcRKJDyjb0vMTjhXZTlSOKrK2/GZVBCQQ73o//kKzDTtlrNgnbXXyDKF0c+H+MMecf5xt4X6Zuo3pVud/HVlTeTbIvvYDMWaRnu4x/2voR/yubi+ytWsqloftQ0SSnRn/42tNSEnkjLRnv48ZhMjpoZn5zhxcbDPNsw6T31kfLlUS32obh0ZF8H+s+/HvDvgsDLxIceQ3/ph3Byz+QHc8uwPPxYdEQqYo5xv49/2PcSHRN2OElWB3+34iYynUlRVqYwkvDnlmm4ktEe/hoiJfoe6xfLgGeMb+x9MegNmulw83crbiEpBpLQCoVRqFdwZ+H5hoMhfkgSeL7xoPlCmk9OJuggYKD94Zvm67gEesdHggk6AInkjebjvN16MpigAzg12M3Jgc5oSARA3/NqyI1OHt+JHDw/T71Y4LWmYyHH77bVMObzzvBpxWzyQfupYIIOoHt8mD1dpw27njzy/swJOgDdj773dcOubzS7OuuDCToIFI3Y2dFwlr9QXCxbW06EJOgAXjx9OEpqJmitnZ6gA+jvQtbsmd5+mfJa85Gw4+gYaCtmD3nwnckEHUB3C7L2Q6jZG/rBjgZVSEURZH93UzBBBzDsG2d7e91Z/kKRCIQ/t0xjdCjuC3Ts6DgVTNAB9IyPsKdLxYOKxEYl6c6CFmE1V6Q2w4m0nSHOtjgIpvvQCRFYURdOVP+fTevXSMpjl/DhKUAtATeJSP1saM9r5/Gvx/F3H2luUGPZGCKP3Wj39VmuH2f3PyMJ/56i/70pLplI89xMc5/6LSgmiDRCzidMUMQ55xMXxfk8EZsxikJhLPH9qzWY28uWhEwBArijbOlMHzeOwrlQVDV5bHMglm8yX8clkO5wc0XunOCxJgQ3Fi1gY2E1jim+XVWpuVSmmrudeCra6i0hRTrEwisRKRlR03OhbCleGDJmw/tXYRxX5M4hfYpnZa4rhVXZxm1JFwuugmk+I1O+fc2CtmqLYdc3mjU55WQ5JrfpZDmSWJtTFkVFicvGwmqsYUH8bWXRNfQWhZVQPG/6iYw8xNyV5guKUW4qWRR2rLa6xjtiyXUwtQhATgmicjnMWxv6wYKKuN7CpphdlmUVh3iIptqcXJVXGUVFCjPQVt80vbjgVJLSEIuuMk+QAVyRWx5SjC3bmczqnPiyfFIoLpTL3pOuc3SInx5/j4ahHqyaxoaCau4sXxZcMdcxMsgLpw+iS7i1dBH5UTLRlj4v8uQeZG8btJ2C7hZEyXzEhgcQToOrSM4CupT8vvEg77bWoEuJTdOwW6y4LHb6PCOk2Jxck1/JVfmV2M52s5lNTQfeRu57PZDMWHcbojrg3Sa7W5B1BxAZeVC5LO6MmRuHejja20ZRUrqqQmcATcO9PFO3j5aRfjQEmoDVOeXcWb6UUZ+XPZ2NaEKwOqcMl9XYAgdydAj9ue8H5gSbE665B82ZFDAVr1yOyMg39PpGsb2tlteajtLvGcMvdRwWC1bNQorNye1lS6ZV+lJcHGN+L8/U7eNwbwu5rhRSbU78UrKxsDqqVV0BZG87+is/CYxtBOSUwOL1aPOviEk/OoiOJx3Ayf4Oage6mJuaw1yTPXPPoO98EXnw3UARGykhPQft6nsQU18wKs4bOdyPPLEb7A5E9ZpgoTD90LvIk3sQxfMQq7YgzK50rYhZhrxj/KJmN0f72shyJPHIvCtV1WcDefn0Yba31+HUrNgtVrrGhvDpfkb9XuyaldvLlnC9Sb6uZ55bQCJ1HTLy4eDb0F4PmQVomx5E5Mb3S85h7zi7OxsRQrAmp9Qwv2eFIla47JN0X9/zIs0jfSFtD1SuZkNh9axdYzbx//JbIT49Yv46tFv+OIqKzo+3W07yi9pdZ/3M4oxC/nzxBlP0yMaj6M/8y2SDEGif+DoiSyW1FDPjlzp/t+s5esZHpp27q3wZN4etajEaWbcf/XffnWzQLGif/CYiPXqrUS+Vmv4O/vnAzF56FqHxjdW3k6XMsC+Zn5/cyTttk/eT4qR0vrryligqmsT/P1+F7paQNnHF7WhX3RUlRecmWkm6aKMfeQ/58o+nn7C70D79zzGbVFUoEon/78g7fNjdFDxekJ7P55fE166beOGD9lP89MT75/zcF5Zcz7z0PBMUhaJ/8Dzyvd9NNiSlo33qHxFqZ41CETdc1q/gBj1j0xJ0AEf62qKg5txI7/g0I23ZEGVz7/PkSF/ruT/Te+7PzBbT+k1KZKMy3FacnbaRgYgJOjB3/J5h2jjW/cjT8T2Oj/Seff71S53j/e0mqUlswuflpuE+BqYU64gWcrB3WoIOQNbHx/3usmOm78UzGlr0SqFQGMbRsHvn0b429PhahxE3nM8zDUQnLoQIseFwH3Q1R0WLQqG4OC7rJF2SzU6aLdzTKbCaIBYRNgeEv5HJKYmOmAvkfPq0ONnEfo/QbyKn2LzrK+KSbGcyTkvkLazFSVHwLow4juNjTpiJ85kHYnWOjjfCx2y63UXyxLa6qOJOAXfqtOZ4H9sJy0zfi2YBtTpdoTCF8HtnkTs9OsXuLgPON96LVqwissPmZJsD0qNrYaFQKC6MyzpJpwmNP5q/Hrdlcl97ht3FqqxQM8ph7zhHe9sY8o6bpk2ODiEbjyBHh0LatZv+EFKzAwdZRWibHjZN06WwLncOFSnZCMAqtICXFwLXRMIj15XCx6vWmaZHzFuDWHpdoOKRxQprb0VEMilXKKbgsFj5g+orSJlI7p8Jf8uSMqhOzeFITyvtowOm6RELr0IsWh9QolmgfCl6bxt6wxGk12OajtlkeVYJGwqqsIjJ2l02zRKcOxZlFGATasvGbHBfxUoKJ3xWkyx27ipbhhYlD07Z34VsPIa/8zT67ldg4XqYuk0yvwKxPna3ul7OiOWboGrVxMHE+HG4Edc/jEiOn8JLUkpODXbRONQDBPxdTw12RU9P2ylke33Urn+5IqWObKlBdp6OtpQL4qG5a8l3BV5u5DiTub1sCcf72vH4vdT0d9A60h9lhaAP9aPvfQ29tTbaUi6JDQVVrMwuQQB2zULShD/a1JToquxSVplU7Ep2tyCbTwb86ABx1R1QMuGH50pBbH4k7mwHGgZ7qB/sjniucaiHUwNdRMOxS+p+ZNNxZE9s7rpTJA6XvScdwKjPw9/ufI5h/+RD7e2li7mtbCkHe5r5wdFteHQ/Ns3Cp+ZdxfLwNxSzjKzZh/7iD8DnAasd7dY/CVT2OnNe6jA2jHClGKpjtnivvY4nT+4MGMBrVj678FrmpGYjkTg0K0PecZJtjoglto1C6n70Z78Ppw4EGgrnot3zhaA5s0JxNn5Zu5u3Wk7MeP6GovncV2FOBUp99yvId34NhE3lzmS0+74Yt6uPxvxeBAKv7ueFxoO8GdbfGwuq+djc1VFSlxi821rDL2p3hWyJ2ly8gHvmrDBVh77j9wH/nEjhyLKNaFfdhXAlTz8XY1yunnRnkOMjYLEFYhebI678jzx+H/926C1qBzoBSLY6GPIFXszOTc3hLxdvxG7S/x/p86L/779C0/FAQ9lCtLv+Mq76M16R4yPov/4X6GgAQFSvRtz6GVPj00tl0DPG683HeKXpCBLQhAjO8evzKvlEtXkvxKeiH3wH+dr/TDaULcJyzxeiomW2GPV5sGoWLEJj2DtOks1B79gwSTYHToMLh51Bf/W/kYfeDRxkFqB99EuIiZXocnQI7M64mjt8up//OPx20HqqOi2Xv1i8EZtmQZc6/3nkHQ72BOwwKlKy+fySTTjMmpuHetF/9c/QF7BcEcs3oW16yJRrKy4/LuuVdGd4v70uJEEH8ELjYXQp+VXdXjy6HwCv7udXdXsN16O//ctAkAvg86C//XTIeSG0uEnQ+XWdZ+r24peBtzvjuo/nGg/gsFhxWmwIIUixO80PgGr3TyboAFpqkEfObQKrULSPDJw1QQfwevMxU1bUybER5Pb/ZVqCDmBsCH2qcXCc4bTYcFgCSfzwBB3AW60n6J3BH1Bxbry6n2dO7ZvmWfRa01E6w1ZwG4kcGUC+/1zkBB3A/q0BbzNFzCMcboTVhnAmxdVDIcAHHaeCCTogmKADqBnoZEdHvWla5LEdkwk6gIYjyBrjY08FyAPvBBN0QKDCbpz5vHp1P680HQ1GBVPn+O3ttTOuTjISKSVy6y9DGxsOI9tOma5lNnFZ7dg0C9rEs4wmBFmuZNMSdLKtfjJBB9DTitw3WXhLuJLjbi7e13U6xBv+RH8HuzoDv8kDPS3BBB1A3WAXH7SbN4bk7leCCToA+eGbSOX1pzAIlaQDusaHp7XpSPxSp3889OGg34yHhaGwJelD04tbxAse3c+ILzQB2jce/QcuORyhT+O4nxXm0Xeec0C/Z8xgJcDYEPh9M58f6jVeg8Gcbc4d9JrQxwnKuN/HmN87rV1i0n3uDCMDMPEiLDIShqO/TUuR2JxrXj/feX9WUPFJ9IjQ9zLO+r7fO4qM9OLuzPlovPSQOkSy4Iizvo05EnCuiDTX9k28kA1/Jgfo9Zj4sjZSf0dqUyhmAZWkI7D8O5w8Vyo2zcK63PKQ9rVhx0YgFlxx1uN4wmW1sTSzKKTNjD48F6JyRcBI9QyaBTFPbZ1TnJu5qTlkO5PO+plsZxKVKdmGaxHpuVBQMfP5BVcarsFo5qbmkGl3T2tPt7uiU6wjQUi2OViUUTCtPdeZzJzULPOEZBWdvQBSeh7kzzzGFYrZYFV2KdYZ/BitQmNVdmnEc0YgqlYHvHKDAuyIuebYJ1zuiHlrJ30VIeCtOGdp9ARdBGXJWUFvunBSbU7mp+ebrAiEZoGSMN9nqx3KFpquJaEoXQBJaVMaBGJ+/D4zAqzILsGuWYLHVqGxcmL+XZZVhHPK3GgRGqtzTJybw2PqlEwoqjbt+orLC8vjjz/+eLRFXAhPP/00999//6z+m6l2J2XJGRzra0NKKEvJJM+Zym9O7cNhsbE6uwSn1caVuRXcVb4Mi9HG2mWLwGYPBGaLrkasvxuhxW8+dUlWERY0XFYbGwqq2VKyMOr+HsLhQsxZgvSOBwz3MwsCAUNuWdS1XQq94yO80HiInZ0NuC02spyx7+MUb/h0P0PecQbGx3BYrWQ4XFgQWDWNDLubNTnlfLxqHUkm+RuKuSuQug+GBwAJdhdkFyOuvBNt+UZTNMw2Xt3P683H2NpygnG/j9vLljLq89DvGcUqNOal5/FnizfgMmlLSSLi0/30jo8w4B3FrlnIdLjJdaaQ5UzGq/soScowZS4UQiDmrgAkeMcnrR6cSbDgSsQVt8GeVwPb/ZLTEWZWAb9AjIhPFOaQancyLy0Pr+6nLDmTLcULcVisFLrTuKt8GYd6W3i/vQ6L0MiLUHl4NhGuZETpQvB5A3N5+SI4uRc51BOIUeI4Hox1REoGoqgK/F5EfgXa5k8izHxpMQsIIViRVYwuJWl2F3OSs+gZH0YCaTYnFk2jNDnT9MqvonoNDPbA6CBkFyHu/ku0OCosE4nWkX6ebzjIge5mMhxu0uwujva28ULjQeoGuylMSsNpMS5OERYronI50jMK/on5In8OIsP8ROxs4bbaWZRRiFf3UehO58G5ayiZGCdOq43FGYV4dT8F7jQeqFxNuQkvxIO4UpD9XeAZg8JKtNs/i3DHh/2UIv5QhSMi8Pie39M6MuknlW538e21d8V18kYRGf31J5AHtgaPxcob0TZ8LGp6LgWv7uex3c/TM7EsXCD4wpJNVKfnRVlZYvGfR95hf3dT8DjF5mBwSuXnP1t0HUvCVo8qLowfHt3G7q7G4PEdZUu4tXRJFBUlHv99/H3e75j0cil0p9EypfrfLSWLuLN8mWl69F0vId99ZrKhcjna5k+i//RvYWzCksJiRXvoMUR2bP6+LvfCEYmIlJJv7nuZ08OT1gGfnr+e1SZVbdTffQa566XgsVh0NdqWR0y5tiL+GfV5+ML7v0EP2/66oaCKB+auiZKqxKB3fITH97wQtI2waxY+VrmKJ07uDPZ2rjOZx1ffZujiDikl+hOPQ9dkXKrd9qeIarU7aLbx/+Kb0FYXPBY3fQptYfzvWFHEJup1XBido0MhCToI7I9vGOqJkiKFkcjD2856HE8c62sLJugAJDLkIVxx6Qx5xzkwJUEHhCToAN6bcgNXXDhjfi97uk6HtG1XfTqr+HQ/OzrrQ9qmJuggUJXbTOTh7aENtfvRj34wmaAD8PsCpvoKhUmcHu4NSdCBub8NeSgsRjn6PvKsHo4KxSRvtpyYlqAD8+f3RGRf1+kQX1eP7ueN5hMhvd0xNkRNf+f0P55N2htCEnQAevj9VHHJyK7mkAQdxPczoyL2UUm6MFxWG5HWyyWbtHVNYTLh20HjpGpuJJKt08eoGrezi12zYNfOXilL9fmlYRVaiOcIBFYrKmYPTWi4LfbQtrA7n+nj2BU2F9vsiBCvnQnU1hKFiSRZHdNiQlPno/DfhTMp1DNNoTgLkfxcQcUps0GkPkyy2s/rc7OKKwnCZikRPm8oLh2nG4TqZ4V5qDt9GMk2B9cVVIW0rc4uJd3uCiljbibSN70CX7whpcTj9+HT/ehS4ovwJtiv66b3sbj2Pjjj76JZEFd/BOn3xWWfz0nNZvUUc+ssRxKbCued5S8UF4rdYuWO8qXBcMihWVmSURg8n2Z3sVH1+SVh1SzcXb4cMdHLNs0Ssu3Sq/vxSx2/1KMlMe7RhOAjcyb72Co0riusCunzu8uXm6vpqrunFPMRAS/WqlVQMn/yQ9nFiEXrTdUVy3gn7qM+3U+cOZfEDRkOFxsLJ43BU2wOthQvMuXa0u9DXP2RySISQkNccy9CiLiMURTmc2V+BVmO6YWuPjJnRRTUJA5+qbM0q4i5qTnBttLkDD5asZJ0uyvYdlVeBUVJxvqoirQcxIpNkw3uVMTaWwy95uWISM6AVVsmG5xJiHW3RU+QIuFRnnQReLXpKM/VH8AvdZZnFmK32tnZWU+S1c5H5qzgqjxzKs3Jnlb0F38IHQ2QW4p286cRWYXn/sMYY29XIz87sYPRiWXhVqGhI1mbU87DVWvRhOCXNbt5r70Ou8XKnWVL2VBofLUc/dgO5NtPBwz3CyuhfDHsfhXOlPPOKQn0eYz6H83EqcEuhr0e5qXnYZtSIUkxe3SMDtIy0s/c1BysQuM/j7zD8f52LAj8SHKcyXy8ah3zlB/gRdM1NkTTUC+VqTmk2J20jQzw4+Pv0TjUgyCQzNtcvIA7yuKr8l6s4NX9/PjYdj7sbsJtdXBfxQqq0nJpGuqlIjWHVLvTVD364W3It38N4yNQuQyx5Q/hjSeRx3eBw4VYch1i/V2BKoExilmedMf62nji5A66xoZJtTkZ8I6Rbnfx0YpVrDKx0l2i8/LpI7zQeAiP7gMg25HEHy+4mrIUYwsJSKkjtz6NPPA2WK2IFTcicksgtww8Y+gv/RA6T0NeOdotn45rk3iFObzfVkfzcB8lyelUp+eT4Yi8wk5xbl5oPMgrTUeRUrKxsJrFGYX4pM6B7ma2tddiQbAqp5QNhdWUJmeapkt2ng4U5iiZj1ArJWcdeeog+htPwEAP5JUibv8cWpwVlVHEF2olXRj1g9385tQ+vNKPjmRvTzMfdJxCl5JB7zhPnNhBz1SPHAPRX/3vQIIOoKMR/ZWfmnLd2WTY6+HHx94LJugAfDKwYu6DjlNsbTnBe211vNNWg0/qjPg8PFW7m9Ywf6TZRo4MIF/5CQz3AxJaauC9300m6AA6T6O/8hNDdRjBnJRsFmcWqgSdgeS6UlieVUyyzcFLpw9zvL8dAP+EG0nn2BA/OrYdv65We10s2c5klmeXkDKRLPrZyR00TniDSgJJphcaD3GktzWKKuOXt1pOsK+7CQkM+8b52YkdaEKwPLvE9ASdHOhGvvo/MDYEUoeafcgX/ivgPyd1GBtG7nkFRodM1RWL+HQ/Pzq2na6JOGTAOwYEvHN/euJ9hsI8MhUXR+1AJ7+t/zCYoAPoGh/mqdrdhl9bHtuJ3Pd6oFrj+Cjyg+cgJRORmhWISTonPDvb6wNxokJxDq7Mr+DeypWsy6tQCbpL4HhfO881HGTc78Oj+3ml6Sijfi+D3jHeaj2BV/czpvvY3l6H2UtgRE4JomKZStAZgPR60F/8AQx0AzLgAziloI9CYQQqSRdG/WD3Wc/rSBrDTIQNo73+7MdxQOtIH76zbEurH+ymfmh6nxteqKOrCfy+c3+uvUFtI1KclUjjFwIPz71Tk76KS6JhhrlZFfW5OML7U0dyesike1s4HY2BZNxUuppDj3X/ZHLiMqZ7fHhasZozeHU/LcN9JitKTBoGI88rpsw3EWI92VYfiEXaG8I+2zDtswqFwhhmel6JNF80zBAbKuKQvo7AKv8pyDh8JlfEFypJF0ZVWm7EwhFnsAqNipRsc8QUh3lbFRu/BXS2KU7OwHkWo/3q9DzmpYVuCdQQIT4PhpBbPsX/aAIR4ZsvrkZEalcoJqhOi7ylNduZRGYELxjFxVE9w9bh6rRck5UkBuH9aRUac8y6t4VTUDHpu3WGwsrQY6sd8jcBbcMAACAASURBVMpNkxSr5DiTyZxhJYzTYjN1e1UiM1MsGB6vGIGY6sMYaEGciUXC48DwOFGhUBhGpHhjXlretPupQFClYpPEITMfwgpZCTX3KgzG8vjjjz8ebREXwtNPP839999v2L+faneS7UqmZaQfu2bl5pKFlCdn0TE6SLYzmY9XrzUtCBYl85F97TAyCKXz0TY/gnC4zv2HMYRVs1CZms3JgQ7GfD4sQgtW0E21ufDrfnJcKWTbk2gbHSDZ5uChuWsMv7kJqw1RMAfZGShbLpZci1i1GVrrwDsOmgXKFk70efxsDegcHWJ3ZwMev48sZzKjPi+7OxtoGx0g15WCRVWFmzXG/F52dzXitthwWmx0jg5hFRpWIZiTks0nq68k3YTfqxzsRR7fgexsRj99HOoPIgd7IDUbYbUZfn0jGPf7eL7hAFtbTtA60o9FCK7Mq+BkfwcDnlEsQpDucHPPnOWsyC6Jtty4pDgpnbaRAXo9o6TanazOKaXInc7p4V6O9rWRYnfiilCpzgiE3YnILQ3Mx0JA2aLAf1KyYLAbUrNhwbrA6uf03Jj1pTMqPukdH2FXZz1DvnGGPONYNAsj3jHG/D6cFhtWIShwp/HJ6ivId6fO+vUTnT7PCL899SGHelopTU7HabHh0KwMesfpGR9BSolF01iUUcDHq9bhMnheFZn5gaR0Tyu40xAbH0ArXRA4VzIf2dMW2PpdthDtxk8g7PEVF8YasvEosv4wuJIRzviJ9y6U2oFODna34LTYVHXXiyTD4SbD4eL0UC8WIViZVYLdYiXD7ibfnUb7yABpdicfrVzJ/HTlFWkUfeMj7OxsYNA7RrYz2fDFFELTEEVVyO5m8HkR89cFiviEv1xUKGYRVThCYSo1/Z1858BrhG+AFcCZgVidlstfLbkezeQVbPrul5Hv/DqoSNz0R2gLrzRVw6VwpLeV7x9+O1j18tr8uRzubaV7POBdVJyUzqPLNmNXN5VLZtjr4VsfvkznWMAjSyCQEyN4Xloef7VkkykrMGVrHfqv/xl8nuknU7PQHvwqwp1iuI7ZxKv7+dIH/8uIP7R6YVlSJg3Dk1tKFqTn8/klm8L/XHGefP/wVg72tMx43qZZ+MKS66lINW91ndR19F/9Y8AjFAJV6u7+PPK57wcMsSFQ0OeBv43JBLQR8cmpgS7+z8E38ESoiH4GTQi+snyLWkV3EbQO9/P1fS8GK8trQvDoss388Ni2oO9foTuNryzfou6dCYj+xpPI/W8FDixWtLv/ClEavpIx/nm+4QC/bzwEBHarfHrB1axUL7guiuN97Xz30FvTrHw2Fc7j/spVUVJ1+dAw2MN3DrzO+IRf6JqcMj41X1V9VyQealmNwlRebToyLUEHkwk6gBP9HZzs7zBLUuD6uo784PchiuQHz5uq4VJ56fThYIIO4N22mmCCDqBpuI8Pu5uiIS3h2NFxKpigA4IJOoDj/e2mjV9998uRE3QAA93Iw9tN0TGbvNt6clqCDghJ0AEc7WtjzDf9c4pz0zjUc9YEHQSSpa80HTFJ0QSNRyYTdAAjA4EK3FP9fjpPI2s/NFdXFHm16ehZE3QAupT8vuGQSYoSi9817A8m6CDQl0+c2BFM0AG0jPSzt0v5ISYacrgfeWDrZIPfh77rxajpMQqP38crTUeDxzqSFxvVfHGxvHz6cESv7a0tJxiaKOSjMI7Xmo8GE3QAuzobaBsZiKIihcIYVJJOYSrnetiY/Nx5FHWYTaQ+vZDETMmPGCW8byMtkfWeZ/8rzs65+vF8x/klc67iJ3E2hgHGzqegywRnK0qjmBmP//zGp+nzRaTxGikRG4fj+mKJ2XtmghBpjEdqM21OV5iH38e0EpwJOLfoyJAXuKDG86Xg1SPHHToS3wznFLPH+c7ZCkW8o5J0ClPZWHju4hcFrlQWpheYoGYSYbEilm0IbVtxg6kaLpVNYX27JKMQ95QtYRl2t/LvmiXW5paTZI3s6VLgTmOBSV4k2rKNkQueADjciIVXmaJjNtlUOA9rBO/EDHuoV1ChO0356lwkFanZlJ1ja6RAnNd8PauUL4GpBtxWO+KqO2Gqt2NKJmLuSnN1RZGNhdWIs5azCrCleKEJahKPW0sXT2u7p2IF7il+jGl2F6vUvTPhEKlZULliagvaiuujpsconBYbV+VVhLRdX6hM7y+WwJw8nZXZJaTHkYd1vHJdQRXalG+gKjWXkuSMKCpSKIxBedJNMOgZ43cN+2kc6mV+eh53lC3FFqPm1PFO7UAnzzccpHWkH5/ux6P70RBkONysyi5lU9F8kmzmGJZPRUqJPL4TefAdGOqFrCK0q+5EZBebruViOdHXzoGeFgrcqVyRO4dezwjvt9dh1Sysz6sgVRlMXzRe3c/zDQc52tdGaXIG1+VXsb+7ifqh7uDWqOq0XIZ943SPDbM0q5ibSxaiGVSsQ/Z1Irf/Ftl1GpzJkFcKnnEYG4GsArTF1yDSolSt8xLpHh3iqbrd1A10oUtJcVIGD1Wt4T8Pv03n2BACQaYjkHS+o2yp8oq6CMZ8Xt5rr6NvfASn1caIz8Pc1Bz6vWN0jQ2xMquEOSb60Z1Bjg4hD29D9rZDfxd4xwIFJNpOgaYh1t+NNm+t6brOByPik77xEZ6o2UnjYA+F7jQQ0DzcT5bDjU2zYtM0bitbQqXRFdHPE/3oB4EthHYn2rrbEIVzoy3pnNQOdPJs/QF6xoeD/riaECRZHSxIzyfXlcx77acQAm4sWsDizMJoS447xnxenm3YT81AFxUp2dxVvtS0wjSRkLqO3PUismYvCAvkFKMtvApRVBU1TbPFm83H2dlZT4bdze1lSylMSkOXOjs7G2ga6mVhRgELM8x9ER4J2dOGfO+3yIEexLw1iJU3muLlOxvU9Hewv6cZKUGXOn4paRnpwyI0NhcviIn+jXc6Rwd5tuEAnRPxyI3FC4Je5fWD3eztOk2mw81VeRVRjQHlQDdy+/8ie9oRlcsQa2+J2eJWivhCJekm+D8H3uB4f3vw+LqCKh6cu2bWr6OY5Jm6fbzWfDSkbW5qDv/PshujpAj0Q9uQr/50ssGdivapf4pJk3KFuTxVs4utrSeDx/PS8liVXcovancF2zQhQvyN7ihbwq2lS2Zdi5Q6+k//Dvom5yxxzX1oa26a9WtFi6dr9/Bmy/Hgsdtii+hVtz6vkk9UrzNTmsJgpNeD/uNHIZLPjGZB+4OvIzJir3KeEfHJtz98hVOD3RHPLcsq5rMLr53V610Ksv4Q+v/+62SD1Y72R99GJKVFT9R58kbzMX5Vt3da+7KsIg52t6AzWVjiqytupjAp3WyJcc2Pjm1nV2dD8Hhldgl/suCaqOnRd7yA3D7lt5pZgPYH34ibJNFMbGur4YmTO4PHaXYX31xzR8wtOpB+H/pPvhLiNyo2PYS2PP6KQTUM9vCtD18JehNbhMZjK29RlbYvAV3qPLb79yHez/fOWcGNxQuiqCoy/p99Dbom/b7FlXegXXlnFBUpEgW13ZXAG76pCTqA/cpg33D2d083Yq4Z6GTIOx4FNQFk7b7QhpEBaKmNjhhFTBFedON4fzt7uhpD2vSwdx6GFeroaglJ0EGEsRvnhM/BkRJ0YGAfK6JHa13kBB2A7kfWHTBXT5To94zOmKADONDdPG3OiSbTCnr4PMiGw9ERc4HMNI8c6W0LJuggMMcf6Gk2S1bCEN6/0Z63ZU3Y/bKnFXrboiNmFgnv13PNIVGjozG0IBARvpM44UBPU0jxML/UOajmiEuiebg/JEEH0Z8zIiH7OkISdBC/41gRe6gkHWC3WEkP2waY60qJkprLh0h9nGx14IriqjWRnhvWICA9NrYRKaJL+HhNt7vO+aY012nQPJKSCZbQ38m0sRvnhPf3TOsbcl3JxotRmEt69sxei4DIyJvxXCKRZLXP6H0JkONMCm7/iQkifC+xuOIxEjPFfOGxYeCzaoXMhRJ+L8wz6t54noiMsPulzQHJ8b86MryfNQQ5zhi8R6ZmQdjqvnid1yPNHXlqjrgkMh3uad7EMflcnpQGdmdIU7yOY0XsoZJ0BLYvPFy1Nmiyn+Fw89GKVVFWldj0e0ZZkVVKqm1ycrNrFj5etRaLQR5e54NYewvkzQkcWKyIq+8NmAsrLns+WrGKjAlTYLfVxkNz13Jr6WJKkgKGtTbNwtqcMhxawBsjz5XKXeXLDdEinG7ExgfgjKdPViHiqrsMuVa0uK9iJWkT84NTs3Jn2dJpQVuazcnHKlcbrkX2tCJHBpDjo8jOJmQCV3DrGRumK+wNttmI1GxYtQXOfN/OpDNnEIvWw5zZ30Iei1g1Cw/NXYNzIiGfbneRNPGbT7Y6eKgqtrz5xJJroWzRxIEW8JgqqDj7H8UI1xfOJy/sITDN7uIP513J2pyyYNuanDKWZxUZqkX6fcjO08go7iqYbR6cuyYY76XYHDwY5bEr1t8NmRO+YTYHYtODiATw7L2pZBGlE0WBrELjI3OWB+MWCKzyahruZWyGlelGInvbkUO9AIikNMR190++bMwpQay7zXRNs8HqnDKWZgbmBAFclVdBjiuZfs9odIXFMUk2B/dXrg5u0y50p3F7Wezd94XNgdj0cCDJD5CRh7j6nuiKUiQMpnrS/dd//RdvvvkmXq+XBx54gLVr1/LlL38ZIQRVVVV87WtfQ9POnqAxypMOwOP30TU2TJ47JaqJokQn3GtqcUYBt5UuoSgpPWYM4GVvOziTEGqVjmIKfqnTPjJItjMpZKy2jwyQbHOSZLMz5vPS5xkhz5VquL+NHB+B4X7IyI97L51wfnD0XfZ0BbbEawg+Nf8qlmeVcKK/g3SHCykhz5WC5Rz3jEtBjg6h//bfoa1uYmWXAKlDWjba3Z9HZCaOObQudX56/AN2dtYDsDKrhE/NX29o/86E/9nvw5nt20JD3PVniOwSEAIRw1XcjIpPxv0+esaHyXOlIqWkfXSQHFdyzPlMnUH2dwYq88aBFx3AtrZaflm7G6/uJ9Pu5tPz1+O02oPzy9HeNn5w9F1G/F5SbA4+s+Ba5qYZs8Jettej/+67gXnd7kK7+VOISmNe9piNT/fTMToUM2NXShnY4pqUjnDEf4JuKlNjkjOcHurlPw6/Ta9nBKfFyh9UX8lKE6oWS+84+rPfh8YjgTl86Ua06x8KnBsbgZEBRGZ8rLiNxM9P7uTdthokUJmajUBQM9CJQHB90Tzuq7h8qpHPNqM+D/2eMfJcKTEd40rPKAz2QmZBTOtUxBemRd87duxg3759PPXUUzzxxBO0tbXxrW99i89//vP84he/QErJG2+8YZaciNgtVgqT0lSCzkAah3pCEnQAh3pbGfF7YiZBB4HlyipBpwjHIjQKk9KmjdU8d2owGHZabeS700y5UQuHG5GAQUFNf0cwQQegI3ni5E6EgAUZ+RS40wJztcEJJLn31UCCDkDKQIIOoL8L/d3fGHptsznQ3RxM0AHs7T49zXPRDGTT8ckEHYDUkS//FJGSGdMJOiNxWKwUuNPQhMCiBeagWEhyzIRIy4mbBN2oz8vTEwk6gB7PCG+2ngiZX35RszPoiTnoHeeXtbsN06Nv/WUgQQfgGUV/40mkTIyVu1bNElNjVwgRuH8mWIIOQmOSMzxzai+9nhEAxvw+flGzC78JY0sefCeQoAOQErn/TWRzoAiXcLrjOkF3vK+ddyYSdAC1A13UDHQCIJG83nyMhjDvPcX547LayXcb/8L7UhF2FyKrMOZ1KuIL07JR27Zto7q6ms997nN85jOfYcOGDRw+fJi1awNL3q+99lree+89s+QookTH6OAM7dHdXqVQKGKHcMNggFG/F4/fb66Qvo6LOxeHROrzmeZrI5GR+nV0kDgrRK+IEwY8o3j00Hll6rjXpaRzbDjkfOeYgb+L8PE/1Atej3HXU1w2dIbF2YPeMcZ8Jmx7jTCnR5zn45DzmQs6jJwvFApFwmJakq63t5dDhw7x7//+7/z93/89X/ziF5FSBrPOSUlJDA6qiSzRWZCeH/TsOoOGYElmYZQUKRSKWGNhRgFaWKmI0uRMnGYXlZk7szepqEqsLSxLMotCVpFrCJZlFZuuQ5QvnvSiO0NxtXpDrTCEXFcKhe7QVX8rpmwB1IRgedjvYEWWcVsERficU7YIEWZMrlBcDMuzQ8dxdVouSbaZC9PMFmJu2L3SakeULzb8umawKKPwrCtDnRYrC9Pjd6WgQqGIHqbtL0xPT6eiogK73U5FRQUOh4O2tsly58PDw6SmxlY1nMahHt5praF5uA8dSVVqDpuLF5IapYBJSh15dAe01yNK5iPmroiKjouhe2yYp2p20Tk2RKbDTY9nBF3XyXWl8rHKVWTHYvUphSICNf0d7O0+TY4zmVSbk5qBLsqSM1mbW87h3haO9LZRkpzBFbnlaAZunZfjI8iD78JwP2LBOkRuGbLtFPL4TkjJRCy+Om6NsNPsLh6Yu5rfnvqQcb8Pl82OlDqvNx3j+qJ5piVstHlr0LubkYe2gd0BqTkwPoyoWIZYc7MpGoxi3Ofll3W7aRzsJd3hIteVwj3lyznc14ouJdcXzaMkCttLRXIG4p6/Qr72MxjqA4sVbC70/k40g3zAFJcvQgg+t/A6fnR8Oy0j/WTa3SwIe6j+g+p1ZDS4ODXYzdzUXEMNzMV1HwWHC1m7DzQNCufi3/s6YqALMWcpomyhYddWJDYfKV+O02LjSG8rxUkZ3FG21JTritIFaLd9Bn3/VrA50NbeGjfb4WdixOdhW1stg94xHqhcw77uRjx+PxsKq/Hpft5tq8FltXNLySLDE6FydCiwpXhsGLHgSkSO+S/XjKJ2oJMdHfX0jo+Q40xmfX4lRUnRr8IcEn/PXwfjo8i6DwP+0IvWI8x+oaxISEwrHPHWW2/xs5/9jJ/85Cd0dHTw8MMPU1lZySOPPMK6det47LHHuOKKK7jlllvO+u8YWThiKif7O/jOgdcJ75x0u4uvr74dRxT80/Q3f4788M3gsbjmXrQ4eFD06X4+//4zQc+XqazJLuNTC9ZHQZVCceF82N3E/3/knWnzAsDc1JygFwnA1fmVfLxqnSE6pK6j//zr0Dnh26ZZENfeh3z7V5O+afkVaA/8TVyuQKrp7+A7B99Aj3B7ujpvLh+vNqcyoGw6jv7Md+DM3JVbhvbQ3yESwLf0b3Y+S/d46DY+AXxm4bXTVg5FA/+238DOFycbrDa0P/rHmH64Mys+UcwuT04Yv59BAH+99Aaq0nKjokfWH0L/7b8FfDDDEFseQVt0dRRUKRQKCBRZ+oe9L9M80gcEvIq/uPQGKlKzTdci/T70n30tUAAFwGJF+9jfIPLKzv6HccChnha+d3hrSJtVaDy6fHOwgnE0kFJHf3JK/C1E6FxduQLLnX8WHXGKhMK0J42NGzeyYMEC7r33Xv70T/+Uxx57jEcffZTvfe973H///Xi9XrZs2WKWnHPyTmtNxAfxPs8oB3uaTdcj/b7Am5KpbVMSdrHM1paTERN0ALu6GhjyjpusSKG4OLa2nIg4LwAhCTqA99rrGPf7jBHSfHIyQADQ/cg9r04m6CBQ8KC93pjrG8w7bTURE3QA73fUznhutpEH3p5M0AF0NEBLrSnXNpK2kYFpCToACbzdcsJ8QZH48K3QY58XeWxHdLQoEhav7md7e+hvWgLvtJ6MjiAIrDiaYY6T4b8LhUJhKif6O4IJOgC/1EOS/KbScGQyQQfg9yEPvTPz5+OIra3TYxGf1NnWFuUYLDz+Dp+ra/chVbEQxSxg6nKwL33pS9PannzySTMlnDd2y8weA3YtClVIhQCLDaY+9JvgJTEbuM6y7NeCwJoAq1IUlwdnq0AsICSBZxMWNKNWsYVVbQMC88O0z8XHHBHO2eZYi9CM69dwrBH6OVLfxxn2s3joxEyV7Ug64nQ8K2IXQWB1hkeGvkiM5u9A2OwzvgyKOCcpFArTiBSfnO2eaiiR4pEEmSNmigOj1tdnsJ4jDhFa5HhcobhAVHZkBm4omo8rwo+sLDmTRZkFpusRmgVxxe1TGkTocQxzZV4FKTM8XG0uWWi+GbxCcZHcVLxwxgBhXe6ckGIHN5UsPKuh8KUg8udAxbLJBocbce19MMWDTlSvQWTFZ0GWG4rm4Z4h0Ly11Dg/qHDEqs3gcE82VK5A5Mb/NpJMZxJzU6f7u9k1C1uKY8Tzav1HQo/dqYj55mxzVlw+WDXLtDnFrlm4vnB+lBSBWL0FInkfW6xo6241X5BCoQhSkZrN4ozJ2CrJ6mBT0bzoiCmeB6ULJo/dqYjlm6KjZZbZEiHeTrE52VBYHSVFAUR+eWj8bXPCFJ1ixfUId4r5whQJh2medLOFEZ4vpwa6eKp2Nx2jgyzLKuaBuatxWmwMecfY19VE28gAHt1HdXoeK7NKsGjRy23K9gZkez2ieB4iM34qBvl0P6+cPsLe7tO0jQzgm9iWdyalIYFMh5s/X7SBQpNNQfVdLyP3vgoWK2LdbWhLrjX1+or4om98hOcbDnKwpxmf1Em3u2gfHcQndTLsbjYWVjMvPY/ylCxDdUipQ/1h5Eh/oJCBKwU5MoCsO4BIyYDShXHpR3eGE33t/OzkDvo8o+S5Uihyp3NdQRXjuo9f1+2lzzPK2pwyPlqxytA5WR/oRr70Q+hohIx8tE0PItsbke/+CnxeSM9DfOzLaO7YKnx0Pmxvq+V4fwclSem4rHYWZxSQPjUpGWX0jkbkh28iMnIRy29AxPgqRuVJF5/oUuenx99nd1djcCt9liOJzy/ZRK4rhffa6/h9w0G8up9NRfO4uWSR4ZrkcD/y1AFESha6psH7z0FnIyRnom24H1FmvIbLDVmzD/3dZ2BsCLHoasQ19ySE/+gZXms6yuvNx9CE4OaSRVxbUBUVHbL5JPpbT0F/B6JqNWLjgzE/t4ejS50jvW0MesdYmlkULA4x9XlyeVYxD8xdY7iHudR19DeehBO7wGoLPMckSKKu3zPKge5mBjxjZDrcLM0qJikGxkp4/I3Pi6w/hMgsQBRF53elSDwu+ySdX9f5yq5n6feMBtuuL5rHRytWzdo1FAEimYCGk2F38+11d5kjCJCnDgYMmqegPfRYQpiuKoyhfXSAr+1+ATnDhqTipAy+ujL2C7rEMlJKHtv9PB1jQ8G29XmV3Fexgkd3/i7E6+/u8uXcVGLc6i/9nV8jd7882eBMgrEwP7f8OVge/DvDNCjiA5Wki0+2tpzgqdrd09qzHUl8dtF1fGPviyGz/WcXXssyE4ur6DtfRG77zWSDzYH2x99BOOKzencsIof60H/8aIiljLjhE2hLr4uiqtnjaG8b/3Yo1Mf6K8u3GP4yMRzp86L/8IswOnlvF2tvQbv6HlN1GIFf1/nyzt8x4B0Ltt1YNJ97K1Yael3ZdBz9V/8U0qbd/2WVLFIo4pzEeUV0kXSMDYYk6CBQ2VUx+5xPv/Z6Rhj0jJ3zc7OFbJ5uTBqpTaE4Q+1A14wJOoDWKYbCioujzzMakqADONnfTuNQ77RiHCf72w3VIpvC5oPwBB1Al/nFhBQKxexwYobYpGt8mKO9bdNme7NjxGkxiXcc2htM1ZDwtNaFej4DNB2PjhYDiDRmZxr3htLTEpKggwj32DilfXQgJEEH5vRxpP5LlD5VKC5nLvskXbYzmeQwE8g5KeaX0b4cOJ83dik2B8kmmoOL/Dnn1aZQnKH8HKXfc5zJJilJXNLsTjLDtl2Wp2RRlJQ+zeev3OD5etp8EMkrKj3XUA0KhcI45swQm6TbXcxNm+7daHaMOG0Ostggx7yVfJcFeWUBw/ep5FdER4sBRIq/Zxr3hpKRD2ErQBMl5s5xpZAU9jxpxkrFiM8xBYnRpwrF5cxln6SzaRY+NX89Oc5kBLA0s4g7y5ad8+8UF86K7BJuKl44YzXXJKudzy28zlQfLTF3JWLtLYGqgQ4X4pr7EIVzTbu+Iv4oTErnwco1JFkdWIVGnmvSIDbF5uSzC83dHiO7mpAndiPDVnjp46PoHzyHvu8NZPgKgRhHINhctJCMiURdeXImC9LzsWkWPlG1DpfFhgBWZBWzpXjB2f+xS9Vy1V1QuSJQYTs5HbFyM6y9dfKBLikNceefG6rBDDpGB9nT2Ui/Z5Qh7xh7uxppHemPtiyFwnA2FlazPq8CMaXwT7LVzp8tuo7ylCzuq1iJ22rHrlnYXLyAldklpuoTq29GzF8XMCdPzkC75dMIl3oZNJuI1CzElkfAnRrwJ15yLWLZhmjLuiiGvR5eazrKa03HGPV5AFiaVcQtJYtwWKy4LDbuLl9GVZp5L5fkcD/yxG4Y6kNccx+4UwL31LkrEVfeaZoOI9GE4Mai+aTZAi/ylpn0PCnKFyOuvCPwAtHuhMXXIEeH0I/tRHaoFbcKRbxy2XvSTcUvdSwJZBIbq+hSgpQgBBKJhsAndcMqYZ4PUuqAiGujfYW5/PTYe3zQWQ9Aqs3JF5ZuosBtctGT7b9D7ng+cGB3ot3z14iCCvTO08iffwN0f+Ccw432R99GOJNM1Xcx+KXOvx98i+MT21idFitjE0nGFJuDcb8fjx441hD89dIbIq52mXVdL/8YjrwXOEhKQ7v/y8jkDLQEqE69teUEv6zdjQQsIlCj+ExxnzvLlnFLqTKpPx+UJ118o0sdgcAn/di0ULN3KQMmB1oUYwSp64goFi67XIjnfm4Y7OGf9r8anL+tQuPLy7dQkpwBBOJvAabGuvLUQfTnvj99O7HVjnbPFxLCO23M7+Vf9r/O6eFeILBK8a+X3mDqc42UOvpz/wG1H4a0ixXXo2180DQdCoVidojPu5BBqASdOWhCoGkamhCBB0IhopqgAxATOhSK86F5uC+YoAMY8I7xVstJUzXI0SHkrhcnGzxj6B88Fzj31lOTCTqA8RH0XS8TDxzq3t76VwAAIABJREFUaQkm6IBggg5g0DseTNAB6Eh+XbfXcE2yq2kyQQcw3I/c/UpCJOj8us6zDfuDvlt+qQcf8ABePH2IUZ83OuIUChPRgvHI9GqMQoioJuiAuE0cxRvx3M+/rf8wZP72SZ3nGg4EjzVh/stofftvpyfoAHwe9PefNVWLUexorw8m6ABODXazr+u0uSKaT05L0AHIfW8iB7rM1aJQKC6Z+L0TKRQKRZQY9o6fV5uheMZCE3EwWdQgUnGDONm6ODyxPef8P29Cv0fqz0htcYhf6oz5Zt4O7dX9IYlRhUKhUMQmkeIQM4uxReRs98qwIhLxSqQ4xJTYZCoz9rOEsRFTpSgUiktHJekUCoXiAqlMyyHflRo8FsD6/EpTNYi0bCgN9WMTi68J/PeqzdM/v2qLKboulWWZRaRcQPGYTYXVBqqZoLAKMgumNAjE4quNv64J2C1W1uSWzXh+SWYhaXbXjOcVCoVCERtsKpp3Xm1mIpZcc5Zz15qoxDjW5JThmLIC1221sTK71FwRZYsgJUJhs7xyRK7JWhQKxSUzfU2/IqaQuh+593Vk41FEbili7c2IBHlg8kudN5uPc6yvjZLkTG4qXogzAbaPKRIfi9D466U38GbLcQY8Y6zLLWdeep7pOrQ7Pof88E3oaUNUrkBUrQy0L1qPLkHueRmsNsS1H0XLLjJd38WQZHPw6LItbG09gVf3syKrmBP9HfRP9HPP+DDP1O3Dp/tZk1vOpqL5huqRUkfufwuS0sHhhvRctEVXI0qNva6ZfLxqHaXJmZwe6mV+eh42YeFgbwuF7jQ2mJEEVSgUlzXD3nFeOn2E1pF+FmcWsqGgSlmQXARX5lXQNNTHtvZaLEJwa+li1uaWR1WTtu429JRMaDyKtFihpQZ8XsSy69CWb4qqttkix5XCo8s3807rSTShsaGgyvSXW8LmQPvYV5AfvonsPA1CIPIrECuuN1WHkYz6PLx8+ghNw70syChgU2E1mslWVfrh7ciTexCp2Yi1tyCSzfWiVlw+qMIRMY7+zq+Ru6d4SVUux5IAlQQBnqnbx2vNR4PHy7OK+dOFifFWTaFQzD4+3c9ju39P9/jkto4/nn81q3KMe0usv/8ccqpvTukCLPd+0bDrKeKXyy0+UShmi+8ceJ0T/R3BY1Ww5uI41NPC9w5vDR6n2px8c80d2C3RX5Mh2+rRn/omnPHMszvRHvl/EUlp0RWmiBu+e+gtDve2Bo9vKVnEneXGV9A9g37gbeTrP5tsyCpC+8TfqxcKCkNQ211jHHlsR2hD7X5ktP0lZoldU4z3AfZ3NzEeyVxWoVAogNqBrpAEHcCuzgZDrzltDm48ihwZMPSaCoVCcbnQNz4SkqCD6fGh4vwI77cB7xjH+tojf9hk5Ildkwk6AM8Ysu7AzH+gUExh2OsJSdAB7DQ4/gtnWjzY3QxdTaZqUFw+qCRdrJOSEXrsSgarPTpaZpl0hzvkONnmxBbHVbUUCoWxpDumbx/JiNA2q4TPwXYX2JzGXlOhUCguE1xWO46wlV4ZYfGh4vwIj6shhvoyOWNakwi/vyoUM+CwWHCHPf9m2M0d29PGq2YBd2rkDysUl4jKiMQ42rUfhTMPoRYrYsPH4ro8/FRuLVmMyxLwoLMKjdtKFxNXe6/jiHG/z/zqo4qoIHUdOdSHHB1Cei+sUmqsk+dKZVPBpAl2rjOZzcULDb2mdvW94EyeOLDAtffCeOJWShvyjuNRK5pjmjGfl57xYUYvsBKy4vwY9XpoHe6LtozLBofFyj1zVqBNbBlLsTm4y8QtbInE9YXzQ4paXVdQRUmE5Fg0EIuvhoKKyePq1VBm7P3bLLy6P/pVdBOMMb+X4Skx7IjPwz1zlmOZ8KBzW+18ZM5yUzWJK+4IKc4hrrxDbddWGEb0TQoUZ0UUVaF9+l+gvQGyChHulGhLumQ8fh8/Ov4e+7ubsAsLa7PLaBzu5ana3bx0+jCPzLuS+en50ZaZMLx0+jAvNB7Cp/tZmV3KI/OuxKZZoi1LYQDy9DH0F38IZx4wrTbE1fegrbwxusJmiRcbD/Fuew0CqE7L43OLrsVhMbbYjMgvR/v0P0FbPXJsCPnWU+ivPwFZhWi3fw6RmRhzlcfv40fHtrO/pxmHZuWO8qXcYHBRDsWF85tT+3it6WjwhdbVeRU8VLUumOBQXBpPnNzBtrZaAFwWG19evoV8tVLCcK4rqGJ5VjHtIwOUp2TFhIdaPPJBxynaRwN2DBqCXFfsPDMIuxPLA3+LbKsPxCZxUszqXGxrq+WZur2M+r0sSM/njxdcPW3Fl+LCeK7+AK80HcEvJcuziugdH6F+qIcUm4OH564l25lEWUrWtBW4hpOeE6iie3gbCA3Ghs/9NwrFRZIYS7ISHGF3IkrmJUSCDuDNlhPs7w7s4fdIPzu7GmibCCr6PKP894kP0Kf6VigumqbhXn5Xvx+v7kcCe7oaebe1JtqyFAYgpY7+yk8mE3QAPi9y69PIvs7oCZslTg/18mzDgeBYPt7fznvtp0y5trA5oLga+favYKg30Njdgv7Wz025vhm82XKc/T3NAIzrPp6p20vH6GCUVSmmcqyvjVenJOgAtrXXsberMWqaEom2kYFggg5g1O/lB0e3RVHR5UWa3UV1ep5K0F0k3WPD/ObUvuD8oCN5pm4vvTG28lvklydMgm7AM8ovanYx6vcCcLSvjZdOH46yqvimbqCLF04fwid1JJJ93U3UD/UAMOgd59en9lAejQQdwMk9cOhdkBJ0P3LPq8gG9X0rjOG8knT19fW8/fbbtLW1EWfFYBUxSPM5tpH0jo8w6vOapCaxidTXzSNqG09CMj4GA90RTsiAuW2cE2nctpi5Jc0zBgNdoW1d8d+vZwifKyQm96/inMx07zzXPVVxftSEFS8A6BlXKyUU8UHrSP+0NjlDu2J2aBsZwB+2qEDdNy+Nc93PRnzeqCWeZef0mE+qwhEKgzhnku7JJ5/ka1/7Gv/6r//Kyy+/zDe+8Q0zdCkSmEUZBSHH4dt0ypMzSbI5zJSUsMxLy8MqQn/m4f2vSAyE0w35FdNP2BxQONd8QbNMpLG80MSxLBwuKKgMbStfbNr1jWZRRmHIsV2zMDctN0pqFJFYkB55vKs5fXZYkV1C+KbhitTsqGhRKC6UytTsafdIm2ahIkWNYaMoT8kiyRr6vGJmXJKIzE/PP6t9Q44zmZwobeMW5YvCGgSidFHEzyoUl4rl8ccff/xsH/jWt77FE088wYsvvsjXv/51vvvd73L//febJG86Tz/9tGHX7xkfZltbLW0jA+S7UrEkSIGGWMCr+3m3tYYXGg/RNtJHhiMJARS607ivYiUDnjFG/V6qU3N5ZN5Vys/hEvDrOns6GzjY00y2M5klmUV0jQ3hsti4pWQxV+VXnvsfMQCp63ByD7J2HzjciDj0+Wkd6Wd7Wy19nlHSHC52dtRzvK+dTEcSLqux3mjngyhfjBzsgZEBsNggtwxtyx8isuIraDzW18bOjnqklGRNFG2waRpjPi/to4M4NCtbihdyXWGVqbpE+aJA//p9iOrViOs+hoiB7302KE7OwG6x0Dc+Qr47lU9UraMgSobI8TpXGBmfAKTYnRQnpVM/1INX95Nmd/GxylUsyyo27JqXE3aLlVxnCif629GlTo4zmaVZRWQ6klRMYiBHe9vY1VkPQJYzKbpi4hibZiHL4eZEXzs+KXFb7dxavJh56XkI5VlpCBZNw2W10Trcj8Ni5YaiBWwuXqj6+xJIstkpS86kc2woMIZLF5PvTmPIO0ZFajafrL6CFLszKtpEahak5UB/F6RkoG14AFGqvHsVxnDODd1ntreemXDs9sQMVNpG+vnWh68yNuErsLX1JF9evjlYRUZx8Ugp+c6B1zk1GLoVz65Z+JMF1/DEyR00TPgN1A524tFVZcFL4b+Ovhv0lnq+4SB/uXgjX1q2OcqqQL78I+SxHYH/vf13aHf9BWLOkiirOn/+L3t3Hh9ldS9+/HOemcm+b2SD7BD2fREUREAUi1WqQlGqdenl9tp79dpbW1Frf17rVWtpr70uXWy1dUELblUqgoqCsitrICwJSci+75OZec7vjyFDJgkEMJlnZnLer5cveU4mM988eXKeM98553sO15fzvwc+dS1tCDZZXHVIPig+wAMTrjLs071OIjwG0+IfGhrDN7W++CBvF+51Hd+YOYn5Kbn87uBm8urLXe0flhxicvwwkkI8l0jyh/N7LgtTR7FwgHfLPR++3lcMpIlxQ5kYN9ToMPzWtCHpTE1I46l9GzneWMW7J/fzYXEe/zV+gdfskulP3i/az7sn97uOl2VNZm7yiHN8h3I2h+vLefnoDtcYpdXewbqTX1Nna2VZ1hSDo/NPH5Xk8feCr1zHFk1Tm/j0g7ExKYyNca9beGPmJIOicaeNmgmjZhodhjII9JmB+ta3vsXNN99MUVERd911F/Pnz/dEXB63ueyYK0EHUNRcy+EubwiVi3e8sapHgg6gQ3fwTuFeV4IOoN1hZ3PZUU+G51fKWxtcCToAu9TZVHrEwIicZFOt6023s0FH3/2hcQFdhI2nDrvVHmnr0l+02m18Vq425OgPG0oOuR1/WHyI4uY6twQdOPsP1Vf4H3/oKxTfdqyxiuONZzbbsep2Pi3LNzAi/ySlZENJnlvbh8V5Z3m00pfuY5ROn5UdU3WeB8iH3a/fEnX9KorSP/qcSTdz5kwuueQS8vPzycjIIDdXTetUFEVRBobam0hRFEVRFN+jBjCKovSPPmfSrVq1iqysLK6++mq/TtDNScomyHSmttCwsGhyoxINjMh/ZEXEkxEe26M9QDPx7fTxpIXFuNqCTGZmJ3q2zpQ/SQyJZFyXKeJmoTHPC5aOiPAYxIjpXRo0tMkLjQvoIsxLznVb/t61vwgxW7gs0fc3Z/AGV3Zbbrlw6CiGhkUzMnKIW3uAZmJOkuor/I0Ij0Hk+nZfofi27Ih4srpsGBGombk8abiBEfknIQQLUka6tV2ZOvIsj1b6Mj8lt9cSPZclZntFzVx/tLDb9eoN5SIURfEPQspzz1u44447yMrKIiMjA+30RgpGbhyxZMkS1q1bNyDPXWttYXdVESHmAKbGpxFg6nOioXIepJS8V7Sfz8qOYXPYkYDFZGJe8gg6HA4+LDmEjiRAM/H9EZcwKW6Y0SH7LLvuYF3B1+ysKiTYHMANmZPcknZGkroOx/Yg6ysQmeMRcb5X7LystYH1RQc53lRNgGYiLTyWlJBIpsSnUdBUzbsn91NnbcGimZmRkM516eMxayajw/Y5eXXlFDRVkx0Rz8nmWrZWnCDEbCErPI7q9hbig8O4PHk4MYGeKzIua8vQN78BdeWIrAmIWUt8dtOIqrYm3jyxh9LWBsbEJLMkfYJX3e98ta8YqPGJlJIPig+yvbKQqIBgrksfr3YdHWA23cH7RfvZWXUSgeDSxCwWekFBeFl6HH3rOmiuR4ycgZj+LcNj+qYO1ZVR2FRDTmQCOWpH6YvW7rDx3MHPONJQgQQCTWYWpoxi0bDRCCHocNhZW/A1B+tKSQ6N4saMScQHhxkdtk+ps7byxondFDXXkRs1hBszJlHUXMtXNSUUNFXTYrMyNiaF6zMmYDF47Of44h3YvQF0O2SMQ7vmXxBedJ/3JbK9Bbl5DbIkH5GYibh8KcKgjbWUwaPPv9aJEycCUFPTs6aYv4kJDGWB+hSv3312elfXrqy6nXdO7nNr69AdvHjkSybEDlWFVy/SP4oOuGrQNdqsrDm+mzHRyV5xPoWmwfApGB/JN7Oz6iT66SUNpa0N3DduPq32Dl7I2+J6TLvDzkenDmPWTFyXPt6oUH3WyOhERkYnsqOy0K0oc1FzHY9P/bbHd/aSUkd/+xmor3Ae794Amhlx2Xc8Gkd/efbQZ5S2NgDwSWk+GoKbsiYbHNUZ/tJX9JfPyo7x7un7ZUVbI88c/JTHp33bbTav0r9suoNPSvNpdzg3snqrcC/hliBmGbQ7OoDsaEd/6zdgbXUef/E2BIcjxl9uWEz9YVR0EqOifWsHcm+05thuDjdUuI6tDjvvFx9gTnI2YZYg1hZ87aqtWNXeTE17Mw9NWmRUuD7p93lbONFUDcCW8mZ0KfleznT+dmwHFW1NAGwqPYJJ0/hOxkTD4tQL9sG2d880HNuDvvkNTFcsNywmXyY3/hWZv9P574YqZHsTpu/cZ3BUir/rc7nr3XffzZgxYwgMDCQ3N5e7777bE3EpfuRAXel5P9amO6hsaxzAaPzbwW7nurq9WZ3PfnSorsyVoOt0sK6UQ3VlvT6+++9DuTAHu51Xm+7gaGOl5wOpr3Il6DrJwv1nebB3q7W2uBJ0nQ6c5fpVvEP3fqTV3kFBo/9/cGqk441VrgRdp+79kceVnXAl6Dr5aj+k9L99dad6tDmkTn6DcxOUQ936kZKWeho62jwSmz9os9tcCbpOB+vKqG5vdiXoXO21xvYV8vCOno0nvvZ8IH6iRz978hBSdxgTjDJo9Jmke/rpp1m3bh0Wi4W3336bJ554whNxKX4kJTTqvB8rwKNL2PxNSoj7uQ42WYhW57Pf9HYtp4REnfUa7/77UC5Mb+c12YhzGhYNgSFuTSLOO5aRX6gISxDhlkC3thS1bMOrJXf7O9CEIDEkwqBoBoekkEhEt7mcFzKWGRAxSdBtCZ2v9kNK/zvbeCMlxNm/d+9HIixBhJkDe/sWpRdBJjOx3cbTKSGRRAWGEGoOcG83+p6alNmzLVb1FRete8mNmCSEKmWjDLA+k3Q7d+7kf//3f7ntttt45pln2LVrlyfiMkRDRxv5DZXYvDw7LlsakCVHkLYOo0M5LwtTR7mWMpiEhkk4h74joxJJC412e+z16RO9qjaSr7kufbxrk44wcyDfGz6DQHU++01ORAJT49MwCQ0NwawhWUyJH0ZkQDDT4tPRurypSw+PNWypq3TYkaeOIptqkRWFyOqen7D7gqnxw8gKd9besgjn8hEjkhPCEoC28PsQHO5sSMxAXHqD8/yeOorsNuPGm5k1E7cOn0GExblkeGhoNDdkTDI4KuVcut5Dg0wWvps1hehuSWOlf8UFhXFT5iTX/XNsTDLzUjy3CZOUElleiKw5M/tJhEcjrlgOAcHOhrQxiClXeyym/mLTHRxtqPSaWVyyrQlZfATZ0W50KN/ILTnTiLS4l4K4OnUUDR1ttNltXJ6UQ0KQ8x4WYQni1uEzMGl9vg1UThNCcNvwGUSd/vtLColkadYULKfvqeGnz31aWAxLDFzqKtuaETGJkNxlM7OwaLQFtxoWk6/T5q2A6NObl4VEIOZ/z9iAlEGhz40jbrjhBt544w00TUPXdZYtW8Ybb7zhqfh6GKjCzJ+W5rPmxG50KQm3BPEfY+YyNCy672/0MH3fp8iPXwXdAcHhaEvuRQxJMzqs89LU0U6Q2cLf8newraoAcL5BvDN3Fq02K6lh0SpB108aO9oIMQeoTQv6UVVbE7/ev4na08uNrh46imvTxvFC3ha+rikBIDM8jjtHzMRiMhHR+UbKw2RtOfrffwXNde5fyJmM9q2ViF52f/NGOyoL+cuRL3F0WV48LT6N20fMNKxQunTYob0FERqJvvOfyC1rQerOAfANP3YOjH2EQ9dptluJNOg69UcDubEVnLmHGl2QfDDpcNjp0O2EWTxXB1N2tKOvfdq5vBUQw6cirvkXV78nbR1gsyJCwj0WU3851VLPb/Z/TKOtHU0IbsyYxBUeTH52p+dtQ274MzjsEBiCdt2/I1J8d9dwm+5g9f5NHG90LssUgMQ5+1Y//XYvJTSKe8de4UoqKRdGlzpNtp73Tm+4p+pHdiD/+afT13MwXPl9RPxQtCi1Ics35fjibdj+D5ASIuLQbvwxIjLe6LAUP9bnu7VFixbx3e9+l1/+8pcsX76cRYv8r8hou8PGuoKvXTewJls7bxfuNTiqnqTNitz8hjNBB9DWhL5l4N4Q9LfwgCCKm+tcCTqA4pY6dlefJDMyXiXo+lFEQLBK0PWz94sPuhJ0AB8W57G9stCVoAM40VTNgboywxJ0APLLd3sm6ACO7oYC36hf5JA6b5zY7ZagA9hRdZL8BgNq0p0mTGZEaKRz5sXWdc4EHUBzHfLLdwyL62KYNE0l6HxMeECQStB5WIDJ7NEEHYA88LkrQQc4C5afPOg6FpYAn0zQAbxTuJdGm3PGmi4l6wq/ps1uMyQWqTuQn77uTGgAWFvRPzNuEkJ/2F1V5ErQAa47qN5lPsaplnq2lh/3cGT+QxO93zuNvqdKqSM/ea3L9dwGOz5QCbp+IJtqzyToABqrkdvfNzYoxe/1maS7/fbbefTRR5k0aRK/+MUvuO222zwQlme12juw6u7Lleo7Ws/yaANZ28BmdW9rrjUmlotUZ+15Xuus3rHkQVHOpc7a4nasIylv7bkpR53BfYc8R58ge0veeSGb7qC5e193Wm99iMe1Np35sOQ0Xzm3iqJ4uaaefYm/9C/d74823UGLvfe+fsDZbdDW7N7Wy7n3JbXneX/0ivuo0r8cDui2gUWvH9gqF665/kyC7jTpA32F1WrlzTffvODv27lzJ4cPHx6AiPrHkSNH2LnTudvuvffeS0eHb5T/ulB9JuneeOMN/v73v3PVVVfxxBNP8Pbbb3siLo+KCQwlO8J9yurU+HRjgjkHERYFqe7LAkTudIOiuTijopMI7VKoVgBT431jua4yuE3r1ickBUcwJymHQO3MDFBNCCbHDfNwZO7O2idYAhGZxtTIu1BBJgvjYnoWOQ4xWxgTk2xARN3EJEH8ULcmMWKaQcEoiuJPxIip0LUsQUAwImOccQH1o+5j64zwWOKCwgyJRQQEQZb7PdHXxtTdTYobirmPkhYCmKLG3X5HmC2Q5V4LT41L+smQ9DM16U4TI72/r6iqqrqoJN3atWuprDRu1UpfNmzYwLFjxwBYvXo1AQEBfXyHb+pzfeFrr73G66+/DsALL7zALbfcwnXXXTfggXnav46azT+LD5JXX45ZmNBwfsLnbUtLtMU/RO74AFlTisgYi5gw1+iQztvemhK+qilhekIazbYOOnQ7lyZmMSJqSN/frCgGm5WYhSYEOyoLabV3EBsURmlrAz8eP5+PSg5jlw4uTxrusVqW0mZFfrUJassQmeMRw6cAoI2fi24yI4/uBpMZdB0RGIyYfCXCC+tsdlfd3synpfmEWQK5ZEgGpS0N2HQHQ8OiWZg6ijCL8bvRCSHQltyL3PE+sr4SkTMZbcxlRod1UU411/Pa8V3UWluICAgiLSyGucnDSQwxdnc62d6K/HoTNFQhcib7TILZ38m6CuTeT8BhR4ybg+iWrFa+OZGYgfade9H3foowByCmLEQYvVtkP1mQkkugycy+mhKGhESwaOhoQ+PRrr7TOaauLEIMG4mYtMDQeL6pxJAI/nPcPD4+dQQdSZBmocHWRmJwBC12K+0OO5clZpMTqZZA+iPtqjuQO5OQFScRQ0ciJvv29ewthKYhrrsH+eEfobEWMsejjZppdFh9ev755zl27Bi/+93vuPXWW1m1ahV1dc4ZgA8++CAjRozgpz/9KUVFRVitVu644w6GDRvG559/zsGDB8nOziY52fnB+Pbt23n++efRNI2qqiqWLl3KzTffzIoVK4iOjqaxsZHf//73PPLII5w8eRJd17nnnnuYPn06ixYtYsqUKRw9epTIyEh+/etfo+s6q1atoqmpibq6Om688UaWL1/u9nzPPPMMDz74oNtj5s2bx1tvvYXFYmH06NHcc889rF+/nqqqKlatWoXdbkcIwYMPPkhubi5XXnklkyZNoqCggNjYWJ555hlMpjO5ncLCQh588EFsNhtBQUGsXr2a1tbWXp9r1qxZbN26FXDO4Fu2bBmnTp1i7dq16LrOv//7v/POO++4nc9FixaxY8cOVq9ejclkYujQofy///f/sFgsff7++kzSaZpGYKDzTZHFYjGsYPdAC7MEEmYJoqSlHoDC5hoKm2v5wchLDY7MnQgOQ8y5yegwLtiXFSf4S/4213F2RDz/NV7dPBTfcsmQTD4tO0phcy2FzbXsri7irtxZ3JHr+Zu1/t6zUHgAAHnoC8S8FWjjLwdwJox8MGnUZu/gia83uGoWmYXGzyYuJDXU+5KLIjQSMXe50WF8I3XWVh77ej2O08s4aqwtFDTVsK2ykEcmX2PoDqL6W7+BMmfdJHlwK2LRD9B8fJaLr5OtTeivPQbtzqX/8uBWtBU/R0T7zoYpvkIMG4Vp2Cijw+h3QgjmJOUwJ8k7NmcQAcGIS79jdBj9KisinqwIVdB+MBIBQYhZS4wOwy/JLX+H0tO1HPd9ih4VjzblKmOD6sPKlSvJz8/n7rvv5qmnnmLGjBksX76cwsJCfvazn/GHP/yB7du3s3btWgC2bt3KmDFjuOyyy1i0aJErQdepoqKCt99+G13XWbx4MVdd5fz5Fy9ezIIFC3j11VeJjo7ml7/8JXV1ddxyyy28//77tLe3s3jxYqZOncqTTz7JmjVrmDZtGtdccw1XXnklFRUVrFixguXLl7s938GDB3t9zPXXX09cXBzjxp2ZYf7kk0+yYsUK5s+fT15eHg888ADr1q2juLiYl156iaSkJJYtW8b+/fuZMGGC6/ueeOIJfvCDHzB79mw++OADDh06xBtvvNHrc51NREQEzz33HM3NzTzwwANu51NKyUMPPcSrr75KbGwsv/nNb3jrrbe46aa+czl9JunmzZvH8uXLGTduHAcPHuSKK67o80l91dYK90Kqe6qLabN3EGz2z2mUnrS1/ITb8bHGKiraGhkSHGFQRIpy4Upa6ihsqnFr21p+3ONLR2RTnStB52o78BmcTtL5qr21p1wJOgC71NlWUcgNmd6XpPMHOysLXQm6rtodNnYjZKw4AAAgAElEQVRVnWRB6kgDogJZU+pK0LnaDnwOKklnKHlstytBB4C9A5m3HTHz28YFpSiKoigDSLa3wtE97m37PwcvT9J1lZ+fz7Zt21i/fj0AjY2NhIWF8dBDD/HQQw/R3NzMtddee87nmDhxomtpaU5ODkVFRQBkZGS4XmP37t3s27cPALvdTl1dHWazmalTpwIwadIkPvvsMxYtWsRLL73Ehg0bCAsLw24/szdA5/PFxcWd9THdHT9+3PUaI0eOpLy8HIDo6GiSkpIASEpKwmp1r4FaUFDAxInOZeKdm6M+/vjjvT5XV7LL2Lkz3t7OZ21tLZWVldxzzz0AtLe3M2vWrLP+HF31maT74Q9/yNy5cykoKOC6664jNzf3vJ7YF4V2S8YFmkxqh8x+EmpxP7cagmBT31M9FcWbhJgCEOC252ioEcsvLYHOpayOLjesoFDPx9HPuvfB0LPvUPrPua5dQ67rTgHBIIRboWbhB9e3rxNBofRI6arfi6IoiuLPTGawBLhv3ugD9z5N09B1HYDMzEyuvfZaFi9eTE1NDW+++SaVlZUcPHiQ//u//8NqtTJnzhy+/e1vI4RwS0J1ysvLw+Fw0NHRwbFjx0hLc05Q6FxlmZmZSWJiIitXrqS9vZ3nnnuOyMhI7HY7hw8fJjc3l927d5Odnc2LL77IhAkTWL58Odu2bWPz5s2u1+l8vrM9Rgjh+rk6ZWVlsWvXLubNm0deXh5xcXFuz3U2WVlZ7N+/n5kzZ/Luu+/S0NBw1uey2+20tLRgsVhcNfE6zzPQ6/lcvHgxiYmJPPvss4SHh7Np0yZCQs5vlUqfSbqjR4/S3t5OcnIyjz/+OCtXruSSSy45ryf3NdemjePZQ59h0x0IYHHaOK+rSeerFg0dw5H6CtocNgAWpI4kwsCtys9G6g6Ej//Odamj9VE4WLk4MUGhzE0ewcelRwBnUulqA2rqiKAQxLRrkF++42ywBKJd4vuzWUZHJzEyKpG8euenVkOCw7ksMQs4c11LKXFIiUkIvy2/4ClT49N4v+gANd12Lk4Pi2GKgRugiPBoxKQFyN0bnA2BzutdcXJIHZPQPN/XZ02ElBw4ddR5HJuCGO39dXn8idQdgEBovnuP16WOQPXfA0FKicS5iZUy8HQpEfSdCDCC1HWf7ifOpfMe6CnCEoCY+W3k5jecDSYL2qwz9fm99VzHxsZis9l46qmnWLlyJatWreKNN96gubmZu+++m/j4eKqqqrjuuusICQnh9ttvx2w2M378eH71q1+RmppKVlaW6/nsdjt33XUX9fX1/Ou//isxMTFur7ds2TIefPBBbrnlFpqbm1m+fLkrgfWHP/yB0tJSkpOTuffee9mzZw+PPPII7733HlFRUZhMph67tM6dO7fXx4wZM4Ynn3zSLbaf/OQnPPTQQ7z44ovY7XYee+yx8zpHP/nJT3j44Yd57rnnCAoK4qmnnmLu3Lm9Ptf3vvc9li5dSmpqao+lwECv5zMgIIBVq1bxgx/8ACkloaGhPPnkk+cVm5C9pUq7WL58OatWreKZZ55h5cqVPPXUU7zyyivn9eQDYcmSJedcF/xNNXa0cbShipTQKBJD1FLM/tRi6+BIQznxQeEeK65/vmRVCfo//whVxZCSg3bVnYjIOKPDuiC7q4p448RuGm3tTI1PY0XOdJVkHiBFzbVUt7cwMmqIocvhZXUJ1JbD0FxEsDE75PU3KSVHGyqx6nZGRiUigVeO7mB7VSEBmhmbbschJRbNxNLMyVyWlG10yD5NlzrbKwopb28kKTiSiIAgcqOGeEWiX1YWQUMVDBuJMLA+3vka6PFJRVsjfz7yJQVNNYSZA2m1dxBmCeSGzIlMT8gYsNftSkodio84Z/EOG4kw9flZr9IPZE0p+tv/6/x7AMicgHbNvyB8aKaxQ+q8fmwXX1ScINgcwJKMCcwckml0WH7jk9J83ju5nw7dzuzEbG7InKSSdQNElzprju9hS/kxgkwWvp0+ntleMhaRJ/ahf/wKNNVA9iS0hd9HeOGkiItR3FzHX/K/pKSlnpyIBG7PvYSYQM/NaJO15VBdDKkjECERyOIj6B+9BPWVkDEW7ao7/GYs3t327dt5/fXXWb169QV/7xVXXMH69etdexwo56fPUbjZbCYnJwebzcaECRNwOByeiMswEQHBTI4fphJ0AyDUEsCkuGFel6AD0Nf/wZmgAzh1FH3jX40N6AI1dbTz4pEvqO9oQ5eS7ZWFbCjJMzosvzUsLIZJcUMNr1cp4lIRw6f41aBACMHwqCGMjUnBrJnYdOowX1YWoEtJu8PmqqFm0x387dgOKtoaDY7Yt2lC45LETK5Pn8CMIRmMik7yigQdgEgY5tzZ1QcSdJ7wcv52Ck7XxGy2W9GRNNra+Uv+NuqsrR6JQQjNuQtmxliVoPMg/YPfn0nQAZz4GrlrvXEBXYTPyo7xWfkx7FKnydbOy/nbqW5vNjosv3CqpZ7Xj++ixW7FpjvYVHqEHZWFRoflt76oKODTsnzsUqfZbuXVYzsobzV+LCI72p19RWO1s1zE0d3IL98zOqx+86fDW10bPB5trOTVYzs9+voiJhExfKozQeewo7//PNRXABIK9iE//7tH41H8W58jcSEE9913n2vXi+Bg/8jGK0onabdBdYl7Y7eNLrxdSUs9dum+Pr+gqdqgaBSl/xR026iju5NNtR6KRFGM1X3Tmk66lBQ1q78DfyV1/cyHiF3bywsMiObiFXYbk0ik6r/7SW/jvb7uncrF636+JWfvnz2qtgw62tyapI+9nzmbdruNsm4fyhYa2X801kC3xKyv9ckXYvr06Rc1iw7g448/VrPoLkKfSbrVq1dzww038L3vfY+YmJiL/gUpircSZgsM6bZUKHW4McFcpLTwGAI191kNwyOHGBSNovSfnMiEs35NAFkR8Z4LRlEMdLa/BbPQyAj3rfIMyvkTmgZJPZeFihTfGqfkdBuTaEKQGaGu2/6QHZGAwH1p6/Bz3DuVb6b7udUQZEd6wVgkNqXHhgYidYRBwfSvILOFoaHuK7FyjDznkfHQbWWY8LH3jop3Mz3yyCOPnOsBwcHBpKenI4QgNTWVoKAgD4XWuzVr1rB06VJDY1D8jxg6AllzCtqaIH0M2oJbEQHGXusXwqKZGBYeTXFzHQ4puTQxi28NG6vqkfQzh9TZdOowW8qOEx0YTJDJwu7qIqrbmokPClfnewCkhcfQZrdR2dZEiNmClBJdSkLNAdw2/BKyvGFg7MOsDjtfVRdxuL6couZaTEIj0k/q13jaQI9PhkclUN7aSKOtnaiAYEAQFxTKLTnTSAuP6fP7PUE21iDzd4G9AxERa3Q4562stYE1x3axvaqQYM1CoMnE7uoiWmwdxAWFGlIYXpYXIk/shYBgxPApyJIjzjGKpsHImWiXLvHKYuVnkxoaTau9g7LWBsItgazIma6SdP0kzBJIXHAYJS31mIXG/JRcYoJCKGyqITYoVNUn7kcNHW2UtTQQbLbQ2NFGVEAwy7KmuD5EqW1vYXd1ER0OBzEe3gFUmEyIpExkVTHYbYiRMxCX3eBzG+K12Kzsri6ivqOV+KAwV/87PHIIpa31NNutjIlJ5ubsaQQaVXah7ASYA8Da5jzXw6cgLl+KMFmMiUfxO31uHOFtBrows6IoSm90KXlo13tuNXRCTBZaT+9YnBEey3+NW4DJh940KYNbi83K419/SFW3ulBLMydzRYp/fPruSYN9fCJPHkJ/+7fOTSUAMXkh2pybDI6qb19VF/N83udubSYhXPUvp8Wnc0euZ3ex1Xd8gNyy1nkgNOcmEcOneDSG/lbe2siTezfQYnfu4Dc2Jpm7R19ubFB+SJeSX+/bxNHGSgAiLEH8bOJCjxbY91cFTdX8et8mOnRnffZZQ7L43vDprq/n1ZXzu4OfusrPLEgZyQ2ZEw2J1VdVtjXxxNcbaLZbARgdncS/j5lrcFTu9K1vIbf/w3mgmdCuvRuROc7YoBS/o95NKoqinIdDtWU9ilx3JujAWf/lQF2pp8NSlIv2ZWVBjwQdwD+K9uNjn98pXkDf/g9Xgg5AfrUR2eb9GwOsLfiqR5ujy/W/o6rQo0Xhpd125g0ggNTRt/l+8fePS4+4EnQA+2tLvaOOl585XF/uStABNNra2Vx21MCI/MeHxXmuBB3AFxXHqWlvcR1/UHzArT70ptLDtNisHo3R131cesSVoAM4WFfG8caqc3yHZ8mONuSuf55p0B3Oe98g4dycsIDHvlrPj7et5bGv1rP99OZuSv/qc47op59+yquvvkp7e7ur7eWXXx7QoBRFUbyNVbf1/Zgub1AVxdt1nOV67dAdSEAt3lYuSJcEDAC6w/mfl7Prep+P6dA92LdL3S3ZCYCto/fH+pDe7o/qntn/euvXz9bXKxfG2q0fkLj3DR3d+jtdyh6buinn1uHoec/wqn7C0ct9bZAkYnUpef7Q5+TVl7mu9Sablb8d3cGe6mL+ZeRlquxPP+pzJt1vf/tb7rzzTh555BHXf4qiKIPNuNhUgrrVmuh6M4oJDGFcbIqnw1KUizY9IYPgXuqnzEnKUQMt5YKJCVe4N+RMRoRGGhPMBZjXx9LurIg4hoV5ruafsAQiRl/q3jbxirM82nfMTsrGJM687UgNjTK28LufGh2TTHxQmOvYopmYlZhlYET+4/KkHLcPr0ZEDiEpJNLt611Nih2qarxeoMsSszB36SeSQyIZEeU9G+GJ4DDEiOnubd3vfX5qZ1WhW4KuU4fu4FBdGbuqThoUmX/qcyZdZGQk06ZN80QsiqIoXsuimXh0yrd47fguqtubmRw3jJKWevIbKkkICuf7I2b0SOIp38ye6mI+Lc0nwGTi6qGj1U6u/exEUzWJIRG02DuIDQwlJjCY3KgkHLrO0/s2EmoOZNGw0R5NUCjnJ7+hkg+LD+GQOnOThzM+NtXokNBGzUSGRSFP7IOYJMToWUaHdF4WpI4kzBLIP4sPYZcOLonPICdqCPtqTxETGOLxBIdsa0IKnLsHBochpl6NljPZozEMhKyIeH464Up2VJ4kIiCISxOz0ISqutPfLJqJn064ki3lx2m125iRkE5yaJTRYfmF8bGp/HjcAvbUFBEfFMasIe59w7iYVMbHpFLQVM3QsGhW5Kj3zxcqIyKOn05YyCelRzjZXItFM/FZ2VHqrK18UnoUh3SQFBLJrcNnGDY2EQu/D0NzoboEkTEWkT7GkDg8beOpwz0SdJ06dAcbTx1mWkL6RT33unXr2Lx5M+3t7RQVFXHXXXeRm5vLo48+islkIjAwkEcffRRd17nvvvtITEykuLiYsWPH8otf/IKmpiZWrVpFXV0dAA8++CAjRvh2beWzJunWrFkDgMVi4aGHHmL06NGu3VXU7qqKogxGEQHB/MvIywD47f6POVRfDjh3+9pQksd3s6caGZ5fOdpQye/zPqezysXh+goenbKY6MAQQ+PyF4fqyvjj4a2u44aONu4YcS3Hm6p57shnrvYjDeX8cuq3CTYHGBGm0ovq9mZ+u/9j1zKqw/UV3D9hARnhxu+UKYaNQgwbZXQYF+ySIZlcMiTTrc2o2Rv6+y9AUZ7zoKEKSo6AHyTpAIaFxaikvweEWYK4auhoo8PwS9mR8WSfZQboi0e+cNUmPlhXxluFe7lZJeouWHJIJHn15dRaWwFnzeeuSlrqeWrvR/zPtOsJtXh+bCJMZsTYyzz+ukarO/37OJvaPr7el+bmZv70pz9RWFjIypUrCQkJ4bHHHmPkyJFs3LiR//mf/+EnP/kJhYWF/OlPfyI4OJj58+dTVVXFX/7yF2bMmMHy5cspLCzkZz/7Ga+99to3isdoZ/0Iq6qqiqqqKsaPH8+QIUOorq52tSmKogxmVofdlaDrtKe62KBo/NPXNSV0LUNr0x0cVBtz9Juvul2vVoedvPryHu2tdhtH6is8GZrShwO1pW51jiSSr6tLDIxI6S/S2nYmQdfZdnSPQdEoinK+ehujfFWjxoUXo7C5ps+ET4fu4HC3cbgysPr6kDzmG36InpubC0BSUhIdHR1UVlYycuRIAKZOncrRo84NcIYNG0ZYWBgmk4n4+HisViv5+fmsXbuWFStW8NBDD9HY6LnNngbKWWfS3X333QA8++yz/PCHP3S1P/300wMflaIoihezaCaiAoKp72hztSUEhxsYkf/pWlPnTJs6x/0lvpfrNT4orPfzrq5trxIfrH5HfssSCKGR0NJwpi0qwbh4FEU5L2ahERUY4jbbKK6X+6nSt9jAUDQh+twxVI27PWt+Si5/O7qj1yWvAZqJ+Sm53+j5RbdayAkJCRw+fJjc3Fx27txJenp6r48DyMzM5Nprr2Xx4sXU1NTw5ptvfqNYvMFZZ9K9+eabLF26lBdffJFly5axbNkybrrpJrZs2eLJ+JRBwKHrlLY0YPOBXeAUxaHrVLQ1sjRrMkEm5+cckQHB3Jg5yeDI/MvMIZmMik4CnLuMzk7MJj4ojIYuiVHl4s1OymZEpHM5n0BwRfIIMiLimJcygqwI57JJDcFVqaNI8WA9I2mzImvLkGpHvLMaFZXErCGZrgLmY2OSmX6RdWC+CdlQjWz1/U+rvYnQNLR5K6Cz2HxoFNocVWJmoEhrK7LWv2bj1Ftb3RJFNt1BWWsDjvPYxVi5eEIIbs6e6tqMKcISxNIs/1im7mlRgSEsSZ/g2kAiMSiCkG4lN2YmZJKqai161NT4dEZGJRGgmdzaAzQTo6KTmBKf1q+v99///d88+uijLF++nJdeeokHHnjgrI9duXIl69evZ8WKFdx5553k5OSc9bG+QkjZe5q6c5rhCy+8wMqVKwHQNI3Y2FgCAoyrTbNkyRLWrVtn2Osr/etEYzXP531OQ0cb4ZZA7sq91Kt28VGUrgoaq3nu9PUaqJmx6Q50JENDo/jRmLlqF68BUNnWhADePLGHvbWnEAhmJ2WzXNX/6xcVrY0EmS1u1+4/iw/xbuFeHEgywmO5e/TlhFkCBzwWmb8LfcNfoKMNIhPQrv93REzSgL9uf/H0+KTW2oJD1z0+i07aOtDf+z8oPABCQ0ych3b5Mo/G4O9kR7uzHl1MEsLU5x5vykXQ932K/HQN2DsgLhXt+v9AhPtuvTxdSl4+up1tFSeQwJS4YcxMzORPh7+kxW4lKiCYlaMu84ralf7M6rBT2dZEUkgE5m7JDOXCNNusNHa0kRQSiRCCvLpy9lQX8WXFCWxSJykkkh+NvpzYoFCjQx00dCnZVXWSjacOU2ttJSYwhPkpuUyJT0PrZYabcvHOOpMuICCA1NRUHn74YSorKyktLaW4uJgNGzZ4Mj7Fz712fKdrZkyTzcrfju0wOCJFObvXju9yXa9W3Y5+umpacUs9HxQdNDI0v5UQHE5efQV7a08Bzvpbm8uOqjpp/WRISIRbgq66vZm3TyfowFmw+cOSQwMeh7Tb0De+7EzQATRUon/m+8sVBlJMYKghy1zl/s+cCToAqSP3fIQsPebxOPyZCAhCxA9VCboBItuakZ+85kzQAVSXIL9819igvqH9taf48nSCDmBXdRF/PuJM0AHUd7Sx5vhu4wIcJAJNZoaGRasEXT8IswSSHBrlWt6YHh7Dl5UF2E7PtC9rbeDdk3uNDHHQ0YRgWkI6D0y8il/NWMIDE69iWkK6StANgD7v/j/60Y+w2WxUVlbicDhISEjgW9/6lidiUwaByrYmt+OqtmZ0KdUfu+KVul+v7l9Ty74GSm/nvaKtUc26HQBVbc1I3CfYn+u67zftLc7/uqrzr2VofqOXBLmsq0AkZxsQjKJchKZacNjdmqSP9ze99dNNNqvbcYUn+nJFGSB11rYepZHUNa34q7POpOvUuR3uuHHjWLduHVarta9vUZTzNj421e14XGyKStApXqv79drVhNihHoxkcBkfm0LXXsEsNEZHJxsWjz/LiogjvNvS1gnnuO77iwiLgiEZ7m1ZEwf8dZUL1+P3Yg5ApI02JhhFuRhxqRAZ79Yksn27vxkTk+w2fhYIsiLcf8ZzjWEUxdslhkQwpNvscU+MTxTFCH3OpDObnQ9pa2sjKCgIm8024EEpg8fy7KmEmQM52lhJRngc16WPNzokRTmrxcPGUthUQ621hcTgCKICQ2i0tTM1Po3ZSWoWyUDYW1PC0YZK5iXnUthUQ4DZzFWpo1QNkgESYDJzz9greO/kfho62piekMElQzI98tratf+G3LoOWXMKkT4WMWMxsr0VefBzaG9B5M5AxKrkrNFE2ijE1Xch930KliC06dc4k6x+7OvqYo41VpEZEcekuGFGh6N8Q0LT0Jbci/ziLWR9JYTHIpsbkKXHfHZGaFJIJHePnsOGkjxsuoPE4AiCTBaiLEFUWZtJDI6krr2Fp/dt5Nq0ceREenbXYFlyBHliH8QkIkZeopZy9zOpO5B526D6FCJjHGLYN9tp0xtpQvCj0XN55+ReqtqamBA3lCtTRxodlqIMiLNuHNHplVdeoa6ujoCAADZu3EhwcDAvvfSSp+LrQW0coSiKEWy6g59sf4vWzho2wNyk4SzLnmJgVP7tg6IDvHNyn+t4YeoolmRMMDAixZOkw47+t19ATamzwWRB++4DiATvTJKo8Yl/+sfJ/bxXtN91fPXQ0eoDRT/ieOu3UNB5nxFo1/4Qke27u7XrUuexr/5JSUs94Jx5fueImbxweItbIYP/Gr+A7G4z7QYspsPbkR/83nUshk9B+9a/euS1Bwt9/R+cSbrTxMLvo42+1MCIFEX5Jvr8GOPmm292/XvOnDmkp6cPZDyKoihe6UBtqVuCDmBrxXGVpBtAH5fmux1/UnqE69PHu4oIK36uKO9Mgg7AYUPu34yYt8K4mJRB5+PSI27Hn5QeUUk6PyHrq7ok6AAk+lebMPlwku5oQ5UrQQdglzprC7+m+4yM9wr3ce+4eR6JSX610f04fxeyuQ4RFu2R1/d3sq0ZeXi7e9tXm0Al6ZR+JqWOPLwDuXsDNNdBWDRi8pWI3GkI0WcVNeUC9Jmk+/jjj3vUovvDH/4woEEpiqJ4G0svO3Vp6oY0oCya1u3YpBJ0g4nJcn5tijKAuvf9vd0LFB9lMgECuqawzAFGRdMvzFrPcUlvO4169Dru3m8LDdRy1/6jac5zKrtsquDj17HifaTU0d99FooOQeemNK2NyI9eRubvcs5C9tL3RVdccQXr168nMDCw16+vWbOGJUuWYLH0PcZ87bXXqK6u5kc/+lF/h+mmzzP5xBNPsGLFCu677z7Xf4qiKIPNqOhEYgPd66AtGqqKpQ+ka4aNddsw4pphYwyLRTHA0OGQOuLMcXAYYsIVxsWjDErXDBvb7Vj1Q/5ChMcgxnSZbWSyoE292riA+kFWRDyjohJdxyHmAFbkTMPc5c2zhuA7mZ7bKEObfo1bUk5MmIvotgGAcvFEYAhi0oIzDZoJbdoi4wJS/JI8vMM9QdfJboWTh5xf91EvvPACuq4bHYabPj/GyMnJYfr06Z6IxSvUtLfwyrEdFDTVkBOZwM3ZU4kMCDY6LEVRDKYJjUenLGbjqcOUtNQzOymLnMghRofll3Sp81bhXrZVFBAREIzNYUcTGm12tXHRYCKEhnbDfXBiL7KtBZE9EREcZnRYih9zSJ23Cr5mW2UhkQFBfCdjIrOTsskIj+X46Y0jhoXFeCQWWXYC/ZPXoKESkT0ZcfkyhMX3Z8dUtzfzytEdFDbXMjwygZuzpxEREGRYPGLBrYgR05D1lYiMsYiIWMNi6S8/GnM5+2tLabK1Mz4mlfCAIJ6Yfh3/KDqAXXfwrWFjiQoM8Vg8Im002m3/jSw8gIhJQgz1v00Nuo5bwi1BLMmYwJgYz210pM2+EZk5DllTihg2ChHtm+NTKSX/KNrPlvLjBJsD+HbaOCbGDTU6LGd//OlrUFfpHIvMXe4X/fGFkLs39EzQdbJbkXs2wMgZF/Xc7e3t/OxnP6O0tBSbzcYDDzzAmjVrKC4uxuFw8P3vf59FixaxYsUKRowYwdGjRwkJCWHKlCls2bKFxsZGXnzxRTZt2sSmTZtobm6mrq6Of/u3f2PhwoWu1ykrK+Ohhx7CarUSGBjIo48+ypYtW6iqquLee+/l2Wef5emnn2bnzp1IKbntttu4+uqr2bVrF7/85S+JjIxE0zQmTBj4+th9JunmzZvH0qVLycw8s7vb448/PqBBGenFI19wrLEKcO4qqEudu0dfbmxQiqJ4BZOmsXDoKKPD8Huflh5lQ0lej/b3ivaTEBzOtIR0zwelGEJoJsiehFrkrHjCJ6X5fHTqMABNtnaeP/Q5/zP9OoaGRTPUg/WzpMOO/s4z0NroPN6/GYJDEZd+x2MxDJQ/Ht5KQVMNAF/XlADwr6NmGxaPEALSRiHS/OfergmN8bGpbm1hliCWZRlXQ1dExiPGzzXs9QfaZ2XHXOOWRls7z+d9zv9M+zZhFs8loEXqCETX2ec+aHtVIf8oOgBAfUcbvz+8hcemXktMt5UsniQddvR3fwctDc7jA587Z/ZfdoNhMRmiue7cX2/q4+vn8Prrr5OSksLq1avJz89n48aNREdH89RTT9Hc3MySJUuYMcOZABw3bhwPPvggd9xxB0FBQfz5z3/m/vvvZ+fOnQC0trby5z//mdraWm688UbmzTtTe7NzheicOXP48ssv+dWvfsXTTz/Nc889x+rVq9m8eTMlJSW8/vrrWK1WbrrpJmbNmsXjjz/O008/TUZGBj//+c8v+ue8EH0m6f76179y5513Eh7u/9OSdam7EnSd8usrDYpGURRlcDrSUHHOr6kknaIoAyG/3r3vsep2CptqGBWd5NlAastcCbpOsviwZ2MYADbd4UrQdco/R3+vKL6i+7il81ofG5NiUES+qXsfrEvJsYYqpiUYl6SjttyVoOvkD/3xBQuL7h4ZZx4AACAASURBVHFfchN+8R9knThxgtmznR/WDB8+nNdee42ZM2c6XzYsjKysLIqLiwEYPdpZaigiIoLs7GzXvzv3T5g6dSqaphEXF0dERAS1tbWu18nPz+eFF17gj3/8I1LKHjXo8vPzOXjwICtWODcos9vtlJaWUlFRQUZGBgCTJk2iqKjoon/W89Vnki4uLo5FiwbHunZNaAwNjaa45UwmOC3cM8saFEVRFKe0sFjXDIvevqYoijIQ0sJj2Ft7ynVsFhqpoVGeDyQqAQKDwdrmahJD0j0fRz+zaCaSQyIpbT3zhlf16Yo/SAuLZU91setYE4LUULV77YVKC4tla8UJ17EA0jxUYuCsohIgMASsra4mf+iPL5SYfCXyo5edNei6MwciJl150c+dlZXF/v37mT9/PsXFxbz//vsEBASwYMECmpubyc/PJzU1te8nAg4ePAhAdXU1zc3NxMaeucdkZmZy++23M2nSJI4fP+6afSeEQNd1MjMzmT59Oo8++ii6rvPss8+SmppKfHw8x48fd8UZGRl50T/r+eozSRcUFMQdd9zBqFGjXLvq/ed//ueAB2aU74+4hBePfEFJSz3pYTHckjPN6JAGhVprC0VNtWRExKkagIoyyC1IzaWstZ5dVUVYTCaklDh0nRFRQxgfqz6V9neythzqyiFlOCLIc3WTvFW73caRhgrig8JINiJhNIgsSBlJWWsju6uKCLMEcmPmJCIMGJMISyDa1T9A3/RX5xKizHGImdd5PI6BcPuImbx45AtKWxvICI/l5uypRofk9+qsrZxsqlFj7H7mnOVViQTmJg+ntLWenZUnCbUE8p2MCUR7sO6fv7g0KYuillq+rCggUDMxNSGdDt3O4fpyqtqaiAwIYWR0okd3JxaWALRFp/vjxlrIGOM3/fGFELnTkPm74OQh90SdOdBZMiD34nMmy5Yt44EHHuCWW27B4XDwxz/+kVdeeYXvfve7WK1W7r77brdk27lUV1dz66230tTUxM9//nNMpjPXyv33388jjzyC1Wqlvb2dVatWATBlyhR+8IMf8PLLL7Njxw6WL19Oa2sr8+fPJywsjKeeeor777+f0NBQQkNDPZKkE1JKea4HvPXWWz3arr/++gELqC9Llixh3bp1A/46Nt3h2e3JB7FtFQW8lL8NHYlZaNw18lImxJ5ftlxRFP9l1x1oQmNzWT5rju9G4pyJ8W+j5jAyOrHP71d8j779H8itp8cdAcFo3/lPRFLmub/JSwzE+ORUSz1P79tEy+kB8ZWpI/lOhud2ZRysOvseTRhbDVFKCQ47wmzp+8E+Ro2zPWNHZSF/zv8SXUpMQuPO3FlM8oJC/L7OpjtYvf9jjp8uk5QWFsN94+ZjEsIr+g5fV9Jcx+oDH9Pcy0YF0QEh/GT8AmKCPLsE1p/74/MlpY48vMO5SURTHYRHIyZdicidhuiyg7RR1q1bx4kTJ/jxj39sdCjfWJ8z6YxMyBlJDRw8Z23BV+g4c8X20zurqSSdoihmzYRdd/B24T46P02y6Q7eOblXJen8kGxvRW5770xDRxv6l+9iWnKPcUEZ7IOiA64EHcBHJYeZlzzCozszDkZmLxkDCiHAT98QqnG2Z6wt+Ar99HwM5+7FX6kkXT/YU13kStABnGyuZUdlIZclZRsYlf/YcCqv1wQdQF1HKx+dOszSrMkejcmf++PzJYSGGDnjondxVc5fn0k6RRlIutRpsXe4tTWdbXtnRVEGHZuuY3XY3NpUH+GnOtrAYXdva2syJhYv0f1al0ha7B0qSacoSp+klD0SHer+2T96O4/q3Pafvs5ls63dQ5EovmTJkiVGh9BvjJ+XqAxqmtC4ZEiGW9vMIb6xtElRlIEXbLYwKW6YW5vqI/yTiIiFobnubWMuNSga7zAr0f1aTw+LIUXVpVMU5TwIIXrcL2cmqvtnf5gcN4wg05lZVQGaianxw87xHcqFONc4TwCXqHGg4ufUTDrFcMuzppIUEklhUw05kQlclqimiiuKcsZtw2eQFhZDcUsdo6KTuCQho+9vUnySdu3dyK82Qm0ZZE1AGzG4N2+anpBBoGZmT00xcYFhzEsZAUBJSx0bTx3Brju4PCmH7MgEgyMFqTuQezYiS44gEjMQkxciLAFGh6Uog1JhUw2flB5BlzA/OZcGWxvZEfHM9oLlmNJhR+75CHnqKCIpCzH5Sp+r8xUdGML946/k07J8pJTMSc4hPjjc6LD8xtT4NAI1M7uqT2JCo6CpmrqONqIDg7kxYxKjopOMDlFRBpRK0imGM2ka81Ny+36goiiDUoDJzMKho4wOQ/EAERiMmLHY6DC8yoS4oUzoUkOq3trKU3s/ov300uA91cWsmniV4TPs5OY3nAlWQJ7YC7XliEV3GRqTogxGVW1N/GrfRmy6A3DW/3t40iISvCSJJD99Hbn3E+e/T+yF+grEwtsNjurCJYdGslztTjxgxsWmMC42hb/kb6OsrRGAslYbe2tPMTom2eDoFGVgqeWuiqIoiqIoPmJv7SlXgg6cxeB3Vp00MCInmbfN/Th/J/J0kkBRFM/ZU1PsStCBc8OlPdXFBkbkrkdfcXi7c+dMRelGSsmOykK3tu3djhXFH6kknaIoiqIoio+ICgg+rzaPC+s2ky84HIQaZiqKp0V6ax/RKTTS/TgkwrlzpqJ0I4QgIiDIrc2rrmVFGSBq9KQoiqL4lHa7jY7uu4AqyiAxNiaZsV2W+mSEx3pFEW1t9o1gCXQemMyIy5epN979QEqJbD2zy7Fsa0LquoERKd5uctwwRkQOcR2PiBzCZC/a1ECbsxTMp+tVambEnJuMDegbaLFZabFZsaoxyYC5KXMy5tMf+ARoJm7InGhwRIoy8IT0sfnFS5YsYd26dUaHoSiKoniYQ+q8cnQnX1acwKRpLEwdxeK0sUaHpSiA58cnRc212HWdjPBYr0mGyfZWqCiE+KGIEO+of+XLZHkh+gcvQH0lRCWAyQI1pyAsGm3h9xFpo40OUfFihU01AKSHxxocSU96xUnk+y9AfYXzer7qdsQw36k922xr5/lDn3O0sQoAkxDMS8nlOxkqgTQQmm3tFDfXMywsmtDOD4MUxY+pmXSKoiiKT9hRWcjWiuPoSGy6g38U7edEY7XRYSmKIYaFxZAZEec1CToAERSCSBulEnT9RN/wZ2eCDpz/rznl/HdzHfo//4RUs3eUc0gPj/XKBB2A3P4PZ4IOnNfz+j/5VA3Ld0/udyXoABxSsqEkj0N1ZQZG5b/CLEGMjE5UCTpl0FBJOkVRFMUnFLfUnVeboiiKr5NSh+qSsz+gpQFaGz0XkKL0p6puG1m01ENbszGxXISSs4w91JhEUZT+oJJ0iqIoik8YFZXkdqwhyI0acpZHK4qi+C4hNDjX8r/YZER4jOcCUpR+1GOpdlwqovuGEl5sZLfxCICg5zhFURTlYpiNDkBRFEVRzseYmGS+mzWFf5YcQpeS+Sm5DAmOMDosn2TXHXxVXUyDrZ0JsanEBYUZHZKieIVWewe7qk4CMCU+jZDOAvcG0K66A/2TV6G8AJKznDXpig9DbAra3GWGxaV4P6vDzq6qk3TodibHpfXYIdNoYvaNIHVk4QGIS0W73Leu56uHjqLdYWNr+XE6dDshpgCmxKeRV1+ORTORGKLGJoqiXDyVpFMURVF8Ro21hTprKwDrCr4iMiCI6QkZBkfle353cDN59eUAvFO4l/8av4BhYWpWjjK4tdisPPbVP6mxtgDwz+JDrJp4NaEWYxJ1IiwK0+IfGvLaiu+y6Q6e+HoDp1rrAXi/6AAPTLiKmKBQgyM7QwQEIRbcanQYF82smZiRkMHnZcdwSEmT3conZfkAvF24l/8YM5cRaqa/oigXSS13VRRFUXxCh8POx6eOuI4lzjfRyoUpbKpxJegAOnQHm7qcV0UZrHZUnXQl6MD5ocDOqkLjAlKUi7C/9pQrQQfQZLOypfy4gRH5p49Lj2DVe27e4pA6G0ryDIhIURR/oZJ0iqIois+SRgfgg2QvZ623NkUZbKRUfxuK7+vlMkZX13G/662/cH1NnW9FUb4BlaRTFEVRfEKAyczspBy3tgUpuQZF47sywuPIiUhwHZuFxtzk4QZGpCjeYVpCGlEBwa7jqIBgpsanGxeQolyEsTHJbvVaQ8wBXJqYZWBE/uny5OFYNFOPdg3BvJQRBkSkKIq/8HhNupqaGpYsWcKLL76I2Wzmpz/9KUIIcnJy+PnPf46mqbzhYOOQOu+fPMCe6iLigsNYkj6B5NAoo8NSlB62lB/j7YK9NNs7MAnBtIR0vpczHSGE0aENGjdlTmJEZALFLfWMik4kKyLe6JB80n+MncuOykIaOtqYHDeMIarItTLItdttvHtyPxbNxNDQaMbHpnB50nDCLIFGh+Y36q2tPHvoM0611BNqCWRF9jTGxqYYHZbfCTCZ+dmEK9leWYhVtzMtPp3owBCPxyGlRO5cj8zbBmGRaLOWIBL9p4ZsengsD026mt1VxYRbAjAJjbqOVsbHppIaGm1YXPruD5EHv4DgMLRZ1yOSsw2LxZ/I8gL0reuguQExcgZi6tVq/K8MGI8m6Ww2Gw8//DBBQc4dhh5//HHuuecepk+fzsMPP8ymTZtYsGCBJ0NSvMCGkjzeLz4AQFlbIyUt9Tw29VpMQiVsFe9xoLaUvx7d4Tq2S8kXFSdICArn6mGjDYxscBFCMCFuKBPihhodik+zaCZmqZkViuKy5sRuvqg44ToOMllYnDbOwIj8z+r9H1Pe1ghAQ0cb/3foM56cfh0RXWYvKv0j2BzA5QbPkJb7NyO3rHUe1JxCrziJdtdTCD9KfA8JjmCRF40B9UNfIDe/ceZ43W/Q7noSYUCS1p/Ijnb0tb+G0xuXyS1rISgUMW6OwZEp/sqjWZAnnniCZcuWkZDgXGZz8OBBpk2bBsDs2bP54osvPBmO4iUO1Ja6HddZWznVUn+WRyuKMfZ3u0477ao+6eFIFEVRlP7WfSxytLGSdofNoGj8T7vD5krQdZJIjtRXGBSRMtBkwX73hvYWKFMbWAyogn3uxx1tcOqoMbH4k7ITrgRdJ9n9XCtKP/JYkm7dunXExMRw2WWXudqklK5poqGhoTQ1NXkqHMWLJIVEuh0HaCbigsIMikZRepccGtlru5FLGhRFUZT+0X0sEhsYSqDm8aowfitQMxNiDujRrsqb+C8Rm9ytQYPoRGOCGSx6LB8XEJNkSCh+JSbRef12IdRSfWUAeSxJt3btWr744gtWrFhBXl4e999/P7W1ta6vt7S0EBGhauIMRovTxpIRHgtAsMnCzdnTeh3IKYqRZg3JZGKs+xLLmMAQlmZNdh1LKTnZVEtVW7Onw1MURTGE1PX/396dB0ZVHvr//8wkk30nYSeQEEAWAVlEpFWjWAEVL/mBCGVzvbQWBYtCWWRRKYK9VLDuUmhQLvAVW9RL64YLKoKIoihb2MKaQBKykW3m+f1BmRJIQDTJk0zer784Z2bOfObMYebJZ84ic2SPTF7Wxe9ci93RursaBodLkiIDgjW67VWcb6gKORwO3d3uavmf9YfudU3aqhklnc9y9Ogvtfj3xZ1cgXIkD5MjPMZuqCpQUFqitNxMlbjLbEc5j6NbX6lVp9MT/gFyXDNEjqiGF35QHeAxHu3NPa7sc/ZmqymO8Bg5rrtDOnOodnx7OXr2s5IF9YPDXOj60dVk5MiRmjlzpubPn68777zTe066q666SgMGDLjgY1NSUrR69eoaSoqalF1cqDBXYIVXSgJqi7ySIuWWFMnP6VDjs/a8KCgt1oJvP1B6QbYk6dombTQ8qaetmABqWH0cn5jcE/L8v6eknAzJ4ZDjqoFy9h5oO9ZPZoxRdnGhIgODOS9uNXEbjw7m56hhUJiCXfwgWx+Y/BwpMNgnzkW3OfOA/rrzc5V63Ar1D9BvO1yrpMjadwErU3DydDEaEGQ7ys92vChff/72A2UW5csph25pebluju9kJYspLZaKT8kRxo8LqF5WRyCTJk3SokWLNHToUJWWluqmm26yGQeWRQeGUNCh1gsPCFKzsKhyBZ0kfXB4h7egk6SPjuzS/jq+ZwkAXIjZ+Pbpgk6SjJHZsKZO71HncDgUExRKQVeN/BxOtQyPoaCrRxxhUT5R0HmM0f+mfalSj1uSVFBWov+39yvLqSrmCI30iYJOktamb1Nm0ekjVDwyemv/t/b2qHMFUtChRlg52UZqaqr338uWLbMRAQCqVFYFA4as4gK19IFDOwCgIib3nELOGCkvW+JzD4CPKfO4lVdaVG5eRWM/VK2sooJy0x4ZnSw5pWiuWAsfxk+FAFAFesTFl5sO9Q9U+yhOkAzAdznanXNIf2Sc1DjBThgAqEYBfv7qHFP+YgE9YuMruTeqSo+4luWmGwaHKz6Mi7bBt3HZKgCoAh2jm2ps+1/q02NpCvUP0E3NOyrI32U7FgBUG2fHPvJIMts3yhERI0evm+Vw8vsvAN90Z7ur9X/p32lnToacDof8HE5lFRcoJjDUdjSfsuV4uv518HsZGd3YrL1GtemlL48fUIPAUA1o0VFOTkkAH0dJBwBV5IrYFroitsXF7wgAPsLZsY/UsY/tGABQ7YL9XerdMEHrDu9UqcetPXnHtSFjr2b3uEXB/pxnsSpsOLZXf935uXf6pe2famSbXnqwU7LFVEDNooYGAAAAAOAiNmTs8148QpJyS4v0zYlDFhP5lnVHdp4374PDOywkAeyhpAMAAAAA4CJCKjiVSTCnN6kyoRXskRjqx/pF/UJJBwAAAADARfyicWs1DArzTreNbKhOMU0tJvItt8ZfLr+zzjnnJ4dua9XVYiKg5nFOugs4WXJKS3Z8rh9yjqp5aLRGte2l+LAY27EAAKgWWcUFWrJjg3aePKb4sBiNaXuVmoZG2Y5VL3mMRyv3fKX1R9MU4h+gQa26qHejRNuxANRyRwtPasnODdqXd0JJEQ01pt1Vij2rVMLPE+YK0qPdb9a27CMKdPqrXVQjOR0O27F8RkJErOb1+i+tP5omY4x+0ThJ4QFBtmMBNYo96S5gRdpmfZ9zVEZSekG2Xtr+qYwxtmMBAFAtXt21STtOHpORtD8/S6/s+Mx2pHpr/dE93pOTnyw5paU7v1DmqXzbsQDUcot3fK69eSdkJO3KzdCyXRttR/I5LqefujZorvbRjSnoqkGYK0j9WnRU//hOFHSolyjpLmBP7vFy0xmn8lRQVmwpDQAA1WtPXvnvvYMFOeVOkI2ac+57YWS075x5AHA2t/Fof35WuXnnfpYAAGo3SroLSIqMKzfdODhCYS7afACAb0qKKP+9Fx8WI5fTz1Ka+q3NOe+FUw4lnjMPAM7m53AqIbxBuXnnfq4DAGo3SroLGJrYXV1imsnl9FNCeAPd1/4XtiMBAFBtfp3UU52im8jl9FNSRJzubne17Uj1Vu9GifpV8/YK8XcpNihUd7XrrQZBobZjAajl7mp3tdpENJTL6acOUY01sk0v25F8RkFpsTZk7NX2nKMyxiiruECfHdujfXknbEcD4EMcpo6dZC0lJUWrV6+2HQMAAMCL8QkA+K7DBSc1f+u7KiwrkXR6b+e9eSdUZjySpJtbdNLAVp1tRgTgI9iTDgAAAACASrx36AdvQSdJu3IzvQWdJP3r4Pc6VVZqIxoAH0NJBwAAAABAJYrcZRe83W08KuNCSwCqACUdAAAAAACV+GXjJDnk8E5HB4SUu71bbLzCA7jAIICfz992AAAAAMCm/XlZ+mf6Np1yl+oXjVvr2KlcfZ99VM1Do3Vry8sV5gq0HRGARe2jG+uRLjfqH/u36kRRvuLDouVQrHblZqpBYKhua8n56OoLzzfrZHZskiOigRxXDZQjiisoo2pR0gEAAKDeyisp0v98+573cLYfco56b9udm6ljp3I1/vLrbcUDUEtkFuVp+78/HzKL8r3zT5ac0l++/1gzu98sp8NR2cPhAzxbP5R5f5kkyUgyh3bJeeccOZwcoIiqw9YEAACAeuv7nCMXPN/UDzlHy50wHkD99NXx9EpvO3YqV4cKcmowDWwwOzeXn3EyU8rYbycMfBYlHQAAAOqt2KCwC94e7gpSoB8HnwD13YU+K/wdTkUHBtdgGtjgiIwtP8PpJ4XH2AkDn0VJBwAAgHqrdUScrm3SxntK+Bah0Qr3P30OukCnv4a17iE/B0NmoL67qXl7NQ+NkiQ55VCof4Ck0wVdSkJXhbmClHkqX0XuUpsxZXIyZEqLrWbwVY6rbpVimpyecPrJ8YsUOUIj7YaCz+FnQQAAANRrw5N6ql/zDipyl6lpaKTKPG4dKjiphsHhCvZ32Y4HoBaICAjWtCv661BhjsJdQQp3BelQQY6iAoLlNh49sWWtDuRnK9Dpr9tbd9MvGifVaD6TlyXPG09Lxw9KrkA5bhghZ4erazSDr3OEx8g5eraUeVAKi5IjJMJ2JPggfhYEAABAvRcTFKqm/94jwt/pp5bhMRR0AMpxOBxqHhqtyIBgOR0OtQiLVnhAkN488K0O5GdLkoo9ZfrftM0qqOG92cynb5wu6CSptFjmvVSZ4lM1mqE+cDiccjSMp6BDtaGkAwAAAADgJzpWmFduutTj1onighrNYLKOlp9RViLlZdVoBgA/HyUdAAAAAAA/UecGzcpNNwgMVbN/n7+upjhady0/I6qh1KBJjWYA8PNxTjoAAAAAAC4gq7hAG47tlZ/TqasbJio8IMh7W99ml6nM49FXxw8oNihM/9Wqc41fcMbRs79kPDK7NssR3UiOPilycNEboM6hpAMAAAAAoBJZRQV6bMtaFZaVSJI+PLxTj3a72XveSqfDoQHxHTUgvqO1jA6n8/TVR6+61VoGAD8f1ToAAAAAAJX4PGOvt6CTpKziQm05kW4xEQBfRUkHAAAAAEAl/Cs4bLSieQDwc/HJAgAAAABAJXo3SlR0QIh3umlIpLo2aG4xEQBfxTnpAABArWN2finP5/+QSkvk6JIsZ89+tiPBx31z4qDW7N+qwrIS/bJxkgbEd7IdCUAtEREQpEe7D9BXx9Pl73SqW4MWCvDjT+mqlFtSpOVpm7TrZKZahcdoeOueigkKtR0LqHF8sgAAgFrFZB+T5+0XJOM5Pf3JKpnohnIkdbOcDL4qq7hAL/ywXu5/b3P/2L9VsUFhurJhK7vBANQaIf4B+kXj1rZj+KxXd2/U1ycOSpK+zTqsV8o+08NdbrScCqh5HO4KAABqFXNwp7eg88478IOlNKgPdp/M9BZ0Z2zPOWopDQDUP9tzjpWb3p2bKbfHU8m9Ad9FSQcAAGoVR6P482c2bFnzQVBvxIdFVzAvxkISAKifzv0cbhYSJT8ndQXqH7Z6AABQqzgatpTjmiFSQLDk9JOj87VydLjadiz4sMYhkRqa2F0h/i45HQ5d3ShRv2ycZDsWANQbI5KuVIvQ00Vdk+AIjWl3leVEgB2ckw4AANQ6zh79ZK7oKxkjh7/LdhzUA9c3a6drm7aR2+PhhPAAUMMahURoWrf+KiorVRDf+6jHGIEAAIBayUFRghrm53DKz48DTQDAFgo61HeMQgAAAAAAAADLKOkAAAAAAAAAyziOBACAeuiH7KP69FiaQv0D1LdZe8UFh9mOBABAnZBbckrvHNyurOICdY+NV/e4Cq5KDgA/ASUdAAD1zM6cY3r6u3UyMpKkr46n6/GeAxXIOeAAALggY4z+/O06HSrMkSRtPn5Ad5ne6tUwwXIyAL6Aw10BAKhnvsjc5y3oJCm3tEg/ZB+xmAgAgLohvSDbW9CdseHYXktpAPgaSjoAAOqZCFfQ+fMCgi0kAQCgbgl3BckhR7l5fIcCqCqUdACAWu9UWak8xlz8jvhRkpu2U6PgCO/0lXGtlBgRazERLsRtPCpyl9qOAQCQFB0Yopuat/dORwYEa0CLjhYToSaZ0mIZd5ntGPBhnHwGAFBrZRcX6qXt65WWe1wNAkM1qm0vXRbV2HasOi8iIEgzug/Q7pOZCvEPUIuwaNuRUIkNGXu1Ku0rFZQVq3NMM93V7moF+btsxwKAem1QQlf1bpSorOICtYlsKJfTz3YkVDPjccu8lyrz/WeSn78cVw2Us2c/27Hgg9iTDgBQa63a85XSco9Lkk4UF2jxjs/lNh7LqXyDn8OpdlGNKOhqsdySIqXu/EL5ZcUykr7JOqR/HvzediwAgKTGIRHqEN2Egq6eMNs+k/nuE8njlkqLZT5ZJZOx33Ys+CBKOgBArZVekF1u+mTJKeWWFFlKA9SsI4UnVXZOKZ2en13JvQEAQLXJOHDeLJORbiEIfB0lHQCg1mp/zqGtTYIjFB0YYikNULNahsco2K/8oa3tozncGwCAmuZo2b78DKefHC3a2QkDn8Y56QAAtVZKQle5jUffZh1Ws5BIDW3d3XYkoMYE+bn0u47X6vW9Xyu7pFC94lrp+qZtbcfyOaUet7YcT1dhWYm6xbbgKo0AgPM4krrJce3tMl+vkwKC5Ow9UI7IONux4IMo6QAAtVaQn0sj2/SyHQOwJimyoSZ1/ZXtGD7LYzz609b3tDfvhCRpzf6tmtz1JjUMDrecDABQ2zi73yR1v8l2DPg4DncFAABAvbQ955i3oJOkgrISfXRkl8VEAACgPqOkAwAAQL1U0dWiPVxBGgAAWEJJBwAAgHqpQ1QTNQ2J9E4HOv31y8ZJFhMBAID6jHPSAQAAoF7yczr1SJdfaUPGXhWWlejKuJaK43x0AC6ixF2mf+zfqu+zj6h5aJRSEq7g6vPVZGPGPn1weIf8HX7qH99BHaOb2o4EVCtKOgAAANRbwf4uJXPVXACXYPW+r7Xu8E5J0uHCk8osytfkrlxQoKrtPJmhV3Z85p3es+24ZnW/mR9T4NM43BUAAAAAgB9p64lD5ab35p1QfmmRpTS+69us8uvZ6ONyAQAAIABJREFUbTzaln3EUhqgZlDSAQAAAADwIzUJiSg3HeEKUrB/gKU0vqvJWecMvdA8wJdQ0gEAAABAHXe4IEfHi/Jtx6gXhiR2U6N/H3IZ6h+oUW17yc/Bn9ZVrVdcK/WMaymHJKfDoeubtlO7qEa2YwHVinPSAQAAAEAdVewu0zPbPtTOkxmSpKsbJWp026ssp/JtjUMiNav7LTpeVKCowGC5nH62I/kkP6dT91zWR0MSu8nP4VSYK9B2JKDaUfcDAAAAQB21/uhub0EnSZ8d26MdOccsJqofHA6H4oLDKOhqQGRAMAUd6g1KOgAAAACoo04UFZw3j8NeAaBuoqQDAAAAgDqqW2y8HGdNB/r56/KYptbyAAB+Os5JBwAAAAB1VFJknH7b4Vp9dGSnAvz8dVPzDooICLYdCwDwE1DSAQAAAEAd1rlBM3Vu0Mx2DADAz8ThrgAAAAAAAIBllHQAAAAAAACAZZR0AAAAAAAAgGWckw4AAAAAAFi1/uhurdn/rUrcZbquaVvd1rKzHA7HxR8I+BD2pAMAAAAAANYcKsjRsl0bdbLklE65S7U2fZs2Hz9gOxZQ4yjpAAAAAACANXtyj8ucMy8tN9NKFsAmSjoAAAAAAGBNYkRsBfPiLCQB7KKkAwAAAACgjjBlpTK7t8js+UbG47Ydp0o0C43Sr5OuVIQrSEF+/urXooN6xMbbjgXUOC4cAQAAAABAHWCKC+VZPkfKOnJ6RqMEOYdOksPfZTdYFbimSZKuaZJkOwZgFXvSAQAAAABQB5jvP/9PQSdJx/bK7NpsLxCAKkVJBwAAAABAXVBceP68kqKazwGgWlDSAQAAAABQBzguu0oKCPrPjOAwOdp0txcIQJXinHQAAABABYwxWnd4p74+cVCNQyJ0c3wnRQYE244FoB5zRMXJOXyazLcfS04/OTpfJ0dIuO1YAKoIJR0AAABQgXcO/qDV+76WJO04eUx7805o6hX9LKcCUN85YprIce1Q2zEAVAMOdwUAAAAq8OXx/eWmD+RnKfNUnqU0AADA11HSAQAAABVoEBhWbjrA6acwV1Al9wYAAPh5KOkAAACACtzWqrOiA0IkSf4OpwYndlOwv8tyKgAA4Ks4Jx0AAABQgSYhkXqi50AdKMhSbGCYwgPYiw4AAFQfSjoAAACgEn5OpxLCY23HAAAA9QCHuwIAAAAAAACWUdIBAAAAAAAAltXY4a6lpaWaMmWKDh06pJKSEv3mN79RUlKSJk+eLIfDoTZt2mjGjBlyOukNAQAAAAAAUL/UWEm3Zs0aRUVFaf78+crOztagQYN02WWXafz48erVq5ceffRRvf/++7rxxhtrKhIAAAAAAABQK9TYbmv9+vXTgw8+6J328/PTtm3bdOWVV0qSrrnmGn322Wc1FQcAAAAAAACoNWqspAsNDVVYWJjy8/P1wAMPaPz48TLGyOFweG/Py8urqTgAAAAAAABArVGjJ4A7cuSIRo0apdtuu0233nprufPPFRQUKCIioibjAAAAAAAAALVCjZ2T7vjx47rrrrv06KOPqnfv3pKkDh066IsvvlCvXr308ccf66qrrqqpOKglCkpLtHLPl9qec0zxYTEa2rq7YoPCbMcCAAAAAACoUTW2J93zzz+v3NxcPfvssxo5cqRGjhyp8ePHa9GiRRo6dKhKS0t100031VQc1BL/m7ZJGzL2KafklLZmHdLL2z+1HQkAAAAAAKDG1diedNOmTdO0adPOm79s2bKaioBa6IecY+Wm9+adUFFZqYL8XZYSAQAAAAAA1LwaPScdcK4WoVHlphsGhSnQr8a6YwAAAAAAgFqBkg5WDUvqqRah0ZKk2KAwjWnX23vFXwAAAABA/XGwIFs7c47JYzy2owBWsMsSrGoYHK5p3fqroLREIf4uCjoAAAAAqIcW7/hMX2TskyQ1CY7Q7zv3VXhAkN1QQA1jTzrUCqGuAAo6AAAAAKiH0nIzvQWdJB05lat1R3baCwRYQkkHAAAAAACsOVlSVMG8UxaSAHZR0gEAAAAAAGs6RDdWhOs/h7Y6JPVqmGAvEGAJ56QDAAAAAADWBPm59EiXG/Xuoe0qLCtRn0at1Tayoe1YQI2jpAMAAAAAAFbFBYdreFJP2zEAqzjcFQAAAAAAALCMkg4AAAAAAACwjJIOAAAAAAAAsIySDgAAAAAAALCMkg4AAAAAAACwjJIOAAAAAAAAsIySDgAAAAAAALCMkg4AAAAAAACwjJIOAAAAAAAAsIySDgAAAAAAALCMkg4AAAAAAACwjJIOAAAAAAAAsIySDgAAAAAAALCMkg4AAAAAAACwjJIOAAAAAAAAsIySDgAAAAAAALCMkg4AAAAAAACwjJIOAAAAAAAAsIySDgAAAAAAALCMkg4AAAAAAACwjJIOAAAAAAAAsIySDgAAAAAAALCMkg4AAAAAAACwjJIOAAAAAAAAsIySDgAAAAAAALCMkg4AAAAAAACwjJIOAAAAAAAAsIySDgAAAAAAALCMkg4AAAAAAACwjJIOAAAAAAAAsIySDgAAAAAAALCMkg4AAAAAAACwjJIOAAAAAAAAsIySDgAAAAAAALCMkg4AAAAAAACwjJIOAAAAAAAAsIySDgAAAAAAALCMkg4AAAAAAACwjJIOAAAAAAAAsIySDgAAAACAnyGnuFClHrftGADqOH/bAQAAAAAAqItyigv13A+faF/eCYX6B2h4Uk/1iGtpOxaAOoo96QAAAAAA+An+sX+r9uWdkCQVlJUoddcXKnKXWk4FoK6ipAMAAAAA4Cc4XJBTbrrIXaasokJLaQDUdZR0AAAAAAD8BJ1impabjg0KU+OQCEtpANR1nJMOAAAAAICfYECLTirzeLTlxEE1DA7T/5dwhZwOh+1YAOooSjoAAAAAAH4CP6dTgxK6alBCV9tRAPgADncFAAAAAAAALKOkAwAAAAAAACyjpAMAAAAAAAAso6QDAAAAAAAALKOkAwAAAAAAACyjpAMAAAAAAAAso6QDAAAAAAAALKOkAwAAAAAAACyjpAMAAAAAAAAso6QDAAAAAAAALKOkAwAAAAAAACyjpAMAAAAAAAAso6QDAAAAAAAALKOkAwAAAAAAACyjpAMAAAAAAAAso6QDAAAAAAAALKOkAwAAAAAAACyjpAMAAAAAAAAso6QDAAAAAAAALKOkAwAAAAAAACyjpAMAAAAAAAAso6QDAAAAAAAALKOkAwAAAAAAACyjpAMAAAAAAAAso6QDAAAAAAAALKOkAwAAAAAAACyjpAMAAAAAAAAso6QDAAAAAAAALKOkAwAAAAAAACyjpAMAAAAAAAAso6QDAAAAAAC1WqnHrUMFOSr1uG1HAaqNv+0AHo9HM2fO1I4dOxQQEKDHH39cLVu2tB0LAAAAAADUArtPZur5Hz5RXmmRQv0DdV/7ProsqrHtWECVs74n3XvvvaeSkhKtWLFCv//97zV37lzbkQAAAAAAQC2xPG2T8kqLJEkFZcV6bfcmy4mA6mG9pNu8ebN++ctfSpK6du2q7777znIiAAAAAABQW2Seyj9v2hhjKQ1QfayXdPn5+QoLC/NO+/n5qayszGIiAAAAAABQW3SNbV5+ukFzORwOS2mA6mP9nHRhYWEqKCjwTns8Hvn7W48FAAAAAABqgeFJPRXhCtKu3EwlhjfQwJadbUcCqoX1Nqxbt25at26dBgwYoK+//lpt27a1HQkAAAAAANQSQX4uDU7sZjsGUO2sl3Q33nijPv30U91xxx0yxmjOnDm2IwEAAAAAAAA1ynpJ53Q6NXv2bNsxAAAAAAAAAGusXzgCAAAAAAAAqO8o6QAAAAAAAADLKOkAAAAAAAAAyyjpAAAAAAAAAMso6QAAAAAAAADLKOkAAAAAAAAAyyjpAAAAAAAAAMso6QAAAAAAAADLKOkAAAAAAAAAyyjpAAAAAAAAAMso6QAAAAAAAADLKOkAAAAAAAAAyyjpAAAAAAAAAMso6QAAAAAAAADLKOkAAAAAAAAAyyjpAAAAAAAAAMso6QAAAAAAAADLKOkAAAAAAAAAyyjpAAAAAAAAAMso6QAAAAAAAADLHMYYYzvEpejVq5eaNWtmOwYAAPAR0dHReuWVV37WMhifAACAqlQV4xPUPXWupAMAAAAAAAB8DYe7AgAAAAAAAJZR0gEAAAAAAACWUdIBAAAAAAAAllHSAQAAAAAAAJZR0gEAAAAAAACWUdIBAAAAAAAAlvlESbd69Wo99dRTP/nxX3zxhSZMmFDl9z148KCuv/76S85z++236+DBg5f8OFTuzDZy8OBB3X777bbjWLFs2bIffd/Jkydr9erVl7T8jz/+WJMnT77UWD5nwoQJKikpqfT2d999V8eOHav09pEjR+qLL764pOdcvny5Fi1adEmPqY0q+yy/2Drt06dPlTz/5MmT9fHHH/+sZVx//fUqLi6ukjy1SUXrePXq1Xr//fcrfUxVrE/p0r53K7No0SItX778Z2e5VIxP8GPU9zEK45Oawfjkp2N8UrsxRoGv8YmSrrZq0KCBGjdubDsGIEl67rnnfvR9Y2Nj1bBhw2pM47sWLFiggICASm//29/+pvz8/EpvZ92f72LrFHakpKTohhtusB0DPwHjE9QmjE9qBuOTqsf4pPZijIK6zN92gKry9ddfa/To0crPz9e4ceN03XXX6Z///KdeffVV732efvppRUVF6fHHH9fWrVtVWlqqcePGKTw8XPv379c999yjrKwsJScna9y4cdqxY4cef/xxSVJUVJTmzJlT7jnXrFmjpUuXKiAgQK1atdLs2bP15ptv6vXXX5fH49EDDzyghQsXSjrd1h84cEDFxcW6++67NWDAgHLLWrBggT755BM1btxY2dnZkqS8vDxNnTrVOz1t2jS1a9dOq1at0quvvqrIyEi5XC7vss5+3pycHC1ZskROp1Pdu3fXxIkTK11eVdq7d6/+8Ic/yN/fX35+fpo3b54aNWqkuXPnavPmzZKkW265RaNHj9bkyZPl7++vw4cPq6SkRAMGDNC6det05MgRPfvss4qPj9ef/vQnbdq0ScYYjRkzRv379y/3fKtWrdLy5cvl8Xh0ww03aNy4cRW+LxXZuHGjFixYID8/P7Vo0UKzZ8+W2+3WI488ooyMDDVp0kSbNm3S+vXrK9wWwsPDq3TdnWv16tVat26dioqKlJmZqVGjRun999/Xrl279Mgjj6hv375atmyZ3nnnHZWVlSk8PFyLFi3SoUOHznsPVq9erZMnT2rmzJmaOnWqZsyYof3798vj8Wj8+PHq1auXbrnlFrVq1UoBAQGaOXOmgoKCtHnzZj355JPy9/dXRESEnnrqKYWFhXkzpqWlacqUKQoODlZwcLAiIyMlSWvXrj1v+8vKytLEiRNVUlKihIQEbdiwQe+++2655501a1aF22hFy7sU+fn5mjp1qvLy8pSdna0hQ4Zo+PDhevXVV/X3v/9dTqdT3bp106RJk/TOO+/opZdekr+/v5o1a6Z58+YpPz9fDz/8sPLz8+V2u/Xggw+qd+/eWrdunZ555hlJUocOHTRr1iz17dtXa9eu1f79+zV37lx5PB7l5uZq2rRpys3N1Q8//KBJkybptdde04oVK/TWW2/J4XBowIABGjVqlKZPn67o6OgKczid//ld5csvv9ScOXMUGRkpp9Oprl27SpJSU1PPW+b+/fu9/9+aNWumQ4cOKTU1VcnJyUpMTFRiYqLuuusuTZ8+XcXFxQoMDNRjjz2mJk2aVLi86vTNN9/orrvuUlZWloYNG6ahQ4fq+uuv19q1a3X06NEKX0dJSYl+//vf6/Dhw4qKitLChQvlcrm8y6zofd63b5+mTZum0tJSBQUFacGCBZKkFStW6OWXX1Z+fr5mzpypzp07a/HixXr77bfl7++vHj166OGHH1Zubm6F20RNqenP2orW8fPPP6/Y2FjdcccdmjVrlr777jvFxsbq0KFD3j+6K1qfF3oNcXFxP/o7+vvvv9djjz0mPz8/7zbbtGnTCt8vmxif1I7xicQYpaowPmF8wviE8cmFMEapO2MU1FLGB7z++uvmnnvuMR6Pxxw/ftwkJycbt9ttnnvuOVNYWGiMMWb69OnmH//4h3nnnXfM+PHjjTHGZGRkmP/5n/8xGzZsMAMGDDDFxcWmsLDQXHnllcYYY4YMGWJ27dpljDFm5cqV3vuOHz/eZGVlmb59+5q8vDxjjDFPPPGESU1NNa+//roZO3ZsuXx5eXnmuuuuMydOnDAnTpwwa9asKXf7jh07zLBhw4zb7TZ5eXmmd+/eJj093cybN8+8+uqrxhhj9u7da+644w5z4sQJ86tf/coUFhaasrIyM3z4cPP666+Xe97s7GzTv39/72ufOHGiWb9+fYXLq2rLli0zs2fPNiUlJeazzz4zO3bsMB988IG5//77jcfjMSUlJWbw4MFm+/btZtKkSebZZ5/1vj9PPvmkMcaYp59+2vz1r381H374ofe9KioqMgMHDjQnT570Ptfx48fNjTfeaE6dOmXcbrd54oknzMGDByt9X+bPn2/S09PNkCFDjMfjMb/61a/M8ePHjTHGLFiwwKxYscIsWbLEm2P37t3msssuM8ZUvC1Ut9dff93ceeedxhhj3nrrLTN48GDj8XjM559/bn7zm98Yt9ttFi1aZNxutzHGmLvuust8+eWXFb4Hxhhz9dVXG2OMefXVV828efOMMcZkZWWZAQMGGGOMSU5ONtu2bSuXYe7cuebFF180brfbvPvuu+bQoUPlbh83bpxZv369McaYF154wUyaNKnS7e+JJ54wy5YtM8YYs379epOcnHze81a0jVa2vEvx3XffmX/961/GGGOOHj1qbrzxRmOMMSkpKWbLli3e9VJaWmrGjRtn3nrrLWOMMW+88YY5efKkmTt3rlmyZIn38cnJyaa4uNgkJyd7t6FFixaZQ4cOmeTkZFNUVGTefvtts337dmOMMWvWrDFTp041xhgzYsQIs3v3brNr1y5zxx13mLKyMuN2u83IkSNNWlpauXV7bo6zpaSkmD179hhjjHn00UfNwoULK13mb3/7W/Phhx8aY4xZsWKFGTFihDHGmHbt2pmsrCxjjDEPPvig9z6fffaZeeihhy6asaq9/vrrZsyYMcbj8Zj09HTTv39/Y4zxrtPKXkeHDh1Menq6Meb0+v3mm2/OW1fnvs9jx441H330kTHGmLffftt88sknZtKkSeYvf/mLN8uMGTPM9u3bzeDBg01JSYnxeDzm/vvvNx988EGF24Tb7fZmrW41+VlrTMXreOHChea1114z7777rnnwwQeNMcacOHHCdO/e3aSnp1e4Pi/2Gi7lO3rQoEHm+++/N8YY8+6775px48ZV+n6dyVrTGJ/UnvGJMYxRqgrjE8YnjE8Yn1wIY5S6MUZB7eUze9J1795dDodDDRo0UHh4uHJyctSgQQNNmjRJoaGh2rNnj7p27aq9e/d6f9GJi4vThAkT9MUXX6hNmzbe3ZX9/U+vlrS0NM2aNUuSVFpaqoSEBO/zpaenKykpyfurXc+ePbV+/Xp16dKl3P0kKSwsTNOnT9f06dOVn5+vgQMHlrt99+7d6tSpk5xOp8LCwtS2bVtJ0s6dO7VhwwatXbtWkpSbm6sDBw6odevWCg4OliRdccUV3uWced4DBw4oKytL9913nySpoKBA6enpFS6vqg0ePFgvvfSS7rnnHoWHh2vChAlKS0tTjx495HA45HK51KVLF6WlpUk6/eueJEVERCgxMdH775KSEu3cuVPbtm3TyJEjJUllZWU6fPiwIiIiJJ1+D9q0aaOgoCBJ0pQpU7R169ZK35ezZWVlKSMjQ+PHj5ckFRUVqU+fPsrKytI111wjSWrdurViYmIkXXhbqE7t27eXJIWHh6t169ZyOByKjIxUcXGxnE6nXC6XHnroIYWEhOjo0aMqKyur8D04286dO7V582Zt3bpV0un1euaX4XNf19ixY/X8889r9OjRatSoUblfmCRp165d3nndunXTnj17Kt3+0tLSNGjQIElSjx49yi3nzPNWts1XtLxLERsbq6VLl+qdd95RWFiYysrKJEl//OMftXjxYj311FPq2rWrjDH6wx/+oBdeeEHLly9XYmKi+vbtq7S0NN16662SpEaNGiksLEyZmZmKiIhQgwYNJEm/+93vyj1nw4YN9eyzzyooKEgFBQXlfuE/81oPHz6sMWPGSJJOnjypAwcOeP8fVJTjbMeOHfOut27duunAgQOVLjMtLc37WdG9e3e9+eabkqTo6GhFR0d787zwwgt6+eWXZYyRy+W6aMbq0KFDBzkcDsXFxamoqKjcbZW9jsjISDVv3lzS6ff61KlT5R5X0fu8d+9e77LO7O3z1ltvqWPHjt7lFBUVac+ePerSpYv3l+8ePXpo165dFW4TWVlZ1bFKKlSTn7XShdfxme9XSYqJiSm3fZy7Pi/2Gi7lOzojI8P7GdmzZ0/96U9/qvT9sonxSe0Yn0iMUaoS4xPGJ4xP/oPxSXmMUerOGAW1k8+ck+7bb7+VJGVmZqqwsFAul0sLFy7UggUL9PjjjyswMFDGGCUmJnrvm5eXp7vvvluS5HA4zltmQkKCnnzySaWmpurhhx/Wtdde672tefPmSktLU2FhoaTThyWc+UI6e5dv6fR/0m3btukvf/mLXnzxRc2fP9/7JXzmebZu3SqPx6PCwkLt3r1bkpSYmKgxY8YoNTVVf/7zn3XrrbcqPj5ee/bsUVFRkTwej3cgc/bzNm/eXE2aNNHixYuVmpqqESNGqEuXLhUur6q9//776t69u5YuXap+/frp5ZdfVuvWrb27NpeWlmrLli1q2bKlpIrX+xmJiYnq1auXUlNTtXTpUvXv39/7ASzJuy7OnLD1gQceUIMGDSp9X84WHR2txo0b69lnn1VqaqrGjh2rXr16qW3bttqyZYuk039MnD04rGxbqE4XWj/bt2/Xe++9pz//+c+aPn26PB6PjDEVvgeSZIyRdHq93nzzzUpNTdVLL72kfv36eQ8DOXfbffPNNzVo0CClpqaqTZs2WrlyZbnbExMTvevru+++k1T59nf2uv3666/LLefM81a0jVa2vEuxePFide3aVU899ZT69evnXRcrV67UrFmztGzZMv3www/asmWLVqxYoXHjxnlPZP3uu++qdevW+vLLLyWdHnzm5uYqLi5Oubm5ysnJkSTv7u9nPPHEE3rggQf05JNPqm3btt7ndDgc3s+ipKQk/e1vf1NqaqpSUlK8fwBLqjDH2eLi4ryDmzOfaZUt8+x1/80335y33s88duLEiUpNTdWsWbN00003XTRjdbjQNl/Z67jQY6SK3+fWrVt719uaNWuUmppa4bISExO1detWlZWVyRijTZs2KSEhocJtIioq6tJf8E9Uk5+1F3t8mzZtvP+nT548qX379v2ox1X0Gi7lO7phw4bavn27JGnTpk1q1apVpe+XTYxPasf4RGKMUpUYnzA+YXzyH4xPymOMUnfGKKidfGZPuqKiIo0aNUqFhYWaPXu2wsLC1K1bNw0aNEghISGKiIhQRkaGUlJS9Pnnn2vYsGFyu926//77K13mzJkzNWnSJLndbkmnv9QyMjIknW7ix40bp1GjRsnpdCo+Pl4TJ07U22+/fd5y4uLilJmZqf/6r/9SSEiI7rrrLm/LLp3+NbJfv34aPHiwGjZs6P3la+zYsZo6dapWrlyp/Px8/e53v1NMTIzuvfdeDR8+XFFRUSouLpa/v3+5QXVMTIzGjBmjkSNHyu12q1mzZurfv3+Fy6tqnTp10sMPP6xFixbJ6XTqD3/4gzp27KiNGzdq6NChKi0tVb9+/by/XFzI9ddfr40bN2r48OEqLCxU3759y/3ad2ZdjBgxQg6HQ8nJyWrWrNmPel+cTqemTp2q++67T8YYhYaGat68ebriiis0efJk/frXv1bTpk0VGBgoqeJtwbaWLVsqODhYKSkpCggIUFxcnDIyMtS1a9fz3gPp9K/uEydO1Jw5czRt2jSNGDFC+fn5Gj58+HmD3zMuv/xyTZ48WSEhIXK5XOedO2fGjBmaMGGCXnnlFcXExCgwMLDS7e/ee+/VI488orVr16phw4bl/g+cUdk2X9HyLkVycrJmzpypN998U1FRUfLz81NJSYnatWunwYMHKzo6Wo0aNVKXLl2Un5+vO++8U1FRUQoNDdV1112n5ORkTZkyRf/6179UVFSk2bNnKyAgQDNmzNB///d/y+l0qkOHDrr88su9zzlw4ED99re/9Z6g/cwfU1dccYUeeeQRLV68WL1799awYcNUUlKizp07q1GjRt7Hd+7c+bwcZ5s/f753T5zQ0FBFRkbqsssuq3CZEydO1JQpU7R48WKFh4dXuO4nTZqkmTNnqri4WEVFRZo6dWqly7Plx7yOilT0Pj/yyCN69NFH9dxzzykoKEjz58/Xtm3bKnxs//79NWzYMHk8HnXv3l19+/ZVz549z9smfmyeqlCTn7UXc9111+njjz/WHXfcodjYWAUFBZU7586lvIYOHTr86O/oxx9/XI899piMMfLz89OcOXPUokWLCt+vMwNlGxif1I7xicQYpaYwPvnxGJ8wPvG18YnEGEWqO2MU1E4Oc+bnE9QJZWVleumll/Sb3/xGkvTrX/9a48ePV8+ePS0n8w1fffWVCgsL9Ytf/EL79u3TPffco/fee892LJ/w0UcfKTo6Wp07d9Znn32m559/Xn/7299sx6oX1qxZoy5duqhly5ZatWqVvvrqK/3xj3+0HeuS+crr8DVpaWnavn27br75ZmVnZ+uWW27RunXruOJdPcP4pPoxRqkejE/s8ZXvdV95Hb6IMQrqIp/Zk66+8Pf316lTpzRo0CC5XC517tz5vPNn4Kdr0aKFHnroIT3zzDMqKysFuyChAAAHzklEQVTTo48+ajuSz2jevLmmTJkiPz8/eTweTZ061XakeqNJkyaaMGGCgoOD5XQ6z7sSZF3hK6/D1zRp0kRPPfWUli5dKrfbrYkTJzL4rYcYn1Q/xijVg/GJPb7yve4rr8MXMUZBXcSedAAAAAAAAIBlPnPhCAAAAAAAAKCuoqQDAAAAAAAALKOkAwAAAAAAACyjpANQLXbs2KFNmzZVevsXX3yhCRMmXHTeT9WnT58fdT+32627775bw4YN08mTJ6vlOS6muLhYq1atkiStXr1a77//fpUsFwAAlMf45MdjfAIANY+SDkC1eOedd7R7927bMS4qMzNT2dnZWr58uSIjI61lODMITklJ0Q033GAlBwAAvo7xyaVlYHwCADXL33YAADXrzC+h+fn5ys7O1v3336+bbrpJ//znP/Xqq6967/f0009r165deuqpp+RyuXT77beradOmWrBggfz8/NSiRQvNnj1bb775pj766CMVFRXpwIEDuvfee9WnTx+98cYbcrlc6tixow4fPnzesi9m7dq1WrJkiZxOp7p3766JEycqJSVFCxcuVPPmzbV27Vpt3rxZDz74oKZOnars7GxJ0rRp09SuXbsKl7lmzRotXbpUAQEBatWqlWbPnq3p06dr3759evTRRzV79mzvfXfs2KHHH39ckhQVFaU5c+YoJCRE06dP1+7du9WiRQuVlJRIkiZPnqwBAwbommuu0ccff6z/+7//09y5c7Vq1SotX75cHo9HN9xwg8aNG6dly5bpnXfeUVlZmcLDw7Vo0SI9//zz2r17t5555hkZYxQbG6thw4Zp7ty52rx5syTplltu0ejRozV58mQFBATo0KFDysjI0Ny5c9WxY8dL3AoAAKhdGJ8wPgEAsCcdUC8VFhbqr3/9qxYvXqy5c+eqrKxM+/bt04svvqjU1FQlJCRo/fr1kk4f6vDaa6/ptttu0/Tp0/XMM89o2bJlatSokd544w1JUn5+vl544QU999xzevHFF9WoUSMNGjRIY8aMUefOnStddmVycnK0aNEiLVmyRMuXL9exY8f06aefavDgwfr73/8uSXrjjTd0++236/nnn9dVV12l1NRUPfbYY5o5c2aFy8zOztaiRYu0dOlSLV++XOHh4VqxYoVmzJihpKSkcgNgSZo+fbpmzJih1NRUXXPNNXr55Zf18ccfq7i4WCtXrtTvf/97nTp1qtLXcOLECb300kt67bXXtHr1auXl5Sk/P185OTlasmSJXnvtNZWVlenbb7/V2LFjlZSUpN/97nfex69bt04HDx7UypUr9dprr+mtt97Sjh07JElNmzbVK6+8opEjR2rFihUXfrMBAKgjGJ8wPgGA+o496YB6qGfPnnI6nYqNjVVERISysrLUoEEDTZo0SaGhodqzZ4+6du0qSUpISJAkZWVlKSMjQ+PHj5ckFRUVqU+fPoqPj9dll10mSWrSpIn319uzVbbsyhw4cEBZWVm67777JEkFBQVKT0/XwIEDNWzYMA0ZMkT5+flq27atdu7cqQ0bNmjt2rWSpNzc3AqXmZ6erqSkJIWFhXnXwfr163XddddVeP+0tDTNmjVLklRaWqqEhATt2rVLnTt3lnR6INqkSZPzHmeM8T5fmzZtFBQUJEmaMmWKJMnlcumhhx5SSEiIjh49qrKyskqfv0ePHnI4HHK5XOrSpYvS0tIkSe3bt5ckNW7cWF999dUF1iQAAHUH4xPGJwBQ31HSAfXQtm3bJEnHjx9Xfn6+goODtXDhQn344YeSpDvvvNM7mHM6T+9wGx0drcaNG+vZZ59VeHi43n//fYWEhOjIkSNyOBznPYfD4ZDH41FeXl6ly65M8+bN1aRJEy1evFgul0urV69W+/btFRYWpk6dOumPf/yjUlJSJEmJiYkaOHCgbr31Vp04ccJ77pSKlpmWlqbCwkKFhIRo48aN3gF+RRISEvTkk0+qadOm2rx5szIzM+Xv76+3335bo0eP1rFjx3Ts2DFJUkBAgDIzMyVJ33//vSQpPj5ee/bsUUlJiQICAvTAAw9oxIgReu+997Rq1SqdOnVKKSkpMsbI6XTK4/GUe/7WrVtr9erVGjNmjEpLS7VlyxYNGjTIu24BAPA1jE8YnwBAfUdJB9RDx48f1+jRo5WXl6cZM2YoLCxM3bp106BBgxQSEqKIiAhlZGSoefPm3sc4nU5NnTpV9913n4wxCg0N1bx583TkyJEKn6NTp06aN2+eWrdufdFlnysmJkZjxozRyJEj5Xa71axZM/Xv31+SNGTIEN1zzz2aM2eOJGns2LGaOnWqVq5cqfz8/HKHZJy7zHHjxmnUqFFyOp2Kj4/XxIkTvYPXc82cOVOTJk2S2+2WJD3xxBNKSEjQ5s2bNWTIEDVt2lTR0dHeTFOmTNGbb76pVq1aeZ/v3nvv1YgRI+RwOJScnKzLL79cwcHBSklJUUBAgOLi4pSRkaErrrhCpaWlmj9/vveX7eTkZG3cuFFDhw5VaWmp+vXrx7ldAAA+jfEJ4xMAqO8c5mI/GQHwKatXr9aePXs0ceJE21EAAAAkMT4BAEDiwhEAAAAAAACAdexJBwAAAAAAAFjGnnQAAAAAAACAZZR0AAAAAAAAgGWUdAAAAAAAAIBllHQAAAAAAACAZZR0AAAAAAAAgGX/P6Kcl+U5VXycAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Facet along the columns to show a categorical variable using \"col\" parameter\n", - "plt.figure(figsize=(11,9))\n", - "sns.catplot(x=\"parental level of education\" , y = \"math score\", hue= \"test preparation course\",\n", - " col=\"lunch\", kind=\"strip\",palette=\"Set2\" , height=8, aspect=1 ,data=stdperf , split = True)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Box Plot" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### The box plot is a standardized way of displaying the distribution of data based on the five number summary: minimum, first quartile, median, third quartile, and maximum." - ] - }, - { - "cell_type": "code", - "execution_count": 840, - "metadata": {}, - "outputs": [], - "source": [ - "# Recover default matplotlib settings\n", - "mpl.rcParams.update(mpl.rcParamsDefault)\n", - "%matplotlib inline\n", - "sns.set_style(\"white\")" - ] - }, - { - "cell_type": "code", - "execution_count": 841, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
agesexbmichildrensmokerregioncharges
019female27.9000yessouthwest16884.92400
118male33.7701nosoutheast1725.55230
228male33.0003nosoutheast4449.46200
333male22.7050nonorthwest21984.47061
432male28.8800nonorthwest3866.85520
\n", - "
" - ], - "text/plain": [ - " age sex bmi children smoker region charges\n", - "0 19 female 27.900 0 yes southwest 16884.92400\n", - "1 18 male 33.770 1 no southeast 1725.55230\n", - "2 28 male 33.000 3 no southeast 4449.46200\n", - "3 33 male 22.705 0 no northwest 21984.47061\n", - "4 32 male 28.880 0 no northwest 3866.85520" - ] - }, - "execution_count": 841, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "insurance.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 842, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 842, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Simple boxplot\n", - "plt.figure(figsize=(8,6))\n", - "sns.boxplot(insurance.bmi)" - ] - }, - { - "cell_type": "code", - "execution_count": 848, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 848, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Vertical boxplot\n", - "sns.set_style(\"darkgrid\")\n", - "plt.figure(figsize=(8,6))\n", - "sns.boxplot(x= insurance.smoker , y= insurance.charges )" - ] - }, - { - "cell_type": "code", - "execution_count": 849, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 849, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#Explicit ordering using \"order\" parameter\n", - "plt.figure(figsize=(8,6))\n", - "sns.boxplot(x= insurance.smoker , y= insurance.charges , order = ['no' , 'yes'])" - ] - }, - { - "cell_type": "code", - "execution_count": 850, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
ticketrequestorRequestorSeniorityITOwnerFiledAgainstTicketTypeSeverityPrioritydaysOpenSatisfaction
0119291 - Junior50SystemsIssue2 - Normal0 - Unassigned31 - Unsatisfied
1215872 - Regular15SoftwareRequest1 - Minor1 - Low51 - Unsatisfied
239252 - Regular15Access/LoginRequest2 - Normal0 - Unassigned00 - Unknown
344134 - Management22SystemsRequest2 - Normal0 - Unassigned200 - Unknown
453181 - Junior22Access/LoginRequest2 - Normal1 - Low11 - Unsatisfied
\n", - "
" - ], - "text/plain": [ - " ticket requestor RequestorSeniority ITOwner FiledAgainst TicketType \\\n", - "0 1 1929 1 - Junior 50 Systems Issue \n", - "1 2 1587 2 - Regular 15 Software Request \n", - "2 3 925 2 - Regular 15 Access/Login Request \n", - "3 4 413 4 - Management 22 Systems Request \n", - "4 5 318 1 - Junior 22 Access/Login Request \n", - "\n", - " Severity Priority daysOpen Satisfaction \n", - "0 2 - Normal 0 - Unassigned 3 1 - Unsatisfied \n", - "1 1 - Minor 1 - Low 5 1 - Unsatisfied \n", - "2 2 - Normal 0 - Unassigned 0 0 - Unknown \n", - "3 2 - Normal 0 - Unassigned 20 0 - Unknown \n", - "4 2 - Normal 1 - Low 1 1 - Unsatisfied " - ] - }, - "execution_count": 850, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "helpdesk.head(5)" - ] - }, - { - "cell_type": "code", - "execution_count": 851, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(7,6))\n", - "sns.boxplot(helpdesk.daysOpen )\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 852, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 852, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(8,6))\n", - "sns.boxplot(x= helpdesk.FiledAgainst , y= helpdesk.daysOpen )" - ] - }, - { - "cell_type": "code", - "execution_count": 853, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 853, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(8,6))\n", - "sns.boxplot(x= fish.Species , y= fish.Weight)" - ] - }, - { - "cell_type": "code", - "execution_count": 854, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
genderrace/ethnicityparental level of educationlunchtest preparation coursemath scorereading scorewriting score
0femalegroup Bbachelor's degreestandardnone727274
1femalegroup Csome collegestandardcompleted699088
2femalegroup Bmaster's degreestandardnone909593
3malegroup Aassociate's degreefree/reducednone475744
4malegroup Csome collegestandardnone767875
5femalegroup Bassociate's degreestandardnone718378
6femalegroup Bsome collegestandardcompleted889592
7malegroup Bsome collegefree/reducednone404339
8malegroup Dhigh schoolfree/reducedcompleted646467
9femalegroup Bhigh schoolfree/reducednone386050
\n", - "
" - ], - "text/plain": [ - " gender race/ethnicity parental level of education lunch \\\n", - "0 female group B bachelor's degree standard \n", - "1 female group C some college standard \n", - "2 female group B master's degree standard \n", - "3 male group A associate's degree free/reduced \n", - "4 male group C some college standard \n", - "5 female group B associate's degree standard \n", - "6 female group B some college standard \n", - "7 male group B some college free/reduced \n", - "8 male group D high school free/reduced \n", - "9 female group B high school free/reduced \n", - "\n", - " test preparation course math score reading score writing score \n", - "0 none 72 72 74 \n", - "1 completed 69 90 88 \n", - "2 none 90 95 93 \n", - "3 none 47 57 44 \n", - "4 none 76 78 75 \n", - "5 none 71 83 78 \n", - "6 completed 88 95 92 \n", - "7 none 40 43 39 \n", - "8 completed 64 64 67 \n", - "9 none 38 60 50 " - ] - }, - "execution_count": 854, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "stdperf = pd.read_csv(\"studentp.csv\")\n", - "stdperf.head(10)" - ] - }, - { - "cell_type": "code", - "execution_count": 855, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0MAAAVHCAYAAACXgbPDAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3XtAlGXC/vFrhgEVRQFFy8wVzDJr1dK0tiJJXdOtNn0lxTLNDq8dLC0T08BTecjKLVvTDq6FScpq+3ZYdzXDyA5qbmVZluIJtUQFFESEmbl/f7DOTxNC0pmH4fl+/lFhuOfymZuZueZ+Dg5jjBEAAAAA2IzT6gAAAAAAYAXKEAAAAABbogwBAAAAsCXKEAAAAABbogwBAAAAsCXKEAAAAABbogwBAAAAsCXKEAAAAABbogwBAAAAsCWX1QGqy+v1yuMxVscAAAAAUEOFhoac1u2Crgx5PEYFBcVWxwAAAABQQ8XERJzW7dhNDgAAAIAtUYYAAAAA2BJlCAAAAIAtUYYAAAAA2BJlCAAAAIAtUYYAAAAA2BJlCAAAAIAtUYYAAAAA2BJlCAAAAIAtUYYAAAAA2BJlCAAAAIAtUYYAAAAA2BJlCAAAAIAt+a0Mff311xo8eLAkaefOnUpKStKgQYM0YcIEeb1eSdKLL76o/v37a+DAgdq4caO/ogAAAADAKfxShl555RU98cQTOnbsmCRp2rRpGjlypBYtWiRjjFatWqVNmzZp3bp1ysjI0HPPPadJkyb5IwoAAAAAVMjlj0Fbtmyp2bNna8yYMZKkTZs2qUuXLpKk+Ph4ffLJJ4qNjdU111wjh8Oh5s2by+PxKC8vT9HR0f6IFFCrV6/Shx+u9MvYBQX5kqTIyCi/jH/99T3VrVt3v4xtN8wDACcK1ucEng8A1GZ+KUO9evXS7t27ff82xsjhcEiS6tevr8LCQhUVFSkyMtJ3m+Nfr6oMhYQ4FBkZ7o/YZ014eJhcLv/sgXj8Ba9Jk8Z+GT88PKzGb99gwTwAcKJgfU7g+QBAbeaXMvRLTuf/f/I/cuSIGjZsqAYNGujIkSMnfT0iIqLKsTweo4KCYr/kPFu6dLlWXbpc65exU1PH/vfPqX4ZX1KN377BgnkA4ETB/JzA8wGAYBMTU3WvkAJUhtq1a6e1a9eqa9euysrK0pVXXqmWLVtq5syZuuuuu/Tzzz/L6/XWil3kAAAAKhOsu0tK7DKJ2ikgZSg5OVkpKSl67rnnFBcXp169eikkJESdO3fWgAED5PV6lZqaGogoAAAAtVJ+vn/LEFAb+a0MtWjRQkuWLJEkxcbGauHChafcZsSIERoxYoS/IgAAANQo3bp199vqyvHdJSdPnu6X8YHaiIuuAgAAALAlyhAAAAAAW6IMAQAAALAlyhAAAAAAWwrI2eQAAAAAlOMU6zUHZQgAAACoJTjFevVQhgAAAIAA4hTrNQfHDAEAAACwJcoQAAAAAFuiDAEAAACwJcoQAAAAAFviBAoA4Gf+OoUqp08FAODMUIYAIEhx+lQAAM4MZQgA/Mxfp1Dl9KkAAJwZjhkCAAAAYEuUIQAAAAC2RBkCAAAAYEuUIQAAAAC2RBkCAAAAYEuUIQAAAAC2RBkCAAAAYEuUIQAAAAC2RBkCAAAAYEuUIQAAAAC2RBkCAAAAYEuUIQAAAAC2RBkCAAAAYEuUIQAAAAC2RBkCAAAAYEuUIQAAAAC2RBkCAAAAYEuUIQAAAAC2RBkCAAAAYEuUIQAAAAC2RBkCAAAAYEuUIQAAAAC2RBkCAAAAYEuUIQAAAAC2RBkCAAAAYEuUIQAAAAC2RBkCAAAAYEuUIQAAAAC2RBkCAAAAYEuUIQAAAAC2RBkCAAAAYEuUIQAAAAC2RBkCAAAAYEuUIQAAAAC2RBkCAAAAYEuUIQAAAAC2RBkCAAAAYEuUIQAAAAC2RBkCAAAAYEuUIQAAAAC2RBkCAAAAYEuUIQAAAAC2RBkCAAAAYEuUIQAAAAC2RBkCAAAAYEuUIQAAAAC25LI6AADUBPPnv6wdO7ZZHaNatm8vz5uaOtbiJNXXqlWchg271+oYAACbC1gZKisr09ixY7Vnzx45nU5NmTJFLpdLY8eOlcPhUJs2bTRhwgQ5nSxWAQi8HTu26dsfN0qRViephpDyP77N3WhtjuoqsDoAAADlAlaGPvroI7ndbr311lv65JNP9Je//EVlZWUaOXKkunbtqtTUVK1atUo9e/YMVCQAOFmk5O3mtTpFredczYdeAICaIWBlKDY2Vh6PR16vV0VFRXK5XPrqq6/UpUsXSVJ8fLw++eQTyhAAwDLBuLukFLy7TLK7JACrBawMhYeHa8+ePerdu7fy8/M1d+5crV+/Xg6HQ5JUv359FRYWVjlOSIhDkZHh/o5bY7lc5Z+o2nkbgHngD8e3KQLD5XLWyPm7e/cOZW/6RudYHaSajm/JI5u+sTRHdfysmjsPghWvDZCYB9UVsDK0YMECXXPNNXr00Uf1008/aciQISorK/N9/8iRI2rYsGGV43g8RgUFxf6MWqO53eW78Nh5G4B54A/HtykCw+321sj563Z7dY6ku+SwOkqt95pMjZ0HwYrXBkjMg+NiYiJO63YB+yi0YcOGiogoD9WoUSO53W61a9dOa9eulSRlZWWpc+fOgYoDAAAAwOYCtjI0dOhQjRs3ToMGDVJZWZlGjRqlSy+9VCkpKXruuecUFxenXr16BSoO+4UHGPuFAwAAoKYJWBmqX7++nn/++VO+vnDhwkBFOMmOHdv07eYf5A2PtuT+fyuHt/wh27hrv8VJTp+zOM/qCAAAAMApbH3RVW94tEra3Wh1jFqv7nfvWR0BAAAAOAWnTwIAAABgS5QhAAAAALZEGQIAAABgS5QhAAAAALZEGQIAAABgS5QhAAAAALZEGQIAAABgS7a+zhAgSfPnv6wdO7ZZHaNatm8vz5uaOtbiJNXXqlWchg271+oYAAAAlCFgx45t2v7D12rZwGN1lNPWSA5JkmfPfyxOUj27ikKsjgAAAOBDGQIktWzg0ROdi6yOUes9+UUDqyMAAAD4cMwQAAAAAFuiDAEAAACwJcoQAAAAAFuiDAEAAACwJU6gAAAAAPxCMF56Qwrey29YdekNyhAAAADwCzt2bNMP332riLAge7vs8UqS9m7dbHGQ01dY6rbsvoPs0QUAAAACIyLMpS7NoqyOUeut25dv2X1zzBAAAAAAW2JlCAAkFRTkSwWSczWfEfldgVQQZt2ngAAAHMerPgAAAABbYmUIACRFRkZpd2mOvN28Vkep9ZyrnYqMZB98AID1KEMAAAAn4JTKgWXVKZUBiTIEAABwkh07tunHzT8qMryp1VGqJcRbR5KUu6vA4iSnr6A41+oIsDnKEAAAwC9EhjdVQtuBVseo9TI3v2V1BNgcJ1AAAAAAYEuUIQAAAAC2RBkCAAAAYEuUIQAAAAC2RBkCAAAAYEuUIQAAAAC2RBkCAAAAYEuUIQAAAAC2RBkCAAAAYEuUIQAAAAC2RBkCAAAAYEsuqwNYpaAgX87ig6r73XtWR6n1nMUHVVBg26kGAACAGoqVIQAAAAC2ZNuP6yMjo7TrsFsl7W60OkqtV/e79xQZGWV1jEoVFOQrrzBET37RwOootd7OwhBFF+RbHQMAAEASK0MAAAAAbMq2K0PAcZGRUYo4sl1PdC6yOkqt9+QXDRRSg1cJgYKCfB2Q9JqM1VFqvZ8kNWGlGIDFWBkCAAAAYEusDAEA8F+RkVEK3bNbd8lhdZRa7zUZ1WelGIDFWBkCAAAAYEuUIQAAAAC2RBkCAAAAYEuUIQAAAAC2xAkUAAAAgF8oKMhXYalb6/ZxCnh/Kyx1q8CiU+2zMgQAAADAllgZAgAAAH4hMjJKxQf2qUszTgHvb+v25SvSolPtszIEAAAAwJYoQwAAAABsiTIEAAAAwJYoQwAAAABsiRMoAAAAnKCgIF8FxfuVufktq6PUegXFuQorMFbHgI2xMgQAAADAllgZAgAAOEFkZJRKDzuU0Hag1VFqvczNbykyMtLqGLAxVoYAAAAA2BJlCAAAAIAtUYYAAAAA2BJlCAAAAIAt2foECs7iPNX97j2rY1SLo+yoJMmE1rM4yelzFudJirE6BgAAAHCSgJahefPm6cMPP1RZWZmSkpLUpUsXjR07Vg6HQ23atNGECRPkdAZmsapVq7iA3M/Ztn37NklSbMtgKhcxQbu9AQAAUHsFrAytXbtWX375pdLT03X06FHNnz9f06ZN08iRI9W1a1elpqZq1apV6tmzZ0DyDBt2b0Du52xLTR0rSZo8ebrFSQAAAIDgFrBjhtasWaMLL7xQDzzwgIYPH65u3bpp06ZN6tKliyQpPj5en376aaDiAAAAALC5gK0M5efna+/evZo7d652796t++67T8YYORwOSVL9+vVVWFhY5TghIQ5FRob7O26N5XKV91c7b4OzzeVyymN1CBtxuZw1cv4e/91CYDAPIDEPUI55AMm6eRCwMhQZGam4uDiFhYUpLi5OderU0c8//+z7/pEjR9SwYcMqx/F4jAoKiv0ZtUZzu72SZOttcLYd36YIDLfbWyPnL/MgsJgHkJgHKMc8gHT250FMTMRp3S5glbdTp076+OOPZYzRvn37dPToUV111VVau3atJCkrK0udO3cOVBwAAAAANhewlaGEhAStX79e/fv3lzFGqampatGihVJSUvTcc88pLi5OvXr1ClQc4CS7ikL05BcNrI5x2g6Vlu9e2ijMWJykenYVhSjW6hAAAAD/FdBTa48ZM+aUry1cuDCQEYBTBONpvw/99xTr0ecFV/ZYBef2BgAAtZOtL7oKSMF5mnVOsQ4AAHDmOE0GAAAAAFuiDAEAAACwJcoQAAAAAFuiDAEAAACwJU6gAADACX6W9JqC67T1Rf/9M3guEFC+nVtbHQKA7Z1WGdqxY4d27typiy66SM2aNZPD4fB3LgAAAi5YT/2e+9/T7TeLDZ78rRW82xtA7VFlGVq4cKFWrlypQ4cO6ZZbbtGuXbuUmpoaiGwAAARUMJ5qX+J0+wDwW1V5zND777+vBQsWKCIiQkOHDtXXX38diFwAAAAA4FdVliFjyvebPr5rXFhYmH8TAQAAAEAAVLmb3I033qjbbrtNe/fu1T333KMePXoEIhcABF6B5FwdRCfZLPnvn3UtTVF9BZKaWh0CAIDTKEN/+MMfdNVVV+nHH39UbGys2rZtG4hcABBQwXgg9/b/HjQf2zTIsjcNzu0NAKh9qixD48ePV3p6ulq35gSYAGqvYDxwnoPmAQA4M1WWofDwcE2dOlWxsbFyOst3HxkwYIDfgwEAAACAP1VZhi677DJJ0sGDB/0eBgAAAAACpcojhR988EFdeumlqlOnjtq2basHH3wwELkAAAAAwK+qXBl69tlntXPnTl1++eX6xz/+oQ0bNig5OTkQ2QAAACxRUJyrzM1vWR2jWkrKjkiS6obWtzjJ6SsozlVTRVodAzZWZRlav3693nqr/MlgyJAhuvXWW/0eCgAAwCrBerbD7dvzJElNW55ncZLT11SRQbu9UTtUWYbcbre8Xq+cTqeMMb6LrwIAANRGwXh2SYkzTAK/RZVlqE+fPkpKSlKHDh20ceNG9enTJxC5AAAAAEsVlrq1bl++1TGq5ZjHK0mqExI8FxEvLHVbdt9VlqFhw4bpmmuu0bZt2/Q///M/uuiiiwKRCwAAALBMsO6+d/yC3M1jgyu/Vdu7yjK0ZMkSbd26VePGjdOwYcN0880365ZbbglENgAAAMAS7C5pD1Wun6Wnp+vRRx+VJM2bN0/p6el+DwUAAAAA/lZlGXI6napTp44kKTQ0lBMoAAAAAKgVqtxNrnv37ho0aJDat2+vTZs26frrrw9ELgAAAADwqyrL0P3336+EhARt375dt9xyi9q2bRuIXAAAAADgV1XuJrdlyxaVlJSoefPmmjZtmj777LNA5AIAAAAAv6qyDE2YMEFhYWGaO3euRo0apRdffDEQuQAAAADAr6osQy6XS23atFFZWZk6duwoj8cTiFwAAAAA4FdVliGHw6FHH31U8fHx+uc//6l69eoFIhcAAAAA+FWVJ1CYNWuWvvnmG8XHx2vt2rWaNWtWIHIBAAAAgF9VWYaio6N13XXXSZKuvPJKvwcCAAAAgECocjc5AAAAAKiNKEMAAAAAbKnK3eRWr16tRYsWqaSkxPe1N954w6+hAAAAAMDfqixDzz//vB5//HE1adIkEHkAAAAAICCqLEONGjVSly5dApEFAAAAAAKm0jK0ePFiSVJoaKhSUlJ0ySWXyOFwSJIGDBgQmHQAAAAA4CeVlqH9+/dLkjp06CBJOnDgQGASAQAAAEAAVFqGHnzwQUnSnDlzdP/99/u+/uyzz/o/FQAAAAD4WaVlKCMjQ3//+9+VnZ2trKwsSZLX61VZWZkeffTRgAUEAAAAAH+otAz9+c9/1lVXXaV58+Zp+PDhkiSn06nGjRsHLBwAAAAA+EulF10NCwtTixYtlJqaqtzcXO3du1c5OTlasWJFIPMBAAAAgF9UeWrtESNGqKysTLm5ufJ4PGratKluvPHGQGQDAAAAAL+pdGXouKKiIr322mtq3769li1bpmPHjgUiFwAAAAD4VZVlyOUqXzw6evSo6tatq7KyMr+HAgAAAAB/q7IM9ezZUy+++KLatm2rW2+9VfXr1w9ELgAAAADwqyqPGbrtttt8f7/uuuvUqlUrf+YBAAAAgICosgx9+OGHpxwr9Morr/g1FAAAAAD4W5VlaMaMGZo8ebIaNWoUiDwAAAAAEBBVlqE2bdqoa9eugcgCAAAAAAFTZRnq3r27BgwYoLi4ON/Xpk2b5tdQAAAAAOBvVZahtLQ03X333YqIiAhEHgAAAAAIiCrLUJMmTdSnT59AZAEAAACAgKmyDNWtW1d33XWX2rVrJ4fDIUl65JFH/B4MAAAAAPypyjKUkJAQiBwAAAAAEFBVlqG+ffsGIgcAAAAABJTT6gAAAAAAYAXKEAAAAABbogwBAAAAsCXKEAAAAABbogwBAAAAsKWAl6GDBw/quuuuU3Z2tnbu3KmkpCQNGjRIEyZMkNfrDXQcAAAAADYV0DJUVlam1NRU1a1bV5I0bdo0jRw5UosWLZIxRqtWrQpkHAAAAAA2VuV1hs6mGTNmaODAgXr55ZclSZs2bVKXLl0kSfHx8frkk0/Us2fPQEYCAL9bvXqVPvxw5Vkfd/v2bZKk1NSxZ31sSbr++p7q1q27X8YGAKAmCFgZWrZsmaKjo3Xttdf6ypAxRg6HQ5JUv359FRYWVjlOSIhDkZHhfs1ak7lc5Yt5dt4GYB4Em/DwMN9jdjY1bhwtSX4ZWyrPzRwLDjwnQGIeoBzzoHoCVoaWLl0qh8Ohzz77TN9//72Sk5OVl5fn+/6RI0fUsGHDKsfxeIwKCor9GbVGc7vLj6uy8zYA8yDYdOlyrbp0udbqGL8Jcyw48JwAiXmAcsyDcjExEad1u4CVoTfffNP398GDB2vixImaOXOm1q5dq65duyorK0tXXnlloOIAAAAAsDlLT62dnJys2bNna8CAASorK1OvXr2sjAMAAADARgJ6AoXj0tLSfH9fuHChFREAAAAA2BwXXQUAAABgS5QhAAAAALZEGQIAAABgS5QhAAAAALZkyQkUajt/XW1e4orzAAAAwNlCGQoyUVFRVkcAAAAAagXKkB9069ad1RUAAACghuOYIQAAAAC2RBkCAAAAYEuUIQAAAAC2RBkCAAAAYEucQAHwE06xDgAAULNRhoAgxCnWAQAAzhxlCPATTrEOAABQs3HMEAAAAABbogwBAAAAsCXKEAAAAABbogwBAAAAsCXKEAAAAABbogwBQSg/P08pKcnKz8+zOgoAAEDQogwBQSgjI13ff79JGRlvWR0FAAAgaFGGgCCTn5+nzMwPZIxRZuZKVocAAAB+I8oQEGQyMtLl9XolSV6vl9UhAACA34gyBASZrKzVcrvdkiS3262srEyLEwEAAAQnyhAQZOLju8nlckmSXC6X4uMTLE4EAAAQnChDQJBJTEyS01n+q+t0OpWYONDiRAAAAMGJMgQEmaioaCUk9JDD4VBCQk9FRUVbHQkAACAouawOAKD6EhOTlJOzi1UhAACAM0AZAoJQVFS0pkyZYXUMAACAoMZuckEmPz9PKSnJXFsGAAAAOEOUoSCTkZGu77/fxLVlAAAAgDNEGQoi+fl5ysz8QMYYZWauZHUIAAAAOAOUoSCSkZEur9crSfJ6vawOAQAAAGeAMhREsrJWy+12S5LcbreysjItTgSrcOwYAADAmaMMBZH4+G5yucpPAOhyuRQfn2BxIliFY8cAAADOHGUoiCQmJsnpLH/InE4n15ixKY4dAwAAODsoQ0EkKipaCQk95HA4lJDQU1FR0VZHggU4dgwAAODsoAwFmcTEJF188SWsCtkYx44BAACcHZShIBMVFa0pU2awKmRjHDsGAABwdrisDgCgehITk5SZ+YEkjh0DgGCzevUqffjhSr+MvX37NklSaupYv4x//fU91a1bd7+MDViFlSEgyHDsGACgIlFRUYqKirI6BhBUWBkCglBiYpJycnaxKgQAQaZbt+6srgA1CGUICELHjx0DAADAb0cZAgAgAIL1WBGOEwFQm1GGAAAIchwnAgC/DWUIAIAA4FgRAKh5OJscAAAAAFuiDAEAAACwJcoQAAAAAFuiDAEAAACwJYcxxlgdojrKyjwqKCi2OgYAAECNkp+fp+eem6FHHklWVFS01XHwKwJxqv3Y2Di/jB8sp9uPiYk4rduxMgQAAFALZGSk6/vvNykj4y2ro8BCUVFRnG6/GlgZAgAACHL5+Xm6//67VFpaqrCwMM2Z8xqrQ7A1VoYAAABsIiMjXV6vV5Lk9XpZHQJOE2UICEL5+XlKSUlWfn6e1VEAADVAVtZqud1uSZLb7VZWVqbFiYDgQBkCghD7hQMAThQf300ul0uS5HK5FB+fYHEiIDhQhoAgk5+fp8zMD2SMUWbmSlaHAABKTEyS01n+ts7pdCoxcaDFiYDgQBkCggz7hQMAfikqKloJCT3kcDiUkNCTkycAp4kyBAQZ9gsHAFQkMTFJF198CatCQDVQhoAgw37hAICKREVFa8qUGawKAdVAGQKCDPuFAwAAnB2UISDIsF84AADA2eEK1B2VlZVp3Lhx2rNnj0pLS3Xffffpggsu0NixY+VwONSmTRtNmDDB94k3gMolJiYpJ2cXq0IAAABnwGGMMYG4o6VLl2rz5s0aP3688vPz1bdvX7Vt21Z33nmnunbtqtTUVF177bXq2bPnr45TVuZRQUFxICIDAAAACEIxMRGndbuALcPccMMNevjhh33/DgkJ0aZNm9SlSxdJUnx8vD799NNAxQGCWn5+nlJSkrnGEAAAwBkI2G5y9evXlyQVFRXpoYce0siRIzVjxgw5HA7f9wsLC6scJyTEocjIcL9mBWq6BQvm6fvvN+mdd/6uhx8eaXUcAACAoBSwMiRJP/30kx544AENGjRIN910k2bOnOn73pEjR9SwYcMqx/B4DLvJwdby8/P073//S8YY/etfy3Xzzf05iQIAAMAJatxucgcOHNCwYcP02GOPqX///pKkdu3aae3atZKkrKwsde7cOVBxgKCVkZEur9crSfJ6vcrIeMviRAAAAMEpYGVo7ty5Onz4sObMmaPBgwdr8ODBGjlypGbPnq0BAwaorKxMvXr1ClQcIGhlZa2W2+2WJLndbmVlZVqcCAAA1BQcV1w9ATub3NnC2eRgdy+//FetWrVCbrdbLpdL3bv30r333m91LAAAUAO8/PJftWLFcv3xj31s/f6gxu0mB+DsSExM8l2Py+l0cq0hAAAgqXxVKDPzAxljlJm5ktWh00AZAoJMVFS0EhJ6yOFwKCGhJydPAAAAkjiu+LegDAFBKDExSRdffAmrQgAAwIfjiquPMgQEoaioaE2ZMoNVIQAA4BMf300uV/mVc1wul+LjEyxOVPNRhgAAAIBagOOKq48yBAAAANQCHFdcfS6rAwAAAAA4OxITk5STs4tVodPEdYYAAAAA1CpcZwgAAAAAfgVlCAAAAIAtUYYAAAAA2BJlCAAAAIAtUYYAAAAA2BJlCAAAAIAtUYYAAAAA2BJlCAAAAIAtUYYAAAAA2BJlCAAAAIAtUYYAAAAA2BJlCAAAAIAtUYYAAAAA2BJlCAAAAIAtUYYAAAAA2BJlCAAAAIAtUYYAAAAA2BJlCAAAAIAtUYYAAAAA2BJlCAAAAIAtUYYAAAAA2BJlCAAAAIAtUYYAAAAA2BJlCAAAAIAtUYYAAAAA2BJlCAAAoBbIz89TSkqy8vPzrI4CBA3KEAAAQC2QkZGu77/fpIyMt6yOAgQNyhAAAECQy8/PU2bmBzLGKDNzJatDwGmiDAEAAAS5jIx0eb1eSZLX62V1CDhNlCEAAIAgl5W1Wm63W5LkdruVlZVpcSIgOFCGAAAAglx8fDe5XC5JksvlUnx8gsWJgOBAGQIAAAhyiYlJcjrL39Y5nU4lJg60OBEQHChDAAAAQS4qKloJCT3kcDiUkNBTUVHRVkcCgoLL6gAAAAA4c4mJScrJ2cWqEFANDmOMsTpEdZSVeVRQUGx1DAAAAAA1VExMxGndjt3kAAAAANgSZQgAAACALVGGAAAAANgSZQgAAACALVGGAAAAANgSZQgAAACALVGGAAAAANgSZQgAAACALVGGAAAAANgSZQgAAACALVGGAAAAANgSZQgAAACALVGGAAAAANgSZQgAAACALVGGAAAAANgSZQgAAACALVGGAAAAANgSZQgAAACoJfLz85SSkqz8/DyrowQFy8uQ1+tVamqqBgwYoMGDB2vnzp1WRwIAAACCUkZGur7/fpMyMt6yOkpQsLwMffDBByotLdXixYv16KOPavr06VZHAgAAAIJOfn6eMjM/kDFGmZkrWR06DZaXoQ0bNujaa6+VJHXs2FHffvutxYkAAACA4JORkS6v1yupfO8rVoeq5rI6QFFRkRo0aOD7d0hIiNxut1yuiqOFhDgUGRkeqHgAAABAUPj449Vyu92SJLfbrY9hpmtMAAAgAElEQVQ/ztSYMaMtTlWzWV6GGjRooCNHjvj+7fV6Ky1CkuTxGBUUFAciGgAAABA0rr22m1atWuFbWLj22gTbvm+OiYk4rdtZvpvc5ZdfrqysLEnSV199pQsvvNDiRAAAAEDwSUxMktNZ/vbe6XQqMXGgxYlqPsvLUM+ePRUWFqaBAwdq2rRpevzxx62OBAAAAASdqKhoJST0kMPhUEJCT0VFRVsdqcZzGGOM1SGqo6zMY9vlPgAAAODX5Ofn6bnnZuiRR5JtXYZOdzc5yhAAAACAWiVojhkCAAAAACtQhgAAAADYEmUIAAAAgC1RhgAAAADYEmUIAAAAgC1RhgAAAADYEmUIAAAAgC1RhgAAAADYEmUIAAAAgC1RhgAAAADYEmUIAAAAgC1RhgAAAADYksMYY6wOAQAAAACBxsoQAAAAAFuiDAEAAACwJcoQAAAAAFuiDAEAAACwJcoQAAAAAFuiDAEAAACwJcpQBZYtW6ZnnnnmN//82rVrNWrUqLN+2927d+v666+vdp5bb71Vu3fvrvbPIfgdn8u7d+/WrbfeanUcVGDhwoWnfduxY8dq2bJl1Ro/KytLY8eOrW4sWGTUqFEqLS2t9PsrV67Uvn37Kv3+4MGDtXbt2mrdZ3p6umbPnl2tn0H1VfbeoqrH/Oqrrz4r9z927FhlZWWd0RjXX3+9jh07dlbyoPoqmgvLli3TqlWrKv2Zs/G4S9V7v1qZ2bNnKz09/YyznG2UoSDSuHFjnXPOOVbHAHAWvfTSS6d92yZNmqhp06Z+TAOrzZo1S2FhYZV+/4033lBRUVGl32eOBJ+qHnPg1/Tr10/du3e3OkZQc1kdoKb66quvNGTIEBUVFWnEiBHq1q2b/vWvf+nNN9/03eb5559XZGSknnzySW3cuFFlZWUaMWKEIiIitHPnTt19993Ky8tTQkKCRowYoR9++EFPPvmkJCkyMlJTp0496T7feecdvf766woLC1OrVq00efJkvfvuu1q6dKm8Xq8eeughvfDCC5LKm/6uXbt07Ngx3XXXXerTp89JY82aNUsff/yxzjnnHOXn50uSCgsLNX78eN+/n3jiCV100UXKyMjQm2++qUaNGik0NNQ31on3W1BQoAULFsjpdKpTp04aPXp0pePZ0fbt2/X444/L5XIpJCRETz/9tJo1a6bp06drw4YNkqQbb7xRQ4YM0dixY+VyubR3716VlpaqT58+yszM1E8//aQ5c+aoZcuWevbZZ7V+/XoZYzR06FD17t37pPvLyMhQenq6vF6vunfvrhEjRlQ4fyqybt06zZo1SyEhITr//PM1efJkeTwejRkzRrm5uTr33HO1fv16rVmzpsI5GxER4d+NWcMtW7ZMmZmZKikp0f79+3XHHXdo1apV2rJli8aMGaMePXpo4cKFWrFihdxutyIiIjR79mzt2bPnlDmybNkyHTp0SBMnTtT48eM1YcIE7dy5U16vVyNHjlTXrl114403qlWrVgoLC9PEiRNVt25dbdiwQTNmzJDL5VLDhg31zDPPqEGDBr6M2dnZGjdunOrVq6d69eqpUaNGkqTly5ef8nucl5en0aNHq7S0VLGxsfr888+1cuXKk+530qRJFf6uVzRebVRUVKTx48ersLBQ+fn5SkxM1KBBg/Tmm2/qH//4h5xOpy6//HIlJydrxYoVeuWVV+RyuXTeeefp6aefVlFRkR577DEVFRXJ4/Ho4Ycf1lVXXaXMzEy9+OKLkqR27dpp0qRJ6tGjh5YvX66dO3dq+vTp8nq9Onz4sJ544gkdPnxY33//vZKTk7Vo0SItXrxY7733nhwOh/r06aM77rhDKSkpioqKqjCH0/n/P//84osvNHXqVDVq1EhOp1MdO3aUJKWlpZ0y5s6dO33PW+edd5727NmjtLQ0JSQkKC4uTnFxcRo2bJhSUlJ07Ngx1alTR1OmTNG5555b4Xh29vXXX2vYsGHKy8tTUlKSBgwYoOuvv17Lly/Xzz//XOF2Li0t1aOPPqq9e/cqMjJSL7zwgkJDQ31jVjQPd+zYoSeeeEJlZWWqW7euZs2aJUlavHixXn31VRUVFWnixIlq37695s+fr/fff18ul0udO3fWY489psOHD1c4Z3GyQL/2VzQX5s6dqyZNmmjgwIGaNGmSvv32WzVp0kR79uzxfdhW0eP+a/+HmJiY035v+91332nKlCkKCQnx/e43b968wnlVYxmcYunSpebuu+82Xq/XHDhwwCQkJBiPx2NeeuklU1xcbIwxJiUlxfzf//2fWbFihRk5cqQxxpjc3Fzz3HPPmc8//9z06dPHHDt2zBQXF5suXboYY4xJTEw0W7ZsMcYYs2TJEt9tR44cafLy8kyPHj1MYWGhMcaYp556yqSlpZmlS5ea4cOHn5SvsLDQdOvWzRw8eNAcPHjQvPPOOyd9/4cffjBJSUnG4/GYwsJCc9VVV5mcnBzz9NNPmzfffNMYY8z27dvNwIEDzcGDB80f//hHU1xcbNxutxk0aJBZunTpSfebn59vevfu7fu/jx492qxZs6bC8exq4cKFZvLkyaa0tNR8+umn5ocffjAffviheeCBB4zX6zWlpaWmf//+ZvPmzSY5OdnMmTPHGFM+j2bMmGGMMeb55583f/vb38zq1at9c6qkpMTcfPPN5tChQ777OnDggOnZs6c5evSo8Xg85qmnnjK7d++udP7MnDnT5OTkmMTEROP1es0f//hHc+DAAWOMMbNmzTKLFy82CxYs8OXYunWradu2rTGm4jlrd0uXLjV33nmnMcaY9957z/Tv3994vV7z2Wefmfvuu894PB4ze/Zs4/F4jDHGDBs2zHzxxRcVzhFjjPnDH/5gjDHmzTffNE8//bQxxpi8vDzTp08fY4wxCQkJZtOmTSdlmD59unn55ZeNx+MxK1euNHv27Dnp+yNGjDBr1qwxxhgzb948k5ycXOnv8VNPPWUWLlxojDFmzZo1JiEh4ZT7reh3vbLxaqNvv/3W/Pvf/zbGGPPzzz+bnj17GmOM6devn/nyyy+NMeWPX1lZmRkxYoR57733jDHGvP322+bQoUNm+vTpZsGCBb6fT0hIMMeOHTMJCQm+38XZs2ebPXv2mISEBFNSUmLef/99s3nzZmOMMe+8844ZP368McaY22+/3WzdutVs2bLFDBw40LjdbuPxeMzgwYNNdna2L3NFOU7Ur18/s23bNmOMMampqeaFF16odMz777/frF692hhjzOLFi83tt99ujDHmoosuMnl5ecYYYx5++GHfbT799FPzyCOPVJnRbpYuXWqGDh1qvF6vycnJMb179zbGGN9jXtl2bteuncnJyTHGlD/+X3/99UnjVjQPhw8fbj766CNjjDHvv/+++fjjj01ycrL561//6ssyYcIEs3nzZtO/f39TWlpqvF6veeCBB8yHH35Y4Zz1eDy+rCgXyNd+YyqeCy+88IJZtGiRWblypXn44YeNMcYcPHjQdOrUyeTk5FT4uFf1f6jOe9u+ffua7777zhhjzMqVK82IESMqnVfHs9Y0rAxVolOnTnI4HGrcuLEiIiJUUFCgxo0bKzk5WfXr19e2bdvUsWNHbd++3feJWkxMjEaNGqW1a9eqTZs2vmVvl6t8M2dnZ2vSpEmSpLKyMsXGxvruLycnRxdccIHv090rrrhCa9asUYcOHU66nSQ1aNBAKSkpSklJUVFRkW6++eaTvr9161ZdeumlcjqdatCggS688EJJ0o8//qjPP/9cy5cvlyQdPnxYu3btUuvWrVWvXj1J0mWXXeYb5/j97tq1S3l5ebr33nslSUeOHFFOTk6F49lV//799corr+juu+9WRESERo0apezsbHXu3FkOh0OhoaHq0KGDsrOzJZV/CixJDRs2VFxcnO/vpaWl+vHHH7Vp0yYNHjxYkuR2u7V37141bNhQUvlcadOmjerWrStJGjdunDZu3Fjp/DlRXl6ecnNzNXLkSElSSUmJrr76auXl5Sk+Pl6S1Lp1a0VHR0v69TlrZxdffLEkKSIiQq1bt5bD4VCjRo107NgxOZ1OhYaG6pFHHlF4eLh+/vlnud3uCufIiX788Udt2LBBGzdulFT+uB9fifnldh8+fLjmzp2rIUOGqFmzZid9yidJW7Zs8X3t8ssv17Zt2yr9Pc7Ozlbfvn0lSZ07dz5pnOP3W9lzR0Xj1UZNmjTR66+/rhUrVqhBgwZyu92SpGnTpmn+/Pl65pln1LFjRxlj9Pjjj2vevHlKT09XXFycevTooezsbN10002SpGbNmqlBgwbav3+/GjZsqMaNG0uSHnzwwZPus2nTppozZ47q1q2rI0eOnLTyJ5U/Jnv37tXQoUMlSYcOHdKuXbt8zycV5TjRvn37fI/v5Zdfrl27dlU6ZnZ2tu+1oVOnTnr33XclSVFRUYqKivLlmTdvnl599VUZYxQaGlplRjtq166dHA6HYmJiVFJSctL3KtvOjRo1UosWLSSVz8WjR4+e9HMVzcPt27f7xjq+t8d7772nSy65xDdOSUmJtm3bpg4dOvhWmjp37qwtW7ZUOGfz8vL8sUmCWiBf+6VfnwvH35dKUnR09Em/Z7983Kv6P1TnvW1ubq7vNfGKK67Qs88+W+m8qqk4ZqgS33zzjSRp//79Ki4uVmhoqF544QXNmjVLTz75pOrUqSNjjOLi4ny3LSws1F133SVJcjgcp4wZGxurGTNmKC0tTY899piuu+463/datGih7OxsFRcXSyrflen4C9WJuzZI5RNv06ZN+utf/6qXX35ZM2fO9L04H7+fjRs3yuv1qri4WFu3bpUkxcXFaejQoUpLS9Nf/vIX3XTTTWrZsqW2bdumkpISeb1e3xuxE++3RYsWOvfcczV//nylpaXp9ttvV4cOHSocz65WrVqlTp066fXXX9cNN9ygV199Va1bt/Ytk5eVlenLL7/U7373O0kVz4/j4uLi1LVrV6Wlpen1119X7969fU9+knyP2fEDbh966CE1bty40vlzoqioKJ1zzjmaM2eO0tLSNHz4cHXt2lUXXnihvvzyS0nl5ffEN+GVzVk7+7XHb/Pmzfrggw/0l7/8RSkpKfJ6vTLGVDhHJMkYI6n8cf/Tn/6ktLQ0vfLKK7rhhht8u7f98jng3XffVd++fZWWlqY2bdpoyZIlJ30/Li7O93h+++23kir/PT7xsf/qq69OGuf4/Vb0u17ZeLXR/Pnz1bFjRz3zzDO64YYbfI/ZkiVLNGnSJC1cuFDff/+9vvzySy1evFgjRozwnRhj5cqVat26tb744gtJ5SXk8OHDiomJ0eHDh1VQUCBJvl1Sjnvqqaf00EMPacaMGbrwwgt99+lwOHyvPRdccIHeeOMNpaWlqV+/fr4PviRVmONEMTExvjdox1/DKhvzxDny9ddf+8Y4cV7GxcVp9OjRSktL06RJk9SrV68qM9rRrz13VLadf+1npIrnYevWrX2P6zvvvKO0tLQKx4qLi9PGjRvldrtljNH69esVGxtb4ZyNjIys/n+4lgvka39VP9+mTRvfc/ihQ4e0Y8eO0/q5iv4P1Xlv27RpU23evFmStH79erVq1arSeVVTsTJUiZKSEt1xxx0qLi7W5MmT1aBBA11++eXq27evwsPD1bBhQ+Xm5qpfv3767LPPlJSUJI/HowceeKDSMSdOnKjk5GR5PB5J5S92ubm5kspb/IgRI3THHXfI6XSqZcuWGj16tN5///1TxomJidH+/ft1yy23KDw8XMOGDfM1dKn8U+sbbrhB/fv3V9OmTX2fPA4fPlzjx4/XkiVLVFRUpAcffFDR0dG65557NGjQIEVGRurYsWNyuVwnlavo6GgNHTpUgwcPlsfj0XnnnafevXtXOJ5dXXrppXrsscc0e/ZsOZ1OPf7447rkkku0bt06DRgwQGVlZbrhhht8n878muuvv17r1q3ToEGDVFxcrB49epz0qfDxx+z222+Xw+FQQkKCzjvvvNOaP06nU+PHj9e9994rY4zq16+vp59+WpdddpnGjh2r2267Tc2bN1edOnUkVTxn8et+97vfqV69eurXr5/CwsIUExOj3NxcdezY8ZQ5IpWvxI0ePVpTp07VE088odtvv11FRUUaNGjQKSXouN///vcaO3aswsPDFRoaesrxYRMmTNCoUaP02muvKTo6WnXq1Kn09/iee+7RmDFjtHz5cjVt2vSk55LjKnvuqGi82ighIUETJ07Uu+++q8jISIWEhKi0tFQXXXSR+vfvr6ioKDVr1kwdOnRQUVGR7rzzTkVGRqp+/frq1q2bEhISNG7cOP373/9WSUmJJk+erLCwME2YMEH/+7//K6fTqXbt2un3v/+97z5vvvlm3X///b4T5xz/gOKyyy7TmDFjNH/+fF111VVKSkpSaWmp2rdvr2bNmvl+vn379qfkONHMmTN9ezrUr19fjRo1Utu2bSscc/To0Ro3bpzmz5+viIiICudIcnKyJk6cqGPHjqmkpETjx4+vdDxU7HS2c0UqmodjxoxRamqqXnrpJdWtW1czZ87Upk2bKvzZ3r17KykpSV6vV506dVKPHj10xRVXnDJnTzePnQTytb8q3bp1U1ZWlgYOHKgmTZqobt26Jx1bVp3/Q7t27U77ve2TTz6pKVOmyBijkJAQTZ06Veeff36F8+p4aappHOb4x02wJbfbrVdeeUX33XefJOm2227TyJEjdcUVV1icDIH0n//8R8XFxbrmmmu0Y8cO3X333frggw+sjoUA+OijjxQVFaX27dvr008/1dy5c/XGG29YHQs1yDvvvKMOHTrod7/7nTIyMvSf//xH06ZNszpWrcN2xpnIzs7W5s2b9ac//Un5+fm68cYblZmZyZkKTwM13+ZcLpeOHj2qvn37KjQ0VO3btz/luAHUfueff74eeeQRvfjii3K73UpNTbU6EgKkRYsWGjdunEJCQuT1ejV+/HirI6GGOffcczVq1CjVq1dPTqfzlDOh4uxgO+NMnHvuuXrmmWf0+uuvy+PxaPTo0RSh08TKEAAAAABb4gQKAAAAAGyJMgQAAADAlihDAAAAAGyJMgQAOCM//PCD1q9fX+n3165de8pFZiv62m919dVXn9btPB6P7rrrLiUlJenQoUN+uY+qHDt2TBkZGZKkZcuWadWqVWdlXADAb0MZAgCckRUrVvgu7lyT7d+/X/n5+UpPT/dd0NaKDMfLUL9+/dS9e3dLcgAAynFqbQCopY6vPBQVFSk/P18PPPCAevXqpX/961968803fbd7/vnntWXLFj3zzDMKDQ3VrbfequbNm2vWrFkKCQnR+eefr8mTJ+vdd9/VRx99pJKSEu3atUv33HOPrr76ar399tsKDQ3VJZdcor17954ydlWWL1+uBQsWyOl0qlOnTho9erT69eunF154QS1atNDy5cu1YcMGPfzwwxo/frzvAqRPPPGELrroogrHfOedd/T6668rLCxMrVq10uTJk5WSkqIdO3YoNTX1pAvV/vDDD3ryySclSZGRkZo6darCw8OVkpKirVu36vzzz1dpaakkaezYserTp4/i4+OVlZWlf/7zn5o+fboyMjKUnp4ur9er7t27a8SIEVq4cKFWrFght9utiIgIzZ49W3PnztXWrVv14osvyhijJk2aKCkpSdOnT/ddtf7GG2/UkCFDNHbsWIWFhWnPnj3Kzc3V9OnTT+vijQCA08fKEADUYsXFxfrb3/6m+fPna/r06XK73dqxY4defvllpaWlKTY2VmvWrJFUvgvXokWL9Oc//1kpKSl68cUXtXDhQjVr1kxvv/22JKmoqEjz5s3TSy+9pJdfflnNmjVT3759NXToULVv377SsStTUFCg2bNna8GCBUpPT9e+ffv0ySefqH///vrHP/4hSXr77bd16623au7cubryyiuVlpamKVOmaOLEiRWOmZ+fr9mzZ+v1119Xenq6IiIitHjxYk2YMEEXXHDBSUVIklJSUjRhwgSlpaUpPj5er776qrKysnTs2DEtWbJEjz76qI4ePVrp/+HgwYN65ZVXtGjRIi1btkyFhYUqKipSQUGBFixYoEWLFsntduubb77R8OHDdcEFF+jBBx/0/XxmZqZ2796tJUuWaNGiRXrvvff0ww8/SJKaN2+u1157TYMHD9bixYt//cEGAFQbK0MAUItdccUVcjqdatKkiRo2bKi8vDw1btxYycnJql+/vrZt26aOHTtKkmJjYyVJeXl5ys3N1ciRIyVJJSUluvrqq9WyZUu1bdtWUvkF/o6vlpyosrErs2vXLuXl5enee++VJB05ckQ5OTm6+eablZSUpMTERBUVFenCCy/Ujz/+qM8//1zLly+XJB0+fLjCMXNycnTBBReoQYMGvm2wZs0adevWrcLbZ2dna9KkSZKksrIyxcbGasuWLWrfvr2k8kJy7rnnnvJzxy/Tl5OTozZt2qhu3bqSpHHjxkmSQkND9cgjjyg8PFw///yz3G53pfffuXNnORwOhYaGqkOHDsrOzpYkXXzxxZKkc845R//5z39+ZUsCAH4LyhAA1GKbNm2SJB04cEBFRUWqV6+eXnjhBa1evVqSdOedd/re1Dud5TsLREVF6ZxzztGcOXMUERGhVatWKTw8XD/99JMcDscp9+FwOOT1elVYWFjp2JVp0aKFzj33XM2fP1+hoaFatmyZLr74YjVo0ECXXnqppk2bpn79+kmS4uLidPPNN+umm27SwYMHfcfeVDRmdna2iouLFR4ernXr1vmKXkViY2M1Y8YMNW/eXBs2bND+/fvlcrn0/vvva8iQIdq3b5/27dsnSQoLC9P+/fslSd99950kqWXLltq2bZtKS0sVFhamhx56SLfffrs++OADZWRk6OjRo+rXr5+MMXI6nfJ6vSfdf+vWrbVs2TINHTpUZWVl+vLLL9W3b1/ftgUA+A9lCABqsQMHDmjIkCEqLCzUhAkT1KBBA11++eXq27evwsPD1bBhQ+Xm5qpFixa+n3E6nRo/frzuvfdeGWNUv359Pf300/rpp58qvI9LL71UTz/9tFq3bl3l2L8UHR2toUOHavDgwfJ4PDrvvPPUu3dvSVJiYqLuvvtuTZ06VZI0fPhwjR8/XkuWLFFRUdFJu5r9cswRI0bojjvukNPpVMuWLTV69GhfifmliRMnKjk5WR6PR5L01FNPKTY2Vhs2bFBiYqKaN2+uqKgoX6Zx48bp3XffVatWrXz3d8899+j222+Xw+FQQkKCfv/736tevXrq16+fwsLCFBMTo9zcXF122WUqKyvTzJkzfStJCQkJWrdunQYMGKCysjLdcMMNHBsEAAHiMFV9bIf/x96dx0dV3f8ff89kARMCk0hAFJEEcKEWUDb90eZLWIpY9VsQFKgIovWLIrKIJAWSAKKyCRVcEJSCYRF4gP2ClgoiGJEKiFQUASGA7GsSSYgkmZnz+yNlvlISBwKZm8l9Pf8JZOae88m9Z+7Me85dACAoLVu2THv37tWwYcOsLgUAgAqJCygAAAAAsCVmhgAAAADYEjNDAAAAAGyJMAQAAADAlghDAAAAAGyJMAQAAADAlghDAAAAAGyJMAQAAADAlghDAAAAAGyJMAQAAADAlghDAAAAAGyJMAQAAADAlghDAAAAAGyJMAQAAADAlghDAAAAAGyJMAQAAADAlghDAAAAAGyJMAQAAADAlghDAAAAAGyJMAQAAADAlghDAAAAAGyJMAQAAADAlghDAAAAAGyJMAQAAADAlghDAAAAAGyJMAQAAADAlghDAAAAAGyJMAQAAADAlghDAAAAAGyJMAQAAADAlghDAAAAAGyJMAQAAADAlghDAAAAAGyJMAQAAADAlghDAAAAAGyJMAQAAADAlghDAAAAAGyJMAQAAADAlghDAAAAAGyJMAQAAADAlghDAAAAAGyJMAQAAADAlghDAAAAAGyJMAQAAADAlghDAAAAAGyJMAQAAADAlghDAAAAAGyJMAQAAADAlghDAAAAAGwp1OoCLpfX65XHY6wuAwAAAEAFFRYWcknPC7ow5PEY5eTkW10GAAAAgAoqNjbqkp7HYXIAAAAAbIkwBAAAAMCWCEMAAAAAbIkwBAAAAMCWCEMAAAAAbIkwBAAAAMCWCEMAAAAAbIkwBAAAAMCWCEMAAAAAbIkwBAAAAMCWCEMAAAAAbIkwBAAAAMCWyi0Mff311+rdu7ck6YcfflDPnj3Vq1cvpaWlyev1SpJee+01devWTT169NC2bdvKqxQAAAAAuEi5hKFZs2Zp1KhRKigokCS9/PLLGjx4sBYsWCBjjNasWaPt27dr06ZNWrJkiaZMmaIxY8aURykAAAAAUKLQ8mi0Xr16mj59uoYPHy5J2r59u1q1aiVJSkhI0Oeff664uDj95je/kcPh0PXXXy+Px6OsrCzFxMSUR0kVxrp1a/TJJ6vLvHxOTrYkyeWKLnMb7dp1VNu27cu8PK4c4wBSxRgHEmPBalc6DiT2CUBlUhHeG+y0PyiXMNSpUycdOnTI939jjBwOhyQpMjJSubm5ysvLk8vl8j3n/O/9haGQEIdcrojyKDsgIiLCFRpa9gm58wO8Zs1rr6iGYF6HlQHjAFLFGAfn62AsWOdKx4HEPgGoTCrCe4Od9gflEob+k9P5fxv07Nmzql69uqpVq6azZ89e8PuoqCi/bXk8Rjk5+eVSZyC0avVbtWr12zIvn5qa/O+fL11RHcG8DisDxgGkijMOJMaCla50HEjsE4DKpKK8NwT7/iA21n+ukAJ0NbnGjRtr48aNkqSMjAy1aNFCd955p9avXy+v16sjR47I6/VW+kPkAAAAAFQcAZkZSkpKUkpKiqZMmaL4+Hh16tRJISEhatGihR5++GF5vV6lpqYGohQAAIAKh3PHAGuUWxiqW7euFi9eLEmKi4vTvHnzLnrOwIEDNXDgwPIqAfk688sAACAASURBVAAAwDays6/ORVUAOwnIzBAAAABK17Zt+yuekTl/rsjYseOvRkmALQTknCEAAAAAqGgIQwAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsKdTqAgAgWM2ePVP79++1rP99+4r7Tk1NtqwGSapfP179+j1paQ0AAJQFYQgAymj//r369vttksuiAkKKf3x7YptFBUjKsa5rAACuFGEIAK6ES/K29VpdhWWc6zjaGgAQvHgXAwAAAGBLhCEAAAAAtkQYAgAAAGBLhCEAAAAAtkQYAgAAAGBLXE3uMlh9TxGpYtxXhHuKAAAAoDIgDF2G/fv36tudu+SNiLGsBoe3eJNtO3DSkv6d+VmW9AsAAABcbYShy+SNiNG5xvdZXYZlqn73gdUlAAAAAFcF5wwBAAAAsCXCEAAAAABbIgwBAAAAsCXCEAAAAABb4gIKAABcAW67UIzbLgAIRoQhAACuwP79e5W5/RtdZ2ENEf/+eXb7N5b0f8ySXgHgygUsDBUVFSk5OVmHDx+W0+nUCy+8oNDQUCUnJ8vhcKhRo0ZKS0uT08mRewCA4HKdpMflsLoMy7wjY3UJAFAmAQtDn376qdxut9577z19/vnn+stf/qKioiINHjxYrVu3VmpqqtasWaOOHTsGqiQAAAAANhawaZi4uDh5PB55vV7l5eUpNDRU27dvV6tWrSRJCQkJ2rBhQ6DKAQAAAGBzAZsZioiI0OHDh9W5c2dlZ2drxowZ2rx5sxyO4sMKIiMjlZub67edkBCHXK4Iv88rD6GhHMInFa8Hq7ZBRfH6668pM3OPZf2fP1l77NgRltUgSQ0aNNSAAc9YWoOV2CcUs/s+gXFQzO7joCI4PxbZDvbGOLg8AQtDc+bM0W9+8xs999xzOnr0qPr06aOioiLf42fPnlX16tX9tuPxGOXk5JdnqaVyu72W9FvRuN1ey7ZBRbFr1/fat+tr1avmsaT/6qb4S4SCH760pH9JOpAXYvuxwD6hGOOAcSAxDiqC82OR7WBvjINisbFRl/S8gIWh6tWrKywsTJJUo0YNud1uNW7cWBs3blTr1q2VkZGhu+66K1DlAFesXjWPRrXIs7oMy4z7sprVJQAAAFyRgIWhvn37asSIEerVq5eKioo0ZMgQ3X777UpJSdGUKVMUHx+vTp06BaocAAAA4KrivmPFgum+YwELQ5GRkXr11Vcv+v28efMCVQIAAABQbvbv36td332rqHALb+XpKT5M7sienZZ0n1votqTfsuKmqwAAAMBVEhUeqla1o60uwzKbjmdbXcJl4RI4AAAAAGyJMAQAAADAlghDAAAAAGyJMAQAAADAlghDAAAAAGyJMAQAAADAlghDAAAAAGyJMAQAAADAlghDAAAAAGyJMAQAAADAlkKtLgAAglVOTraUIznX2fh7pRwpJzzb6ioAACgTG7+DAwAAALAzZoYAoIxcrmgdKjwob1uv1aVYxrnOKZcr2uoyAAAoE2aGAAAAANgSYQgAAACALRGGAAAAANgSYQgAAACALXEBBQAAgCs0e/ZM7d+/19Ia9u0r7j81NdmyGurXj1e/fk9a1j9wuQhDAAAAV2j//r36fuf3ckXUsqyGEG8VSdKJAzmW9J+Tf8KSfoErQRgCAAC4ClwRtZR4aw+ry7DM2p3vWV0CcNk4ZwgAAACALRGGAAAAANgSYQgAAACALXHO0GXIycmWM/+0qn73gdWlWMaZf1o5OQwbAAAABD9mhgAAAADYEl/xXwaXK1oHzrh1rvF9VpdimarffSCXK9rqMgCgwsjJydYpSe/IWF2KZY5KqpmTbXUZAHDZmBkCAAAAYEvMDAEAcAVcrmiFHT6kx+WwuhTLvCOjSI4aABCEmBkCAAAAYEuEIQAAAAC2RBgCAAAAYEuEIQAAAAC2RBgCAAAAYEtcTQ4og5ycbGXlhmjcl9WsLsUyP+SGKIb7igAAgCDGzBAAAAAAW2JmCCgDlytaUWf3aVSLPKtLscy4L6sphPuKAACAIMbMEAAAAABbIgwBAAAAsCXCEAAAAABbIgwBAAAAsCXCEAAAAABbIgwBAAAAsCXCEAAAAABbIgwBAAAAsCXCEAAAAABbIgwBAAAAsCXCEAAAAABbIgwBAAAAsKVQqwsAAAAAKoOcnGzlFrq16Xi21aVYJrfQrZyc4Pn7mRkCAAAAYEvMDAEAAABXgcsVrfxTx9WqdrTVpVhm0/FsuVzB8/czMwQAAADAlpgZAgAAuEI5OdnKyT+ptTvfs7oUy+Tkn1B4jrG6DOCyMDMEAAAAwJaYGQKAK5EjOddZ9L3SuX//rGpN95KkHEm1LOwfqCBcrmgVnnEo8dYeVpdimbU735PL5bK6DOCyEIYAoIzq14+3tP99+/ZKkuJqWVhHLevXAwAAZeU3DHk8Hi1btkxHjx5V69at1ahRI8XExASiNgCo0Pr1e9LS/lNTkyVJY8eOt7QOAACCld9jO1JTU3XkyBF9/vnnOnv2rJKSkgJRFwAAAACUK79h6MCBAxo0aJCqVKmidu3aKTc3NxB1AQAAAEC58huGPB6PsrKyJEl5eXlyOrkAHQAAAIDg5/ecoSFDhqhnz546efKkHn74YY0cOTIQdQEAAABAufIbho4ePaqPPvpIWVlZio6OlsPhCERdAAAAAFCu/B7ztnjxYklSTEwMQQgAAABApeF3ZqiwsFB/+MMfFBcXJ4fDIYfDoVdeeSUQtQEAAABAufEbhoYNGxaIOgAAAAAgoPyGocaNG+v1119XZmam6tevr6effjoQdVVYzvwsVf3uA8v6dxT9JEkyYddY0r8zP0tSrCV9AwAAAFeT3zA0YsQItWzZUg888IA2bdqk5ORkzZgxIxC1VTj168dbXYL27dsrSYqrZ1Ugia0Q6wEAAAC4Un7DUHZ2tnr37i1Juu222/TRRx+Ve1EVVb9+T1pdglJTkyVJY8eOt7gSAAAAILj5vZpcQUGBTp48KUk6deqUvF5vuRcFAAAAAOXN78zQoEGD1KNHD0VFRSkvL08vvPBCIOoCAAAAgHLlNwy1adNG6enpqlq1qg4dOqQmTZoEoi4AAAAAKFd+D5NLTU3V3/72N8XExGj58uUaN25cIOoCAAAAgHLlNwzt2LHDdzntUaNGaceOHeVeFAAAAACUN7+HyRljlJ2drejoaJ05c0YejycQdQEAEDSOSXpHxrL+8/79s5pF/R+T1MCivgHgSvgNQwMGDNCDDz4ol8ulM2fOKC0tLRB1AQAQFCrCvddO/PsedLXjrKmlgSrGegCAy+U3DCUmJiohIUHZ2dlyuVwKDfW7SKneeustffLJJyoqKlLPnj3VqlUrJScny+FwqFGjRkpLS5PT6ffIPQAAKgzuQQcAwctv8li5cqX+8Y9/6LPPPlNCQoLeeeedMnW0ceNGbd26VQsXLlR6erqOHTuml19+WYMHD9aCBQtkjNGaNWvK1DYAAAAAXC6/0zyzZ8/WzJkzNXToUK1bt079+vXT448/ftkdrV+/XjfffLMGDBigvLw8DR8+XIsXL1arVq0kSQkJCfr888/VsWPHy/8rAAscyAvRuC+tOUL/x0KHJKlGuHXnKBzIC1GcZb0DAABcOb9hqEqVKpKkyMhIhYeH6+zZs2XqKDs7W0eOHNGMGTN06NAhPfXUUzLGyOFw+NrPzc31205IiEMuV0SZaqgMQkOLJ/PsvA4qgltuudm3LaxwZs8eSVKtmxpaVkMjSQ0aNGQsWoj9Ac5jLFjPyveEiiQ01Gnrccg4KBZM48BvGKpbt64efPBBpaSk6LXXXivzTVddLpfi4+MVHh6u+Ph4ValSRceOHfM9fvbsWVWvXt1vOx6PUU5OfplqqAzcbq8k2XodVAR//GM/S/s/f35AaupLltYhMRatxP4A5zEWrHd+G9id2+219ThkHBSrCOMgNjbqkp7nNwyNHz9eZ8+eVWRkpG6//XbFxsaWqaDmzZvr3Xff1WOPPaYTJ07op59+0t13362NGzeqdevWysjI0F133VWmtgEAAADgcl3SpeEiIyMlqcxBSCq+Kt3mzZvVrVs3GWOUmpqqunXrKiUlRVOmTFF8fLw6depU5vYBAAAA4HKU/TrZZTB8+PCLfjdv3rxAlgAAAAAAki7h0toAAAAAUBn5nRn67W9/q6ysLEVHRysnJ0fh4eGqWbOm0tLS1KZNm0DUCAAAAABXnd+ZoZYtW2rFihVav369/v73v6tDhw6aNWuWXn311UDUBwAAAADlwm8YOnbsmOLj4yVJ9erV09GjR3XTTTcpJCSk3IsDAAAAgPLi9zC52NhYTZ48WXfccYe2bt2qmjVr6vPPP1dYWFgg6gMAAACAcuF3ZmjixImqVauWMjIyVKdOHY0fP14RERGaMmVKIOoDAAAAgHLhd2YoPDxczZo102233SZJ2rZtm1q2bFnuhQEAAABAefIbhp555hllZ2erTp06MsbI4XAQhgAAAAAEPb9h6PTp03rvvfcCUQsAAAAABIzfMBQXF6fjx4+rdu3agagHAAAACFq5hW5tOp5tWf8FHq8kqUqI30sDlIvcQrcl/ZaV3zC0ZcsWJSYmKiYmxve79evXl2tRAAAAQLCpXz/e6hK0b99eSdL1cdbVUhHWw6XyG4ZWrVoViDoAAACAoNav35NWl6DU1GRJ0tix4y2uJDiUGobeeOMNPf300xo6dKgcDscFj73yyivlXhgAAAAAlKdSw1C7du0kST169AhYMQAAAAAQKKWGoZ07d2rnzp2BrAUAAAAAAqbUMJSZmSlJ+vrrr1W1alXdcccd+uabb+R2u/WHP/whYAUCAAAAQHkoNQw999xzkqTHH39cM2fO9P2+X79+5V8VAAAAAJQzvxcgz8rK0pkzZyRJ2dnZysnJKfeiAAAAAKC8+b20dv/+/fXggw+qWrVqysvL00svvRSIugAAAACgXPkNQ506dVKnTp10+vRpuVwuhYSEBKIuAACAoJKTf0Jrd75nWf/nis5KkqqGRVrSf07+CdWSy5K+gbLyG4bWrFmjBQsWqKioSMYY5eTkaMWKFYGoDQAAICjUrx9vdQnaty9LklSr3g2W9F9LrgqxHoDL4TcMvf7660pJSdF7772n1q1ba8OGDYGoCwAAIGj06/ek1SUoNTVZkjR27HiLKwGCh98LKERHR+uOO+6QJHXt2lXHjh0r96IAAAAAoLz5DUNhYWHavHmz3G63PvvsM508eTIQdQEAAABAufIbhsaMGSO3262nnnpKixcv1rPPPhuIugAAAACgXPk9Z6h27drau3evvvrqKw0YMEBxcXGBqAsAAAAAypXfMDRlyhQdO3ZMmZmZCgsL08yZMzVlypRA1AYAAAAA5cbvYXJbtmzRxIkTFRERoS5duujQoUOBqAsAAAAAypXfMOTxeFRQUCCHwyGPxyOn0+8iAAAAAFDh+T1Mrm/fvuratauysrLUvXt3PfbYY4GoCwAAAADKld8w5HK5tGDBAv3www+qW7euYmJiAlEXAAAAAJQrv8e8TZ8+XTVq1FCTJk0IQgAAAAAqDb8zQw6Hw3dJ7fPnCw0dOrTcCwMAAACA8uQ3DD344IOBqAMAAAAAAspvGOrSpUsg6gAAAACAgOI62QAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsiTAEAAAAwJYIQwAAAABsKdTqAgDArtatW6NPPlld5uX37dsrSUpNTb6iOtq166i2bdtfURsAAAQjwhAABKno6GirSwAAIKgRhgDAIm3btmdGBgAAC3HOEAAAAABbYmYowCrCOQKcHwAAAAAQhoIO5wgAAAAAV0fAw9Dp06fVtWtXzZ49W6GhoUpOTpbD4VCjRo2UlpYmp7NyH7nHOQIAAABAxRDQ5FFUVKTU1FRVrVpVkvTyyy9r8ODBWrBggYwxWrNmTSDLAQAAAGBjAQ1DEyZMUI8ePVSrVi1J0vbt29WqVStJUkJCgjZs2BDIcgAAAADYWMAOk1u2bJliYmL029/+VjNnzpQkGWPkcDgkSZGRkcrNzfXbTkiIQy5XRLnWClR0oaHF32PwWgAgsU9AMcYBJMbB5QpYGFq6dKkcDof++c9/aseOHUpKSlJWVpbv8bNnz6p69ep+2/F4jHJy8suzVKDCc7u9ksRrAYAk9gkoxjiAxDg4LzY26pKeF7AwNH/+fN+/e/furdGjR2vSpEnauHGjWrdurYyMDN11112BKgcAAACAzVl66bakpCRNnz5dDz/8sIqKitSpUycrywEAAABgI5bcZyg9Pd3373nz5llRAgAAAACbq9w39QEAAACAUhCGAAAAANgSYQgAAACALVlyzhBgd+vWrdEnn6wu8/L79u2VJKWmJpe5jXbtOqpt2/ZlXh4AACDYEYaAIBQdHW11CQAAAEGPMARYoG3b9szKAAAAWIxzhgAAAADYEmEIAAAAgC0RhgAAAADYEmEIAAAAgC0RhgAAAADYEmEIAAAAgC0RhgAAAADYEmEIAAAAgC0RhgAAAADYEmEIAAAAgC0RhgAAAADYEmEIAAAAgC0RhgAAAADYEmEIAAAAgC0RhgAAAADYEmEIAAAAgC0RhgAAAADYEmEIAAAAgC0RhgAAAADYEmEIAAAAgC0RhgAAAADYEmEIAAAAgC0RhgAAAADYEmEIAAAAgC0RhgAAAADYEmEIAAAAgC2FWl0AAAB2tm7dGn3yyeoramPfvr2SpNTU5DK30a5dR7Vt2/6K6gCAYEMYAgAgyEVHR1tdAgAEJcIQAAAWatu2PTMyAGARzhkCAAAAYEuEIQAAAAC2RBgCAAAAYEuEIQAAAAC2RBgCAAAAYEuEIQAAAAC2RBgCAAAAYEuEISAIZWdnKSUlSdnZWVaXAgAAELQIQ0AQWrJkoXbs2K4lS96zuhQAAICgRRgCgkx2dpbWrv1YxhitXbua2SEAAIAyIgwBQWbJkoXyer2SJK/Xy+wQAABAGRGGgCCTkbFObrdbkuR2u5WRsdbiigAAAIITYQgIMgkJbRUaGipJCg0NVUJCosUVAQAABCfCEBBkunfvKaez+KXrdDrVvXsPiysCAAAIToQhIMhER8coMbGDHA6HEhM7Kjo6xuqSAAAAglKo1QUAuHzdu/fUwYMHmBUCAAC4AoQhIAhFR8fohRcmWF0GAABAUOMwOQAAAAC2xMwQAAAAUEGsW7dGn3yyuszL79u3V5KUmppc5jbateuotm3bl3n5YEIYAgAAACqJ6Ohoq0sIKoQhAAAAoIJo27a9bWZlKgLOGQIAAABgS4QhAAAAALZEGAIAAABgS4QhAAAAALZEGAIAAABgSw5jjLG6iMtRVORRTk6+1WUAAABcNVd6bxnp/+4vExcXX+Y27HR/GVRusbFRl/Q8Lq0NAABQCXB/GeDyMTMEBKHs7CxNmTJBQ4cmKTo6xupyAAAAKpRLnRninCEgCC1ZslA7dmzXkiXvWV0KAABA0CIMAUEmOztLa9d+LGOM1q5drezsLKtLAgAACEqEISDILFmyUF6vV5Lk9XqZHQIAACgjwhAQZDIy1sntdkuS3G63MjLWWlwRAABAcCIMAUEmIaGtQkOLLwQZGhqqhIREiysCAAAIToQhIMh0795TTmfxS9fpdKp79x4WVwQAABCcCENAkImOjlFiYgc5HA4lJnbk0toAAABlxE1XgSDUvXtPHTx4gFkhAACAK8BNVwEAAABUKtx0FQAAAAB+AWEIAAAAgC0RhgAAAADYUsAuoFBUVKQRI0bo8OHDKiws1FNPPaWGDRsqOTlZDodDjRo1Ulpamu+SwQAAAABQngIWhpYvXy6Xy6VJkyYpOztbXbp00a233qrBgwerdevWSk1N1Zo1a9SxY8dAlQQAAADAxgI2DXPPPfdo0KBBvv+HhIRo+/btatWqlSQpISFBGzZsCFQ5AAAAAGwuYDNDkZGRkqS8vDw9++yzGjx4sCZMmCCHw+F7PDc31287ISEOuVwR5VorAAAAgMovoDddPXr0qAYMGKBevXrp/vvv16RJk3yPnT17VtWrV/fbhsdjuM8QAAAAgFJVuPsMnTp1Sv369dPzzz+vbt26SZIaN26sjRs3SpIyMjLUokWLQJUDAAAAwOYcxhgTiI7GjRunlStXKj4+3ve7kSNHaty4cSoqKlJ8fLzGjRunkJCQX2ynqMjDzBAAAACAUl3qzFDAwtDVQhgCAAAA8Esq3GFyAAAAAFCREIYAAAAA2BJhCAAAAIAtEYYAAAAA2BJhCAAAAKgksrOzlJKSpOzsLKtLCQqEIQAAAKCSWLJkoXbs2K4lS96zupSgQBgCAAAAKoHs7CytXfuxjDFau3Y1s0OXgDAEAAAAVAJLliyU1+uVJHm9XmaHLgFhCAAAAKgEMjLWye12S5LcbrcyMtZaXFHFRxgCAAAAKoGEhLYKDQ2VJIWGhiohIdHiiio+whAAAABQCXTv3lNOZ/HHe6fTqe7de1hcUcVHGAIAAAAqgejoGCUmdpDD4VBiYkdFR8dYXVKFF2p1AQAAAACuju7de+rgwQPMCl0ihzHGWF3E5Sgq8ignJ9/qMgAAAABUULGxUZf0PA6TAwAAAGBLhCEAAAAAtkQYAgAAAGBLhCEAAAAAtkQYAgAAAGBLhCEAAAAAtkQYAgAAAGBLhCEAAAAAtkQYAgAAAGBLhCEAAAAAtkQYAgAAAGBLDmOMsboIAAAAAAg0ZoYAAAAA2BJhCAAAAIAtEYYAAAAA2BJhCAAAAIAtEYYAAAAA2BJhCAAAAIAtEYYAAAAA2BJhqATLli3T5MmTy7z8xo0bNWTIkKv+3EOHDqldu3aXXc9DDz2kQ4cOXfZyCH7nx/KhQ4f00EMPWV0OSjBv3rxLfm5ycrKWLVt2We1nZGQoOTn5csuCRYYMGaLCwsJSH1+9erWOHz9e6uO9e/fWxo0bL6vPhQsXavr06Ze1DC5faZ8t/G3zNm3aXJX+k5OTlZGRcUVttGvXTgUFBVelHly+ksbCsmXLtGbNmlKXuRrbXbq8z6ulmT59uhYuXHjFtVxthKEgcu211+q6666zugwAV9Gbb755yc+tWbOmatWqVY7VwGpTp05VeHh4qY+/++67ysvLK/Vxxkjw8bfNgV/StWtXtW/f3uoyglqo1QVUVP/617/Up08f5eXlaeDAgWrbtq3+8Y9/aP78+b7nvPrqq3K5XBo3bpy2bdumoqIiDRw4UFFRUfrhhx/0xBNPKCsrS4mJiRo4cKB27dqlcePGSZJcLpdeeumlC/pcvny55s6dq/DwcNWvX19jx47VihUrtHTpUnm9Xj377LOaNm2apOKkf+DAARUUFOjxxx/Xvffee0FbU6dO1WeffabrrrtO2dnZkqTc3FyNHDnS9/9Ro0bplltu0ZIlSzR//nzVqFFDYWFhvrZ+3m9OTo7mzJkjp9Op5s2ba9iwYaW2Z0f79u3Tn//8Z4WGhiokJEQTJ05U7dq1NX78eG3ZskWSdN9996lPnz5KTk5WaGiojhw5osLCQt17771au3atjh49qjfeeEP16tXTK6+8os2bN8sYo759+6pz584X9LdkyRItXLhQXq9X7du318CBA0scPyXZtGmTpk6dqpCQEN14440aO3asPB6Phg8frhMnTqhOnTravHmz1q9fX+KYjYqKKt+VWcEtW7ZMa9eu1blz53Ty5Ek9+uijWrNmjXbv3q3hw4erQ4cOmjdvnlatWiW3262oqChNnz5dhw8fvmiMLFu2TD/++KNGjx6tkSNHKi0tTT/88IO8Xq8GDx6s1q1b67777lP9+vUVHh6u0aNHq2rVqtqyZYsmTJig0NBQVa9eXZMnT1a1atV8NWZmZmrEiBG65pprdM0116hGjRqSpJUrV170Os7KytKwYcNUWFiouLg4ffHFF1q9evUF/Y4ZM6bE13pJ7VVGeXl5GjlypHJzc5Wdna3u3burV69emj9/vv72t7/J6XTqzjvvVFJSklatWqVZs2YpNDRUN9xwgyZOnKi8vDw9//zzysvLk8fj0aBBg3T33Xdr7dq1eu211yRJjRs31pgxY9ShQwetXLlSP/zwg8aPHy+v16szZ85o1KhROnPmjHbs2KGkpCQtWLBAixYt0gcffCCHw6F7771Xjz76qFJSUhQdHV1iCVrymQAAIABJREFUHU7n/33/+eWXX+qll15SjRo15HQ61axZM0lSenr6RW3+8MMPvv3WDTfcoMOHDys9PV2JiYmKj49XfHy8+vXrp5SUFBUUFKhKlSp64YUXVKdOnRLbs7Ovv/5a/fr1U1ZWlnr27KmHH35Y7dq108qVK3Xs2LES13NhYaGee+45HTlyRC6XS9OmTVNYWJivzZLG4f79+zVq1CgVFRWpatWqmjp1qiRp0aJFevvtt5WXl6fRo0erSZMmmj17tj788EOFhoaqRYsWev7553XmzJkSxywuFOj3/pLGwowZM1SzZk316NFDY8aM0bfffquaNWvq8OHDvi/bStruv/Q3xMbGXvJn2++++04vvPCCQkJCfK/966+/vsRxVWEZXGTp0qXmiSeeMF6v15w6dcokJiYaj8dj3nzzTZOfn2+MMSYlJcX87//+r1m1apUZPHiwMcaYEydOmClTppgvvvjC3HvvvaagoMDk5+ebVq1aGWOM6d69u9m9e7cxxpjFixf7njt48GCTlZVlOnToYHJzc40xxrz44osmPT3dLF261PTv3/+C+nJzc03btm3N6dOnzenTp83y5csveHzXrl2mZ8+exuPxmNzcXHP33XebgwcPmokTJ5r58+cbY4zZt2+f6dGjhzl9+rT53e9+Z/Lz843b7Ta9evUyS5cuvaDf7Oxs07lzZ9/fPmzYMLN+/foS27OrefPmmbFjx5rCwkKzYcMGs2vXLvPJJ5+YAQMGGK/XawoLC023bt3Mzp07TVJSknnjjTeMMcXjaMKECcYYY1599VXz17/+1axbt843ps6dO2ceeOAB8+OPP/r6OnXqlOnYsaP56aefjMfjMS+++KI5dOhQqeNn0qRJ5uDBg6Z79+7G6/Wa3/3ud+bUqVPGGGOmTp1qFi1aZObMmeOrY8+ePebWW281xpQ8Zu1u6dKl5rHHHjPGGPPBBx+Ybt26Ga/Xa/75z3+ap556yng8HjN9+nTj8XiMMcb069fPfPnllyWOEWOM+X//7/8ZY4yZP3++mThxojHGmKysLHPvvfcaY4xJTEw027dvv6CG8ePHm5kzZxqPx2NWr15tDh8+fMHjAwcONOvXrzfGGPPWW2+ZpKSkUl/HL774opk3b54xxpj169ebxMTEi/ot6bVeWnuV0bfffms++ugjY4wxx44dMx07djTGGNO1a1ezdetWY0zx9isqKjIDBw40H3zwgTHGmPfff9/8+OOPZvz48WbOnDm+5RMTE01BQYFJTEz0vRanT59uDh8+bBITE825c+fMhx9+aHbu3GmMMWb58uVm5MiRxhhjHnnkEbNnzx6ze/du06NHD+N2u43H4zG9e/c2mZmZvppLquPnunbtavbu3WuMMSY1NdVMmzat1Daffvpps27dOmOMMYsWLTKPPPKIMcaYW265xWRlZRljjBk0aJDvORs2bDBDhw71W6PdLF261PTt29d4vV5z8OBB07lzZ2OM8W3z0tZz48aNzcGDB40xxdv/66+/vqDdksZh//79zaeffmqMMebDDz80n332mUlKSjKvv/66r5a0tDSzc+dO061bN1NYWGi8Xq8ZMGCA+eSTT0ocsx6Px1crigXyvd+YksfCtGnTzIIFC8zq1avNoEGDjDHGnD592jRv3twcPHiwxO3u72+4nM+2Xbp0Md99950xxpjVq1ebgQMHljquztda0TAzVIrmzZvL4XDo2muvVVRUlHJycnTttdcqKSlJkZGR2rt3r5o1a6Z9+/b5vlGLjY3VkCFDtHHjRjVq1Mg37R0aWryaMzMzNWbMGElSUVGR4uLifP0dPHhQDRs29H2727JlS61fv15Nmza94HmSVK1aNaWkpCglJUV5eXl64IEHLnh8z549uv322+V0OlWtWjXdfPPNkqTvv/9eX3zxhVauXClJOnPmjA4cOKAGDRrommuukSTdcccdvnbO93vgwAFlZWXpySeflCSdPXtWBw8eLLE9u+rWrZtmzZqlJ554QlFRURoyZIgyMzPVokULORwOhYWFqWnTpsrMzJRU/C2wJFWvXl3x8fG+fxcWFur777/X9u3b1bt3b0mS2+3WkSNHVL16dUnFY6VRo0aqWrWqJGnEiBHatm1bqePn57KysnTixAkNHjxYknTu3Dm1adNGWVlZSkhIkCQ1aNBAMTExkn55zNrZbbfdJkmKiopSgwYN5HA4VKNGDRUUFMjpdCosLExDhw5VRESEjh07JrfbXeIY+bnvv/9eW7Zs0bZt2yQVb/fzMzH/ud779++vGTNmqE+fPqpdu/YF3/JJ0u7du32/u/POO7V3795SX8eZmZnq0qWLJKlFixYXtHO+39L2HSW1VxnVrFlTc+fO1apVq1StWjW53W5J0ssvv6zZs2dr8uTJatasmYwx+vOf/6y33npLCxcuVHx8vDp06KDMzEzdf//9kqTatWurWrVqOnnypKpXr65rr71WkvTMM89c0GetWrX0xhtvqGrVqjp79uwFM39S8TY5cuSI+vbtK0n68ccfdeDAAd/+pKQ6fu748eO+7XvnnXfqwIEDpbaZmZnpe29o3ry5VqxYIUmKjo5WdHS0r5633npLb7/9towxCgsL81ujHTVu3FgOh0OxsbE6d+7cBY+Vtp5r1KihunXrSioeiz/99NMFy5U0Dvft2+dr6/zRHh988IF+9atf+do5d+6c9u7dq6ZNm/pmmlq0aKHdu3eXOGazsrLKY5UEtUC+90u/PBbOfy6VpJiYmAteZ/+53f39DZfz2fbEiRO+98SWLVvqlVdeKXVcVVScM1SKb775RpJ08uRJ5efnKywsTNOmTdPUqVM1btw4ValSRcYYxcfH+56bm5urxx9/XJLkcDguajMuLk4TJkxQenq6nn/+ef3Xf/2X77G6desqMzNT+fn5kooPZTr/RvXzQxuk4oG3fft2vf7665o5c6YmTZrke3M+38+2bdvk9XqVn5+vPXv2SJLi4+PVt29fpaen6y9/+Yvuv/9+1atXT3v37tW5c+fk9Xp9H8R+3m/dunVVp04dzZ49W+np6XrkkUfUtGnTEtuzqzVr1qh58+aaO3eu7rnnHr399ttq0KCBb5q8qKhIW7du1U033SSp5PFxXnx8vFq3bq309HTNnTtXnTt39u38JPm22fkTbp999llde+21pY6fn4uOjtZ1112nN954Q+np6erfv79at26tm2++WVu3bpVUHH5//iG8tDFrZ7+0/Xbu3KmPP/5Yf/nLX5SSkiKv1ytjTIljRJKMMZKKt/vvf/97paena9asWbrnnnt8h7f95z5gxYoV6tKli9LT09WoUSMtXrz4gsfj4+N92/Pbb7+VVPrr+Ofb/l//+tcF7Zzvt6TXemntVUazZ89Ws2bNNHnyZN1zzz2+bbZ48WKNGTNG8+bN044dO7R161YtWrRIAwcO9F0YY/Xq1WrQoIG+/PJLScUh5MyZM4qNjdWZM2eUk5MjSb5DUs578cUX9eyzz2rChAm6+eabfX06HA7fe0/Dhg317rvvKj09XV27dvV98SWpxDp+LjY21vcB7fx7WGlt/nyMfP311742fj4u4+PjNWzYMKWnp2vMmDHq1KmT3xrt6Jf2HaWt519aRip5HDZo0MC3XZcvX6709PQS24qPj9e2bdvkdrtljNHmzZsVFxdX4ph1uVyX/wdXcoF87/e3fKNGjXz78B9//FH79++/pOVK+hsu57NtrVq1tHPnTknS5s2bVb9+/VLHVUXFzFApzp07p0cffVT5+fkaO3asqlWrpjvvvFNdunRRRESEqlevrhMnTqhr16765z//qZ49e8rj8WjAgAGltjl69GglJSXJ4/FIKn6zO3HihKTiFD9w4EA9+uijcjqdqlevnoYNG6YPP/zwonZiY2N18uRJ/eEPf1BERIT69evnS+hS8bfW99xzj7p166ZatWr5vnns37+/Ro4cqcWLFysvL0/PPPOMYmJi9Kc//Um9evWSy+VSQUGBQkNDLwhXMTEx6tu3r3r37i2Px6MbbrhBnTt3LrE9u7r99tv1/PPPa/r06XI6nfrzn/+sX/3qV9q0aZMefvhhFRUV6Z577vF9O/NL2rVrp02bNqlXr17Kz89Xhw4dLvhW+Pw2e+SRR+RwOJSYmKgbbrjhksaP0+nUyJEj9eSTT8oYo8jISE2cOFF33HGHkpOT9cc//lHXX3+9qlSpIqnkMYtfdtNNN+maa65R165dFR4ertjYWJ04cULNmjW7aIxIxTNxw4YN00svvaRRo0bpkUceUV5ennr16nVRCDrv17/+tZKTkxUREaGwsLCLzg9LS0vTkCFD9M477ygmJkZVqlQp9XX8pz/9ScOHD9fKlStVq1atC/Yl55W27yipvcooMTFRo0eP1ooVK+RyuRQSEqLCwkLdcsst6tatm6Kjo1W7dm01bdpUeXl5euyxx+RyuRQZGam2bdsqMTFRI0aM0EcffaRz585p7NixCg8PV1pamv7nf/5HTqdTjRs31q9//Wtfnw888ICefvpp34Vzzn9Bcccdd2j48OGaPXu27r77bvXs2VOFhYVq0qSJateu7Vu+SZMmF9Xxc5MmTfId6RAZGakaNWro1ltvLbHNYcOGacSIEZo9e7aioqJKHCNJSUkaPXq0CgoKdO7cOY0cObLU9lCyS1nPJSlpHA4fPlypqal68803VbVqVU2aNEnbt28vcdnOnTurZ8+e8nq9at68uTp06KCWLVteNGYvtR47CeR7vz9t27ZVRkaGevTooZo1a6pq1aoXnFt2OX9D48aNL/mz7bhx4/TCCy/IGKOQkBC99NJLuvHGG0scV+dDU0XjMOe/boItud1uzZo1S0899ZQk6Y9//KMGDx6sli1bWlwZAumrr75Sfn6+fvOb32j//v164okn9PHHH1tdFgLg008/VXR0tJo0aaINGzZoxowZevfdd60uCxXI8uXL1bRpU910001asmSJvvrqK7388stWl1XpsJ5xJTIzM7Vz5079/ve/V3Z2tu677z6tXbuWKxVeAmK+zYWGhuqnn35Sly5dFBYWpiZNmlx03gAqvxtvvFFDhw7Va6+9JrfbrdTUVKtLQoDUrVtXI0aMUEhIiLxer0aOHGl1Sahg6tSpoyFDhuiaa66R0+m86EqouDpYz7gSderU0eTJkzV37lx5PB4NGzaMIHSJmBkCAAAAYEtcQAEAAACALRGGAAAAANgSYQgAAACALRGGAABXZNeuXdq8eXOpj2/cuPGim8yW9LuyatOmzSU9z+Px6PHHH1fPnj31448/lksf/hQUFGjJkiWSpGXLlmnNmjVXpV0AQNkQhgAAV2TVqlW+mztXZCdPnlR2drYWLlzou6GtFTWcD0Ndu3ZV+/btLakDAFCMS2sDQCV1fuYhLy9P2dnZGjBggDp16qR//OMfmj9/vu95r776qnbv3q3JkycrLCxMDz30kK6//npNnTpVISEhuvHGGzV27FitWLFCn376qc6dO6cDBw7oT3/6k9q0aaP3339fYWFh+tWvfqUjR45c1LY/K1eu1Jw5c+R0OtW8eXMNGzZMXbt21bRp01S3bl2tXLlSW7Zs0aBBgzRy5EjfDUhHjRqlW265pcQ2ly9frrlz5yo8PFz169fX2LFjlZKSov379ys1NfWCG9Xu2rVL48aNkyS5XC699NJLioiIUEpKivbs2aMbb7xRhYWFkqTk5GTde++9SkhIUEZGhv7+979r/PjxWrJkiRYuXCiv16v27dtr4MCBmjdvnlatWiW3262oqChNnz5dM2bM0J49e/Taa6/JGKOaNWuqZ8+eGj9+vO+u9ffdd5/69Omj5ORkhYeH6/Dhwzpx4oTGjx9/STdvBABcOmaGAKASy8/P11//+lfNnj1b48ePl9vt1v79+zVz5kylp6crLi5O69evl1R8CNeCBQv03//930pJSdFrr72mefPmqXbt2nr//fclSXl5eXrrrbf05ptvaubMmapdu7a6dOmivn37qkmTJqW2XZqcnBxNnz5dc+bM0cKFC3X8+HF9/vnn6tatm/72t79Jkt5//3099NBDmjFjhu666y6lp6frhRde0OjRo0tsMzs7W9OnT9fcuXO1cOFCRUVFadGiRUpLS1PDhg0vCEKSlJKSorS0NKWnpyshIUFvv/22MjIyVFBQoMWLF+u5557TTz/9VOrfcPr0ac2aNUsLFizQsmXLlJubq7y8POXk5GjOnDlasGCB3G63vvnmG/Xv318NGzbUM88841t+7dq1OnTokBYvXqwFCxbogw8+0K5duyRJ119/vd555x317t1bixYt+uWNDQC4bMwMAUAl1rJlSzmdTtWsWVPVq1dXVlaWrr32WiUlJSkyMlJ79+5Vs2bNJElxcXGSpKysLJ04cUKDBw+WJJ07d05t2rRRvXr1dOutt0oqvsHf+dmSnyut7dIcOHBAWVlZevLJJyVJZ8+e1cGDB/XAAw+oZ8+e6t69u/Ly8nTzzTfr+++/1xdffKGVK1dKks6cOVNimwcPHlTDhg1VrVo13zpYv3692rZtW+LzMzMzNWbMGElSUVGR4uLitHv3bjVp0kRScSCpU6fORcudv03fwYMH1ahRI1WtWlWSNGLECElSWFiYhg4dqoiICB07dkxut7vU/lu0aCGHw6GwsDA1bdpUmZmZkqTbbrtNknTdddfpq6+++oU1CQAoC8IQAFRi27dvlySdOnVKeXl5uuaaazRt2jStW7dOkvTYY4/5PtQ7ncUHC0RHR+u6667TG2+8oaioKK1Zs0YRERE6evSoHA7HRX04HA55vV7l5uaW2nZp6tatqzp16mj27NkKCwvTsmXLdNttt6latWq6/fbb9fLLL6tr166SpPj4eD3wwAO6//77dfr0ad+5NyW1mZmZqfz8fEVERGjTpk2+oFeSuLg4TZgwQddff722bNmikydPKjQ0VB9++KH69Omj48eP6/jx45Kk8PBwnTx5UpL03XffSZLq1aunvXv3qrCwUOHh4Xr22Wf1yCOP6OOPP9aSJUv0008/qWvXrjLGyOl0yuv1XtB/gwYNtGzZMvXt21dFRUXaunWrunTp4lu3AIDyQxgCgErs1KlT6tOnj3Jzc5WWlqZq1arpzjvvVJcuXRQREaHq1avrxIkTqlu3rm8Zp9OpkSNH6sknn5QxRpGRkZo4caKOHj1aYh+33367Jk6cqAYNGvht+z/FxMSob9++6t27tzye/8/evQdEXef7H3/NMJg3FFQ0TU0wu7h5KU23U5F4WS9bnaNHSizLzDxWa2mZkApeMi/ZamkX03I1vKT8tD1ma5uhxtpFzdwsyxto3lJLIEFEmJnP7w/WOblCKMoM8Hk+/kGZ7/fzeTPfz3xnXvP5Xjy66qqr1LNnT0lSTEyMBg8erMmTJ0uShg4dqjFjxmj58uXKyck551Czf29z2LBhevDBB+V0OtW0aVONHDnSF2L+3fjx4xUXFyePxyNJeuGFFxQREaGtW7cqJiZGjRo1UlhYmK+m0aNH6/3331ezZs18/T366KN64IEH5HA4FB0drVatWqlatWrq06ePqlSpovDwcB0/flw33XSTCgoKNH36dN9MUnR0tDZv3qz77rtPBQUF6tGjB+cGAYCfOExJX9sBACqklStXKj09XSNHjgx0KQAAlEtcQAEAAACAlZgZAgAAAGAlZoYAAAAAWIkwBAAAAMBKhCEAAAAAViIMAQAAALASYQgAAACAlQhDAAAAAKxEGAIAAABgJcIQAAAAACsRhgAAAABYiTAEAAAAwEqEIQAAAABWIgwBAAAAsBJhCAAAAICVCEMAAAAArEQYAgAAAGAlwhAAAAAAKxGGAAAAAFiJMAQAAADASoQhAAAAAFYiDAEAAACwEmEIAAAAgJUIQwAAAACsRBgCAAAAYCXCEAAAAAArEYYAAAAAWIkwBAAAAMBKhCEAAAAAViIMAQAAALASYQgAAACAlQhDAAAAAKxEGAIAAABgJcIQAAAAACsRhgAAAABYiTAEAAAAwEqEIQAAAABWIgwBAAAAsBJhCAAAAICVCEMAAAAArEQYAgAAAGAlwhAAAAAAKxGGAAAAAFiJMAQAAADASoQhAAAAAFYiDAEAAACwEmEIAAAAgJUIQwAAAACs5Ap0ARfL6/XK4zGBLgMAAABAORUcHHRBy1W4MOTxGGVl5Qa6DAAAAADlVHh4yAUtx2FyAAAAAKxEGAIAAABgJcIQAAAAACsRhgAAAABYiTAEAAAAwEqEIQAAAABWIgwBAAAAsBJhCAAAAICVCEMAAAAArEQYAgAAAGAlwhAAAAAAKxGGAAAAAFiJMAQAAADASmUWhr7++msNGDBAkvTDDz8oNjZW/fv317hx4+T1eiVJr776qvr27at+/fpp+/btZVUKAAAAAJynTMLQvHnzNHbsWJ05c0aSNGXKFA0fPlxLliyRMUYpKSnasWOHNm/erOTkZM2YMUMTJkwoi1IAAAAAoEiusmi0adOmmj17tkaNGiVJ2rFjhzp06CBJioqK0qeffqqIiAjdfvvtcjgcatSokTwejzIyMlSnTp2yKKnC2LAhRevWrS328aysTElSaGhYsct07txNnTp1uey1AfAv9geQSh4HEmPBFuwTIDEOLrcyCUPdu3fXoUOHfP83xsjhcEiSatSooezsbOXk5Cg0NNS3zNnflxSGgoIcCg2tXhZllwvVq1eRy1X8hN3ZAV6vXt3fbKMyP0eALdgfQCp5HEiMBVuwT4DEOLjcyiQM/Tun8/822KlTp1SrVi3VrFlTp06dOuf3ISEhJbbl8RhlZeWWSZ3lQYcOd6hDhzuKfTwxMf5fPyf/ZjuV+TkCbMH+AFLJ40BiLNiCfQIkxsGFCg8vOVdIfgpDLVu21KZNm9SxY0elpqbq97//vZo2barp06frkUce0dGjR+X1eq0/RA44iylwAACAsueXMBQXF6eEhATNmDFDkZGR6t69u4KCgtS+fXvdd9998nq9SkxM9EcpQKWQmVlyGAIAAMBvK7Mw1LhxYy1fvlySFBERoUWLFp23zLBhwzRs2LCyKgGosDp16vKbszpnp8AnTpzqr5IAAAAqHW66CgAAAMBKhCEAAAAAViIMAQAAALASYQgAAACAlQhDAAAAAKxEGAIAAABgJcIQAAAAACsRhgAAAABYiTAEAAAAwEqEIQAAAABWIgwBAAAAsBJhCAAAAICVCEMAAAAArEQYAgAAAGAlwhAAAAAAKxGGAAAAAFiJMAQAAADASoQhAAAAAFYiDAEAAACwEmEIAAAAgJUIQwAAAACsRBgCAAAAYCXCEAAAAAArEYYAAAAAWIkwBAAAAMBKhCEAAAAAViIMAQAAALASYQgAAACAlQhDAAAAAKxEGAIAAABgJcIQAAAAACsRhgAAAABYiTAEAAAAwEqEIQAAAABWIgwBAAAAsBJhCAAAAICVCEMAAAAArEQYAgAAAGAlwhAAAAAAKxGGAAAAAFiJMAQAAADASoQhAAAAAFYiDAEAAACwEmEIAAAAgJUIQwAAAACsRBgCAAAAYCXCEAAAAAArEYYAAAAAWIkwBAAAAMBKhCEAAAAAViIMAQAAALASYQgAAACAlVyBLgAAbDV//lzt359e6vX37StcNzEx/pLqaNYsUoMGDbmkNgAAqIgIQwAQIPv3p+vb3dul0FI2EFT449vj20tfRFbpVwUAoKIjDAFAIIVK3k7egHXv3MDR0gAAe/EuCAAAAMBKhCEAAAAAViIMAQAAALASYQgAAACAlbiAgp+Vh0vpchldAAAAgDDkd/v3p+vbnbvkrV6nVOs7vIWbbPuBn0q1vjM3o1TrAQAAAJUNYSgAvNXrKK/lXQHpu+p3qwPSLwAAAFDecM4QAAAAACsRhgAAAABYiTAEAAAAwEqEIQAAAABWIgwBAAAAsBJhCAAAAICVCEMAAAAArOS3+wwVFBQoPj5ehw8fltPp1PPPPy+Xy6X4+Hg5HA61aNFC48aNk9NJPgMAAABQ9vwWhj755BO53W69++67+vTTT/Xyyy+roKBAw4cPV8eOHZWYmKiUlBR169bNXyUBAAAAsJjfwlBERIQ8Ho+8Xq9ycnLkcrn0z3/+Ux06dJAkRUVF6dNPPyUMAQCsMn/+XO3fn35JbezbV7h+YmJ8qdto1ixSgwYNuaQ6AKCi8VsYql69ug4fPqyePXsqMzNTc+bM0ZYtW+RwOCRJNWrUUHZ2dontBAU5FBpavazLLTMuV+APA3S5nBX6OcT/jSO2Y8VWHvYHEvuEQDt0aL/SdnyjKy+hjbNb79SOb0q1/lExDioD3hsgMQ4ult/C0IIFC3T77bfrmWee0Y8//qiHHnpIBQUFvsdPnTqlWrVqldiOx2OUlZVblqWWKbfbG+gS5HZ7K/RziP8bR2zHiq087A8k9gmB5nZ7daWkR+QIWA1vyzAOKgHeGyAxDs4KDw+5oOX89rVkrVq1FBJSWFTt2rXldrvVsmVLbdq0SZKUmpqq9u3b+6scAAAAAJbz28zQwIEDNXr0aPXv318FBQUaMWKEbrzxRiUkJGjGjBmKjIxU9+7d/VUOEFCXeo4A5wcAAABcOr+FoRo1auiVV1457/eLFi3yVwlAubF/f7r27fpaTWt6SrV+7X8dTuM5/FWp1j+QE1Sq9QAAACoTv4UhAOdqWtOjse1zAtL3pC9rBqRfAACA8qR8XMoIAAAAAPyMMAQAAADASoQhAAAAAFYiDAEAAACwEmEIAAAAgJW4mhwAAABQTnAvQv8iDAEAAADlxP796dr13bcKqVLKj+keryTpyN6dpVo9O99dun4rKMIQAAAAUI6EVHGpQ4OwgPS9+VhmQPoNFM4ZAgAAAGAlwhAAAAAAKxGGAAAAAFiJMAQAAADASlxAAQACJCsrU8qSnBsC+L1UlpRVxa6TZQEAOIuZIQAAAABWYmYIAAIkNDRMh/IPytvJG7D/qhuyAAAgAElEQVQanBucCg0NzOVbAQAINGaGAAAAAFiJmSE/y8rKlDP3hKp+tzog/TtzTygri80OAAAAMDMEAAAAwEpMEfhZaGiYDpx0K6/lXQHpv+p3qzk/AAAAABAzQwAAAAAsxcwQAABAgM2fP1f796dfUhv79hWun5gYX+o2mjWL1KBBQy6pDqAiIQwBAAAE2P796dq9c7dCq9cvdRtB3iskSccPZJVq/azc46XuG6ioCEMAAADlQGj1+oq+vl/A+l+/892A9Q0ECucMAQAAALASYQgAAACAlQhDAAAAAKxEGAIAAABgJcIQAAAAACsRhgAAAABYiTAEAAAAwErcZwgAgADKysrUz5LelglYDT9KqpeVGbD+ASBQmBkCAAAAYCVmhoAAyMrKVEZ2kCZ9WTMg/f+QHaQ6fAsMlAuhoWEKPnxIj8gRsBrellGN0LCA9Q8AgcLMEAAAAAArMTMEBEBoaJhCTu3T2PY5Ael/0pc1FcS3wAAAwHLMDAEAAACwEmEIAAAAgJUIQwAAAACsRBgCAAAAYCXCEAAAAAArEYYAAAAAWIkwBAAAAMBKhCEAAAAAVuKmqwAQSFmSc0Mpv5fK+9fPqpfWv+pfwvoAAFRghCEACJBmzSIvaf19+9IlSRH1L6Gd+pdeBwAAFRVhCAACZNCgIZe0fmJivCRp4sSpl6McAACswzlDAAAAAKzEzBAAAABQTmRlZSo7363NxzID0n92vltZWYHpOxCYGQIAAABgJWaGAAAAgHIiNDRMuT8fU4cGYQHpf/OxTIWGBqbvQGBmCAAAAICVCEMAAAAArEQYAgAAAGAlwhAAAAAAKxGGAAAAAFiJq8kBAAAEWFZWprJyf9L6ne8Grobc46qSZQLWPxAIzAwBAAAAsBIzQwAAAAEWGhqm/JMORV/fL2A1rN/5rkJDQwPWPxAIzAwBAAAAsBJhCAAAAICVCEMAAAAArMQ5QwHgzM1Q1e9Wl2pdR8FpSZIJrlbqvqXwUq0LAAAAVCaEIT9r1izyktbfty9dkhTRtLSBJvySawAAAAAqA8KQnw0aNOSS1k9MjJckTZw49XKUAwAAAFjrgs4ZysnJ0a5du5Sbm1vW9QAAAACAX5Q4M/Thhx9qzpw58ng86tGjhxwOhx5//HF/1AYAAAAAZabEmaEFCxZo+fLlCg0N1eOPP66PP/7YH3UBAAAAQJkqMQw5nU5VqVJFDodDDodD1aqV7ipmAAAAAFCelBiG2rdvr2eeeUbHjh1TYmKiWrVq5Y+6AAAAAKBMlXjO0KOPPqpt27bphhtuUGRkpDp37lzqzt58802tW7dOBQUFio2NVYcOHRQfHy+Hw6EWLVpo3Lhxcjq5DywAAACAsldi8hgyZIiioqI0ePDgSwpCmzZt0rZt27R06VIlJSXp6NGjmjJlioYPH64lS5bIGKOUlJRStw8AAAAAF6PEmaHatWtr4cKFioiI8M3a3H777Rfd0caNG3XttdfqiSeeUE5OjkaNGqXly5erQ4cOkqSoqCh9+umn6tat20W3DVREB3KCNOnLmqVa95d8hySpdhVT6r4jSrUmAABA5VFiGAoLC9POnTu1c+dO3+9KE4YyMzN15MgRzZkzR4cOHdJjjz0mY4wcjsIPdTVq1FB2dnaJ7QQFORQaWv2i+68sXK7CQGrzc1AZXHfdtb5tWRon9+6VJNW/+ppSrd9CUvPm1zCOKjj2B5XDpewLLieXy8lYCiDGAc4qD2PBpnFQYhiaMmWKdu/erb179yoiIkI33HBDqToKDQ1VZGSkqlSposjISF1xxRU6evSo7/FTp06pVq1aJbbj8RhlZdl781e32ytJVj8HlcH99w+6pPUTE+P/9XPyJbXDOKrY2B9UDme3Y6C53V7GUgAxDnBWeRgLlWEchIeHXNByJUbPpKQkJSQkaNu2bUpISNDbb79dqoLatWunf/zjHzLG6NixYzp9+rRuvfVWbdq0SZKUmpqq9u3bl6ptAAAAALhYJc4MrV69WosXL5bL5VJBQYH69eunRx555KI7io6O1pYtW9S3b18ZY5SYmKjGjRsrISFBM2bMUGRkpLp3716qPwIAAAAALlaJYcgYI5ercLHg4GAFBweXurNRo0ad97tFixaVuj0AAAAAKK0Sw1C7du305JNPql27dtq6datuuukmf9QFAAAAAGWqxDAUFxenDRs2KC0tTf/93/+tO++80x91AQBgjaOS3lbpLpUvSTn/+lm6i/UX9t+81L0DQMVVYhhat26dvvnmGz311FN65JFHFBQUVKpLawMAgPM1axZ5yW0c35cuSWoQUbq2ml+mOgCgoikxDM2ePVtvvfWWJOnll1/Wo48+ShgCAOAyGTRoyCW3cfZy+xMnTr3ktgDAJiVeWtvlcqlu3bqSpJCQEDmdgb8RFAAAAABcqhJnhlq3bq1nnnlGbdu21fbt29WyZUt/1AUAAAAAZarEMDR27FilpKQoPT1dPXv2VOfOnf1RFwAAAACUqRKPefvpp5/UrFkzde3aVR9//LG+//57f9QFAAAAAGWqxDAUFxenn3/+WS+//LJuu+02TZ482R91AQAAAECZKjEMud1u3XLLLTp58qT++Mc/yuv1+qMuAAAAAChTJYahgoICTZkyRe3bt9cXX3whj8fjj7oAAAAAoEyVGIamTp2qiIgIDRkyRBkZGZo+fbo/6gIAAACAMlXi1eSaNWumZs2aSZJ69epV1vUAAAAAgF9wB1UAAAAAViIMAQAAALBSiYfJPffcc+f8Pzg4WFdeeaXuv/9+1a5du8wKAwAAAICyVOLM0JkzZ1S/fn316tVLV111lY4dO6b8/HzFxcX5oz4AAAAAKBMlzgxlZGRoxowZkqQ77rhDgwYN0vDhw3X//feXeXEAAACAbbLz3dp8LLNU657xFN4T9Iqg0p0Nk53vLtV6FVWJYSgnJ0dpaWlq3ry50tLSdOrUKWVmZio3N9cf9QEAAADWaNYs8pLW37cvXZLUKKL07VxqDRVJiWEoMTFRzz77rI4fP66GDRsqMTFRf/vb3zR06FB/1AcAAABYY9CgIZe0fmJivCRp4sSpl6OcSq/EMNS6dWutXLnynN+1atWqzAoCAAAAAH8oMQz99a9/1dy5c3XmzBnf71JSUsq0KAAAAAAoayWGoXnz5umNN95Qw4YN/VEPAAAAAPhFiWGoSZMmuvrqq/1RCwAAAAD4TYlhqGrVqho8eLBuuOEGORwOSdLTTz9d5oUBAAAAQFkqMQzdeeed/qgDAADAalm5x7V+57ulXj+v4JQkqWpwjVL3X1+hpe4fqIiKDUPffPONWrVqpfDwcH/WAwAAYJ3LcV+XffsyJEn1m15VqvXrK9Sq+8sA0m+Eoc8//1ytWrXSBx98cN5jt99+e5kWBQAAYJNLvbeMxP1lgNIoNgwNGVL4orz55psVExPj+/0777xT9lUBAAAAQBkrNgytXr1a69at06ZNm/TFF19Ikrxer3bv3q0HH3zQbwUCAAAAQFkoNgzdcccdCg8PV1ZWlu677z5JktPpVJMmTfxWHAAAAACUlWLD0OnTp9WxY0eFh4f7LqktSbm5uX4pDAAAAADKUrFh6C9/+Yuee+45jRs3Tg6HQ8YYSZLD4eC8IQAAAAAVXrFh6LnnnpNUeJ+hwYMH+60gAAAAAPAHZ0kLpKamyuPx+KMWAAAAAPCbYmeGzsrMzNQdd9yhxo0by+FwyOFw6N13S393ZAAAAAAoD0oMQ7NmzVKVKlX8UQsAAAAA+E2JYeiZZ55RRESE/vCHPygqKkrVqlXzR10AAAAAUKZKDEMrV65UWlqaUlJS9PDDD6tu3bp67bXX/FEbAAAAAJSZEsPQzp079emnn2rTpk2SpObNm5d5UQAAAABQ1koMQ/fff7+aNGmiESNG6M477/RHTQAAAABQ5koMQ5s2bdLWrVu1ceNGzZ8/X3Xr1tWMGTP8URsAAAAAlJkS7zN08uRJHTt2TEeOHFFeXp4aNWrkj7oAAAAAoEyVODM0ePBgde3aVUOHDlWLFi38URMAAAAAlLkLupocAAAAAFQ2JR4mBwAAAACVEWEIAAAAgJUIQwAAAACsVOI5QwCAwNiwIUXr1q0t9vF9+9IlSYmJ8cUu07lzN3Xq1OWy1wYAQGVAGAKACiosLCzQJQAAUKERhgCgnOrUqQuzOgAAlCHOGQIAAABgJcIQAAAAACsRhgAAAABYiTAEAAAAwEqEIQAAAABWIgwBAAAAsBJhCAAAAICVCEMAAAAArEQYAgAAAGAlwhAAAAAAKxGGAAAAAFiJMAQAAADASoQhAAAAAFYiDAEAAACwEmEIAAAAgJUIQwAAAACsRBgCAAAAYCXCEAAAAAAr+T0MnThxQnfeeafS0tL0ww8/KDY2Vv3799e4cePk9Xr9XQ4AAAAAS/k1DBUUFCgxMVFVq1aVJE2ZMkXDhw/XkiVLZIxRSkqKP8sBAAAAYDG/hqFp06apX79+ql+/viRpx44d6tChgyQpKipKn332mT/LAQAAAGAxl786WrlyperUqaM77rhDc+fOlSQZY+RwOCRJNWrUUHZ2dontBAU5FBpavUxrLc9crsL8avNzAMYBgHOxT4DEOEAhxsHF8VsYWrFihRwOhz7//HN9//33iouLU0ZGhu/xU6dOqVatWiW24/EYZWXllmWp5ZrbXXhelc3PARgHAM7FPgES4wCFGAeFwsNDLmg5v4WhxYsX+/49YMAAjR8/XtOnT9emTZvUsWNHpaam6ve//72/ygEAAABguYBeWjsuLk6zZ8/Wfffdp4KCAnXv3j2Q5QAAAACwiN9mhn4tKSnJ9+9FixYFogQAAAAAluOmqwAAAACsRBgCAAAAYKWAHCaH4m3YkKJ169YW+/i+femSpMTE+GKX6dy5mzp16nLZawMAAAAqE8JQBRMWFhboEgAAAIBKgTBUznTq1IVZHQAAAMAPOGcIAAAAgJUIQwAAAACsRBgCAAAAYCXCEAAAAAArEYYAAAAAWIkwBAAAAMBKhCEAAAAAViIMAQAAALASN10FAKAc27AhRevWrf3NZfbtS5ckJSbGF7tM587duKk3APwbwhAAABVcWFhYoEsAgAqJMAQAQDnWqVMXZnQAoIxwzhAAAAAAKxGGAAAAAFiJMAQAAADASoQhAAAAAFYiDAEAAACwEmEIAAAAgJUIQwAAAACsRBgCAAAAYCXCEAAAAAAruQJdAIDzbdiQonXr1hb7+L596ZKkxMT4Ypfp3Lkbd60HAAD4DYQhoAIKCwsLdAkAAAAVHmEIKIc6derCrA4AAEAZ45whAAAAAFYiDAEAAACwEmEIAAAAgJUIQwAAAACsRBgCAAAAYCXCEAAAAAArEYYAAAAAWIkwBAAAAMBKhCEAAAAAViIMAQAAALASYQgAAACAlQhDAAAAAKxEGAIAAABgJcIQUAFlZmYoISFOmZkZgS4FAACgwiIMARVQcvJSff/9DiUnvxvoUgAAACoswhBQwWRmZmj9+o9ljNH69WuZHQIAACglwhBQwSQnL5XX65Ukeb1eZocAAABKiTAEVDCpqRvkdrslSW63W6mp6wNcEQAAQMVEGAIqmKioTnK5XJIkl8ulqKjoAFcEAABQMRGGgAomJiZWTmfhS9fpdCompl+AKwIAAKiYCENABRMWVkfR0V3lcDgUHd1NYWF1Al0SAABAheQKdAEALl5MTKwOHjzArBAAAMAlIAwBFVBYWB09//y0QJcBAABQoXGYHAAAAAArEYYAAAAAWIkwBAAAAMBKhCEAAAAAViIMAQAAALASYQgAAACAlQhDAAAAAKxEGAIAAABgJcIQAAAAACu5Al0AAAAASrZhQ4rWrVtb7OP79qVLkhIT44tdpnPnburUqctlrw2oqAhDAAAAlUBYWFigSwAqHMIQAABABdCpUxdmdYDLjHOGAAAAAFjJYYwxgS7iYhQUeJSVlRvoMgAAAAC/u9BzxyIiIotdxoZzx8LDQy5oOQ6TAwAAACoJzh27OMwMAQAAAKhULnRmiHOGAAAAAFiJMAQAAADASoQhAAAAAFby2wUUCgoKNHr0aB0+fFj5+fl67LHHdM011yg+Pl4Oh0MtWrTQuHHj5HSSzwAAAACUPb+FoVWrVik0NFTTp09XZmamevfureuvv17Dhw9Xx44dlZiYqJSUFHXr1s1fJQEAAACwmN+mYXr06KGnnnrK9/+goCDt2LFDHTp0kCRFRUXps88+81c5QIWWmZmhhIQ4ZWZmBLoUAACACstvM0M1atSQJOXk5OjJJ5/U8OHDNW3aNDkcDt/j2dnZJbYTFORQaGj1Mq0VKO8WLHhT33+/Q6tW/T899dTwQJcDAABQIfn1pqs//vijnnjiCfXv31933323pk+f7nvs1KlTqlWrVolteDyG+wzBapmZGfr73z+UMUYffrhG99zTV2FhdQJdFgAAQLlR7u4z9PPPP2vQoEF69tln1bdvX0lSy5YttWnTJklSamqq2rdv769ygAorOXmpvF6vJMnr9So5+d0AVwQAAFAxOYwxxh8dTZo0SWvWrFFkZKTvd2PGjNGkSZNUUFCgyMhITZo0SUFBQb/ZTkGBh5khWO2BB2J0+vT/vQaqVauuRYuSA1gRAABA+XKhM0N+C0OXC2EItps79zWlpHwkt9stl8ulLl26a8iQxwNdFgAAQLlR7g6TA3B5xMTE+u7H5XQ6FRPTL8AVAQAAVEyEIaCCCQuro+jornI4HIqO7sbFEwAAAErJr1eTA3B5xMTE6uDBA8wKAQAAXALOGQIAAABQqXDOEAAAAAD8BsIQAAAAACsRhgAAAABYiTAEAAAAwEqEIQAAAABWIgwBAAAAsBJhCAAAoBLIzMxQQkKcMjMzAl0KUGEQhgAAACqB5OSl+v77HUpOfjfQpQAVBmEIAACggsvMzND69R/LGKP169cyOwRcIMIQAABABZecvFRer1eS5PV6mR0CLhBhCAAAoIJLTd0gt9stSXK73UpNXR/gioCKgTAEAABQwUVFdZLL5ZIkuVwuRUVFB7gioGIgDAEAAFRwMTGxcjoLP9Y5nU7FxPQLcEVAxUAYAgAAqODCwuooOrqrHA6HoqO7KSysTqBLAioEV6ALAAAAwKWLiYnVwYMHmBUCLoLDGGMCXcTFKCjwKCsrN9BlAAAAACinwsNDLmg5DpMDAAAAYCXCEAAAAAArEYYAAAAAWIkwBAAAAMBKhCEAAAAAViIMAQAAALASYQgAAACAlQhDAAAAAKxEGAIAAABgJcIQAAAAUElkZmYoISFOmZkZgS6lQiAMAQAAAJVEcvJSff/9DiUnvxvoUioEwhAAAABQCWRmZmj9+o9ljNH69WuZHboAhCEAAACgEkhOXiqv1ytJ8nq9zA5dAMIQAAAAUAmkpm6Q2+2WJLndbqWmrg9wReUfYQgAAACoBKKiOsnlckmSXC6XoqKiA1xR+UcYAgAAACqBmJhYOZ2FH++dTqdiYvoFuKLyjzAEAAAAVAJhYXUUHd1VDodD0dHdFBZWJ9AllXuuQBcAAAAA4PKIiYnVwYMHmBW6QA5jjAl0ERejoMCjrKzcQJcBAAAAoJwKDw+5oOU4TA4AAACAlQhDAAAAAKxEGAIAAABgJcIQAAAAACsRhgAAAABYiTAEAAAAwEqEIQAAAABWIgwBAAAAsBJhCAAAAICVCEMAAAAArEQYAgAAAGAlwhAAAAAAKzmMMSbQRQAAAACAvzEzBAAAAMBKhCEAAAAAViIMAQAAALASYQgAAACAlQhDAAAAAKxEGAIAAABgJcJQEVauXKmXXnqp1Otv2rRJI0aMuOzLHjp0SJ07d77oeu69914dOnTootdDxXd2LB86dEj33ntvoMtBERYtWnTBy8bHx2vlypUX1X5qaqri4+MvtiwEyIgRI5Sfn1/s42vXrtWxY8eKfXzAgAHatGnTRfW5dOlSzZ49+6LWwcUr7rNFSdv8tttuuyz9x8fHKzU19ZLa6Ny5s86cOXNZ6sHFK2osrFy5UikpKcWuczm2u3Rxn1eLM3v2bC1duvSSa7ncCEMVSN26dXXllVcGugwAl9Ebb7xxwcvWq1dP9evXL8NqEGgzZ85UlSpVin38nXfeUU5OTrGPM0YqnpK2OfBb+vTpoy5dugS6jArNFegCyqt//vOfeuihh5STk6Nhw4apU6dO+vDDD7V48WLfMq+88opCQ0M1adIkbd++XQUFBRo2bJhCQkL0ww8/aPDgwcrIyFB0dLSGDRumXbt2adKkSZKk0NBQTZ48+Zw+V61apYULF6pKlSpq1qyZJk6cqPfff18rVqyQ1+vVk08+qVmzZkkqTPoHDhzQmTNn9Mgjj6hXr17ntDVz5kz94x//0JVXXqnMzExJUnZ2tsaMGeP7/9ixY3XdddcpOTlZixcvVu3atRUcHOxr69f9ZmVlacGCBXI6nWrXrp1GjhxZbHs22rdvn5577jm5XC4FBQXpxRdfVIMGDTR16lRt3bpVknTXXXfpoYceUnx8vFwul44cOaL8/Hz16tVL69ev148//qjXX39dTZs21Z///Gdt2bJFxhgNHDhQPXv2PKe/5ORkLV26VF6vV126dNGwYcOKHD9F2bx5s2bOnKmgoCA1adJEEydOlMfj0ahRo3T8+HE1bNhQW7Zs0caNG4scsyEhIWX7ZJZzK1eu1Pr165WXl6effvpJDz74oFJSUrRnzx6NGjVKXbt21aJFi/TRRx/J7XYrJCREs2fP1uHDh88bIytXrtQvv/yi8ePHa8yYMRo3bpx++OEHeb1eDR8+XB07dtRdd92lZs2aqUqVKho/fryqVq2qrVu3atq0aXK5XKpVq5Zeeukl1axZ01djWlqaRo8erWrVqqlatWqqXbu2JGnNmjXnvY4zMjI0cuRI5efnKyIiQl988YXWrl17Tr8TJkwo8rVeVHuVUU5OjsaMGaPs7GxlZmYqJiZG/fv31+LFi/XXv/5VTqdTN998s+Li4vTRRx9p3rx5crlcuuqqq/Tiiy8qJydHzz77rHJycuTxePTUU0/p1ltv1fr16/Xqq69Kklq2bKkJEyaoa9euWrNmjX744QdNnTpVXq9XJ0+e1NixY3Xy5El9//33iouL05IlS7Rs2TKtXr1aDodDvXr10oMPPqiEhASFhYUVWYfT+X/ff3755ZeaPHmyateuLafTqbZt20qSkpKSzmvzhx9+8O23rrrqKh0+fFhJSUmKjo5WZGSkIiMjNWjQICUkJOjMmTO64oor9Pzzz6thw4ZFtmezr7/+WoMGDVJGRoZiY2N13333qXPnzlqzZo2OHj1a5POcn5+vZ555RkeOHFFoaKhmzZql4OBgX5tFjcP9+/dr7NixKigoUNWqVTVz5kxJ0rJly/TWW28pJydH48ePV+vWrTV//nx98MEHcrlcat++vZ599lmdPHmyyDGLc/n7vb+osTBnzhzVq1dP/fr104QJE/Ttt9+qXr16Onz4sO/LtqK2+2/9DeHh4Rf82fa7777T888/r6CgIN9rv1GjRkWOq3LL4DwrVqwwgwcPNl6v1/z8888mOjraeDwe88Ybb5jc3FxjjDEJCQnmf//3f81HH31khg8fbowx5vjx42bGjBnmiy++ML169TJnzpwxubm5pkOHDsYYY2JiYsyePXuMMcYsX77ct+zw4cNNRkaG6dq1q8nOzjbGGPPCCy+YpKQks2LFCjN06NBz6svOzjadOnUyJ06cMCdOnDCrVq065/Fdu3aZ2NhY4/F4THZ2trn11lvNwYMHzYsvvmgWL15sjDFm3759pl+/fubEiRPmD3/4g8nNzTVut9v079/frFix4px+MzMzTc+ePX1/+8iRI83GjRuLbM9WixYtMhMnTjT5+fnms88+M7t27TLr1q0zTzzxhPF6vSY/P9/07dvX7Ny508TFxZnXX3/dGFM4jqZNm2aMMeaVV14xf/nLX8yGDRt8YyovL8/cc8895pdffvH19fPPP5tu3bqZ06dPG4/HY1544QVz6NChYsfP9OnTzcGDB01MTIzxer3mD3/4g/n555+NMcbMnDnTLFu2zCxYsMBXx969e831119vjCl6zNpuxYoV5uGHHzbGGLN69WrTt29f4/V6zeeff24ee+wx4/F4zOzZs43H4zHGGDNo0CDz5ZdfFjlGjDHmP/7jP4wxxixevNi8+OKLxhhjMjIyTK9evYwxxkRHR5sdO3acU8PUqVPN3LlzjcfjMWvXrjWHDx8+5/Fhw4aZjRs3GmOMefPNN01cXFyxr+MXXnjBLFq0yBhjzMaNG010dPR5/Rb1Wi+uvcro22+/NX//+9+NMcYcPXrUdOvWzRhjTJ8+fcy2bduMMYXbr6CgwAwbNsysXr3aGGPMe++9Z3755RczdepUs2DBAt/60dHR5syZMyY6Otr3Wpw9e7Y5fPiwiY6ONnl5eeaDDz4wO3fuNMYYs2rVKjNmzBhjjDEPPPCA2bt3r9mzZ4/p16+fcbvdxuPxmAEDBpi0tDRfzUXV8Wt9+vQx6enpxhhjEhMTzaxZs4pt8/HHHzcbNmwwxhizbNky88ADDxhjjLnuuutMRkaGMcaYp556yrfMZ599Zp5++ukSa7TNihUrzMCBA43X6zUHDx40PXv2NMYY3zYv7nlu2bKlOXjwoDGmcPt//fXX57Rb1DgcOnSo+eSTT4wxxnzwwQfmH//4h4mLizOvvfaar5Zx48aZnTt3mr59+5r8/Hzj9XrNE088YdatW1fkmPV4PL5aUcif7/3GFD0WZs2aZZYsWWLWrl1rnnrqKWOMMSdOnDDt2rUzBw8eLHK7l/Q3XMxn2969e5vvvvvOGGPM2rVrzbBhw4odV2drLW+YGSpGu3bt5HA4VLduXYWEhCgrK0t169ZVXFycatSoofT0dLVt21b79u3zfaMWHh6uESNGaNOmTWrRooVv2tvlKnya09LSNGHCBElSQdAmz0sAABD5SURBVEGBIiIifP0dPHhQ11xzje/b3VtuuUUbN25UmzZtzllOkmrWrKmEhAQlJCQoJydH99xzzzmP7927VzfeeKOcTqdq1qypa6+9VpK0e/duffHFF1qzZo0k6eTJkzpw4ICaN2+uatWqSZJuuukmXztn+z1w4IAyMjI0ZMgQSdKpU6d08ODBItuzVd++fTVv3jwNHjxYISEhGjFihNLS0tS+fXs5HA4FBwerTZs2SktLk1T4LbAk1apVS5GRkb5/5+fna/fu3dqxY4cGDBggSXK73Tpy5Ihq1aolqXCstGjRQlWrVpUkjR49Wtu3by92/PxaRkaGjh8/ruHDh0uS8vLydNtttykjI0NRUVGSpObNm6tOnTqSfnvM2uyGG26QJIWEhKh58+ZyOByqXbu2zpw5I6fTqeDgYD399NOqXr26jh49KrfbXeQY+bXdu3dr69at2r59u6TC7X52Jubfn/ehQ4dqzpw5euihh9SgQYNzvuWTpD179vh+d/PNNys9Pb3Y13FaWpp69+4tSWrfvv057Zztt7h9R1HtVUb16tXTwoUL9dFHH6lmzZpyu92SpClTpmj+/Pl66aWX1LZtWxlj9Nxzz+nNN9/U0qVLFRkZqa5duyotLU133323JKlBgwaqWbOmfvrpJ9WqVUt169aVJP3pT386p8/69evr9ddfV9WqVXXq1KlzZv6kwm1y5MgRDRw4UJL0yy+/6MCBA779SVF1/NqxY8d82/fmm2/WgQMHim0zLS3N997Qrl07vf/++5KksLAwhYWF+ep588039dZbb8kYo+Dg4BJrtFHLli3lcDgUHh6uvLy8cx4r7nmuXbu2GjduLKlwLJ4+ffqc9Yoah/v27fO1dfZoj9WrV+t3v/udr528vDylp6erTZs2vpmm9u3ba8+ePUWO2YyMjLJ4Sio0f773S789Fs5+LpWkOnXqnPM6+/ftXtLfcDGfbY8fP+57T7zlllv05z//udhxVV5xzlAxvvnmG0nSTz/9pNzcXAUHB2vWrFmaOXOmJk2apCuuuELGGEVGRvqWzc7O1iOPPCJJcjgc57UZERGhadOmKSkpSc8++6zuvPNO32ONGzdWWlqacnNzJRUeynT2jerXhzZIhQNvx44deu211zR37lxNnz7d9+Z8tp/t27fL6/UqNzdXe/fulSRFRkZq4MCBSkpK0ssvv6y7775bTZs2VXp6uvLy8uT1en0fxH7db+PGjdWwYUPNnz9fSUlJeuCBB9SmTZsi27NVSkqK2rVrp4ULF6pHjx5666231Lx5c980eUFBgbZt26arr75aUtHj46zIyEh17NhRSUlJWrhwoXr27Onb+UnybbOzJ9w++eSTqlu3brHj59fCwsJ05ZVX6vXXX1dSUpKGDh2qjh076tprr9W2bdskFYbfX38IL27M2uy3tt/OnTv18ccf6+WXX1ZCQoK8Xq+MMUWOEUkyxkgq3O5//OMflZSUpHnz5qlHjx6+w9v+fR/w/vvvq3fv3kpKSlKLFi20fPnycx6PjIz0bc9vv/1WUvGv419v+3/+85/ntHO236Je68W1VxnNnz9fbdu21UsvvaQePXr4ttny5cs1YcIELVq0SN9//722bdumZcuWadiwYb4LY6xdu1bNmzfXl19+KakwhJw8eVLh4eE6efKksrKyJMl3SMpZL7zwgp588klNmzZN1157ra9Ph8Phe++55ppr9M477ygpKUl9+vTxffElqcg6fi08PNz3Ae3se1hxbf56jHz99de+Nn49LiMjIzVy5EglJSVpwoQJ6t69e4k12ui39h3FPc+/tY5U9Dhs3ry5b7uuWrVKSUlJRbYVGRmp7du3y+12yxijLVu2KCIiosgxGxoaevF/cCXnz/f+ktZv0aKFbx/+yy+/aP/+/Re0XlF/w8V8tq1fv7527twpSdqyZYuaNWtW7Lgqr5gZKkZeXp4efPBB5ebmauLEiapZs6Zuvvlm9e7dW9WrV1etWrV0/Phx9enTR59//rliY2Pl8Xj0xBNPFNvm+PHjFRcXJ4/HI6nwze748eOSClP8sGHD9OCDD8rpdKpp06YaOXKkPvjgg/PaCQ8P108//aT/+q//UvXq1TVo0CBfQpcKv7Xu0aOH+vbtq/r16/u+eRw6dKjGjBmj5cuXKycnR3/6059Up04dPfroo+rfv79CQ0N15swZuVyuc8JVnTp1NHDgQA0YMEAej0dXXXWVevbsWWR7trrxxhv17LPPavbs2XI6nXruuef0u9/9Tps3b9Z9992ngoIC9ejRw/ftzG/p3LmzNm/erP79+ys3N1ddu3Y951vhs9vsgQcekMPhUHR0tK666qoLGj9Op1NjxozRkCFDZIxRjRo19OKLL+qmm25SfHy87r//fjVq1EhXXHGFpKLHLH7b1VdfrWrVqqlPnz6qUqWKwsPDdfz4cbVt2/a8MSIVzsSNHDlSkydP1tixY/XAAw8oJydH/fv3Py8EndWqVSvFx8erevXqCg4OPu/8sHHjxmnEiBF6++23VadOHV1xxRXFvo4fffRRjRo1SmvWrFH9+vXP2ZecVdy+o6j2KqPo6GiNHz9e77//vkJDQxUUFKT8/Hxdd9116tu3r8LCwtSgQQO1adNGOTk5evjhhxUaGqoaNWqoU6dOio6O1ujRo/X3v/9deXl5mjhxoqpUqaJx48bpf/7nf+R0OtWyZUu1atXK1+c999yjxx9/3HfhnLNfUNx0000aNWqU5s+fr1tvvVWxsbHKz89X69at1aBBA9/6rVu3Pq+OX5s+fbrvSIcaNWqodu3auv7664tsc+TIkRo9erTmz5+vkJCQIsdIXFycxo8frzNnzigvL09jxowptj0U7UKe56IUNQ5HjRqlxMREvfHGG6pataqmT5+uHTt2FLluz549FRsbK6/Xq3bt2qlr16665ZZbzhuzF1qPTfz53l+STp06KTU1Vf369VO9evVUtWrVc84tu5i/oWXLlhf82XbSpEl6/vnnZYxRUFCQJk+erCZNmhQ5rs6GpvLGYc5+3QQrud1uzZs3T4899pgk6f7779fw4cN1yy23BLgy+NNXX32l3Nxc3X777dq/f78GDx6sjz/+ONBlwQ8++eQThYWFqXXr1vrss880Z84cvfPOO4EuC+XIqlWr1KZNG1199dVKTk7WV199pSlTpgS6rEqH5xmXIi0tTTt37tQf//hHZWZm6q677tL69eu5UuEFIOZbzuVy6fTp0+rdu7eCg4PVunXr884bQOXXpEkTPf3003r11VfldruVmJgY6JLgJ40bN9bo0aMVFBQkr9erMWPGBLoklDMNGzbUiBEjVK1aNTmdzvOuhIrLg+cZl6Jhw4Z66aWXtHDhQnk8Ho0cOZIgdIGYGQIAAABgJS6gAAAAAMBKhCEAAAAAViIMAQAAALASYQgAcEl27dqlLVu2FPv4pk2bzrvJbFG/K63bbrvtgpbzeDx65JFHFBsbq19++aVM+ijJmTNnlJycLElauXKlUlJSLku7AIDSIQwBAC7JRx995Lu5c3n2008/KTMzU0uXLvXd0DYQNZwNQ3369FGXLl0CUgcAoBCX1gaASurszENOTo4yMzP1xBNPqHv37vrwww+1ePFi33KvvPKK9uzZo5deeknBwcG699571ahRI82cOVNBQUFq0qSJJk6cqPfff1+ffPKJ8vLydODAAT366KO67bbb9N577yk4OFi/+93vdOTIkfPaLsmaNWu0YMECOZ1OtWvXTiNHjlSfPn00a9YsNW7cWGvWrNHWrVv11FNPacyYMb4bkI4dO1bXXXddkW2uWrVKCxcuVJUqVdSsWTNNnDhRCQkJ2r9/vxITE8+5Ue2uXbs0adIkSVJoaKgmT56s6tWrKyEhQXv37lWTJk2Un58vSYqPj1evXr0UFRWl1NRU/e1vf9PUqVOVnJyspUuXyuv1qkuXLho2bJgWLVqkjz76SG63WyEhIZo9e7bmzJmjvXv36tVXX5UxRvXq1VNsbKymTp3qu2v9XXfdpYceekjx8fGqUqWKDh8+rOPHj2vq1KkXdPNGAMCFY2YIACqx3Nxc/eUvf9H8+fM1depUud1u7d+/X3PnzlVSUpIiIiK0ceNGSYWHcC1ZskT/+Z//qYSEBL366qtatGiRGjRooPfee0+SlJOTozfffFNvvPGG5s6dqwYNGqh3794aOHCgWrduXWzbxcnKytLs2bO1YMECLV26VMeOHdOnn36qvn376q9//ask6b333tO9996rOXPm6Pe//72SkpL0/PPPa/z48UW2mZmZqdmzZ2vhwoVaunSpQkJCtGzZMo0bN07XXHPNOUFIkhISEjRu3DglJSUpKipKb731llJTU3XmzBktX75czzzzjE6fPl3s33DixAnNmzdPS5Ys0cqVK5Wdna2cnBxlZWVpwYIFWrJkidxut7755hsNHTpU11xzjf70pz/51l+/fr0OHTqk5cuXa8mSJVq9erV27dolSWrUqJHefvttDRgwQMuWLfvtjQ0AuGjMDAFAJXbLLbfI6XSqXr16qlWrljIyMlS3bl3FxcWpRo0aSk9PV9u2bSVJERERkqSMjAwdP35cw4cPlyTl5eXptttuU9OmTXX99ddLKrzB39nZkl8rru3iHDhwQBkZGRoyZIgk6dSpUzp48KDuuecexcbGKiYmRjk5Obr22mu1e/duffHFF1qzZo0k6eTJk0W2efDgQV1zzTWqWbOm7znYuHGjOnXqVOTyaWlpmjBhgiSpoKBAERER2rNnj1q3bi2pMJA0bNjwvPXO3qbv4MGDatGihapWrSpJGj16tCQpODhYTz/9tKpXr66jR4/K7XYX23/79u3lcDgUHBysNm3aKC0tTZJ0ww03SJKuvPJKffXVV7/xTAIASoMwBACV2I4dOyRJP//8s3JyclStWjXNmjVLGzZskCQ9/PDDvg/1TmfhwQJhYWG68sor9frrryskJEQpKSmqXr26fvzxRzkcjvP6cDgc8nq9ys7OLrbt4jRu3FgNGzbU/PnzFRwcrJUrV+qGG25QzZo1deONN2rKlCnq06ePJCkyMlL33HOP7r77bp04ccJ37k1RbaalpSk3N1fVq1fX5s2bfUGvKBEREZo2bZoaNWqkrf+/nbtXaSUI4zD+ZJEFowgRbBIJSlot9A7SaZlAsIkmhYqNVgEhKbTRIt6JQhqx8wqEYGeZVvLRRRBc4p4uYDhgdT73+fUz7zDdf96Z6XYZDofMzc3x8PBArVaj3+/T7/cBCMOQ4XAIwMvLCwD5fJ5er8fHxwdhGHJ2dka1WuXx8ZG7uzve398pl8vEcUwQBHx+fn6pXygU6HQ61Ot1oiji+fmZUqk03VtJ0q9jGJKk/9hoNKJWqzEej7m4uGBxcZHt7W1KpRLpdJqlpSUGgwGrq6vTMUEQ0Gq1OD4+Jo5jFhYWaLfbvL6+/rTGxsYG7XabQqHw7dyzlpeXqdfr7O/vM5lMyOVy7O7uAlCpVDg8POT6+hqAk5MTWq0Wt7e3vL29fblqNjvn6ekpBwcHBEFAPp+n0WhMQ8ysy8tLzs/PmUwmAFxdXbG+vk6326VSqZDNZslkMtM1NZtN7u/vWVtbm9Y7OjqiWq2SSqUoFotsbm4yPz9PuVwmDENWVlYYDAZsbW0RRRE3NzfTTlKxWOTp6Ym9vT2iKGJnZ8e3QZL0m6Ti747tJEn/pE6nQ6/Xo9Fo/OmlSJL0V/IDBUmSJEmJZGdIkiRJUiLZGZIkSZKUSIYhSZIkSYlkGJIkSZKUSIYhSZIkSYlkGJIkSZKUSIYhSZIkSYn0A819dPPbtWylAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Adjust width of boxes\n", - "plt.subplots(figsize = (14,24))\n", - "plt.subplot(3,1,1)\n", - "\n", - "sns.boxplot(x= stdperf['parental level of education'] , y= stdperf['math score'] , width=.7 )\n", - "\n", - "plt.subplot(3,1,2)\n", - "sns.boxplot(x= stdperf['parental level of education'] , y= stdperf['reading score'] , width=.5)\n", - "\n", - "plt.subplot(3,1,3)\n", - "sns.boxplot(x= stdperf['parental level of education'] , y= stdperf['writing score'] , width=.25)\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 856, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize = (6,7))\n", - "sns.boxplot(x= exercise.kind , y= exercise.pulse)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 857, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Show groups with different colors using \"hue\"\n", - "plt.figure(figsize = (6,7))\n", - "sns.boxplot(x= exercise.kind , y= exercise.pulse , hue=exercise.diet)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 862, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize = (14,8))\n", - "plt.text(1.5,105, \"Box Plot\", fontsize = 50, color='Black')\n", - "sns.boxplot(x= stdperf['parental level of education'] , y= stdperf['math score'] , \n", - " width=.7 , hue=stdperf['test preparation course'])\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 863, - "metadata": {}, - "outputs": [], - "source": [ - "sns.set_style(\"white\")" - ] - }, - { - "cell_type": "code", - "execution_count": 864, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize = (14,6))\n", - "sns.boxplot(x= stdperf['parental level of education'] , y= stdperf['math score'] , \n", - " width=.7 , hue=stdperf['test preparation course'] , palette= 'rainbow')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 865, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize = (14,6))\n", - "sns.boxplot(x= stdperf['parental level of education'] , y= stdperf['math score'] , \n", - " width=.7 , hue=stdperf['test preparation course'] , \n", - " palette= {\"none\":'#FFB74D' , \"completed\":'#9CCC65'} )\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 866, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0MAAAF1CAYAAAAqfDF2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3XlgU1Xe//FPulGg0LCpKIoUWUQHEBEEESyCCKMOZVAWQRHUHypoUQSkZd8XrYoiiKJYFoGHZVAeZkBUCsqmo6IMUNYCRWRpCy3QJc35/dGHjJXWttokTe779Rc0N+d+m3ub3E/OuefYjDFGAAAAAGAxAd4uAAAAAAC8gTAEAAAAwJIIQwAAAAAsiTAEAAAAwJIIQwAAAAAsiTAEAAAAwJIIQwAAAAAsiTAEAAAAwJIIQwAAAAAsiTAEAAAAwJJ8LgwNGDDA2yUAAAAA8AM+F4ZSU1O9XQIAAAAAP+BzYQgAAAAASgNhCAAAAIAlEYYAAAAAWBJhCAAAAIAlEYYAAAAAWBJhCAAAAIAlEYYAAAAAWBJhCAAAAIAlEYYAN0lLS9PEiROVlpbm7VIAAABQALeFoR9++EF9+/aVJCUlJalXr17q3bu3xowZI6fTKUl666231L17d/Xs2VO7du1yVymAV6xatUqJiYlavXq1t0sBAABAAdwShubNm6fY2FhlZWVJkqZMmaLo6GgtXrxYxhht3LhRu3fv1o4dO7R8+XK99tprGjdunDtKAbwiLS1NmzdvljFGCQkJ9A4BAACUQUHuaPSGG27QrFmzNGzYMEnS7t271aJFC0lS27Zt9dVXX6lOnTpq06aNbDabrr32WuXm5iolJUVVq1Z1R0l/2pYtW7Rp06ZibXvu3DlJUnh4eLG2b9eundq0afOHa/s9vlq3r1u1apWMMZIkY4xWr16tfv36ea0ezgPAPXzxb8sXawYAd3FLz1CnTp0UFPTfnGWMkc1mkyRVrFhR6enpysjIUFhYmGubyz/3B2lpaT7ZE+CrdZdFW7dulcPhkCQ5HA59/fXXXq6o+DgPAPfwxb8tX6wZAErCLT1DvxUQ8N/MdeHCBVWuXFlhYWG6cOFCvp9XqlTJE+X8IW3atCn2t12TJk2SJMXExLizpGLx1bp9XatWrZSQkCCHw6GgoCC1bt3aq/VwHgDu4Yt/W75YMwC4i0fCUKNGjbR9+3a1bNlSCQkJuvPOO3XDDTdoxowZGjBggE6ePCmn01lmh8gBJRUVFaXNmzdLkmw2m7p27erligAA7sLQQ8B3eSQMDR8+XKNGjdJrr72miIgIderUSYGBgWrevLl69Oghp9Op0aNHe6IUwCPsdrvuvvtuffHFF2rbtq3sdru3SwIAlAGXhx0WNwwBcC+3haFatWpp2bJlkqQ6depo4cKFV2wzePBgDR482F0lAF4VFRWl5ORkeoUAwM8x9BDwXR7pGQL8xR8ZCvH2228Xu32GQwAAAHgOYQhwE4ZCAAAAlG2EIaAEGAoBAADgPwhDAAAAgEVZfTZEwhAAAACAIvnjLQCEIQAAAMCirH4LQIC3CwAAAAAAbyAMAQAAALAkwhAAAAAAS+KeIQAooZLMvCP55+w7AAD4A8IQALiZP86+AwCAPyAMAUAJlWTmHck/Z98BAMAfEIYAwCKsvrAeALgT77G+iTAEALgCQ/sAwH14jy07CEMAYBFWX1gPANyJ91jfxNTaAAAAACyJMAQAAADAkghDAAAAACyJMAQAAADAkghDAAAAACyJMAQAAADAkghDAAAAACyJMAQAAADAkghDAAAAACyJMAQAAADAkghDAAAAACyJMAQAAADAkghDAAAAACyJMAQAAADAkghDAAAAACwpyNsFAAAAwLO2bNmiTZs2FXv7c+fOSZLCw8OLtX27du3Upk2bP1Qb4EmEIQAAAPyutLQ0ScUPQ4CvIAwBAABYTJs2bUrUczNp0iRJUkxMjLtKAryCe4YAAAAAWBJhCAAAAIAlEYYAAAAAWBJhCAAAAIAlEYYAAAAAWBJhCAAAAIAlEYYAAAAAWBLrDPmYhQsXKikpyS1tX2738loCpal27drq06dPqbcLAAAA/FGEIR+TlJSk/Yf2KayqGw5diFOS9HPawVJtNiPFUartAQAAAKWBMOSDwqoGqelfq3i7jGL7fm2qt0sAAAAArsA9QwAAAAAsiTAEAAAAwJIIQwAAAAAsiTAEAAAAwJIIQwAAAAAsidnkAB/lrjWnWG8K8D2++H4g8Z4AwPsIQ4CPctuaU6w35VN88SKYC+DS52vvBxLvCQDKBsIQ4MN8ac0p1ptyD1+7COYC2H186f1A4j0BQNngsTCUk5OjESNGKDk5WQEBAZowYYKCgoI0YsQI2Ww21atXT2PGjFFAALcxAfA8d/WwSO7tZfnll1986iKYC2AAQFnisTC0adMmORwOffzxx/rqq6/0+uuvKycnR9HR0WrZsqVGjx6tjRs3qmPHjp4qCQBckpKSdOTgXl1nt5V625WCjCQp5+y+Um03Oc3IFlReIeVKtVkAACzDY2GoTp06ys3NldPpVEZGhoKCgvT999+rRYsWkqS2bdvqq6++IgwB8Jrr7DY92z7E22UU2+zPs3Uiw9tVAADguzwWhipUqKDk5GR17txZqampmjNnjnbu3CmbLe9b2IoVKyo9Pd1T5QAAAACwOI+FoQ8//FBt2rTRSy+9pJ9//lmPP/64cnJyXI9fuHBBlStX9lQ5AAAAACzOY7MVVK5cWZUqVZIkhYeHy+FwqFGjRtq+fbskKSEhQc2bN/dUOQAAAAAszmM9Q/369dPIkSPVu3dv5eTkaMiQIbr11ls1atQovfbaa4qIiFCnTp08VQ4AAAAAi/NYGKpYsaLeeOONK36+cOFCT5UAAAAAAC4s6gMAAADAkjzWMwQAQFnny4vvivWmAKDECEMAAPwfFt8FAGuxdBhy1zeAfPsHAL6LxXcBwDosHYbc9Q0g3/4BAADAG3x1uG/t2rXVp0+fUm+3KJYOQ5JvfQPIt38AAAD4PUlJSdp/aJ/CqrrhMj/EKUn6Oe1gqTabkeIo1fZKwvJhCAAAAPAnYVWD1PSvVbxdRrF9vzbVa/tmam0AAAAAlkQYAgAAAGBJhCEAAAAAlkQYAgAAAGBJhCEAAAAAlkQYAgAAAGBJTK0Ny3PX4mTuXJhMkn755ReJBXgBAAD+MMIQLC8pKUlHDu7VdXZbqbZbKchIknLO7ivVdiUpOc3IFlReIYQhAACAP4wwBEi6zm7Ts+1DvF1Gsc3+PFsnMrxdBQCgLHHXSAfJvaMdateurT59+pR6u0BxEIYAQNK5c+eUmmY0+/Nsb5dSbMlpRrlyyHdiPAB3SkpK0v5D+xRW1Q2XdyFOSdLPaQdLtdmMFEeptlfafHEoPcPoS4Yw5GMcDoeyzzr0/dpUb5dSbBlnHTpnO+ftMgAA8HthVYPU9K9VvF1GsZX16xlfG0rPMPqSIwwBgKTw8HBVcJz0weGSQZLK9jerAODLfGkoPcPoS44w5GOCgoIUEi6f+9YnPDzc22UAAAAA+bDOEAAAAABLomcIAHyYr91HyD2E7uFr54FU9s8FbpwHrIEwBAAA8BvcOA9YA2EIAHyYr91HyD2E7uFr54HkG+cCN84D/o8wBPgoXxsWU9aHxAAAAOthAgUAAAAAlkTPEOCjfG1YjC8MiQEAANZCzxAAAAAASyIMAQAAALAkwhAAAAAASyIMAQAAALAkwhAAAAAASyIMAQAAALAkptYGAADwA762GLfEgtzwPnqGAAAAAFgSPUMAAAB+wNcW45ZYkBveRxjyQRkp7ukCz77klCSFlC/dDsOMFIdkL9UmAQAAgD+NMORjQkNDVfvq2m5pO+lckiSpZs1Sbt8u1a7tnpoBAACAP8rSYejcuXNKTTOa/Xm2t0spluQ0oyrVQxUTE+OW9idNmiRJbmsfAAAAKEssHYYAyfdCsZQXjHPlUIi3CwH8DO8HAHwdswqWjKXDUHh4uCo4TurZ9r7xETL782wFc5MhAAAAUCosHYYAyfdCsZQXjE9kBElyeLsUwK/wfgDA1zGrYMkQhgAAAIAC+NrQWYbNlhyLrgIAAACwJHqGAAAAgAL42tBZhs2WHGEI8GHuWICXxXcBAIBVEIYAH+WuBXhZfBcAAFgFYQjwUVdffbVbFshl8V0AAGAVhCEAAIDfYBYxwBqYTQ4AAACAJdEzBACAH/ClCVWksj+pCrOIAdZAGAIAwMf53IQqEpOqACgTPBqG5s6dq88//1w5OTnq1auXWrRooREjRshms6levXoaM2aMAgIYuQcAQEkwoQoA/DEeC0Pbt2/Xd999pyVLlujSpUuaP3++pkyZoujoaLVs2VKjR4/Wxo0b1bFjR0+VBAB+wZeGR5X1oVEAAGvxWBjasmWL6tevr+eee04ZGRkaNmyYli1bphYtWkiS2rZtq6+++oowBAAl4HPDoxgaBQAoQzwWhlJTU3XixAnNmTNHx48f1zPPPCNjjGw2mySpYsWKSk9P91Q5AOAXGB4FAMAf57EwZLfbFRERoZCQEEVERKhcuXI6efKk6/ELFy6ocuXKnioHAAAAgMV5LAzdfvvt+uijj/TEE0/o1KlTunTpklq1aqXt27erZcuWSkhI0J133umpclyS3bCgWnqmkSRVCrWVarvJaUY3VivVJgEAAOBn3HEvqeSf95N6LAxFRkZq586d6t69u4wxGj16tGrVqqVRo0bptddeU0REhDp16uSpciS5b9x6elLeWPuq1Uq3/RurMdYeAAAAhXPXvaSSf95P6tGptYcNG3bFzxYuXOjJEvLp06ePW9plrD0AAAC8wV33kkr+eY3LoquAfGu4pMSQSQAAgNJQrDB05MgRJSUlqUGDBrr66qtdM8AB/sDXhktKDJkEAAAoDUWGoYULF2rDhg06d+6cunbtqqNHj2r06NGeqA3wCIZLAgAAWFORYWjt2rVavHixHnvsMfXr109///vfPVEXAAAASohZxICSKTIMGZN338PloXEhISHurQgAAAAlxixiQMkVGYYeeOABPfroozpx4oSeeuopdejQwRN1AQAAoASYRQwouSLDUOvWrdWqVSslJiaqTp06atiwoSfqAgAAAAC3KjIMxcTEaMmSJapbt64n6gEAAAAAjygyDFWoUEGTJ09WnTp1FBCQd9Ncjx493F4YAAAAALhTkWHotttukySdPXvW7cUAAAAAgKcUGYYGDRqkL7/8Uvv371edOnWYQAGA30pOM5r9eXapt5uemTcrZ6XQ0l2wOjnN6MZqpdokAACWUmQYevXVV5WUlKRmzZpp9erV+vbbbzV8+HBP1AYAHuPOqV3Tk/KmpK1arXT3cWM1pqQFAODPKDIM7dy5Ux9//LEk6fHHH9cjjzzi9qIAwNP69OnjtraZkhYAgLKpyGWEHQ6HnM68VYeNMa7FVwEAAADAlxXZM9SlSxf16tVLTZo00a5du9SlSxdP1AUAAAAAblVkGOrfv7/atGmjQ4cO6e9//7saNGjgiboAAPAKJtIAAOsoMgwtW7ZMBw4c0MiRI9W/f3899NBD6tq1qydqAwDAo5hIAwCspcgwtGTJEtcECnPnzlWfPn0IQwAAv8REGgBgLUWGoYCAAJUrV06SFBwczAQKAADAEtwxZJLhkkDZUmQYuvfee9W7d281btxYu3fvVvv27T1RFwAAgNe4a+ghwyWBsqXIMPTss88qMjJShw8fVteuXdWwYUNP1AUAAOA17hoyyXBJoGwpcp2h/fv3KzMzU9dee62mTJmirVu3eqIuAAAAAHCrIsPQmDFjFBISojlz5mjIkCF66623PFEXAAAAALhVkWEoKChI9erVU05Ojpo2barc3FxP1AUAAAAAblVkGLLZbHrppZfUtm1b/e///q/Kly/viboAAAAAwK2KnEAhLi5OP/74o9q2bavt27crLi7OE3UBAAAAgFsVGYaqVq2qdu3aSZLuvPNOtxcEAAAAAJ5QZBgCAAAArIrFd/0bYQgAAAAoAIvv+r8iw9CXX36pxYsXKzMz0/Wzjz76yK1FAQAAAN7G4rv+r8gw9MYbb+iVV15R9erVPVEPAAAAAHhEkWEoPDxcLVq08EQtAAAAAOAxhYahpUuXSpKCg4M1atQo3XLLLbLZ8m7y6tGjh2eqAwAAAAA3KTQMnT59WpLUpEkTSdKZM2c8UxEAAAAAeEChYWjQoEGSpNmzZ+vZZ591/fzVV191f1UAAAAA4GaFhqHly5frf/7nf3Tw4EElJCRIkpxOp3JycvTSSy95rEAAAAAAcIdCw9Df/vY3tWrVSnPnztXAgQMlSQEBAapWjZWcAMAXbdmyRZs2bSrWtkn/twbG5elfi9KuXTu1adPmD9cGAIA3BBT2QEhIiGrVqqXRo0fr1KlTOnHihI4dO6b169d7sj4AgBfY7XbZ7XZvlwEAgFsVObX24MGDlZOTo1OnTik3N1dXXXWVHnjgAU/UBgAoRW3atKH3BgCAXym0Z+iyjIwMvf/++2rcuLFWrlyprKwsT9QFAAAAAG5VZBgKCsrrPLp06ZJCQ0OVk5Pj9qIAAAAAwN2KDEMdO3bUW2+9pYYNG+qRRx5RxYoVPVEXAAAAALhVkfcMPfroo65/t2vXTjfeeKM76wEAAAAAjygyDH3++edX3Cs0b948txYFAAAAAO5WZBiaNm2axo8fr/DwcE/UAwAAAAAeUWQYqlevnlq2bOmJWgAAAADAY4oMQ/fee6969OihiIgI18+mTJni1qIAAAAAwN2KDEPx8fF68sknValSJU/UA8ANtmzZok2bNhVr26SkJEnSpEmTirV9u3btWMgTAAD4pCLDUPXq1dWlSxdP1AKgDLDb7d4uAQAAwCOKDEOhoaEaMGCAGjVqJJvNJkl68cUX3V4YgNLTpk0bem8AAAB+o8gwFBkZ6Yk6AAAAAMCjigxDUVFRpbrDs2fPqlu3bpo/f76CgoI0YsQI2Ww21atXT2PGjFFAQECp7g8AAAAACuLR5JGTk6PRo0crNDRUUt6sdNHR0Vq8eLGMMdq4caMnywEAAABgYUX2DJWmadOmqWfPnnr33XclSbt371aLFi0kSW3bttVXX32ljh07erIkACixkszOJzFDH8oWZpcEgP/yWM/QypUrVbVqVd19992unxljXJMyVKxYUenp6Z4qBwA8xm63M0sffBLnLgB/57GeoRUrVshms2nr1q3as2ePhg8frpSUFNfjFy5cUOXKlT1VDgD8YczOB1/G+QsA/+WxMLRo0SLXv/v27auxY8dqxowZ2r59u1q2bKmEhATdeeednirHMhgOAQAAABTMq1O3DR8+XLNmzVKPHj2Uk5OjTp06ebMcy2M4BAAAAKzEoxMoXBYfH+/698KFC71RgmUwHAIAAAAoGIv6AAAAALAkwhAAAAAASyIMAQAAALAkr9wz5IuYlQ0AAADwL4QhN2BGNgAAAKDsIwwVE7OyAQAAAP6Fe4YAAAAAWBJhCAAAAIAlEYYAAAAAWBL3DAEl4M5ZBSVmFgQAAPAkwhDgJswqCAAAULYRhoASYFZBAAAA/0EYAgAAsJiSDPuWWFAe/oswBAAAgN/F0G/4K8IQAACAxTDsG8jD1NqAm6SlpWnixIlKS0vzdikAAAAoAGEIcJNVq1YpMTFRq1ev9nYpAAAAKABhCHCDtLQ0bd68WcYYJSQk0DsEAABQBnHPEOAGq1atkjFGkmSM0erVq9WvXz/vFgUAAPAb7lxQ3hdmFaRnCHCDrVu3yuFwSJIcDoe+/vprL1cEAADw59jtdr+bWZCeIcANWrVqpYSEBDkcDgUFBal169beLgkAAOAKVp9ZkJ4hwA2ioqJks9kkSTabTV27dvVyRQAAAPgtwhDgBna7XXfffbdsNpvatm3rd13KAAAA/oBhcoCbREVFKTk5mV4hAACAMoqeITdgsU1Ieb1DsbGx9AoBAAC/4I/XuIQhN2CxTQAAAPgbf7zGJQyVMhbbBAAAgL/x12tcwlApK2ixTViTP3YlAwAAa/LXa1zCUCljsU1c5o9dyQAAwJr89RqXMFTKWrVqpaCgvEn6WGzTuvy1KxkAAFiTv17jEoZKGYttQvLfrmQAAGBN/nqNSxgqZSy2Ccl/u5IBAIA1+es1LmHIDaKiolS/fn2/ScwoOX/tSgYAANblj9e4Qd4uwB9dXmwT1hUVFaXNmzdL8q+uZADAlbZs2aJNmzYVa9ukpCRJ0qRJk4q1fbt27dSmTZs/XBtQmvzxGpeeIcAN/LUrGQDw59jtdj4TgDKEniHATaKiopScnEyvEAD4uTZt2tB7A/gowhDgJv7YlQwgP4ZHAYBvIwwBAOABDI0CgLKHMAQAwB/E8CgA8G1MoAAAAADAkghDAAAAACyJMAQAAADAkghDAAAA+F1paWmaOHGi0tLSvF0KUKoIQwAAAPhdq1atUmJiolavXu3tUoBSRRgCAABAodLS0rR582YZY5SQkEDvEPwKYQhwE4YUAAD8wapVq2SMkSQZY+gdgl8hDAFuwpACAIA/2Lp1qxwOhyTJ4XDo66+/9nJFQOkhDAFuwJACAIC/aNWqlYKCgiRJQUFBat26tZcrAkoPYQhwA4YUAAD8RVRUlGw2myTJZrOpa9euXq4IKD2EIcANGFIAAPAXdrtdd999t2w2m9q2bSu73e7tkoBSQxgC3IAhBQAAfxIVFaX69evTKwS/E+SpHeXk5GjkyJFKTk5Wdna2nnnmGd10000aMWKEbDab6tWrpzFjxigggHwG3xcVFaXNmzdLYkgBAMD32e12xcbGersMoNR5LHmsWbNGdrtdixcv1rx58zRhwgRNmTJF0dHRWrx4sYwx2rhxo6fKAdyKIQUAAABln8fC0P33368XXnjB9f/AwEDt3r1bLVq0kCS1bduW+yrgVxhSAAAAULZ5LAxVrFhRYWFhysjI0PPPP6/o6GgZY1yzk1SsWFHp6emeKgcAAACAxXn0Bp2ff/5Zjz32mP72t7/pwQcfzHd/0IULF1S5cmVPlgO4FYuuAgAAlG0eC0NnzpxR//799fLLL6t79+6SpEaNGmn79u2SpISEBDVv3txT5QBuxaKrAAAAZZ/HwtCcOXN0/vx5zZ49W3379lXfvn0VHR2tWbNmqUePHsrJyVGnTp08VQ7gViy6CgAAUPZ5bGrt2NjYAqdkXLhwoadKADymoEVX+/Xr592iAAAAkA+L+gBuwKKrAAAAZZ/HeoYAK2HRVQAArGXLli3atGlTsbZNSkqSJE2aNKlY27dr105t2rT5w7WhcPQMAW7AoqsAAKAwdruda4Mygp4hwE2ioqKUnJxMrxAAABbQpk0bem98EGEIcBO73V7gpCEAAAAoGxgmBwAAAMCSCEMAAAAALIkwBAAAAMCSCEMAAAAALIkwBAAAAMCSCEMAAAAALIkwBAAAAMCSCEMAAAAALIkwBAAAAMCSCEMAAAAALIkwBAAAAMCSCEMAAAAALIkwBAAAAMCSCEMAAAAALIkwBAAAAMCSgrxdAADA/XJycnT8+HFlZmZ6uxSUQGhoqGrVqqXg4GBvlwIAfokwBAAWcPz4cVWqVEk33nijbDabt8tBMRhjdPbsWR0/flx16tTxdjkA4JcYJgcAFpCZmalq1aoRhHyIzWZTtWrV6M0DADciDAGARRCEfA/HDADcizAEABaUlZWl5cuXl/h5O3fu1N69e91QUenYt2+fdu7cKUkaMmSIsrOzvVwRAKAsIwwBgAWdPn36D4WhFStW6NSpU26oqHSsX79eBw4ckCTFxcUpJCTEyxUBAMoyJlAAAAuaM2eODhw4oLfeekuPP/64YmJilJqaKkmKjY1VgwYNNGLECB09elRZWVkaMGCAbrjhBm3evFm7d+/WTTfdpGuvvVaStH37ds2ZM0cBAQE6ffq0evTooUcffVR9+/ZVlSpVdP78eb377rsaO3askpKS5HQ6FR0drZYtW6pLly5q3ry59u/fr/DwcL322mtyOp2KiYlRenq6UlNT9fDDD6t379752ps1a5ZiY2PzbXPvvfdq1apVCg4O1i233KLo6GitW7dOp0+fVkxMjBwOh2w2m2JjY9WwYUPdd999atasmQ4fPqxq1app1qxZCgwMdL1GR44cUWxsrHJychQaGqq4uDhdvHixwLbuuusuffXVV5LyeqR69uyp5ORkrVixQk6nU88//7z+8Y9/5Hs9u3Tpoh07diguLk6BgYG6/vrrNX78eGaOAwBPMj4mKirK2yUAgM/5z3/+k+//x44dMw8//LAxxpjp06ebRYsWGWOMOXz4sOnZs6dJT08399xzjzl79qw5e/asWbNmjTHGmOHDh5tNmzbla2vbtm2mc+fOJisry1y6dMl06NDBnDlzxvTp08esX7/eGGPMokWLzPTp040xxqSkpJguXboYY4yJjIw0O3bsMMYYM23aNDN//nzz008/mX/961/GGGNOnjxpOnbsaIwx+dorbJs333zTLF682NV2ZmamGTx4sNmwYYPrdbj8OdKwYUNz4sQJY4wxPXr0MN99912+32vgwIGu33Xt2rVm8+bNhbbVunVr1/Oio6PNtm3bzIoVK8zAgQONMabA19PpdJr77rvPnDlzxhhjTFxcnFm6dGmRxw6+LTU11UyYMMGkpqZ6uxQAxhh6hgDA4hITE7Vt2zatW7dOknT+/HmFhYVp1KhRGjVqlDIyMvTQQw/9bhu33Xaba0havXr1dPToUUlyTQmdmJiob7/9Vrt27ZIkORwOpaamKigoSHfccYckqVmzZkpISFCXLl20YMECrV+/XmFhYXI4HK79XG6vevXqhW7zWwcPHnTt4+abb9bJkyclSVWqVFHNmjUlSTVr1lRWVla+5x0+fFi33XabJKlLly6SpClTphTY1q8ZY66ot6DXMyUlRadOnVJ0dLSkvBn/7rrrrkJ/D/iHVatWKTExUatXr1a/fv28XQ5geYQhALCggIAAOZ1OSVJERIQeeughPfjggzp79qyWL1+uU6dOaffu3Xr77beVlZWldu3a6W9/+5tsNlu+i/3L9uzZo9zcXGVnZ+vAgQOqXbu2pP/OhhYREaFrrrlGAwcOVGZmpt555x2Fh4ewbkFaAAAgAElEQVTL4XBo7969atiwob799lvddNNNmj9/vpo2barevXtr27Zt2rRpk2s/l9srbBubzeb6vS6rW7euvvnmG917773as2ePqlevnq+twtStW1c//vijWrdurTVr1ujcuXOFtuVwOHThwgUFBwe77lm6/DpLKvD1fPDBB3XNNddo9uzZqlSpkjZu3KgKFSoU8wjCF6WlpWnz5s0yxighIUFdu3aV3W73dlmApRGGAMCCqlWrppycHM2YMUMDBw5UTEyMli1bpoyMDA0aNEg1atTQ6dOn1bVrV1WoUEH9+/dXUFCQmjRpopkzZ6pWrVqqW7euqz2Hw6GnnnpKaWlpeuaZZ1S1atV8++vZs6diY2PVp08fZWRkqHfv3q6gMG/ePJ04cULXXnuthgwZon//+98aO3asPvnkE9ntdgUGBl4xK1xkZGSB29x6662aPn16vtqGDRumUaNGaf78+XI4HJo0aVKxXqNhw4Zp9OjReueddxQaGqoZM2YoMjKywLYee+wx9ejRQ7Vq1XLdS/VrBb2eISEhiomJ0dNPPy1jjCpWrKjp06cX7wDCJ61atcr1ZYIxht4hoAywmYK+4ivDunXrppUrV3q7DADwKXv27NHNN9/slra3b9+ujz/+WHFxcSV+bvv27bVu3TqVK1fODZX5B3ceO3jW008/rUuXLrn+X758eb377rterAgAU2sDAAB4QKtWrRQUlDcoJygoSK1bt/ZyRQAYJgcA+FNatmypli1b/qHnfv7556VcDVB2RUVFafPmzZLy7lnr2rWrlysCQM8QAACAB9jtdt19992y2Wxq27YtkycAZQA9QwAAAB4SFRWl5ORkeoWAMoIwBAAA4CF2u12xsbHeLgPA/2GYHAAAAABLomcIAFBscdMnKv3c2VJrr1J4NQ0ZxrfkAADvIAwBAIot/dxZDWyVXmrtzdlaak0BAFBihCEAQJm2cuVKbdq0SZmZmTp69KieeuopNWzYUBMmTFBgYKDKlSunCRMmyOl06qWXXtI111yjY8eO6S9/+YvGjRun9PR0xcTEKDU1VZIUGxurBg0aePm3AgCUBYQhAECZl5GRoffff19HjhzRwIEDVaFCBU2aNEk333yzPvvsM02dOlXDhg3TkSNH9P7776t8+fLq0KGDTp8+rQ8//FB33nmnevfurSNHjuiVV17RkiVLvP0rAQDKAMIQAKDMa9iwoSSpZs2ays7OVkZGhm6++WZJ0h133KFXX31VknTDDTcoLCxMklSjRg1lZWUpMTFR27Zt07p16yRJ58+f98JvAAAoiwhDAIAyz2az5fv/VVddpb1796phw4bauXOnbrzxxgK3k6SIiAg99NBDevDBB3X27FktX77cEyUDAHwAYQgA4HMmTpyoCRMmyBijwMBATZ48udBtBw4cqJiYGC1btkwZGRkaNGiQBysFAJRlNmOM8XYRJdGtWzetXLnS22UAgE/Zs2ePa1jZn8HU2p5XWscOAHAleoYAAMVGcAEA+JMAbxcAAAAAAN5AGAIAAABgSYQhAAAAAJZEGAIAAABgSYQhAAAAwIPS0tI0ceJEpaWlebsUy/P6bHJOp1Njx47Vvn37FBISookTJ6p27dreLgsAUICpMyYp7XxKqbVnr1xVI16OKbX2/oj27dtr3bp1KleuXIGPL126VN26dVNwcHCRbS1ZskRnzpzR4MGDS7tMAH5k1apVSkxM1OrVq9WvXz9vl2NpXg9Dn332mbKzs7V06VJ9//33mjp1qt555x1vlwUAKEDa+RTddG/ptXdgY+kFK3eZO3euunbt6u0yAPiJtLQ0bd68WcYYJSQkqGvXrrLb7d4uy7K8Hoa+/fZb3X333ZKkpk2b6qeffvJyRQCAsiQzM1OvvPKKTpw4oZycHI0cOVJLly7VsWPHlJubqyeeeEJdunRR37591aBBA+3fv18VKlRQ8+bNtWXLFp0/f17z58/Xxo0btXHjRmVkZCg1NVXPPfecOnXq5NrPzz//rFGjRikrK0vlypXThAkTtGXLFp0+fVpDhgzR7Nmz9eqrr2rnzp0yxqhfv37q3LmzvvnmG02ePFnh4eEKCAhQ06ZNvfhqASjrVq1aJWOMJMkYQ++Ql3n9nqGMjAyFhYW5/h8YGCiHw+HFigAAZcnHH3+s6667TkuXLtXUqVO1Y8cOValSRR9//LE++OADvf7660pJyethaty4sRYsWKDs7GyFhobqgw8+0E033aSdO3dKki5evKgPPvhA8+fP19SpU/N93kybNk19+/ZVfHy8BgwYoJkzZ+rhhx9WjRo1FBcXp02bNun48eP6+OOP9dFHH2nOnDk6f/68pkyZoldffVUffPCBatWq5ZXXCIDv2Lp1q+u9x+Fw6Ouvv/ZyRdbm9Z6hsLAwXbhwwfV/p9OpoCCvlwUAKCMOHTqktm3bSpLq16+vJUuWqHXr1pLyPkPq1q2rY8eOSZJuueUWSVLlypV10003uf6dlZUlSbrjjjsUEBCg6tWrq3Llyq4QJUmJiYmaO3eu3nvvPRljrrhHKDExUbt371bfvn0l5V3EnDhxQr/88ovq1KkjSWrWrJmOHj3qrpcCgB9o1aqVEhIS5HA4FBQU5Ho/g3d4vWeoWbNmSkhIkCR9//33ql+/vpcrAgCUJXXr1tWPP/4oSTp27JjWrl2rb775RlLe6ILExMRi98js3r1bknTmzBllZGSoWrVqrsciIiI0dOhQxcfHa9y4ca4hdDabTU6nUxEREWrZsqXi4+O1YMECde7cWbVq1VKNGjV08OBBSXLVCQCFiYqKks1mk5T3/sI9id7l9S6Yjh076quvvlLPnj1ljNHkyZO9XRIAoAzp2bOnRo4cqT59+ig3N1fvvfeeFi1apF69eikrK0uDBg3KF2p+z5kzZ/T4448rPT1dY8aMUWBgoOux4cOHa+zYscrKylJmZqZiYvJmuWvevLmefvppffTRR9qxY4d69+6tixcvqkOHDgoLC9OMGTM0fPhwVaxYURUrVlR4eLhbXgcA/sFut+vuu+/WF198obZt2zJ5gpfZzOU7uHxEt27dtHLlSm+XAQA+Zc+ePbr55pv/dDu+PLX2ypUrdejQIQ0dOtQj+ystpXXsAJQdaWlpeuuttzRo0CDCkJd5vWcIAOA7vL0mEAD4A7vdrtjYWG+XARGGAAAW0a1bN2+XAAAoY7w+gQIAAAAAeANhCAAswsduEYU4ZgDgboQhALCA0NBQnT17lotrH2KM0dmzZxUaGurtUgDAb3HPEABYQK1atXT8+HGdPn3a26WgBEJDQ4u9hhIAoOQIQwBgAcHBwapTp463ywAAoExhmBwAAAAASyIMAQAAALAkwhAAAAAAS7IZH5taqGXLlrruuuu8XQYAAACAMqpKlSp6//33i9zO58IQAAAAAJQGhskBAAAAsCTCEAAAAABLIgwBAAAAsCTCEAAAAABLIgwBAAAAsCTCUAFWrlypmTNn/uHnb9++XUOGDCn1bY8fP6727duXuJ5HHnlEx48fL/Hz4Psun8vHjx/XI4884u1yUICFCxcWe9sRI0Zo5cqVJWo/ISFBI0aMKGlZ8JIhQ4YoOzu70Mc3bNigX375pdDH+/btq+3bt5don0uWLNGsWbNK9ByUXGHXFkUd87vuuqtU9j9ixAglJCT8qTbat2+vrKysUqkHJVfQubBy5Upt3Lix0OeUxnGXSna9WphZs2ZpyZIlf7qW0kYY8iHVqlXTNddc4+0yAJSid955p9jbVq9eXVdddZUbq4G3xcXFKSQkpNDHP/roI2VkZBT6OOeI7ynqmAO/p1u3brr33nu9XYZPC/J2AWXV999/r8cff1wZGRkaPHiw7rnnHv3zn//UokWLXNu88cYbstvtmjhxonbt2qWcnBwNHjxYlSpVUlJSkp588kmlpKQoMjJSgwcP1r59+zRx4kRJkt1u1+TJk/Ptc82aNVqwYIFCQkJ04403avz48frkk0+0YsUKOZ1OPf/883rzzTcl5SX9o0ePKisrSwMGDFCXLl3ytRUXF6fNmzfrmmuuUWpqqiQpPT1dMTExrv/HxsaqQYMGWr58uRYtWqTw8HAFBwe72vr1ftPS0vThhx8qICBAt99+u4YOHVpoe1Z0+PBhvfLKKwoKClJgYKCmT5+uq6++WlOnTtW3334rSXrggQf0+OOPa8SIEQoKCtKJEyeUnZ2tLl266IsvvtDPP/+s2bNn64YbbtCrr76qnTt3yhijfv36qXPnzvn2t3z5ci1ZskROp1P33nuvBg8eXOD5U5AdO3YoLi5OgYGBuv766zV+/Hjl5uZq2LBhOnXqlGrWrKmdO3dqy5YtBZ6zlSpVcu+LWcatXLlSX3zxhTIzM3X69Gk99thj2rhxo/bv369hw4apQ4cOWrhwodavXy+Hw6FKlSpp1qxZSk5OvuIcWblypc6dO6exY8cqJiZGY8aMUVJSkpxOp6Kjo9WyZUs98MADuvHGGxUSEqKxY8cqNDRU3377raZNm6agoCBVrlxZM2fOVFhYmKvGgwcPauTIkSpfvrzKly+v8PBwSdK6deuu+DtOSUnR0KFDlZ2drTp16mjbtm3asGFDvv2OGzeuwL/1gtrzRxkZGYqJiVF6erpSU1P18MMPq3fv3lq0aJFWr16tgIAANWvWTMOHD9f69es1b948BQUF6brrrtP06dOVkZGhl19+WRkZGcrNzdULL7ygVq1a6YsvvtBbb70lSWrUqJHGjRunDh06aN26dUpKStLUqVPldDp1/vx5xcbG6vz589qzZ4+GDx+uxYsXa+nSpfr0009ls9nUpUsXPfbYYxo1apSqVKlSYB0BAf/9/vObb77R5MmTFR4eroCAADVt2lSSFB8ff0WbSUlJrvet6667TsnJyYqPj1dkZKQiIiIUERGh/v37a9SoUcrKylK5cuU0YcIE1axZs8D2rOyHH35Q//79lZKSol69eqlHjx5q37691q1bp5MnTxb4OmdnZ+ull17SiRMnZLfb9eabbyo4ONjVZkHn4ZEjRxQbG6ucnByFhoYqLi5OkrR06VK99957ysjI0NixY9W4cWPNnz9fa9euVVBQkJo3b66XX35Z58+fL/CcRX6e/uwv6FyYM2eOqlevrp49e2rcuHH66aefVL16dSUnJ7u+bCvouP/e71CjRo1iX9v+5z//0YQJExQYGOj627/22msLPK/KLIMrrFixwjz55JPG6XSaM2fOmMjISJObm2veeecdc/HiRWOMMaNGjTL/+Mc/zPr16010dLQxxphTp06Z1157zWzbts106dLFZGVlmYsXL5oWLVoYY4x5+OGHzf79+40xxixbtsy1bXR0tElJSTEdOnQw6enpxhhjJk2aZOLj482KFSvMwIED89WXnp5u7rnnHnP27Flz9uxZs2bNmnyP79u3z/Tq1cvk5uaa9PR006pVK3Ps2DEzffp0s2jRImOMMYcPHzY9e/Y0Z8+eNffdd5+5ePGicTgcpnfv3mbFihX59puammo6d+7s+t2HDh1qtmzZUmB7VrVw4UIzfvx4k52dbb7++muzb98+8/nnn5vnnnvOOJ1Ok52dbbp372727t1rhg8fbmbPnm2MyTuPpk2bZowx5o033jAffPCB+fLLL13nVGZmpnnooYfMuXPnXPs6c+aM6dixo7l06ZLJzc01kyZNMsePHy/0/JkxY4Y5duyYefjhh43T6TT33XefOXPmjDHGmLi4OLN06VLz4Ycfuuo4cOCAadiwoTGm4HPW6lasWGGeeOIJY4wxn376qenevbtxOp1m69at5plnnjG5ublm1qxZJjc31xhjTP/+/c0333xT4DlijDGtW7c2xhizaNEiM336dGOMMSkpKaZLly7GGGMiIyPN7t2789UwdepU8+6775rc3FyzYcMGk5ycnO/xwYMHmy1bthhjjJk7d64ZPnx4oX/HkyZNMgsXLjTGGLNlyxYTGRl5xX4L+lsvrD1/9NNPP5l//etfxhhjTp48aTp27GiMMaZbt27mu+++M8bkHb+cnBwzePBg8+mnnxpjjFm1apU5d+6cmTp1qvnwww9dz4+MjDRZWVkmMjLS9bc4a9Ysk5ycbCIjI01mZqZZu3at2bt3rzHGmDVr1piYmBhjjDF9+vQxBw4cMPv37zc9e/Y0DofD5Obmmr59+5qDBw+6ai6ojl/r1q2bOXTokDHGmNGjR5s333yz0DafffZZ8+WXXxpjjFm6dKnp06ePMcaYBg0amJSUFGOMMS+88IJrm6+//tq8+OKLRdZoNStWrDD9+vUzTqfTHDt2zHTu3NkYY1zHvLDXuVGjRubYsWPGmLzj/8MPP+Rrt6DzcODAgWbTpk3GGGPWrl1rNm/ebIYPH27efvttVy1jxowxe/fuNd27dzfZ2dnG6XSa5557znz++ecFnrO5ubmuWpHHk5/9xhR8Lrz55ptm8eLFZsOGDeaFF14wxhhz9uxZc/vtt5tjx44VeNyL+h1Kcm0bFRVl/vOf/xhjjNmwYYMZPHhwoefV5VrLGnqGCnH77bfLZrOpWrVqqlSpktLS0lStWjUNHz5cFStW1KFDh9S0aVMdPnzY9Y1ajRo1NGTIEG3fvl316tVzdXsHBeW9zAcPHtS4ceMkSTk5OapTp45rf8eOHdNNN93k+nb3jjvu0JYtW9SkSZN820lSWFiYRo0apVGjRikjI0MPPfRQvscPHDigW2+9VQEBAQoLC1P9+vUlSYmJidq2bZvWrVsnSTp//ryOHj2qunXrqnz58pKk2267zdXO5f0ePXpUKSkpevrppyVJFy5c0LFjxwpsz6q6d++uefPm6cknn1SlSpU0ZMgQHTx4UM2bN5fNZlNwcLCaNGmigwcPSsr7FliSKleurIiICNe/s7OzlZiYqN27d6tv376SJIfDoRMnTqhy5cqS8s6VevXqKTQ0VJI0cuRI7dq1q9Dz59dSUlJ06tQpRUdHS5IyMzN11113KSUlRW3btpUk1a1bV1WrVpX0++esld18882SpEqVKqlu3bqy2WwKDw9XVlaWAgICFBwcrBdffFEVKlTQyZMn5XA4CjxHfi0xMVHffvutdu3aJSnvuF/uifnt6z5w4EDNmTNHjz/+uK6++up83/JJ0v79+10/a9asmQ4dOlTo3/HBgwcVFRUlSWrevHm+di7vt7D3joLa80fVq1fXggULtH79eoWFhcnhcEiSpkyZovnz52vmzJlq2rSpjDF65ZVXNHfuXC1ZskQRERHq0KGDDh48qAcffFCSdPXVVyssLEynT59W5cqVVa1aNUnSoEGD8u3zqquu0uzZsxUaGqoLFy7k6/mT8o7JiRMn1K9fP0nSuXPndPToUdf7SUF1/Novv/ziOr7NmjXT0aNHC23z4MGDrs+G22+/XZ988okkqUqVKqpSpYqrnrlz5+q9996TMUbBwcFF1mhFjRo1ks1mU40aNZSZmZnvscJe5/DwcNWqVUtS3rl46dKlfM8r6Dw8fPiwq63Loz0+/fRT3XLLLa52MjMzdejQITVp0sTV09S8eXPt37+/wHM2JSXFHS+JT/PkZ7/0++fC5etSSapatWq+v7PfHveifoeSXNueOnXK9Zl4xx136NVXXy30vCqruGeoED/++KMk6fTp07p48aKCg4P15ptvKi4uThMnTlS5cuVkjFFERIRr2/T0dA0YMECSZLPZrmizTp06mjZtmuLj4/Xyyy+rXbt2rsdq1aqlgwcP6uLFi5LyhjJd/qD69dAGKe/E2717t95++229++67mjFjhuvD+fJ+du3aJafTqYsXL+rAgQOSpIiICPXr10/x8fF6/fXX9eCDD+qGG27QoUOHlJmZKafT6boQ+/V+a9WqpZo1a2r+/PmKj49Xnz591KRJkwLbs6qNGzfq9ttv14IFC3T//ffrvffeU926dV3d5Dk5Ofruu+9Uu3ZtSQWfH5dFRESoZcuWio+P14IFC9S5c2fXm58k1zG7fMPt888/r2rVqhV6/vxalSpVdM0112j27NmKj4/XwIED1bJlS9WvX1/fffedpLzw++uL8MLOWSv7veO3d+9effbZZ3r99dc1atQoOZ1OGWMKPEckyRgjKe+4//Wvf1V8fLzmzZun+++/3zW87bfvAZ988omioqIUHx+vevXqadmyZfkej4iIcB3Pn376SVLhf8e/Pvbff/99vnYu77egv/XC2vNH8+fPV9OmTTVz5kzdf//9rmO2bNkyjRs3TgsXLtSePXv03XffaenSpRo8eLBrYowNGzaobt26+uabbyTlhZDz58+rRo0aOn/+vNLS0iTJNSTlskmTJun555/XtGnTVL9+fdc+bTab67Pnpptu0kcffaT4+Hh169bN9cWXpALr+LUaNWq4LtAuf4YV1uavz5EffvjB1cavz8uIiAgNHTpU8fHxGjdunDp16lRkjVb0e+8dhb3Ov/ccqeDzsG7duq7jumbNGsXHxxfYVkREhHbt2iWHwyFjjHbu3Kk6deoUeM7a7faS/8J+zpOf/UU9v169eq738HPnzunIkSPFel5Bv0NJrm2vuuoq7d27V5K0c+dO3XjjjYWeV2UVPUOFyMzM1GOPPaaLFy9q/PjxCgsLU7NmzRQVFaUKFSqocuXKOnXqlLp166atW7eqV69eys3N1XPPPVdom2PHjtXw4cOVm5srKe/D7tSpU5LyUvzgwYP12GOPKSAgQDfccIOGDh2qtWvXXtFOjRo1dPr0aXXt2lUVKlRQ//79XQldyvvW+v7771f37t111VVXub55HDhwoGJiYrRs2TJlZGRo0KBBqlq1qp566in17t1bdrtdWVlZCgoKyheuqlatqn79+qlv377Kzc3Vddddp86dOxfYnlXdeuutevnllzVr1iwFBATolVde0S233KIdO3aoR48eysnJ0f333+/6dub3tG/fXjt27FDv3r118eJFdejQId+3wpePWZ8+fWSz2RQZGanrrruuWOdPQECAYmJi9PTTT8sYo4oVK2r69Om67bbbNGLECD366KO69tprVa5cOUkFn7P4fbVr11b58uXVrVs3hYSEqEaNGjp16pSaNm16xTki5fXEDR06VJMnT1ZsbKz69OmjjIwM9e7d+4oQdNlf/vIXjRgxQhUqVFBwcPAV94eNGTNGQ4YM0fvvv6+qVauqXLlyhf4dP/XUUxo2bJjWrVunq666Kt97yWWFvXcU1J4/ioyM1NixY/XJJ5/IbrcrMDBQ2dnZatCggbp3764qVaro6quvVpMmTZSRkaEnnnhCdrtdFStW1D333KPIyEiNHDlS//rXv5SZmanx48crJCREY8aM0f/7f/9PAQEBatSokf7yl7+49vnQQw/p2WefdU2cc/kLittuu03Dhg3T/Pnz1apVK/Xq1UvZ2dlq3Lixrr76atfzGzdufEUdvzZjxgzXSIeKFSsqPDxcDRs2LLDNoUOHauTIkZo/f74qVapU4DkyfPhwjR07VllZWcrMzFRMTEyh7aFgxXmdC1LQeThs2DCNHj1a77zzjkJDQzVjxgzt3r27wOd27txZvXr1ktPp1O23364OHTrojjvuuOKcLW49VuLJz/6i3HPPPUpISFDPnj1VvXp1hYaG5ru3rCS/Q6NGjYp9bTtx4kRNmDBBxhgFBgZq8uTJuv766ws8ry6HprLGZi5/3QRLcjgcmjdvnp555hlJ0qOPPqro6GjdcccdXq4MnvTvf/9bFy9eVJs2bXTkyBE9+eST+uyzz7xdFjxg06ZNqlKliho3bqyvv/5ac+bM0UcffeTtslCGrFmzRk2aNFHt2rW1fPly/fvf/9aUKVO8XZbf4XXGn3Hw4EHt3btXf/3rX5WamqoHHnhAX3zxBTMVFgMx3+KCgoJ06dIlRUVFKTg4WI0bN77ivgH4v+uvv14vvvii3nrrLTkcDo0ePdrbJcFDatWqpZEjRyowMFBOp1MxMTHeLgllTM2aNTVkyBCVL19eAQEBV8yEitLB64w/o2bNmpo5c6YWLFig3NxcDR06lCBUTPQMAQAAALAkJlAAAAAAYEmEIQAAAACWRBgCAAAAYEmEIQDAn7Jv3z7t3Lmz0Me3b99+xSKzBf3sj7rrrruKtV1ubq4GDBigXr166dy5c27ZR1GysrK0fPlySdLKlSu1cePGUmkXAPDHEIYAAH/K+vXrXYs7l2WnT59WamqqlixZ4lrQ1hs1XA5D3bp107333uuVOgAAeZhaGwD81OWeh4yMDKWmpuq5555Tp06d9M9//lOLFi1ybffGG29o//79mjlzpoKDg/XII4/o2muvVVxcnAIDA3X99ddr/Pjx+uSTT7Rp0yZlZmbq6NGjeur/t3evIU33bxzH3xtt5DyQZajLxOU6SGZnCARJelJRhqMVgqZBig+yogRFW7OTLXvmpMzKFGWiwoxOgygKMQjBehAFloq0ypyHJJeWm+5+EPf4V3p3///wP+X1erzf9f3tuyf77Pr+dmVnk5iYSEtLCyqVipUrV/L+/fufav+Kw+GgpqYGpVLJ+vXryc/Px2AwUF5eTlRUFA6Hg46ODg4fPkxxcbF/AOnx48dZvnz5tDVv3rxJbW0tarWamJgYTp06hclkore3lxMnTnw3qLazs5MzZ84AMG/ePEpLS9FoNJhMJrq6uli8eDETExMAFBYWsn37dpKSkmhtbeXu3btYLBaam5tpaGhgamqKLVu2kJeXR319Pffu3cPr9RIcHIzVaqWyspKuri4qKirw+XyEhYWRlpaGxWLxT63fsWMHmZmZFBYWolareffuHS6XC4vF8reGNwohhPj7pDMkhBC/sbGxMa5fv051dTUWiwWv10tvby9VVVXU1dWh0+loa2sDvh3hstls7Nq1C5PJREVFBfX19YSHh9PS0gKA2+3m8uXLXLp0iaqqKsLDw0lNTSUrK4uEhIQZa89kZGQEq9VKTU0NDQ0N9Pf38/jxYwFY01EAAARESURBVHbv3s2NGzcAaGlpYc+ePVRWVrJp0ybq6uo4ffo0JSUl09b8+PEjVquV2tpaGhoaCA4OprGxEbPZjF6v/y4IAZhMJsxmM3V1dSQlJXH16lVaW1v5+vUrTU1NHDt2jPHx8Rnfw9DQEFeuXMFms2G32xkdHcXtdjMyMkJNTQ02mw2v18vz58/Jzc1Fr9dz8OBB//UPHz7k7du3NDU1YbPZuH37Np2dnQBotVquXbtGRkYGjY2Nf/1hCyGE+KdJZ0gIIX5jGzduRKlUEhYWRkhICMPDwyxYsICCggICAwPp6elhzZo1AOh0OgCGh4dxuVwcOXIEgC9fvpCYmEh0dDQrVqwAvg34+7Nb8o9mqj2TN2/eMDw8TE5ODgCfP3/G6XSSkpJCWloaRqMRt9vNsmXLePXqFU+ePMHhcADw6dOnaWs6nU70ej1BQUH+PWhra2Pz5s3Tvr67u5uTJ08C4PF40Ol0vH79moSEBOBbIImMjPzpuj/H9DmdTpYuXcrcuXMBKCoqAkClUnH06FE0Gg0fPnzA6/XOuP6GDRtQKBSoVCpWr15Nd3c3AHFxcQBERETw9OnTv9hJIYQQ/woJQ0II8Rt78eIFAIODg7jdbgICAigvL+fRo0cA7N+/3/+lXqn8dlggNDSUiIgILl68SHBwMA8ePECj0dDX14dCofhpDYVCwdTUFKOjozPWnklUVBSRkZFUV1ejUqmw2+3ExcURFBREfHw8586dw2AwALBkyRJSUlLYuXMnQ0ND/mdvpqvZ3d3N2NgYGo2G9vZ2f9Cbjk6n4/z582i1Wjo6OhgYGGDOnDncuXOHzMxM+vv76e/vB0CtVjMwMADAy5cvAYiOjqanp4eJiQnUajWHDh0iPT2d+/fv09zczPj4OAaDAZ/Ph1KpZGpq6rv1Y2NjsdvtZGVl4fF4ePbsGampqf69FUII8e8jYUgIIX5jg4ODZGZmMjo6itlsJigoiHXr1pGamopGoyEkJASXy0VUVJT/GqVSSXFxMTk5Ofh8PgIDAykrK6Ovr2/aNeLj4ykrKyM2NvaXtX80f/58srKyyMjIYHJykkWLFrFt2zYAjEYjBw4coLS0FIDc3FyKi4tpamrC7XZ/d9Tsx5p5eXns27cPpVJJdHQ0+fn5/hDzo5KSEgoKCpicnATg7Nmz6HQ6Ojo6MBqNaLVaQkND/fdUVFTErVu3iImJ8a+XnZ1Neno6CoWC5ORkVq1aRUBAAAaDAbVazcKFC3G5XKxduxaPx8OFCxf8naTk5GTa29vZu3cvHo+HrVu3yrNBQgjxH6Lw/epnOyGEEP+X7HY7PT095Ofn/7dvRQghhPifJH+gIIQQQgghhJiVpDMkhBBCCCGEmJWkMySEEEIIIYSYlSQMCSGEEEIIIWYlCUNCCCGEEEKIWUnCkBBCCCGEEGJWkjAkhBBCCCGEmJUkDAkhhBBCCCFmpT8A0zfdKJzPDAAAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Remove the top and right axis spines\n", - "plt.figure(figsize = (14,6))\n", - "sns.boxplot(x= stdperf['parental level of education'] , y= stdperf['math score'] , \n", - " width=.7 , hue=stdperf['test preparation course'] , \n", - " palette= {\"none\":'#FFB74D' , \"completed\":'#9CCC65'} )\n", - "sns.despine()\n", - "# More about sns.despine() here - https://seaborn.pydata.org/tutorial/aesthetics.html\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 867, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize = (14,6))\n", - "sns.boxplot(x= stdperf['parental level of education'] , y= stdperf['math score'] , \n", - " width=.7 , hue=stdperf['test preparation course'] , \n", - " palette= {\"none\":'#FFB74D' , \"completed\":'#9CCC65'} )\n", - "sns.despine(left=True)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 807, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Changing Linewidth\n", - "plt.figure(figsize = (14,6))\n", - "sns.boxplot(x= stdperf['parental level of education'] , y= stdperf['math score'] , \n", - " width=.7 , hue=stdperf['test preparation course'] , \n", - " palette= {\"none\":'#FFB74D' , \"completed\":'#9CCC65'} ,linewidth = 3)\n", - "sns.despine(left=True)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 869, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0MAAAGtCAYAAADUEa80AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3X1gzfX///HH2YWrzYwNmbmaq4kiYRcyV0n5JFulSVY+pI9CTRZqrkpRuapUH11RTSGF+nTx+YR8bCK0ilqY62thNmzZds7O+/dHv+1L6TO0c97bed9vfzFz9rAd55zHeb7er5fNMAxDAAAAAGAxXmYHAAAAAAAzUIYAAAAAWBJlCAAAAIAlUYYAAAAAWBJlCAAAAIAlUYYAAAAAWBJlCAAAAIAlUYYAAAAAWBJlCAAAAIAlUYYAAAAAWBJlCAAAAIAlUYYAAAAAWBJlCAAAAIAlUYYAAAAAWBJlCAAAAIAlUYYAAAAAWBJlCAAAAIAlUYYAAAAAWBJlCAAAAIAlUYYAAAAAWBJlCHCRnJwcPf3008rJyTE7CgAAAC7CZWVoy5YtSkhIkCTt379fd999twYOHKjJkyfL6XRKkl5++WXdeeedGjBggLZu3eqqKIApli9frszMTK1YscLsKAAAALgIl5ShN954QxMmTFBBQYEkafr06UpMTNT7778vwzC0evVqZWRkaNOmTVq6dKlmz56tJ5980hVRAFPk5OQoLS1NhmEoNTWV6RAAAEA55OOKG23YsKHmzp2rsWPHSpIyMjLUqVMnSVJMTIy+/vprNWnSRDfccINsNptCQkJUVFSkU6dOqVatWq6I9JfNnDlTW7Zsccltt23bVklJSS657Yqau6Jbvny5DMOQJBmGoRUrVmjw4MGm5eF+ALhGRfy/VREzA4CruGQy1Lt3b/n4/F/PMgxDNptNkuTn56ezZ88qNzdX/v7+JZ9T/HHAE2zYsEEOh0OS5HA4tH79epMTAQAA4PdcMhn6PS+v/+tceXl5CggIkL+/v/Ly8i74ePXq1d0R54pczjtdxddKpaSkuCrOJauouSu6qKgopaamyuFwyMfHR9HR0abm4X4AuEZF/L9VETMDgKu4pQxdffXV2rhxoyIiIpSamqrIyEg1bNhQM2bM0NChQ3Xs2DE5nc5yu0QOuFxxcXFKS0uTJNlsNsXGxpqcCADgKiw9BCout5ShcePGaeLEiZo9e7bCwsLUu3dveXt7q0OHDoqPj5fT6dSkSZPcEQVwi8DAQHXp0kVr1qxRTEyMAgMDzY4EAACA33FZGQoNDdUHH3wgSWrSpIkWLlz4h88ZNWqURo0a5aoIgKni4uJ0+PBhpkIA4OFYeghUXG6ZDAGe4kqWQlxO4Wc5BAAAgPu47NBVAAAAACjPmAwBl4GlEAAAAJ6DMgQAAABYlNV3Q2SZHAAAAABLYjIEAAAAWJTVLwFgMgQAAADAkihDAAAAACyJMgQAAADAkrhmCAAukyt33pEqxu47AAB4AiZDAAAAACyJyRAAXKbLndp44u47AAB4AsoQAFiE1Q/WAwBX4jG2YmKZHAAAAABLYjIEABZh9YP1AMCVeIytmJgMAQAAALAkyhAAAAAAS6IMAQAAALAkyhAAAAAAS6IMAQAAALAkyhAAAAAAS6IMAQAAALAkyhAAAAAAS6IMAQAAALAkyhAAAAAAS6IMAQAAALAkyhAAAAAAS6IMAQAAALAkyhAAAAAAS/IxOwAAAADca+bMmdqyZYvLbr9t27ZKSkpy2e0DZYXJEAAAAABLYjIEAABgMZc7tUlISJAkpaSkuCIOYBomQwAAAAAsiTIEAAAAwJIoQwAAAAAsiTIEAAAAwJIoQwAAAAAsiTIEAAAAwJIoQwAAAAAsiTIEAAAAwJI4dLWCKT70rCJ+DQ5qAwAAQHnCZAgAAACAJTEZqqC6Dq1jdoRLtvat42ZHAAAAAP6AyRAAAAAAS6IMAQAAALAkyhAAAAAAS6IMAQAAALAkNlAAKihXb7POFutAxVFRHw8kHhMAmIsyBAAVWEV9EcwLYABAeUAZAiq4irLNOlusA65XUR4PJB4TAJQPlCEAkOsnLK7+GhXlRTAvgAEA5YnbypDdbtf48eN1+PBheXl5aerUqfLx8dH48eNls9nUvHlzTZ48WV5e7OkAAAAAwPXcVobWrl0rh8OhxYsX6+uvv9YLL7wgu92uxMRERUREaNKkSVq9erV69erlrkgA8Aez4iubHeGSjVlSYHYEAAAqNLeNYZo0aaKioiI5nU7l5ubKx8dHGRkZ6tSpkyQpJiZG69evd1ccAAAAABbntslQtWrVdPjwYd1yyy3Kzs7WvHnztHnzZtlsNkmSn5+fzp496644AAAAACzObWXo7bff1g033KAxY8bo6NGjuu+++2S320v+PC8vTwEBAe6KAwAAAMDi3LZMLiAgQNWrV5ck1ahRQw6HQ1dffbU2btwoSUpNTVWHDh3cFQcAAACAxbltMjR48GA98cQTGjhwoOx2u0aPHq02bdpo4sSJmj17tsLCwtS7d293xQEAAABgcW4rQ35+fnrxxRf/8PGFCxe6KwIAAAAAlOBQHwAAAACW5LbJEAAA5V1CQoJHfA0AwKWxdBly9RMST3gAAABA+WXpMgQAwMXMiq9sdoRLNmZJgdkRAJQjFXnCnZKS4pLb/V8oQ6o4T3o84QEAAABlhzIEAAAAeJiuQ+uYHeGSrX3ruGlfm93kAAAAAFgSZQgAAACAJVGGAAAAAFgSZQgAAACAJVGGAAAAAFgSZQgAAACAJbG1NizP1YeTuePwMwAAAFw+JkMAAAAALInJEPD/zYqvbHaESzZmSYHZEQAA5Yw7ViK46mukpKS45HaB0lCGAOA8FE0AQDGW0ns+ylAFtfat42ZHAAAA5VDXoXXMjnDJeD0Ds1GGAOA8LJcEAPxeRXlu4Hnh8lGGKije9QEAAAD+GnaTAwAAAGBJlCEAAAAAlsQyOQDwACxHhcT9oCyxixhgDUyGAAAAAFgSkyEA8AAVZVMVJheuVVHuB1LFuS+wixjg2ShDQAVXUV5QAAAAlDcskwMAAABgSUyGgAquoiyLYYIFAADKGyZDAAAAACyJMgQAAADAkihDAAAAACyJMgQAAADAkihDAAAAACyJMgQAAADAkthaGwAAwINwlAFw6ZgMAQAAALAkJkMAAAAepKIcxi0xxYL5KEMVFA8eAAAAwF9DGZI0ZkmB2REAAAAAuBllqAJKSUlxye0mJCS49PYBAACA8oQyJGlWfGWzI1wSJliuxfcXQDEeDwBUdFxScWnYTQ4AAACAJTEZAv6/ijIhlHjXGnA1Hg8AVHTsKnhpKEMAAADA/8CbDp6LZXIAAAAALInJEAAAAPA/VJSls0ywLh9lCKjg2C0GAADgyrBMDgAAAIAlMRkCKjBXHJDL4bsAAMAqKEMAAAB/gmswAM/GMjkAAAAAlsRkCAAAD8GGKmWPXcQAz8ZkCAAAAIAluXUy9Nprr+mrr76S3W7X3XffrU6dOmn8+PGy2Wxq3ry5Jk+eLC8v+hkAAJeLDVUA4PK5rQxt3LhR33//vRYtWqRz585p/vz5mj59uhITExUREaFJkyZp9erV6tWrl7siAYDHYHkUAACXz21jmHXr1qlFixYaMWKEhg8frm7duikjI0OdOnWSJMXExGj9+vXuigMAAADA4tw2GcrOztaRI0c0b948HTp0SA8++KAMw5DNZpMk+fn56ezZs+6KAwAeg+VRAABcGbeVocDAQIWFhalSpUoKCwtT5cqVdezYsZI/z8vLU0BAgLviXIAdWAAAAOBJWD59ady2TO76669XWlqaDMPQL7/8onPnzikqKkobN26UJKWmpqpDhw7uigMAAADA4tw2Gerevbs2b96sO++8U4ZhaNKkSQoNDdXEiRM1e/ZshYWFqXfv3u6KI8l1yz9YXgIAAACz8Br30rl1a+2xY8f+4WMLFy50ZwTgT7FcEgAAwFo41AcAAACAJV3SZGjfvn3av3+/WrZsqbp165bsAAd4AkbJAAAA1lRqGVq4cKFWrlyp06dPKzY2VgcOHNCkSZPckQ0AAACXiV3EgEtX6jK5zz77TG+//baqV6+uwYMHa8uWLe7IBQAAAAAuVepkyDAMSSpZGlepUiXXJgIAAMAVYek3cHlKLUO33nqr7rnnHh05ckTDhg3TjTfe6I5cAAAAAOBSpZah6OhoRUVFKTMzU02aNFF4eLg7cgEAAACAS5VahpKTk7Vo0SI1bdrUHXkAAAAAwC1KLUPVqlXTtGnT1KRJE3l5/bbfQnx8vMuDAQAAAIArlVqGrrvuOklSVlaWy8MAAAAAgLuUWoZGjhyp//73v9q5c6eaNGnCBgoAPNqYJQVmRwAAAG5S6jlDs2bN0rJly+Tr66sVK1boueeec0cuAAAAAHCpUidDmzdv1uLFiyVJ9913n+666y6XhwIAd3Pl2RmczwEAQPlU6mTI4XDI6XRK+u0A1uLDVwEAAACgIit1MtSnTx/dfffdatu2rbZu3ao+ffq4IxcAAKbh2jEAsIZSy9CQIUN0ww03aM+ePbrjjjvUsmVLd+QCAAAAAJcqtQx98MEH2rVrl5544gkNGTJEt912m2JjY92RDQAAt+LaMQCwllLL0KJFi0o2UHjttdc0aNAgyhAAALAElkwCnq3UDRS8vLxUuXJlSZKvry8bKAAAAADwCKVOhnr27KmBAwfq2muvVUZGhnr06OGOXAAAAKZx1XJGlksC5UupZeihhx5S9+7dtXfvXsXGxio8PNwduQAAAADApUpdJrdz507l5+crJCRE06dP14YNG9yRCwAAAABcqtQyNHnyZFWqVEnz5s3T6NGj9fLLL7sjFwAAAAC4VKllyMfHR82bN5fdble7du1UVFTkjlwAAAAA4FKlliGbzaYxY8YoJiZGn3/+uapWreqOXAAAAADgUqVuoDBnzhz9+OOPiomJ0caNGzVnzhx35AIAAAAAlyq1DNWqVUtdu3aVJEVGRro8EAAAAFCecPiu5yp1mRwAAAAAeKJSJ0MAAACAFXH4rucrtQz997//1fvvv6/8/PySj7377rsuDQUAAAAArlZqGXrxxRf1+OOPKzg42B15AAAAAMAtSi1DNWrUUKdOndyRBQAAAADc5k/L0JIlSyRJvr6+mjhxolq3bi2bzSZJio+Pd086AAAAAHCRPy1DJ06ckCS1bdtWknTy5En3JAIAAAAAN/jTMjRy5EhJ0quvvqqHHnqo5OOzZs1yfSoAAAAAcLE/LUNLly7Vhx9+qN27dys1NVWS5HQ6ZbfbNWbMGLcFBACUjZkzZ2rLli2X9XeKt38tTdu2bZWUlHQlsQAAMM2flqF+/fopKipKr732moYPHy5J8vLyUlBQkNvCAQAAAICr/GkZqlSpkkJDQzVp0iT99NNPcjgcMgxD6enpuvXWW92ZEQBQBpjcAABwoVK31h41apTsdruOHz+uoqIi1alThzIEAAAAoMLzKu0TcnNz9dZbb+naa6/VsmXLVFBQ4I5cAAAAAOBSpZYhH5/fhkfnzp1TlSpVZLfbXR4KAAAAAFyt1DLUq1cvvfzyywoPD9ddd90lPz8/d+QCAAAAAJcq9Zqhe+65p+TXXbt2VePGjV2ZBwAAAADcotQy9NVXX/3hWqE33njDpaEAAAAAwNVKLUPPPfecnnrqKdWoUcMdeQAAAADALUotQ82bN1dERIQ7sgAAAACA25Rahnr27Kn4+HiFhYWVfGz69OkuDQUAAAAArlZqGUpJSdH999+v6tWruyMPABeYOXOmtmzZcll/JyEh4ZI+r23btkpKSrqSWAAAAKYqtQwFBwerT58+7sgCAAAAAG5TahmqUqWKhg4dqquvvlo2m02S9Oijj7o8GICyw+QGAADgj0otQ927d3dHDgAAAABwq1LLUFxcXJl+waysLN1+++2aP3++fHx8NH78eNlsNjVv3lyTJ0+Wl5dXmX49AAAAALgYtzYPu92uSZMmqUqVKpJ+25UuMTFR77//vgzD0OrVq90ZBwAAAICFlToZKkvPPfecBgwYoNdff12SlJGRoU6dOkmSYmJi9PXXX6tXr17ujAQAl+1KdueT2KEP5QO7SwLA/3HbZGjZsmWqVauWunTpUvIxwzBKNmXw8/PT2bNn3RUHAAAAgMW5bTL00UcfyWazacOGDdq2bZvGjRunU6dOlfx5Xl6eAgIC3BUHAK4Y73yjIuP+CwD/x21l6L333iv5dUJCgqZMmaIZM2Zo48aNioiIUGpqqiIjI90VxzJYDgEAAABcnKlbt40bN05z585VfHy87Ha7evfubWYcAAAAABbi1g0UiqWkpJT8euHChWZEsAwmNwAAAMDFcagPAAAAAEuiDAEAAACwJMoQAAAAAEsy5Zqhiohd2QAAAADPwmQIAAAAgCUxGbpETG4AAAAAz8JkCAAAAIAlUYYAAAAAWBJlCAAAAIAlcc0QcBlcuaugxM6CAAAA7sRkCAAAAIAlMRkCLgNTGwAAAM9BGQIAALCYK1n2LXGgPDwPy+QAAAAAWBKTIQAAAIthagP8hskQ4CI5OTl6+umnlZOTY3YUAAAAXARlCHCR5cuXKzMzUytWrDA7CgAAAC6CMgS4QE5OjtLS0mQYhlJTU5kOAQAAlENcMwS4wPLly2UYhiTJMAytWLFCgwcPNjcUAADA77jyQPmKsKsgkyHABTZs2CCHwyFJcjgcWr9+vcmJAAAA8HtMhgAXiIqKUmpqqhwOh3x8fBQdHW12JAAAgD8o75MbV2MyBLhAXFycbDabJMlmsyk2NtbkRAAAAPg9yhDgAoGBgerSpYtsNptiYmIUGBhodiQAAAD8DmXIBThfBtJv06EWLVowFQIAAB7BE1/jUoZcgPNlIP02HZowYQJTIQAA4BE88TUuZaiMcb4MAAAAPI2nvsalDJWxi50vA2vyxFEyAACwJk99jUsZKmOcL4NinjhKBgAA1uSpr3EpQ2UsKipKPj6/Hd/E+TLW5amjZAAAYE2e+hqXMlTGOF8GkueOkgEAgDV56mtcylAZ43wZSJ47SgYAANbkqa9xKUMuwPky8NRRMgAAsC5PfI3rY3YAT1R8vgysKy4uTmlpaZI8a5QMAPijmTNnasuWLZf1dxISEi7p89q2baukpKQriQWUOU98jctkCHABTx0lAwAAeBImQ4CLxMXF6fDhw0yFAMDDMbkBKi6bUbzlFQAAuCxXsjzqUrE8CvBcxcskU1JSTE4ClskBAAAAsCSWyQEAcIWY3ABAxcZkCAAAAIAlUYYAAAAAWBJlCAAAAIAlUYYAAADwP+Xk5Ojpp59WTk6O2VGAMkUZAgAAwP+0fPlyZWZmasWKFWZHAcoUZQgAAAB/KicnR2lpaTIMQ6mpqUyH4FEoQ4CLsKQAAOAJli9fLsMwJEmGYTAdgkehDAEuwpICAIAn2LBhgxwOhyTJ4XBo/fr1JicCyg5lCHABlhQAADxFVFSUfHx8JEk+Pj6Kjo42ORFQdihDgAuwpAAA4Cni4uJks9kkSTabTbGxsSYnAsoOZQhwAZYUAAA8RWBgoLp06SKbzaaYmBgFBgaaHQkoM5QhwAVYUgAA8CRxcXFq0aIFUyF4HMoQ4AIsKQAAeJLAwEBNmDCBqRA8jo+7vpDdbtcTTzyhw4cPq7CwUA8++KCaNWum8ePHy2azqXnz5po8ebK8vOhnqPiKlxSsWbOGJQUAAADllNvK0CeffKLAwEDNmDFD2dnZiouLU3h4uBITExUREaFJkyZp9erV6tWrl7siAS4VFxenw4cPMxUCAAAop9w2hrn55pv1yCOPlPze29tbGRkZ6tSpkyQpJiaGi8wBAAAAuI3bypCfn5/8/f2Vm5urhx9+WImJiTIMo+S6Cj8/P509e9ZdcQCX49BVAACA8s2tF+gcPXpU9957r/r166e+fftecH1QXl6eAgIC3BkHcBkOXQUAACj/3FaGTp48qSFDhuixxx7TnXfeKUm6+uqrtXHjRklSamqqOnTo4K44gEtx6CoAAED557YyNG/ePJ05c0avvvqqEhISlJCQoMTERM2dO1fx8fGy2+3q3bu3u+IALsWhqwAAAOWfzSh++xpAmVmwYIFSU1PlcDjk4+Ojrl27avDgwWbHAgAA5UBCQoIkKSUlxeQkoAwBLpCTk6NHH31Udrtdvr6+mj17NmcNAQDgwWbOnKktW7a45Lbbtm2rpKQkl9y21XHCKeACxYeu2mw2Dl0FAAAop5gMAS6Sk5Ojl19+WSNHjqQMAQAAlEOUIQAAAACWxDI5AAAAAJZEGQIAAABgSZQhAAAAAJZEGQIAAABgSZQhAAAAAJZEGQIAAABgSZQhAAAAAJZEGQIAAABgSZQhAAAAAJZEGQIAAABgSZQhAAAAAJZEGQIAAABgSZQhAAAAAJZEGQIAAABgSZQhAAAAAJbkY3YAAIDr2e12HTp0SPn5+WZHwWWoUqWKQkND5evra3YUAPBINsMwDLNDAABca+/evapevbqCgoJks9nMjoNLYBiGsrKydPbsWTVp0sTsOADgkVgmBwAWkJ+fTxGqYGw2m4KCgpjmAYALUYYAwCIoQhUPPzMAcC3KEAAAAABLogwBgAUVFBRo6dKll/33Nm/erO3bt7sgUdnYsWOHNm/eLEkaPXq0CgsLTU4EACjPKEMAYEEnTpy4ojL00Ucf6fjx4y5IVDa+/PJL7dq1S5I0Z84cVapUyeREAIDyjK21AcCC5s2bp127dunll1/Wfffdp+TkZGVnZ0uSJkyYoJYtW2r8+PE6cOCACgoKNHToUDVs2FBpaWnKyMhQs2bNFBISIknauHGj5s2bJy8vL504cULx8fG65557lJCQoJo1a+rMmTN6/fXXNWXKFO3fv19Op1OJiYmKiIhQnz591KFDB+3cuVM1atTQ7Nmz5XQ6lZycrLNnzyo7O1v9+/fXwIEDL7i9uXPnasKECRd8Ts+ePbV8+XL5+vqqdevWSkxM1BdffKETJ04oOTlZDodDNptNEyZMUHh4uG666Sa1b99ee/fuVVBQkObOnStvb++S79G+ffs0YcIE2e12ValSRXPmzNGvv/560dvq3Lmzvv76a0m/TaQGDBigw4cP66OPPpLT6dTDDz+sjz/++ILvZ58+fbRp0ybNmTNH3t7eatCggZ566im20QYAdzIAAB7v559/vuD3Bw8eNPr3728YhmE8//zzxnvvvWcYhmHs3bvXGDBggHH27FmjW7duRlZWlpGVlWV88sknhmEYxrhx44y1a9decFvffPONccsttxgFBQXGuXPnjBtvvNE4efKkMWjQIOPLL780DMMw3nvvPeP55583DMMwTp06ZfTp08cwDMPo3r27sWnTJsMwDOO5554z5s+fb/z000/Gf/7zH8MwDOPYsWNGr169DMMwLri9P/ucl156yXj//fdLbjs/P98YNWqUsXLlypLvQ1xcnGEYhhEeHm4cOXLEMAzDiI+PN77//vsL/l3Dhw8v+bd+9tlnRlpa2p/eVnR0dMnfS0xMNL755hvjo48+MoYPH24YhnHR76fT6TRuuukm4+TJk4ZhGMacOXOMJUuWlPqzQ8WWnZ1tTJ061cjOzjY7CgDDMJgMAYDFZWZm6ptvvtEXX3whSTpz5oz8/f01ceJETZw4Ubm5ubrtttv+521cd911JUvSmjdvrgMHDkhSyfk4mZmZSk9P19atWyVJDodD2dnZ8vHxUceOHSVJ7du3V2pqqvr06aN33nlHX375pfz9/eVwOEq+TvHtBQcH/+nn/N7u3btLvkarVq107NgxSVLNmjVVr149SVK9evVUUFBwwd/bu3evrrvuOklSnz59JEnTp0+/6G2dzzjv+L7ivBf7fp46dUrHjx9XYmKipN+2P+/cufOf/jvgGZYvX67MzEytWLFCgwcPNjsOYHmUIQCwIC8vLzmdTklSWFiYbrvtNvXt21dZWVlaunSpjh8/royMDL3yyisqKChQ165d1a9fP9lstgte7Bfbtm2bioqKVFhYqF27dqlRo0aS/m9r6LCwMF111VUaPny48vPz9c9//lM1atSQw+HQ9u3bFR4ervT0dDVr1kzz589Xu3btNHDgQH3zzTdau3Ztydcpvr0/+xybzVby7yrWtGlTffvtt+rZs6e2bdum4ODgC27rzzRt2lQ//vijoqOj9cknn+j06dN/elsOh0N5eXny9fUtuWap+Pss6aLfz759++qqq67Sq6++qurVq2v16tWqVq3aJf4EURHl5OQoLS1NhmEoNTVVsbGxCgwMNDsWYGmUIQCwoKCgINntds2YMUPDhw9XcnKyPvjgA+Xm5mrkyJGqXbu2Tpw4odjYWFWrVk1DhgyRj4+P2rZtq5kzZyo0NFRNmzYtuT2Hw6Fhw4YpJydHDz74oGrVqnXB1xswYIAmTJigQYMGKTc3VwMHDiwpCm+88YaOHDmikJAQjR49Wt99952mTJmif/3rXwoMDJS3t/cfdoXr3r37RT+nTZs2ev755y/INnbsWE2cOFHz58+Xw+HQM888c0nfo7Fjx2rSpEn65z//qSpVqmjGjBnq3r37RW/r3nvvVXx8vEJDQ0uupTrfxb6flSpVUnJysh544AEZhiE/Pz89//zzl/YDRIW0fPnykjcTDMNgOgSUAzbjYm/xAQA8yrZt29SqVSuX3PbGjRu1ePFizZkz57L/bo8ePfTFF1+ocuXKLkjmGVz5s4N7PfDAAzp37lzJ76tWrarXX3/dxEQA2FobAADADaKiouTj89uiHB8fH0VHR5ucCADL5AAAf0lERIQiIiKu6O9+9dVXZZwGKL/i4uKUlpYm6bdr1mJjY01OBIDJEAAAgBsEBgaqS5custlsiomJYfMEoBxgMgQAAOAmcXFxOnz4MFMhoJygDAEAALhJYGCgJkyYYHYMAP8fZQgAcMkSHx6prOzTZXZ7QTVr6IWXXi6z2wMA4HJQhgAAlywr+7RmxZfdNthjlpRdsQIA4HKxgQIAAAAAS2IyBAAo15YtW6a1a9cqPz9fBw4c0LBhwxQeHq6pU6fK29tblStX1tSpU+V0OjVmzBhdddVVOnjwoK655ho9+eSTOnv2rJKTk5XLF1CtAAAgAElEQVSdnS1JmjBhglq2bGnyvwoAUB5QhgAA5V5ubq7eeust7du3T8OHD1e1atX0zDPPqFWrVlq1apWeffZZjR07Vvv27dNbb72lqlWr6sYbb9SJEyf09ttvKzIyUgMHDtS+ffv0+OOPa9GiRWb/kwAA5QBlCABQ7oWHh0uS6tWrp8LCQuXm5qpVq1aSpI4dO2rWrFmSpIYNG8rf31+SVLt2bRUUFCgzM1PffPONvvjiC0nSmTNnTPgXAADKI8oQAKDcs9lsF/y+Tp062r59u8LDw7V582Y1btz4op8nSWFhYbrtttvUt29fZWVlaenSpe6IDACoAChDAIBLFlSzRpnuABdUs8YV/b2nn35aU6dOlWEY8vb21rRp0/70c4cPH67k5GR98MEHys3N1ciRI680LgDAw9gMwzDMDgEAcK1t27aVLCtDxcLPDgBch621AQAAAFgSZQgAAACAJVGGAAAAAFgSZQgAAACAJVGGAAAAADfKycnR008/rZycHLOjWB5bawMALtnDj4xU9qmy21q7Zq0aeunFl8vs9gCgIli+fLkyMzO1YsUKDR482Ow4lmZ6GXI6nZoyZYp27NihSpUq6emnn1ajRo3MjgUAuIjsU6fVdWidMru9tW8dL7PbulI9evTQF198ocqVK1/0z5csWaLbb79dvr6+pd7WokWLdPLkSY0aNaqsYwLwEDk5OUpLS5NhGEpNTVVsbKwCAwPNjmVZpi+TW7VqlQoLC7VkyRKNGTNGzz77rNmRAAAo8dprr8npdJodA4CHWL58uYqP+TQMQytWrDA5kbWZPhlKT09Xly5dJEnt2rXTTz/9ZHIiAEB5kp+fr8cff1xHjhyR3W7XE088oSVLlujgwYMqKirS3//+d/Xp00cJCQlq2bKldu7cqWrVqqlDhw5at26dzpw5o/nz52v16tVavXq1cnNzlZ2drREjRqh3794lX+fo0aOaOHGiCgoKVLlyZU2dOlXr1q3TiRMnNHr0aL366quaNWuWNm/eLMMwNHjwYN1yyy369ttvNW3aNNWoUUNeXl5q166did8tAOXdhg0b5HA4JEkOh0Pr169nqZyJTJ8M5ebmyt/fv+T33t7eJXcQAAAWL16s+vXra8mSJXr22We1adMm1axZU4sXL9aCBQv0wgsv6NSpU5Kka6+9Vu+8844KCwtVpUoVLViwQM2aNdPmzZslSb/++qsWLFig+fPn69lnn73g+ea5555TQkKCUlJSNHToUM2cOVP9+/dX7dq1NWfOHK1du1aHDh3S4sWL9e6772revHk6c+aMpk+frlmzZmnBggUKDQ015XsEoOKIioqSj89v8wgfHx9FR0ebnMjaTJ8M+fv7Ky8vr+T3Tqez5A4CAMCePXsUExMjSWrRooUWLVpU8uLB399fTZs21cGDByVJrVu3liQFBASoWbNmJb8uKCiQJHXs2FFeXl4KDg5WQEBASYmSpMzMTL322mt68803ZRjGH64RyszMVEZGhhISEiT99o7ukSNH9Msvv6hJkyaSpPbt2+vAgQOu+lYA8ABxcXFKS0uTJNlsNsXGxpqcyNpMnwy1b99eqampkqQffvhBLVq0MDkRAKA8adq0qX788UdJ0sGDB/XZZ5/p22+/lfTb6oLMzMxLnshkZGRIkk6ePKnc3FwFBQWV/FlYWJiSkpKUkpKiJ598smQJnc1mk9PpVFhYmCIiIpSSkqJ33nlHt9xyi0JDQ1W7dm3t3r1bkkpyAsCfCQwMVJcuXWSz2RQTE8PmCSYzfQTTq1cvff311xowYIAMw9C0adPMjgQA+BM1a9Uo0x3gataqUernDBgwQE888YQGDRqkoqIivfnmm3rvvfd09913q6CgQCNHjryg1PwvJ0+e1H333aezZ89q8uTJ8vb2LvmzcePGacqUKSooKFB+fr6Sk5MlSR06dNADDzygd999V5s2bdLAgQP166+/6sYbb5S/v79mzJihcePGyc/PT35+fqpRo/R/EwBri4uL0+HDh5kKlQM2o3g7CwCAx9q2bZtatWpldgxTLVu2THv27FFSUpLZUS4LPzsAcB3Tl8kBAAAAgBlMXyYHAIA73H777WZHAACUM0yGAMAiWBVd8fAzAwDXogwBgAVUqVJFWVlZvLiuQAzDUFZWlqpUqWJ2FADwWGygAAAWYLfbdejQIeXn55sdBZehSpUqCg0N/cOZRwCAskEZAgAAAGBJLJMDAAAAYEmUIQAAAACWRBkCAAAAYEkV7pyhoUOHKjs72+wYAAAAAMqpmjVr6q233ir189hAAQAAAIAlsUwOAAAAgCVRhgAAAABYEmUIAAAAgCVRhgAAAABYEmUIAAAAgCVRhgAAAABYEmUIAABcFk7l8Czbtm2TxM8VpfvPf/6jVatWmR2jTFGGUKKoqOgPH+OB0TNd7GcNSJLT6TQ7Asqh3z9m2Gw2k5KgrO3cuVMDBgzQ6tWrZbPZeN7Hn8rPz9fOnTu1detWrVu3zuw4ZcZ7ypQpU8wOAfM5nU55e3vL6XTqlVde0Y4dO3Tu3Dk1aNDA7GgoY0VFRfL29pZhGNqwYYPy8/Pl5+cnHx8fs6PBZOffN1JTU+Xt7S2bzabKlSubHQ0m+v3zw6ZNm1S5cmVVr15dlSpVMjse/gKn06ng4GBdc801euaZZxQSEqKmTZvKMAwKLy5QVFSkSpUqqVWrVjpw4IAyMzNlt9vVuHFjs6P9ZZQhSFLJu0GPPfaYQkND5evrq1mzZqlTp04KDg42Ox7KkJeXl5xOp5KSknTs2DH9+OOP2rJli66//np5e3ubHQ8mKr5vPPTQQ8rJydHKlSuVnZ2tRo0aqWrVqmbHg0mKnx8eeughtWzZUr/++quWLl2qZs2aKSQkhBfOFVTxmx9Op1ONGjVS27ZtNXHiRNWvX59ChAsU31eKiop06tQpNWvWTPv27dMvv/yic+fOqVGjRmZH/EtYJocS6enpCggIUGxsrDZt2qS77rpL6enpysvLMzsaysD5Sx/eeusthYeHKzExUbt375aPj4+2b99uYjqUFx999JE6deqkCRMm6MiRI8rJyVFOTo7ZsWCC8x8zdu3apeDgYN1zzz3as2ePoqKitGPHDhUWFvKCuQI6f9o3depUTZo0SUePHtX06dM1Y8YMffHFF/xcIem3x4Hi+0pSUpKefPJJzZ8/X97e3vL29taGDRu0du1as2P+JZQhC/v9GvDg4GA5nU6NHDlSN998s/72t78pLS1NBQUFJiVEWXE6nRc8sQUEBKiwsFCTJ09WQkKC2rZtq/Xr17NW3IIudi3It99+q4cfflhJSUlq06aNPvzwQ64lspiioqILHjPq16+vM2fOqHv37rrrrrs0cOBArVy5Ur/88ouJKXGlvLy8SlaDBAYGqn///nr99dd15MgRzZgxQ88++6yysrJ4TkDJ48D06dPVtGlTvfbaa7rmmmt08uRJRUREqG7dugoNDTU55V/DRQIWdf67Qi+88IICAgLUtGlTORwOBQUFKT8/X0888YQSEhJUq1Yts+PiLzj/OpAHH3xQ7dq105133qnY2FhFR0erdevWeuyxxzRs2DDeCbSY85fJrFq1SpUrV1a3bt20Zs0aHT9+XE2aNNGoUaP0yCOPyMuL986s4vznh/Hjx6tZs2bKysrSrbfeqsLCQm3cuFEvvfSShg0bxnWlFcz5S98yMzN17tw5PfTQQ/L19dWcOXP02GOP6YMPPtDy5ct57rc4p9NZ8rhfWFio3NxcRUZGSpL69u2r1atXy263a/DgwSamLBtcM2RRxQ+G999/v1q3bq3c3FytW7dOffr0UePGjVVUVKQePXooJiaGdcMVXPF1IE8++aSqVaumJUuWqH79+ho7dqw2bdqk9PR03XHHHerWrZvZUeFmxfeN0aNHlyx3+OqrrzRmzBidOnVK3333neLi4hQTE2N2VLhR8TVCjzzyiK677jq1bdtWixcvVp06dXT//ffLx8dHf/vb3xQREWF2VFyGoqKiC97UKCoq0rZt29SwYUMFBQXp5MmTWr9+vXr27KmAgACe9y3s/DdRDx06JIfDocDAQK1bt07VqlWTzWbT0qVL1atXL9WpU8fsuH8ZkyGLKb6DS9L+/fsVFhamhIQEjRo1SuHh4Tp37px69+59wc5iPCBWXMVFdu7cuXI4HHrmmWc0cuRI3XHHHTp37pymT59udkSY4Px3/D755BOFhIToH//4h0aNGqU6depo7969GjdunAoLC9ktzELOf34oKChQWFiYbrzxRk2dOlX33XefJKly5crq0aOHmTFxBc6f9j3//POy2+1q3769cnJytHDhQvn5+Wnr1q0aOnSoAgICzI4Lk51/jZC3t7dOnz6t2rVrq1u3bvrnP/+pSpUq6R//+Idat25tdtQyQRmykPMvgnvllVfUrVs3bdy4UT169NDzzz+vBg0a6NFHH1Xr1q09YqtEKyt+sVtcZJs1ayZfX1+dOXNGdevW1cMPP6ynnnpKZ8+e1ciRI01OC3c6f2ncv/71L4WEhGjHjh26//77dd9996levXpaunSpoqOjVaVKFbPjwk2Knx8Mw9Azzzyj9u3b66efflJaWlrJi56RI0eqTZs2CgoKMjsuLlPxNUIjRozQ1VdfrUaNGunQoUPq2LFjyfUeN910k9q1a2dyUpQXycnJCg0N1aOPPqqDBw9q3Lhx6tu3r1544QXZ7XaPehxgEbhFnL/Ubdq0acrMzNQ111yjxx9/XH5+ftq4caNGjBih+++/nyJUwRUvhTAMQ0uWLNHWrVt16tQpnT17Vv/+97/12WefacOGDZo1a5a2b9+u3NxcsyPDjYpf8E6bNk2//PKLQkJCtHPnTtWpU0c+Pj6aOnWqIiMjKUIWcv4GKw888ICcTqf69OmjoUOHqqioSFlZWUpKStLo0aPVtGlTk9Picpy/8cmuXbtks9k0atQo3XbbbWrdurXS09MVGRmprl27UoQszm63X/D7gIAA9e/fX5LUoEEDRUZGyjAMBQQEeFQRkihDlnD+rkDp6emqVq2avL29tX//fkVFRenNN9/Utddeq6lTp6p79+4mp8VfVfyu/4gRI7Rv3z59+umnOnr0qAIDA2W327Vy5UoNGjRItWvX1rlz5zhbyCLO3zUuPT1dH3zwgSIiIhQaGqqRI0eqVatWWrdunYYPH66ePXuyi5RFFE+RDcNQfn6+rr/+ev373/9Wbm6uoqOjNW3aNEVERGjSpEnq2rWr2XFxmYp/tna7XSEhIapcubKWLl0q6bcdAtk6H9Jvb5j7+vrKbrfr66+/Vm5urq666iolJiYqPz9fP/74o9LS0jz2TTKbwTOeRzv/IrhXXnlFvr6+at26tXbu3KnTp0/r5ptvVnh4uNkxUQbeffdd3XHHHfLz89OXX36pvXv36h//+IcGDhyorl27KioqStdee62+++47fffdd1q1apWeeuoptWjRwuzocLHzHweSk5P1yCOPaN26dVqwYIHeeOMN1atXz+yIMMH594tnn31WGRkZeuutt/T222/rs88+07vvvqvAwECzY+IKbNiwQa1atVJgYKBGjRqloKAg1a5dW82bN9eaNWtkt9u1d+9ejRw5kjdBLW7FihXavXu3xowZo4cfflh5eXnat2+fPv74Yy1YsEA7duzQ6dOnNWzYMI/dTIdrhjxc8ZQgMTFRknT27FkFBASoYcOG2rVrlz7++GM1aNCgZHcQVEw5OTk6evSoxowZo9mzZ6t69epas2aNtm7dqlGjRsnpdOq9995TeHi4QkND5XA4dOONN7Ik0gLOv1bw1Vdf1e7du3X//ffrzTfflGEYuueee/Tee+9RiCyo+H4xduxY1atXT40bN9YjjzyiWbNmqbCwUPHx8frss88u2FAH5d/hw4eVkpKizp07a+fOnWrSpIliYmK0evVqZWRk6JFHHtGBAwcUEBDAm6EWV1RUpMaNG+v7779XQkKCIiMjNWLECL366qu699579eabb6pWrVrKzs5WzZo1zY7rMmytbQEffPCBCgsLNX36dIWEhGjVqlWqWrWqwsLC1KNHDwUFBVGEKrCVK1fq888/16BBg5SVlaUlS5ZoyJAh+uGHH/TTTz9pwIABmj59ugYOHKimTZvKz89P9evX5x1fiyj+v52UlCR/f3/NnDlTXl5eevLJJ5WUlKTq1avL29u7wh+ahyuzbNkyHTx4UFOmTFF0dLT27NmjpUuXKjk5WX379pW/v7/ZEXEZirdAbtSokVatWqWsrCwNGTJEbdq0UUBAgNLT03Xo0CHFxsYqODjY7LgwkcPhkI+Pj4KDg1WnTh3t3r1b2dnZuummm9SxY0cdOXJETz/9tOLj4+Xn5+fRrxMpQx7o92cJZGZm6vvvv9ett96q+vXrKzMzUxs2bFCDBg0UERFxwcWzqHiOHTumY8eOaffu3erXr5+OHj2qxYsXa8qUKfLy8tKOHTvUp08fde3alTOjLOT3/6+3bNmiHj16KCQkRG3atFF6erpSUlI0bNgwtWnThvuGRfz++eHEiRM6ffq0OnfuLB8fH2VlZWnTpk3auHGjunXr5rHXCHiioqIi+fj4qKioSLm5uQoNDdX+/fv166+/qkGDBmrSpImCg4PVsmVLj7sAHpeneKv1oqIipaSk6NSpU+rWrZsyMzP1888/KyIiQlFRUerevbsl3jCnDHmY87fN/fjjj7V//3516NBBhw4d0scff6yAgAAtX75cN9xwg9atW6eePXtyjkgF5XA45OXlpYYNG8rf31+7du1SZmambr/9dp04cUILFy7UY489pqioqJLlcJ7+gIbfnH8tSEZGhqpUqaJvvvlGJ0+e1FVXXaU9e/Zo+/btCg0N1d69exUVFcV9wwLOf35YtGiR9u/fr3r16untt99WVlaWDh8+rGXLlmnw4MHKyspSVFSUKleubHZsXKLzD1Fet26dIiIidN111yk1NVXZ2dmqX7++mjRpQhFCycHKo0aNUlFRkdq1a6f27durVq1a2rZtmzZt2qTo6Gj5+/tf8OaJp2IhsIcpfqIbM2aMwsPDdeTIEb333nuaMmWKPv/8c61Zs0YTJkyQl5eX0tPTVVhYqKpVq5odG5fp/HcA16xZo4YNG6pRo0Y6deqU/vWvf6lfv35yOBzauXOnrrnmGrPjws2KHwdGjx4tPz8/Va9eXY0aNdL333+vRYsWadOmTXrmmWeUmZmpH3/80ey4cJPid4Lvv/9+denSRRs2bFBISIjGjRunHTt2aP/+/UpMTFRRUZF++umnP2y1i/LvpZdeUq1atTRlyhQZhqGdO3eqYcOG2rp1Kxsl4IIVABs3bpTT6dSkSZMkSRkZGVq4cKEGDx5c8rrQKrvNUoY8xKpVqxQTE6NKlSrp008/VZ06dfT3v/9dY8aM0dVXX63t27dr5MiRWr9+vT799FOtX79e06ZNU40aNcyOjitw/otdm82mOnXqyOFwqFWrVjp9+rQ+/vhjPfjgg7yrazHff/+9rrvuOknS3Llz1alTJ91+++3q37+/GjZsqMTERIWGhmrt2rX6+eeftWzZMk2ePNnk1HC1zz//XH5+furatau+//57NW/eXEOGDNHw4cPldDplt9v197//XT/88IMyMjK0ZMkSzZkzR7Vq1TI7OkpRPO0rVrdu3QtWAnz55ZeKjIzU4MGDWQVicb+/r4SFhSkwMFBff/21OnfuLG9vb9WpU0etW7e23KYpLJPzAGfOnNHkyZN1/PhxRURE6Ny5c9qxY4feeecdDRgwQNHR0fr000/VuXNnNWnSRJI0cODAkl+jYnrnnXdKDsmsX7++Dh48qHr16unaa69VmzZtVLt2bbMjwo0yMjL0+uuvy263Kzw8XJs2bZLdbtdHH32ke++9V4WFhdq3b5/atGmjrKwsbd++XUOGDFHz5s3Njg4XysrK0rfffqudO3cqICBAISEhWrBggRYuXKikpCRFRERo3rx56tKli+rWrauaNWvqjjvuUIMGDcyOjlKcv+zxnXfeUc2aNeXj46PZs2ercePGOnjwoJYvX66oqCh+nhZXfI2Q0+nUo48+qnPnzqlmzZrKy8vTtm3b9NVXX+nDDz/UbbfdZsmDlSlDFZzdble1atXUvXt3zZw5UydOnND111+vlStXyt/fXy1atNCLL76ofv36lZwn06BBA1WvXt3k5Lhcv7/w+dtvv9Xp06cVExOjWrVqadOmTcrLy9Pf/vY3j94CExdXu3ZtValSRV988YX8/f117bXX6oUXXlBoaKgGDhyoZ599VjfffLMaNGigkJAQdezYkWsHPFxRUZH8/PxUp04drV69Wjt37lRwcLBCQkK0Y8cOhYSEaPbs2RoyZIjCw8Pl6+urmjVrsoNcBVF8oOoDDzyg4OBgnTp1Sj169FDVqlVLzpMbNGiQoqKizI4KkxVfI5SYmKj27durefPmOnr0qPLy8nTDDTfI19dXt912myIjIy25mQ6HrnoAu92u5ORkBQUFKTU1VQMHDlRkZKQ2b96skydPqn379oqOjrbkHdxTFJ8S73Q69eKLLyo4OFhdunTRnDlz1KxZM/Xs2VOTJ0/WY489pk6dOpkdFyaZNGlSyWnyXbp0UZMmTZSSkiIfHx/dcsstuvHGG3kcsJjic+bq1q0rwzDk7++v1q1bq379+tqyZYtatGih66+/3uyYuEIrV67UV199paeeekqJiYmqUqWKIiMj1b9//5KtkwFJys7O1vjx49WvXz998skn6tixow4cOKBHHnnE8ktimQx5gE8//VQHDhzQk08+qVtuuUUvv/yyTp06paFDhyoyMrJkPM4LoIqr+F2dYcOGqWbNmmrcuLHatm2rZs2aad26ddq2bZvi4+PVuXNns6PCJBMnTpSfn58ef/xx1alTR//9739Vv359PfTQQ7rhhhtKDlfkccBaNm/erF27dumpp55S8+bNdeDAAX333Xdq3bq1evbsqZCQELMj4i84fPiw1q1bp8zMTMXHx6tx48b68ssv1bVrV/n6+vL/HSWKZx92u12RkZHq0KGDFi5cqB49elj++nHP3y/PAkJDQ3XixAnt3r1btWrV0qBBg7Ry5UodPXrU7GgoQ3v27FH16tU1duxY9enTRxkZGfr00081ffp0TZw4Ud26dTM7IkzUoEED9ezZU/7+/oqKipKfn5+WLl2qkydPys/Pz+x4MImXl5f279+vwsJC1atXT3Xr1lV2djbnB1VATqfzD7+OiYnR3Llz1aZNG+Xm5uqll15SfHy8qlataoktkXFxRUVFf/hYtWrVdPvtt6tNmzbat2+fRowYoVGjRnE9mZgMeYTAwMCSHcRycnL04YcfKjk5Wa1atTI7GspQpUqV9Pbbb8vb21tXX321zpw5o7Vr16pz585sjw5t375d77zzjq677jrt2bNHaWlpGjFiRMnOUvB85y+BLD50NyQkRNu2bdNLL70kHx8fLVy4UA8//DBb7ldAxT/bgoIC+fr6lny8UqVKOn78uH7++Wf17duXFQIWl5eXp8qVK8vpdCo9PV15eXkXXB/q7e2tevXqqUuXLurYsaOJScsPrhmqQM7fFrGwsPCCbTKPHTumH374QUeOHFGbNm24bqSC+/11HcU/+w0bNuiVV15R06ZNtWXLFo0ePVpdu3Y1MSnc7ffbo57v1Vdf1cmTJ7Vv3z7dd9993Dcs5GL3i+JrDSVp2bJl8vf3V/Xq1bmgvoJ5++23NXjwYEnS6NGjdfbsWd1zzz3q1KnTBVNfrhHC0qVLFRgYqIiICCUnJ6ugoEA1a9ZUVFSUYmNjJf3x9QUoQxWG3W6Xr6+vnE6npk+frtatW6tr167sGuaBzn9Rc+7cuT9MfU6cOKGff/5ZdevWLbkOBNZQ/GLH6XRq4cKFuuWWWxQUFCTDMC54IVxQUMAZUxbkdDqVnJysFi1aqH///uwK5yHi4+MVGBioli1bqmbNmgoKCtLq1avVr18/RUREsAwWJZYuXar09HT5+vqqVq1aGj16tNasWaPVq1erXbt2uvPOO/9fe3ceFmW5/3H8PcMiq5hCCAiCLCLgittxQdzSXI+4bymkJLkgSe6KGnFMvTyd8DLDJT3mhntimqGZqSH+1AQ3UkBBURABWQQZmPn90cVc1KnTKZVR5vv6q0uGZz7B8DzP97nv+3vrOuJLSabJvQIePnyIpaUlFRUVzJ49G2dnZ7y8vEhPT0elUmlvhqTSf/VpNBpt17h58+Zx7tw5kpOT8fT0xMTEBLVajYWFBc7OzlhbW+s6rqhBpaWl1KlTh8rKSsLCwjA0NMTAwID69etTVlb2i6LZwMBAzgd64s6dO9SrVw9AO/3Nx8eHxMREiouLqVevnmy2+YoqLy/HwMCA4cOHk5iYyMGDB4mOjqZZs2ZUVlZy4MABLC0tcXZ2lr93PVdRUYFSqcTb2xv4eesNR0dHWrZsib29PQqFglOnTtGyZUt5SPIbZHXdSy4+Pp6+ffuSkZFBWloaV65coXv37kRHR3PlyhWmTJlCXl6enAhriarf48KFC2nVqhWjR49mz549fPPNNwCyIFZPxcbG8tVXX1FWVsbRo0eprKxk8uTJ7N69mw0bNrB3795fvF7OB/rh6NGjLFiwgKysLLKzswFo2rQpGzduJCsriz179lBeXq7jlOKvUKvVGBsbU15ezrZt2/jggw9o3749QUFBAAwYMIC+ffvi4OAg1wU9V1lZiaGhIRUVFURFRWFlZcWoUaNIS0vjzJkzKBQK/P39mTt3Lra2trqO+1KSkaGXWGVlJW5ubtja2mJiYoK3tze5ubnk5OTQu3dvhgwZQmJiIj169MDMzEzXccUzqL6h6uPHjzl79iydO3fm3//+N2PGjCE7OxszMzNsbGx0nFTowvnz58nJyaF58+Y8fPiQgoICTp8+zaBBg7C0tOT69ev4+/tLEaRn3NzcyM3NxZlfkT0AABxbSURBVM7ODicnJ27dukWdOnXo3r07/v7+xMbG0rVrV+3IkXg1VE2V1mg0fPbZZ+zZs4c7d+6wfPlyzp8/z4YNGxg2bBienp5yTRDa2SQRERGkpKSwb98+AgICaNiwIQcPHqROnTq4ubnJdMr/Qh4nvKTUajUGBgbap0NVrQ/DwsJo06YN33//PSNGjGDo0KGyi/wrrup3rdFoyMzMRKlU4ubmxsKFC/Hx8aF3796cOHHidxfNi9pLpVIBMHHiRLy9vbGysqJ79+68//779O3bFyMjI3bt2kWfPn2kENIj1dvmBgcH07RpUxQKBTNmzMDOzo7/+7//46233iI4OJjGjRvrMKn4K6quByEhIWg0GqKioqisrCQiIoKoqCjs7Oy4dOmSrmMKHbt+/br2GrFy5Urq1q3L9u3bCQsLY/78+TRo0IB+/frRqFEjGT38AzIy9JKq2mRz9uzZlJWV0bNnT22r1Pr166PRaOjTpw+dOnXSdVTxDKq6PWk0GiZNmkR8fDx5eXlYWFhgZ2fHgwcP2LZtG4GBgdIhUA8ZGBhQUVHBRx99hEqlok2bNigUCgwNDbly5QrXrl2jT58++Pn56TqqqCHVH5RFR0eTmJiIsbExlpaWGBsb8/rrr2NmZsabb76Jr6+vruOKP+Gzzz5DrVbj4OBAaWkpP/zwA3PnzsXe3h53d3d2795NamoqixcvxsHBQdYK67HLly+Tm5uLq6srALdu3QKgffv2eHp6cuPGDXbs2MHf//53fHx8tPeP4rdJN7mXTPVWqJcvX+bTTz+lWbNmhIaG/sfXxaut+u/y5MmT3Llzh169enHo0CGUSiU+Pj64u7tTWFioPeEJ/VD9Jufjjz/myJEjHD58WDsvvKp9btXr5KZIv1SNGnTt2pX8/HzOnj3Le++9R9u2bXUdTTyDgoIC6tWrx9GjR+nbty9BQUEEBAQwYMAAkpKS2LhxI2q1mjfffJN+/frJ371g586d2och169fx8bGBg8PD7Zs2ULDhg25ffs2a9askSYqf0Duql8iVetGNBoNSUlJWFlZMWjQIODnDzzIAvraovqIUHh4OFu3bqWkpAQHBwd69uxJSUkJiYmJ1KtXTwohPVNZWfmLG5x3330XBwcHVq5cCYChoaF2mlTV6+SGqPa7d+8earUagKysLBo0aMDYsWO5desWXbp04caNG5SVlek4pfgrqv6e69WrR15eHhEREezbt4+5c+eyadMmPvroIxYtWsS7776Lp6cnxcXFgPzdi5/vJbKyssjPz8fOzo6HDx8SExPDu+++S//+/WX7lf+RjAy9ZNRqNe+//z4lJSU4OjqiUCjw8vLi+vXrODk5MXbsWF1HFM+JRqNh3bp1aDQaPDw8OHPmDJ06dcLf35+MjAwMDAxwdnbWdUxRg6qKZLVazcyZM7G2tkapVBISEsLMmTNxc3MjIiJC1zFFDVOpVOzatYuCggIMDAwYN24cYWFhpKens2zZMry8vAgLC2PZsmU4OTnpOq74EzIzM3F0dEStVrN3716aNGmCh4cH48aNIygoiDfeeIPc3FxSU1MxMDAgJiaGpUuX0qRJE11HFzXs8OHD9O/fH4Dw8HDq1q3L4MGDuXLlCkVFRTRs2JDBgweTkJBAcnIyJ06cYOnSpTRt2lTHyV9+smboJXDp0iXs7OwAWL16NfXq1SMyMpK6deuSlpaGq6sr9vb2eHt7U79+fR2nFc+i+rzdPXv2aFun9+jRgydPnnD69GmePn1Kx44dpQOUntJoNCxYsIC2bdsyZswYFi9ejJ2dHeHh4axbtw5fX185D+iRqg11bW1tiYqKIj09nYkTJ2Jubk5mZiYqlYqYmBgCAwNp3bq1ruOKP+HUqVPs3buX119/nRUrVpCTk8OBAwcoKSlhyZIlzJo1i/Lycjp37szVq1f55ptvCAsLw83NTdfRRQ0rKytj0qRJ5ObmcuHCBaytrTE2NubixYt06tSJ/Px87ty5g7u7OzY2NmRnZzN+/Hj5rPyPZGRIx27cuMGqVasYOHAggwcPJjIykqZNmzJ8+HAAli1bRtu2benXr5+Ok4pnVdUuFeDRo0cYGBiwceNGFAoFAQEBODs7ExcXh6enp5zA9EzVtNiqzl9RUVF06dKFffv2MXDgQNLT0+nbty92dnbSVVCPVJ0zKisrefLkCUlJSezatYvmzZsTFBREVlYWGRkZvPbaa3h5eek6rviTcnNzOXjwIJcvX6Zu3bpERkby5MkTgoKC6NKlCxMmTCAlJYW2bdtSUVGh7S4r9EvVjIHCwkImT55MSUkJcXFxAMTExHD79m2GDBmCg4MD9vb2Ok77apKRIR0zMTHBxsaGY8eOYWBggK+vL7GxsRgbG2NoaMiOHTvo06ePduRIvJo0Go12+lNoaCjx8fEkJSXRunVrMjMzSUpKolGjRnTo0EGe+uuhwsJCxo8fT0JCAu7u7ty5c4edO3fi5+dHz549WbVqFV27duX111/XdVRRQ6oKIbVazZw5c0hLS8PW1pbx48fz+eefc+7cOc6fP89bb70lGym+oszMzHBxceH+/fvcvHkTNzc3HBwceOONN1i9ejX+/v40a9ZMOzooD0L0k0KhoLKyElNTU/r27cvWrVu5e/cufn5++Pr6kpKSgre3t0yrfwZSDOlIVbMEY2NjnJ2dMTEx4dixYygUCnr27MnGjRu5ePEiY8aMoXPnzrqOK55R1dS4pUuX4ujoyLJly0hPT+fGjRtMmDCBa9eu4eXlJYWQnqmaNtmgQQNSUlL44YcfGDx4MF26dNGuEdi0aRNTpkyhXbt2uo4ralD1BisuLi44OTmxZ88eHB0dmTBhArm5uXTs2FHWCL3iTE1N8fDwoLCwkOvXr2NmZkbjxo0ZPny4dvG7NErQT9W7BSqVSlQqFaampgwZMoRPP/1Uu9l2u3btZL/JZyTT5HSg+iLp5cuX4+3tTXFxMU2aNCEuLo6uXbvSt29fnjx5gpmZmbTPfIVVb59dUVHB/PnzGTx4sLbAfeedd5g+fTo+Pj66jCl0oPoUqEePHlFaWkpWVhazZ89m48aNWFpaYmlpSU5OjiyW1iNr165lyJAh2NnZkZSUxLfffsvkyZNZvXo15eXlpKamEhAQwNChQ3UdVTxHeXl52iYZ06dPx8zMTLrH6rHq0+pLS0sxNTX9xb8/fvyY0aNHEx0djYuLi3xWnpGMDOlA1b4gU6dOxdXVFUNDQ+Lj42ncuDGenp7ExcXh6+urXUAvhdCrqeqkpdFouHLlCg0aNCAvL4/bt29jamqKSqVi79699OnTR57q6Jnq0yanT5/OvXv3cHJyok2bNnh4eDB16lTOnDlD7969cXR01HVcUYNMTExwdXUlLS0NNzc38vPz2bFjB0OGDMHDw4Nbt27h5+cnawNqGVNTU1xdXWnWrBk2NjZy3ddj1a8P8+bN49y5cyQnJ+Pp6am9dzAzM2PkyJFYW1vLZ+U5kJGhGlR9hCcjI4Pdu3cza9YsJk+erL24tWnTBo1GI9OlaomqFskNGzYkICAAlUrFhQsXuHjxIsXFxYwbN44ePXroOqbQkXnz5tGwYUNGjhzJxo0bsbKyYujQoeTn51NRUUGLFi10HVHUkOqb6SYlJTF+/Hh27dqFp6cnixcvxtfXlw0bNrBo0SLat2+v47RCiBdt/vz5tGjRgtatWxMcHMz06dMZNmwY8PP9JMjD8udFxtVqUNWHtqioCAsLC+Lj4xk1ahRBQUF07NiR9evXo1KppBCqRaKiorC1tWXKlCls2bKFs2fPUq9ePaKiooiMjJRCSM9Uba5YxcbGhoqKCqKiomjWrBkVFRWkpqbi5eUlhZAeqaysxNDQELVaTUxMDFZWVixYsIDQ0FDS0tJo164dly9fJjw8XAohIWqp6teHx48fo1AocHNzY/369YSHh5Obm8u1a9eAn+8npRB6fqQYqgEHDhzQfsjnzZvHzJkzuX//PvPmzSMtLY3i4mIWLlxISEiIdIuqZRwdHdFoNERGRvK3v/0NIyMjlEolFhYWMs1Fz1SfNrl9+3YyMzP529/+Rv/+/Rk6dCitWrXi7NmzWFpa6jqqqGFVn4tJkyaRmZlJQkICI0aMYMyYMQQGBuLq6srixYvp1q0bMplDiNpHrVZrzwOZmZkolUrc3NxYuHAhPj4+9O7dmxMnTkhHwRdEpsm9YLm5uaxduxa1Ws3Tp09xcXHBxcWFiIgItmzZgkaj4f79+5ibm9O2bVtdxxXPWV5eHiUlJaSnp2NjY8PSpUuZNWuWdAbTU1XTJlUqFQqFgpEjR9KkSRN++OEHdu3axYwZM+jWrZuuYwoduHTpEnv37iUyMhK1Ws25c+fQaDQ8fvyY+vXr06FDB11HFEK8AFWNlqoeiFRUVGg3Xs/OzqagoIA7d+4wduxYevXqpeu4tZIUQzXg9u3bHDx4kKNHjxIbG4ulpSXHjh1jzpw5REdH06VLF11HFC9QaWkpcXFxxMXFERgYiL+/v64jCR2JiYnB3NycsWPHMnHiRMrKyggKCqJ58+YYGxtLIw09Ur1bFEBKSgohISF88cUX2NvbExcXR0JCApGRkQDSVVSIWqh6x9mTJ09y584devXqxaFDh1Aqlfj4+ODu7k5hYSGurq46Tlt7STe5F6RqHyGABw8e4ODgQHl5Od9++y1t2rTBx8eHJk2aYGJiIt2iajkjIyO8vLzo2bMnTZs21XUcUYOqnwcAsrOzUavV7Ny5k5CQEO7du8fFixfp1q2bTJHVI9U3VP3444/5/vvvcXNzo0mTJixevBhTU1M2b95MYGCg9voghZAQtUv1EaH333+fc+fOYW1tTc+ePbGysuLq1atkZWXh5+eHtbW1ruPWajIy9AKp1WomTpyIs7MzTZo0wd/fn+PHj3Pjxg0WLFigbZ0tT/yEqH2q/q7VajVbt27F3t6e3r17k5iYyDfffENISAgzZsxgxowZsiheD1VtqOrg4IC7uzsxMTFERESgUqnIzs7GwcFBptMKUctpNBrWrVuHRqPBw8ODM2fO0KlTJ/z9/cnIyMDAwABnZ2ddx6z1DHUdoDaLjo7G29ubOXPmABAbG4uTkxNFRUXk5OTIPkJC1FLVp0DNnj2b8vJyUlJSOH/+PEFBQdy/f59Ro0Yxb948KYT0SPUHXwkJCZSWlvLee+8BYGlpyerVq9myZQtGRka6jCmEeIGqT43bs2cPZ8+eZdKkSXTr1o3y8nK+++47nj59yoABA3ScVH9IMfQc/XoOuJWV1S++XlBQgL29PVOmTMHExKSm4wkhakD1rkAnT57E2dmZadOmkZeXR3R0NNHR0axcuZK8vDwcHBx0HVfUkF9fHxwcHLC2tub+/fvY2dlhZ2dH/fr1qayslGJIiFqq+nng0aNH9O7dm4yMDC5cuEDjxo3p168farUaT09PHSfVL7Jm6DmpPgf8wIEDmJqaUlFRQU5ODmlpaTx9+pSYmBgGDhwoLZWFqKWqdg7XaDSEhYXx448/cv36dYyMjGjTpg2enp4kJCTg7u5O48aNdR1X1JCqAlmtVrNgwQJyc3Np0aIFCQkJJCcnc/HiRXbu3MmYMWNwd3fXdVwhxAtQdX1Qq9WEhoYSHx9PUlISrVu3JjMzk6SkJBo1akSHDh1kv8kaJmuGniO1Wk14eDhFRUU4OTnRokULNBoNd+/e5aeffmLkyJF07txZ1zGFEC/Y2rVrefjwIREREXz33XccP36c5s2bM3z4cMrLyzE2NtZ1RKEDU6dOpV27dri6uqJSqTA1NSU7OxuNRoOjoyNt27aVNaRC1HJLlizB2tqaadOmsWnTJu7evcvEiRPZsWMHw4YNk65xOiDT5J6jtWvX4uvry8iRIwkODiY/Px8/Pz+Cg4NRqVSYm5vrOqIQ4gUrKiqirKyMjIwMUlNT8fPzo7y8nK+//ho/Pz9sbW11HVHUkOprA+7fv49Go6F58+asX78eZ2dnnjx5wuzZs7GwsNB+jxRCQtQu1c8DFRUVPHnyhNatWwMQFBTEO++8Q2FhoXZ9uah5yj9+ifg9lZWV2v9Wq9XY29tjb2/P4sWLCQkJwdDQkBMnTpCTkyOFkBB6wtLSkrfffpuOHTvy5Zdf8tNPP9G7d2/mzZsnhZAeqWqrrtFo+PHHH7GxscHd3Z20tDSCg4MJCgoiNTWV/Px8XUcVQrwg1c8DycnJqNVqWrVqxY8//khycjJ3797l4cOHMltAx6QY+osyMzO1c8BPnjxJQkICAQEBKJVKbG1tadmyJXfv3iUwMJBGjRrpOq4QogZZWVkxdOhQTExM2Lt3LyUlJbKhqp6puj5Mnz6dw4cPc/nyZcLCwmjUqBFJSUnaJ8Kyz5wQtVfVeSA0NJRDhw6RlpZG8+bNMTc3Z/369SxevJhp06bh4eGh66h6TdYM/QWnTp3i+PHjjBgxgvXr12NlZUVycjIdOnTg7bffZtSoUZiamhIaGkqvXr10HVcIoSN5eXmUlJTIDa+e+vjjj1EoFLzzzjt8+OGH2Nvb07lzZxQKBUqlEm9vb11HFEK8YJGRkSgUCkJCQli5ciXOzs7Y2trSq1cvCgsLpanWS0DWDP0FXl5e3Lx5k3Xr1mFhYcHSpUuprKxk7NixfP/99+zdu5eCggLpFiWEnqtfv750BdIjv26fnZeXh7m5OXPmzGHgwIF8/fXXWFtbM3z4cB2mFELUJEdHRzIzM4mMjMTf35/c3FyUSiUWFha/WC8odEeKob/A2tqagIAAysrKuHr1KikpKTRt2pTAwEBycnKwsrL6jz2GhBBC1F7V22fv3bsXGxsbFi5cyL1797h58ya+vr5s27ZNWmcLoWcGDhxISUkJ6enp2NjYsH37dmbNmqXrWKIamSb3DAoKCti/fz/37t3DxcWFQ4cOMX36dGmfLYQQekitVjNz5kwcHBw4e/YsPXr0IDQ0lFWrVnHr1i2GDh1K7969dR1TCFHDSktLiYuLIy4ujsDAQPz9/XUdSVQjxdAzys/PZ8uWLVy9epXJkyfTvn17XUcSQgihA5988gkGBgZMnTqVFStWcPz4cfr378+MGTMoLCykbt26so+QEHpKo9FQVFRE3bp1dR1F/IoUQ8+BLJIWQghx6dIlHjx4QHx8POPGjSM9PZ0VK1YQGxuLk5OTruMJIYT4DbJm6DmQRdJCCCG8vLwwNzcnPT2dp0+fEh8fz5o1a6QQEkKIl5gUQ0IIIcRzUKdOHRo0aEBWVhZHjx4lNDSUtm3b6jqWEEKI/0KmyQkhhBDPUVlZmXajXVkjJIQQLzcphoQQQgghhBB6SanrAEIIIYQQQgihC1IMCSGEEEIIIfSSFENCCCGEEEIIvSTFkBBCCCGEEEIvSTEkhBDimaSkpHD+/Pnf/fq5c+cICwv7w3/7qzp37vw/va6yspK3336b0aNH8/jx4xfyHn/k6dOn7N69G4B9+/Zx/Pjx53JcIYQQf40UQ0IIIZ7JsWPHuHXrlq5j/KGHDx+Sn5/Pjh07sLKy0lmGqmIoICCAnj176iSHEEKIn8mmq0IIUUtVjTwUFxeTn5/P1KlT6dOnD0ePHmXbtm3a1/3rX//i5s2brFq1CiMjI0aMGIG9vT3//Oc/MTAwwNHRkWXLlnHo0CG+++47ysrKyMjIYPLkyXTu3Jn9+/djZGSEt7c3WVlZ/3HsP3LkyBE2b96MUqnE19eX8PBwAgIC+OSTT2jUqBFHjhzhwoULhIaGsmDBAvLz8wFYuHAhTZs2/c1jfvnll2zZsgVjY2OcnZ1ZtmwZixYt4vbt2yxevJhly5ZpX5uSkkJkZCQA9erVIyoqCjMzMxYtWsStW7dwdHSkvLwcgLlz59KvXz/8/Pw4deoUX331FcuXL2f37t3s2LEDtVpNz549mT59Ol988QXHjh2joqICS0tLoqOjWbduHbdu3WLNmjVoNBqsra0ZPXo0y5cv58KFCwAMGDCACRMmMHfuXIyNjbl37x45OTksX74cb2/vP/kpEEII8d/IyJAQQtRiT5484fPPP2fTpk0sX76ciooKbt++TUxMDFu3bsXFxYXTp08DP0/h2r59O4MHD2bRokWsWbOGL774AltbW/bv3w9AcXExn332GZ9++ikxMTHY2toyZMgQJk6cSIsWLX732L+noKCA6OhoNm/ezI4dO8jOzubMmTMMGzaMAwcOALB//35GjBjBunXr6NixI1u3buWDDz5gyZIlv3nM/Px8oqOj2bJlCzt27MDS0pJdu3YRERGBm5vbLwohgEWLFhEREcHWrVvx8/Njw4YNnDp1iqdPnxIbG8usWbMoLS393f+HR48esX79erZv386+ffsoKiqiuLiYgoICNm/ezPbt26moqCA5OZkpU6bg5ubGtGnTtN//7bffcvfuXWJjY9m+fTtxcXGkpKQAYG9vz8aNGxk/fjy7du36779sIYQQf5qMDAkhRC3Wrl07lEol1tbW1K1bl7y8PBo0aMCcOXMwNzcnLS2NVq1aAeDi4gJAXl4eOTk5zJw5E4CysjI6d+6Mk5MTnp6eANjZ2WlHS6r7vWP/noyMDPLy8ggODgagpKSEzMxMBg0axOjRoxk+fDjFxcV4eHjw008/kZCQwJEjRwAoLCz8zWNmZmbi5uaGhYWF9mdw+vRp/P39f/P1qampLF26FACVSoWLiws3b96kRYsWwM8FiZ2d3X98X9We5ZmZmbi7u2NiYgLA/PnzATAyMuK9997DzMyMBw8eUFFR8bvv37ZtWxQKBUZGRrRs2ZLU1FQAmjVrBkDDhg25ePHif/lJCiGE+CukGBJCiFrs6tWrAOTm5lJcXIypqSmffPIJJ0+eBCAwMFB7U69U/jxZ4LXXXqNhw4asXbsWS0tLjh8/jpmZGffv30ehUPzHeygUCtRqNUVFRb977N/TqFEj7Ozs2LRpE0ZGRuzbt49mzZphYWGBj48P//jHPwgICACgSZMmDBo0iIEDB/Lo0SPt2pvfOmZqaipPnjzBzMyMxMREbaH3W1xcXPjoo4+wt7fnwoULPHz4EENDQw4fPsyECRPIzs4mOzsbAGNjYx4+fAjAtWvXAHByciItLY3y8nKMjY2ZMWMG48aNIz4+nt27d1NaWkpAQAAajQalUolarf7F+7u6urJv3z4mTpyISqXi0qVLDBkyRPuzFUII8eJIMSSEELVYbm4uEyZMoKioiIiICCwsLGjTpg1DhgzBzMyMunXrkpOTQ6NGjbTfo1QqWbBgAcHBwWg0GszNzVmxYgX379//zffw8fFhxYoVuLq6/uGxf61+/fpMnDiR8ePHU1lZiYODA2+++SYAw4cPZ9KkSURFRQEwZcoUFixYQGxsLMXFxb+YavbrY06fPp233noLpVKJk5MT4eHh2iLm15YsWcKcOXOorKwE4MMPP8TFxYULFy4wfPhw7O3tee2117SZ5s+fz6FDh3B2dta+3+TJkxk3bhwKhYLu3bvTvHlzTE1NCQgIwNjYGBsbG3JycmjdujUqlYqVK1dqR5K6d+9OYmIiI0eORKVS0bdvX1kbJIQQNUSh+aPHdkIIIV5J+/btIy0tjfDwcF1HEUIIIV5K0kBBCCGEEEIIoZdkZEgIIYQQQgihl2RkSAghhBBCCKGXpBgSQgghhBBC6CUphoQQQgghhBB6SYohIYQQQgghhF6SYkgIIYQQQgihl6QYEkIIIYQQQuil/wfnVMrmTKtMYAAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize = (14,6))\n", - "sns.boxplot(x= stdperf['parental level of education'] , y= stdperf['math score'] , \n", - " width=.7 , hue=stdperf['test preparation course'] , \n", - " palette= {\"none\":'#FFB74D' , \"completed\":'#9CCC65'} ,linewidth = 2)\n", - "sns.despine(left=True)\n", - "plt.xticks(rotation=45)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 870, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Add a notch to the box\n", - "plt.figure(figsize = (14,6))\n", - "sns.boxplot(x= stdperf['parental level of education'] , y= stdperf['math score'] , \n", - " width=.7 , hue=stdperf['test preparation course'] , \n", - " palette= {\"none\":'#FFB74D' , \"completed\":'#9CCC65'} ,linewidth = 2 , notch=True )\n", - "sns.despine(left=True)\n", - "plt.xticks(rotation=45)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 871, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Change the size of outlier markers\n", - "plt.figure(figsize = (16,8))\n", - "sns.boxplot(x= stdperf['parental level of education'] , y= stdperf['math score'] , \n", - " width=.7 , hue=stdperf['test preparation course'] , \n", - " palette= {\"none\":'#FFB74D' , \"completed\":'#9CCC65'} ,linewidth = 2 , fliersize= 15)\n", - "sns.despine(left=True)\n", - "plt.xticks(rotation=45)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 872, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Change the size of outlier markers\n", - "sns.set(rc={\"axes.facecolor\":\"#b0deff\",\"axes.grid\":False,\n", - " 'xtick.labelsize':15,'ytick.labelsize':15,\n", - " 'axes.labelsize':20,'figure.figsize':(20.0, 9.0)})\n", - "sns.boxplot(x= stdperf['parental level of education'] , y= stdperf['math score'] , \n", - " width=.7 , hue=stdperf['test preparation course'] , \n", - " palette= {\"none\":'#FFB74D' , \"completed\":'#9CCC65'} ,linewidth = 2 , fliersize= 15)\n", - "sns.despine(left=True)\n", - "plt.xticks(rotation=45)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 873, - "metadata": {}, - "outputs": [], - "source": [ - "mpl.rcParams.update(mpl.rcParamsDefault)\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "code", - "execution_count": 874, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(14,11))\n", - "sns.set(rc={\"axes.grid\":False,\n", - " 'xtick.labelsize':15,'ytick.labelsize':15,\n", - " 'axes.labelsize':20,'figure.figsize':(20.0, 9.0)})\n", - "params = dict(data=employment ,x = employment.Age ,y = employment.Unemployed)\n", - "sns.stripplot(**params , size=8,jitter=0.35,palette=['#33FF66','#FF6600'],edgecolor='black',linewidth=1 , alpha = 1)\n", - "sns.boxplot(**params ,palette=['#BDBDBD','#E0E0E0'],linewidth=6)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 875, - "metadata": {}, - "outputs": [], - "source": [ - "mpl.rcParams.update(mpl.rcParamsDefault)\n", - "%matplotlib inline\n", - "sns.set_style(\"darkgrid\")" - ] - }, - { - "cell_type": "code", - "execution_count": 876, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
iddietpulsetimekind
01low fat851 minrest
11low fat8515 minrest
21low fat8830 minrest
32low fat901 minrest
42low fat9215 minrest
\n", - "
" - ], - "text/plain": [ - " id diet pulse time kind\n", - "0 1 low fat 85 1 min rest\n", - "1 1 low fat 85 15 min rest\n", - "2 1 low fat 88 30 min rest\n", - "3 2 low fat 90 1 min rest\n", - "4 2 low fat 92 15 min rest" - ] - }, - "execution_count": 876, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "exercise.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 877, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(18,16))\n", - "sns.catplot(x=\"kind\", y=\"pulse\",col=\"diet\",data=exercise, kind=\"box\");\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 878, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Displaying multiple violin plots using subplot function. \n", - "fig1 , axes = plt.subplots(nrows=2,ncols=2 , figsize = (20,24))\n", - "sns.swarmplot(x=\"species\" , y = \"petal_width\" , ax = axes[0,0] ,data=iris , color=\".10\" , size=8,)\n", - "sns.boxplot(x=\"species\" , y = \"petal_width\" , ax = axes[0,0] ,data=iris )\n", - "sns.swarmplot(x=\"species\" , y = \"petal_length\" ,ax = axes[0,1] , data=iris , color=\".10\", size=8)\n", - "sns.boxplot(x=\"species\" , y = \"petal_length\" ,ax = axes[0,1] , data=iris)\n", - "sns.swarmplot(x=\"species\" , y = \"sepal_width\" , ax = axes[1,0] , data=iris , color=\".10\", size=8)\n", - "sns.boxplot(x=\"species\" , y = \"sepal_width\" , ax = axes[1,0] , data=iris)\n", - "sns.swarmplot(x=\"species\" , y = \"sepal_length\" , ax = axes[1,1] , data=iris , color=\".10\", size=8)\n", - "sns.boxplot(x=\"species\" , y = \"sepal_length\" , ax = axes[1,1] , data=iris)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 879, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAABI8AAAVHCAYAAADcOUhvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3Wd4VHXexvF7SpJJJQnpgZCEXqU3WaSoWLBRRF31WbFiwd4VBXVtu3axY8HVxQ6KnSKIgFQpIi2FhPRG+mQyM88LJBozk+CaZELm+3mFc5/zn3sClznXb04xOJ1OpwAAAAAAAAAXjJ4uAAAAAAAAgLaL4REAAAAAAADcYngEAAAAAAAAtxgeAQAAAAAAwC2GRwAAAAAAAHCL4REAAAAAAADcYngEAAAAAAAAtxgeAQAAAAAAwC2GRwAAAAAAAHDL7OkCR8PhcMhud3q6BgAAaCE+PiZPV4ALHIMBANC+He0x2DExPLLbnSopqfR0DQAA0EIiI4M9XQEucAwGAED7drTHYFy2BgAAAAAAALcYHgEAAAAAAMAthkcAAAAAAABwi+ERAAAAAAAA3GJ4BAAAAAAAALcYHgEAAAAAAMAthkcAAAAAAABwi+ERAAAAAAAA3GJ4BAAAAAAAALcYHgEAAAAAAMAthkcAAAAAAABwi+ERAAAAAAAA3GJ4BAAAAAAAALcYHgEAAAAAAMAthkcAAAAAAABwi+ERAAAAAAAA3DJ7ugAAAABax0cffaSPP/5YkmS1WrVr1y6tWbNGISEhHm4GAADaMoPT6XR6ukRTbDa7SkoqPV0DAAC0kMjIYE9X8Dpz585Vr169NGPGDLfbcAwGAED7drTHYFy2BgAA4GW2b9+uffv2NTo4AgAAOILL1gAAALzMSy+9pGuuuabJ7Uwmg0JDA1qhEQAAaMsYHgEAAHiR0tJSpaSkaOTIkU1ua7c7uWwNAIB2jMvWAAAA0MCGDRs0evRoT9cAAADHEIZHAAAAXiQ1NVWdOnXydA0AAHAM4WlrAAD8jtPplNVhlcVkcbtNjd0qk9Esk8HkMrc77bI7auVr8mupmu0OT1trmzgGAwC0FTaHTaU1hxTsEyJfk6+n67QbR3sMxj2PAACQZLVb9ebeV/V5xqcqtZUq1j9OU5PO1TldpstgMEiS1uSu1tv7XtfuQ7/I1+ircbETdWnPqxRpiZQk5Vfn67XdL2pl9jLVOGrUs0MvXdjtHzo+eqwnPxoAAMAxy+aw6Y09r2ppxmKV2koVaA7UKZ0m67KeV8mPL+paTbOfeWSz2XTXXXfp4MGDqqmp0axZszRx4sS6/PXXX9cHH3yg8PBwSdLcuXOVnJzcxJp86wUAaDlOp1O3/ni9NhdubJBNTzpfs3pfp+VZ3+ihrffLqfq/NmP8Y/XC8QtkkEGz1sxUdlVWvdwgg+4aeJ8mxp3cop/hWMeZR20Tx2AAAE97YMu9WpG9rMHrwyNH6pFhT3igUfvisTOPlixZotDQUD3++OMqLi7WOeecU294tHPnTj366KPq169fc781AAD/k40F610OjiTp47T3NT3pPL2256UGgyNJyqnK1mcHPpGkBoMjSXLKqQV7Xtb42BNlNHCrQQAAgKOVWrbf5eBIkn7MX6cdxdvVL6x/K7fyTs1+5lFFRYWcTqeCgoJUXFysadOmadmy3/6yTz31VHXv3l35+fkaN26crrzyyibX5FsvAIAkrVy5TMuXf9Ps66Z02a+s2INu8y4HEpWekOY2DykNkSSVhpS63WbwT0MUUBX4P3d0Z8KEkzRu3MSmN2zjOPOobeIYDAAgtdwxWFMOxmQqNTHFbd45M0FdMhNbr9Cv2svxl+TBM48CAw8fGJeXl2v27Nm64YYb6uWnn366LrjgAgUFBenaa6/VihUrNH78+EbXNJkMCg0NaO6qAIBjTECAr8zm5j97x/jrPY3cMcv1jbGPMDSxvySZjaYW6R4Q4MvvSAAA0C4ZnY0fOxkdnNXdWlrkaWvZ2dm65pprdMEFF2jatGl1rzudTpWXlys4+PBk6z//+Y9KSkp0zTXXNLoe33oBAFrSjqJtmr3uKpeZn9FP701crBvWXq3UctfffF3b5/AXJc/9/JTLPCkoWa+Nfbt5yrZTnHnUNnEMBgDwpMLqAp2/YopqnbUNMoMMeuuERYoP7OSBZu3H0R6DNfuYrqCgQDNnztStt95ab3AkHT4bafLkyXWXtq1fv557HwEAPK5f+ABNiD3JZfaPHpcr2CdEV/W+TmZDwxN2u4X00KmdztCpnc5Qt5AeDXKzwayrel/X7J0BAADau46WCP2j+2UusxnJf2dw1Iqa/cyjBx98UF988UW9J6hNnz5dVVVVmjFjhj755BMtXLhQvr6+GjVqlGbPnt3kmnzrBQBoaXanXUvSP9bSjCUqqM5TYnCypibO0N9iTqjbZlfJz/rv/re1NnONTHaTpvc7T+cmXaAgnyBJUoWtQotS/6NlWV+rsrZS/cOO0/ldL1Tv0L6e+ljHDM48aps4BgMAtAU/5H6vT9I/0PbMbbJYLbp+3C0aFzvB07XahaM9BmuRy9aaGwcuAIC2ZM6cOyRJ8+Y94uEm7QfDo7aJYzAAQFvCMVjz89hlawAAAAAAAGg/GB4BAAAAAADALYZHAAAAAAAAcIvhEQAAAAAAANxieAQAAAAAAAC3GB4BAAAAAADALYZHAAAAAAAAcIvhEQAAAAAAANxieAQAAAAAAAC3zJ4uAAAAAAAAvFOxtUjv7l+olTnLVWO3alDHofp7t4vVLaRH3TZfZ36hj9M/0L6he2SxWvTZgU90euezZDAYPNjcuzA8AgAAAAAAre5QzSHNXnuVDlZm1r32Xc5yrctbo8dHPKN+Yf318i/z9d+Utw+HZqnCXKEndjymvaV7dWO/Wz3U3Ptw2RoAAAAAAGh1H6e9X29wdITVYdUrv8xXblWO3kt91+W+nx74WOnlaS3cEEcwPAIAAAAAAK3u+9zv3Gbbi3/SsoNfy+G0u91mdc7KFmgFV7hsDQCAX20p3KSlB5YovzpPicHJOrvLFCUFd63LC6sLtPjAR9rW5yeZ7CYty/pa42InymQwSZLsTrtWZi/TsqxvVFVbqX5hA3RWlymKsER66iMBAAC0WXano9G81lnbaO5oYn80H4PT6XR6ukRTbDa7SkoqPV0DANCOvbn3Nb2597V6r5kNZt0zaJ7GxoxTatl+3bT+Oh2qKam3zfHRY3X/4IckSXM339PgG7QOvqH69/BnlRzSVXAvMjLY0xXgAsdgAICW9OKu5/Re6jsusx4hvXT3wPv1j1XnyynXY4sXj39dPTr0bMmK7d7RHoNx2RoAwOull6c1GBxJh7/temL7I6qxW/XUjn81GBxJ0prcVVqe9Y2WZ33j8tTrQzUlenrnv1qkNwAAwLFsWtIMdfSLaPC60WDSpT2vUOegBJ3aebLLfU+ImcDgqBVx2RoAwOt9e/Art1mprVRfH/xC24t/anT/xh4Vu734J+VW5SjaP+Yv9QQAAGhPIiyRenrUC3p9zytalbNCNodNx4UP0kXdLtHgiKGSpJv63a5OAZ31SfqHyqvOlW+Nry7oe7Eu6Hqxh9t7F4ZHAACvV15b3mheZC1uNK9oYn9JKreVK9r/T9UCAABo9+IC4nX3wPt1p3OOHE6HzMb6Ywqjwajzul6o87peqHvuu01Gp1EXnz3TQ229F5etAQC8Xv+wAW4zgwwaEz1Wob6hbrfpGzZA/cKOc5uH+oaqc2DCX+oIAADQnhkNxgaDoyPW563VnRtu1uYBG7Wj1zatznH/lDa0DIZHAACvNzZmvBICu7jNkkO66tykC1zmgeYgndNlms5OnKpAc5DLbaYnnS9fk2+z9QUAAPAW/93/tu7ceLPW569VtX+1SkJLdN/mO/Xa7hc9Xc2rMDwCAHg9s9Gsf414RiMjR8v4669GX6OvJnc+S3ccd68k6byuF+qynlcpxCekbr+eHXrp8eFPKSYgVjH+sfrX8KfVs0OvujzEJ0SX9bhK53e9qHU/EAAAQDtQZC3Ugj0vu8ze2b9QWZUHW7mR9zI4nU7Xz7xrQ3hMLACgteRX56uwOl/xgZ0U/LtB0RE1dqvu+NdNMtlNevyuZ1yukVmRocraCiUGJcnX5NfSlduFo31MLFoXx2AAAE9akv6xntr5uNv88p6z+JLuLzraYzBumA0AwO9EWiIVaYl0m/ua/BRU0fgv2U6BnZu7FgAAgNexOqyN5/bGczQfLlsDAAAAAABtzuCOQxvNh0QMa6UmYHgEAAAAAADanK4h3TQ2ZrzLbGjEcPUPd/+0WzQvLlsDAAAAAABt0l3H3afYgDgtPbBE5bVlMtWadGbXc3R5r6s9Xc2rcOYRAAAAAABok3xNvrqy1zX6YOKnGrZphEZsGqXr+t4ki8ni6WpehTOPAAAAAABAm+Zr8pWfjafYegpnHgEAAAAAAMAthkcAAAAAAABwi+ERAAAAAAAA3GJ4BAAAAAAAALcYHgEAAAAAAMAthkcAAAAAAABwi+ERAAAAAAAA3DJ7ugAAAEej2FqkVTkrVFFboQFhA9UvfEC93O60a33eWqWVpSjCP1JjY8bLYrLU2yaj/IDW5n0vSRoVNUadgxLq5dX2aq3KWaGCqnx1CU7SyKjRMhlM9bbZUbxdGXEHZLabVWwtUphfeKv3BAAAAFqTwel0Oj1doik2m10lJZWergEA8JDF6R9q/q5nZHPY6l4b2HGwHhj8qAJ9AnWwIlN3brhZmZUZdXmwT7DuG/SQBkcMldPp1FM7/6XPDnwipw7/2jPIoMmdz9IN/W6VwWDQ5oKNmrvlbpXZyurW6BTQWQ8P+7fiAzupsrZC9266Q1sKN9XlPkYfzeo1W2cnTm21nu1VZGSwpyvABY7BAABtQUb5AX2WsVjLNn0lP6tFD577mJKCkz1dq1042mMw0/33339/y1b56xwOp6qrbU1vCABod3YUb9fczXfL7rTXez2nKltF1kKNiRmrm9Zfq/SKtHp5jaNGq3O+0+SEs/RF5mdauO/1BmvvKf1FHXxDFRcQr2t/uEIVtRX18lJbqX4q2qwzu0zRE9sf0/e5q+rlDqdDP+av05CI4cqrzmvxnr1D+zT14zpmBQb6eboCXOAYDADgad9lL9ctP87WjuJtqvKvUnlwmT7LWKwo/2h1C+nh6XrHvKM9BuOyNQBAm7Yk/cO6s3D+aHn2txobO14pZftc5lX2Sn198AstPbDY7fqL0z9UrbNWVXbXZ1eklO3Xurw1Wp79rcvcKaeWpH9Y92e3PWMm/OWe5yROc5sDAAC0NxW2Cj227Z+qddbWe93htOvJHY9pROSoBrcQQMvgsjUAQJMWLHhZaWkpHnnvn/puUVlwmds8IaOLDnROd5vH5sQqJypHTqObX3dOKTY3Vtkx2Y28R4IOdD7gNg8uO3y6b2M9O2d0UcZf7Dlm/Vi3+3tSYmKyZs684i+twWVrbRPHYAAAT/oyc6ke2/aQ2/zaPjdoSuK5rdio/TnaYzCetgYAaFJaWopSUz0zPLJYLW4zg8OgwIrARvf3s/o3uoZ/tb8s1f6NrhFYESSDw/39hixWS5M9g8qD/nLPtig1NcVjg0UAANC+ldYcajQ/1ESO5sNlawCAo5KUlKx58x5p9ffdXvSTrl83y2V2YudJunPyHF266kKlljccYFhM/nry0ue0LOtrPffzUy7XmDn4Cp0YP0nnr5iqantVg7xLUJKeu/EVPbrtQX198AuXa9w9ea4MMrR4z6lTZ7jMPGnOnDs8XQEAALRTPUN7N5r36tB+7wfZ1nDmEQCgTesffpyu7XODzIb633cMCB+o6/rcJEmaO+RhxQbE1csDzUGaO/if6uAbqrO7TNPpnc9ssPZpnc7QOYnT1cE3VPMGP6xAc/2zg2ID4jRv8MMyGAy6ts+NOi58UL3cbDDrmt7Xa0D4wFbpCQAA4E2OCx+kPqH9XGbJwV01ImpUKzfyXtzzCADQpCNnl3jizKMjCqsL9F3OclXUVmhA+MAGgxy7o1Zr8r5XelmqIiyRGhc7Qf7mgHrbpJWlam3e95KkUVFjlBicVC+vqq3UyuzlKqjOV5fgJB0fNUYmY/1h0E9FW7StaKsCzYE6IWaCOloiWr1nW9Jc/za451HbxDEYAMDTDtWU6NFtD2l93g91DycZ0nGYbj/uHkVYIj3c7th3tMdgDI8AAE1qC8MjtE0Mj9o3jsEAAG1FdmWWHp4/V35Wix6/+2lP12k3uGE2AAAAAAA45hVZi7Qi+1vlReQpPyJP+dX5nq7kdbhhNgAAAAAAaJM25v+oOZvvPPxgk6jDr124crruHThXY2JO8Gw5L8KZRwAAAAAAoM2x2q16cOucBk/EtTlq9M+f5qrMVuqhZt6H4REAAAAAAGhzvs/5TqVuBkTV9motz/q2lRt5L4ZHAAAAAACgzSm0FjSaF1kLW6kJGB4BAAAAAIA2Jzm4WxN511ZqAoZHAAAAAACgzRkSMcztACkuIF5jose2ciPvxfAIAAAAAAC0OQaDQf8c+rh6h/at93q3kO56dNiTMhl5gHxr4ScNAAAAAADapCj/aD0/+hXtOfSLnnzjMflZLXrqtvmeruV1GB4BAAAAAIA2rUeHXoosjPJ0Da/FZWsAAAAAAABwi+ERAAAAAAAA3GJ4BADA7xRZC7X30G6V28pd5jX2Gu0r3aOsyoNu18iqPKh9pXtUY69pqZoAAABAq+GeRwAA6PDQ6Mkdj2lt7ho55JCf0U+ndDpds3pfJ1+TnyRpUco7WpTytkpqSiRJvUP76vq+t6hHh56SpD2Hduvpnf/SrpKdkqRQ31Cdm/x3nZf8d898KAAAAKAZcOYRAMDr1TpqdfP62VqTu1oOOSRJVodViw98pEe3PSRJei/lHb30y3N1gyNJ2lWyU7esn63cqhzlVuXolvWz6wZHklRSU6KXf3lei1Lead0PBAAAADQjhkcAAK+3Omel0stTXWYrs5cprSxVi1L+4zIvry3TJ+kf6pP0D1VeW+Zym/dS/iObw9ZsfQEAAIDWxGVrAACvt714m9vMKadW5axUcU2x+/2LtkoyuM2La4p1oDxdXUO6/ZWaAAAAgEcwPAIAeL1Ac0CjeahfaKN5gDlQhkaGR5IU6BP4p3sBAAAAbQGXrQEAvN6EuJPdZsE+wZoUf5r6hQ1wu82JcZM0sZE1+oUNUIx/7F/qCAAA0F4VWQu1OP0jvZ/yrvaX7muQ2x21WpO7SpmxGSoIz3d5O4D08jS9n/pffZz2gfKqclujtlfhzCMAgNdLCk7WRd0u0cJ9r9d73WQw6cZ+t8vP5Kfr+96sm9dfp1Jbab1tRkWN0cS4kyRJq3JW6Ie87+vlIT4hur7vzS37AQAAAI5R/93/thbseVm1ztq618bGjNNdx90vX5OvUstSdPfGW5VTlS11OZxfsGKqHhzyqHqG9pbdadfj2/6prw9+Ubf/87ue1gVdL9LMHle09sdptxgeAQAg6ZIel6t/2HFamrFEBdZ8JQYl6ewu0+ruU9Q1pLteGfOWFh/4SNuKtirAHKiJcSdpQuyJMhkP/zqdO/ifWp79rZZlfaPK2gr1DztOZ3eZqkj/KE9+NAAAgDZpfd5avbx7foPXV+WsVIz/y7q816zfBke/U2gt0F0bb9W74z/UotR36g2OJMnhtOvtfW8oMShJE379kg9/DcMjAAB+NTRyuIZGDnebR/pH6bKeV7nNTUazToo/RSfFn9IS9QAAANqVxekfus0+z/hUvUP7NhgcHVFcU6QV2cu0JP3jRtb/iOFRM+GeRwAAAAAAoNVlVmS4zcpry7SvdG+j+6eWp6jQWtDI+gf+526oj+ERAAAAAABodTEB7h8oEmAOUGJQYqP7JwR0Uaiv+6fixgbE/a/V8AcMjwAAAAAAQKs7M+Ect9mk+NN0QuwERVgiXeYhPiEaH3eiTu98lts1zmhkffw5DI8AAAAAAECrGxNzgi7s9g8Z/zCaGBoxXJf3ulpmo1kPDnlUYb7h9fIQnxDNG/KI/M3+urj7TI2JPqFebpBBUxKna1Kn01r8M3gLbpgNAAAAAAA8YmaPK3RKp9O1KnuFrA6rhnQcpn7hA+ryHh166d3xH+q7nBV6e+kbslgtemrWC/I3+0uSfIw+mjfkYf1S8rN+zF8ns8GsMTEnKCGoi6c+UrvE8AgAAAAAAHhMmG+YYgPiZHVYFeUf3SD3NfkpNiBeFqtFlmqLLCZLg216hfZRr9A+rVHXKzE8AgAAAAAAHvF5xqd6YdczqqitkCQZDSad3vlMze57k0wGk3IqszVn853aV7pH6np4n5mrL9TcwQ8poYkbaqP5cM8jAAAAL/LSSy9pxowZmjJlit5//31P1wEAeLGfCrfo39sfqRscSZLDadenBz7W2/vekMPp0J0bbzk8OPqd9PJU3b7hJtU6alu7stdieAQAAOAl1q9fry1btujdd9/VwoULlZOT4+lKAAAv9mHae3LK6TL7JP1Drc9bq/TyVJd5blWOvs/9riXr4XcYHgEAAHiJ77//Xj169NA111yjq666SuPGjfN0JQCAF0srS3GbHaop0c8lOxvdP6Vsf3NXghvc8wgAAMBLFBcXKysrSy+++KIyMzM1a9YsffnllzIYDC63N5kMCg0NaOWWAABvERMUrczKDJeZxWRR94gkqZH5UEJYPL+nWgnDIwAAAC8RGhqq5ORk+fr6Kjk5WX5+fioqKlLHjh1dbm+3O1VSUtnKLQEA3mJS7GRtzNvoMhsfe6JGhI5VB99QHaopaZD7mwI0MvQEfk/9RZGRwUe1HZetAQAAeIkhQ4Zo9erVcjqdys3NVVVVlUJDQz1dCwDgpSbGn6wzOp/d4PWeHXprVu/r5Gfy05xBDyjAXP/sIj+jn+4dNFdBPkGtVdXrceYRAKBd+CH3e32YtkhpZSmKsETptM5n6IyEs2U0HP6eJLcqR//d/7bW5q2RU06Njhqj87peqGj/GEmSw+nQZwcWa2nGEhVU56lLcJKmJZ6n0dFj6t5jz6Ff9O7+t7W9+CcFmAI0Ie4knZt8vgLMgZKkytoKvZfyrpZnfaNKe6X6hQ3Q+ckXqmdo76PuCbSk8ePHa8OGDZo2bZqcTqfmzJkjk8nk6VoAAC92Y//bdFrnM7Qie5msDquGdByqUdFjZDIc/v00qOMQvTPuI3118HN9vOJ9WawW/XvmswrzC/dwc+/C8AgAcMz7MHWRnt/1dN1/F9cU6+mdu7WzeLvuGnifsiuzdN3aK1VkLazbZvGBj7QqZ6WeG/2yYgPi9Oi2B/XNwS9/W6OwWFsLN+vq3tdrWtIMbS7YqDs33iybwyZJKlKh3tq3QOvzf9ATI56XwWDQzeuv0+5Dv9StsSpnhdbmfa9/Dv2XhkQMa7In0Bpuu+02T1cAAKCebiHdVWWvktVuVd+wfnWDoyNCfEM0InKUvitZJj+rhcGRBzA8AgAc08ptZXptz0sus2+zvtKZXaZo6YHF9QZHRxTXFOmtvQs0OeGseoOj31uw5yWd0uk0zd/1dN3g6Pd2H/pFX2R+JoMM9QZHR9gcNr2w6xk9NXJ+kz37hfVv7KMCAAC0O6tzvtMzO/+tQmuBpMM3yp6WdJ5m9rhCklRkLdLDP83VpoINUq/D+1y/dpbuHni/ovyjPVXb63COPADgmPZj/jpV26vd5qtzVmp17kq3+aqclVqV4z6vtlfri8yljT4K9vuc77S6kTVSyvbri4ylTfYEAADwJr+U/Kx5W+6pGxxJh4+93t73ht5LeUeSdPfGWw8Pjn5ne/FPun3DjbI77a3a15sxPAIAHNNqnbWN5nZnrWod7repddbK3sQaNfaaJjs01aPG0fgaTXUAAABobz5IXeR2APRB2iJtLtio3Yd2uczTy9O0Lu+HlqyH32F4BAA4pg3pOKzBdfG/NyxipIZFjnSbD48cqWER7nOTwaST4k9RjH+s+/eIHKFhkSPc5jH+sTo5/pQmewIAAHiTPS4u+T+ioDpfWws3/8/7o3kxPAIAHNM6WiI0JXG6y+y48EEaHjlSF3e7RBaTpUHuZ/TTRd0u0fDIkRoYPtjlGmd3maYo/6i66+7/KMoSrTMTztGZCVPqntz2R5f0uFyR/lFN9gQAAPAmoX5hbjMfo48iLVGN7t/BN7S5K8ENbpgNADjmXdXrOkVYovRR2nvKrcpRkDlYp3Y+Xf/ofrkMBoO6d+ipJ0Y8pwV7Xq67Zn5IxDBd0uMK9ejQU5L00NDH9cbeV/RFxlKV15YpyhKtqYnnalrSeZKkE+Mnydfkp7f3vaF9pXvkY/TVCTHjdFnPWXUHLk+PfEGv7n5B3+WslM1Ro24hPXRht39obMy4o+oJAADwewsWvKy0tBRP12gx1ZFVUlfXWWheqNatWyPTYJPs5oaXthkcBm14a5221m5q4ZZtV2JismbOdP0FZ3NjeAQAOOYZDAZNTzpP0xJnqLK2UhazpcElYr1C++ix4U/JardKkvxMfvVyf7O/ZvWerSt6XaPq2moFmAMaDHTGxozT2JhxqqqtlNnoIx+jT708yj9adw28X7c6bKp12ORvDvjTPQEAAI5IS0tRamqKkpKSPV2lRUTnx6g4tFiFHQvqve5f5a+k9K4yOUzqsb+nfum+S06jsy43OAzqvr+HfGp9/rik10hNbd2hIsMjAEC7YTAYFOgT2Og2fxwa/ZHJYGpyjT8Ohf7Ix8Vg6feOpicAAIAkJSUla968Rzxdo8U4nU79mL9OK7OXqcZh1eCIYZoYd7IsU3+75UB2ZZY+z1iijIoMxQbE6bROZ6jz5AQPtva8OXPuaNX3Y3gEAAAAAAA8wmAwaETUKEX5R6vGblVySLcGX8LFBsRpSuK5yqnKVpQlWh0tEQ3WsTtqtb9sn0wGs5KDu3JLgGbG8AgAAAAAAHjElsJNenbnE0orT5UkhfmG6e/d/k9TEs+VJJXbyvX0zn9pZfYy2Z12GQ0mHR/1N93U/7a6+05+nvGpXt/zigqthy9/6xSYoKt7z9bIqNGe+VDtEE9bAwAAAAAArS61bL/u3HBz3eBIkoprivXcz0/pswOfSJLu23ynlmV9Lbvz8E2zHU67VufV27PTAAAgAElEQVSu1B0bbpbT6dTyrG/0r+0P1w2OJCmz4oDmbLpDPxfvaN0P1I4xPAIAAAAAAK3u/dT/qsZR4zJ7Z/9C7Sjapi2Frp+mtvvQLm0sWK939r/lMq911mpRyjvN1tXbMTwCAAAAAACtbkfxdrdZTlW2fsxf1+j+Wwo3K6VsfyPrb/ufu6E+hkcAAAAAAKDVBZmD3GZGg0lhfmGN7h/iEyJfo6/79X3cr48/h+ERAAAAAABodSfGT3KbjYoarRPjJ8nP6OcyNxlMOjF+ksbFTvyf1sefw/AIAAAAAAC0usmdz9KQjsMavB5pidLVva9XsE+Ibuh3q4x/GF0YZNDVva9XhCVSl/ecpbiA+AZr9Antp2mJ57VYd29j9nQBAAAAAADgfXxNvnp42L+1PPsbrcxaJqvDqiEdh+n0hLPUwbeDJGlSp9OUHNxVSw58rIMVmYoJiNUZCWerd2hfSVJHS4RePH6BPs/4VBvy18tkNOtvMSfopLhJ8jW5PmsJfx7DIwAAAAAA4BFmo1knx5+qoREjVGO3Kto/RgaDod423Tv01DV9blBhdYHC/cLlbw6olwf5BOvc5As0Nna8zAazIiyRrfkRvALDIwAAAAAA4BF7Du3W/F1Pa1vRVklSfEAn/aP7ZZoYf7IkqcZu1cu75+uLjKWqslfKYrLoxLhJmtX7uroh0uqc77Rgz8tKL0+VJPUJ7aurel2nfuEDPPOh2iHueQQAAAAAAFrdwYpM3bz+2rrBkSQdrMzUQz/dr+VZ30iSHth6nz5Ke19V9kpJUrW9Wp9lLNbdm26TJK3LW6O5m++uGxxJ0s8lO3Xrj9drf+neVvw07RtnHgEA2oVDNSX6InOp0spSFGmJ1CmdJis+sFNd7nA6tC7vB63N+16SNCpqjEZGjZbR8Nv3KAcrMvVl5mfKr85XYlCSTu08WR18Q+tyq92q5VnfaFvRVgWYAzQx7mT1CetXr8fPxTu0LOtrVdZWakD4QE2IO0l+v7vevqmeAAAA3uL91HdVUVvhMntr7wIlBHXRmtxVLvOthZv1U9EWvbl3gRxyNMitDqsWpfxHdw28vzkre61mHx7ZbDbdddddOnjwoGpqajRr1ixNnPjbo/OWL1+u559/XmazWVOnTtW5557b3BUAAF5mR/F23bnhZlXUlte99m7Kf3Rzv9t1aufJqrFbdffG27SpcENdvjRjiQZ3HKp/Dn1cviY/fZHxmf6941E5nPa6bf6z/y09POzf6hfWX/lVebpp/bU6WJlZl3+c/oGmJE7XtX1ulCQ99/NT+ijtvbr8q4Of6539b+mJEc8p0j+qyZ4AAADeZEvhJrfZgYp0fZ/jenB0xI9567T70C63+eZG1sef0+yXrS1ZskShoaF655139Morr+iBBx6oy2w2mx5++GEtWLBACxcu1KJFi5Sfn9/cFQAAXsTutOvBLXPqDWQkyeG06987HlVOVbbe2b+w3uDoiM2FG/XO/oXKrcppMDiSpIracj2w5V7ZHbV6cufj9QZHR3yU9r7W5K7WD7nf1xscHXGwMlNP7njsqHoCAAB4E4vJ321mkEGBPkGN7h9gDpDZ4P6cGIvJ8j93Q33NfubRKaecokmTJtX9t8lkqvvz/v37lZCQoA4dDj9yb8iQIdq4caNOPfXU5q4BAGhGJSXFKi4u1pw5d3i6SgNFoUXK65XrMnM47brjrZuUE5UtuXlS6393vq2VK5bJ0dnuMs+vztM1z16uPd12SwaXm+jJbx47/Idw1/m6vB90zTOXKa974z0TDnZxvUAblpqaorCwME/XAAAAx6DxsRO1t3S3y2xoxHCdGHeyXt39gmwOW4PcKKMmxp2sfaV79V3Ocjfrn9isfb1Zsw+PAgMDJUnl5eWaPXu2brjhhrqsvLxcwcHB9bYtLy9vsMYfmUwGhYYGNLkdAKBlGI0GGQyS2dz2nrNg92t4MPF7tX422Xzcb2Pzsam2iTVqAqxuB0eSZPOtkaGxDQy/rtFEz7b4822KwXD43we/pwEAwJ91Vpep+i5nRYNLz0J8Ouiq3tcpzC9cl/e8WvN3Pd1g34u7z1RMQKwu7zVLO4q3qdBaUC9PCkrWucnnt2h/b9IiN8zOzs7WNddcowsuuEBnnHFG3etBQUGqqPjtZlgVFRX1hknu2O1OlZRUtkRVAMBRCAkJVUhIqObM+aenqzSw99BuXbnmErf5eRMu1NKMJdp96BeXeffQnpo84Cw9seNRt2vcOPV23bnxZlXWuv5ddELvCTLIoE8zPnGZB5gDdNPU2zV73axGe05OONtt3lYdORvtr/6ejoxs+ngAAAC0L/5mfz0x4jl9duATrcxZLqvdqiERQ3VO4nTF+MdKkqYlzVBycFd9kv6hMisOKCYgTmcmnK2RUcdLkuIC4vXC8a/p47QP9GP+OpmNJv0tZpzOTJiioCYue8PRa/bhUUFBgWbOnKk5c+Zo1KhR9bKuXbsqPT1dJSUlCggI0MaNG3XppZc2dwUAgBfp3qGnBnYcrK2Fmxtk4X4dNTFukgLMgXpw630u9z83+XyNihqjN/e+1uAbK0kaGD5Y/cOP0+TOZ+u91Hca5D5GH52TOE2SQV8eXOrytOrJnc9Wv/DjmuwJAABwLLI7alVttyrQJ9DtNhW2CvmZ/GQ21h9D+Jv9NT35fJ3VZarsTrv8zQ3vgzQ4YqgGdhysqtoq+Zv96z0tV5IiLJG6vNcsXdT9EhllkK/J9f0KjqYnXGv24dGLL76o0tJSzZ8/X/Pnz5ckTZ8+XVVVVZoxY4buuOMOXXrppXI6nZo6daqio6ObuwIAwMvcN+hBPbj1Pm0q+O2m2F2CkjRn0Dz5m/01Ie4k5Vfn6629C1RlP3yGjL8pQBd1v0QT4k6SJD02/EnN2zJH6eWpdWsMiRimewbOlSRd1vMqVdSW68vMpbL/emPtcL+Ouqnf7UoK7vprj4f0xI5HVWQtlCSZDCad0ul0XdbzqqPqCQAAcCwpt5Xp1d0v6puDX6nKXqn4gE46N/kCnfG7s6m/zvxC76YsVHp5mvyMfpoYd7Iu7XmlwvwO3ywysyJDr+5+QWtyV8vutKt3aF/9X/dLNTxypKTDA593UhZqSfrHKrQWKNQ3VKd3PksXd58pH6OPJGlr4Wa9vucVbS/+SUYZNSJqtC7reWXdMdrR9ETjDE6n0+npEk2x2exctgYAHnTk0qR58x7xcJPGpZWlKq08RRGWKPUL698gr7BVaGvRJjmdTg3qONTlt047ireroDpPiUHJSgxOapAXVOdrZ/F2BZgDNKjj0AbfntU6arWlcJMqayvUJ6y/Ii2Rf7rnsaS5/m1w2VrbxDEYAHhWWz4GszlsuvaHK1ze8PqSHpfrom6X6KO09/Xcz082yBMCu+iF4xeozFaqWWtmqrimuF5ulFEPDHlUo6KP16M/PaivDn7eYI3jo8fqgSGPaGvhZt324w2qddbWywPNQZo/+lXFBMQ22fNY1NrHYC1yzyMAADwhMTjJ5cDniECfQB0fPbbRNZoa5kRYInVC7AS3udlo1rDIEX+pJwAAQFv3XfZyt09Ke3f/25rc+Sy9tXeBy/xARbq+PviFDlZkNBgcSZJDDi3Y87LiA+NdDo4kaU3uKu0q+Vmv73mlweBIkipqy7Uo5T8a2HFwoz2ndDmXy9iOAsMjAAAAAADwp/yYv85tVm2v0peZS1VqO9To/lmVmW7z/WV7tTJ7eaMdfshdre3FP7nN1+evVY2jptGe24u31t18G+4de88EBgAAAAAAHvXHS/f/yNfo2/j+BrNMhsbX8DH4NLmGsZGxhtlobrJnUx1wGMMjAAAAAADwp4yNGec2C/HpoNM6n6koi/sHZI2NGdfoGgPCB+rE+EkyGkxutxkfd6JGRI3+n98jxKeDjgsf5DbHbxgeAQAAAACAP2V45CiXl3sZZNCs3tfJ3+yvq/tc73L4MzB8sE6InaBzEqcpIbBLg9xi8teVva5VpH+U/t71YpfvPyVxuhKCuuiynlcqyNzwps8x/rGakfz3Jnv6mho/QwqHcX4WAAAAAABtUElJsYqLi+uerNXWGA0GJUUnKzcyVzYfm4IqAhWf3Ulr1q3SGq2SJPUN7qeDsZkqCyqTT61ZUQXRClgfoHmf3yNJijXHyRHrUEHHfDmMDnU4FKpOWZ317pq36t6nZ8deyo7OUpWlSharRTG5scpbl6s5Ovxz6Wnppcy4DBV3KJLBaVDHogh1yu6sp1Y8ftQ9jzWpqSkKCwtrtfdjeAQAAAAAAP40o9Oo+JxOis/p5HabDmUd1KGsg9vcp9ZHiRlJSsxw/yTayMIoRRZGuc39q/3VPaXHX+qJxjE8AgAAAACgDQoNDVNoaJjmzXvE01VaTEF1vhbufV0rc5bJardqcMehurDbP9QnrJ8kyel06tMDn+iT9A+UWZGhmIA4nZlwjqYkTpfRcPhOPHsP7dbCfW9oQ/46mY1m/S1mnC7uNlMxAbGe/GgtqrXPRmN4BAAAAAAAWl2xtUjXrb1SuVU5da+ty/9Bmwo36NFhT2pgx8F6ftfT+ijtvbo8s+KA5u96WvtL9+r24+7RLyU/66b116raXi1Jsjqs+jJzqX7MX6fnR7+iaP+YVv9c7RE3zAYAAAAAAK3uo7T36g2OjrA5bHp19wvKrszSJ2kfuNz3q4OfK6V0vxbseblucPR7RdZCLUp5p9k7eyuGRwAAAAAAoNX9kPu92+znkp1alvWNHHK43ea7nOXaVLChkfVX/6V++A3DIwAAAAAA0OqccjaxhfvB0a8L/MX1cbQYHgEAAAAAgFY3KmqM26xXhz6aEHeyDDK43WZs7DgN7jjUbT66kfXx5zA8AgB4jXJbuVblrNSqnJUqt5U3yJ1Op7YX/aTlWd8otWy/yzXyq/K0Iutbrc9bK5vD1iC3OWxan7dWK7K+VV5Vrss1Usv2a3nWN9pe9JOcTr4RAwAA3mlq0gxFWaIbvO5j9NHlvWYpLiBeZ3WZ6nLfk+JPUdeQ7prZ80r5Gf0a5GG+YZrR9e/N3tlb8bQ1AIBX+G/Kf/TW3gWqtldJkiwmf13c7RKd1/VCSVJK6X49sPVepZen1e0zuONQ3TNwrkL9wlTrqNVTOx/Xl5mfy+G0S5LCfMN1U//bdHz0WEnSmtzVemL7oyquKZIkGQ0mnRJ/mm7od6vMRrMO1ZTowS33aVPhb9fmJwR20ZxBDyo5pGtr/BgAAADajHC/cD076iW9ue81fZe9XFa7VYMjhunCrv+nfuEDJEnX9blRnQMTtDj9Q2VWZCgmIFZnJJyjaUkzJEm9Q/vo6VEvaOG+1/Vj/jqZDGaNjRmni7vPVIx/rCc/XrvC8AgA0O4ty/paL//yfL3Xqu1Venn3fEVaojQ6eoxu23CDiqyF9bbZXLhRc7fcoydHPq9Xdr+gzzM+rZcX1xRp3pZ79cLoBTIYpHlb7ql3NpLDadfnmZ8q0CdQs3rP1tzN92hr0eZ6axyoSNdtG27QwhMWyd8c0MyfHAAAoG2L9I/SLf3v1C3973SZGwwGnZM4TeckTnO7Ro8OvfTAkEdbqiLE8AgA4AXeT/mv2+y91HdVZa9sMDg64qeiLdpWtFWfHVjsMrc5bPo4/X0ZZHB5GZskfXZgicZEn9BgcHREkbVQ32Z9rTMSzm7ikwAAALQvZbZSvZ/6X63MXq4au1WDOg7ReV0vVJegxLptVmWv0CfpHyqj4oBiA+J0ZsI5OjF+kudKeyGGRwCAdi+lbF+j2X439zc6YmvhZlXZKxtZY38jt3KUquyV2lK4qfGOpe47AgAAtEfltjLNXjtL6eWpda99dfBzrcpZqSdGPKueob315t7X9Obe1+ryQmuBdhRv055Dv+jqPtd7orZX4obZAIB2L9yvo9uso1+Ewv3CG90/PrCzjI38ygz366iwRt7DKKPiAzs13tHifn8AAID26OO0D+oNjo6oslfqpV+eV351vt7e94bLfT9Me08Z5QdauCGOYHgEAGj3Tu082W12SqfTNSn+NJkMJpd5lCVa42InaETUaPfrd5qs0zqd4TYfHjVK42InunyaiCSZDCadHH+q2/0BAADao1U5K91mW4s2a9nBr2T/9UElf+SUU6sb2R/Ni+ERAKDdOz/5Ig2NGN7g9SERw3RB14sU5R+tW/rfKeMfBkhB5mDdO2ieTAaTbuh3qzoFJjRYY2riDI2OHqNR0cdrWuKMBnmngM66se+tMhlMunfQPAWZg+vlRoNJt/S/U9H+MX/xUwIAABxbap2u7xd5hNVe02hua2J/NB/ueQQAaPd8Tb56ZNgT+jF/ndbmfi9JGhU9RsMjR8poOPw9yqROp6l/+HH6MnOpCqrzlRiUpFM6TVaIb4gkKdISqVfHvKkV2cu0rWirAsyBmhh3knqF9ql7n6v7XK8JcSdpWdY3qqyt0IDwgRofO1G+Jj9JUt+w/np73Pv6KnOpUstTFGGJ1CmdTldcQHwr/0QAAAA8b2jECKWXp7nMkoO76YTY8Xpz36tu9x8WMaKFmuGPGB4BALyC0WDUyKjRGtnI5WdxAfGa2eMKt7mvyU+TOp2mSZ1Oc7tNr9A+9QZKfxTiG6LpyecfXWkAAIB2bFrSDH2b9ZUO1ZTUe90ooy7pcbkSg5N0YtwkfZv1VYN9R0WNUZ+wfq1V1etx2RoAAAAAAGh10f4xenrkfB0fPbbu9gE9O/TSg0Mf1fHRf5Mk3T7gbl3cbabCfMMkSSE+HXRe8oW6b9CDHuvtjTjzCAAAAAAAeERCUKIeGPKIrHarbA6bgnyC6uUmo1n/6HGZLup+iSprKxRgCpDJyCijtfETBwAAAAAAHlFtr9bSA4u1Mme5rHarBnccqimJ0xXl/9tTarcWbtYn6R8qsyJDsQGxOjPhHA2LHOnB1t6H4REAAAAAAGh11fZq3bL+Ov1csrPutX2le/TVwc/15IjnlRicpI/S3tdzPz9Zl6eU7dOa3NWa2eMKXdjtHx5o7Z245xEAAAAAAGh1i9M/qjc4OuJQTYle/OU5lViL9dIvz7nc9409ryqnKrulK+JXDI8AAAAAAECrW571jdtsY/56fZv1lWwOm8vcIYdWZi9vqWr4A4ZHAAAAAACg1VXbq9xmDjlUXlPW+P617vdH82J4BAAAAAAAWt3A8MFus86BCRod/bfG9+/ofn80L4ZHAAAAAACg1U1PPl8B5gCX2UXdLlGP0F4aFTXGZX5c+CCGR62I4REAAAAAAGh1nQI761/Dn1G/sAF1r8UGxOmOAffqxPhJkqQ5gx7QWQlTZDH5S5J8jb46tdNkPTT0MY909lZmTxcAAAAAAADeqVdoHz0z6kUVVOfLarcqLiBeBoOhLvcz+en6frfoil5Xq6C6QOF+HRXoE+jBxt6J4REAAAAAAPAIu6NWK7OXa2XOMlntVg3uOFSndT5TIb4hddvsL92nTw98rMyKDMUExOqMzmerZ2hvD7b2PgyPALQ5BushOc0BksnH01XQyspt5fI1+srX5Osyr7HXqMZRoyCfIJe50+lURW25/E3+Mhld/4qr+vWpHP5mf5e53VGrKnuVAs1B9b71ao89AQAAPMnmsOmejbdpQ8H6utc2FvyoT9I/1FOj5ivGP1bfHPxSj257SA6n/fAGhdIXGZ9pdt+bdVaXKR5q7n0YHgFoMyw/vyv/LS/IXJIip9lf1d3PUsWoO+X07+jpamhh32Uv19v73tT+sr3yMfpoTPQJuqLX1Yr2j5Ek5Vbl6OVf5uv73O9kc9jUNbi7Luz2fzohdoKkw8OY91Pf1Udp7yuvOleB5iBN6nSaLu1xZd3wZVfJTr22+yVtKdwkSRrUcYgu7Xmleof2lXR4WLNgz8v6MnOpKmrLFWWJ1jmJ03Vu0vl1w5n20hMAAKAtWHpgSb3B0RF51bma//Mzum3AXXpyx2O/DY5+5ZRTz//8lMZEj1VHS0Rr1fVqpvvvv/9+T5doisPhVHW1zdM1ALQg/y0vKXj1PTJWF0uSDI5a+RTskG/aclX3OpezkDxsxYpvJUnjx5/Y7Gt/ffALPbT1fhXXFEmSHE6H0spTtDpnpU6KP0VWe7Wu+eFy7SzZLofTIUkqrinSdznLFRsQp64h3TV/1zNauO91VdRWSJJsjhrtKtmpHcXbdHL8qdpbukc3rrtamZUZde+bXZWlZQe/1vDIkQrzC9dtG27QyuxlsjlqJEkVtRXaVPCjymvLNTxyZLvpaTFZmvXvr7n+bQQG+jVHHTQzjsEAwLNa8hisLXj25ydVUJ3vMsuszFSEX6TW5K12mTvkUIQlUn3D+rVkxTartY/BeNoaAM+zVSlg0zMuI3PxHln2fNjKhdBaHE6HXt/zisssrzpXS9I/1pL0j5VXnetym9f3vKK8qlx9kv6By3xb0Vb9mL9OC/ctkNVhbZBbHVYt3Pe6fsxfp21FW12usTj9Q+VV5TVDz7xW6JnbZE8AAIC2osxW5jZzOO0qthY1un95I/ujeXHZGoA6K1cu0/Ll37T6+/bwydGN4Yfc5vu+fF4vL9rRio1+M2HCSRo3bqJH3rutSU1N0Zw5dzTrmpX+Fco9Lsdt/sHmRTI4JYW4znOrcnT7mzfKnmB3vYGkZz99QrnROW6/Lvkh+3ulbN0vxbrO7U67bn/zBuUm/NWeN7R4z9veuFG5XRrvuXfhbrf5/yI1NUVJScnNuiYAAPAOfUP7KbPigMss2j9GQyKHa+H+193vH9a/parhDzjzCIDH2Zv4X1FTOVpeYmJyiwwIDM7G/26NDoMMTtc3g/5tmybWcBplcLhfw+gwythkj2Ojp+kofp7NLSkpWYmJDI8AAMCfNy3pPPkYXT/Y4/zkizQg/DgdFz7IZd49pKeGRYxoyXr4HYPT6XR6ukRTbDa7SkoqPV0DQEtx1Cr8rZEyVbg+Y+LQpBdV021yK5dCa7ls9cVKKdvnMruuz02SpGd/fsJlnhzcTU+NnK9zl5+panu1y22eHfWSPjuwWF8d/NxlPin+NE1OOEvXrb3SZW4xWfTehCW6Yd3V7aLnOYnTXGaeFhkZ7OkKcIFjMADwrCNnfc+b94iHm7ScTQUb9OzOJ3SgIl2SFOLTQX/verGmJ58v6fClaU/seEyrclbK4bTLKKNGRo3Wzf3vUJhfuCere1Rz/ds42mMwvs4H4HlGs8rH3C+nwdQgquk8VjXJp3igFFrL1b1nu/zGqWeH3jq182Sd2nmyenbo3SD3Mfrq6t6zFeQTpMt6XuVy7ZPiT1HfsP76v+6XKtyv4VP7wv066uLuM9U3rL9Ojj/V5RqX9rhSQT5B7aYnAABAWzIkYpjeOOFdvTLmTT036mW9N2Fx3eBIkoJ8gjVn0ANaNP5jPTPqJb07/iM9OPQxrx4ceQJPWwPQJtjDe6gm/ngZrSUqL8xSgT1Ixr/dqvK/3S+ZXJ/KivYhNiBOIyJHqaK2QmW2UkVaIjUl8Vzd2O9W+Zv9ZTaaNTHuJPkZ/VRkLZTZ6KORUaN064C71S98gCSpd2hf9ezQWyU1xaqx1yghKEH/132mLulxuQwGg4J8gjUudqLsTruKa4oU5BOkk+NP0e0D7lFMwOGbCI2O/psiLBEqshZKkvqE9tV1fW/UyZ1ObdAzqyhTvjW+uqjPJW26p6ufZ1vF09baJo7BAO9gKklRwObnZdm1SObCX2TvkCinL2eEtgXHwtPW9pXu0Tv739JXmV8ou/KgOgcl1Hu6a7mtTEsOfKIP097T1sJN6uAbqkhLZF3udDq1seBHfZm5VDtKtqvaXqWEoC4yG3+7RXNuVY4+y1isH/N/UGZFpmL8YxXi+9vNJm0Om5ZnfaNFKW/rh9zvZTKYFB/YSQbDb5fs/9WebU1rP22Ny9YAtDnecHoujm38G21+XLbWNnEMBrR/fr+8r+Dlt8jg/O2hDk6zvw6d9ppsncd6sBmktn/M8c7+t/Tq7hfrvRbi00GPDX9KPTr0VHp5mm5ef13dl15HXND1Yl3W8yo5nA49tPV+rcj+tl7eJShJT4x4VmF+4Vqbu0Zzt9ytGkdNXW42mHXHcfdqQtxJKreV6eb1s7W3tP5DQUZGHa95gx+W2Wj+yz3bIi5bAwAAAAC0OGNFroJX3FZvcCRJhtoqhXx9jVTr+j59gHT4TJ4/DmQkqfT/2bvv8CrK/P3j7zn9nHQg9BJ678WG0u0oooirYsFVV1fd1XVd27J28WtbV/np2hV7RyyoYMNO70gJvYaQenqZ3x9ZgjHnHFDSSO7XdXl5MZ+ZZ+7BmEw+55lnwkXcs/g2AO5bclelhgyUNZ2W7F3EJ1s/qtQ4AthUuoH/t+o/+CN+7llye4XGEUDEjPB/S++mKFTE0z8/UalxBPDD7m95d+ObVZJTwHbgXURERERERKS6fPnlHD7//LMaP+9oz0rOTIv/aKolUMC7913MomC7Gk4FI0eOYfjwUTV+3rpqw4bc8lkmdUluu/XQIn5ts3cTVzxyMT93rtzU2efe9+8g4PJDevz651s/Y9PcDXg7lsath2Ihrnvqz2xuuwkqL50KwAsLnmVG8TtJc/7pkcms6bw6ac4uuV0T1mvLhg251fI25ETUPBIREREREWmA0i3+pPU0i2Ye1bacnJprDvxWIXsoad3vTP71E7aHCdkTr6tnWkwCzmDyDI4QUWs0YT1sDx0wZ+AgctZF7dt3qNGvDzWPREREREREatHw4aNqZaaNc8178NlVCesnXnwro5sPrMFE8muTJ19W2xESei33ZZ5cPS1uzYKFm8+5jat/uIxwLH7z5ZTBp7HNu4UvdsyJW2/sbMLVZ1zLP+ZdmzDD5WP/zH9XT2Obb2vcev9Wg+jXZ0DynH+YwtXfX5405+Tz6u5/h5qiNY9EREREREQaoGDHk4mmx38sLdxiMBE1jiSJk1qfSro9I25tWIsRdMnsyvGtTopbT7GlMLbNOM5qfw5WI/4zZ2e2n0xVnwsAACAASURBVMjg7CPokt4tbr1tSjuOajaUszucG7duYHB2+z8cOGdGtwPmFDWPREREREREGiarg8LTXibctG+FzaE2wyg66elaCiWHiwxH2dvK2qbsb0BasDCixSiu730zAFf3uI4TWp2M5RcNopaeVtw76EGy3U3pntmTW/vdTiNn4/K60+LkDx0mMbF9WVPonsH306/xgArn7pnVm6lDHsJqWBnbdhwXd7kUl9X9i2yZ3NDnFgY0GVQlOQUM0zTN2g5xIHpNrEjDUtdfSSqir9Gqd7CviZWapXswkYbjyTsuo5HVy8Qr7yCa1bG248hhZmXBcgpCBXRM70Rzd+XVqfMCeawpWk26PZ1eWX0wDKNCPRKLsHTvYoLRIL0a9SbNXnkV7Y0lG7j/6btxBV08eONjleresJdlBYuxGjb6NuqPw+qo8pz10cHeg2nNIxERERERkQbM8O2hu2MHWVYf9q1ziXmyMZ0JXoElEkePrF5J69mubLJd2QnrG0rWs2DPPIKxICYmRzY9Goux/0Gp0nAJC/PnU5hRiCvgoihUSIYjs7xumiYrC5exYM98bBYbqfZUumf2rPKcDZmaRyIiIiINyLhx40hLK/uUsXXr1tx77721nEhEapMj9xPSP72S8Wn/e6vV17eS8uP9FJ36otY8khrxyIoHmbHp7fI/v7PxDXpk9mTq4IdJtaeyZO8ibp3/D7yRUmhets8fvhjPbQPuYUj2kQSiAW6efz2L8xeWj/F67ssc3+okbuhzS4UmlPx++lsUERERaSCCwbJfDqdPn8706dPVOBJp4IxAAemf/RkjWvF16JZgEemzLoNo3XxFudQfn2//rELjaJ+VhSt4YvWjhKJBbl94S1nj6BcC0QB3LLoVb9jLc2ueqtA42ufTbR/z4Zb3qy17Q6PmkYiIiEgDsXr1avx+P5MnT+aCCy5g8eLFtR1JRGqR6+e3MSKBuDWrdxeOTZ/XcCJpaD7YMiNhbc62T/lix2wKQ4Vx676IjznbP+HjLR8kHOPDzWoeVRU9tiYiIiLSQLhcLi655BImTJjAxo0bufTSS5k1axY2W/xbQqvVIDPTU8MpRaSmWCJ7ktZTY/nE9D1AqtHeUOKvwWAsyJ7oruTHR/MojZQkrO8J7dbPsSqi5pGIiIhIA9G+fXvatWuHYRi0b9+ezMxM8vLyaNGi8htnAKJRU29bE6nHnJ4OJFsWu8TVjrC+B0g1auPJYXPJ5ri1dHsGOc7OyY93tqepqxm7A/GbTG1TcvRz7AAO9m1remxNROoMa2EuKV//k79nzeLKzC9wrPsATLO2Y4mU2+3fxZOrp7Gk52KWd1vGJ1s/IhqL1HYskYP21ltvMXXqVAB27dpFaWkp2dl6q4xIQxXsPJaop1ncWqRxD8Ktj6nhRNLQnJlzNgZG3Nrp7cZzVLNjaJvSLm69qasZx7UYwficCUnGn1glOQUM06z7v5mFw1F1C0XqOfu278j44EKMiL/C9kC3CZSMfAiM+D9URGrKuuI1/O3HqykJV5wafWT20dw5cCpWiybzHoqD/dRLDk0oFOKmm25i+/btGIbB9ddfz4ABAxLur3swkfrPumclGR9firV4U/m2cHZvik96hlhay1pMJg3FB5vf4/FVj+GPlv28sWDhxDancG2vG7AaVrb7tjFlwU3klqwrP6ZNSltuH3AvOWntMU2T/7fqP7y36S2iZhQAp8XJ5C6XMaHDH2rlmg4nB3sPpuaRiNQ+0yTr5eOwFW2IWy48dTrhdiNqOJRIRVd/fzkrCpbFrf2jz62c0PrkGk5Uv6h5VDfpHkykgTBjvHL3xTSyeDn14n8QaTG4thNJA+MNe/kx7zuC0SD9mwykubvy49RL9i5i2sv/xhV08cjfnsD41YfLeYE8Fu6Zh82wMaTpkaTZkz2UKfvosTUROWzYdi9O2DgCcK19rwbTiFS2078jYeMIYM72T2swjYiIyG9jLViPe+E0PPMfxbpnZeUdIgGyLD4yrT6spTsgGqr5kNKglUSK2RPIY08wj/xA5UW0Q9EQewJ5hBwhgo4QoVjlr9GC4F7yArvJC+ymOFRcE7EbFM2xF5FaZ4RKD6kuUt184eQzL3wRbw0lERER+Q1Mk9S5t+Je9kL5ppQf7yPQ5QxKRj0MFhv2bd+R/vGlXJBRVLbDp1cSTW1J0anTiTbuWkvBpSF5fs3TvLTueWLEAHiOpxiSfRS3D7gHp9XJ2qKfuXn+38kP7oE2Zcec88UZ3DnwPnpl9SYSi3DX4n/x9c4vysd86ufHOav9RK7ofk1tXFK9pJlHIlLrIk37YNrcCevhFkNqMI1IZW1S25LlyEpY792oXw2mEREROTiulS9XaByVb1/zLu5FT2CESkj/6I9YgkUV6tbS7WR8NBnMWE1FlQbq211zeXHds+WNo31+yvuep35+nEgswq0L/lHWOPqFolAht86/gUA0wPR1z1VoHAGYmLy54TU+3fZxtV9DQ6HmkYjUOtOZgb/3RXFr0ZTmBLrrLQlSu+wWO+d0OD9uLc2exrh2Z9ZwIhERkQNzLZ+esOZe/iLONe9iSfB4j7V4E47NX1ZTMpEy7296J2Htk60f8vXOL8kL7I5bLw4X8cX22XywOfESF+9veveQM0oZPbYmInWC96ibMK1O3MuewxIsImZCpM2xlAy7B9OVWdvxRMrf1vFa7ksUhAoA6JnVm2t6XEczd/PajCYiIhKXtWhT4lrpdqyFuUmPtxRvrupIIhXs8G1PWPNGvGwoSf41usm7sfy+LP742353NqlIM49EpG4wLPiOuJ78i+ZzV/4p3LxnPEWnv0oss31tJxMpN6HDH3ht5Hv0XzKQQYuG8OhR/6VzhtaDEBGRuimakZO4ltaaaGan3328SFVomdI6YS3FlkrHtI5Jj2+f0oEsR6OE9VYpbX53NqlIzSMRqVtsbrZFsiiKeWo7iUhcdoudFH8KrqCrtqOIiIgkFUiwLACAv9eFBLuMI+bMiFuPZHYg3Oa4akomUmZcu/EJaye3OZVjmw9LOMM7y5HF8JajOD3JGMlq8tuoeSQiIiIiIlIPBXqcg6/vZZhGxV/7/N0n4u9/OaYjlaJTnifmblyhHk1vR/HJz4KhXxeleh3Z9Bj+2OVPWA1rhe3HNDuOS7r8CavFxt0D76epq1mFeiNnY+4adD9Oq5PzOl7A6JbHV6hbDCvndryAUb/aLr+f1jwSERERERGpp7xDp+DvcxHODZ9CLEooZxTRrP2Pq0VaDCb/gh95//8upJHFy8izryaUMxos1iSjilSdcztdwPGtT2Luzq8IxoIMbDyowrIAHdI78vLwN/l29zc8996TuAJu/nPNE9gtdgCsFhs397uNP3S8gJ/yfsBmWBmaZMaS/D5qHomIiIiIiNRjps2NaU8BM4Zpi7M0gMVOIGYnYNgxHamacSQ1zml1kmJLwRaz4Y7zNWoxrGX1qA1rzFppphJA+7QOtE/rUBNxGyQ1j0REREREROopz08P4lnwGEYsDIBpWPH3uRjvMf8Cw8CWt4z0jy/lz1lbyw6YMZFI424UnfwssfS2tZhcGop3N77Fk6unEYwFATAwGNPqRK7vfRM2i42t3i38c8E/2FS6Ef73Lp1JX53NHQOm0jE9+aLvUnXUUhYREREREamHnGveJWXew+WNIwDDjOJZ8jSuZc9B2E/GzElYS7ZWOM6Wv5qMDy8G06zpyNLALNwzn0dXPlTeOAIwMfl028e8sPZpYmaMm+ddX9Y4+oUdvu3cNP9vhKKhGk7ccKl5JCIiIiIiUg+5lzyTsOZZ8gyutTOw+PfErdv2/ox967fVFU0EgHc2vpGwNnPze3y3ay5bfVvi1vcE8pi788tqSia/puaRiIiIiIhIPWQtXJ+4VrwJ697VBzh+XVVHEqlgc+mmhLXicDFrin5Oevwm78YqTiSJqHkkIiIiIiJSD8VSWyasRT1NiR5gTaNkx4tUhabuZglrLquLNqnJv0abuhIfL1VLzSMREREREZF6yN/zvIS1QM/zCHY5I/7b14BoaktC7UZWVzQRAE5tOy5hbUzLExnWfCRZjkZx6ym2VEa2HF1d0eRX1DwSERERERGphwK9LyLQ9cxK24M5Y/ANvBrTlUXxCY9XaiDF3I0pPukpsOjl3FK9hrcYyYT251Ta3jurL5d3/zMOq4PbB95Luj29Qt1j83DbgLvx2FJqKmqDp+8GIiIiIiIi9ZFhoWT0I/j7TMaROwvDjBFsN4pIyyHlu4RyRpF/4Y98/vDFZFm9HHnqxQQ6jwN7/BlJIlXtiu7XcGLrU/lqx+cEY0EGNB7EoCZDMAwDgF5ZvXllxNvM2f4Zb3z6Cs6gi39fNo1Ue1otJ29Y1DwSERERERE5jFkL1mPNX4XpySbcYgj875fufSKZnbA06w9mlGjjrpWON11ZbIw0pijmZmDTfnEbR4Z3N/ad88DmJtR6KFgdFXeIRbBv+w4jWEykWX9iaa2q9Bqlfmuf1oH2aR0S1j22FMa2Hce8zT8AqHFUC9Q8EpEaYwQKcK59H4s/n0jTvoTajQDjF0/PmjEcm7/klJSllMacGP69mO6KzzhbijbhzP0YIxok1PpYIs0H1PBVSEO3OH8hm1ttwhq1khfII9uVXduRRESkgTKCRaR9dg3OTXPKt0UyO1By/DQi2b0BcC17npQf7sMSKgHAtLnxDbwa36BrALAW5pI+60/c0Ghl2QCvH0+o5ZFlj7N5siEWJeWb23CveAkjFgYg5m5CyXF3Eep0KgD2zV+R9vnfsHp3lp3DsBLsOp6S4VPB6qyJvwoRqWaGaZpmbYc4kHA4SmGhr7ZjiMghcK6dQdqc6zCiwfJtkUZdKRr7ErHUFli8u8iYOQlb/sryuml1UjLiPoJdzwLA88N9eBZOwzBj5fsEc0ZTfMITYHPV3MVIg1QaLuWW+X9nWcGS8m1Ww8pl3f4c91l9+W2ys/UJYl2kezCRui39gwtwbvq80vaYqxF7z5+LfdsPZHx8Sdxji0c+SLDLOBq9dBzW0m2V6uFm/Sk8ayaeH+8nZf4jleqmxUbhme8Tc6TR6PUxGJFApX38vS6kdNjdv+PKROKbMuVGAO64Y2otJ6k/DvYeTAtmi0i1sxbmkjb7LxUaRwC2vT+TNrvsU6+0OddVaBwBGNEgaXP+hnXvGhzrPyRlwaMVGkcAzo2zSfnx/mrNLwLw6MqHKjSOAKJmlMdX/YelexfXUioREWmorHvXxm0cAVgCe3GtfhP34icTHu9Z9F+c6z6M2zgCsO9ahG3Lt7iXvRC3bsQiuJc+g3v5i3EbRwCuVa9hBAoPcCUicjhQ80hEqp1r5SsYsUjcmmPb99g3fYFjy1dx64YZxbXiZdzLXkw8/qrXIBqqkqwi8RSHivlyx5yE9Rmb3qnBNCIiIlT60O3XrHtWJd3HVrAGW97SpGPYd/yAJZi4+WPbsxLbnhUJ60Y0iLVwfdJziMjhQc0jEal21uLNSesHunGxFm9JOoYlWKRPtaRa5QV2E/7fOg/x7PTvqME0IiIiEPMkX3PP9GQTczdJfLwri1hKi6RjRNPbYFoSL5Mb8zQ9YI4D1UXk8KDmkYhUu2hGTtJ6uGl/TIyE9WhGTtIxYs5MTFfW70wncmBN3U2xWxwJ6608eqOMiIjUrHDLo4gkuD8yDQuB7mcT6JF4Tb5A94kEuo7HTPDzLeZuQqjz6QTbn5h8jO5/SFgPtTqaWHrbhHUROXyoeSQi1c7f49yENyah1scSaXtc2ZvX4jAtdgI9z8Pf+6KE4wd6ngtWe1VEFYkrzZ7OqJZj4tYMDE5rd2YNJxIRkQbPMCg5fhoxZ2aFzaZhofTYO4lmdsDf91KC7UZWOjTcYgjewddherIpGfUQpqXifVTMnkLx8dPA6qT0uDuJZHWuNIa/x7kEO59GuM1QfAOurFSPprWmZOQDh3iRIlJX6G1rIlIjHOs/Im3OtVjC3vJt4ew+FJ3yPGZKUwx/PhkfXIh99/6Fh02bh5KRDxLsPBYAz7x/45n/7wrrJwU7nkLxmEfBmnhWiEhV8EW8/GvBzSzIn1e+zW5xcGX3azi93fhaTFY/6G1rdZPuwUTqPiNQgGv1m9jyVxHzZBPoNpFoVsf9O5gm9s1f4sydBWaUUM5oQjljwGIt38VSvIUfHr+MxlYvvUacTaD7RMxfPm4WDeJcOxPHtu8w7W4CnccRaTG4Qg7b7qU417yDJVhEuPkgAl3OALunui9fGhi9ba3qHew9mJpHIlJjjFAJznUfYgT2EsnuQ7j1MWBUfFzNvvVbvnhpKqUxJyf97VlMZ3qFuqV0B47cjzGiIUJtjiPapEdNXoIIKwuW88Br92KNWrn/0kfIdOqRyaqg5lHdpHswkXoiFsG2azGYMSLN+sX90O0/t/+ZRhYvF1x7D7HUlpXHCHmx5y3FtHuIZPepdA8nUhPUPKp6B3sPlnj1MxGRKmY60pI+ew8Qbn0Mn/p6AnDirxpHALHUFgT6TK6WfCIHo0dWL1rvaAOgxpGIiNR5zjXvkfLdXVi9OwGIuRvjHfJ3Ar3OB8BSup20OX/jziZzATBf/IJQhxMpGXF/+Yd4nnkP4170XyzhUgAiGe0pHXYv4TZDa+GKRKQ2aM0jERERERGResi+ZS5ps68pbxwBWPz5pH11I451H0AsQsb75+HYOre8bphRnOs/JH3W5QC4Fz5Oyk8PljeOAGxFG8j48EKse9fU3MWISK1S80hERERERKQe8ix6HMOMxa8tnIZjwyfYCtbGrTu2zsW2cwGexU/GrRvRIO4lT1dZVhGp2/TYmoiIiIiINEjPPvskGzfm1naMavNQ9vcJpwvY85Yx7+2HGZ2S+Phvnr+VsWl5Cev5Sz7i7i/q73yEnJwOTJ58WW3HEKkT6u//6SIiIiIiIkls3JjLhg31t3nkNRO/jdYfs1MScyU9vijmIWYmXhjbazp/d7a6bsOG3HrdWBT5rTTzSEREREREGqz27TvU2zc3uX/KhnkPxy/2PY/j+l+JOf0oDDNaqRxzZnDC318i/OkVODfOjjtEixP/wR3dz67CxHXHvrd6iUgZzTwSERERERGph3z9ryDcYnCl7ZHG3fEO+RuxtJaUHns7JhVnF5kWByUjHwS7m9Jj7yCa2qrSGMGOJxPsema1ZReRukUzj0REREREROoju4fC01/Hue59nLmzwDQJtRtJoMt4sLsBCPS+iEjzgbhWvIKldBvRzE4Eep1PNLMDALH0thSc8ymuVa9j3/Ydps1DsPNphNofD4bmIog0FGoeiYiIiIiI1GGW0u0YwWKime3BGmedobAPa/FmYu7GmJ7sijWrg2DXs4g0GwBmjGhmRzAqzjSKZPfGe+QNWLy7iKW1wnSkVaibzgz8fSYTajsc0+Ymlt6m6nOKHEBpuASv24sjlHgtL6k+ah6JiIiIiIjUQda9a0j9+hYc274HIOZqhK//5fgH/Llsh2iYlB+m4lrxMpZwKaZhIdRuNKXD7iaW2gIA++YvSf32Tmx7fwYgkpGD98gbCXU6FQAjUEDq17fiXP8hRiyCaXMR6DqB0qFTwFY2O8m1/EU88x/B6t0FQLhZf0qPvZNIs35VllMkEX/Ez7RV/2b2tk8I9Q1hxAzuWXw71/S8jlR72oEHkCqh5pGIiIiIiEgdY/jyyHzvbCz+PeXbLIG9pH5/L0Ysim/QNaR+fTPula/uP8aM4dz4KdbCdRRM/BRb3nIyPrwYIxYu38dWtJH0T66g2O4h1HY4GTPPx757yf4xIgHcK6Zj8edRfNLTuJa/RNpXN1fIZt+1iIz3/0DB2R9j2lMOOSe25G99k4bt9kW38FPeD+V/Ni0ms7d/wk7/Dv5z1BO1mKxh0UOqIiIiIiIidYx7xUsVGjIVaov/i6UwF9eqN+LWbYW5ONd9gGfhtAqNo30MTDwLHsWx6YsKjaNfcubOwpq3As+C/8StW0IluJc+WyU5RRL5uXBVhcbRLy0vWMrCPfNrOFHDpZlHIiIiIiIidYx9+48Ja5ZgEa61H2CY0STHf590DPuOedi3fZc0g2PDJ1hLtyeub/uBmLtR0pzOdQfOGex2VtIcUvu+/HIOn3/+WY2fd1vzrZCTuP7IOw/QbmuSHarJyJFjGD58VI2ftzZp5pFIA2GESrHtXIilaGPCfaz5q7HtXgLRyp9QQdn0advOhRje3fEHiIax7V6CNX9VwnNYijaVjREqSZgzx7aHJtb49bqSU+qv3f5drCpcQVGoKG49GA1SklKMz+Wr4WQiItKQmPaUpPWYO+sAx6diOhKPYdrclRbGrrSP6wDncKQeMOcBx7CnJq1Lw2aNWZPXo8nrUnU080ikvotFSfnhXlzLp2MJewEItxhCyfD7iDbqDIB9y1xS507BVrC27BB3Nt7BfyHQ+yIAjGARqV/ehDP3o7KFFA0rwQ4nUTr83vIbAtfyl/DMewirr6xhE8nsSOnQ2wi3GwGAtTCX1C/+juN/n4CZNg/+nufjPfpmsNgq5PxH4//lfGdH3csp9VZeII8Hl01lXt4PmJjYLQ7GtDqBq3pci8tathbDy+te4I0Nr1DSu6ypePk3F/PXXn+ne2aP2owuIiL1ULDzOJwbPolbCzfpSaD7RFJ+ejDhI2PBLuPAasezKP6aMIHOpxPofDqenx7EwKxUN20egt3Owpk7C8e2b+OP0WUcpjPr0HNKnTd8+KhamWlTFCpi4uenE4qFKtUshpWpFz1EU3ezGs/VEFXbzKMlS5YwadKkStufe+45TjnlFCZNmsSkSZPIzc2trggiAqR8dxeeRU+UN44A7Dt+IvO9szECBVjzVpDx4UXlDRkAiz+PtK9vxbnqdQDSP5yMa937GLEIAIYZxbX+AzI+vAgA58/vkPbVjeUNGQBb4XoyProE2+4lGMEiMt6bUN6QATAiPjxLniT1m38dVjmlfgrHwlz/49X8lPc95v9uoMOxEB9tmcnUJXcA8Or66Tyz5r+UhPfPRltb/DM3/PQXdvp21EpuERGpv4KdTiHY4aRK22P2VEqH3QNWByXDp2Ja7JX28fWZTKRZf3wDriLSuFulejS9Hb4j/k4ssz2+IX+rVDcNCyXH3YXpSKP02DuIuSo/mhZqdQyB7hOrJKdIIhmODK7s/hcMjEq1P3b9kxpHNahaPkZ/6qmneP/993G73ZVqK1as4L777qNXr17VcWoR+QUjUIB7+YtxaxZ/Hq6Vr2LLX40RDcbdx7PgMWLp7XDsiP+8vH3nAuxbv8Wz4NH454+FcC96gkjzgeWvdv0114pX8fW++LDI6R10LaanSdy6HN6+3vkFW7ybE9S+ZH3xOt7Y8Grcujfi5d1Nb3JF92uqM6KIiDQ0hoXiE57AufY9XGvewQgUEW4xGH/vi4hltAMg1OFECiZ8iHvZc9j2rCLmaUqgxzmE2h8PgOnKpHD8e7hWvoojdxaGGSWYM5pAz/PKZ2X7Bv+VcPOBZQtfl2wlmtUZf+8Ly5s60cZdKZj4Ce5lL2Df9m3ZjKQupxPoehZYHQCHnFMkmdPanUHH9E7M2PQ2W7xbaOlpydi2Z9Cv8YDajtagGKZpVp6jeIg++eQTunbtyg033MAbb1RcWf+kk06ic+fO5OXlMXz4cC6//PIDjhcORyks1NoSUn89++yTbNxY9bPwujl28JesOQnriwOtaW0rpImtNOE+H5X25OTUFQnrH5f25KQk9b1RDxvCTRjoiv+LOcCMkr6cnhb/TR8Hn7MXJ6cuT5KzByelrjyknI8VjGBFqFXCenXJyenA5MmX1fh5G5JHVjzIjE1vJ6xf1PlSnl/7VMJ6j8yePHZ04rocWHZ28nU3pHboHkzquylTbgTgjjum1nKSQxSLYvjzMZ1pYKv8AT6AESgEzMRrEEWDGIGisrq18iwhAMO3B2zOA66VVB/Um68NkQM42Huwapl5dMIJJ7B169a4tVNOOYVzzz2X1NRUrrrqKr744gtGjBiRdDyr1SAz01MdUUXqhK1bN7JxYy6dOnWq0nGDhjN5HQd+HAnrUdPAS/wbkH38hpuwacFuxOLWA6aDYJJzAJSQ/P/vg8npw5V0DF8V5AxZnNhsNfuegXXr1mGzWfQ9sJo1SU2+mGfrzOZJ6xnuDP03EhGRmmeauBc9jnvpM1i9uzBtLgKdx+E9+lZMVyYAtp0LSPn+Xhzby153Hm7WH++RNxJufUzZGGEfqd/fg3P1W1jCpcRcjfD3moRv8LXl6z061n1AyryHse39GdOwEGo3Eu/R/ySa1bFWLltEal6Nrv5qmiYXXnghaWllna1hw4axcuXKAzaPolFTn3pJvRaJxMjJ6cCUKfdU/divDMdWsC5urevZd2HLXw3f3hH/2E4nM2LYvZgvDI77yJhpcXDcVU8R/eZ27GvfiztG+tA/0aP5QHhvQtx6NL0dJ1z5BpFXRxxSzuEHyDnsqqcPOeekK58Co/Lz1tVpypQbiURi+h5YzYY2HskzPB23lm5PZ2ijkfRpNJOlexfH3Wd409H6b3SINPNIROS3S/nuLjyL/1v+ZyMSwL3qNWx7VlB45vtY964hc8Y5GBF/+T72XYvImHk+Rae/SrjlkWR8eBGObd+V1y2BvaTMfwRr6Q5KRj2Ec817pH921f5zmDGcG2dj37WIgrNnEUttUSPXKiK1q0Y/Qi8tLeXUU0/F6/VimiY//vij1j4SqWYlIx4gFucVqP4e5xFucxz+XhcQanVUpXo0tRWlx0zBdDei9Li7MI2K3y5MDEqPvR3Tk4336JuJpretNEaoxRH4+15CuNVR+P/3RrQKY9g8lIx8AAzjsMkp9VO71Bwu7nJppe12i53re9+Ew+rkLz2vJ9ORWWmfY5sNZ2TLMTURU0REpJzh24N76XNxa/a8ZThzZ+FZ8GiFxlH5sbEwnnn/xr7lmwqNo19yrn4TS0Eunp8eiFu3+PNxL332cLe9kwAAIABJREFU91+AiBxWamTm0cyZM/H5fEycOJFrr72WCy64AIfDwVFHHcWwYcNqIoJIgxVpMYiCc2bjXv4Ctt2LMV2NCHSbQChndNkONhdFY1/GuXYGznUzMaIhQm2OJdDj3PJn4gM9/kCkSU9cK6ZjLdpINL0tgZ6TiDTrB0AstSUFEz4qW4xxy1eYFjuhjqcQ6HoGWMsenSs97i5CbUeU3YgE9hLJ7o2/94XE/tfMOVxySv01qdPF9Mnqx4dbZrAnsId2ae05ve14ctLaA9A+rQNPHzud9ze9y4wFb2ON2rhq1F85tvlwrIa1ltOLiEhDY9/+A0ac15eX17d+jWPr3CT1b3FkJ/4g38DEuW4mtqKNicfY8jVwy8HEFZHDXLU1j1q3bl2+WPbYsWPLt48bN45x48ZV12lFJI5Yemu8Ryf5wW51EOw2gWC3+I9sAUSa9qG06f0J66YrE/+AK/APuCLhPqGcUYRyRh32OaX+6tu4P30bJ35lcCNnYy7q8kdyXyp7xHL4+fo6ERGRWmJNvrYlVgdmsn2sDkxr8jUjTXvytS8PmEFE6o2aXflVREREREREDlmozVBizoyE9WCnsQQ7npK43vFkgp3GJqybVifBbhMINx+U9Bwi0jCoeSQiIiIiInK4sbkpHXobJpXXZAx0GU+45ZH4Bl4dd73HqKcp3iHXE23cFV+fS+IO7z3yRkxXFqVD/0XMnlKpHm7aF3/P8w79OkTksFCjb1sTERERERGpKwoLCygoKGDKlBtrO8rv1tk+mpGeVbS2FVIUc/GdvxPfz3Vjzi27pjRjCCNT0ujr3IIFk2XBVszJ607hg4+XjzHIdQzHutfSyOJjZzSdL31dWfHOeninbIxm1pGM9qyii2MnIdPG/EAOX+7uSnBZ/Dfh1gcbNuSSlZVV2zFE6gw1j0RERERERA5Ta8PNWFvULGG9xHQxo7Q/M0r7YUDcmUrzA+2ZH2iPQQwzzsMpu6IZvFxyZFXGFpHDjJpHIiIiIiLSIGVmZpGZmcUdd0yt7SjVxrp3DSk/PYBjw2dgxgi1HY5vyN+INO1TtkM0jGfhY7hWvITVu4toejv8fSbj7zMZjMqNpobicJ6NJlId1DwSERERERGph6wF68l85wwswaLybc5Nc3Bs+47CM94i0rQv6Z/8CeeGT/YfU7yJ1G/+haV4M95jb6+N2CJSB2nBbBERERERkXrIs+DRCo2jfYyIH8+8h7HtmF+hcfRL7mXPYynZXt0RReQwoeaRiIiIiIhIPeTYNCdJ7XOcGz5NWDfMKI7Nn1dHLBE5DKl5JCIiIiIiUh8ZSX7dMyyYhvX3Hy8iDYq+G4iIiIiIiNRDwfbHJ6yFcsYQ6nhSwrppsRNqN6o6YonIYUjNIxERERERkXrIN/AaYu7sSttjjnS8Q64n0rQPga5nxj92wJXEUppVd0QROUzobWsiIiIiIiL1UCy9DQVnvY9nwaM4c2eBGSWUMxrfwKuJZnUCoGTUw4Sb9sW94mUsJVuJZnXC32cywQRNJRFpmNQ8EhERERERqadi6W0oHfF/lI74v/g7GBYCfSYT6DO5ZoOJyGFFzSMROSjOVW/gXv4C1qKNRNPbEeh1AYEe55TXrfk/41n4GI7NX2Fa7QQ7nIx/4FX7pztHg7gXP4Vr9RtY/PlEsvvg6/8nwm2HlY9h3/INnkWPY9u9mJgri2C3Cfj6XQY2NwCGLw/Pwmk4132AEQ0SanMcvoFXEW3cvepyiiSxsmA5r+ZO58eB32ONWXn65yc4p8P5pNpTazuaiIg0UI4Nn+Je/CS2/FXEPE0JdD8Hf5/JYLUDYCnZhmfBY2Uzj4gRajeq7P4ps0PZAGYM1/LpuFe8hKV0O9HMjmUzj7qMKz+HbfdSPAsfw771O0y7h2Dn0/AN+DOmK6sWrlhEaoOaRyJyQCnf3oln8X/L/2zJW4r9i+ux5q/Ee+wd2PKWkfHuWVjC3vJ9PMuew7lxNgVnvY/pakTGBxfh2Dq3vO7YOhf71m8oGfUQwW4TcK55l7TZf8EwY2XnCBZh+/F+7Fu/oWjsKxihYrLeHoe1eFP5GK61M3Bu+IzCca8Tadb/0HN6Kq8JILLPvLwfuGX+DUTMCNghQoRX1r/IT3nf88iRj+O2eWo7ojRQe/fuJRAIlP+5ZcuWtZhGRGqSa+lzpM39Z/mfLcEiUr+7E/v2Hyk++RkspdvJfOs0rL5d+49Z/QaODZ9QOP49oo06k/r533Gvfn3/GLsWYv9sId7CXHxDrsO+7TsyZk7CiAbLdggW4ln0BI6Ncyg8cwamM73GrldEao8WzBaRpCxFm3AveSpuzb30OayFuaR8P7VCQ2Yfa8mWspuLDbMqNI72MTBJ/e4uCHlJ+fau8sbRLzm2fY8z9yM8i5+q0DgqHyPiI+X7e6skp0gyj696tKxx9Cvritfy0ZaZtZBIBP75z39y9tlnc91113Httddy3XXX1XYkEakpIS8pP9wXt+Tc+Cn2rXPxzP9PhcbRPpZgESk/PYAtb1mFxtEveRY8iuHLK7tH29c4+gVbwVpcy188pEsQkcPHQc08ikajrFy5ssKnWoMHD662UCJSdzg3fBq3qQNlzR/H2vexb/k68fG5s7D4diesW/z5uFe+EvfGZh9H7ixs+asS17d9h3PtjEPO6T3mnwnrUjd8+eUcPv/8sxo/r9/lY2O/DQnr0398niXPLarBRPuNHDmG4cP1KuWG6ueff+azzz7DMIzajiIiNcyxdS6WcGnCujN3Fs4NsxIfv+FTIpkdE9aNWBjX6rew5y1Nco6P8Q+86uACi8hh7aCaR9dccw3FxcVkZ5c90mEYhppHIg2FGU1aNswoBmby4xM0dfbvU3k2R4VzxCIQO3COpGIHkVMkgSRfOQe9h0h1aNq0KV6vl9RUrbsl0uAc8N7nAPdPZrTsHivpGOEDZDjAPZ6I1BsH1TwqKCjglVdeqe4sIlIHhdqNhO/uSlgPdjgJx9Zvse/4KcHxowg3749r7Yy49ZgjHX+3iXgWTMMSLEw4hjW1Jbalz8Sth5v1J9jxFFJ+ejDxdXQ8ifC25Dml7hs+fFStzLIxTZPzv5rADt/2uPWzB53LuedcUMOppCGbOHEihmGQn5/P8ccfT5s2bYCyD/hee+21Wk4nIjUh3OpoTJsLIxKIWw+1G4URCeBa8078etvhBHNG41n0/+LWTcNCsMt4XGvew1awJsE5Rv6+8CJy2Dmo5lHLli3ZsWMHLVq0qO48IlLHRBt1IdBtAq7Vb1aqBTqfTrRJD7xH/J2M98/F+NWnUzFXI3z9/0QspSnhJc/GnfbsG/QXcDfCO+Q60uZOqVSPNO5BoMvpWPzH4Vo7A4t/T4W6abHhPeKGKskpkohhGPyxy5+4a/G/MH81y6iFuyWnth2X4EiR6vHQQw8BEA6Hsdvt5duLiopqK5KI1DDTlYWv/5WkzHuoUi3cYgihnNFEszri2DgbS6i44rE2F77B1xFp1o9gzhicGys/Eh7odQGx9NZ4j7qR9I//WGl5gGhqS/y9L67SaxKRuivpgtlDhw5l6NChfP3114wZM6b8z0OHDq2pfCJSB5SMeIDSI28kmlrWQI6mNMN7xA2UjH4EgHCroyg6/TVCrY4BwLTYCXQ8lcIz3yOW3gasTopOfw1f74uJOcreyBFp1JXiUf/G3/9yAAJ9JlM85lEijbsDELOn4u99IYXj3gCbm1haSwrGv0ug8+mYlrJflEKtjqLotFcItzm2anKKJDGi5WjuHHgf3TN7AuC0ODmx9Sk8ctTjpDv0phmpWQ6Hg1AoxA033EA4HCYUChEIBJgypXITXkTqL9+Q6ygZPrV87aKYMwNfv8spHPsSWKxEszpROP4dgu1PwDSsmBiE2g6ncNybRJr1A6D4xP/iHfQXYu6yJUqiaW0oPeZflB57JwCh9sdTdOqLhFuULVtiWp0Eup5J4fh3MT1NauGqRaQ2GKZpHnChhl/POlq/fj0dOyZeXK2qhcNRCgt9NXY+kZo2ZcqNANxxx9RaTnIQIgGwuRLXo2EwLGCxxq+bJsRCYHUmGSMIFgckWgA2Fi17zt/qqL6cdcRh9bXRgIRjYayGFYuhl5ZWlezstNqOcFiZPXs2L7zwAqtXr6Zbt24AWCwW+vfvz1//+tcqO4/uwaS+q1c/Zw/m/gkTLEkePokGD3CPFio7vgH8/KtXXxsiSRzsPVjSx9bWrFnD7t27uf/++7nhhhswTZNYLMaDDz7IjBnx1y8RkXouWUMGwGpPXjeM5DclcOC6xQocoOlzqDlFkrBb9PUjtWv06NGMHj2ar776imHDhtV2HBGpCxLcPxn+vbiXPoMzdxaYMULtRuLvdymxlObl+zjXzsS14iUspduJZnXE32cy4TbH7R+6MBf34iexb/se0+Ym2Pk0/L0vArunuq9KROqIpM2j4uJiPvzwQ/Lz8/nggw+AsnUfzj333BoJJyIiIiKJPf300zzzzP6XCdjtdpo3b84VV1xB69atazGZiNQFhi+PrLfHYS3eVL7NVrAW55r3KDzzXWLpbUn55g48S57cXy/agHPjbEqH3o6/7yXYdi8hY8Y5WEIl5fvY9yzHuf4jCse9CXZ3TV6SiNSSpM2jQYMGMWjQIFasWEHPnj1rKpOIiIiIHITWrVszYMAABg4cyOLFi/niiy/o168ft9xyCy+88EJtxxORWuZZ8GiFxtE+Vt8uUn58AN/Aqyo0jn4p5ft7CHQdT+o3t1VoHO1j370Y98qX8ff9Y1XHFpE6KGnzaNKkSRgJnpl98cUXqyWQiIiIiByc7du3c++99wLQoUMHZs6cyYQJE7S8gIgA4Fz3YeLa+g+JprdNWDeiQZyr38a+Y16S8WeqeSTSQCRtHt1+++0ATJs2jVGjRjFw4ECWLl3KF198USPhRERERCSxcDjM3Llz6d+/PwsXLiQSibBlyxb8fn9tRxOROsCIBhIXo6HkdcAIlyY/QST58SJSfyRdJr9Dhw506NCBPXv2cPLJJ9OsWTPGjBnD1q1bayqfiIiIiCQwdepUXn/9dSZMmMDbb7/NPffcw+LFi7nppptqO5qI1AHh1sckrrU6itAvFsX+NRODUKexRNPbJRl/6CHlE5HDR9KZR7/05ptv0qdPHxYtWoTbrUXRRERERGpb27Zteeyxxypsa9OmTS2lEZG6xjfwGhybPsf41Qwh02LDN/ivhFseRajlETi2/1jp2GDX8USzOuIdch3ps/9SqR5zNcLf55Jqyy4idUvSmUf7PPDAA+Tm5vLAAw+wceNGHn744erOJSIiIiIH8MQTTzBo0CCGDh1a/o+IyD6R7F4UnvYq4RZDyreFm/al6JQXCLc6GgyD4lNewN/rAkybB4CYMxPvwKspGfEAAMGuZ1I85jEiWZ0AMA0LwbYjKDzjLWJpLWv+okSkViSdebRz506aN29OaWkpZ599dvn2Xbt20b59+2oPJyIiIiKJffzxx8ydO1ezwkUkoUiLwRSOfwfDvxfMKKYnu0LddKRSOuweSo/5J5ZAATF3E7A6KuwT7DKOYJdxWLw7Ma0uTFdmTV6CiNQBSZtHzz33HDfddBNTpkzBMAxM0wTAMAy9bU1ERESklrVq1QqXy1XbMUSkFlnzf8a97Hls+SuJeZoS6H4OoZxR+3cIeXGveg3Hhllgxgi1G0Wg53mYzozyXexbv8W14mWspduIZHYi0PtCIk37lNct3l24lr+IY9t3mDYPgc6nEewyHqz2sh3MGM51M3H+/DaWYDHh5gPx976YWHrrmvprEJFqlrR5tG+xxYkTJzJixAhSUlJqJJSIiIiIHFg4HGbs2LF06dIFwzAAePDBB5Mek5+fz/jx43n22Wfp2LFjTcQUkWri2PAZ6bMux4iFyrc5cz/G1/cyvEOnYASLyHx3Arb8lfuP2f4jrpWvUHjGO5gpTfHMf5SUH+8rr9t3LsD181uUjHqQYNezsO5dS+Z7Z2Hx5+8fY8tXhNbOoOiU58FiI+2TK3Gt/+AXY8zHtfJVik57mUiz/tX7lyAiNeKgFszesmULl112GWlpaRx//PGMGjWKjIyMAx8oIiIiItXm0ksv/U37h8NhpkyZotlKIvVBNEzaFzdUaBzt41nyJMEup+Nc/2GFxtE+tqKNpPz0AL4Bf8bz4/9VqhtmlNSvbiHU/kRS506p0Djax7Hla1yr3iDmyqzQONrHEiom9cubKJw463deoIjUJQfVPLriiiu44oorWLZsGXfddRdTpkxh+fLl1Z1NRERERJLo0aMHTz31FHl5eQwfPpyuXbsm3f++++7jnHPO4cknn6yhhCJ134YNuUyZcmNtx/jNejq2cVVWXsL6wuf/Rn/XZjzW+HVj+Rt8+9NyTks149YtYS+fPXg+E9PmgxF/jJ2fPYQ35qRfgn60fc9y/t/tV7AzevhNPNiwIZf27TvUdgyROuOgmkf33HMPS5YsISsri1NPPZWpU6dWdy4R+Q1sectxrn4Diz+fSHYfAt3PxnRlldeNQCGu1W9i270Y05VFoNsEIk377h/ANLFv+Qrnug8wokFCbY4j2Gks2PbfCViKt+Ja9SrWoo1E09sR6HEOsfS2+8eIBnGu+wDH5q8wrXZCHU4m1G4kGPvvNpRTn/SLSNW6+eabOe6445g3bx5NmjThlltu4aWXXoq77zvvvEOjRo049thjD7p5ZLUaZGZ6qjKySJ3StWsXbLaDegF1nZNiiySte6wRXEY4Yd1liZBiTT5GujWEJUHjCMBjCRMzkv/9pdgj2A6wT13UuXMnOnbspO+BIv9jmPtWwU5iypQpbNy4kY4dOzJ06FCOPPLIGl3/KByOUljoq7HzidS0fZ923XHHb2/Meub/h5RfTTeOuRtTeNqrRJv0wJq/mswZf8Dir/jJlHfwtfiG/A1iUdI/vRLn+g8r1CONu1F4+huY7kY4cj8h/dMrMaLB8rppcVB8/KOEOp6CESggY8Y52PesqDBGsP0JFJ/4X7DYlPMXOX+LQ/naEDmcZGen1XaEw9IFF1zAiy++WP7v8847j5dffjnuvueddx6GYWAYBqtWrSInJ4fHH3+c7OzsuPuD7sFE6jJLyXYaTT8Kw4zGrRePfAjn+g9xbpoTtx5uPhDfgKvI+OjihOfYe/YsMj66GGvpjrh1f++LiLmySJn3cNx6zJlB/oXzwa43QorUVQd7D3ZQLeA77riDF198kTPOOIPnn3+eI4444pDCiUjVsO1eUqnRAWDx55M++xoA0uZcW6nRAZAy72FsOxfgWvlqpUYHgC1/Nanf3YURKiFt9jUVGjIARixE+uy/YgSLSPn+3koNGQDnhk9wLZ+unL/IKSJS1davXw/Azp07sVgS39q9/PLLvPTSS0yfPp3u3btz3333JW0ciUjdFktrSaDbWXFrkYwcgp1PwzfwKkxL5YdNTAx8A68hlDOKcHbvuGME259ANLsXvgFXxT+/PRVfn0vw95xEzN047j7+vpeqcSRSTxzUzKNnn32Wb775Br/fz7BhwxgzZkyNvp1Dn3pJfXfNNZdTUFDwm5+rPiftJ4Z51iSsP1N4DJdkfpuwPtfXida2Qto79sSth0wrbxYP5LyMnxKO8WrxYManLcRpxP/Ua3O4ERvCTao951vFAzk3ac5BjE9bdEg5ny48hj8eYs7rd08gfHBPDANlz9tnZWXxn//896CPETkcaebR7/Pzzz8zZcoU1q9fT4cOHfjXv/5Fz549D3jcpEmTuO222w54P6d7MJE6Lhom5fu7ca94BSPiwzQshNoOp3T4VGKpLQFwbJxDynd3YitYV3ZIelu8R95IsPNpABj+vaR9dRO2dR9hNUxMq5NA1zMpHXp7eePHtfRZPAsew+rbDUC4aV9Kj72TSPMBAFjzV5P21c3Yd5Tdi8VcWfj7XoZv4FUVlgYQkbrnYO/BDuo3GKvVyt13302LFi0qbJ89ezajR4/+7elEpEqkWgJJ602spUnraZYAaUnGcBhRsqzepGNkWnwJGzL7MtZEzkxr8l9uqiJndhXkdFnChGMH3zwSEUmma9euvP7667/5uOnTp1dDGhGpcVY73qG34RtyPZaiTZiexsRSmlfYJZQzilDOKKx714IZI9qoM/xiDSLT3YjiE//L/f/6KxlWH5ff8H+YrswKYwT6TCbQcxLWgrWYdg+xjJwK9WjjbhSOfwdL8RaMUAnRzA5a61GknjmomUeJ7Hu+vrrpUy+p737vujae+Y+S8uN9cWumYaXgrA/Ievs0jFj8xRK9g6/Dlr8KZ+7HcevR1JaUDJ9K5gcXJMxQdPLzpH4zBWvx5rj1YM4YIs0G1EDO+8j8YFL15pwwk6y3Tj+knHsv+KHCDduBaM0jaSg08+i3GTp0aMLaN998U2Xn0T2YSD0QDeNc/wGO3E8wzCihdqMIdBlXoblj3bOSpc9dRZbFR+ejTsXf8/wKDSIjWIxr9RvYt32PaXMT7Hw6oZzRmlUkUg9U6cyjRA6h7yQiVcDf4w+4Fz+BJVhUqRbsfBrRpr0JdBmPe3XlT6VjjnQCPc/FUrwFx4ZPMMxY5fH7Xkq47QgijXtgy19ZqR5p1JVQzkh8pVtJ+/rWSnXTsODvdymRrC41kHN49efM7nPIOX9L40hEJJEDNYg0O1xEAAj7yZh5Po4dP5ZvcuZ+jGvZ8xSNex3TmYFr+UukfnUTwz3/+91u0RO4lz5H8QlPEGo/BkvxVjLfm4C1ZEv5GK617xHoNJaS46fp3kakgTik/9MNdZpFapXpaULR2JeJZO5fK8k0LAQ6n07J8LKFn0uH3UWg65mYhrV8n0hGDkVjpxNLaU6kxWBKxjxKzN1k/xg2F96B1+DvdykYBkVjXyTU8sgK5w63GELRqdPBsBDofRHewddh2vYviBhzN6Zk1MOEWx2tnL/MKSJSA2piZriI1H2eRY9XaBztY9+zHM9PD2Ip3U7q3FsxqDgpwIgGSZvzVwj7SZ37zwqNo31c62bi/PmdassuInWLHlsTqQMO+dEk08S2cwEWfz6R7F7E0lpV2sVSsh1b3jJi7kZEmg+qPM04GsK+/QeMSJBwi8GVnnWHssUQrUUbiWa0I9q4e6W6ESzGvuMnTIudcKsjwepUziQ5D4YeW5OGQo+tVa1JkyZVybpGugcTObw1mn50wkf2Y450fAP/TOr39yY8vmT4/5H61Y1xZ1QDhFodQ9G4377umojUHXpsTaQhMQwiLQYl3SWW1pJQWsvEO1gdhNscl3SMaONuRBt3S1g3nellz78r50HlFBGpLpodLiIARqAgYc0SKsbii/+G2PLjvTsSNo4ALIG9vzubiBxekj62FgqFEv4DcPHFF9dISBEREREREfltIk37JqyFm/Qi3Hxg0uPDbYZVeBS/Ur1Zv9+dTUQOL0lnHp144okYhlFphpFhGMyZM4eRI0dWazgRERER+e00O1xEAHz9r8C+9dtKaxoB+AdcSaj9CUQyO2ArzK1UD7U6mkiLQfj6XRr30TbT6sTf55JqyS0idU/S5tHnn39eUzlERERE5CDtmwUej8Ph0OxwEQEg3HYYJaP/Tcp3d2P17QYg5srCO+R6gp1PA6DotFdJm/NXHNu+B8peFhJqfzwlIx4AwN//SoywD/eSp7GEvQBE09tRMuyepMsEiEj9clBrHs2ZM4dXXnmFcDiMaZoUFhYyc+bM6s4mIiIiInFodriIHKxg1zMJdjoN+66FYEYJNxsANld5PZbWiqJxbzLt9ivIsvo4/5q7iaW33j+AYeA74u/4+/8J264lmHY3kWYDKr8sRETqtYNqHk2bNo1//vOfvPbaaxxxxBF8++231Z1LRERERBLQ7HAR+U2sdsItj0hYtpRsZ5BrE1lWL851Mwl0n4jpblRhH9ORRrjN0OpOKiJ11EE1j7Kysujfvz+vvfYa48eP55133qnuXCIiIiJyAJodLiKHyrl2Jmmzr+HU1HDZhu/vxjP/EYpPeY5wq6NqN5yI1BlJ37a2j91uZ968eUQiEebOnUteXl515xIRERGRA5g2bRpXXXUVLVq04IwzzqBLly61HUlEDiOGbw9pc/4/e/cdWFV9/3/8de7Mzd4QRgh77yEoKgKKUrcUcVf5umod1X5ra/25qtUuv622bu2ww4VaJ3UiVdQqyIpsAmEEkpCd3H3P7w8kGnNPEiXJvUmej7/qfd9z8kq++cKH1z3nc66TEQk2ed0WrFPqv78vha33VwPQs7SpPLr99tsVCoV05ZVX6plnntG1117b0bkAAADQikNXh0vSmWeeqf3798c4EYCuJGHz8zLC/qgzm7dMrh1vdXIiAPGqTeXRkiVLNGPGDA0ZMkT333+/NmzY0NG5AAAA0AquDgdwOGz1LRfOti+e0AYALe559Oyzz+q5557Ttm3btHz5cklSJBJRMBjUDTfc0CkBAQAAEN3tt9+u7du368orr9Tvf/97rg4H8I2Eske1OA9njeykJADiXYvl0WmnnaYZM2bo4Ycf1hVXXCFJstlsysrK6pRwAAAAsLZkyRJ9//vflyTdf//9+u1vf6v58+fHOBWArsI/5GSFP/ql7HV7m82CueNbfEIbgJ6lxfLI5XKpX79+uvXWW/XCCy+opKRERxxxhNxutzIzM1s6FAAAAB2Eq8MBtAu7W9Wn/kOpSy+Xo2JT48vBvGmqmfdgDIMBiDctlkeH3HrrrcrNzdWKFSs0ZswY3XjjjXr00Uc7OhuALsaoL5Vr9/sy7S4F82fJdCU3fUMkJOeu/8jmPaBQ7jiFM5s/FcheuVWO/atlJmQokH+sZPvaH1OBerl2LZMR8ivY70hFkno3O4ej5FPZq3conJqvUJ9p7fktAkBc4OpwAO0lnDFElee8rT///BJl2ut15qX/T6GcMbGOBSDOtKk8Ki4u1l133aWVK1dq9uzZeuSRRzo6F4CuxDSV9MHP5Vn3p8bCGejOAAAgAElEQVRHvUacSao/8mfyjblQkuTc86FS3rxa9vp9jYf5B8xR7fH3y3SnygjUKeXNa+Te8UbjPJzYS7Vzf69g/5mSpITCvytpxZ2yBWoPflmbQ97RF6j+6NslwyZbTbFSX79MzvL1jecIZY1U9YmPKJI+sKN/CgDQabg6HEB7MvzV6u+oVIa9QfbyQoXSB0tOT6xjAYgjbXraWjgcVkVFhSSprq5ONlubDgPQQ3hWP6zENY80FkeSZAvWK+W9m+QsXiZb/T6lvvq9JsWRJLl3vq2Ud38kSUpedqO+WhxJkr1hv9Jeu1i22j1y7v5Ayct+0lgcSZIRCSlx3Z/kWfWAZEaU9vIFTYojSXIc2KC0Vy6QIqF2/q4BIPZuvfVW7d27Vx988IHq6+t14403xjoSgC7GWbxMmX+ZpkWpn2heUqFS37lBWU8eKUfZ+tYPBtBjtKkF+uEPf6izzz5bq1at0qJFi/SDH/ygo3MB6CrMiDxrH7ccJ655TAmF/5AtWB917tq+VI59n8q99ZWocyPkVULh3+VZ85gMmVHf41n7hFxFb8lRtS3q3FG9Q64db7XyjQBA11NcXKxrr71Wbrdbs2fPVm1tbesHAcAXDF+VUpde3mydZvOWKfW1xXz4BqBRm25bq6ysVDgc1oABA+Tz+RSJRDo6F9DjFBVt1y23/CTWMb6xRMOv3+aWWM7ri/6r7Zu3a3JC9LlhRrT8z7fqtJSw5Tm2fvC8+jqq5Lb4E8veUKoVz96rk5KjzyVp+bP36bX6ZdZviFNFRds1cOCgWMcAEKe4OhzA4XBvfsHyAz573R65ipcpUDC3k1MBiEdtKo8eeOABPfvss8rKylJ5ebmuuOIKzZw5s6OzAT1GQUHXLQd8plPeiFMeWzDqvDriUXWk5XvmS0KpLc6rIx4lRfzKVl30DBGHysMtNEeSqsKJLc7j1cCBg7r07weAjnXo6vCSkhItWrRIN910U6wjAehC7LW7W5zbWpkD6DnaVB6lp6c3Pr0jOztbyckt/yMNwDdzySWXxTrC4Vnuktb9Oeoo6/j/VWqvSTKfnhf1trNg7nidddU/FVxympz7VkY9x9iLfi/7gY3SO9dHnZtjztaJM29V5C9TZfNXN5tHXCk66Ud/1olff/obAHRxXB0O4HCEMwa3PE9veQ6g52jTtc3JyclavHixHnroIV199dXy+Xy69957de+993Z0PgBdQP30nyjYe0qz133Dz5Jv1LkKZ49S/czbZMpoMg8n56l27n2SpJo5v1M4uW+TuSlDdUf+P4Vyx8k/4rvyjji72dcI5k5Q/ZE/k5yJqpn3oExH0yuMTIdHNSc8IJPiCEA3dOjq8FdffVVPPfWUfve738U6EoAuxDf0dEU8WVFnoYxhCvbjbhMAB7XpyqM5c+Y0/u9evXp1WBgAXZPpSlbVmc/LteMtuYrfk2l3yj/4OwrlTW18j3f8YvkHzFbCpudk81YolDtWvqFnND4GNpI+UBXnLlPCln/ps1cfVn3ErSMu++OXn4gZhurm/Fa+0efKvfUVGeGAAv2PVqDgeMlmlyQF+x+jAxd+qISNz8pevUPh1Hz5RiyUmZjd6T8TAOgMXB0O4LA4E1X9nb8odemlstd9uYdlKGOoqr/zhGQYLRwMoCcxTNOM/viiOBIMhlVV1RDrGAA6yaGNw++4454YJwHQWXJyUmIdoUv6wQ9+IK/Xq6lTp6qwsFBlZWWaNm2aJOn666Pf6vtNsAYDeohISM/dfZGybPU64fzrFex3NMUR0EO0dQ3WpiuPAAAAEH+4OhxAuzDDcigiuxGREQ5IZkQy7LFOBSCOUB4BAAB0UWeccUasIwDo4hz7Vir19Ut1aXrpwRde/Z5CaQNVc/JfFE7nia8ADmrThtkAAAAAgG4mUK+0V78ne0Npk5cd1UVKffViKf53OAHQSSiPAAAAAKAHStjyomy+yqgzR9U2OXct7+REAOIV5REAAAAA9ED2qu0tz6uLOikJgHhHeQQAAAAAPVA4Nb/FeSSlfyclARDvKI8AAAAAoAfyDztDEVf0x3SHU/MVyJ/VuYEAxC3KIwAAAADogUx3qmpOekwRV2qT18NJvVV90mOSzR6jZADijSPWAQAAAAAAsRHsd5QqLvqvlv72ImXYGnT0GZfJP3i+ZHfHOhqAOEJ5BAAAAADdmOGrkmvXe1IkrED/Y2QmZjeZm84klYdSFLbbFE4dQHEEoBnKIwAAAADopjyrHlTSJ7+VEfJJkkybSw0TL1fD9BslSfYDG5W69DJdl/nFk9eWnKpg7gTVnPSIIsl9YhUbQJxhzyMAAAAA6IZcW19R8od3NRZHkmREAkpaeb8S1v9NCnmV9vJ5clRtb3Kcs3S1Ul+9pLPjAohjlEcAOlfIK6OhXDIj0eemqRTDJ6dClqcwAnUyfJUdFBAAAKB7SFzzmOXMs+ZRube+Inv9/qhzZ/l6Ofd82FHRAHQx3LYGoFMY3gNKXnGn3FtekhH2K5zSTw0TLpdv3MWN70lY/1clfvaQfpVbrKBpU/itoOqOvFlmYo4kyX5gg5JW/EKu4mUyZCqYM1YN025QoGBurL4tAACAuGWv2GQ5c1Rtk6O8sNXjg31ntHcsAF0QVx4B6Hghr9JfXKiEjc/KCPslSfba3Ur5z/9T4ie/kyR5Vv1RKe/dJHtNsSTJaUSUsGmJ0l9YIAUbZKveqfQXFshd/K4MmQffU7ZOqa9dIteOt2LzfQEAAMSxSFIv65knW5GUfq0c37u9IwHooiiPAHS4hM0vymHxyZfnswdl1JcqceUfo84dVduUsGmJElc/LJu/utncMCNK/Pg37ZoXAACgO/CNOtdy5h11jnzDzpRp8WS1cGIvBQbM6ahoALoYyiMAHc656z+WM1uwXgkbn5UtUGP5Hteu9+Tctdz6/OXrZXgPHFZGAACA7sY77hL5B89v9nqg39FqmHKtTE+mak74Q7MCKeJOU82JD0l2Z2dFBRDn2PMIQMezu1ocm87Elud2t2TxqZgkmTIkG4sbAACAJmwO1Zz4iJx7P5Jr+1IpElagYK6C/Y+RDEOSFBh0kiouWKHl9y9Wlr1ek044X74RC2S602IcHkA8oTwC0OH8g7+jhE3PRZ2FE3vJN+pcJX72oOx1ey2PD6cPsrz1LZh/jEx3arvlBQAA6E6CfaYr2Ge65TyS1EtvNIyRJI0cv7izYgHoQrhtDUCHCxTMkX/gvGavm4Zd9TNvkxxu1R19u0xb8z7bP2C2AgPnyTtusUIZw5rNI65U1c34WUfEBgAAAACIK48AdAbDppoTH1ZC4d8O7m/krVAod6waxl+mUN4USQcvma46Y4k8qx9V/eZ3VRdxK3P2dfKNvkCy2WUmpKvqzOflWfu43FtfkREOKND/aDVMuFyR9IEx/gYBAAAAoPuiPALQOWwO+cZ+T76x37N8S6j3ZNWeOFm3rPiJJOmOcZc0mZsJ6WqYdoMapt3QkUkBAAAAAF/BbWsAAAAAAACwRHkEAAAAAAAAS5RHAAAAAAAAsER5BAAAAAAAAEuURwAAAAAAALDE09YAAAAAoDszTdkPbJBhhhXKGiXZ7M3ekmZrULqtQYa3QqYnMwYhAcQzyiMAAAAA6KZc25cq+YOfy16zU5IUTs5T/fQb5R++QJJkNJQp5d0b9YvsN2UzTJl/flv+oaep9pi7JFdSLKMDiCOURwAAAADQDTn3fKjUpZfLMMONr9nrSpT61nWqdqYoUDBX6S+dK8eBDZJxcG5EgkrY9JwMX4VqTv5rjJIDiDeURwAAAADQDXlWPdCkOPqqxJX3S9LB4igK9853ZC8rVDhndIflA9B1UB4BAAAAQAwtW/a23nnnzXY/770571s+IslZulr/fe43Or6FO9P+/djNWu4d3u65WjN79vGaNWtOp39dANZ42hoAAAAAdEMNpsty5os41BBxt3i8t4XjAfQsXHkEAAAAADE0a9acDrnSJuGjDOmL29O+zhy7SDMnXSXzb0fJMCPN5hFnsk750RM6hU2zAYgrjwAAAACgW/JO+r6COeOavR7KGKL6I/5XkdT+qp9xU7O5aXOo7rhf8rQ1AI0M0zTNWIdoTTAYVlVVQ6xjAD2ac8+HSlj3F9mrdyiSNkDeMRcq2O+oxrnRUCbPuj/LVbxMsrvkHzRf3tHnSc7Eg28wTbm3vqSEjc/I8FYolDNW3nGLFc768j56e8UWedY+rrLVr6ku4la/7/xU/mGnS8YXPXfQK8/n/5B726tS2K9gv6PlHXexIkm92i8ngJjIyUmJdQREwRoM6AZCXiVsXCJ30etSJKJAwRz5Ri6S6UpufIuj5BN5Cv8uW+1uhTOGyjvmAoWzR8UwNIDO0tY1WIeVR2vWrNFvfvMbPfnkk01ef+edd/THP/5RDodDZ511lhYuXNjquVi4ALHlWfOYkt+/rdnrdUfeLO/EK2Sr3qn0F86UvX5/k3kwZ5yqT39GpitZKW//UAkbn20yN+1uVZ/0mIIDjpNz1/tKe/UiGWF/k/f4hp6u2uPvl0Jepb+4UM7S1U3mEU+Oqs5conD6oHbJCSA2KI/iE2swAAC6t7auwTrktrVHH31UN998s/z+pv8IDAaDuvvuu/XEE0/oySef1NNPP62ysrKOiACgnRgNZUpacVfUWdJH98hWv0/JH/6iWSEjSc6ytfKseUzOXcubFUeSZIT9Snnvp1IkrJRlNzYrjiQpYcuLcu18R561TzQrjiTJ5j2Yrz1yAgAAAACa65ANs/Pz83X//ffrxz/+cZPXt23bpvz8fKWlpUmSJk+erE8//VQnnXRSR8QA8A1Fe0zssZ5NWpQajPp+IxLSsvsu1ekpqyUj+jlrVjyqomC2jvREn9trd+vf9yzU+Wk7LXNtfO429XVUKtkZfe7Y/oaWrS3TgpSWcl6m01M+azHnHS/va/Y6j4oFAAAA0NN1SHk0b9487d69u9nrdXV1Skn58pKopKQk1dXVtXo+u91Qejr7kQAdLTHRJYej6QWJHnu4xWOSHCHZDeu7XxOMoBJsoRbPkeoItDj32ENyt3AOu2EqyR69OPoyZ6DVnF//3qWDPxP+/AEAAADQk3VIeWQlOTlZ9fX1jf9dX1/fpEyyEg6b3G8PdIJp047WtGlHN3nNsW+ltOQ0y2OOOO92hZbfLMeBz6POPSNP1NDek6TlN0edm44EHXX5H2U+NVdGKPr/nw+avVj28g3SxqejzkMZwzT9rDtbyXlHqzlvOf4XUWf8+QN0PPY8AgAAiF8dsueRlcGDB2vnzp2qqqpSIBDQp59+qokTJ3ZmBADfUKj3ZAX6Hxt1Fuh7lEJ9pql+6rVR56YjQQ0Tr5B/+AKFU/Ojvsc79nuKpOWrYfziqPNwcl/5RiyUd+LlMh3RrwBqmHptu+QEAAAAADTXKeXRyy+/rKefflpOp1M/+clPtHjxYi1atEhnnXWWevXq1foJAMRU9UmPyjvqPJmOBEkHn5LmHblINfMflyQFBn9HNcf/QeHUAY3HBHPHq/qUvyucPUqmK1lVpz8rf8FcmcbBP3YiCRmqn3q96mfcJElqOOLHqj/ix4okZB78GoZN/gGzVXXGszLdqQpnDlPVqf9QsNeXhXM4NV81c38n/9DT2iUnAAAAAKA5wzRN601A4gSPiQXigxGola1unyJJvWS6U5u/wTRlry6SaXMpktov+jkaymXzVymc0k/6ouRpIuyXvWaXIu50mYnZUc9hq90jI+xXOK1AMpp34O2RE0Dn4ra1+MQaDACA7q2tazDKIwAAEHOUR/GJNRgAAN1bW9dgnbrnEQAAAAAAALoWyiMAAAAAAABYojwCAAAAAACAJcojAAAAAAAAWKI8AgAAAAAAgCXKIwAAAAAAAFiiPAIAAAAAAIAlyiMAAAAAAABYojwCAAAAAACAJcojAAAAAAAAWHLEOgAAAAAAIEYiYXnWPCrX2r/KqN2tSMYQBSZeKt+oc2KdDEAcoTwCAADoIcLhsG6++WYVFRXJbrfr7rvvVn5+fqxjAYihlLeuUcKWfx38D0NS1Wa53/1f2at3qH7GT2OaDUD84LY1AACAHuLdd9+VJD311FO65pprdPfdd8c4EYBYcuz/7Mvi6Gs8qx+WrX5fJycCEK+48ggAAKCHmDt3rmbNmiVJ2rt3r7Kzs2MbCEBMuYretJwZkZBcO96Wb/R5nZgIQLyiPAIAAOhBHA6HbrzxRr355pu67777Wnyv3W4oPT2xk5IB6Gw2d8v/HPR4nErgzwAAkgzTNM1Yh2hNMBhWVVVDrGMAAIAOkpOTEusIPU5ZWZkWLlyoV199VYmJ0f9xyBoM6N4c+1YqY8lpUWemzaGKCz5UJDmvk1MB6ExtXYOx5xEAAEAP8eKLL+rhhx+WJHk8HhmGIbvdHuNUAGIl1HuyfINPjjrzjltMcQSgEVceAQCAmOPKo87R0NCgn/70pyovL1coFNKll16quXPnWr6fNRjQA0RC8nz2kEIfPagUs1oVRrYSjv2RfGPOj3UyAJ2grWswyiMAABBzlEfxiTUY0HNUVlbo3nt/qeuvv1EZGZmxjgOgk1AeAQCALoPyKD6xBgMAoHtjzyMAAAAAAAAcNsojAAAAAAAAWKI8AgAAAAAAgCXKIwAAAAAAAFiiPAIAAAAAAIAlyiMAAAAAAABYojwCAAAAAACAJcojAAAAAAAAWKI8AgAAAAAAgCXKIwAAAAAAAFiiPAIAAAAAAIAlyiMAAAAAAABYojwCAAAAAACAJcojAAAAAAAAWKI8AgAAAAAAgCXKIwAAAAAAAFiiPAIAAAAAAIAlyiMAAAAAAABYojwCAAAAAACAJcojAAAAAAAAWKI8AgAAAAAAgCXKIwAAAAAAAFiiPAIAAAAAAIAlyiMAAAAAAABYojwCAAAAAACAJcojAAAAAAAAWKI8AgAAAAAAgCXKIwAAAAAAAFiiPAIAAAAAAIAlyiMAAAAAAABYojwCAAAAAACAJcojAAAAAAAAWKI8AgAAAAAAgCXKIwAAAAAAAFiiPAIAAAAAAIAlyiMAAAAAAABYojwCAAAAAACAJcojAAAAAAAAWKI8AgAAAAAAgCXKIwAAAAAAAFiiPAIAAAAAAIAlyiMAAAAAAABYojwCAAAAAACAJcojAAAAAAAAWKI8AgAAAAAAgCXKIwAAAAAAAFiiPAIAAAAAAIAlyiMAAAAAAABYojwCAAAAAACAJcojAAAAAAAAWKI8AgAAAAAAgCXKIwAAAAAAAFiiPAIAAAAAAIAlyiMAAAAAAABYojwCAAAAAACAJcojAAAAAAAAWKI8AgAAAAAAgCXKIwAAAAAAAFiiPAIAAAAAAIAlR6wDoPOU1fn14tp9+rykUsWb1uqnC+doypC+sY4FAAAAAADimGGaphnrEK0JBsOqqmqIdYwubeWuKl3/QqEaguGvvGrqh7MG69zJ/WKWCwAAScrJSYl1BETBGgwAgO6trWswblvrAUIRU7e8tvFrxZEkGfrdsu3aWcGiEAAAAAAAREd51AN8Ulyp0rpA1Jkp6bXP93duIAAAAAAA0GVQHvUAlQ3BlufelucAAAAAAKDnojzqAUb2avkextbmAAAAAACg56I86gEGZiXq6EGZUWfZiQ6dODK3kxMBAAAAAICugvKoh7hj/gjNGZYtm/Hla9m2Bj24cII8TnvsggEAAAAAgLhmmKZpxjpEa3hMbPspqfFp7Y79em3Jk7rtuu8rIyP6FUkAAHSmtj4mFp2LNRgAAN1bW9dglEcAACDmKI/iE2swAAC6t7auwbhtDQAAAAAAAJYojwAAAAAAAGCJ8ggAAAAAAACWKI8AAAAAAABgifIIAAAAAAAAliiPAAAAAAAAYInyCAAAAAAAAJYojwAAAAAAAGCJ8ggAAAAAAACWKI8AAAAAAABgifIIAAAAAAAAliiPAAAAAAAAYMkR6wDoXOtLarS1rF45yW5NL8iQ3WbEOhIAAAAAAIhjlEc9xIH6gH780udau7em8bWcJKd+eepoje2TGsNkAACgMwSDQd10003as2ePAoGArrzySs2ZMyfWsQAAQBfQIeVRJBLRbbfdpk2bNsnlcunOO+/UgAEDGud33nmnVq1apaSkJEnSAw88oJSUlI6Igi/89OWmxZEkldUHdd0L6/Xi4mlKSaBHBACgO3vppZeUnp6uX//616qsrNQZZ5xBeQQAANqkQxqDt956S4FAQE8//bRWr16te+65Rw8++GDjvLCwUI899pgyMzM74svjazbur9Vne2qizmp8Ib3y+X6dM6lvJ6cCAACd6cQTT9S8efMa/9tut8cwDQAA6Eo6pDxauXKljj76aEnShAkTtH79+sZZJBLRzp07dcstt6i8vFwLFizQggULOiIGvrD9QEPL8/L6TkoCAABi5dAV33V1dbrmmmt03XXXtXqM3W4oPT2xo6MBAIA41yHlUV1dnZKTkxv/2263KxQKyeFwqKGhQeeff74uvvhihcNhXXjhhRozZoxGjBhheT4WLodnUO+W9zQakJPMzxcAgB6gpKREV111lc4991ydcsoprb4/HDZVVdXyh1AAAKDryslp2xZCHVIeJScnq77+y6tZIpGIHI6DX8rj8ejCCy+Ux+ORJE2fPl0bN25ssTxi4XJ4hmckKD/Do+JKb7OZTRHNHZzJzxcAEFNtXbjg2ysvL9cll1yiW265RTNmzIh1HAAA0IXYOuKkkyZN0vLlyyVJq1ev1rBhwxpnO3bs0LnnnqtwOKxgMKhVq1Zp9OjRHREDXzAMQ/ecMlKZic6mg0hYNx6br96pCbEJBgAAOs1DDz2kmpoaPfDAA7rgggt0wQUXyOfzxToWAADoAgzTNM32Pumhp61t3rxZpmnqF7/4hZYvX678/HzNmTNHjz76qJYuXSqn06nTTjtN55xzTovnCwbDXBnTDrzBsJZuKNW/ln2oPVsLNX9UL/3wistiHQsAAK48ilOswdquyhuU3TAsn2DrC4ZVHwgr3eOU3WZ0cjoAAKJr6xqsQ8qj9sbCpX1VVlbo3nt/qeuvv1EZGTzxDgAQe5RH8Yk1WOs+3lmpB97foc/31UqSJvdP09XHDNLo3gd/p6u9Qd23fLuWbihVIGwq02PX+VPzdf6UfjIMSiQAQGxRHgEAgC6D8ig+sQZr2afFVfrBknUKR5oupz1Om544Z6IGZHp00d8/05ay5k+2vXBqf119zMDOigoAQFRtXYN1yJ5HAAAAQHf3yIc7mxVHkuQNRvTn/xbr7c3lUYsjSXpq1W5VeYMdHREAgHZBeQQAAAB8Q8FwRJ/trracf7yzSh/vrLScB8Jmi8cDABBPKI8AAACAb8gwDDla2PjaZTfksre81G5tDgBAvOBvLAAAAOAbctgMzRqSbTmfOzxHc4ZZz9MSHJqSn94R0QAAaHeURwAAAMC38P2ZBcpMdDZ7vV96gi6a1l/TBmTohOE5zeaGpOuPGyy3g6U4AKBr4GlrAAAg5njaWnxiDda6fTU+/X3lHq0oqpDNkI4bmq1zJvVVRqJLkhQxTb20bp/ue2WFGkyn0iK1uufikzWxX1qMkwMA0PY1GOURAACIOcqj+MQarP0UFW3XLbfcqJ///JcqKBgU6zgAAEiiPAIAAF0I5VF8Yg0GAED31tY1GDdaAwAAAAAAwBLlEQAAAAAAACxRHgEAAAAAAMAS5VEc8QXD2l/rVzAciTo3TVNldX7V+kKW56jzh1Ra65fVVlahcET7a/3yBsOW56hsCKiiIdChOQEAAAAAQNfgiHUAHCx87lu+Xa9/XipfKKK0BIfOmtBHl84YIIfNkCS99vl+Pf5RsYorvbIZ0oyCTF03a5AKMhMlSburvPq/Zdv1wfYDCptS37QEXXxEf502Nk/SwcfEPvFRsZ5dvVcVDUG5HTadMDxH180apNQEpyTps93Vun95kdaV1EiSRvVO0VUzCzRtQEa75QQAAAAAAF0LT1uLsYhp6rKn1mjN3ppms1NG99ItJw7Xy+v36Y5/b242z0x06snzJ8lpN3T+k6tUWtf8aqH/nT1ECyf20a/f3qpnVu9tNh/ZK1lPnDtRm0rrdNlTqxUIN/11cNgMPfDdcRrfN/Wwc+amuFv8WQAAei6ethafuvMaDAAA8LS1LuPDosqohYwkvfr5fu2qbNCjH+6MOq9oCOqZ1Xu1ZE1J1OJIkp74uFh7q71asrYk6nzD/jot31quP31U3Kw4kqRQxNTjH+1sNWdxG3ICAAAAAICuhyuPOtGyZW/rnXfebPLahoQR2uEeZHnMUN8mbUkYbjlPC1XJrrAqHFnW5/Bu0haP9Tn6+3dqr6uvwobFXYymqYJAUcs5vRu1xTOixZxH1q9o8trs2cdr1qw5lscAAHoOrjyKT91lDQYAAKJr6xqMPY9izG5G33T6EEek5U2nbYrI1to5zGDLGRSRzQxblkd2hVvNaZf1BtyHcgIAAHQ1SzeU6unP9qi40qveKW6dOT5PZ47Lk2Ec3O9xR0WD/vxxsVYUVcpmMzRrSJYuPiJfvb64XT8Ujuifq/bopfX7VNEQ1LCcJJ03pZ9mDvryg7+Vu6r05Ce7ta6kRiluh+aPytUFU/vL47TH5HsGAODruPIoxjaX1um8J1dFnSU4bHr9ium6esk6rS+pjfqe/509WAkOu37+RvO9hiRpaE6SHj9nguY//JHq/NELnifOmaDXPt+v59ZEv7Xt5NG9dM6kvoedc+HEvlFnAABw5VF86s5rsLZ46IMdevyj4mavnz62t352wjBtLa/XZU+tUa2/6Yd9uckuPXHuROUku3TDi4V6f3tFs3P8ZO4QnTW+j97ZUq6bXv5cX989YGxeqh5aOE4uB7tMAAA6DnsedRHDcpN19sQ+UWfXHDtIyW6Hrp81WIlRPnkam5eqU8f01kmjcjWlf1qzudth0w3HDZbHadf1swbLiPI1ThvTW2P7pGrx9Hz1SZ4YBwMAACAASURBVG2+oXVuskuXHzmgXXICAAB0FWV1fv35v7uizl5ct09byur00Ps7mhVHklRaF9Bf/rtLH+6ojFocSdIf/lOkhkBIv1u2rVlxJEnrSmq0dGPpYX0PAAC0F648ihNvbCzVC2sPbnxdkJmoRZP6aGp+RuN8R0WD/rFyt1buqlaSy64TRuRqwfg8JXxR1vhDET2/tkRLN5Sqzh/S+D6pOm9KPw3OTmo8x2e7q/XPVXv08cadSjB9uvaUI3XSyNzGy64rGwJ6atUevbftgCKmdPSgLJ0zqY+yk93tlhMAgGi48ig+dZc1WLR9J1tT7OqvQs9Yy/lg3xZtdw+WaUT/LNYd8Sk3VKpdrnzLc4zwfq6NnlGW89zgfk1uWNn20G3EvpMAgEPaugajPOqBbrnlJ5KkO+64J8ZJAAA4iPIoPnWXNdi3KY92uvL1uWeM5XyQb6u2uwdLRrRruyVXxK/cUKl2u/pbnmO4d4M2eUZaznOCpZrS8GnbQ7cR5REA4BA2zAYAAAAkzZo15xuXJburvDrriU8UsfiY9eaLF+jhFTv08c6qqPN5Y/N11KAJ+snLG6LOExw23f/Di3XOk6t0oD4Q9T3fm3ekFk5c8I1yAwDQEdjzCAAAAPiafukenTEuL+ps1pAsje2TqsuPLJA7yobWKW6HLprWX8cOydbYvNSo5/jeEf2VkeTSFUcOiDofmJmok0f3+vbfAAAA7YjyCAAAAIjix3OG6NpjBynvi4eKZCW5dOmMfP3i5IO3mo3tk6oHvztO0wdkyJBkNw4WS48uGq8BmYly2Azdv2CMzp3cV87IwauLCjI9uvmEoVo8/WBpdPq4PN198kgNz02WJHmcNp05Lk8Pnz1OiS72jAQAxAduWwMAAACisBmGzp/ST+dP6Sd/KBL1KqOxfVJ1/4KxCoUjkmHIYWu6B1KSy6EfzhqsinceVUQ23XXDL5qdY+7wHM0dnqNAKCKn3Wh8mAkAAPGC8ggAAAA9UkMgrOdW79Ubm8rkC4Y1JT9d50/pp37pnsb3fLSjQk9/tlfFlV7lpbp15rg8zR6W0zgvrfXrHyv3aEVRhew2Q7OGZGnRpL5K8zglSRHT1KuF+/Vx0nT5Dbd++vIGnTO5r8b1+fJ2ti1ldfr7yj1at7dGqQkOnTSyl84c11sOu63dcgIAcDh42loPxNPWAADxhqetxafuvAbzBsO6/Ok12rC/rsnryW67HvrueA3vlax/rNyt/1u2vdmxF07tr6uPGajdVV79z1Nrmm14nZ/h0WOLxisj0aVbXtuo1zeUNpnbDen2k0Zo3shcfbyjUte/uF6BcNMl+YyCDN17xhgFw5HDzgkAgJW2rsHY8wgAAAA9znOr9zYrZCSpzh/W797bpqqGoP74n6Koxz75yS7trGjQg+/viPqktOJKr/76yW59WlzVrDiSpLAp/fbdbfIHw/rVO1ubFUeS9OGOSr2zuaxdcgIAcLi4bQ0AAAA9zlubyy1nn+6q1muf74ta6kiSKemNTWV6d6v1Od7cVCZvMGw5r/QG9eL6fSqu9LZ4jtK65uVUk5wb9reY863NZY2bcwMA8G1x5REAAAB6HH/IutiRpIYWih9J8gXDClqUNgfPH5E/FGn5awRa+RqhSOs5WzlHaxkAAGgLrjwCAABAh3jiiUe0Y0fzvXjiQShhpOSOvh9QUrhOhf9+Uko51vL4je8+p4yEYap0ZEade6p3qviTT6TECVHnNjOswteekDN5poI2V9T3VG5YoZAtoZWcf20xZ+Hbz+qWNyos57FUUDBIl1xyWaxjAADagCuPAAAA0CF27NiuoqL4LI8G+ovkjES/JWyIf4tSIvXKC+yNOs8MlSsrXKEhvi0yzOZX9tjNkAb5t6l3cJ9SwjVRzzEgsFOJpk+D/duizj2RBvUP7GqXnPGoqGh73BaLAIDmuPIIAAAAHWbgwEFx+4TXreX1+v2y7fp4Z6VMSQWZHl06Y4BOGHGMJCkYjuihD3bqxXUlqvGFlOi0a/6oXF1z7FHyOM+UJK0oqtAD7+/QptKDm1pP6Juqq48ZpHF9ZkuSqhqC+r/3tumtTWUKhE1lJbm0aGIfXTTtaBmGIeng5t1//WSXSmr8stsMHTM4S9fPGqTeqSe2W854c+jpvwCAroHyCAAAAD3SkOwk3b9grGp8QflDEeUku5vMnXabrj5moC4/coAqvUGlJTiU4LQ3ec+RAzN15MBMldcHZDekjMSmt6ClJzp1+0kjdOOcoar1h5SV5JLDZjR5z4IJfXTm+DyV1wWU6LIr2d10id4eOQEAOByUR3Hi3S3lemFtifbX+jUoK1ELJ/bVxH5pjfPdVV79c+UerdpdLY/TrnkjcnT6uDy5HQfvPAyGI/rXun1auqFU9YGwxvdN1aJJfVWQmdh4jnV7a/T0Z3v0QfLRckd8enNTmY4fntM4r/YG9czqvVq+9YBMSTMHZersiX2aLIIONycAAEBb1PiCen5NiVbsqJTdkGYNydapY3vL85VS5D/bDuil9ftU0RDUsJwkLZzYVwOzvlz77K326ZnP9mpdSY1SExw6aWSu5g7Pke2LK36C4Yhe/7xUb24qky8U1uT+6VowoY+yk75c+3y+r1bPrt6r4kqv8lLdOmNcnib3TydnlJwAgO7LME3T+jERcSIYDKuqqiHWMTrM79/brr99urvJa4akm44fqtPH5WnD/lpd+cxa1X/taRqT+qXpvrPGym5IP3yhUB/trGwy9zhtuv+ssRrfN02vb9iv21/fpK8/FGTB+DzdOHeoKhoCuvSpNc0eF5uX6tZjiyYoN8V92DkpkAAAVnJyUmIdAVEc7hrs0K1J3/S2tfI6vy59eo12V/mavD4iN1kPLhynZLdDv313m55atafJ3GU39KtTR+uoQZlat7dGVy9Z12xdMm9Eju6YP0KhsKnrXlivT4qrmswzE516+OzxKshM1Mvr9+nONzYr8rX10zXHDNQFU/uT8ys5v2mB9G1/NwAA7autazD+NR9jW8vrmxUykmRK+r9l21XnD+k372xr9he1JK3aXa2X1+/T0o2lzYojSfIGI/r1O9vkC4b167e3NSuOJOm5NSUq3FerJz4qblYcSVJJjV+PrNjZLjkBAADa4o/v72hWdEjSxtI6Pfnpbq3bW9Os6JCkQNjUXW9uVihi6u63tkRdl/x7Y5mWbz2gF9eVNCtkJKmiIaj/W7ZNdf6QfvX21maFjCT94T9FKqnxkfMrOQEA3VuPuPIonh8Tu9k9VNsShlrORzYUakPiaMt5RuiAHGZYZc5cy/eMalivzxPHWM4L/Nu119lXAZs76txuhlTgL2o5p7dQGzwt55xe/7HlPJZ4TCwAxB5XHsWnw12DXXPN5aqsrNTAgYPafIwp6Y3UeYoY0ffs8UQalBss1U53geU5RjesU2HiWMt572CJfEaCqhwZFiHMg2ubFtZPw3wbtdU9NPY5fYXa4LHOOdS3Uds6IefEhs8s59EUFW1XRkaG7rvv4W90HACgfbV1DdYj9jw69JjYb7Jw6Sxhi7/IDwnaWv4/UUR2hVq5SjhoOFvOIEeLOcKyt5oz1MqvUkTxuWljvD4+GACAnioim2XRIR1cc4SMltcdAcPV4rzVcxiGAraWzxGUMz5ytuEcnZETANC99Zg/6eP1MbHLtx3QDS8WRp0Zku6+8jz94Ll12l/rj/qeU6ePUYLTpkc/LI46z0x06peXnKfv/unTqLetSdKVZ83Ta5/v1/vbK6LOpwzI0DmTxrSY8xdXnqcfLGk55zXHnho9QAzxmFgAADpOenqG0tMzvvEabNffVmnD/rqos6OG5emogaN115tbos7tNkP3fP88Xfj3z6LeZiVJC2ZNUWltQM+vLYk675Pq1q3nna0L/259Nc21556mhz/YcXg5rzpPF/7tMHOef7Yu/FtLOU/vlJyLp59lmSEa1mAA0LWw51GMzRyUqdG9o18mduLIXBVkJmrx9Pyo87QEhxZO7KOzxvdRVlL0T4QumtZf/TMSddrYvKjzoTlJOm5Ili45Il9Oe/NLmOw2Q/8zPb/1nFmt5wQAAGiLxdPzFe3CaofN0IVT++vEkbnqm5YQ9dhTx/RSfmaizpnUN+o8M9GpM8bl6ZzJfeVxRl8KX3REvkb2TtHMQZlR5yN7JevIgozDz5nRDjl7xUdOAED3Zr/ttttui3WI1kQipny+4Lc+/t1335IkHXfc3PaK1G4Mw9CcYTkqbwhoZ0WDwqaU7LZr0aS++tFxg2WzGRrZK0W9UlzaWlavWn9YhqRp+em66+SRys9IVKLLrpmDMrW7yqs9X2yG2CvFrauOHqhFX/xFP2NgpkxJ28vr5Q9F5LQbOmFEru6aP1KJbod6pbg1Ni9VRQcaVF4fkHSwWLp53jAdMSCjXXLGo3j+3QCAniQpKfq+e4itWK3BCjIT1T/Do037a1XrP3i1y8DMRN1y4nBNyU+Xw27TrCFZ2lnZ0LgRdKLTru9O7KPrZx1cl0zunyabYWhL2cG1jyRN7Jeme04ZqT5pHqV7nJrUL02bS+sb1z7ZSS5ddfRALZhw8EOvY4dkqaI+qKID9QqbBz9UmzM0R3edPFIep52cX8n5TbEGA4D40NY1WI/YMLurPAq0PhBSZUNQOcnuqI+1j5imSmp88jjtykyMfqVRVUNQdYGQ8lITZLc1/4wpEIqotM6vdI9Tye7ody3ur/XLNE31To3+CVR75IwXXeV3AwC6OzbMjk+xXoNFTFPbDzTIbhgamBX9g6iyOr8qGoLql56gJFfztY0vGNbOSq9SExzKs1jb7Kr0yhsMa1BWohz25mubGl9QJdV+5aS4oq5tyPnNsQYDgPjAhtldUJLLEfUv6UNshqG+rXyyk57oVHqi9QbZLodN/dJbPkevlJabx/bICQAA0BJfMKx/byzVB0WVshuGjhuapdnDcuT4yodj60tq9NL6fTpQH9Tw3CSdPjZPuV9Zx1Q1BPWv9fu0bm+NUhIcmj8qV1Pzv3xyWcQ09f72Cr2xsVT+UERT+qfr5DG9mqxzdld59fyaEu2s9Cov1a3Tx+VpSHYSOaPkBAB0X5RHAAAAiCvV3qCufHattpTVN7721uYyTV5bot+fOVZuh02Pf7RTD32ws3G+fNsB/WPlHv3ujDGa0C9NW8vrddWza1XR8OVtd68U7td3J/TRj+cMUThi6qZXNuidLeWN82VbD+ifq/booYXj1Ds1Qcu2lOumVzco+JWnjjy7eq9uOn6oThubR86v5AQAdG9smA0AAIC48tAHO5oUHYes3FWtf6zcrU2ldU2KjkPqA2HdunSTIqapu97Y3KToOOTZ1Xv14Y4KvVq4v0khc8ieap/uXbZd3mBYt/97U5NCRpIipnTPW1tVXucn51dyAgC6N/Y8Qo/G7wYAxAf2PIpP7bEGKyraroEDB7X5GFPSm6nHK2xEvw0/KVynnFCZdrgHWp5jbMNqrUucYDnPC+yVz5agSkf0p5QZZkSjvIUqTBxreY7h3g3amjDk8HLWr9a6pMPNuV6FieNinnOCd7XlPJpDvxeswQAgttjzCAAAADFVUND20uiQiGyWRYckBQyXAi3MJclrtLz3YsBwKtjCOUzDJp+t5c2gA4b78HPa2iNny+fwd1LOb2rgwEHf6vcDABAblEcAAADoEJdcctm3Om7bXz7VtvLoVzxNHtRLMweO1G/e3RZ1bjOk2y87R4v/uVq+Lx4p/3Wnzpyk0rqAXi3cH3WeneTSjWcv0GVPr7HMeMXCk/XIih2HlfO2yxbpf/65pkNzXtlJOb8/8yzLDACAro89jwAAABBXLpzaP+rrNkO6cGo/fWd0L2UnNX8UvSTNHZajYbnJOmNcXtR5stuus8b30bmT+sppN6K+57wp/TSxX5om9k2NOh+YmahjB2cdds7huSndJicAoHuz33bbbbfFOkRrIhFTPl/zDfra6t1335IkHXfc3PaKhG6C3w0AiA9JSe7W34ROd7hrsG9raE6yUhMcKtxXK/8XV7tkJ7n0k7lDdeyQbLkcNh01MFPrS2pUXh+QJNlthuaPzNXPThgmh92mqQMyVOcPaUtZnQ7tJT0wM1G/PHWUBmUlKSvJpRG9UrR2T7Vq/WFJUqLTru8d0V8XH5EvSTpmcJZ2VHhVXOltzDalf5p+ddpopSQ4yPmVnACArqmtazA2zEaPxu8GAMQHNsyOT4e7BjtcvmBY60tqZbcZGpuXIoe9+UXzW8rqVFEf1ODsRGUnN18AVzUEtamsTqkJDo3s1fz3LGKaWl9SK18wrNF5KUpyNd/VYW+1T7sqveqV6lZBZuK3ynndbXcpYHPrjuuvjuuch/vzBAB0LWyYDQAAgC4twWnXlPz0Ft8zNCdZyrGepyc6dcSADMv5+pJavbmpTL5gWFXeoGYPzW5SqlQ2BPTWpjIVV3rVO9WtU8b0Vq+UL0uVcMTUxzsrtaKoUjZDCoYjmva1r1dc6dU+Z578Nrfe2VKu+aN6Kdn95TLcFwzrvW3lWre3VikJDjlsxsHvqx1zSp3z8wQAdE+URwAAAOhxTNPU3W9t0Qtr9zW+9uK6fRqak6QHFoxTeqJTnxZX6YYXC9UQDDe+54mPi3Xn/BGaPSxH3mBY1y5Zp8/21DTOn1tTollDsnT3KaPksBl6bvVe/fqdrYokDJEk/fqdbXrsw2L9YcFYDctN1p5qr77/zFrtrfE3nuNvn+7WpTPyddmRBe2SEwCAw8WG2QAAAOhx3thY1qSQOWRLWb1+u2ybAqGIbnplQ5NCRpKCYVO3vL5JVQ1BPfzBzibF0SHLth7QM5/t0Y4DDfrV21sV+domEZXeoH726gZJ0s//vblJcXTIox8Wa9XuqnbJCQDA4eLKIwAAAPQ4/1rfvJA55O3NZZqWn65Kb/TixR+KaOmG/Xq50Poc/1q3TwfqA7LaXHRHhVdvbizVyl3Vlud4ad0+ldYFDi/nxlItmtTX8hwAALRFty+PzvvLSm1OPUmStP6xj/WPi6YowWlvnEdMUyuKKrRqV7U8LrvmjchVfoanyTl2V3n1742lqveHNb5vqmYOypLd9uUjU/2hiN7aVKat5fXKTnLppFG5ykxs+rjTwpIavbftgExTmjkoU+P7pjWZV3mDen1DqfbX+DUoK1EnjMghZwfn/PFLhXov5UTJMLTijyv0z4umKCc5+mNqAQBA93LoqWLRBMOm9lT7Wjx+f11ANb6Q5fxAfaDFryGpydPRrDK2lnNvKzlbywAAQFt026et7aus0ylPrIo6e+jMMZo8MFPV3qCufX69CvfVNs4MSYun5+vyowokSX/57y798T9FTT41GpqTpD8sGKvMRJe2H6jX1c+ta/KpkNth0+0nDdecYTkKR0zd+vpG/XtjWZMMxw3N1i++M0IOu03/2XZAN72yQb4vHp0qSZmJTt135lgN75VMzg7IOfeBDxXNlUcO0CUzBkSdAQA6Dk9bi0+xftpaR/rZKxv0xqayqLN0j1N3zh+uHyxZb3n8nfNH6JEPd1oWQJP7p+mogZm6b3mR5TkeP2e8rnhmrYLh6Mvx8yb3U1md/7BzzhuZazkHAPRsbV2Ddds9j07/U/TiSJKueH69Iqap37y7rUnRIUmmpMc+Kj549czuKv3ha0WHdPAe87vf3CLTNHXjS583u5zYH4ro/722UaW1fj392Z5mRYckvbulXH/9ZLcqGwL66deKDkmqaAjqxy9/Ts4OyHnWE/9tdvwhD67YaTkDAADdx6JJfWU3os++OyFPRxRkakRuctR5Xqpbs4dl69zJ1reDnTu5n04Z01upCdEv9J85KFPj+qRp/qheUeduh00LJuS1S04AAA5Xt73yaOpvl7c471P0ukoGnCDTZo86T67aJlskpJrM4dFPYEbUt+h17Rn0HcuvkV3yoWoyRiiQEP1xpo5ArTLL1qi070xymhH1LVqqPYPmd3jOvQUHb1Wzcs7EPrp+9hDLOQCg/XHlUXzqzlceSdLSDaX6zTtbVf3F7Wd2m6Ezx+XphuMGy24zVFrr109f2aC1e7/cFHtIdpLuPmWkCjITJUkPfbBDf/t0t/xffHCV5LLryqMKdPYX+wwVltToZ69ubHIb3JEDM3Tn/JFKSXDIFwzrzjc2681NZY0ba2cnuXTricM0vSCz3XICABBNW9dg3XLPo0Cg9Xu7/QmZlkWHJAVdKbJFrO9jl2GT35PZ4tcIOlMVdEX/JEiSQq4UBZzW83jKGexGOVsqjiRp5e6qFucAAKB7OHFkro4bmq2Pd1bKFwxrUr80ZSe7G+e5KW49fs4Ebdxfqx0VXuWlupvts3jFUQVaNKmvPi2uks1m6IgB6UpyfbnEHp2XqucXT9XVd/xafptbN33/fzQoK6lxnuC0687vjNQVRxWosKRWqR6HpuZnyPGV/SDbIycAAIejW9625nK1vunxrVctlsdp/e3PmjRa82ZMsv4adkO3X31Zi1/jkgWnaHjv6FfJSNKADI+uPHdBl8h5RSs5b7nqknbIeWmn5GwN+wIAANBzuB02HTM4SyeMyG1SyHzViF4pOnFkrmUhs7OiQVvK6rS1rC7qBtbV3qBq7KmqtaVqa1m9guFIs/f0S/do3shczSjIbFIctWdOAAC+rW5ZHkmS22F9dYkhacbATJ0yunfUuc2Qzp7YVwsm9LG8x/zEkbmaNiBDY/NSo86T3XZ9Z1QvnT2pj2WORZP6at7IXKVZ3As/LCepy+Q8cmBWl8nZLy36guuQC6fmtzgHAACQpGA4oh+9WKj/eWqNnvh4lx79sFjn/nWV7nxjsw7tDPHGxlKd/MjH2ugZpe0Jg/WzVzdqwZ8+1a5WnrQGAEA8sd922223xTpEayIRUz5f8Bsdc8n0AXr0/7N33/FRlWkbx6/JlPRCCp3Qi3QEAQvSFV5wXcGVIkER3VVRV1BWdBXBVQTXtotrwxUxsiIKqKi4iqAoKlWpASRA6CFCBjIJTKa9f7BGI3MCaqYk8/v+Rc595sx9hvnAw8XzPOcr/5sfv3tTVyVGW9QlM0V5hSXaffTHtfyx1ijd07eZLm2WrvR4m+qlxGh1nr3cUzAuaZKqBy5vKas5Shc1rqH1+4+XewxqWrxNj/+ujRqlxalFzQS5vV5tOlSkH3aXMpukEZ3raWz3hrKZo9S5QbK+3H1MxaWesms0z4jXE79vQ58B6POq9nWVvWZf2b4CP/Xk71urIXsDAEDQxcdXHOwjNH7NGCySzPoqT4s2HT7j+PYjDqUnRCspxqJb39wk188GHUVOtzYcOKEhHeoEq1UAAPw61zFYtd0w+wfPfrFLc9cekM8nDTgvQ5MHtDrjnF1Hi7Vu33HF28y6tGmaEqLLz1wpLnVrRe5ROZwedaibpBZ+nmixfr9dOwtKlJFg0yVNUmU1l5/UVeBwauWuY/JKuqhRDdVOiilXd3t9WrnrqPKLStUkLU5dMlMC1uc/Xnld0d5T+tdf/xzWfQb683xv8yHN+GSn3F6pXd0EvTis0xnnAACCgw2zw1N12TD7008/0bJlH1fqNX2SliX2VWmU/0F3kue4MlxHlBvT3PAaFzpWKsVzvFL7Ohd9+vRXr159g/6+AIDwc65jsGofHuFMkydPkiQ99ND0EHcCAMBphEfhqbqMwQIRHnkUpY+SBxjWrd5SZbiP6KCtvuE5HYvXq477zJlLgUZ4BAD4QUQ/bQ0AAAD4Qa9efQMSlmx8cZUOFzn91lrVS9clTVrouZV7DF9/zy03qVlGvGEdAIBwUW03zAYAAAAC6ZpOxg/yGNaprn7XtpZiLP6H2+fXTyY4AgBUGYRHAAAAwK9wbZf6GtqhjqJ+8jRZc5RJN3bP1OXn1VR6QrQe/32bM54E27p2oh4ZfF6QuwUA4Ndj2RoAAADwK0SZTJrUr7lGdamvr/YUyhxl0qVNUpWe8OMm2t0a1tD7f+quFblHdbS4VC1qxuv8+mc+yAMAgHBGeAQAAAD8BvVTYvWHjrGGdZ/PJ5fHK7fXJ7fHJ5/PJ5PJZHg+AADhhvAIAAAACJAvdx/T/e9vU5HTXXasRUa8nh7SVhk/maEEAEA4Y88jAAAAIACOFDn1l3e3lguOJGlHQbHuey8nRF0BAPDLER4BAAAAAfDu5sNyur1+a98eOKEdRxxB7ggAgF+H8AgAAAAIgH32k7+pDgBAuCA8AgAAAAKgblJMxfXkiusAAIQLwiMAAAAgAH7XrrasZv9PVWtdO1Hn1UoMckcAAPw6hEcAAABAANRJitHf/q+Von8WINVLsmna4FYh6goAgF+O8KgKcTjdWrvXri2Hi+Tz+fyek5NfpDV7C1V0yu23/r3Dqe/NaXJExfutuz1efbv/uL7Zf1wuj/8NHvOOlWh1XqHyi5y/7kYAAAAiRN8WGXr/T911cfQBJe//Uv1i9uqtsd1ULzk21K0BAHDOLKFuAGfn8/n0/Jd5mrfugEpcHklSZo1YTerXTBdk1pAkbThwXI989J12HyuRJMVYovSHjnU1rkdjmaNMKin16NGl3+nj7QXyJHSTJI19/VtNGdBSDWqcHry8vyVfMz/fraPFpZKkGrFW3XJJI13Vvo4k6dCJU5qyZLvW7z8uSTKbpN7N0/XXy1ooIZqvEgAAgD8J0RYN6nmRThwr0NUD+sgS5X8pGwAA4crkM5rCEkZcLo/s9pJQtxEyL3+9V8+t3HPG8WhLlF4bdb6sFpNGzllfFiz91JhuDXTrJY018Z0t+nTn0TPqtROj9eaYLlq3/7jGL9wsf1+GGb9rrR5NUjXslbXaZz91Rr17oxqaObTdr7k1AAAkSRkZ7P0SjiJ9DFYZNhw4rvvf36bDP5mx3TUzRdMGn6fkWGsIOwMA4NzHYCxbC3Olbq9eX3/Ab83p9mreNwf05jeH/AZHkjT/m4Pall/kNziSpMNFTv132xFlr9nnNziSpDmr92nZju/9BkeS9PWeUah6fQAAIABJREFUQm0/4jjrvQAAgNDbsGGDsrKyQt1GRCgsKdWdizaXC44kafVeux74YFuIugIA4Jdj5lEQffrpJ1q27ONf9BpHVLw+T+xpWE9yH5dZHhVaUg3PaXZyu3bGtjSsN3Du1QFbPXlNZv8n+HxqWLpHedGNDa/RpmSTMl37DOv+9OnTX7169f1FrwEAVE/MPAqOWbNm6d1331VsbKzmz59/1vOryxgsVF5dvU8zP99tWH/z+i5qlBYXxI4AACiPmUfVhNXnkirI96y+Ull9pRVeI9bnf8bQT69hq+AaVp+rwrok2XyuCusAACD0MjMzNXPmzFC3ETFyjxb/pjoAAOGCXY6DqFevvr9qps0dCzbpqz2Ffmt/vvISxVjM+su7W/3WO9VP1rNXj9MVs1br+2L/AdCMm4drSU6+Xl7lf+bQHy5orGGdLtFV/14tr58cKznGopl/vkPRFrJIAADC2eWXX679+/ef8/lms0kpKcyM+bUapPl/uu0PGtdO4vMFAFQJhEdVwF/6NtPN8zcq/2fr5S9rmaHLW9WUSdIVbWpp8Zb8cvW0eJvu69dcFnOUpg5sqbve3qJTbm+5c27v0ViN0uJ0XddMrdl7XJsOnShXP69Wgm66sKESoi2a0KupnlieW25vpGhLlKYMbElwBABANeTx+Fi29hv0b5amWV/s9vufb43T4tQkKZrPFwAQUue6bI09j6qIolNuvbv5sNbtsyvOZtblrWrqkiapMpl+fNTrl7uP6cOcI3I43epQL1lXtqutlJ88xePQiVNauOGQdn5frIwEm65sW1tt6iSV1V0erz7eXqDPdh6V1+dTj6ZpurxVzXLB0Lb8Ir296bDyi5xqnBqnIR3qqH5KbHA+BABAtcWeR8Gzf/9+TZgwgT2PgmTRxkOavvS7cgFSaqxF/7qmg5qlVzwzCQCAQCM8AgAAVQbhUfAQHgXfweOnNPXVxdqx96A6NqypR/54jeJsBg8qAQAgiAiPAABAlUF4FJ4Yg1WewsJjevLJGZow4R7VqGH8lFwAAIKJ8AgAAFQZhEfhiTEYAADV27mOwdjlGAAAAAAAAIYIjwAAAAAAAGCI8AgAAAAAAACGCI8AAAAAAABgiPAIAAAAAAAAhgiPAAAAAAAAYIjwCAAAAAAAAIYIjwAAAAAAAGCI8AgAAAAAAACGCI8AAAAAAABgiPAIAAAAAAAAhgiPAAAAAAAAYCgg4ZHX69XkyZM1bNgwZWVlKS8vr1x9/vz5GjJkiK655hotX748EC0AAAAAAACgElgCcdGlS5eqtLRUb7zxhr799ltNnz5dzz33nCSpoKBA2dnZWrBggZxOp0aOHKmLL75YNpstEK0AAAAAAADgNwjIzKN169apR48ekqSOHTtq8+bNZbWNGzeqU6dOstlsSkxMVGZmprZt2xaINgAAAAAAAPAbBWTmkcPhUEJCQtnPZrNZbrdbFotFDodDiYmJZbX4+Hg5HI4Kr2c2m5SSEheIVgEAAAAAAFCBgIRHCQkJKi4uLvvZ6/XKYrH4rRUXF5cLk/zxeHyy20sC0SoAAAgDGRkVjwUAAAAQOgFZtnb++edrxYoVkqRvv/1WLVq0KKu1b99e69atk9PpVFFRkXJzc8vVAQAAAAAAED4CMvOof//+WrlypYYPHy6fz6dp06Zp9uzZyszMVN++fZWVlaWRI0fK5/Np/Pjxio6ODkQbAAAAAAAA+I1MPp/PF+omzsbl8rBsDQCAaoxla+GJMRgAANXbuY7BArJsDQAAAAAAANVDlZh5BAAAAAAAgNBg5hEAAAAAAAAMER4BAAAAAADAEOERAAAAAAAADBEeAQAAAAAAwBDhEQAAAAAAAAwRHgEAAAAAAMAQ4REAAAAAAAAMER5FgO3bt2vNmjWhbgOo0IoVK/TGG2/8otfMnDlTr7/+eoA6QiT4Jd+7goICTZkyxbCek5OjZ555ppI6A1AdMAZDVcAYDKHAGKzqMfl8Pl+om0BgzZw5U+np6RoxYkSoWwEqFd9tAEA44+8pVFd8t4HIYwl1A/j1du/erXvvvVcWi0Vms1mPPfaYXnvtNa1Zs0Y+n0/XX3+9zj//fC1atEhWq1Vt2rRRUVGRnn76aUVHRyslJUXTpk2T2+3WnXfeKZ/PJ5fLpalTp6ply5Z64okntHnzZhUXF6tp06Z69NFHQ33LCEO33XabRo8era5du2rjxo165plnlJ6erry8PHm9Xt15553q1q2bBg8erEaNGslms+naa6/VjBkzZLFYlJSUpMcff1wfffSRdu3apbvvvlvPPvusli5dKo/HoxEjRmj48OF6+eWX9f7778tisahLly6aOHFiuT6mT5+udevWSZIGDx6s6667TpMmTZLdbpfdbtcLL7yg5OTkUHxECCM//76OGTOm7Dt2yy23KCUlRZdeeqm6deumqVOnKj4+XmlpaYqOjtZtt92mCRMmaP78+briiivUtWtXbd++XSaTSc8++6y2bt2qefPm6amnntKbb76p119/XV6vV3379tXtt9+u1157TR999JHcbrcSExM1c+ZM2Wy2UH8kAH4FxmAIB4zBUJUwBqv6CI+qsC+//FJt2rTRpEmTtHbtWn300Ufav3+/5s2bJ6fTqWuuuUbZ2dm66qqrlJ6ernbt2qlv3756/fXXVatWLc2ZM0fPPfecunXrpsTERD3xxBPauXOnHA6HHA6HkpKSNHv2bHm9Xg0aNEj5+fmqVatWqG8bYeYPf/iDFi1apK5du2rRokXq0aOHDh8+rGnTpqmwsFCjRo3S+++/r5KSEt16661q3bq1ZsyYof79+2vs2LFatmyZTpw4UXa9rVu3asWKFXrzzTdVWlqqJ554Qtu3b9eSJUs0b948WSwW3X777Vq+fHnZa5YvX679+/dr/vz5crvdGjlypLp37y5J6t69u66//vpgfywIUz//vo4fP16HDx+WdHpK9IIFC2Sz2XTVVVfpscceU/PmzfXUU08pPz+/3HWKi4s1aNAgPfDAA7rrrru0YsUKpaenS5KOHj2qWbNm6d1335XNZtP06dPlcDhkt9v1yiuvKCoqSmPHjtWmTZvUuXPnoH8GAH47xmAIB4zBUJUwBqv6CI+qsKuvvlqzZs3SjTfeqMTERLVq1UpbtmxRVlaWJMntduvgwYNl5xcWFiohIaFs8HHBBRfoySef1MSJE7Vnzx7deuutslgsuuWWWxQdHa1jx45pwoQJiouLU0lJiVwuV0juE+GtR48e+vvf/y673a61a9fK6/Vq/fr12rhxo6TT38PCwkJJUuPGjSVJN998s55//nldd911qlWrltq3b192vd27d6t9+/Yym82KjY3V/fffryVLlqhDhw6yWq2SpC5duui7774re01ubq66dOkik8kkq9WqDh06KDc3t9x7AtKZ39fWrVuX1erXr1/2v1BHjhxR8+bNJUmdO3fWBx98cMa1fnhtnTp15HQ6y47v27dPzZs3V0xMjCTpvvvukyRZrdayP1MPHz4st9sdmJsEEHCMwRAOGIOhKmEMVvWxYXYV9sknn6hz586aM2eOBgwYoIULF6pbt27Kzs7WnDlzNHDgQNWvX18mk0ler1c1atSQw+HQkSNHJEmrV69Wo0aNtGrVKtWsWVMvv/yybrnlFj355JNasWKFDh06pCeffFITJkzQqVOnxPZY8CcqKkoDBgzQlClT1K9fPzVt2lSDBg1Sdna2Zs2apQEDBpRNVY6KOv1HzuLFi3XVVVcpOztbzZs31/z588uu16RJE23dulVer1cul0tjxoxR48aNtXHjRrndbvl8Pq1Zs6bcgKRp06Zl06VdLpe++eYbNWzYUJJkMpmC9VGgCvj599VsNper/aB27drauXOnJGnDhg1+r2X03crMzNSuXbtUWloqSbrjjju0evVqLV26VE8//bQeeOABeb1e/kwFqjDGYAgHjMFQlTAGq/qYeVSFtW3bVhMnTtTMmTMVFRWlf/7zn1q8eLFGjhypkpIS9evXTwkJCWrbtq0ee+wxNW3aVA8//LBuv/12mUwmJScn69FHH5XJZNL48eM1Z84cRUVFady4cWrZsqWeffZZXXPNNbLZbGrQoIGOHDmiBg0ahPq2EYaGDh2qfv366b///a9q1qyp+++/X6NGjZLD4dDIkSPL/YUgSe3atdOkSZMUFxcnq9Wqhx56qOxpNOedd5569OihESNGyOv1asSIEWrVqpUGDhxYdqxz587q16+ftm3bJknq3bu3Vq9erWHDhsnlcmnAgAFq06ZN0D8HVA0//b6uXr3a7zkPPvig7rvvvrLv6C9ZLpKamqqbbrpJo0aNkslkUu/evdWuXTvFxsZqyJAhstlsysjIKPtHJICqhzEYwgVjMFQljMGqNp62BgDAz8ydO1cDBw5UamqqnnrqKVmtVt12222hbgsAAKBaYwwWvph5BADAz6SlpemGG25QXFycEhMTNX369FC3BAAAUO0xBgtfzDwCAAAAAACAITbMBgAAAAAAgCHCIwAAAAAAABgiPAIAAAAAAIAhwiMAYS8nJ0fPPPNMqNsAAACIKIzBAPyADbMBAAAAAABgyBLqBgBUP7t379a9994ri8Uis9msoUOHatGiRYqKilJBQYGGDRuma6+9Vtu3b9fDDz8sSUpJSdG0adMUHx+vhx9+WBs3bpTL5dLtt9+uxMREzZs3T0899ZSWLFmiV155RVFRUercubPuvvturVu3TjNmzJDFYlFSUpIef/xxJSQkhPhTAAAACC7GYAAChfAIQKX78ssv1aZNG02aNElr165Vbm6u8vPz9fbbb8vr9eqKK67QgAED9MADD2jatGlq1qyZ3nzzTb300ktq27atCgsL9dZbb6mgoECvvfaaLrroIkmS3W7XzJkztWDBAsXGxmrixIlauXKlvvjiC/Xv319jx47VsmXLdOLECQYuAAAg4jAGAxAohEcAKt3VV1+tWbNm6cYbb1RiYqIuvvhiderUSTabTZLUvHlz7d27V7m5uZo6daokyeVyqXHjxtq9e7c6duwoScrIyND48eO1atUqSdLevXt17Ngx/fGPf5QkFRcXa9++fbr55pv1/PPP67rrrlOtWrXUvn37ENw1AABAaDEGAxAobJgNoNJ98skn6ty5s+bMmaMBAwZo1qxZysnJkcfj0cmTJ7Vz5041bNhQjRs31owZM5Sdna2JEyeqZ8+eatKkiTZt2iRJKioq0tixY8uuW79+fdWpU0cvv/yysrOzNWrUKHXo0EGLFy/WVVddpezsbDVv3lzz588P1a0DAACEDGMwAIHCzCMAla5t27aaOHGiZs6cqaioKGVlZWnRokW66aabZLfbdcsttyg1NVVTpkzRPffcI4/HI0l65JFH1KhRI3311VcaMWKEPB6Pxo0bV3bd1NRUXX/99crKypLH41G9evU0cOBAlZaWatKkSYqLi5PVatVDDz0UqlsHAAAIGcZgAAKFp60BCLhVq1aVbbYIAACA4GAMBqCysGwNAAAAAAAAhph5BAAAAAAAAEPMPAIAAAAAAIAhwiMAAAAAAAAYIjwCAAAAAACAIcIjAAAAAAAAGCI8AgAAAAAAgCHCIwAAAAAAABgiPAIAAAAAAIAhwiMAAAAAAAAYIjwCAAAAAACAIcIjAAAAAAAAGCI8AgAAAAAAgCHCIwAAAAAAABgiPAIAAAAAAIAhwiMAAAAAAAAYIjwCAAAAAACAIcIjAAAAAAAAGCI8AgAAAAAAgCHCIwAAAAAAABgiPAIAAAAAAIAhwiMAAAAAAAAYIjwCAAAAAACAIcIjAAAAAAAAGCI8AgAAAAAAgCHCIwAAAAAAABgiPAIAAAAAAIAhwiMAAAAAAAAYIjwCAAAAAACAIcIjAAAAAAAAGCI8AgAAAAAAgCHCIwAAAAAAABgiPAIAAAAAAIAhwiMAAAAAAAAYIjwCAAAAAACAIcIjAAAAAAAAGCI8AgAAAAAAgCHCIwAAAAAAABgiPAIAAAAAAIAhwiMAAAAAAAAYIjwCAAAAAACAIcIjAAAAAAAAGCI8AgAAAAAAgCHCIwAAAAAAABgiPAIAAAAAAIAhwiMAAAAAAAAYIjwCAAAAAACAIcIjAAAAAAAAGCI8AgAAAAAAgCHCIwAAAAAAABgiPAIAAAAAAIAhwiMAAAAAAAAYIjwCAAAAAACAIcIjAAAAAAAAGCI8AgAAAAAAgCHCIwAAAAAAABgiPAIAAAAAAIAhwiMAAAAAAAAYIjwCAAAAAACAIcIjAAAAAAAAGCI8AgAAAAAAgCHCIwAAAAAAABgiPAIAAAAAAIAhwiMAAAAAAAAYIjwCAAAAAACAIcIjAAAAAAAAGCI8AgAAAAAAgCHCIwAAAAAAABgiPAIAAAAAAIAhwiMAAAAAAAAYIjwCAAAAAACAIcIjAAAAAAAAGCI8AgAAAAAAgCHCIwAAAAAAABgiPAIAAAAAAIAhwiMAAAAAAAAYIjwCAAAAAACAIcIjAAAAAAAAGCI8AgAAAAAAgCHCIwAAAAAAABgiPAIAAAAAAIAhwiMAAAAAAAAYIjwCAAAAAACAIcIjAAAAAAAAGCI8AgAAAAAAgCHCIwAAAAAAABgiPAIAAAAAAIAhwiMAAAAAAAAYIjwCAAAAAACAIcIjAAAAAAAAGLKEuoFz4fV65fH4Qt0GAAAIEKvVHOoW4AdjMAAAqrdzHYNVifDI4/HJbi8JdRsAACBAMjISQ90C/GAMBgBA9XauYzCWrQEAAAAAAMBQwMKjo0ePqmfPnsrNzS13fPbs2Ro0aJCysrKUlZWlXbt2BaoFAAAAAAAA/EYBWbbmcrk0efJkxcTEnFHbsmWLZsyYobZt2wbirQEAAAAAAFCJAjLzaMaMGRo+fLhq1qx5Rm3Lli168cUXNWLECL3wwguBeHsAAAAAAABUkkqfebRw4UKlpqaqR48eevHFF8+oDxo0SCNHjlRCQoJuu+02LV++XL17967wmmazSSkpcZXdKgAAAAAAAM7C5PP5KvX5q9dee61MJpNMJpNycnLUqFEjPffcc8rIyJDP55PD4VBi4undvOfOnSu73a5x48ZVeE2Xy8OTPgAAqMZ42lp4YgwGAED1dq5jsEqfeTR37tyyX2dlZWnKlCnKyMiQJDkcDg0ePFgffPCB4uLitGrVKg0dOrSyWwAAAAAAAEAlCciG2T+3ePFilZSUaNiwYRo/frxGjx4tm82mCy+8UD179gxGCwAAAAAAAPgVKn3ZWiAwZRoAgOqNZWvhiTEYAADV27mOwQLytDUAAAAAAABUD4RHAAAA1YDL5dJdd92l4cOHa+TIkcrNzS1XX7ZsmYYOHaphw4Zp/vz5IeoSAABURYRHAAAA1cBnn30mt9utefPmady4cXr66afLai6XS48++qhefvllZWdn64033lBBQUEIuwUAAFUJ4REAAEA10LhxY3k8Hnm9XjkcDlksPz4XJTc3V5mZmUpOTpbNZlPnzp21du3aEHYLAACqkqA8bQ0AAACBFRcXpwMHDmjgwIEqLCzU888/X1ZzOBxKTPxxQ8z4+Hg5HI6zXtNsNiklJS4g/QIAgKqD8AgAAKAaeOWVV3TJJZforrvu0qFDh3Tddddp8eLFio6OVkJCgoqLi8vOLS4uLhcmGfF4fDxtDQCAaoynrQEAAESQpKSkskAoOTlZbrdbHo9HktS0aVPl5eXJbrertLRUa9euVadOnULZLgAAqEJMPp/PF+omzsbl8vC/XgAAVGPn+r9eMFZcXKz77rtPBQUFcrlcGj16tCSppKREw4YN07Jly/Svf/1LPp9PQ4cO1bXXXnvWazIGAwCgejvXMRjhEQAACDnCo/DEGAwAgOqNZWsAAAAAAAD4zQiPAAAAAAAAYIjwCAAAAAAAAIYIjwAAAAAAAGDIEuoGEDx7jpXorW8Patvh4zqSt0Pjr7xYvVtnhrotAAAAAAAQxgiPIsQXu47qnne3qtTzv4fr2erpL0v26MZCr/50caOQ9gYAAAAAQEUKTh7RwZIDqhVXW7Vj64S6nYhDeBQBXB6v/vbfHT8GRz/x0td71bdlhpqlx4egMwAAAAAAjJ0oPaEnNk3XyvwV8sork0zqmtFdE9v/VanRqaFuL2Kw51EE+HpPoY6VuAzrS7YeCWI3AAAAAACcmwfW3aPP8z+VV15Jkk8+rSr4SpPWjJfX5w1xd5GD8CgCFDndZ6kbB0sAAAAAAITC5mMbtalwg9/azhPfaXXB10HuKHKxbC0CtK+bJJOkMxetndahbnIw2wEAAAAAVCGffvqJli37OOjvu7/Ofqmhcf25t/+pD/a/G7yG/qdPn/7q1atv0N83lJh5FAHqp8Sqf8sMv7W6iTb1M6gBAAAAABAqVnfF810sZ6mj8ph8Pp/RhJSw4XJ5ZLeXhLqNKs3p9uqJ5Tv1/pb80xtn+3yqZynW8zf0Ue2kmFC3BwCIcBkZiaFuAX4wBgMAhJLD5dA1y67UKc/JM2oWk0Xz+rzNptm/0bmOwZh5FCGiLVG6r38Lvf+n7vrH4CbqeWK5Zl/XneAIAAAAABCWEqwJurvdJJlN5nLHoxSlO9rcRXAURMw8AgAAIcfMo/DEGAwAEA72FO3W4r2L9OmGTxR9KkYPXf2omiW1CHVb1cK5jsFYIAgAAAAAAMJWo8TGur3NBBW8cUSSCI5CgGVrAAAAAAAAMER4BAAAAAAAAEOERwAAAAAAADBEeAQAAAAAAABDhEcAAAAAAAAwRHgEAAAAAAAAQ4RHAAAAAAAAMER4BAAAAAAAAEOERwAAAAAAADBEeAQAAAAAAABDhEcAAAAAAAAwRHgEAAAAAAAAQ4RHAAAAAAAAMER4BAAAAAAAAEOERwAAAAAAADBEeAQAAAAAAABDhEcAAAAAAAAwRHgEAAAAAAAAQ4RHAAAAAAAAMER4BAAAAAAAAEOWUDcAAAAAAACqJ6/Pq6+PfKkc+xYlWZPUp25/pcWklztnf/E+rTi0XE6vU+endVGHtE7l6k6PU58e+kR7GuxWzKkYnXSXKNYSV+6cLYWbtKZglcxRZvWo1UuNEhsH/N4iicnn8/lC3cTZuFwe2e0loW4DAAAESEZGYqhbgB+MwQAAv8XRU9/rnjXjtasot+yYxWTRHW0maHDm7yVJL21/Xq/nZsunH6OJ89O66G+dZyjWEqtt9q3669qJKiwtLKsnWhP10PnT1SGtk0o9pXrom/v15ZEvyr337xterTvaTAjwHVZ95zoGY9kaAAAAAACodI9tfKRccCRJbp9bT29+XLknvtPnhz/Tf3JfLRccSdL6o2v14vZn5fK69MC6SeWCI0kqchVp8vpJOuk+qeydL58RHEnS23lvacm+9yr/piIU4REAAAAAAKhUB0sOaO33q/3WvPLqvb3v6N29Cw1f/9H+Jfrs0DIddX7vt17kKtLyg0v13r53Da/x3r53flnTMER4BAAAAAAAKlX+ycNnzCj6qUMnDym/5LBh/aSnRHmOvArfY29Jno6X2g3rh0sOnr1RnBPCIwAAAAAAUKnqxdVXVAWRQ4P4TNWPb2BYT7AkqllS8wrfo0lCU6VFpxvW68dnnr1RnBPCIwAAAAAAUKlqxtbSRbV6+K1ZTBZdkXmlrmp0teHrB2f+TpfUvlR14ur6radGp6lXnT66suEQw2tUdH38MoRHAAAAAACg0t3d7l61T+1Y7lisOU73dXxQmQmNdEFGd93c6jZZo6zlzulVp6/GtPijzCazHun89zMCpIyYmprW5XHZzNEa0TRLA+oPkkmmsrrZZNboZjeoV52+gbu5CGPy+XzGixDDBI+JBQCgejvXx8QiuBiDAQAqw+bCTcqxb1GyNVmX1L5UcZb4cvVC5zGtzF8hp8ep89MvUOPEJuXqHp9Hq498rZcWPKcYZ4z++efnZY6ylDtnn2Ov1nz/tcwmiy6u1UPpMRkBv6/q4FzHYJaznwIAAAAAAPDrtK3RTm1rtDOs14hO1eDM3xvWzSazLqx1sZYcXnz656gzo4wGCZlqkMAeR4HCsjUAAAAAAAAYIjwCAAAAAACAIcIjAAAAAAAAGCI8ijCFJaX6dv9x7befDHUrAAAAAACgCmDD7AhxyuXR35ft1JKcI3J5Tj9gr0uDZD1weUvVTY4JcXcAAAAAACBcMfMoQkz9cIfe3ZxfFhxJ0tp9x3XrmxvldHtD2BkAAAAAAMbyTx7W7B2ztK1ZjvY02K0DxftD3VLEITyKAHsLT+qTHQV+aweOn9JH244EuSMAAAAAAM7uq/yVuu6z4creOVvfpxdof719GrNipJYd/DjUrUUUk8/n8539tNByuTyy20tC3cZv9umnn2jZsuB/wQ9Y62pjXEfDegPnXrU9tTmIHZ3Wp09/9erVN+jvCwAIPxkZiaFuAX5UlzEYAKBqOuku0TXLfq9it+OMmi3Kpjf6vK1kW0oIOqs+znUMxsyjCGD1uX5THQAAAACAYPs8/zO/wZEklXpLtezg0iB3FLnYMDuIevXqG5KZNi6PV4NfXKVjJf5Doml/ukZN0+OD3BUAAAAAAMbszsKK66UV11F5mHkUAazmKD04oKWiLWf+dv/pooYERwAAAACAsNMsqUWF9eZnqaPyEB5FiIsap+r10Z01snM9pbkKVK90v2YN66AbL2wY6tYAAAAAADjD+eld1CKpld9aZnxDXVjrkiB3FLkIjyJIgxqxGt+rqbqWrFH7kxvVsX5yqFsCAAAAAMDQtAv+rk5pncsda1OjnaZ3fVJmkzlEXUUe9jwCAAAAAABhKTU6TU90m6k8xx49NuthxThj9MSkZ0LdVsQhPAIAAAAAAGGtYUIjpRWmh7qNiMWyNQAAAAAAABgiPAIAAAAAAIAhwiMAAAAAAAAYIjwCAAAAAACAIcIjAAAAAAAAGCI8AgAAAAAAgCFLqBsAAABA5Vi4cKEWLVokSXI6ncrJydHKlSuVlJQkSXqH2mGZAAAgAElEQVT44Ye1fv16xcfHS5KeffZZJSYmhqxfAABQNRAeAQAAVBNDhgzRkCFDJElTp07V0KFDy4IjSdqyZYteeuklpaamhqpFAABQBbFsDQAAoJrZtGmTdu7cqWHDhpUd83q9ysvL0+TJkzV8+HC99dZbIewQAABUJcw8AgAAqGZeeOEFjRs3rtyxkpISjRo1SmPGjJHH49Ho0aPVtm1btWrVyvA6ZrNJKSlxgW4XAIBzYrGcnv/C303BR3gEAABQjZw4cUK7du1S9+7dyx2PjY3V6NGjFRsbK0nq3r27tm3bVmF45PH4ZLeXBLRfAADOldvtlST+bqpEGRnntvchy9YiyAdb85WVvV4fJg3Q8sTeeumrPLk83lC3BQAAKtGaNWt00UUXnXF8z549GjlypDwej1wul9avX682bdqEoEMAAFDVMPMoQsxetVfPfrHn9A+mKJ0yxeqFL/O06dAJPX1VW5lMppD2BwAAKsfu3btVv379sp9nz56tzMxM9e3bV1dccYWuueYaWa1WXXnllWrevHkIOwUAAFWFyefz+ULdxNm4XB6mpf0Gx0+6NOjFVXK6/c8yemZoO3VrVCPIXQEA8KNznTKN4GIMBgAIJ5MnT5IkPfTQ9BB3Un2wbA1lVu+1GwZHkrQi92gQuwEAAAAAAFUJ4VEEONvksrCfegYAAAAAAEKG8CgCdGtYQ9EW49/qnk3TgtgNAAAAAACoSgiPIkByrFU3dMv0W7uwUQ11bZgS5I4AAAAAAEBVwdPWIsQN3TNVOyla/1l3QDvyTyja59R1l7TS6Asa8KQ1AAAAAABgiJlHEeT/WtfSa1nna8CJD9W7aLluvLChbBUsZwMAAAAAAGDmEQAAAAAACFtLD/xXb+e9pR2dtyvGGaMP9i3WwPqDWUUTRIRHAAAAAAAgLL20/Xn9J/fV0z9YJYfVocc3Parvjm/Xn9veHdrmIghrlgAAAAAAQNg5cjJf83bN9Vt7Z+9C7XXsCW5DEYzwCAAAAAAAhJ2V+Z/L6/MY1j8//FkQu4lshEcAAAAAACDsVBQcSZLnLHVUHsIjAAAAAAAQdrpmXCiTjDfF7l7zoiB2E9kIjwAAAAAAQNhpkJCpAfUH+a1dWruXWiS3CnJHkYunrQEAAAAAgLA0od09qhdfX+/kLVTBqSOylto0ovUojWp2fahbiyjMPAIAAAAAAGHJbDJrZNPReqPP27pw1cXqur6brm9xoyxRzIUJJj5tAAAAAAAQ9sw+c6hbiFjMPAIAAAAAAIAhwiMAAAAAAAAYIjwCAAAAAACAIfY8iiD77Sf11reHtCbuAkX7nPp2/3F1rJ8c6rYAAAAAAEAYC9jMo6NHj6pnz57Kzc0td3zZsmUaOnSohg0bpvnz5wfq7fEzX+05puFz1mnuuv363pqhA7b6uumNDfr313mhbg0AAAAAgAp5fV65zW755At1KxEpIDOPXC6XJk+erJiYmDOOP/roo3rrrbcUGxurESNGqHfv3srIyAhEG/gft8erKUu2y+n2nlF7fmWeejdPV5O0+BB0BgAAAACAMY/Xrbm5r+qdvIUqvOCYLC6rXtr+vEY3u0E2sy3U7UWMgMw8mjFjhoYPH66aNWuWO56bm6vMzEwlJyfLZrOpc+fOWrt2bSBawE+syrPrWInLsP7B1iNB7AYAAAAAgHPz2KZpeuW7l1RYekyS5La69J/cV/XQN/eHuLPIUukzjxYuXKjU1FT16NFDL774Yrmaw+FQYmJi2c/x8fFyOBxnvabZbFJKSlxltxox3FH2CuunvD4+XwAAAABAWMlz7NHHBz70W/vyyBfKsW/ReSltgtxVZKr08GjBggUymUz66quvlJOTo3vuuUfPPfecMjIylJCQoOLi4rJzi4uLy4VJRjwen+z2kspuNWI0To6WSTJcGdoyLY7PFwAQUhkZZx8PAACAyLKmYFWF9dUFXxMeBUmlh0dz584t+3VWVpamTJlStqdR06ZNlZeXJ7vdrri4OK1du1Zjx46t7BbwM5k1YtW3RbqW7vj+jFrd5Bhd1qqmn1cBAAAAABA61qiKIwuryRqkThCwp6391OLFi/XGG2/IarVq0qRJGjt2rIYPH66hQ4eqVq1awWgh4j04oKWuaFNLVrOp7FjnBsl69g/tFG0JytcAAAAAAIBzdlGtS2U2mf3WTDKpR+1ewW0ogpl8Pl/YP+fO5fKwrKqSFJaU6oG/P6Von1NPTJkc6nYAAJDEsrVwxRgMABBqr+x4Sa/ufPmM40MbDdO41n8OQUfVy7mOwSp92RrCW404m1I9haFuAwAAAACAs7q+xY1qlNhEb+e9pW2HtyraGaNxl/xZl9UbGOrWIgrrlQAAAAAAQNjqVaePnu7+rLqu764OWzoSHIUA4REAAAAAAAAMER4BAAAAAADAEOERAAAAAAAADBEeAQAAAAAAwBDhEQAAAAAAAAwRHgEAAAAAgJDa68jTzhM75Pa6/daPl9rliC9SqaXUb93j8yj3xHfaU7Q7kG1GLEuoGwAAAAAAAJFpw7Fv9MyWp5Vb9J0kKTU6TVnNrteVDYdKkkrcxfrnlie1/NBSudq5ZPKa9NA3D+jONhOVZEuSJH24/33N3jFLBaeOSJIaJjTSrefdoQsyuofmpqohZh4BAAAAAICg2120S5NWTygLjiTpmPOo/rHlCX2wb7Ek6cF19+mjA0vk8rokSb4onz499InuXXuXfD6fPj20TI9tfKQsOJKkPMce/XXtX5Rj3xrcG6rGCI8AAAAAAEDQLdj9hpxep9/a3Nw52lK4WeuOrvFbz7Fv0brv12juzjl+626fW2/smltpvUY6wiMAAAAAABB0Gws3GNYOlRzU6iNfVfj69UfXlpu19HObjhlfH78M4REAAAAAAAi6eEu8YS3KZFZydHKFr0+0JsoaZTO+vjXhV/eG8giPqhF7iUsLNhzUnNX7tOHA8TPqXp9PX+w6qtzoJjpgraeTLk8IugQAAAAAQOpX9zLDWveMC9Wv7gBFR0X7rZtNZvWrN0A9a/f+VdfHL8PT1qqJRRsP6fFlO1Xq8ZUd69wgWY9f2UYJ0RYdPH5Kdy7crN3HSqSYVpKkwS+u0rRB56lboxqhahsAAAAAEKGuyLxKK498rm+Pri93PC06Xbecd4eSbEm6vc0EPblphrzyljvnT61uU0ZMhm5qdau2FG7SoZMHy9VbJbfWHxoPD/g9RAqTz+fznf200HK5PLLbS0LdRtjacrhIY+Z+I3+/kQPOq6m//V8rZWWv17YjjjPqsdYovXNjV9WIM57qBwBAoGVkJIa6BfjBGAwAEGgur0tLD/xXnx76RE6vU53TLtAVmb9XSvSPkxy223P0zt6F+nLr54p2xuiB3/1NbWu0K6sXuU7ovb3vaHXB17KYLOpRu5cur/9/ijb7n7WEH53rGIzwqBqY+uF2vbcl32/NEmXS41e20Z2LNhu+/o5LGyvrggaBag8AgLMiPApPjMEAAOFk8uRJkqSHHpoe4k6qj3Mdg7HnUTWw337SsOb2+pSTX1Th6/cWGr8eAAAAAABENsKjaqBecoxhzRxlUsuaxjvYn+31AAAAAAAgshEeVQNDO9SVyaDWp3m6ejRNV/MM/wFStCVKV7StHbjmAAAAAABAlUZ4VA20q5uku/s0kyWqfITUvm6SJvVrJkl67Het1SCl/AyjeJtZM65orbR4NssGAAAAAAD+WULdACrHNZ3qqk+LdC3dXiCH062O9ZLVJTOlrF4/JVbzx1ygz3OP6sX5byvGe0ozb7tZCdF8BQAAAAAAgDGSg2okPd6m4efXM6xbokzq3Txdy507JYngCAAAAABQJew8sUMFqQWKcbJnbyiQHgAAAAAAgLBUcKpAf/vmAW0u3Ci1OH3s5i9u0OTz/6a6ccaTJ1C52PMIAAAAAACEHZ/Pp/vW3H06OPqJHSe26Z7V4+XxukPUWeQhPAIAAAAAAGFn/dG1yi36zm/tQMl+rcz/PMgdRS7CIwAAAAAAEHZyT/gPjsrqRTuD1AkIjwAAAAAAQNipEZ1aYT31LHVUHsIjAAAAAAAQdnrU7qVEa6LfWnRUtHrX6R/kjiIX4REAAAAAAAg7MeYY/bXjVMWYY8odt0ZZdW+HyUqyJYWos8hDeAQAAAAAAMJS14zuyu45Xze0+KNqFtRU5r6Gyu45X5fW6R3q1iKKJdQNAAAAAAAAGEmLSdeoZtdrx6vbJEk1Y2uFuKPIw8wjAAAAAAAAGCI8AgAAAAAAgCHCIwAAAAAAABgiPKpm9hwr0ZZDJ3TK5fFbP37SJbs5WSdNMX7rXp9P2484tD3fIY/X5/ec/CKnNh86IXuJq9L6BoBwceRkvnLsW3S89LjfutPjVI59q/Y69gS3MQAAACBE2DC7msjJL9KjH3+nnHyHJCkx2qIRnevpxu6ZMplMcrq9enJ5rt7fmi9nwsWSz6fb39qkv17WXLWTTgdJy3YU6B8rduvg8VOSpNqJ0RrXo7EGnFdTkvS9w6lHPv5OK3cdk0+S1WzSgFY1NbFvM8VazSG5bwCoLAWnCvTEpulaU/C1fPLJGmVT/3qX67bW48seDzt35xzN3/0fFbmKJEkNYxrpL+ffr/NSWoeydQAAACCgmHlUDRw+cUrj3txUFhxJUpHTrRe/zNO/v94rSfrbf7dr4cZDcrq9p08wmfR1XqFufXOjnG6v1uwt1L3v5ZQFR5J0uMipyR9s0xe7jsrt9enWtzbpi/8FR5Lk8vi0eEu+Hnh/W7BuFQACwuV16e5Vt2t1wVfy/e9POZe3VB/sW6zpGx6SJL2em61/73ihLDiSpLxTe/SX1X/W4ZJDIekbAIBK4T6p6O0LFbvuGdl2LZG87lB3BCDMMPOoGnhrwyEVOf3/Af/6+gPq3TxdH20r8FvfZz+lpdsLtCQnX/5WqfkkzV61T063V7uPlvi9xme5R5X7fbGapsf/2lsAgJBacXi59hXvNah9qtwTOzV/9+t+68XuYi3Ke1O3nHdHIFsEACAgLAdXK/nDmxR18mjZMU9Spo4PflWeGs1C2BmAcEJ4VA1sPOB/Xw5JOnHKreXffS//uxedtuHgcW04cMKwvungCX1bO6HCHjYcPEF4BKDK2ly4qcL6yvzPdbzUbljfcpbXA8GycOFCLVq0SJLkdDqVk5OjlStXKikpSZI0f/58zZs3TxaLRbfccot69+4dynYBhJip1KHkD8Yoyln+3xPmE3uV9P4YFV77mWRisQoAwqNqISG64t/GtHhbhfXEaIsSYyw65Sj1W4+PNisp2nrWawBAVZVgqTggT41OrbAef5bXA8EyZMgQDRkyRJI0depUDR06tCw4KigoUHZ2thYsWCCn06mRI0fq4osvls1W8TgBQPUVvePtM4KjH1iO75Z13wq5MnsFtykAYYl/8VcDA1vX0ue7jvmttauTqMFtaun5lXt0zODpaAPPqyVJenXNfsP6gPNqatZXeX5nMCVGW9SjScX/sAKAcNav3uWamzvHby3JmqTL6g3Q0oP/1cZj3xq+HggnmzZt0s6dO/Xggw+WHdu4caM6deokm80mm82mzMxMbdu2Te3btw9hpwAk6dNPP9GyZR8H/X2HJKxT/woWD3w49x/67OSHwWvof/r06a9evfoG/X0BGCM8qgb6tkhXvxYZWrqj/L5GyTEWTerXXFZzlO6/rIUmLd6qUk/5+Gds90w1y4jXmKRMfb2nUDsKisvVG6fF6Y8XNlRKnFW3XtJI//piT7m6Jcqkv17WXDE8bQ1AFdYwoZHGNL9Js7+bVe64Ncqqu9rdK5s5Wn9uc5fuWnW77D9bvtY58QL1qds/mO0CZ/XCCy9o3Lhx5Y45HA4lJiaW/RwfHy+Hw/Hzl5ZjNpuUkhIXkB4B/CguziaLJfjLw475kiqsFyopJH3Fxdn4swd+/fB95PsRfIRH1UCUyaRHBrdSv+/S9WHOETmcbrWvl6yrO9RRRkK0JKlH0zTNzeqstzYc1MdrNinae0qTrx2oLpkpkk4vffv3iI56b0u+Pss9Kp/Ppx5N0nRF29qKs50Ohq7vlqkO9ZK1aOMhHXE41Sg1Tld3rKtm7HUEoBrIaj5G7VM76v197+j7U9+rYWJjXZk5RI0SG0uSGic21Us9svVu3iItWD1fpUVO1bHX1fRJ/8/efYdHVaZvHP9OyUwy6ZUklBR67wIKAoK4CgoWsGJ3bayuvayi4q5t3V3dtbI/xXXtZUVEFJUqSi+CdEiAhIQUSC8zmZnz+yMSjZkJqCQDyf25Lq8Lzn3Oe54Th0nmyXve83csJjXQ5fhRWlpKRkYGQ4cOrbc9LCyMiooff0lUUVFRr5nki8djUFzs+4EZInLsnHTSCE46aUSzn9fkKsP7nyGYXQ3XP/VEpHDBTbMCtuaR3nvEF/cPTw/X6+PYiY9v/GeBw9Q8aiHMJhNjusQzpku8331SYx3ceVonShf/HwCDOlxcLw8OsnBBv2Qu6Jfsd4z+7SLp3y7y2BQtInKc6Rvbn76x/f3mMfZYruxyLSODTmP69Ht4+NG/qHEkx53Vq1dz8sknN9jep08fnnnmGZxOJy6Xi927d9OlS5cAVCgixwvDFk7pWa8Q8dm19dY+8oQlU3LWq1osW0TqqHkkIiLyC6WlpfPf/74f6DJEfMrMzKRdu3Z1f581axYdOnRgzJgxTJ06lUsuuQTDMLjtttuw2+0BrFREjgc1bYdx8IrVzPvrFcRYKjj1/JtwpZ0BlsYfmCMirYuaRyIiIiItyLXXXlvv71dddVXdn6dMmcKUKVOauyQROd4FOVhR3RGAoZ0mBLgYETkeaR6iiIiIiIiIiIj4peaRiIiIiIiIiIj4peaRiIiIiIiIiIj4peaRiIiIiIiIiIj4peaRiIiIiIiIiIj4paetiYiIiIiItGLm8hzODN1IjLmSkPUvU919CkZwdKDLklbk+6JNLM5dQI3HRf+4QYxocyoW84/timJnEZ/vn8fOtB0EO4M5WF1IbHBcXe4xPKzI/4ZVBSuxmiycmjiavrH9A3EpLZbJMAwj0EUcSU2Nh+LiykCX0WJMn34vADNmPBHgSkRERGrFx4cHugTxQT+DibR8tl1zifjyFkxeV902ry2c0vGvUZM8JICVSWtgGAZ/2/QE87I/qbe9c0RX/nrSs0TYIlhXuIYH195LlefH70c2s40H+z/KKW1GUOWu5J7Vt/N90cZ6Y4xKGsOf+j2MxWRplms5UR3tz2C6bU1ERERERKQVMlUdJOKrW+s1jgDMrjLC598IHpefI0WOja9y5jdoHAHsLN3Oi1v/idPjZMb6B+o1jgBcXhd/2fAw5TVlvLJjZoPGEcDi3AXM2ftRk9Xe2ui2NRERERERkVYoePv/MHmcPjNLZT62vQtwpZ/ZzFXJT7366kz27MkIdBlNZmOP7yDCd/Zl1ufsXrKL0k6lPvNqTxV/fPkm9nbY47ez8erql1n/6ppjU+xxKDU1nauv/n2znEszj0RERERERFohc8WBI+R5zVSJ+LNnTwaZmS23eeQK8j+7zWv2Uh1c3ejxTrsTj9Xzq8Y/0WVmZjRrY1Ezj0RERERERFohd1z3RnNPbOO5NI+0tPQWu17tw+vuZ+mBxT6zaFs0N028hfvX3un3+GvGX8/M7S9woCrXZ94nqV+L/dodXsu4uah51EKUVbt5deU+Pt+aT4XLTd/kSK4c0p6B7aPq9vliWz5vr9vP1ohx2L1OXlu5j8sGtcNqqZ2All1cxf+t2MfSXQcxMBieHss1QzqQGusI1GWJiIiIiEgTcXacgGfFk1jKG37wrknoqwWzpcmdn3ohyw4sxYu3QTYp5QKGJAwjLSydzPKGM2ySQpIZnjiSQ66DPLflGd/jp114zGturXTbWgtQVePh+ve+44012RRWuKiq8bJibxE3v7+RxTsLAXh9VRZ/+nQb3+eW4TFZqbSE8vyyPdw9ZwtQ2zi66q0NfLo5jzKnm3Knh8+35nP12xvIOFgRyMsTEREREZGmYA2m5Oy3cEd3qbe5JnEQpWe9EqCipDXpHdOXu/rcT5j1xyd+WUwWJqVcwKWdrsBkMvHY4KfpGll/Flx6eCeePOkfWM1WzkudwsXpUwkyB9XlDquDW3vewdCEk5vtWlo6zTxqAeZsOsDOgoYNHo8B/1yawYB2kcxcvtfnsV9nHGLV3iLmbc2nuKqmQV7mdPPvb/fy+Nk9jnndIiIiIiISWJ6YzhRdspDXH72aaEsF5177J9wJfQJdlrQiZ7Q7i5FJp7GmYCVOr5N+MQOIDY6ry9uEJPLiKa+wtXgL+yuySHQk0yu6d70xrut2I5PTLmL9wbVYzFYGxQ3GYQ1t7ktp0dQ8agGW7D7oN8sqrubj7w/gdDecBlh3/K6DLN3lf4zGxhcRERERkRPfrpoEqIGz1TiSAAi2BDM8cWSj+3SP6kH3KP+TGqLs0YxOHnusS5Mf6La1FsAwjN+WA95G9jnC4SIiIiIiIiLSgql51AKM6BjrN0uOsDOhVyJ2q///1SM6xjQ6xvD0mN9Un4iIiIiIiIicuNQ8agHO6ZVIakxIg+0m4OYRacQ4bFwxuL3PY4ekRDE0JZprhnQgzG5pkDuCLFw3LOVYlywiIiIiIiIiJwg1j1qAMLuVmRf25YK+SYTZLZiAvskR/OPcXozrlgDAdSen8OAZXegY5wDA7q3mmqEd+NukXphMJlJjHbxycT/GdokjyGLCajYxqlMs/76oL10SwgJ4dSIiIiIiIiISSFowu4WIdti4Z2xn7hnbGcMwMJlMDfY5p1ci5/RK5MHp92ICbjhlXL08PTa07qlq/sYQERERERERkdalVTSPXn11Jnv2ZAS6jOPGnszar8X06fcGuJLjQ2pqOldf/ftAlyEiIiIiEhDWA2u5POJbYiwVhC0xU9Xrcjyx3QJdlrQSbq+bRblfsTh3IS6Pk/5xAxnffiKRtsi6fXaX7mTO3o/IqtxHUkgyZ3eYRLdGnrwmx16raB7t2ZNBZmYGaWnpgS7luBAdHR3oEo4bmZlqKoqIiIhI6xWy/mXCvn2UYYeXUP3+dYK3vEXZ2H/i7HxOQGuTlq/GW8P9a+5kbeHqum1rD65mzt6PeGboCyQ6kvgi+zOe2vQYXsMDwAbW8Xn2p/yhx+1MSj0/UKW3Oq2ieQSQlpbOjBlPBLoMOc5o9pWIiIiItFbm0ixCl/+lwXaT103Y4ntwpowBW2gAKpPWYu6+j+s1jg7Lr87j+a3Pck+fP/HM5r/WNY4OMzB4fuszDE88lbjg+OYqt1XTgtkiIiIiIiKtUPCO2ZgMr8/M7CrDvueL5i1IWp0v93/uN1ue/w1f7v+cak+1z9xjeFiUu6CpSpOfUfNIRERERESkFTK5ShrPnaXNVIm0VuXucr+Z1/BQ5Cxq/PiasmNdkvih5pGIiIiIiEgrVJM4qNHcnTiwmSqR1qpnVC+/WWJIEoPjhzR+fHTvY12S+KHmkYiIiIiISCvkSj0dt5+nqjk7jMYd7/+DvcixMDntYmxmm8/s4o5T6R3Tl36xA3zmXSO7MTiu8eaSHDtqHomIiIiIiLRGZgvFZ7+FM3UsXsMEgGEOorrr+ZSe8VKAi5PWID2iI48NepqUsLS6bVG2KG7qfitnd5gEwIwBTzA6aSwWkwUAM2ZOaXMqTwz+OyaTKSB1t0at5mlrIiIiIiIiUp8RmkDp+Nf4+8N/INpSydV3PInhiAt0WdKKDIgbxKxT3ySjdDdOr5OO4Z2wWX6cjRQWFMaD/WdwyHmIA5U5JIS00RPWAkDNIxERERERkVau2BtKsTdUjSMJmPSIjo3mMfYYYuwxzVSN/JxuWxMREREREREREb/UPBIREREREREREb/UPBIREREREREREb+05lELYRgG32YW8dnWPCpcHvomRzCpdxJRjqC6fXJKqvnfxlx2F1YQG2pjUu9EeiVF1OUut5cvtuezZNdBAIanx3BGtwSCgyzNfj0iIsejUlcp87LmsLHoOxwWB2OSxzE04WQ96UNEREREWjQ1j1oAwzCYMX8Hczfn1W1blnGIt9ft56UpfUmLdbBybxF3zt5Mtdtbt8/Hmw4wbUQaV5zUnkqXh2kfbGRTblldvnjXQT7YkMsLk/sQHqyXioi0blnl+7h95TQOOgvrti3M/ZKxyWdwX9/paiCJiIiISIuljkALsHjXwXqNo8MOVdbw+Jc7eGFyHx7+bHu9xtFhz32dyakdY/l8a169xtFh2/LL+ffyvdw+uvGV70VEWrpnNz9dr3F02Fc58xmWcAqjk8cGoCoREZHGmSoLcGyYiS1zPiavB2fqGKr63YA3PLluH/v2/3FH9HyiLZWEz8miqs/VuFLH1OWWQzsIWf8ytpzlGNYQnJ3PoarPNRi2sEBckpxgthZv4f3Mt9lavJnwoAjOaHsm56ScR5C59i6Z8ppyPtzzLotzF+LyOOkfN5AL0y6lfViHujG+yVvK7D0fklWxjyRHMud0OLfez165lTm8l/EWqwpXYDVZOTVxFBekXUSkLQoAj+Fh7r6P+Tz7U4pdRXSK6MLktIvoE9Oveb8YJzA1j1qAT300jg5bv7+UeVvzKaxw+d1n3pY85m3xP8a8LXlqHonIcWHx4gUsXPhls5/XaXOybsAav/lzi55h0favmrGiH5122umMGjXmyDuKiEirY67II+rDSVjKsuq2OTa+SvDOTyg6/yO8kamELn0Qx6ZZRNh+2CFrCbasJZSf/CBV/a/HemAdUR9fhMldWTeGdeVfsWXMp3jS+2ALbearkhPJt3nLeHjd/bgNNwB5VQfYVbqDVQUreGzQX6nyVPPHFTeSUba77pjcrByW5C7kb0Oeo0tkV97Y9Rqv7phZl+dX5/HdofXsKN3O9d1uZl/5Hm5ZfiOlNSV1+7y5+3WW5C7in8NeItIWxaPrH2TpgcV1eV7VAZbnLeO+ftMZkzyu6TWWOFMAACAASURBVL8QLYAWzG4BSqprGs3zy5xHPL6k2u03L612YxjGr6pNRKQlcFsbf589Ui4iIhIIjrX/qtc4OsxcVUDoyqexHNyGY9Msn8eGrnwKU3URYd88Uq9xdFhQwUZCtrx5zGuWlsNreHluyz/qGkc/tbpwJV/nLWH23g/qNY4Oq3BX8PK25zhYXch/dr7ic/z3Mt5if0U2/97+Ur3G0WHZlVm8m/kWqwtX1msc1dWHlxe2PEuNVz/HHQ3NPGoBeiVFsGF/qc8szG5hRHoMM7/di7/2T6/ECLKKqliT1fAfHECPxHCt5SEix4VRo8YEZJaNy+NkysKJlNb4fq89vffvmHbhbc1clYiISONsu+f5zewZn+GJSPGbmzxO7NveJ+jAWv9j7JpLVb/f/6YapeXaXrKNA1W5fvPFuQvZX5HtN19/cC1f7p+Px/D4zA0MFuZ8yfL8b/yOsTR3EaUu359zAYpcRXx3cD2D4k/yu4/U0syjFmByv2RCbb6fiDalXzJd24QzqnOczzwpws64bvFMHdwef+2hK05qf4wqFRE5Mdksds5LneIzC7aEcG7K5GauSERE5MhMnkbuQPC4MHkbv0PBVFPV+AkaG19avRqv/6VTAFxe1xH3cR7hNVbtqcbrp7l0tOfQzKOjo+ZRC5AcGcyz5/UiLcZRty3YambqoHZcf0oqAI+c2ZUzuydgMf/YIuqbHMELk/sQHGTh5LQYHj6zK3Ghtro8xhHE/ad3ZrSfxpOISGtyWacruaTj5QRbQuq2tQ/twOODn6ZtaLsAViYiIuKbq/2pfrOadsNxdRjtNzcw4ex8Du7INP9jdBj5m+qTlq1rZHfCg8L95oPjhjQ64yc9vCOnJo1q9BwntxlOz+jefvNBcScxKG6I3zzYEkzvmD6NnkNq6ba1FqJv20jeu2oQ2/PKKXO66ZoQRnjwj/97Q4IszDirG7ecmsaeQ1XEhdpIjXXUG+OsHm0Y1zWezQfKMAzomRROkEX9RRERALPJzLVdb+Di9Knc9+wdWD0W/n7P84EuS0RExK/KgX/AvucrTO76M4gMcxAVg2/DnXwSrranYNvf8Laf6m5T8EalUTnkTiK+uLlB7g2Jo6r3VU1VurQAdoudSztewUvbnmuQtXW044x2Z1JaU8pX+79osGaRCRNXdr6WtPB0Tks6nYW5DR+YMiR+GD2je3Nl52u5Z/XtDWYgOawOLup4GUkhybyX+TYZZbsajDE57WLCGmlwyY/UGWhhurYJY1CHqHqNo5+KC7MzqENUg8bRYVaLmb5tI+nXLlKNIxERH0KDQokqjSKsQj9oiIjI8c0T14PiSe/hantK3baaxEGUnP0G7uTaGR8l42dR2ecaqry1j033hsRRMfh2ykc/BYCz80RKfvcy7thuABgmC860Myg+7394w5Ka+YrkRDMl/RJu73UPyY62AASZbYxNHsczQ1/AYQ0lMSSJZ4a+wNCEUzD/0J7oFNGFGQOfYHhi7cy2e/s+yKUdryDSFgVAmDWcyWkX88iAxwAYGDeYxwc9TbfIHkBt42lQ3En8Y8jzpISlYrPY+NuQf3JmuwnYzXYAEoLbMK3HH7mqy3XN+vU4kWnmkYiIiIiISAvlbtOfkknvYnKWguHFCI6qv0OQg4oRj/DIl5U4TDXc9dDTYK7/MdHVcTyujuMxVR3CsNjBFtqMVyAnugkdJjK+/TmUuIoJsTqwW+z18tTwNB4b9Fcq3RXUeN1E2iLr5VazlWu6Xs+Vna+htKaU8KAIrD97jQ6OH8Lg+CGUukqxmCyEBtV/jUbaorirz/3c2vMOKt2VRNgiMZs0WeKXUPNIRERERESkhTPsEY3mHiyUGZYGjaN6Y4TEHOuypJUwmUxE2aMb3cdhbbwpaTFbibY3/hqMsDX+OrdZ7Nh+1rySo6NWm4iIiIiIiIiI+KXmkYiIiIiIiIiI+KXmkYiIiIiIiIiI+KXmkYiIiIiIiIiI+KXmkYiIiIiISEtnGGB4G93FROO5iLReetqaiIiIiIhIC2U5tIPQVU9jy/wSDC+uDqOoPOkO3Al9anfw1OBY9xyPx31IlKUKz3+/oarP1VT1uRpMpsAWLyLHDTWPREREREREWiBL0W6i/ncuZmdJ3Tb73gXY9n9L8bkf4E7oS8T8G7BnzgfLD8eU7iVs2UOYS/dRMeKRAFUuIscb3bYmIiIiIiLSAjnW/qte4+gwk7sKx+p/YM1dU9s48iFk02uYy3KaukQROUGoeSQiIiIiItIC2fYuaCRbiD3zC7+5yfBg27ewKcoSkROQmkciIiIiIiItkamRj3smM4bJ8uuPF5FWRWsenUC255WzNruYkCALozvHERUSVC8vra5h0c5Cyp0e+rWNoGdSRL3cMAxW7i1iV2El8aE2RnWOw26t/w0ht7Sar3cfxGvA8PQY2kWF1Mtdbi9Ldh8kr8xJWqyDYanRmH+2kN6R6hQRERERkabnTBtHyJa3fWau1NNxdTyT0HX/8pkb5iBcKWOasjwROYGoeXQCqK7xcN/crSzLOFS37W+LdnPryHQm90sGYM73B3hqwS6c7h8frzkkJYonz+lBqM3KgdJqbvtoM7sKK+ryyGArj5/dncEdogF4ZnEGb6/LxmvU5n9ftJvz+yZx95hOmEwmvttfwt1ztnCosqZujNSYEP5xbi/aRYUcVZ0iIiIiItI8Kgfegj3zK8xVBfW2e20RVJx0J57YrlR3PZ/g7R82PHbATXhD2zRXqSJynGuSeYgej4f77ruPiy66iEsvvZR9+/bVy2fNmsX48eOZOnUqU6dOJSMjoynKaDGeWZJRryED4HR7+euCXWzILmFrXhl/+WJHvcYRwMq9xfx1wS4A7p6zpV7jCKCk2s2ds7dQXFnD7I25vLn2x8YRgAF88F0u767Podzp5raPNtdrHAHsOVTFnR9vxjCMI9YpIiIiIiLNxxvRnqIL5lDV4xK8wTF47ZFUdz2f4gvm4IntCkDZmH9QNmIGOe5Iqr1WahL6Ujr2WSqH3BXg6kXkeNIkM48WLVoEwDvvvMPKlSt5/PHHefHFF+vyzZs38+STT9KrV6+mOH2LUuFy8+nmPJ+ZAby3IYeQIHO9ps9PfbG9gDO6JbA1r9xnXlnj4ZPNB/hsa77fGt5bvx+L2USZ0+0z311YyTcZh45YZ792kX7PISIiIiIix543oj3lo5+ifPRTvncwmanuczWPfrADgBl/eKIZqxORE0WTNI/Gjh3LqFGjAMjJySEuLq5evnnzZmbOnElBQQGjRo3i+uuvb4oyWoT8MhfVP5tR9FNZRVUEB/mfQFbjMdh8oKzRc+wrqmJfUZX/cxRXs+9QZaNjbMkrO2KdIiIiIiIiInLiabI1j6xWK/fccw9ffvkl//znP+tl48eP55JLLiEsLIxp06axaNEiRo8e7Xcsi8VEVJTjN9RS21z5LWMESkd7EDarGZefxkyHuFAcQRY27C/1mVvNJvqlxsK3e/2fo0047Q+Us6vA9+yktlHBdEyKgPU5fsfomxqDbXV2o3Uej1//E/m1ISKBo/cOEREREWlNmnTB7CeffJI777yTKVOm8Omnn+JwODAMgyuuuILw8HAARo4cyZYtWxptHnk8BsXFjc98aYz7h4bGbxkjkE7vGu/3lrBzeiQQbDUz+zvfjZ1RnWIZlBRGxzgHuwsbXr/damZsxxhMHi9PL/LdPDq3dxKjUqP5e5CZqpqGzaH2UcEMTgo/Yp3H49f/RH9tiEhg6L3j2IuPDw90CSIiIiLiR5MsmD179mxefvllAEJCQjCZTFgsFgDKy8uZMGECFRUVtY+OX7lSax8dwZ2jO9K/bUS9bWYT3DQ8lSEp0fRtG8lto9KxmOof1zMxnHvGdgbgybN7kBxhr5eHBJn5y/juxIXZmdw/mXN6NXyawhnd4rlsUDuiQoJ46pwehNos9fKEMBtPTeyJ2WQ6Yp0iIiIiIiIicuJpkplH48aN47777uPSSy/F7XZz//3388UXX1BZWcmFF17IbbfdxuWXX47NZmPYsGGMHDmyKcpoMcLsVmZe1I/V+4pYm1VCqM3C2K7xJEUE1+1zycB2jOkSz5fbCyh3uunXNoIhKdGYTLUdpZQYBx9ePZhFuw6yq7CC+FAbZ3RLIDy49iVgNpl48IyuXDygHUt2F+I14NT0WLq2Cas7x9DUGOb+fghfbMsnr9xFWoyD0zrHYfvh9o2jqVNERERERERETixN0jxyOBw8++yzfvNJkyYxadKkpjh1iza4QzSDO/ifwdMm3M5lg9r5za0WM6d3jef0rvF+9+kUH0qn+FC/eZjdynl9k39TnSIiIiIicnwJNrmIMFdDTSUEaU0/ObZqvDUcqMwlLCiMaHuMz30KqgtweZwkOZIxmxreJFXlrqSguoBYexyhQQ0/sxqGQU7lfqxmK21CEo/5NbR2TbrmkYiIiIiIiBy/TM4Swr5+iKfi/0eQyYt31gKqu19Ixcl/Aov9yAOINMIwDN7JeIMPMt+hyFWEGTOD44fwh563k+xoC8C24i08v/VZNhdtAiApJJkrOl/DuHZnAuD0OHlp67+Yv38e1Z5qbGYbY5LHcVP3W+uaSEtyF/LKjplkV+wDoGtkN27sfgt9YvoF4KpbpiZZ80hEREREmt/LL7/MhRdeyHnnncf7779fL5s1axbjx49n6tSpTJ06lYyMjABVKSLHDcMg8pOpBG//gCBT7cMgzDUVODa+SviXtwa4OGkJXt/1Kv/e/iJFriIAvHhZWbCc21bcTFlNKVnl+7hz1S11jSOA3Kocntj4KF/tnw/AjPUP8vG+/1HtqQbA5XXxWfZcHlh7NwDf5H3NjPUP1jWOALaXbOPuVX9kV+mO5rrUFk8zj0RERERagJUrV7J+/XrefvttqqqqePXVV+vlmzdv5sknn9SDSkSkjm3fIoLy1vnMgnfPpfLQTjwxnZu5KmkpqtyVvJ/5ts+soDqfz7Lmsr8im0q376fXvr5rFu1DU1iev8xn/t2h9Ww4uI7/7pyFgdEgd3ldvLP7TR7o/8ivvwipo+aRiIiISAuwbNkyunTpws0330x5eTl33313vXzz5s3MnDmTgoICRo0axfXXXx+gSkXkeBG0f3njec5yNY8CrLi4iKKiIqZPvzfQpfxiJeHFVPb03RgCeHf5W1QHV0GI7zy7Yh+PvfswtPd/jr/97wn2t832m3+9dwnTPzrxvnZHIzMzg+jo5ltrWM0jERERkRagqKiInJwcXnrpJbKzs7nxxhv5/PPP6568On78eC655BLCwsKYNm0aixYtYvTo0Y2OabGYiIrSwrkiLZU5PLLRPCQiimC9BwSU2WzCZAKr9cRbccZmCmo0txoWLF6L/x0MsBmNj2HzBmHymjDMDWceAVi9lhPya3c0TKba10dzfZ9W80hERESkBYiKiiI9PR2bzUZ6ejp2u51Dhw4RGxuLYRhcccUVhIeHAzBy5Ei2bNlyxOaRx2NQXOz/t8YicmKztD+LaJ7E5OOWH8MaQnGbURh6DwioiIgoIiKimD79sUCX8osZhsEVSy+utxbRT91y+h1kV2Tz8rbnfOYnJQzj3rEPcOGic6nxuhrkZsw8dvnfmLnteRblLvA5xvm9LuTq837/6y/iOHZ4Ntpv/T4dHx9+VPu1zBaciIiISCszcOBAvv76awzDIC8vj6qqKqKiogAoLy9nwoQJVFRUYBgGK1eu1NpHIoInKp3KQbc02G5gonz4wxj2iABUJS2FyWTijz3vxG5u+NS+UxNHMyxhOBNTzqNHVM8GeaQtihu7/4EoezTXd7vZ5/hXdrmWNiGJXNf1JuKC4xvk6eGdmJJ28W+/EAE080hERESkRRg9ejSrV6/mggsuwDAMpk+fzrx586isrOTCCy/ktttu4/LLL8dmszFs2DBGjhwZ6JJF5DhQOeQu3G0GsPd/9xNtriS++wiqel+JO/mkQJcmLcCAuEG8NHwWH2a+y7aSLYQHRTCu7ZmMbXsGZpOZYEswTw/5F/Oy5rAodwFOj5OBcYM5L2Uy8SEJAJyXOpn08I7M3vsh+yuySXQkcU6HSQyOHwpAoiOJl055lY/2fMDqgpVYzRaGJ47inA6TcFhDA3n5LYqaRyIiIiItxM8Xyf6pSZMmMWnSpGasRkROFK7UMbxYXHsb64wznghwNdLSpISlcnvve/zmwZZgzkudwnmpU/zu0y92AP1iB/jNY+yxXNP1eq7pqodBNBXdtiYiIiIiIiIiIn6peSQiIiIiIiIiIn6peSQiIiIiIiIiIn6pedRMDMNgd2EFuwor8BoNH4UJUFjhYlteGWXVbp95jcfL9vxysoqq/J4nu7iK7XnlON1en3m50822vDIKyp3HdZ3SitVUYi3YhLlsf6ArkVbqYHUhO0q2U15T5jN3eVyUO8qpsvt/jxMRERERaUm0YHYzWLKrkH8uzWTfD82UtpHB3DwijdO71j5O8GCFiye+2snXuw/iMcBuNXNWjwRuH9WR4CALAG+uyeY/q7IoqqoBoHubMO4Z04meSbWPz9yeX86TX+1kU27th53IYCuXDmrHlSe1x2Qy4XJ7eXZJBnO+P0C124vZBCenxXDf2M4khNuPmzqlFfN6cKx6mpBNr2F21b4+XG2HUT7qSTxR6QEuTlqDg9WF/OP7p1iR/y1evNjNds5odxY3db8Fm6X2ffKdjDd5N+NNSvoUA3DTN9fyx1530iWyWyBLFxERERFpUpp51MTWZhVzz5wtdQ0ZgP0l1fxp7la+zTyE22sw7YNNLN5V25ABcLq9fLTxANM/2w7AW2uzeWZJRl1DBmBrXjk3f7CJ7OIq8suc3Pz+xrqGDEBJtZsXlu3htVVZAPz5ix28tyGH6h9m+ngNWJZxiJve34jL7T1u6pTWK3T5Y4Su/Vdd4wjAtn85kbMnY6ouCmBl0hq4vW7uXHUr3+Yvw0vt+6TT62TOvo94cuOfAXg34y1mbnueEldx3XHbSrZw58pbOVCVG5C6RUREjorHRVD2NwRlfQ1u3zNnkyzF9LTtx1yyt5mLk9bgkPMQK/OXs7V4i8/cY3j47tB6VhespKKmwuc++yuyWZm/nH3le3zmVe4q1hSsYsPBdbi9vu+S2VGynZX5yymoLvhV19GaaeZRE3ttVVZds+WnDGDWyn1Uu73sKvT9j2PRzkJ25pfz39XZPvMKl4d31+cQEmSmxM8tZG+uyWZUp1jmb8v3me8tquKrHQV8tjX/N9W5o+C313nJwHbYrepntkam6mJCvv+Pz8xSkUfw1nep6n9DM1clrcnXBxaztzzTZ7Y4dyFTO13Nuxlv+MzL3WXM3vMhN3Sf1pQlioiI/Cr2re8RtvwvmKsOAuC1R1I5+Haq+l4DgLk0i4ivbmV63CoAjDeG40odQ9mYf2AERwesbmkZarw1/Gvz3/k8+1PcRu1nwZSwVO7u8ye6R/UE4Ju8pfxz898pqK79zBpicTA57SKu7HItAEXOQzy58c+sKlhRN26/mAHc13c68SEJQO3s8Dd3vUaFu/Yza4w9lhu7/YExbccBsLt0F49/N4OMsl0AWEwWTks+ndt73YP9hxnm0rhW0TwqLi6iqKiI6dPvbfZzr44YBybfX+YN2SUUZXwH9jS/x0//9zsUBnfxm89btQULHrDG+MxLqt3c/+JbeEO6+h3j/2Z/SY4t+TfV+dDL71AY8tvqvPvPTxDpLfU7RlPIzMwgOlrfFA9bvHgBCxd+2ezn7WbL5dboar/5roWv8fJHe5qvoJ847bTTGTVqTEDOLc1nU9FGv5mBwdIDiyn+yYyjn/u+6LumKEtEROQ3Cdq7iPCFd2Dix98Sm50lhC17CG9IDM6OE4iccwnWkh9/gWLCwL7nK0yfXUfJuR8EoGppSZ7f8gxzsz6ut21v+R7uXnUbs059k4PVhTy87k94DE9dXuWp5PVdrxIaFMbktIt4YO09bC3eXG+MDYfWcc/q2/j3iNeZnz2Pmduer5cfch7k8e9mEBMcS6eIzty16pZ6P8t5DA9f7v8cw/Byf7+Hj/2Ft0CtonkUSFbDjcdPU8aKmyDD90ycw2xe3wtb/zhGDZaf/EPzOYbhOuIYv7VOO7+9TiuNn0NaripvUKN5tdF4LvJbhVodjeZR9qhGc4c19FiWIyIickw41r9Ur3FUL1v3Ipis9RpHP2XLWYH1wDrciQOaskRpwUpcxXyW/anPrMJdztx9H7O/Mrte4+in3s98m07hnRs0jg7bU57JivxveSfjTZ+5Fy/vZ7xN/9iBfn8JuDB3Add0vYE2IYlHcUWtW6toHkVFRRMVFc2MGU80+7ljFmfw5lrft3NN7NeBiwcMY/KsNT7f0sPsFl665QZu++h71maV+BzjprOGEWy18MC8bT7znonhzLzwRsbPXEnxT9Yi+qk/XzuZeVvyf1OdLx6DOv92x3SfWVMKxGy049moUWMCM8vGMHC/NRJrcYbPuNuUR5nRYVTz1iStymnJ43hz9+s+s/CgcM5oexZf7Z/P935mKI1NPqMpyxMREflVrAX+Z9ZaD27BmrfuCMdvUvNIfrXMsgxqvP4nMmwv2cr+Ct+fQQEKqwtYf3Bto+fYXLSJ7Ip9jZxjGyGN/JLQa3jYVbpTzaOjoAVmmtjVQ9vTKa7hb6RTokO4/uQUUmIc/P7klAa5xWzivrGdCQmycNdpnYgKaTjz4uS0aMb3aMPYrvGM7hzXIA+3W7l3bCdsVjN/Or0zVnPDp5ldcVJ7uiSEHRd1SitmMlE++ikMH2/sVd0upEaNI2liaeHpTO10VYPtFpOl7l74W3veSURQRIN9Tk4Yzpjk05ujTBERkV/ECPa9ZATUrn3kdcT/6uNFjiTSFtloHmWLJrKR2d1Wk5W44MZfozH2WIItIY2cI4ooW+MzyCOPkEutVjHzKJAigoN45eJ+zPn+AEt2H8QwDEakxzKxdyJh9tov/7XDUujbNoKPNh4gv8xJaqyDyf2S6ZoQBkDHuFDevnwA73+Xy7qsYhw2C2d0S2Bct4S6htDjE7rz1fYCPt+WT7nTTZ/kSCb3SyIxIhiAUZ3jeGPqAN7fkMOuggriw2xM7J3I0NSY46pOab1qkody6KIvCNn0H3JWz6bcayft3Idwpf0u0KVJK3FVl+voE9OPT7PmUFhdQGpYGhNTzqdjRG1zu2NEJ/494r/M2fshn6yfjcVj5cZRf2B00hgsZn07FRGR4091t8mErnrab+bsci6hK5/C5OPJVF57FM60sU1dorRgaeEd6RLRjR2lvu8+OaPdWWRXZLG5aJPPfETiKMa2HcfM7c9T6a5skAeZbYxNHse+8j0N1lU6bFy7s+gfO5CP9vpev6tdaAd6RvU6yitq3fTTbjNw2CxcNKAtFw1o63efwR2iGdzB/8LNcWF2bjwl1W9uMZs4o3sCZ3RP8LtPx7hQ7h3b+bivU1ovb2QqFcMf4m9f1D5Cdkb6mQGuSFqbgXGDGRg32G8eHxzPNV1vYO+bewAYe6luVxMRkeNXZf/rCdr/Lbb939bbXpPQl8rBt2PYIygf+Rhhi+/FZHjrcsNip2zss2D1P6ND5Gjc3edP3LXqFopcRfW2T067mH6xA+gd05c1hStZemBxvbxdaAdu6n4LDmso9/R5kD9vmE6N98dlWMwmC3f0vocoezTXdr2RLcWb656kdtjguCGclzqZIHMQV3W+jlk7/10vD7OGc1/f6ZhMDe/QkYbUPBIREREREWmJrCGUnPMWtozPsWd8BoaBK/U0nJ3Ohh8eT17d4xJq2gxk/Ss3E2OpoMspk6jucQneiPYBLl5agvSIjrx66lt8lvUJ20q2EB4Uwbi2Z9I7pi9Qu0TA9P5/ZlXBchblLsDpcTIwbjBjk88g5Ifm5YjEkcw69a3aBbYrskl0JDG+/Tl0CKtdViXCFsELJ/+bBTlfsrpwJVaTheGJozilzQgsJgsAUztfxaD4IczP/pRiVxGdIrpwVvtziLHr1syjpeaRiIiIiIhIS2W24uo0AVenCX538cR25YPyQQDMGHpPc1UmrUSkLZKLOl7mNzebzAxNOIWhCaf43SfZ0Zbfd7vJb26z2Dmz/QTObO//dd49qgfdo3ocXdHSgBbMFhERERERERERv9Q8EhERERERERERv9Q8EhERERERERERv9Q8EhERERERERERv9Q8EhERERERERERv/S0NRERERERkRbMXJGHbc9XYBi4UkbjDW9bfwevmz72LKLNlQRlfU1Nu+FgMtXbxXJoB0H7l2MEOXCljcOwRzbjFcjxzOVx8m3+NxQ5D9E5siu9ons32Gd78Va2FG8mwhbBKW1OJdgSXC8vdZXybf7XOD1OBsQOon1Yh3q51/CytnA12RVZJDmSGBw/FIvJUm+f3MocVhesxGq2MizhFKLtMb+4TvFPzSMREREREZEWyrHyrzjWvYDJWwOAYbJQ1fsKKoY/AiYT1vzviPjsOm6Myqk9YM7FuGO6UnLWq3gjU8DjJPyrPxK865O6MQ1rCOWnPER1L/+PX5fWYXXBSh777hFKXMV123pG9+bRAU8QZY+mvKaMh9f9iXUH19TlYdZw7upzPyMSRwLwvz3vMXPbC7i8LgBMmBiTPI67+/wJq9lKVvk+Hlh7N1kV++rGSAxJ4tGBT9AxojNew8uz3z/Np1lz8OIFIMgcxOWdrubSTlccVZ1yZLptTUREREREpAWyb/+Q0DXP1jWOAEyGB8fGVwnZ+CrUVBI593Is5Tn1jrMe2k7kvKvBMAhd/ni9xhGAyV1F2JL7CMpZ2SzXIcenguoCHlp3X72GDMDmok089t0jADy96Yl6jSOAcncZf94wnazyfawtXM1zW56paxwBGBh8lTOf13b+Hx7Dw/1r7qzXOAI4UJXLvavvwOVx8U7GG3ySNbuucQRQ463hlR0vszR30VHVKUemmUciIiIiIiItUMjGVxvNunl5ZAAAIABJREFUjCAH5qqDPnProe0E7VlI8JZ3fOYmDII3vUZN8pBjUquceOZlzaHaU+0zW1O4ig2F61h2YInPvMZbw9ys2WRXZPsd/5N9H9E1ojv7K33vc9BZyNLcRcze+6HfMT7a+wGZ5RmN1rmvfA8dwlL9jiG11DwSEREREZFW6dVXZ7JnT0agy2gyf4/fQpCfe00spXtZOfcVxob6P37Zu08zIbzcb1649Wv+8s29v7HK41dqajpXX/37QJdx3NpXvrfR/PuijfVmA/3c3vK95DTSPCqrKWNn6fZGz7G7fBeF1QWN1LiHGHtso2NkVexT8+go6LY1ERERERFplfbsySAzs+U2j4q8Dr9ZsSeEg56wRo/PdUdSY/j/yHjI20jn6QSXmZnRohuLx0KbkDaN5mnhHY9wfCIJjYwRbAlpsHD2z7V1tCMiKMJvnhCSeMQ6E4Ibz6WWZh61EOVON/9ZlcXnW/OpcHno2zaCKwa3p1+7H5+CsHBnIW+vzWZXYQVxoTYm9k7iogFtsZpNjYws0nyCspbiWPcif4tfQYXXjmN1Gyr73wDWkECXJq2Ax/Dw0Z4P+DRrDoXV+aSEpXFB2kWMSjqtbp/NRZt4a/d/WTVoBVaPhZnbXuCSjlMJCwoHoLymjLd2/5eFOV9S6a6kV0wfLul4uZ7mISJyHEtLS2fGjCcCXUaTCN7YFb5+0GcWNPRGxvS5GuM/J2FyVzbIPWHJTLrxDTyL7iZo23s+x0g57y/MSB17TGs+Xkyf3nJnVB0rZ7U/h/cy38FreBpkXSO7c0riCAbGDmbtwdUNchMmxrc/h9zK/Q3WRDrs9La/Y2Tiaby87XkOORveXhlqDeO05LHkVO7nnYw3fI4xocNE+sb0b7TOzpFdj3SpgmYetQjVNR5ufG8jr63K4kCZkzKnm2UZh7jh/Y0s3V37j+zNNdncM2cLG/aXUu70sOdQFc8uyeC+T7YEuHqRWvbtHxI551Js2V/jMNcQby0ndNXfiPzkMvDUHHkAkd/oLxse5oWtz7K3PJMKdwVbir9nxvoHeHv3fwFYVbCC21bczPL8ZXisbpx2J+9kvMFtK6ZR5a6kyl3JbSum8U7GG+RX51HuLmNF/jfcvuJmVuYvD/DVyYmorKyMzz//nNmzZ9f9JyLyS1T3voLqbpMbbHemnUHlwD9gBEdR8ruX8QbVn0HkDYmj9KxXwGylfPjD1CQOrJcbmKgYeAuuFto4kqPTLrQ9d/e+H6up/pyUJEcyD/SrXYj67r4PkPKzW8LMJgu39LydLpFdGZl0GlPSLmkwdp+YftzQ7WZsFhszBjxORFBkvTzUGsojAx7DYQ3lys7XcFL8sAZjTGg/kbPanX1UdcqRaeZRCzDn+zy25Te8F9njNXh2SQb920bw0jd7fB67eNdB1uwrZlCHqCauUqQRnhpCv/0LJowGkS1nJfbdn+LsMikAhUlrsfHQBhbnLvCZ/WfnK4xvP5EXt/4Lt+FukO8u28mnWZ/U/fnn3Iabl7Y9x5CEhj/UiDTm5ptvpm3btsTFxQFgMmmmsIj8QiYzZWP+QVWfq7FlfA6GF1fKGNxJg+p2qUkZzaHLV2Lf8RGW8v14ojpR3XkiBNXO/DbsERSfN5ugfYux5SzHsDpwdj4HT1R6oK5KjiPj2p3JoPiT+Gr/fIpdRXSK6MKIxFEEmYMAiA+O5/+Gv843eV+zrWQL4UERjE0+g/iQhLoxbug+jTPbT2Bx7gKcHicD4wYzIHZQ3fe9HtG9eHv0hyzI+ZL9ldkkhiQxJnkcYUG1t13aLHaeGPw3vju0ntUFK7GarIxIHEnHiM5HXacc2VE1j7Kzs5k/fz5VVVV126ZNm9ZkRckvs3hXod9sX1EVH286QLXb/0Jli3cVqnkkARWUtxZLZb7f3JbxuZpH0qS+yVvqN3N5XXyWPZe95Zl+91mWtwQT/j/Y7y3PZF/5XjqEpfymOqV1MQyDxx9/PNBliEgL4I7vjTve/y3URnAU1X2u8j+AyURNymhqUkY3QXVyoouxxzIlveHsocMsZiunJo3m1CT/r5+UsFSu6HyN3zzE6mBCh4mN1tE3pj99Y/r/6jqlcUd129odd9xBVVUVcXFxdf/J8cMwGs7W+CnPkXJv47lIkzP8NzcBTD7uTxY5ljxHeA36uke+fu7Fe8QxGs9FDnO5XLhcLtq3b8/69evr/u5yuQJdmoiIiLRSRzXzKDg4WDONjmMnp8WwJqvEZ5YUYWdCzzbM/HYvLo/vJtHw9MYfXSjS1GraDMBrj8LsLPaZu1LGNHNF0toMiR/G//b4XgzUarIyru1ZzM36mNzKHJ/7DI0/GYBNRd/5zJMcyQ3u9xfx53e/+x0mkwnDMFixYkXddpPJxIIFvm+vFBEREWlKjTaPMjNrp+jHxcUxd+5cevToUXffYVpaWtNXJ0fl3D5JzN50gH1FVfW2m4Abh6cSG2rnssHteXXFvgbHDmofybC06GaqVMQPazAVQ+4kfOkDDaKauJ5U65Y1aWKD4k5iYNxg1hY2fBrIBWkXEhscy3Vdb+TR9dMxfrY2V5IjmbNTal+j87I/Iadyf73chIlru9yg9WrkqC1cuBCAjRs30qdPn7rtK1euDFRJIiIi0so12jyaPn163Z/ffffduj+bTCZef/31pqtKfpEwu5WZF/blpW/2MH9bPlU1XnomhnPVkA6M7FQ7q+jGU1JpE27nrTXZ7C2qIiokiIm9E7l2aAfM+kAjx4Hq3ldiBEcTsu4Fggo3U+kNgr6XUTnkTrAGB7o8aeFMJhN/GfgU/901i3lZn1DkKqKdoz3np01hYsr5AIxKGkOwJZg3dv2HLcXfY/aY+V3KeK7qch3hQREAPDv0RWbt+DcLc7+k2lNNj6ieXNbpSoYmnBLIy5MTzJo1a9i9ezezZs3iqqtq1yDxer28+eabzJ07N8DViYiISGvUaPPov/+tfTzxokWLGD36x8Wt5s2b17RVyS8WG2rjT+O6cP/pnfF4DayWhstZndcnifP6JFHj8RLkIxcJNGfniTg7T+Th6XfjxcyMUx8NdEnSitgsdq7pegPXdL2BGm+Nz6dvDE04haEJp/DAQ3djMkzcefZ99fLY4Dju7HMfd/S+F4/hwWrWQ03ll4uIiKCgoACXy0VBQQFQ2+C86667AlyZiIiItFaN/lS7aNEi1q9fz9y5c1m/fj1Q+5uvBQsWcNZZZzVLgfLLmEwmrJbGZxKpcSTHO+/RreUv0mSO9NhWs9H4a9RkMmE1qXEkv06XLl3o0qULU6ZMISEh4cgHiIgcgfXAOuyZ88Hw4EoZQ03bYfVyU9Uhgrd/iLk8B09UR5xdJmHYwgJUrfxcZmYG06ffG+gymlRFSAWFsQV4zV4iS6OILo6u9yRbt8VNQVw+xaYibFU2OpSnEuRp/Oe1li4zM4O0tPRmO1+jP9l269aNoqIi7HZ73RpHJpOJ8ePHN0txIiIiIq3V+eefz6FDh4iOjqa4uBibzUZcXBwPPfQQp5yiWyFF5Ch4PYQv+CPBOz6q2+RY/xLOlDGUnjkTLHZsexYQMf8GTO4f108NXfkUJRNex92mXyCqlp9ITW2+5kCgZKTsJifpxzUj9ydnE1EaQY/tvbB6rJSGlbCl22bcVnfdPvmefLrt6EF0SetdvzctLb1ZXx+NNo+SkpI477zzOPfcc7XQp4iIiEgzGjx4MNOmTSM9PZ19+/bx3HPPcfPNN3PXXXepeSQiRyVk02v1GkeH2fcuwLHmX1T1vaZB4wjAXH2IiM+v49DU5aBbsAPq6qt/H+gSmtTi3AUsW7+0wfbSiFLizotnWo/buHjRubhd7nq5x+JhT+8MnjxtNg5raHOV26o1+k4wfPhwAGpqaqiqqiIpKYkDBw4QGxtb9yQQERERETn2Dhw4QHp67W8UO3ToQG5uLikpKVgslgBXJiIniuDNb/rPtryFERzdoHF0mKU8F9vehbjSxjVVeSJ8sm+23+yrnPn0iu5NkavIZ17hrmBhzldM6DCxqcqTn2i0ebRs2TIA7rzzTu644w6SkpLIy8vj8ccfb5biRERERFqr+Ph4nn76afr378/69euJi4vjm2++ISioda/xICJHz1ye4zezVOZjLsv61ceLHAsFVfl+s2pPNVkV2Y0en1+dd6xLEj+OalXa7OxskpKSAGjTpg25ublNWpSIiIhIa/fUU0+RkJDA0qVLSUpK4oknnsDhcPD3v/890KWJyAnCE9PZb+aOTMUd273x46P9Hy9yLKSEp/rNIoIi6RrZrfHjw/wfL8fWUd3A2rFjR+666y769OnDhg0bGDhwYFPXJSIiItKq2Ww2+vXrR/futR/uNm7cyODBgwNclYicSKr6XEPQl9P8Zs5O5+Bd/gTmqoIGuTu2GzVtT27qEqWVOzdlMt/kfe0zO7vDJE5uM5x2oR3IrtjXII8PTuDUxNFNXaL84KiaR48++ihLly5l586djB8/ntNOO62p6xIRERFp1aZNm0ZRURFJSUkYhoHJZFLzSER+EWeXSVSU7MGx5p+YvC4ADLOVqt5XU937SjCZKDn7v0R8dh2Wn9zC5o7tQclZr4AemiRNbEDcIG7teQcvb3ueak81ACZMjGt7Jld2vgazyczjg57mgbX3sLc8s+64to52zBj4OEFm3crdXBptHi1atIjRo0fz/vvvAxAREUFBQQHvvvsuF154YbMUKCIiItIaHTx4kHfeeSfQZYjICa5y8B+p6nkZtr0LMRkeXB1G4Q1Lqsvd8b04dNkybFlLMJftxxPdiZq2wwJYsbQ2E1POZ0zyOJbnf4PT42RA3CCSHW3r8rah7Xh1xBusP7iWF9/5J8HOYJ69/SXMpqNahUeOkUabR8XFxQAUFDScxigiIiIiTSctLY28vDzatGkT6FJE5ARnOOJwdp/ifwezBVeK7i6RwAkLCuf0tr/zm5tMJgbEDSIpPxlAjaMAaLR5dO655wKQn5/PuHHjGDZsmB4PKyIiItIM1q1bx+jRo4mOjsb0w60jh5+EKyIiItKcjmrNo4kTJ7Jw4UKee+45UlJSGDduHGPGjGnq2kRERERarfnz5we6BBERERHgKJtHAwcOJDU1lW7duvHmm2/yyCOPqHkkIiIi0oR27tzJQw89RFlZGWeffTadO3dm9Gg9VUZERESa31HPPDKbzZx99tnMmDGDLl26NHVd8jPlTjefbM5jXVYxDpuFcd0SODn1x2nsACv3FPHZtnwqnG76to3knF5tiAj+cfX5vDInH23MZXdhBbGhNib2TqR7m/C63O3x8tWOQpbsOggYDE+P5fSu8disP95PuiO/nI83HSCvzElarINz+ySRHBncLF8DOfFZc9cQvO09zFUHcSf0oarHJRiO+LrcVFlIyJa3uT5yCRWGjaCcldQkD/lxAMOLLfML7LvmYvI4cbU/lequ50OQIwBXIyeaGm8Ni3MXsDz/GwzD4OQ2wxmVNKbeUzp2lmxnXvZcCqvzSQ1LY0KHSbQJSazLy2vK+Cz7U7Z22YzFY2F1wQoGxw+td57VBStYkPMlle5Kekf34cz2EwgL+vG9Nq/qAHP3fcye8gzighM4q90EOkd2bfovgJxw/vznP/P444/zwAMPcMEFF3DttdeqeSQiIiIBcVTNo+uuu45ly5axZMkS8vLyGD58OCNGjGjq2uQHOSXV3PDed+SWOuu2zduSz5ndE3jkzK6YTCb+8sUOZm86UJcv3nWQt9Zm8+LkPqTEOFibVcxtH31PVY23bp8Pv8vl1pHpXDaoHdU1Hv7w4SY27C+ty7/aUch7G3J4/oLehNmtfLAhh6cW7ML4IV+y+yBvr9vPU+f04OS0mCb/OsiJzbHiKULX/rPu7/bM+YRsmEnJOW/x/+zdd3hUZfbA8e+dXtIhBUJJAULvCALSFxUVFQRULKtrYRWVVezKKq5gWX8qim1ddy1rRUAURBAQBATpLXQSehIgdTJ95v7+iARjZoYAKZA5n+fxEebc+865yWXKued9rzehE7pjW4mecwMaZwGdT9YjZ43E3uWvlPZ+Evxeor6/E2P2wlNj7Pse86b3KbzmK1RrQu0ekLigOLx2Hv51ApmFW8sfW5qzmG/2f83LF72OWWdhZvaXTM98HfW3V7kVuT/zdfaXPNftRbo17MHh0kM8uHo8x5x58NtL3qNrHuTS5GE80vFJAF7eMoX5h+aWP8fy3KXMyP6C/+v5JsnWJqw7voan1z1afitagDn7Z3Jv2wcYkRJiIVMRtpo3b46iKMTFxWG1Wus6HSGEEEKEqSotUX7llVcyefJk7rjjDjIzM3niiSdqOi/xOy8t2lOhcHTS99vzWLDjGEv3HK9QODrpmM3N1B934/WrPD1vR4XC0UnTlu4jO9/Of389WKFwdFJmTgnv/3KAo8VO/rn4VOHoJJfXz9+/34nbW3lsIU7S5ayrUDg6SeMqIvLHCQBELvobGmdBpW0sG95Gf2Q1pm2f8PvCUfnYhXuJWPmPas9Z1C+f7PmwQuHopMzCbXyy50MOlx7ircxp5YWjk5w+J1M2PovX7+W1bS+XFY7+4IfD81iWs4RlOUsqFI5OOubM47VtL+P1e5m6aXKFwhGAisr0zNc5XHroHI9S1DfR0dF8/vnnOBwO5s6dS1RUVF2nJIQ4D2lKjmBZ/TJRc28nYsmj6HLWV9zA58G4axaR88cR9f2dmDI/B2/F9yLt8Uwilj1J1Nzbsa78B5qi7ApxxVWMedP7RM37C5ELxmPIWgjqH78ZCHF2/Kqf5TlL+ceGv/P0useYlT0Du7e0wjYHbQd4e/sbZLbayt7me8gq2VdH2YavKnUejRs3jiNHjtC3b1/+9re/0bVr15rOq9plZe1j0qTH6jqNM+ZSDKyIHAy/m572e6998zNafKBPChhfd7CIu55/g2OWzgHjKvDY259z2JAMGnPAbb5cs49fVyzCZwo8raLQ4WH8lNdJ8uae/oDOM1lZ+0hNTavrNOo9044ZQWO6gt0YdnyN7sT2oNsYd3yJ7sSO4PG9cykZ8CLoA5/DQiw4/H3Q2A+H56HX6PETuAhe4M7nxyM/sP742uBjHJoX9HUaYP3xtfx4ZAH5rhMB4yoqCw/P58+t7gg6hgg/U6ZM4Z133iE2NpatW7fy/PPP13VKQojzjP7wL0TN/TMaz6kv2ubM/2Hr9RiObuPB4yD625swHF1dHjfu+x7Tlv9SdM0XqMZoTFs/IWLp4ygnL6Bkg3nzfyi+9B3cqX9CU3yImNmj0JYcLB/DtHs2zhZXUTJ0Osgt08U58Pm9PLPhSVbk/lz+2IrcZczM/pL/6zWdeFM8S48u5vmNz+BVveXd33cuv5WJHR7jsiZX1FHm4adKxaMJEybQunXrSo+/+eabjB8/vtqTqm4pKRduccCj6EN+IXFrDGhVX8gxHEroL9RuxYBbMYTMIVT85BgXotTUtAv6/LhQaJz5IeNaW+iOC42jIGBX0kmKz4XisaFK8UgEUeQuDBkr8hSF3D/PkVupK6nCGJ4igr9SlxWH8hyVO0SrmqMIL1lZWeV/HjlyZPmfCwoKiImJqYuUhBDnI7+PyB8fqFA4Oili1Qu4U4Zg3DuvQuHoJP3xrVh+fQVHl3FE/PzUqcLRbxSfi8hFEzhx61oifn66QuHoJNOeb3E3H4yr9XXVd0wi7Mw79F2FwtFJh+2HeHv7NB5q/xgvbZ5SVjj6Hb/q49WtL9Ez/mJijbKESm2oUvEoUOEI4Ndff63WZGrK7bffVdcpnDW318+wd1dR5PQGjA/p0hqTXsOn6w4HjFsNWiaNvZ5b/rch6HPccuVgvt+ex/pDgb88tUmK5MZul/P0vOCdH4/fdSsZiREhjkSEM09CJ4x7K0/nAVA1OlwpQ7GueR3F7w64jTexE6rOiLb4QMC4L7IpqrlBteUr6p+MmDZsK9gSOBbdhtbRbfgmxP4943szI+sLbN6SoGMolE2DCyRCF0nP+N78d/f7IXMUAmDSpEkV/q4oCqqqoigKH330UR1lJYQ43+gPr0RrOxI0bto5A+PeecHjO2bgtyai+AN/z9C4ijDtmoVh/6IQY3wlxSNxTn44FPwcXZ6zlE5xXXD47AHjHr+HJUd/lHUja8k59RiqMs+1xhl0Gq7vmhwwZtRpGNO1MaM6N8asD/yrvK5zY9okRdI/PfAX68RII5e1SeCWHk2DXjW/9aKmDG7VkOQgd1Xr2TxGCkciJGeb6/GbAl8RcLYaib9hG5xtAr/o+40xONreiKPTnaiawPVue5e7pWVahHR92tigsRvSb2Jgo8EV7qr2exfFX0xGTGtGpIwKGDdpTVzb/DquTRmFSRv4dfLalOvIiGlNr/jeAeOJ5iQGNRpymqMQ4eLjjz+u8N9HH31U/n8o6/wWQojTdXYrjgKUEJ3bGncxGvvx0GOUHkVRg69terochDidYnfw7m+v6uWEM/Q5WhRif1G9zunblhJiOpWoPrf3asafL2qKSXfq15UcbeKVq9uR1sBKkxgzr41oT7PYU1N2jDoNN3ZL5q99UgB4dlgGQzPi0f7uV9a+USTTr+uASa+lT1ocT13aijjLqVtWR5t0PDq4BYNbxaPXapg+qgOdGp9arFOjwMCWDZl6ZduaO3hRL6jmOAqv/hxvg1OdFapGj6PNGGz9y9bwsF3yLI62Y1E1p6ZAeuMyKBr+KaolHm9SV4ovfRtfROPyuN8QSWnPR3B2+HOtHYu4MPVJ7MeD7R8l2nBqyk+0IYYH2z9Cn8R+GLRG/nnRNNrGtC+Pa9DQL2kgT3V+FoBbWt7OmLSxGDXG8m2SLU34R7eXaBrRjCbWpjzf/WWSLU3K40aNkTFpY7m15V8AeLLzs/RPGoTmd2+/bWPa88+LpmHQnhpXiFAulM5vIUTN8iR0Qg0xadqb2BlvQqfg+zdsjyepW+jnaNofv7lh8Hhi4HVVhaiq1iE6r+NNCXRpGPocbR0t30Vri6KeQ/vQLbfcUivt0x6Pj8LCwK1q4aTE6SUzpwSLQUv7RpGVineqqpKZU0KJy0ubxEiizfpKY+SWuHjm1Tcw+Z28+sxTleIen5/NR4pRVejQOAqjrnJ9cd+JUnJLXKTEWWgUFfgquxDB6I5tRXGcwNugDao1oVJcsR/j0/97CJvfyJ2T/lV5AL8PXc46FJ8LT2JXMMitq0XVuX1uMgu3oqLSLqYDBm3l9dqySvZx3JlHs4iUgN1IJZ5inpj2MFqfllcfnh7wtXhHUSalnlIyYloTqa98h6xcRw4HbNk0NCWQGinrrgHEx0fWdQoXjJtvvpmPP/64Vp5LPoOJ+u7kDXUmT36hjjM5O1Hz7w64NIDPmkT+jUvR56wl+tubKq1pBFA89C1caZcT+/lgdIWV71zlTu5N0TVfYl4/nYhfplaKq1ojBaPm4msQeImTC92Ffm5cKHYV7WT8yjsrrWkEcG+bBxiZOobxK+8KeNfctMh03uv7IRqZgXBOqvoZrEprHgUj09ZqV6RJR8+U2KBxRVFo1yj0bXwTI43Ee4O3/um1Gro1Db0YZ1oDK2kN5Au7ODve+PYh46olnu3uxsE30GjxNr6omrMSp/PBB++RnV2/bok6i6/Oet/CrLJpAH//++PVlc4FLSUl7YJeX/BCI53fQoiTige/SqTWiHHPnPK1izwJnSkZ8joYrHia9adkyGtYVz6P1p4HgN8US+lFE3G1HA5A0fDPiFw0AcPhXwBQFQ3u1KGUDPwnAI4u96B47Jg3vV++OLcvqjkl/afU28KRqD2tojN4tutU3sj8P3IcRwGw6qyMTruRkaljAHi++0u8uPl5VuetLL+BSbcGPXi001NSOKpFIYtHy5cvDxrr27cvL730UrUnJIQQ4vyTnb2PrKx9pKZKlwxAbGzwQn64ycqqX0VFIYS4oOgtlPxpGqW9n0Cbvxu/Jb5SQceVMRJXi+Hoc9eD6ivr3Nadmj3gj0ym6Jqv0BbsRWM7jC86DX/UqSnYKAr2ng/j6DIOXe4mVL0Zb2LXkHeEFuJMXJzYh54JF7O9cBsun4s2MW0x6yzl8WhDDFO6v8xR+xGmvP0sJqeJl598vQ4zDk8hi0dz5wa+OxKUFY8aNWpU7QkJIYQ4P6WmpknrtqjkZFu/qD3S+S2E+CO/NQm/NfCNHwDQ6vE07hlyDF9sOr7Y9KBx1RCJp2nfs01RiJA0ioZ2sR1CbtPI0pjYIrmAV1dCFo+mTq08txUgLy+vRpIRQgghhAh30vkthBBCiPNNldY8mjZtGp9++ikejwen00lKSkrIriQhhBBCCHF2pPNbCCGEEOebKhWPli1bxrJly5gyZQq33XYbzz77bE3nJYQQQggRlqTzWwghhBDnmyoVj2JiYjAYDJSWltK8eXMcDkdN5yWEEEIIEdak81sIIYQQ54sq3dcuKSmJGTNmYDab+ec//4nNZqvpvIQQQgghwtrJzu+rrrqKefPmkZiYWNcpCSGEECJMVanzaPLkyeTk5HDZZZcxa9YsXn311ZrOSwghhBAirEnntxCiKnS5GzBv+je6E9vxWxJwthmDq+XVoCgAKM5CzFs/xLBvPqh+3M0H4+h4G6olvnwMw74fMG37BK3tCL7YdBwdbsOTfHF5XFO0H/Om9zEc+QVVZ8HVcjiOdmNBZ6714xX1j8Pr4NsDs/jp6GLcfjddG3RjROpoksyn1vhbd3wNs/d/zYaOazG6TKzKW0GvhD51mHX4qVLxqKCggA8++IDs7GxatmxJfHz86XcSQgghhBBn7Ww6v999910WL16Mx+PhhhtuYNSoUeWxxYsXM336dHQ6HSNHjmT06NE1mb4QohYYd88hcuF9KKqv7IH8nRgO/Yzj8EpsA19CceQTM/NadIV7y/fRH9+GaecMCkfMwh+ZjPWXqVjWTy+P6/J3Ytj7Pbb+U3C2vxntsW3EfDMajavo1Bi56zHunUvh8E+lgCSQAVVAAAAgAElEQVTOicPr4MHV49lZtL38sX0le1hweD6v9ppOamQaM7K+4K3tr5cFLWC32Hli7cPc2vIv3NryL3WUefip0rS1CRMmkJaWxsSJE2nSpAmPPPJITeclhBBCCBHWJk+eTO/evXnkkUdITEw8bef36tWr2bBhA5999hkff/wxOTk55TGPx8PUqVP54IMP+Pjjj/niiy84duxYTR+CEKImeZ1ELHvyVOHod8yZn6I7uhbLujcqFI5O0tqOYP31n2gL9lQoHJ2koBKx4lkUVxERyydVKBydpD+6BlPmZ9VzLCJsfbP/6wqFo5OKPUW8s/0NClz5/GvnWwH3/Xj3f8ixH63pFMVvqlQ8Arjxxhtp3bo1Y8eOxW6312ROQgghhBBh72Tn94QJEzhy5MhpO7+XL19Oq1atuPfeexk3bhwDBgwoj+3du5dmzZoRHR2NwWCgW7durF27toaPQAhRkwyHVqBxFgSNG3d/g3HPnBDxORh3B48rXifGHV9hOLI66DamEPsLURVLji4KGlt7/Fd+PLIAj98TMO7Hz08h9hfVq0rT1tLS0pgzZw49e/Zk27ZtxMTEkJWVBUBqamqNJiiEEEIIEY4mTJjA5ZdfznXXXce6det45JFHePfdd4NuX1BQwJEjR3jnnXc4dOgQf/3rX5k/fz6KomCz2YiMjCzf1mq1VmkanFarEBNjqZbjEeJ8pNOVXUu/EM9zxeANGTdpPCg+Z/D9fS5MWnfIMSwaV8i4zu+8IH92VXEhnxsXEg/BzzEVFZ829Dmo6r3yO6olVSoe7du3j3379vHVV1+VPzZp0iQUReGjjz6qseTEmbG5vCzdcwKby0vn5GgyEiMqbbP2QCHZhuYY/S7cXj8GXcXms7wSF8v3ncCvQp+0OBpFmSrEvT4/P+/LJ7fERWoDCxc1i0H5bTE+IU7L68CYtQCN/TiehE54G3WvtIkuZx0DzTuwqUbw2EFf8c1AcZzAmLUAfC48Tfvhi0mrrexFPZDnyGVV3koAeiX0JsFc8e5VHr+HX/JWcNyZR0pEGl0adKv0Gre3eDeb8jdi1Vnpk9iPCH3F11qbx8aK3GWUekvpFNeZ9KiWNXtQol678cYbAWjdujXz588PuW1MTAxpaWkYDAbS0tIwGo3k5+fToEEDIiIiKC0tLd+2tLS0QjEpGJ9PpbBQOs5F/eX1+gEuyPNcE92ZOI0eJUhXhi2hJ8aS4xj3BX7tcDfuhT2+FzG8GfQ5ipKHEh31P7TFBwLGHY16U3oB/uyq4kI+Ny4kHWO6kF2cHTDWzNqcHjG9eY/gF07aRnSS39E5io8//ecBqGLx6OOPP6akpITDhw/TtGlTrFbrOSUnqt+8zFxe+HE3Do+//LE+qXFMubINFoOW3BIXD83exs48G5jbAXDVv1Yz9ao2dG0SA8CbP2fxydpD+PwqAJrFMLpLMg8OSENRFLYcKebRbzM5Zjt1hSK9oYVXrmlHcrQslCdCM2QvIvLH+yvMmfc06kHR5f9GNcehOAuI+v5ODEdWMTqqLO7/b3dKBr+KO+1SAMwb3sG6+mUUX9kVCBUFV8YISga9ApoqvZyJMPbO9jeZkf0F/t/WhtBkahmZMpq/trkPgK35m3lmw5Pku06U75MW2YLnu79EojkJp8/JPzZMYmXe8vK4SWvivrYPcnnTKwGYf2gu07a9gvN3V3ovTujL010mY9JWLMYLcTpn2vndrVs3PvroI2677Tby8vJwOBzExJS9x6enp7N//34KCwuxWCysXbuWv/xFFhkV4kLmtybibDcW85b/Vop54zJwpV+BLyYNw/4l5Z+dTlIVLfbuE/A06YMnqTv6nMrTWJ0tr8YX15LS7hOIWvxg5ec3RuPoeHu1HY8IT6NSb2DRkQWUeksrxW5peTvpUS3pk9iPFbnLKsU7N+hKp7gutZGmALTPPPPMM6fb6IcffuCJJ57ghx9+wGazsXbtWnr06FEL6ZXx+1WczsAVdQE7c238bdZW3D61wuMHCx2cKHXTv0VD7vt6C9tzK7anOzx+luw+zjUdG7Fg5zGmLctC/d0QKrD1aAkxZgPN48zc9ukG8u0Vfw8Fdg/rDhYxslPjmjo8UQ9oig8RM2skGk/FNwWt7Qja/J24Wl1L1ILxGA8urRBXfC6M++bjbHU1+px1RC1+sMKikAqgO7EdUPE0kVt11qQlS34EYODAIXWcydn57sBs3t/1DiqnXuRUVDILt9LA2IDGlmTuWXknRZ7CCvsVuPPZnL+Rq5pdw7Rtr7Do6MIKca/qZVXeCnrE9+KE8xhPrX0Uj1rxdfJQ6QGK3IVcnNi35g6wDlXXuWG1GqsjnXrlgw8+IDMzkwULFrBx40acTidLlizhp59+4tprr620fWpqKrt27eLVV1/lu+++47HHHmPLli1s3LiRjh07kpyczFNPPcWMGTMYOXIkF198cYBnrUg+g4n67kJ/f3M37Q+U3SFN8TpRNXpcLa6ieOh0MEbitybhadQDbf4utKW5AHgbtME28GU8zQeAouBKH4biOI6uYA+K6sNviMTR4TZs/Z4DjRZffDt8kU3QndhRfhHQndyH4qHT8cem19Wh17gL/dy4UEQZoujesCcHSw+Q6yi70UMTS1Pua/sgg5OHAtA38RLsPjv7bdl4/B40Pg1XNB/Oox2fQq/R12X69UJVP4NV6VL9f/7zH7788kv+8pe/cM899zBy5Ejuueeec0pQVJ+vNh7hD3WjcvN35HFp63i2Hi0JGC91+5i7LZd5mblBx/9iw2E0ChQ5A8+r3n2slHUHC+nWNOaMcxfhwZT5v0pXvE4y7F+C7tBKDFkLAsYVvxvztk9+KxIFZt76MfbuE0Arbx4isJnZX4WMuf1ubN7Ar5O7i3ey5thqFhz+PmDcj59v9n9d/udAFhz+nrta30OEvmptwULA2XV+h7oj7qBBgxg0aFB1piiEqGsaLfaeE7F3vw+NLQfVFItqjKqwiSe5N4Wj5qKxHQVVxR9Z8aKvaozCNugVSvs+i+I4gd+aALqKswpcbUbjan0dmpLDqDozqqVhjR+aCB+tojN4tdd08l35uH0uEs1JFZYNMGiNjG/7N+7I+CuTXngUvcfAg1c9WocZh6cqFY80Gg0GgwFFUVAUBbNZpiidT/YXBJ/j6fGpbAlSODopO9/O/gJH0PiBAkfI5wDYn2+X4pEISle4L2hMQUWfswaFIBVQQFuwD21hVtC4xpmP4ixAtSacU56i/jpUejBo7EDpAQ6GiANkFmzF7Q++qOjB0gOEWv3N7XeT68iR4pE4Iz/88ANvv/02Pp+Pyy67DEVR5OKdECIwrRF/dPOQm/gjGoWMq4YIVEPlNVPLKRr8UU3PJjshqiTOGBcybtKaMLmkFlFXNKffBLp3785DDz1Ebm4ukyZNokOHDjWdlzgDSVHB19HQKmXrEoXSONpEo6jgrWpJkcZKC2f/UaNoWctDBOeLSA4db9g+dDwyGV9E8KmRfkMkqin6rHIT4eGPC2P/XpI5iURT8DhAWlQ6WkUbNJ5oTiLBnBQ0rlW0NDSFvs26EH90svM7JiaGe+65hx9//LGuUxJCCCFEmKpS8Wjs2LF06dKF4cOHs2LFCoYPH17TeYkzMKJj8KsI/Vo0ZECLhqQ2CFxAMmgVrmyXyIgQaxaN6NSIYW0SMekCny7J0SZ6No89s6RFWHG2vQE1yBdvT6MeuFMG407uHTCuKhqc7W7E2f7m4OO3HgVaWS9FBHdVs8rrw5x0ZbNrGNpkGAaNIWC8iaUpfRP70y9pYPAxml7NlU2vDhrvlzSAaIN0Z4ozI53fQgghhDhfVKl49Nhjj9GiRQt27tzJgw8+yNSpU2s6L3EGujSJ5v5+qWj+MGeidUIEjw9pgaIovHhVWxIjK365Nuo0/OOKNsRHGBnTpTHD2lae8jOkVUNu7tGUGIueF65qi1lf8ZRpaDXw0vC2aJRQEzZEuPPFtaRk4Muof1jQzhudSvGQNwAoGfIa3tgWFeKqRoet/1R8Ddrgank19k53Vhrb3aQvpb0er7nkRb1wXeoYBjceWunxgY2GMCr1euKMcTzd5blKd0RraIrn2W5TUBSFB9pNJCO6TYW4Bg13tBpH14bd6dqwO3dkjEPzh7fWjOg23N9uYvUflKj3pPNbCCGEEOeLKq155PV66dGjB++++y5XXHEFn376aU3nJc7QzT2aMiQjnh+252Fz++icHEXv1Ljyok5qAwszb+/Bot3H+O/MeRhVJ9MeuoMYc9mXeY2i8OzlrbmhazJL95zAD/RLi6Ndo1ML7vVJi+O7u3oyf3seuSVuUhuYGdIqHpM++FQOIU5ytRmNu9kATLtmoXHm44nvgDvtMtCUvQz5IxpTcP2PGLIWsOrr17H5jQy47z381lNTgUr7/h1n2xsx7v0OfG48TS/BE6RjSYjf0ypanuz8DNeljGFl3nIAeif0JSPmVDGoT+IlfD5wNj8e+YHjzmOkRKYyIGkQht+62qIMUbzV+31+PbaKzfkbseqsDGw8hEaWU52bN6bfwsBGQ1hy5EdKvaV0jOvMRfG9Kiz6KERVjR07loULF5KWlsbMmTN544036jolIYQQQoSpKhWPPB4PU6dOpVu3bqxatQqfz3f6nUStaxRl4s89mwWNG3QaLm+TyC+unQDlhaPfa50YSevE4Au6Rpn0jO4Sev0aIYJRrQk4utwdfAONDnf6MGbblgHQz1p5DRlfXEvscX+rqRRFPZcR06ZCweiPogxRjEgZFTSuKAo9Ey6mZ0LwW5w3sjTmxha3nFOeQkBZ5/fdd9/Np59+Wt75/fHHH9d1WkIIIYQIQ1WatvbCCy+QmprKXXfdRX5+Pi+//HJN5yWEEEIIEdZOdn6XlJRwxRVX4Pf76zolIcQFSFO0n8hFD9LgX21p8F5rIhfcizZ/16kN/D7MG98j9n/9aPhOOjFfXIpx+xd1l7AQAXx34Bvu+PkWVl60nHUd1zIz+yv8qrwv1qYqdR6lpKSQkpICwLBhw2oyHyGEEEIIgXR+CyHOnaZoP7FfD0fjOFH+mGn3Nxj2L6ZwxEx8DdoQ+eMDmHbPLo/rj29Dv/gh7IVZlF78WF2kLUQFb2W+zozs3wqaGnBY7LyZ+Sp7i3fzcMcn6ja5MFKlziMhhBBCCFG7pPNbCHGuLOveqFA4OknjLsH66yvocjdWKBz9nnnjO2hKc2s6RSFCyrEfZWb2VwFj3x/6jqySvbWcUfiqUueREEIIIYSoXdL5LUTNKywsoKCggEmT6meHzUvxs4K2C+j2/sCqzQe5PCJwXPF7+X7aPaxwtKy5BM9jWVn7iI2Nres0wt7KvOX4CT49bXnuMlIj02sxo/AlnUdCCCGEEEIIUQ+d670+5V6hou6p5xQW1Uc6j4QQQgghhBBhKSYmlpiYWCZPfqGuU6kRukUu2BF4yo83dQi9uo2Hr68OGFcVLZfd9wZDIxrXZIrnrfrajXah6Rnfm+m8jhqkStQ7sW8tZxS+pPNICCGEEEIIIeohe7f78BtjKj2u6izYL3oIb1I3XOmBp8U6Ot2BP0wLR+L8kWxtwvBm1waMDWk8lPSo8JxWWRekeCSEEEIIIYQQ9ZAvJo3Ckd/gbHk1qtaIqtHjSr2UghGz8Ma3B6D4T9Mp7fkovohkVBS8sS0o6T+F0j5P13H2QpS5v91DjG87gSaWpqCC0Wnirox7eLSTnKO1SaatCSGEEEIIIUQ95YtNp2TodEqCbaDVY+9+H/bu99VmWkJUmaIojEgZzYiU0eXTCa8fcVMdZxV+pPNICCGEEEIIIYQQQgQlxSMhhBBCCCGEEEIIEZQUj4QQQgghhBBCCCFEUFI8uoB4fX72Hi/laLEz6DY5xU72HC/F4/MHjNvdPko0kbgUQ9Ax9ufbyc63o6qBb4dYaPew51gpNpf3rPMU5ydN0X60+bvA7wsYV1xFaE9sR3EWBh5A9aPN34WmKDv4c5Tmoj2xHbyOwBt4HTTWFRCtsddpnqL6FboK2Fe8F7u3NGDc6/eSVbKXXEdO0DFyHTlklezF6w/8+mP3lrKveC+FroKgYxyw7eeAbb/kKYQQQgghRBXJgtkXiC/WH+a/vx7keKkbgA6NonhkcDqtEyMB2HOslJcW7WbD4WIA4ix6burehJt7NAXA4/Pz5s9ZzN6cgz3yEhTVz8PfbOPRwS1oGGEEYPm+E0xbmkVWftmX9maxZsZfksrAlg2BsqLRi4t2s2TPCXx+FZNOw1Xtk3igfxpGnaZKeYrzk/7IaqzLn0F/bAsAvohkSi96EFebMQAobhvWn/+OafdsFJ8LVWPA1epqbH2fRTVGAWDcOQPr6lfQlhwEwNOwHaV9/44nuTcAmuIDRC59Av2BpSio+I3RODr8GXuPB0GjBdWPZc2rmDd/wNMNivCr4J1znJL+U/BHp9RanqL65bvymbbtnyzP/Rm/6sOkNTOs6ZXclXEvBm1ZIXtG1hd8tvdjCtz5ALSP7cj97R6kRVQrAPYW7+b1ba+wtWAzALGGOK5Pv4lRqdcD4Pa5eW/nW8w7+C1OnwONoqVPwiU80H4iccY4AFbk/sy/drzFgdKygkwza3PubH0PfRIvCbs8hRBCCCGEOBPaZ5555pnqHtTn8/Hkk0/y/vvvM2vWLHr06EF0dHR5fPHixUycOJGZM2eiqirt2rULOZ7fr+J0eqo7zQvGlxsO888le7F7TnVZ5NlcLNx5jKEZCTi9Pm77dAPZBac6ORweP6v3F2LSaeiUHM1zC3Yxc9NRPP7fuokUhex8ByuzCrimYxKbjxTzwMyt5NtP/ZyLnF4W7TpGh0aRNIoycefnG1lzsIiTDUlev0pmTgkHChwMyYg/bZ6RJqlVno+0J3YQM/s6tLYj5Y9p3CUYsxbgi07B17AN0d/dimnfPBS17HerqD50xzPR5azD1WY0hj3fEb1wPBp38alx7ccw7p6Dq/kQ0JuJnTEc/bHNKL/FFZ8Lw5HVKB47nmb9sa6ainXdGyg+V1lcAW3xfoz7vsfZZgzaouwaz1O1JtTUj/mCt2TJjwAMHDjkjPbz+r3c/8vdbMrfgErZi4dX9bK9MJOjjiP0SxrAV1mf8/b2aTh9p17D8py5/HR0EYMbD6XUW8p9v9zFwdID5XGnz8Ha46ux6Ky0i23Pi5ufY+7BOXjVsk4fFZUDpdmsObaKK5oOZ1P+Bp5Y+zCF7lOdPkWeIpbmLKF9bEfiTQlhk6dVH3FGv8PTOdtz44+sVmN1pCOqWbh/BqtOTo+PAocHk06LRlFOv4OoFdX1GnYhUJwFKB476C2BN/A60TiOo2qNZRf2Ao1Rmlf2OUtX/1+zw+ncOF/YPCXYvKWYdeaAcY/fw8IV89GoGgYN/FPAbQpc+Xj8Hoza+n+OVpeqfgarkW/zS5YsAeDzzz9n9erVTJ06lbfffhsAj8fD1KlTmTFjBmazmRtuuIGBAwcSHx9fE6lc8Lx+lf/+ejBgzOby8cWGw5h0GoqcgadGfLTmIP3SG/B9Zm7AeFa+nUW7jjMvMxefv/I0Nb8KH6w+iMPjZ9exwFMjftx1jDuONTttnn8bkB4wLuqWZeO7KN7AUwwt66bhi2qG4dDPAeOGI6vQH1mFde1rAeOKz4Vlw9t4krqiLTkUcBvz1g9xdLgV8+b/BIxrbUcxbf8C3YntNZ5nydA3A8bF2Vueu5Qs276AscVHFnJTiz/z+d5PAsZLPCXM3j8DgGJPccBtPt/7CRc17MWiIwsDxrNs+1ieu5TvDnyDX608zdGv+vh070cUe4pqPs/4Wsgz/fR53tX63oBxIUTNKLR7eG3ZPn7ceQyX1098hIHruyRzc48mKFJEErVAl7MO68opGI6uBsCT0InSXo/haVrW0Yq7lIhfpmDcOQONpxS/KRZHu5uxX/QgaMq+Lhp3z8Gy5lV0BbtRFQ3uZgMo7f00vriWdXVYoh7ZV7yXd3e8ydrjv6KikhqRxq2t7qBf0gCgrGj0n13/Yu7BbyjpVoLWq+XNzNe4I2McJq0JgNV5v/DBrvfYXbwTgM4NunJ3xr1kxLSpq8OqdxQ12MI258jr9aLT6Zg1axbr16/nueeeA2DHjh28/PLL/Pvf/wZgypQpdOnShcsvvzzoWB6Pj8LC4Ouf1GfZ+XZG/Wdt0HibxAhMei0bDhUF3WZcn+a8syL4uhkjOjbi++25ODyB10nSKDCmSzKfrT8cdIy7ezfn3ZXBn6NNYgQf3dQ1aDzcffDBe2RnB/5CWNMmN5hNvM4WND7X1p4rIrYGjc+ztWdYiHi+z0KWpyHdTAeCbjO7pBPXRG4KGt/obEKyrjBknqfLoyp5Pnl8RNB4XUpJSeP22++q0xzuv/9uCgoKSE1NO6P99qbs4WjSkaDxZgeac6BZ8NeOyJJIQKEkMnBRpipjNMppTE7CUVRN4Lc7xa+QlNeoFvJM4UCz7JrN82BzDjQNnWenbV2Cxs9GVtY+YmNjmTbt3XMaJz5epjefj8L5M1h1cHv9/PnTDewOcAHu5u5NuL//mb2miuo3adJjAEye/EIdZ1IzdMe2EjPzmkoX4FSNjqLhn+Fp3Ivob0ZjOPxLpX2dGddRMuQ1jDtnEvXj/ZXiflMcBWPm449oXGP516X6fm6cL47ajzBuxW2UeEoqPK6g8Pcu/6Bfo4FM3vA0Px1dVGnfHg178uJFr7Lm2GoeXzux0gU4s9bCm73fIzVSXmtDqepnsBqbR6TT6Xj00UdZuHAh06ZNK3/cZrMRGXkqOavVis0W/AshgFarEBMTpL2ynkvShF7TPMpiwKwP3FZ6UqNYa8h4bKSRCKMeh8cVMG42aGkQZQqdZ1zo54iyGML2d1gVhw5lk529jxYtWtT6c7vQB435VAUXodsYXYoBr6pBpwQuPrpUPW6CL9AO4FACt6ae5FYMp83TQehz1KkYT5unTnf+3UNgz5496HSaOv/3o9EoKApn/DPSq6HfZoz+0OeGzn/6t6nTjaFXdWh9WryawB2aWr+2lvIMfg5DNeXpO32e1X2eK0rZ+VHX56gQ56NFu48FLBwBfLHhMLf0aEqMJfRrgxDnwrLujYCd24rfi2XNa9i7jQ9YOAIw7vwae7f7sP76SsC4xpmPefMHlPZ+qlpzFuHlq6zPKxWOoGxq/393v08Ta7OAhSOANcdXszV/Mx/ufj9g57bDZ+eLff/jsU5PV3ve4ahGF6F58cUXmThxIqNHj2bu3LlYLBYiIiIoLT31JlpaWlqhmBSIz6eG7VUvE9ClSXTQzqLBLRpg0mv4adexgPE2iREMTo/j/0y6oFPbBqbG4XB6+HRd4M6iSzMS6J8SS7AJPVaDlkGpscw5TZ7h+jusCq/XT0pKGpMmTan15zavT4ZfpgaMedOG0m/AC6gf9kTxuyvFVY2Ofvf+C+/Pf0e397uAY0T1uYs2iV1hzg0B477Ipgz56xd4P+2PLsjdzzJGPlN2h7YQefY/TZ79733vtHlO6v5AwFhdmjTpMbxef53/+4mKiiEqKuaMz9F9xXu5Y/nNAWMRukhev/tdJq6+n8zCwF1hd15yDwAvbX4+YLxtTHteufsNRi0ajs1b+YMHwKRRz/PdwW/Kp5b90ZXp13DlgKvDJs/LbrgiYOxsnbwye67nqHQeiZr000+LWLw48LTRmrTZ3BEMTQLG3D6VR/75JknewEsL1KRBg/7EgAGDa/15Re3TH1oePHZ4JYaEDkHjCiqGPd+iLQ7e0ao/GHjJACGqav3xNUFj2bYsluUsCbn/L3kryCzcFjS+LsT44szUyGX22bNn8+67Ze3rZrMZRVHQasu6Y9LT09m/fz+FhYW43W7Wrl1Lly7V20Jf3zw8KJ3oAItN92oey5XtEhmakUC/9AaV4hFGLY8OaYlRp+GJP7VEq6k8r/6m7k3ISIzgtp7NSG1Q+apxs1gzd/VuTkoDC3f0alYprlXgkcEtsBi0p81TnJ8cHW7Hk9St0uM+SyK2Pk+jWuKx9Z2ESuXzp7T3U/itiZT2fhJfRKNKcU9CZ+wd78DT9BIcba6vFFe1RkoGvggaLbYBL6IGWBzPmTESd7OBtZKnqH5pUencmH5Lpce1ipYJ7Sdi0pp4oN1DROorFw56xl/Mnxpfyp8aX0qv+Mp3w4vUR/JAu4cwao38rf3DaJXKXZg3pN1MWlQ6t7a8nWbW5pXiTa3NuKXFbWGVpxCi9mgCXAn/PS2Bu2GFqC5qqEWDtQZUbejObVUfenYButD7C3E6J+8UG4iCgkkbeoaCWWsO+NmqKuOLM1Mjax7Z7XYef/xxjh8/jtfr5c4778ThcGC32xkzZgyLFy9m+vTpqKrKyJEjGTt2bMjxZL495Ja4+HLDEdYfKsSi13Jp6wSGtU1Apy2r/3n9Kj9sz2P+9jxsbi8dG0cxpksyjaNPvaDvyrPx5YYj/LRxBybVyWOjB9M37VTRyebyMntLDsv2HMevwiXpDRjRsVGFu6T9kp3PrM055JW4SGlgYXTnxrRNiqxyniKwOp9T7XVg2vEVxj3fovjcuJtcgqPDraiWUwvZ646uwbzlQ7RF2fiim+NsfzOexr3K44rjBOYtH2I4uBRVo8eVfgXONteD/rcXfFXFsHcuph1foXHm443viKPjbfhiT03V0xbuw7z5A3S5G/Gb43BljMLV4sqyeTG1led5ps7PjWrKY3XeL8w9OIfjzmOkRKZyTfPraBWdUR7PdeQwe//XbM7fiEVnYXDjofyp8aVof1uo0+f3svDIDyw6sgC7106H2E5cm3Idieak8jF2F+1k9v6vySrZR0NTPFc0HU7PhIvL4zaPje8OfsMvuWVXYS9O7MuVTa8m4nd3HwuXPKtTdZ2j0nl0fpLPYOdmzYEC7vlqS8BYtEnHvLt7YTgPp0yHk/PlfbamWJc9jWVL4JuSOFtdi73reOI+D9yFpmqNnPjzWqLn3oY+J/AarLY+f8fR+YizR9wAACAASURBVM5qy/d8Ut/PjfPF//Z8yL93BV43sWuD7jzeaRI3LBlRfqfa31NQ+Kj/F7y7YzrLc5cGHOP6tJu4q/U91ZpzfVPVz2A1tmB2dZIPLtVLXgjPP/I7EcGcL+fG+ZKHOP9I8ah+k89g5+6pudv5YUfF5QU0CjxzeQaXt5HO7LpW39/flNI8YmdeW2nqmc+SQOHI2fijmmFd/gyWTe9X2tfW9xkcne5Al7uR6G+uR+OpuE6tJ6EThdd8Bfr6ueZdfT83zhelnlImrLqHvSW7Kzxu1UXwaq83aRHVik/3fsT7O9+ptO8NaTdzZ+u/ctB2gAdWjaPQXVgh3sTajDcufodoQ0yNHsOFrs4XzBZCCCGEECLcTR7WmouaxfLmvFW4FCO9Wjfnxm7JdEqOruvURBhQrQkUXDcH86Z/Y9w3H/Djbj4YR6c78P82lb+07zN4E7ti2vYJ2pLDeGNb4Oh4G55mAwDwJnamcNRczBvfQ394JaregqvlcBzt/1xvC0ei9lj1Vl7r9Raz989gydFFuH0uujbszqjUG0i2lq0Zd2P6LaRFppd1VR/ciMlpYsLAh+nXaCAATSOa8XafD/gq63PWHFuFTtFxSdIARqSMJsoQVZeHV69I8UgIIYQQQogaolEUhndIYu1XqwCYPFy6GETtUs0NsPd6BHuvR4Ju42o5HFfL4UHjvth0bANfrIn0hMCqtzK2xa2MbXFr0G16JfShV0IfJn1b1hHW78aBFeKJ5iTGt51Qo3mGO5lkLYQQQgghhBBCCCGCkuKREEIIIYQQQgghhAhKikdCCCGEEEIIIYQQIigpHgkhhBBCCCGEEEKIoKR4JIQQQgghhBBCCCGCkrutCSGEEEIIcQ48Pj87cm1oNAptEiPQKEqlbUo1FlyKkUK7hxiLvg6yFPWZ4shHW7AHvyUef0xq5Q38PnTHtoDqwxvfEbSVz0FN8UE0tqP4o5vjtyZWHsPjQHd8G6rOjC++XcA8tCd2oLiK8TVsg2qIPNfDEqKCY85jFEUWYXQZ6zqVsCTFIyGEEEIIIc7SrM1HeWdFNvl2DwCNooxMGJDOoJYNAThY4OC5H3ayIXIAAFe8t4or2iUycWALDDqZBCDOkddJxM9PY9rxNYrfDYC7cU9KBr2CPzoFAMOe74hY8Rxa22EAfJYE7D0fxtn2BgA0pTlELp6I/sBSFFRUjQ5X+hXYBrxQXgAyr3sTy4a30biKyp42tiW2/s/jSe4NgC5vExFLHkF/fBsAfr0VZ4c/U9rrUVDkPBfnpsRTzCtbXmR57jL87XygwhNrH+bhDo8Ta4yr6/TChvxLFkIIIYQQ4iws3HmMKQt3lxeOAI4Wu3ji20zWHyqk1O1l3Jeb2HC4uDzu9qnM2pzDlIW76iJlUc9ELp6IOfOz8sIRgOHIamJmjwGPHf2hFUQtuKe8cASgtecRueRhDHvngd9H9JyxGA78hIIKgOL3Ytr9DVE/jAPAvPE9Ila9UF44AtAV7Cb6u1vQ5u9GYztC9JwbywtHABpPKZb107GsfrmmfwQiDDy97jGW5SzBr/rKHlBgVd4KHl3zIKqq1m1yYUSKR0IIIYQQQpyF/64+EPBxnwofrznE95l55NncAbeZvz2PnGJnTaYn6jlN8QGMe+YEjGlthzHtmoVlw1soqj/gNpb10zFkL0CXvzNg3HBgKbrcDZg3vBswrnidmDf/G9PWTyoUln7PvPk/KG5bFY5GiMC2Fmxhc/7GgLE9xbv49diqWs4ofEnxSAghhBBCiDPk8vrZdaw0aHzLkWK2Hi0OGvepkJlTUhOpiTChz90YtDAEoMtdjy5nffD98zahP7om9HPsX4LWnhs8nrMOfc66oHGNx4Y2X7rsxNnLLNgSOl64tZYyEVI8EkIIIYQQ4gzptQpmffCP0lEmHZGm0AtjR5pk+VFx9vzG6JBx1RiDGmIbvz4Cvyn0ejGqJR41xJpFflMMquk0eZhiQsaFCCVSH3VOcVF95B0rjCzbe4LP1h1iU+RgTKqLz9cfZlTnxmg1le8IIsQfGXfOwLzlQ7RF2fiimuPocCuu1qPK49r83WXtzweWomr1uNKHYe96L6olvmwDnwvzpn9j2vEVGscJvAkdsHceh6fpJeVj6A+twLzhHfR5m/CbYnG2HoWj0x2gMwGg2I9j2fA2xj3fofhcuJtegr3reHwNMqovTxG2/KqfOftnMffgHI4580iJTOW6lDH0Tepfvs2Owkw+2/sJWwo2YtZZGNx4KGNSx2LVW+swcyFEXdAoCpe1SWDW5pyA8cvbJtI3LY7P1x8OGE+MNNK1iXypFmfP06QPPmsS2tLA56AzYySqzoR17esB466MkbhaXYt19csoJ9eS+R2/IQpnxkgM2Qsx7l8ceIxWI/Gb4zDunRc4x4TO+GLSqnhEQlR2SdIA3sh8FafPUSmmU3QMajykDrIKT1I8ChNfrD/MP5fsLfuLxogHI68s2cumw0VMvapt3SYnznvWlc9j2fB2+d81zgL0izZiP55Jad+/oz22jZhZI9F4Ts1pt2x6H2PWAgpGfoNqiiN67u0YDi4tjxsOLEV/YBklQ17FlXEdxt3fELnwvvL2a40zn4hVL2A4+DNFw/+H4iomZuY16Iqyy8cw7ZqFIWsBRdd8iTeh07nnKQWksDZ102QWHVlQ/vfN+RvZnL+Rca3HMzrtRtYe+5Un1z2Mx1+2MG6hu5BP9vyX1Xm/8FqvtzDrzHWVuhCijvy1TwobDxWTlW+v8HjHxlHc1L0JZr2W23o25T+rD1aIm3Qa/n5ZK7mAJ86NRkfJ4FeJnncbirfi+lml3Sfga9gWe1RzDAeXoc/dUCHujcugtOdEVFMspX2exrr82fIFswFUjZ6SQS+D3oLtksnojmdWKlK5Ui/F2XoUKBqcrUdj2vFlhbjfFEfJwJeq+aBFuInQR/Bg+0d4YfM/Ti2YDSgo3NfuQeKMDeowu/AixaMwYHN5mb48K2Dsx13Hue5gId2aypUvEZim+ADmjYEXSjRveh9H+1uIWDWlQkHmJG3xASwb38WT2LVC4egkBZWIFf/AlTYM6/LJAeftGw6vwLh3HtoT2ysUjsrz85RiXTmFkkEvn3Oepb2fCri/qP+25m+uUDj6vf/s+heXN72St7dPKy8c/d7u4p18f+hbRqSMruk0hRDnmViLgf+O7cJ323JZmZWPRoGBLRtyaesEDLqyqT739E2lZ/NYnvtkHi7FyLDeXRjZqTGNo011nL2oDzxNLyH/+kWYt36E7sQO/JZ4nG2vx9O4V9kGBiuF187AuGs2xn3zQfXhThmCM+M60FsAcHS6A09Sd0yZ/0NbchhvbAuc7W7GF9cSAH90CgXXL8SU+RmGwytQdRacLa/GnXY5aLQAlAx6BVf6MIw7Z6JxFeFp1B1H27Go1oQ6+bmI+mVI8qWkR7VgzoHZLN20CJPLzDMjptAqOuP0O4tqI8WjWvTTT4tYvHhhrT/vUV0SDmvXoPGpH39DW+f2WsyozKBBf2LAgMG1/rzizBizFgRdjFFBxbjnW/QHlgXff+/3aErzgsY1juOYMj8LuRijYd/36E7sCB4/vALj7m9C57l7zmnzlOJR+Po5t3Jx8ySX38X8Q/PIsu0Lvn/OUikeCRGmLAYto7s0ZnSXxkG36dY0ho6OzQDc129kbaUmwoQ/ujmlfZ4OvoHWiKvNGFxtxgTdxJvYGVti56Bx1RSLo+s9OLreE3gDRcGdMgR3ikwhEjUjNTKdB9o9xIkvjgFI4agOyILZYUBVQrdEq3IaiFD83pBhxeeu0OZcieor+y/kGKFvVaz4vVXIo3JHyB/jp81ThC3faX7/bl/gW21XdX8hhBBCCCEuZNJ5VIsGDBhcJ502+XY3V763Go8v8BfnCWOGcUn6zbWclbhQuJsNgJX/CBp3pQ/DcGg5+py1QfYfiCepK6bd3wSM+w2RONpcj2X9W2hcRYHHaD4QrTUJ3ZbA0y89CZ1wpQ/Duub/gufZYhiGw6HzFOHrovhezMz+MmBMp+gYmnwZ8w7O4ajjSND9hRBCCCGEqK+k5SQMxFkM3NitScBYlybR9EkLfYtOEd58DVrjbDUiYMzZYji+hm0p7fkwqqby7Yj9pljsXcbhajkcT8P2Acewd7sfzA2w9/hbwLi3QWucra7F0WUcfnPlBfFURUtpz0eqJU8Rvno07EmXBt0Cxq5NGUW8OYHbM+5CoXInZ5K5EVc1u7amUxRCCCGEEKLOSPEoTIy/JJWHB7WgSUzZ4oxRJh1juzXh9RHt0ZxmWpsQJYP/r6xAY00EwGdJoPSihyj50zSg7FaxRcM/xf3b4oyqRocr7XIKR8zCH90ctEaKrvkCR/tb8esjAPDGtqR40P/h6PpXoGyxxuIhr+GNK5u/7NdbcbS7mcJrvgKdGX9kMoUjZuFMvxJVU9Y06W7Uk6Lhn+Jp1r968hRhS1EUnu/+MmPSxhKljwKgkbkx49tOYFzr8QAMbjyUyd2mkhHdGgCDxsDQ5Mt5vdfbRBui6yx3IYQQQgghappMWwsjJxdzdHp8GHQaKRqJqtPosHe/H3u3+8DrAJ0Z/nD+eJIvpujaGeB1gqIFbcUOH9UYja3/89j6PQdeF+gr39bclXEdrozrwOMAraH8Dh4n+WLSKLnsHUp8nrI1inR/uFNNNeQpwpdJa+Lu1vdyV8Y9OH1OzLrK52ifxH70SeyHy+dCp2jRauRtVAghhBBC1H/yqTcMmfTa028kRCCKUn5b16D+WNCpNIYmYOGogtPFtXogRNGnOvIUYUtRlICFo98zao21lI0QQghxerpjW9Ge2I7fEo+nySWVLsApzkIMB5eC34e7aT9US8OKA6gq+sMr0diO4ItJx5tU+U7NmuKD6I+uRtWZcTcbVPnzms+FYf9PKO5ivEnd8MWkVfdhijC3tWALufE5mJwmVFVFkWaIWiXFIyGEEEIIIYS4ACmOfKJ+GIfh8Mryx3wRyRRf+hbepLK1/Mzr38a65hUUb9ndbVWNAXuXu7H3ehQA7YkdRM2/C13hvvIxPAmdKb78PfwRjcHvJeKnxzDt+BJF9QPgN0Zju2QyroyRABiyFhK5ZCIax4my50DBlX4FJUNeLesEF+Ic5NiPMmn94+wp3gXpZY/d/vNNPNv1eZpFpNRpbuFE1jwSQgghhBBCiAtQ1IJ7KxSOALS2w0R/dwuKswDDnu+I+OX58sIRgOJ3Y133Bqatn4DXQfS3YysUjgD0eRuJmns7ANbVL2He/nl54QhA4yoictHf0OWsR1uwh6j5d5cXjgAUVEx7vyPi50k1cdgijPhVP4+vnVhWOPqd/bYsHl3zIF6/t44yCz9SPBJCCCGEEEKIC4z2xA4Mh34OGNO4ijDt+ArLpveD7m/e9C+Me75DW5obMK4/vhX9gZ/KikwBKKof8+YPMG35EMXvDriNaedMFGfBaY5EiODWHf+V/basgLFcRw7Lc5fWckbhS6atCSGEEEIIIcJWVtY+Jk16rK7TOGPdjdn8JSZ4fPOP/6OL8QD6IO0CusK9/DrnXYZYg4+x/NMXuTKyOGj8eOZPlKpGMgyB44rPxQcvTyTLEx/8Sc5TWVn7SE2VdZtO+umnRSxevLDWn/dQo0MQ4qbI//n2Xyw+VPt5DRr0JwYMGFzrz1uXpHgkhBBCCCGECEspKRducaDQH/rmIIU+M4V+M2aNJ2C82GeiwB+icgTk+aPwqhp0ij9gvMhvweYPfhMJvwpFvgtzzaPU1LQL+vyoL4zuIJXJ3xhOExfVR4pHQgghhBBCiLB0++131XUKZ09V8X42EF3BnsohRUvPce9izPoBVkwOuLv2ojsZ2OlO1A97oPhcleI+SyJXjfsE76K/ods9O+AYTa5+BtUUC7NHBYx7m/Vnwvg3z+CgxPlqwIDBddJp4/K5uH7JtRS5CyvFzFoLr979FhH6iFrPKxzJmkdCCCGEEEIIcaFRFIqHvoXfXHFKmKposQ14EX90cxwdb8eVPqzSru4ml2Dv/gCqOY7ioW+iait2D/mN0RRf9g5o9dgumYynYbtKY9g7/gV3+jA8yRdTetFDleLe6FRKBr58jgcpwp1Ra2RSl+ew6Cp22hk1Rp7u8qwUjmqRdB4JIYQQQgghxAXI17AtJ25ajun/2bvvwKrq84/j73N3kptNBiskQADZAuJABQScKKi4UKuiVFutVuuuVWxd1VarrdWfta3V1oELFyqK4kKQIRtkJaxAyJ533/P7IxKM996gQgbk8/qrPc853/uccMw9ec73+5z1r2ErW0s4PgNv33MIJ3Vr2MFio/rkp7AXLcCx+T0Ih/DnjifQ/XgwDAD8PU+h/OL5fPrXy0m31jHsxIvw9puC6UwGwIxLo/Kcd3Bsfg/Hji8x7XH48icTzBjYmEf9Edfj6zUR5/rXsPiqCGSPwNd7Ili1pEj23+Hpw3l+zGu8v2M22+u20Tm+Cyd1PYVUZ1pbp9ahqHgkIiIiIiJysHIk4B14cbO7BLocRaDLUTHj4YQs5tQ3FIMOG3J55A4WG/7eE/H3nhhzjFBaPvVH3fLDchb5kZIcSZyTd35bp9GhadmaiIiIiIiIiIjEpOKRiIiIiIiIiIjEpOKRiIiIiIiIiIjEpJ5HIvKDWKq2ELfmeaxVhYSSe+A57ALCKXl7dwh6cW54E8e2T8Bix9frVPy548HYW6O2FS/Dte5lDE8ZwcxBeA+7ADNub6M7w1uBa82L2HYvx3Sl4u03hWD28L2fYYZxbPkY56a3Iegj0P04vH0mgy3uh+cpB62lpYv5qOgD6kP1DEwdzEldTyXBntAYL/WW8M62Nymo2UyGK5NTu08kL7FXYzwYDvLZrnl8uftzTOCYzGM5LnsMNsver8KCmk3M3vY2Jd7d5LrzOC1nEhmuvW+xqQ/W8f72d1lZsZx4azwndJnAsE4jWj1PEREREZHWpDtREdknx6bZJM25BiPsb9wWt+wf1Ix/DF/+6RjeClJmnYOtbF1j3PXNK/hyJ1B98lNgtRP/1cMkLHp476Cb3ib+6yepOuMFghkDsZauIeXNC7B4yvZ+xurnqBt+LfVH3QzhIEnvX4Vz83t7P2Pjm8Qt+weVk2dixnfaZ55y8Przygd4Z9ubjf9/3s65vFzwAg8f+Tc6x3dhWdlSbl98E96Qp3Gf1wpncu2AG5jU42w8QQ+3LrqBlRXLG+Nzi+YwKHUIDxzxMHG2ON7Y8iqPrX4YExOAT/mYmQUvcO+IBzk8fTg764u4YeE1FHt2NY4xe/tbnNb9DH4z6NZWy1NEREREpLVp2ZqINMvwVZP04a+bFGQAjHCAxI+ux/BWkjD/3iaFoz2chR8Qt+pZbMVfNy0cfcvirSDxw+sASJx7fZPC0R4JSx7DtnMRrjXPNykc7WGrWI97/j0/KE85OH26a16TgswexZ5d/GXVQwTDQe5dNqNJQQbAxOSvqx+hqH4Hz2/6T5OCzB4rK5bz/Kb/sLO+iL+ufqSxcLSHN+Th3mUzCIaD/GXVQ00KR3u8s+1NPt01r1XyFJH2ac2uGv7x5Rb+vXArBWX1EfEqT4AtjhzWO/P5aEMpwbAZZRSRnygcxLHpHeIXPoRr1bNR73ms5euJX/wY8Yv+gq1kZUTc8NcyKm4DExOW41z/OoR8EfvYd8wn/qs/E7f0CSzV2yPilrpi4pb9g/iFf8K+dR6Yus5FDiWGabb//6oDgRCVlZFfxCKHimuvvZKKigry8nq2dSoRjnFt5OLkBTHjL1aP4MzEr3EaoajxrYFUCgIZjI5fH3OMf1aO4vKUL2LGP6/vTVd7BXn2yOISQMC08HL1cKYmL4o5xvPVI/nM0ydmvL0qKNhMamoqjz32f22ax5133kpBweY2uUbX9FlFeVp59KAJ+Zv6sKF37OsrZ1sPdmXtxO/wR407/A6yizuztfuWmGPkb+zDhl7rwYgeTytvWH7ZbJ4b+7Ahf//yHLk09muW28qe6+L3v39gv8bJyEg8QBnJgaR7sOYFQ2HumL2OuetLm2yfMqQzN4/rjWEYfLS+hDvf/QZfMNwYz0mN47GzB9I1WbMJZf9YqgpJefNCrNV7v8NMWxzVEx7D3/MUME3cn9xG3Or/NjnO2/sMaiY8BhYb9u1fkPTudCz+6sZ4KCGLqonPEerUH8NfS9Lsy3Ds+HLvZxgW6kf+hvoRDQ8BXSufwf35DIxwsHGfQOYQqiY+16RFgYi0Pz/0HkzL1kSkWW6Lt9l4ssUTs3DUcLxvn2N0stbuM4dEI/IJ2B52I0yK1RMzvmcM+elyc9uusBmwB2IHDfA5Y18be44P2GKPEbAFmv8Mvv2MGIWjfeYIDXm69j/P9igvr2ebXh/S1OTJk0lMbLgJ7NatG/fff39j7J577mHp0qUkJDT04Pr73//euK/8NP9euC2icATwyvKd9MtyM7JHKnfMXkcg1PRZ7dYKD7e/vY7/XHh4a6Uqh6ik965qUjgCMIIekuZcQ/lFn+EonBtROIKGpf+h9MPwDLqEpHevwOKvaRK31hWT/O4VlF/4GQlf3N2kcARgmGESFj5EIHMIpjMF96e/w/je7F377uUkzruZ6lOePkBnKyJtScUjkXYgJSWVlJTU/X5y3xLsWz+Bty6MGT/mvJsJfXZnxI3LHgm9jqVv9jBYEP3cTMPKcZc/iPnKRIxw9D+O848/D1vZWtg0O2o85O7KMRNvhbcvipnn6PN+w9G542LG26s777y1rVMAYNq0n7fZZz+66k+8sfW1qLEEm5ubz72Da76cHvP4iyZcytvb3mBt5eqo8X5p/Zk4ZBIPrbwv5hi3nHcHN391PXXB6IXOEwZMAGg2z1vOu4Or5+9fnu3xd4S0Hz5fQ4HyueeeixpfvXo1Tz/9NGlpmgVwoLy6Ymfs2PKd7Kr2RRSO9lizq4a1xTUclqUCnvw0tl1LsZeuihozQj5ca2fi3PROzONdq58l7EyKKBztYa3eimPzu7jWvx5zjLhVzxF2pUQUjvZwFMzBUreLcEJ2M2ciIgcDFY9EpFmB7scT6DQw6s1JML0f/h5jqa+9ksRPbo+Im4YFz+E/J5iaT/zXT2LxRa7B9/U5k1DGALx9zyZu7YsR8bAzGW//qVhqtuPY/D6GGTnLyTP05wRyRu8zTzk4nZk7hXe3v40/HLmca3KPs+ifOoAjOh3JotKFEfFMVxYndJlAgt3NjKWR1yjAeXlTOTLzGP6z4Z/s9hZHxEd0GslhKQOY3OMs/rfp2Yi4w+LgzNwpAM3meVjK/ucp0px169bh8XiYNm0awWCQG264gaFDhwIQDofZsmULd955J6WlpUyZMoUpU6bsc0yr1SAlJb6lUz8oeQMhyuqiLzMFKKr2UeoJxowDVAZM/XzlJzN2RH5nfVectwijZlvMuLV2J/HeyN5F3+Wu24QRjD1721G3DTMce2mrYYZJpgwzRTNURQ52Kh6JSPMMg+qJ/yHxw+twbP+8cbO/69HUjH8MDAvegT/D4q0kbunjWAJ1AITjMqg99i4CXRp6tFSd8TyJH/4aW0VDzxfTsOLrM5maMQ1LKmqPvwdME9f6VxvXywdTelEz/i+EE7IIJ2RRfeLjuD+7C2t9w82SaYun/vAr8Qy5HGCfecrBKcedyz3DH+ThVX9kl6fhKb/d4uCMnDO5tE/DTJ7fHf57/rjiXuYXf9bY9Lpvcj9uHzIDp9XJ8dljuG7Ajfxr/f9RE2h4wppoT2Ran59zfOeGwuJDIx/lvuUz+Kaqofm7gcExWcdxy+DfAnBpn+l4Qz7e3Po6gW8LRNlxnblh4C3kuHMBWiVPkVhcLheXX34555xzDoWFhUyfPp333nsPm81GfX09F110EZdddhmhUIif/exnDBw4kH79+jU7ZihkqudRMzLdDnbXRi8gdU9xkZVgb/b4dIdFP1/5yWyObqQ2E6+Pz8GZ3BN7yYqo8VBid+rjc2lu7ltNYj+SbfEYwejXqT8xl7ArjTg+ixo3LTYqjUxMXeci7dYP7Xmkhtki7cCepUntfUmKtWIj1qpCQkk9CKXlR8QNfy22nYvA6iDQeSRYI2+abcVfY/GUE+zUn7C7c0TcUrcLW8lqwq5UgtnDIpMIBbDv/Aoj5CPQ+QhMR+Qvu33leTA5WK6N1hA2w6yuWEldsI7DUvqT7EiJ2KeofgdbagrJiMugd1Jkg3RfyMfK8uWYmAxOG4rT6ozYZ2P1eko8JfRIzKVLfNeIeJW/kt/+7WasISuP3Pg4lu8VJlsrz0ONGmbvP7/fTzgcxuVyATBlyhT++te/0rlzZ0KhEB6PB7fbDcCDDz5Inz59mDx5crNj6h6sef/5aht/+6wgauzuU/oyonsKZ/1rUZNm2XsM7ZrEP84f2tIpyiEu5dVJ2Hctidhu2uIou3g+ji0fk/TRDVGPrT3md3gGXET6s0dGnR0eTOlFxdR5uD/7HXErn4k6RuWklwg7U0h9+dSos8O9+ZOoOfHxH3dSItKq1DBbRA64UGpvQqm9Y8ZNh5vAPpaHBbOabw4aTsjG39y6eKudQLdR+5WnHJwshoVBaUOa3adLfNeoBZ89nFYnIzJGNjtG76Q+UQs6eyQ7UkirTGvMqa3yFPm+V155hfXr1zNjxgyKi4upra0lIyMDgMLCQq6//npef/11wuEwS5cu5cwzz2zjjA9+Fx/Rja0V9by1qrix44vVgIuO6M6p/bMAePCM/tzxzjpqfHuXsPXJSODe0w5rg4zlUFN90hMkv31JQ2/Ib4WdyVSf+HfM+Ax8h51LfcV64pY9hWE2FDFNDLz9L8AzdDoYFqom/ofk2Vdg8ZQ0jhFMzqX6tH+DYVB7zG+x1BThLJzTGDctDuqOub3xnqzmhD+T+MmtTZa4+bseTe3ovU37ReTgpuKRiIiIyCFgypQp3HbbbVxwwQUYhsF9993Hc889R05ODuPGjeP000/n3HPPxW63ceWJawAAIABJREFUM2nSJPLzD+6Zme2BxTD43Ul9ufiI7swvKMdmMTi+VzrZSa7GfY7JS+OdK4/kmgcex2c4+dXF5zIyJwXDaOYVjiI/UNjdhYrz5mDf9im2srWE4zPw9TwV7HGN+9QdcweegZfiKJyDYYbx9ziB0Hd6EAWzh1N2yQJmPXApadY6xp9/Lf6csWCxNuxgi6P6tH9hK1mJfceXmLZ4fL1OwYxLbxzD128K/tzxODe/i+GrJtB5BMHs4a32cxCRlqfikYiIiMghwOFw8Oc//7nJtmHD9i7/nT59OtOnx37jn/x0uWnx5KbFbnwdZ7fSNVAEwJE9mutSI/ITGEbDi0NyRsfcJZzUDe/gabHHsDpZ6usBwPG546PuEswYRDBjUMwhTFcK3v4X/LCcReSgow6yIiIiIiIiIiISk4pHIiIiIiIiIiISk4pHIiIiIiIiIiISk4pHIiIiIiIiIiISk4pHIiIiIiIiIiISk962JiIiIiISw+4aH2+s2sWW8nq6JLs4Y2A23VL2vgY9GArz0YZS5heUY7UYjOndiVE907AYRuM+G0vrWOvqh89w8tyibZw+MJuUOHtjvNYXZPaa3azcWU2S08ap/TMZ0DmpSR6Lt1Yy55vdeANhRuSkcFK/TJw2PQeWA8NSWcAk99ekWeqIX/QXvP3PJ5yQ3dZpiUg7ouKRiIiIiEgUXxaWc/Mba/AGw43bnl20nRkn9+XkwzKp9QX51asrWbWzpjH+5qpiRuWl8dCk/titFp5fsp2/zNuM6ewJwGOfFvCfr7bx2NmD6J+dyJbyen758gp21/obx5i5rIifHdGdXx2fh2ma3P3eN7yzZndj/N21u/nvou38/dzBdEpwtMJPQg5lzm9eIfGjGzk5Idiw4as/Eb/071Sd+k8C3Y9r2+REpN3Q4woRERERke/xBkL87p11TQpHAKGwyR/e/4byej//N39Lk8LRHl8UlPPi0h1sKq1rKBx9L17lDfK72eswTZN75qxvUjja49lF21i8tZJ31+5uUjjao6C8nkc+3rRf5yhi1O0m8aObMcLBptuD9STNuRpCvjbKTETaG808EhERERH5nk83lVHlDUaN+UMm763dzdurd8U8/q1VxZTXByIKR3tsrfDw/roSlu2ojjnGm6t2UVIb+4/3jzaUUusL4nbqll5+Gtf61zDCkcVLAIu3HEfBB/h7T2zlrESkPdLMIxERERGR7ymrDzQbL6n1U+sLNXO8n/L66H+U77Gj0tNsvLze32wewbBJlbf5PEWaY6kvaT7uKW2lTESkvdNjChE5YCzV23Bs+wTT6sSfOx7Tldp0h5APR+GHWDxlBDMGE8waGjGGbfcKbLuXEXal4c8dDzZXk7jhrcBROBcj5MXf7TjCyT2aDmCa2Ld/hrWqkFBSDoHux4OhOrk0KPOWsrDkSwCOzDiadFenJvFQOMjCkgWUeHeTl9iTwWmR12hhTQE7M4uwhmzUB+uItyU0idcH6/iy+AvqgnUMThtKbmJey52QiLSYvpkJzcb7ZyeSmxZHYXn0AlDfTDd9M93MjrLkDMAAjs5N499fbcP3vaVx3x0jJc5HQVl91HhavJ0st7PZPEWaE8wY2Hy8U/NxEek4VDwSkf0XDuH+5HZca1/AMBtugE2rk7ojb8Zz+JUA2LfOI+mDa7F4yxsP83c9muqTn8J0pWL4qkh670oc2z/fO6wzhZrxj+LPHQdA3PKnSVjwAEbQ2/AZGHgPO5faMX8Eiw1rxSaSZk/DVrm3B0QwOY/qU/9JKK1Pi/8YpH17+psneWnz/wiZDTMFrIaVc/OmMr3fLwBYU7GKGV//llLv3qewfZL68YfhD5ARl4kv5OP+5Xfz6a550ND3lnM/msS1A37DiV1PAeCDHe/x6Oo/UR/c+4fecVljuH3oXTit+gNP5GAyrFsKA7ITWb0rsqdRtxQXY3unU+8Pcs+cDVGPv3BENwZ1TuTfC7dR6YmcHTS6dzr9OycycUAWry7fGRGPs1s4e0gXKjwBPlxfSigcuQDuvMO7YrPqAYn8dL5epxFa+BDW6q0RsUD2cIKdR7RBViLSHllnzJgxo62T2Jdw2MSrKblyCPv44w8BGDt2fBtn8tPEL3mc+GVPYHyns4NhhnBs+5RgxiBMm4vU18/C4m96A26t2Y61YgO+PpNJ+uBXOLd81CRuhLw4N7+LN38ytuKvSfrwuiYNHQ3AXroaDINA55GkvjoJW1VBkzEsvkocW+biGXgJWKwH/uRb2MF+bbQXs7e9xf+texzzO9eoicmqihV0cmXQJb4rV8+/ggp/RZPjynylrKxYzsScSfxtzSPM2fFek3ggHGD+7i84MuNoyn1l3L74Jvzf6x2xta6Q6kA1R2eOarkTPAQkJKi41h519Huw43qls253LUVV3sZt/bMT+dOkAaTEO+iXlYjdarBqZzXBb4s7SS4bvxnbixP7ZeK0WTkyJ5Wl2yup9DR8fxnA2PxOzDilLw6rhZE5qZTU+thUWtf4G6pzkpP7T+9P30w3mW4nPdPjWbq9Ck+g4QGNw2pw/rBuXDmqB4ZhtOaPRA41Fiu+Hidg37UEa31x42Z/t+OoPulJsMe3YXIi0hp+6D2YZh6JyP4xw7hWPhMzHLfiXwSyhzXOFvo+R+FcbEULcRS8HzVuhHzErfkf1tK1sT9j1bME0/thrd4SNW6t2Y6j4H01fOzAXiucGTP2euHL+EN+qgPRm9Z+U7WWxSWLeH/77KjxsBli1pZXG/93NHO2z2Z631/gtrt/ZOYi0pbSExw8cc5gNpXWsbXCQ+ckJ/2yEpvsc9mROZwztAtLt1dhtRgM75aMy773YUXfLDcvX3YEv7r7AXyGkzuvvYpuKXGNcYfNwp0n9+XKUbms3VVDosvG4d2SsXynKHRCnwyO75XOkm1VeIMhhnRJJiXe3vI/AOkQwil5VJ47m6d/P51Uax3n/mKGZmyLSAQVj0Rkvxi+qiZPqr7PWrEB05kU+3hM7EULGpe7RR2jfGOTpWjfZ/GUYdu9qtk8bRUbaL5tqRzKttZGLywCFNYWsrUudhxgdcUKfOHYbzzaWreF5p79+8I+ij07cdvz95WqiLRDvTol0KtT7B5IbqeN43ulNztGaqgSoEnh6LuyEp1kJcZ++muzWjgyNzVmXGR/bQ2mszWYztkqHIlIFFokLSL7xXQkEnYmx4yH3V0Iubs0O0Yo/bBm4+HEzoTcnWPH7W5CKc03JQ65uzYbl0NbRlxmzFiWK4tMV+w4QG5iHlYj9rLHDFcmGa6smHGrYSXd2SlmXERERESkPVPxSET2j8WGt9+5McOeARfh7X8BZow3ngWyh+PPOxF/lyOjxk0MPP0vxNv/wpif4es3BV/+6YRdaVHjYWcyPi1Z69Amdp8UO5YziZO6nYrd4oga7xLfleOyx3Bs1uiYY5yeM5mJObE/49is0aQ4NWNARERERA5OKh6JyH6rO/Jm/N2OjdjuGXARvn7nEErrQ+2YBzAtTVfKhpJ6UD3+MQBqxj1KMLnp7CHTsFI7+l5Cnfrj63sWnkGXRnyGv8tR1B51G9jiqD7lHxGzoMKORKpPfkoNHzu4c/MuYHT2CRHbj88ew7l5F5DmTOeOoXfj+F4BKc2Zzt3D7sNiWPj1wBvpndR0Kr+BwaX5VzC80xEM73QEl+VPx/jeArbeSX24bsBvDvxJiYiIiIi0EvU8EpH9Z4+jatKL2Ld9jmPbPEyLo+HVrxkDGnfx9p+KP2cMzm9ew+KtIJgxCF+vU8Ha8Md6OKkbFRd8hHPzu9iKlxGOS8PX5yzCiXuXvNUefw+e/lNxbnoHI+TD3/14At2Og2+biga6HEn5zxbgXP861spCQsk5+Pqc1WzPJekYrBYbdw27h9UVK5lf/DkAx2Qdy4DUQY37HJc9mhfHvs4HO96j1FdCrrsnY7uMx2V1AZDsSOGJUf9kwe75PPnWX7GGrNxz0YN0S+jeOMbF+Zcxtst4Pir6gLpgHYPThnJU5jHNLnkTEREREWnvVDwSkQMm0P1YAt0jZyDtEXZ3wTP8mtgDWO348s/Al39GzF1CnfpT36l/zLjpSMQ78Gc/KF/peAakDmpSMPq+FGcq5/S8IGbcalgZlXUc7299B6BJ4WiPbgnd+Vn+tP1PVkRERESkndCyNRERERGRFvTJxjKWxA9jfsLRPPDhBjaV1rV1SiIiIj+KikciIiIiIi3kobkbufGN1ey2Z1NlS+XV5Tu5+L9L+WxTWVunJiIi8oOpeCQiIiIi0gJWFFUzc1lRxPZAyOS+DzYQDJttkJWIiMiPp+KRiIiIiEgLeH/t7pix0jo/S7ZWtmI2IiIiP52KRyIiIiIiLaDOH9yvuIiISHuh4pGIiIiISAsY2jU5ZsxqMRjUJakVsxEREfnpVDwSEREREWkBJx+WSbcUV9TYGQOzyHA7WzkjERGRn0bFIxERERGRFuCyW3ninMEc2zMNzIbm2AkOKxeN6MbN4/LbODsREZEfTsUjEREREZEWkp3k4pEzBzK25iNG1XzG7CuP4rrRPbFZjLZOTURE5AeztXUCIiIiIiKHOpfpw2X6iHdY2zoVERGRH00zj0REREREREREJCYVj0REREREREREJCYVj0SkVRmeMqwVGyHki75DyIe1YiNGfWnMMSw1RVgrN4MZbqEspSOrCVSztbYQb8gbNR4KB6l31eOzx7iGRUREREQOMep5JCKtwlKzA/end+DYMhfDDBN2peIZPI36EdeBYQHTJH7JX4lb/jQWbzmmYcGfM5ba4/9AOCkHANuuJbg/n4G9+GsAQkk9qBt5A76+Z7fhmcmhospfyWOrH+azXfMImkESbAmc2v0Mruh7FXaLHYBZha/y/OZnKR1aAsANC67hVwOuJy+xV1umLiIiIiLSojTzSERanOGvJWXWOTgLP8D4draQxVtBwld/JuHL+wCIX/gQCQsfxOItbzjGDOPcMpeU18/B8FVjLV9PyhsXNBaOAKzVW0j68DqcG95s9XOSQ0soHOTGhdfx8c4PCZpBAOqCdbxc8AJ/XvkAAK8Vvsxja/5Mqbek8bhl5Uu5fsE1lHh2t0neIiIiIiKtQTOPRKTFOb95BWv11qixuJXP4BnwM+KXPx01bq3dgWvdTKylazGC9VH3iV/0F3z5ZxywfKXj+bz4UzbVbIga+3DH+1zY6xKe3/Rs1Hh1oIpZW15ler9ftGSKItJOba3w8J+vtjK/oAKLAWPzO3HJyO5kuJ0ABMMmM7/ewWfu4/AbDspfWcHU4d04Ji+tcYzlO6p4dtF2VhZVk+iycWr/TC4c3g2XXW9mk1ZgmrjWPM9tabNJtdbhem099YOn4e89sa0zE5F2RMUjEWlx9h0LYsaMoBfnhjdiFoYajv8SW9m6mHFbxXqM+lLM+E77lad0XMvLl8WMhQkzb9dcyn1lzRy/tCXSEpF2bnNZHdNfXE61N9i47aWvi5i3sYx/XTCUDLeDW95cw6ebysCaCMDCLZV8taWS2ybkc+bgzszbUMqtb60hZDYcX+EJ8OQXW1hQWMHjUwbjsGmhgLQs97ybiVvzAon2bzfs/IrknV9RV3kz9SOubdPcRKT90LeRiLQ4057QfNyVso/j4zHt8bHjhhVsrp+UmwhAnDWu2XiSLXkfx8e+PkXk0PXE54VNCkd7FNf4eHbRNr4srGgoHH2PCfz10wLq/UEe+WRzY+Hou5btqGbON1oSKy3LWrKauDUvRI3FL/pLsy8wEZGORTOPRKTF+fLPIG7dS1FjocRuePtPJf7rJ7FWb4lx/GSCaWtxl62NGvf3GIfpcB+wfKXjOaHLeF7Y/FzUWILNzUndT2VO0busrVwd4/gJLZmeyEHrX/96isLCzW2dRosIY/BJ0kkNL32IYtaSzcxfsACcOVHjNb4gVz74D4riBsT8jCfe+oyvXlpyQPJtj3JzezJt2s/bOo0Ozbl5dsyYEfbjLPwQb//zWy8hEWm3NPNIRFpcoPvxePtOidhuWp3Ujr4PLFZqxjyAaXVG7OPNn4S/xwl4Bl1GIHNoRDwcl0HdqDtaJG/pOHol5XNu3tSI7RbDyrUDbsBldXFt/xtIsEUWKUd0GsmErie3RpoiB53Cws0UFByaxSMAE6PZWNiIHW/Yp/meRs2Nf7ArKNh8yBYWDyZGOHLmXBP7iotIh6GZRyLS8gyDmnGP4M8Zg2vdyxjecoIZg/AMnkYovR8Age7HUXHuu8St+Be24mWYcWl4+07B12cyGAY4Eqic/DJxa57HueltCPkJdDsOz+BLCSdkt/EJyqHgqsOuYVDaEN7Z9ial3hJy3XmcmXsOh6X0B6BvymE8dewzvFb4Mu+tegdbyMrlo67ipG6nYrPo61Qklry8nvz+9w+0dRotovzlFSzaWhk1NmFQDsfmDeW2t6PPmnXZLDx2/aVc8OwSyusDUfe55MSjOW9Y5MOXQ8Gdd97a1ikI4O8xlvilj0eNmYYFf87oVs5IRNor3e2KSOswDHx9JjcUg2IIpfWhdkwzf2DY4/AMuRzPkMtbIEERGJV1HKOyjosZ7xzfhav7X0fxizsBmHjBpNZKTUTaoSuP6cHyHVX4v9e0yO20cukR3emW4mJg50RW7ayJOPZnR3QnLcHBlcf04P4PN0bEe6TGMXFgVovlLgIQ6HIUvh4n4NzyUUTMO+Aiwknd2yArEWmPtGxNREREROQnGNI1mb+fM5gROQ0vfrAYcFzPNP5x3lBy0+OxWS389exBnHd4F9zOhiVqOalx3Dq+N9OP6QHAWUO6cO9p/ejdqeHlEk6bhUkDs3nq/CEkOPScV1pe9Sn/oH7YNdSEG9oHhNxdqD36t9Qef08bZyYi7Ym+kUREREREfqIhXZN54pzB+IJhDMBha/ps1u20ceMJvblhbC98wTBx9sg+Ryf2y+TEfpl4AiHsVgs2y6Hb60jaIauTuqNv5a53K3AYQX77yz81tAwQEfkOFY9ERERERPaT09b8hH6LYUQtHH3XvuIiLcnEwGfaVTgSkai0bE1ERERERERERGJS8UhERERERERERGJS8UhERERERERERGJS8UhERERERERERGJS8UhEREREDml1/iDBUDhmPBAK4wmEYsZN06TOHyRsmjH38QZC+IKxPyMYbhjDbGaM1shTJBYDE6cRAF0/IhKF3rYmIiIiIoekd9cW88zCbWwuq8dpszChbwbXHJdHeoIDgO2VHv72WQHzNpYRCpv0z07k50f3YFTPNABCYZNnF23j5WVFlNT6SXbZmDy4Mz8/ugeOb9+u9vX2Kp78opCl26uwGHB0bhq/PDaXPpluAGp9QZ74vJB31hRT5w/RLcXF1OHdOGdol1bNUySmoJeERQ/zYMbLuC1+Qv/5BM+gS/EM+yUYun5EpIF+G4iIiIjIIefV5UXcOfsbNpfVA+ALhnl7dTE/f2k5df4gJbU+rnhxOXPXlxIKN8y0WLOrhhtmreKTjaUA3P/hBv7+eSEltX4AqrxB/vPVNm55aw0Ay3dUcfUrK1i6vQqAsAlfFJTz85eWU1hWTzAU5upXVjJzWRF1/oYZQ9srvTw4dyNPzS9stTxFmpP87hXEL/07bkvD9WOt24V7wQO4P/ltG2cmIu2JikciIiIickgJhMI8NX9L1NjWCg9vrSrmhSU7KKvzR8TDJjzxRSHbKjy8uXJX1DE+31zO8h1VPDl/C4FQ5BKfOn+IZ77ayscby1izqybqGM8u2k5Zna9V8hSJxb7jSxxb50WNudb8D0v11tZNSETaLS1bE2knCgo2c+edt7Z1Gu1CZWUFACkpqW2cSdsrKNhMXl7Ptk5DROSgsq64lvL6QMz4l4Xl7K6JLMjssam0nvfX7aa5zi+fby5n8dbKmPH5BRVYDCNm3BcM8/aq4v3Oc84+8pxfWMGQrsnN7CEdWazCEYBhhnFs/RTvwItaLyERabdUPBJpB3JzVRz4rooKFY/2yMvrqetDRORHslljF20AbBYLNkvz++yrV5DNamC1GI1LyaLF95XHPj/jB+Rp3+cYzR8vHZtp2cefg/uKi0iHod8GIu3AtGk/b+sU9pu1cjNxS/+OY9snYHHg63UK9Yf/AjMuvWGHUIC4lc/gWjcTw1NOMHMQnqFXEuh6dOMY9qKFxH39f3g6fU1d2Eny6BPwDL4MrE4ADG8F8V8/iXPj2xDyEeh+PPXDfkkotXdbnLIcZHZ7inlx8//4cvfnmKbJMVnHcX7PC8mMywIgbIaZve1N3tn2JiXeEnLdeUzJO4+jMkc1jrG+6hte2vxfvhq2AGvIyrMb/sWUvPOItyUA4AnW83LBi8wtmkN9sJ5BaUM4v+dF9Enu2ybnLNJR9c100yXZRVGVN2p8bH46JbV+1u2ujRof3CWJU/tn8cTnhQRjFIfG9clgU2k9H28ojRo/Ib8To3qm8fqK6EvKEp02Jg3K5sWvi1o0z7H5naJuFwHw9TqNhMWPRo2ZFge+3PGtnJGItFcHvOdRIBDgpptuYurUqUyZMoW5c+c2if/73//mtNNO4+KLL+biiy9m8+bNBzoFEWll1tI1pLw8kbi1L2Kt3Ym1egvxXz9JyquTMDxlEA6R9O7luL+4G1vZWqz1xTgLPyT5jfNwrn8dAMfGt0medS7OwjmkWD10tVfinn8Pye9Mg3AQw1tByquTiV/6ONbqLVjrduFaN5OUlydiK1nZpucv7d+u+p1cPX86s7a8QrFnF7u9xcza8gq/nH8FO+uLAHhwxb08vOpBvqlaR7mvjKVli7l98U28WvASAEtLF/OrL6/k451z8Tv8eOI8PLPhaX6z8Fq8IS/ekJcbFv6KZzY8zba6rZT5Spm3cy6/+vJKlpYubsvTF+lwLIbBDWN6Yo0y6+bwrkmc1C+Tc4Z2oWd6fETcZbNw3eiedEpwcPlROVHHP3tIZ3p3SuAXo3JJdkU+i81KdHLJyO4c1SOVMb3TI+IGcO3xecQ7bK2Sp0gsoU798fS/MGqs/ojrMeNVfBSRBtYZM2bMOJADzpo1i9raWh599FEmTJjAL3/5Sy699NLG+P/+9z9uuukmrrrqKs466yxSU/e9LCUcNvF6Y68HF5G2lTj3Buzl30Rst/gqwbBgBD1Rn2oZmNh3LsYz8BKS37kEiz+yqai1egvB9H44C+bg2vxu5BhhP9aqrfj6TTkwJyOHpMfXPMrKiuUR2z0hD3WBWlKdqfxtzSNRj11ZsZxJPc7iD8vuosxXEhEv85WS5kxnY/V6Zm9/KyIeNkNsrN7AGT3O3P8TOYQlJDjbOgWJYn/vwT7++EMAxo5t/dkLuWnxHJGTQrU3SLU3SFaik6nDu3HzuN44bVYcNgsn9cvAZjEoqfNjt1oY3Tudu07uy2HZiQAM655Cr07xlNUH8AfD9ExP4KpRuUw7MgfDMEiNt3NCn074gmHK6/0kOm2cPjCbu07uQ4bbiWEYnNAng5Q4O6XfNr0e0jWZW8b1ZnzfzFbLsz1qy2tDmvLnjifs7sLODUuxYGJ0G0HtqDvV60ikg/ih92CGaZrN9dj70erq6jBNE7fbTUVFRcTso1NOOYX8/HxKSkoYM2YMV1555T7HDARCVFbWH8g0ReRACdTT6R/9MMxw1HAwOZdg9nBc37wac4iaY+8m8fO7Ysa9vc/AVrYOW8X6qHETg7IrVmM6k35c7nLQmTdvLh999MGPPu7LEV8QsoWixqxBK9m7O7Ojy/aYx+cV9qQgN/ZM2eSqhma0Vcmx32o0fNkRxHnjfmDGP9wJJ0xgzJhxB3zc1paRkdjWKUgU+3sPtudFEL///QMHKiU5ROjaaH/0byLSMf3Qe7AD3vMoIaFhamxtbS3XXnstv/71r5vETzvtNKZOnYrb7eaaa67h448/ZuzYsc2OabUapKRETtcVkXbAF4xZOAKwmkEs1thxgHh783GHNYxBMGbcwCQ50Q7x+j1xqIuPd2DbR3PYaExL7OckYUsYrPt4jmJrPm5aTZp93RENPUd/Su77Eh/v0HekiIiIiLSoFmmYvXPnTq6++mqmTp3K6aef3rjdNE0uueQSEhMbKlujR49mzZo1+ywehUKmZh6JtFs2UrKGYS9eGjXq7TaaQPYwkta8HjUetrspzz2TdOdfsPiiz9qo63wsNkc6cRXRZ34EModQ6Y8Dv35PHOpGjjyOkSOP+9HH/W7JLXxR/FnU2DGdj+W0kZO4ffGNUeNWw8r9Fz/CdQuuotgTvfHt2YefB8C/N/wjajwrLpv7b3oEi3Hgi0fAIfEdqZlHIiIiIu3XAb+LLS0tZdq0adx0001MmdK0B0ltbS0TJ05sXNq2cOFCBg4ceKBTEJFWVnfkTVFf9Rp2JlN/+FX48icRTD8s6rH1w6+B+E7UD782ajyY2gdvn7OpH3oVYVdkjzTTsFI/8jf7dwJyyLu49zSclsj13E6Lk4t7X8bIjKMYnDY06rGTepxNZlwml/WZHjWe6crijB5nckaPM8l0ZUXd57I+01uscCQiIiIi0tIOeMPshx9+mNWrV7Nx40Zef/11Xn/9dWw2G8uWLWPYsGGkpqZy9913M2vWLIYMGcJ55523zzHVMFukfQsn9yCQPQJrVSHW2iJMw4I/dzw1E/5KOK03WGz4ep+O4avCVrEJIxwgmJxH3dG34R1yBQDBziMIu7tgrdyIxVuBz7QS6H8eNRMeA2cSpjMZf+4ELHW7sFYVYmASyBpGzdgHCfRofvaiSLqrE8M7HUFx/S52eXZiYDA8/QhuHfo7+qX0xzAMRmefgC/kY2vtFgJhP5muLC7ufRmX5l+BYRj0Sson153H9rptVPjLsVvsjMkex28Pn0G6qxMuq4vjssdQ4Stne/02wmaYXon5XDvgBsZ1ObGtfwTtnhpmt08Hc8Nsad90bbQ/+jcR6ZjarGF2S1DDbJGDh+GvxbRYwRajMXAogBH0NNvc+r67bsBv2pjx+wdbfpgbAAAgAElEQVSj7xD0YIRDmA73AchYOhpvyItpmsTFuEZD4SCekIcEmzvmW4rqAnXYLXYcVkfUuD/kJxAOkGDXK7J/KC1ba5/UMFtaiq6N9kf/JiIdU5s1zBaRjm2fBR2rHdNqb3YXrxn9D/JGtrh99SYWiclldTUbt1psuC3Nf4nuqyjksDpiFpZEpHX5gmG2lNeT5LKRnRT9v/9tFR68wRB5afHYrJFLTKu9AXZW+8h0O0iNj/xvO2yabC6rx2YY5KZHb2BfUuujvD5A95Q44h3WNslTOjZr+QYww4TS8iHKUupEw0uytR7DV4XpTG6DDEWkPVPxSEREREQOOaZp8s8FW3lx6Q6qvA1v7Dy8WzK3ju9Nz/SGAvCKomr+9NFG1hbXAtApwcG0o3I4Z2gXADyBEH/+eBPvrinGHzKxWgzG9u7ELeN7kxLX8CDk/bW7+fvnBRRV+wDIS4/n16N7ckxeGgC7qr3c/+EGviyowATi7VbOHNyZa47LxWa1tFqe0nE5CueSMP8P2Co2AhBK6kHdUbfgyz8DAMNTjvuT27k/4x2shon577l4+55N7bF3gz3GTHIR6XBUPBIRERE5REyePLnxrbbdunXj/vvvb4zNnDmTF198EZvNxi9+8Yt9vu32YPfU/C08vWBrk21fb6/iFzNX8MIlw6n2BvnVKyupD4Qa46V1fh6cuxGbxeDMwZ25/e21fL65vDEeCpt8uL6Eomovz0wdyqebyvjd7HVNZsMWlNXzm1mreeq8IeRnJHDVzBXsqPI2xusDIf63ZDv1gSC3T+jTKnnGWoIrhz7bzkUkvXs5RjjYuM1avYXEOVdj2hPw9xhL8lsXYi9ZCd9eJkbIR9ya57F4yqg+9Z9tlLmItDcqHomIiIgcAny+hpkvzz33XESspKSE5557jldffRWfz8fUqVMZNWoUDsehubSp3h/ihaU7osbK6wO8vmInu2v8TQoy3/XMwq30y3Q3Kch815pdNcwvrOCfC7ZGXUYdDJs8u2gbo/LSmhSOvuvNVcVcNKLb/ueZte88R307C0o6nvglf2tSONrDwCR+yWNghhsKR1E4C97HWraWUIw35opIx6LikYiIiMghYN26dXg8HqZNm0YwGOSGG25g6NChAKxYsYLDDz8ch8OBw+EgJyeHdevWMXjw4BbNqbKygoqKisZGvK2lwppKnfvomPFX5i3Ga3GBNXp/s6JqH3f/8yVw9Yk5xqPPv0GBq1fM+Bfrd7JhzXJwdIsaD4VNbn38f9TF9d2/PJ9uPs/Hnp/F+771MeNtpaBgM6mpqW2dxiHPvnNR7NiuJdiLvmz++KKvVDwSEUDFIxEREZFDgsvl4vLLL+ecc86hsLCQ6dOn895772Gz2aitrW1czgaQkJBAbW3tPse0Wg1SUqI3gP4hLBYDwwCbLbI5b0tyGtFn6uxhN0KEiJyN0cg0iTOaiQNOSxCLGSJsRDa/BrATxL6PPOKMQIvn6bCEWv3n/0MYRsP1sT/Xl+yb4UoEf3XUmGlPwJmU3uzxcSnpuPRvJCKoeCQiIiJySMjLy6NHjx4YhkFeXh4pKSmUlJTQuXNn3G43dXV1jfvW1dU1KSbFEgqZVFbW/+SckpJSSEpK4c477/vJY/xUU59dwoaSuqixG846gd21Ph76aFPU+DE907j3tCs45ckFeIPhiLjFgAevvpin5m/h7dXFUcc4/5h+jMo7hstfWBY1nuF28H/X/4Kf/Xdpi+fZOcbb29rSntlo+3N9yb4l9J5E/NK/R4158ydRnzORNB7AiLIAM2xPoDJrDKb+jUQOaRkZ+74fAGh/jyFERERE5Ed75ZVXeOCBBwAoLi6mtraWjIwMAAYPHsySJUvw+XzU1NSwadMm+vSJvdTpUHDb+HwSHJGzgk7sm8HxvdOZPKgzI3JSIuJp8XauH9MLt9PGzeN6Y4nSa/rqY/PonOTil8fm0jU5sjDTN9PNxSO6MbhLEucd3iUi7rAa/HZCH2wWo1XylI6rftjVBNP7R2wPJudSN/JGwsk9qD/y5oi4aVipHX0vpsPdGmmKyEHAME0zWp+/diUQCOmphEgHsudp5O9//0AbZyIireWHPvWS2Px+P7fddhtFRUUYhsGNN97I8uXLycnJYdy4ccycOZOXXnoJ0zS58sorOemkk/Y55v7eg7X17/MdVR5mfl3Eqp01JLlsnHJYJuP7ZmD59u1jgVCYd9fsZs43u/EGwozISWHK0C50StjbSHz1rhpeWVbElnIPnZOcnDWkM8O77y3mVHsDvLZ8J/MLyrFaDMb07sQZg7KJs+8tCH22qYw3V+2irC5An8wEzj28Cz3TE1o1z/amra+NDsVfR9zaF3EUvAdmGH+PcXgHXIjpTG7cxb79Cza+dDOpljq6DB6Hd9AlBDNbtieaiLQPP/QeTMUjEWl3dEMp0vGoeNQ+HezFI2m/dG20P/o3EemYtGxNRERERERERET2m4pHIiIiIiIiIiISk4pHIiIiIiIiIiISk62tExCRjsNashrXuplYPGUEMwfj7XcupmtvM0/DV4Vr3ctclvQ5daYT2+4VTZs1mib2bZ/i3PQ2RtCHv/vx+PJPB6uzDc5GRERERESkY1DxSERaRfziv5Kw8I97N2yYRfzSx6k84wVCnfpjLfuGlDfOx+IpYWTct/u8fCp1R1xP/cjfQDhE4pyrcW16u3EI1/rXCC57kspJMzHj0lr3hERERERERDoILVsTkRZn2728aeHoWxZPGUkfXgtA4txfY/GUROyTsOgRbLuW4FrzQpPCUePYZetwz7/nwCctIiLyrY2ldXy0voS1xTVR47W+IJ9sLOXzzWV4A6GIuGmaLN9RxUfrS9hW4Yk6xq5qLx9tKGXx1krC7f9lyHII6mEr5XDnVqxl37R1KiJRba7exKc7P2Z9la7RtqCZRyLS4lxrZ8aM2crW4Vg/C3vJymaOfwlb2dqYceeGN6gZfS/Y4mLuIyIi8mOV1vn53TtrWbytqnHbYVlu7pt4GN1SGr5z/rVgK/9euBVvMAxAotPGNcfncdbgzgCsK67hd7PXUVjeUDQygNG907nr5L64nTb8wTD3fbiB99YUE/q2ZtQ5ycmdJ/VlRM7epd0iLcVauZnEOVdza/q392IvjsPfdRTVJz6OGd+pbZMTAUq9Jdyz7C5WlC9r3Jbv7sOMEffROb5LG2bWsWjmkYi0OIuntNm4tXpL88fXl2LxlMWMGyEfhi/602AREZGf6jezVjcpHAGsLa7lmldWEgyFmbViJ098UdhYOAKo8QW5/4MNfFFQTpUnwDWvrGwsHAGYwLyNZdz9XsOT84fnbeKd1XsLRwA7q33cMGsVRVXeFj0/EUJ+kt+8MOIhnmPHFyS/e3kbJSWyl2ma3L74piaFI4ANteu55avrCYWDbZRZx6PikYi0uGCngTFjpmHFn3MCpiX2RMhgxgCCnQbEjIfcnTHj0vcrRxERke9aur2SNbuiP5jYUeXl441l/Hfx9pjH/2/xdt5ZU0yVN/ofNp9sLGP1zhreWrUratwTCPPq8qIfn7jIj+Dc9A7Wmm1RY/ZdS7DtXNzKGYk09XXZEjZWr48a216/jfm7v2jljDouLVsTkRbn6X8+ccuexOKrioj58s8glDkIX5+zcK2LXN4WdiTiHXAhlqqtOArexzDDEft4hvwcLNYWyV1ERDqmb3bXNRtfs6uGLTH6FwGs311LhtsRM24CCwrL8Ydi9zf6ZnftPvOUQ8O8eXP56KMPWv1zz3IvYUJC7Pj7z9zLJ56+rZfQt044YQJjxoxr9c+V9idW4ei78eOyR7dSNh2bZh6JSIsz4zOoOv2/BJPz9m4zLHjzJ1EzpqGRds3oe/H2OQvT2FsECiX1oOr0/xJOyCbYZSQ14x8jHLd37b1pc1E3/Fd4hk5vvZMREZEOIT3e3mw8w+3A7Yz94CIt3kF6fOziEdDYN6m5MURaUlW4+WuwOuxqpUxEokt1Nv9G5VSH3rjcWjTzSERaRTDrcCou/BTbrsVYPGUEOw0knNRt7w62OGomPEbdUbfw8mM3Uxt2cskv/wmG0biLr89kfL1Oxb7jS4yQj0DnkZguNRMVEZED7/he6SS7bFGXnTmsBqcclsmuah8vLN0R9fjTB2Yxqmca/128nWhzi3JS4zixXwavLi/i6x3VUcc4Y2D2/pyCHETGjBnXJjNtjLrdmM8ehRH2R8TCcemcedUznGl1tnpeInscmzUaty2R2mDkMmJr2MoJXSa0QVYdk2YeiUjrMQyCnY/A3/PkpoWj7wgndmW5rzubAplNCkeNrA4COaPx552owpGIiLQYl93KPaf1w2VrertssxjcdXJfUuMdXDmqB4M6J0Yce2zPNC4Y1pWe6Qn8ekxPvv9tluyycc9p/TAMgztO6ktmlOVtl47srretSYszEzKpOeGhiN6Tpi2e6gmPgwpH0sbibHH8dugMnJbvXYsh+HW/m0hyJLVNYh2QZh6JiIiIiERxVG4ar19+BG+s2sWWcg+dk5ycMSibrskNS30SHDaeOn8o8zaU8kVBOVaLwdjenTg6LxXLtw9Apg7vxlG5qby1qpiyOj99Mt2cPiCL5LiGZXE5qXHMvGwEs9fsZtXOahKdNk7tn0X/7MiilEhL8PU9m0D2CFxrX8Ras4NQam+8h51HOCGrrVMTAeDIzKN5dsxM3t32Fh8v+5Di9bsYn30yp51+Rlun1qGoeCQiIiIiEkMnt5PLj+oRM26zGIzvm8H4vhkx9+mZnsB1o3vGjCc4bJwztAvnDO2yX7mK/FTh5B7UH3VLW6chElOGK4Of5U/j9E6TeXjFH7nsrCvaOqUOR8UjEREREREREWn3UlPT+MMf/tjWaXRI6nkkIiIiIiIiIiIxqXgkIiIiIiIiIiIxqXgkIiIiIiIiIiIxqXgkIiIiIiIiIiIxqWG2iIiIiEgMobDJ55vL2FrhITvJxehe6ThsTZ+/FpbVM7+wHIthMLp3Op2TXE3inkCIj9aXUl7vp0+Gm5E9UjAMo8k+y7ZXsXJnNYlOG+P6ZJDoanqbXlrnZ96GUrzBMEd0T6FvlrtlTlhERCQKFY9ERERERKIoKKvn+tdXsaPK27gtPcHBQ2f0Z1CXJEJhk3vnrOet1cWN8UfmbeKiEd341fE9Afhiczl3zF5LrS/UuE9+RgKPnDmQrEQn1d4AN85azdc7qhvjf/54E7dNyOfU/lkA/Hfxdh7/rIBg2GzcZ3SvdO6deBhOmxYSiIhIy9O3jYiIiIjI94RNk9/Malo4Aiir83PDrNV4AiGeW7StSeGo4Th4dtF2Zq8pZneNj1veWtOkcASwoaSO3769FoD7PtjQpHAE4A2G+f1737CxpI4FheU8+snmJoUjgE82lfG3zwoO1OmKiIg0SzOPRERERES+58uCCrZVeqPGKj0B5qzbzcvLimIeP/PrIoqqvPiC4ajx5UXVLCgsZ96G0qjxkAmvLC+ipNYf8zPeWrWLq4/NxWW3NnMmIiIi+0/FIxERERFpMQUFm7nzzlvbOo0frdCRC3H9Y8b/9+b77Hb1jBlfX1RGxda14OgWc59H//sqobi+MePzFq/Aa3GBNTFqvM4f4o577iHe9MQco70qKNhMXl7sn5+IiLQvKh51MKt2VrOxpI4Mt5OjclOxWox9HyRyoIT8OLbOw+IpJZAxhFDGgIhdrKVrGBW3gdqwC0I+sDqbxP+/vTsPj6o8/z/+ObNlnSSEhBAIa4gsYRGDQbQUKGhDgSqiYBAERa2IWFCpSNUqRSQqYIviQkulwa+KIgpVWqrQUouyWMsuStgFAoGE7Jnt/P7gZ2xMJiwmmYS8X3/puc85uc9c55p5+MxznjHK8uU4uFbylsmd8CP5nC3rqnsAwAVq27bhhgMhvuJq66G+IgX5SlVmCa6yHuIrUaiv+lAn0ntGMk3JqHo8FuorkUWmivyER1bToyCzrNq/UV+1a9e+Qd8fANDYGKZpmufeLbDcbq/y8qr/AEf1ThW59KuVu7Tt6HfP1MeG2ZXx82R1axERwM7QWNgPf6KIv0+WpeRk+TZXqx8r/7qFMoOjZJTlK2LNvXIc+kd53RfSVPmDfid36/6SpODtSxS+4SkZnrPvB6ZhVWmXdBX++CnJwpR9oCGLja36H8cIrMY8BvP4TN34x006ll85nHEG2bTq7lT93+ff6NUNB6s8/tHrktS7TRPduHiz3N7Kw+0uzZ1acmtPPfjeTq3POlWpbjGkJbf2VE6RS1NX7Kzyb4zoEa/pg5Iu8MoAAPjO+Y7BWDC7kXhkVcXgSJJOFrk1ZcUOFZR6AtQVGgtL4VFFfnh7heBIkhyH18u59kFJUvi6X1UIjiTJUnJKkavvlCX/sOyH18u5/tflwZEkGaZXITuXKvTzBbV+DQCAxsVmMfTc9cmKDXdU2B4RbNOz13dRmMOm21NbadBlsZWOHXl5C13fLV7NI4I1a0hnBX/vF9FaNwnR00M7S5J+fV2SOseFV/rbDw9KUqc4p37UvqnuvrqNvj9ZPLV1lH7Zj5k7AIC6wcyjRuDL7AKNXfqF3/oDAxKVfgWP/qD2hG58TmFbnq+yZspQ3vB3FfXeCBlm1YuKFl8xSdZTXyro4MdV1n0hMTo1fotk4UlcoKFi5lH9xBhMcnl8Wvd1jg6cLlZ8ZLCu7RirkO8tUP1ldoH+vf+0LIahAUkxahsdWqGeX+rW/c8tUpkRpF+MvF59E5tWWDrANE19djBX24/myxls13UdY9U0rGJodSy/VB/tOalSt09Xto7S5QmRtXfRAIBG43zHYPxLqxHYd6r6Qd++nKI66gSNlS33K781Q6bsRzf4DY4kyXr6a9lO+z+HpSRHRslpmWHNflCfAAB8n8Nm0U87V//50inOqU5x/gffEcF2tXYdkiT1T4qpVDcMQ33aRqtP22i/54iPCNbYK1udZ9cAANQsHltrBJqFB1Vbj3NWXwd+KG9YfPX1Jv5/aUaSfOHx8oX7P4fPHiYzmG9gAQAAAKA2EB41AimtItW6SUiVNYt8GpocV8cdobEp7ZIuU1X/koy72eVyJabJHZ9aZd2UodIu6SpJHu33/GUdR1T6VTYAAAAAQM0gPGoEDMPQnGGdFR1qr1jwefVwv9ZqHlH1T8wCNcXbtJMK+82WaVR8y/E6E5R/7dnFrvMHPS9vRJsKddOwqLDvk/LEdlXZZSNUkjym0rnd8VeqqM+M2mseAAAAABo51jxqJJJiw/Xenan66+4Tev8fn+qbvTv1sy5xurHXgEC3hkaitOtYuVr3V/Ce5TJKT8sT211lHYZKtrPhpS+itU6PXqugvX/R5ysXqtAXpKsnvixfROuzJzAMFfafo9LkWxW0d5Xkdcmd0FeuNgMkgxwcAAAAAGoL4VEjEmK3anj3ePVv1V/z5m3U+FGTAt0SGhlfRCsVXznF/w7WIJV1HKFlBZslSVd9Gxz9D09sN3liu9VWiwAAAACA7yE8aoSaNInWb3+bEeg2AAAAGjyfaWrD/tPasD9XFkMakBSjlFZRFfY5kleir4OSVGYEafnWo0rr3ExhDobhAICGg08tAAAA4CKUur2asmKHPj98pnzbW18c1cDLYvTUkM6yWgy9u+2YMj76Wr7gJEnSnI/26tUNB/XiTd3VITYsUK0DAHBBWCgEAAAAuAivbjhYITj61sdf5WjZf4/q4Onis8GRWbF+utitGR/srqMuAQD44Zh5BAAAAFwg0zS1csdxv/X3tx9TTqGrUnD0rf2nirX1mzPq0TKyljoEAKDmMPMIAAAAuEAur6kzpR6/9ZOFLuUUlVV7jpwiV023BQBArSA8AgAAAC5QkM2ihKhgv/UOMWHqEFP9mkaJTVnzCADQMBAeAQAAABch/YoEv7XRKS01LLm5woOsVdavbtdEbZuG1lZrAADUKMIjAAAA4CKM7NlC41NbyW41yreF2C2a2r+9+nWIUVSoXb+7sZviI4IqHNe7TZRmDu5U1+0CAHDRWDAbAAAAuEiT+rbT6JSW2nQwTxaLoT5tmyg86LshdvcWEVoxIVWTZ81VmeHQI/dMUIdYHlcDADQshEcAAADAD9Ak1KGfdm7mt261GIrx5EgSwREAoEHisTUAAAAAAAD4RXgEAAAAAAAAvwiPANQpozRPljMHJK+76h28bsVYCxRqlNVpX8D58pk+HS3+RnlluYFuBQAAAKgTrHkEoE5YCo8q/F+/kWP/GhmmV76QGBX3uFMlV0ySDEMyTYV88ZJC/7tIv405Ka9pyPNhvgr7zpTP2TLQ7QOSpL8cek+vZ/1Z2SXHJVPqEdVTU3pMU5vwtoFuDQAAAKg1zDwCUPtcRYp8b6SC9q2WYXolSZaSHIV/Nkdhn82RJIVumqvwT2fLUnJSkmQ1TAXt/5uiVtwkw1UQsNaBb71/cLnm7XjmbHAkSYa09cwXmvrZvcopPRnY5gAAAIBaxMwjALUu+Kvlsp05UGUtZNsfVdL1NoVsXVRl3VpwWMG7l6mkx4Ra7BContfn0dK9S6qs5bny9P7B5ZrQ8Z467gpAXdibU6Tl/z2qQ7klio8I1vDuzZUcH1FeL3J5tGpHtjbsPy2rxVD/Dk01uHOcHLbvvqPdcihPW0N6qMwI0u/+uU8jesQrISqkvH6ysEzLtx7T9qP5igi2aXCXOPVtHy3DMOr0WgEA8IfwCECts3/zqd+a4SlV0J53ZXEXVXP8BsIjBNShooM6VZbjt/7Fqf/UYTcA6sqaL0/o8dV75PWZ5dtW7jiuBwckatQVLXW62KVfvLVVB06XlNc/2Xda72/P1os3d1OI3aoX/7Vfr206LDnOPoK9dMsRvfPfo5p7Q7JS2zTRl9kFmvTOduWXesrP8dFXOfp51zg99tOOdXexAABUg8fWANQ+W0i1ZTMosvr6OY4Haluwtfp7MNgaXEedAKgrRS6PnlrzdYXgSJJMSfP/kaXsgjK99MmBCsHRt7Yfy9fSzUe063jB2eDoe0o9Ps3821fy+kw9tebrCsHRt1buyNa/sk7V2PUAAPBDEB4BqHWlHYb5rXnDW6i0S7q8Ea397lOWdH1ttAWct/jQFuoY2dlvfUCLQXXYDYC68M+9p1Ts9lZZ85rSX3ef0N++POH3+A93Z2v1bv/17IIyfbDruL48Ueh3n+qOBwCgLhEeAah17tb9VZp0Q6XtpsWhwn6zJatdBf1my7QGVdqnNHGoXG0H1kWbQLXuT35AobbQStu7RXTXdS0HB6AjALWpqtlA/+tMiVslbp/fekGpRwWl7mrPkVPoqrZecI4eAACoK4RHAGqfYajg2t8rf+DzcrW8Wp6mnVTaaaRyb1olV9uzMzbcrfsr9+a/qKTzKH3jjtIeV5zyfzJPBde9KBm8VSHwOkcl65VrXtP1bUYo0hUlW7ZNKblX6tk+v5fdYg90ewBqWLcWEdXWL0+IVMdm4dUeX905rIbUv0OMQu3Was7hPHejAADUAf5FBqBuGBaVdbpJZ25YptxbPlLBwHnyxiZX2MXbtLMKfzJXs04P1fO516qs80jJ4n9QDdS1lmEJ+mXyg1rcb6l67+ujGT/7jRxWR6DbAlALkps7ldo6qspaUmyYftQ+WuNTW1VZtxrSbVe20uDOcYpzVp5VK0lpXeLUPiZMN13eosp6ZLBNN3aPv7jmAQCoYYRHAABcoCZNovXb32aoSZPoQLcCoBZl/LyLrusYK6vFkCQZkn7UPloLRnSTxTA0qGOsfn1tkpqGfRcit4gM1tPDuqhnQqRCHVa9dHN39Uz47ochgmwWjegRrxmDkiRJ9/6orW67slWFGUid48L14k3dFRNedfAEAEBdM0zTNM+9W2C53V7l5RUHug0AdeTxx6dLkmbOnBPgTgDUldhYHs+pjxiDnZVT5NI3eSWKcwapeUTlX1f0eH3ac6JQFouhjs3CZTGMSvs8+MRMuQyHZv3qQUWGVH7UtbDMo6ycIkUE29WuaeX11QAAqA3nOwaz1XIfAAAAQIMWE+ZQTJj/R1RtVouS46tfIynMV6wwFVcZHElSeJBNPVpGVlkDACDQeGwNAAAAAAAAfhEeAQAAAAAAwC/CIwAAAAAAAPhFeAQAAAAAAAC/CI8AAAAAAADgF+ERAAAAUEt8pqn3th3Tp2F99A9nf/1q5S7998iZQLcFAMAFITwCAAC4hJw6dUr9+vVTVlZWhe1/+tOfNGTIEI0dO1Zjx47Vvn37AtRh4/LYB1/qqb9/rTxbE5VYQrXu6xz9YtlWfbgrO9CtAQBw3myBbgAAAAA1w+126/HHH1dwcHCl2s6dO5WRkaGuXbsGoLPGafOhXK3Zc7LSdp8pzVuXpYGXxSrIxne5AID6j08rAACAS0RGRoZuueUWNWvWrFJt586devXVV5Wenq5XXnklAN01Ph9/leO3dqbUoy2H8uqwGwAALh4zjwAAAC4B7777rqKjo9W3b1+9+uqrlepDhgzR6NGjFR4ervvuu0/r1q3TgAEDqj2n1WooKiq0tlq+5JmW6r+ntQfbeX0BAA0C4REAAMAlYPny5TIMQ59++ql2796thx9+WC+99JJiY2NlmqbGjRsnp9MpSerXr5927dp1zvDI6zWVl1dcF+1fknrGO/XuF1XXgmwWXdYkmNcXABBQsbHO89qPx9YAAAAuAa+//rqWLl2qzMxMde7cWRkZGYqNjZUkFRYWaujQoSoqKpJpmtq4cSNrH9WBgZfFKCk2rMraqJ4tFBVir+OOAAC4OMw8AgAAuEStWrVKxcXFGjVqlKZOnarbbrtNDodDffr0Ub9+/QLd3iXPbrVo4c3d9ft/7tMHO47KZ1jVLNyhW65oqTG9EgLdHgAA543wCAAA4BKTmZkpSUpMTCzfdsMNN+iGG24IVEuNVlSIXY+ndVTZhiXyGDbNnvqkrBYj0G0BAHBBCI8AAACAWmaVT1bTRXAEAGiQWPMIAAAAAAAAfhTs3BMAABI0SURBVBEeAQAAAAAAwC/CIwAAAAAAAPhFeAQAAAAAAAC/CI8AAACAH8g0zXPvc4667zzOAQBAIPBrawAAAMBF2p1doFc3HNSnB3JlNaR+HWJ099Vt1DY6VJJU6vbqD58d0sfOgXJZgpT15881pleCftYlrvwc/9yboyWbDmvHsQKFB9n0sy7NdFefNooMsQfqsgAAqIDwCAAAALgIO48X6BdvbVWZxydJ8kr6+56T2nQwV6/d2lPxEcG6/90d+uLIGckSJEn6+mSRfrN6j04WujQutZX+svO4nvzrV+XnLCjz6K0vjurzw2e0ePTlCrFbA3FpAABUwGNrAAAAwEV45d8HyoOj/3Wm1KPXNh3W+qxTZ4OjKiz+7JDOlLi18JMDVdb35hTpw13ZNdkuAAAXjfAIAAAAuEAer0+fHcj1W/9X1il9su+U33qx26v3tx/TyUJXNec4/YN6BACgphAeAQAAABfBMKqrGTKq20GSxVL9UPwchwMAUGcIjwAAAIALZLNadHW7aL/1/h2aql9iU7/1MIdV13dtrjhnkN99qjseAIC6RHgEAAAAXISJ17RVmKPygtZNwxwal9pK17SP1lVtmlR57D3XtJUz2Kb7f9xOlipmGHVp7tTg//lFNgAAAolfWwMAAAAuwmXNwvXH9Mu1+LND+vf+07JZDPXvEKM7rmqt+IhgSdLcG5K1dMsRvbZ+p1yWICW3jNatvRL0k6QYSdJ1nZopMsSuJZsOa8exfDmDbPpZlziN791KQTa+5wUA1A+ERwAAAMBFSowJ01NDO/utO2wW3XFVax34cKEkaeZDcyrt07tNE/X2M0MJAID6gK8zAAAAAAAA4BfhEQAAAAAAAPwiPAIAAAAAAIBfrHkEoN4wXAUK2rNct0VsUJEvSNacXfLGdAl0WwAAAADQqNV4eOR2uzVjxgx98803crlcmjhxogYOHFheX7t2rV588UXZbDaNGDFCI0eOrOkWADRA1ty9inx/lKxF2eoT8v83vnWdinr/SsW97g9obwAAAADQmNV4eLRy5UpFRUXp2WefVW5uroYPH14eHrndbj399NN65513FBISovT0dA0YMECxsbE13QaABsb50S9lLcqutD1s4zNyJfxInuZXBKArAABqhls2uSwOuTw+OWysHAEAaFhqPDxKS0vTT3/60/L/t1qt5f+dlZWl1q1bKzIyUpKUkpKiLVu2aPDgwTXdBoCL8I9/fKy1a/9e53+3hS1XjzXd6re+I/MB/V/BVXXY0Xd+8pNr1b//wHPvCABAFXKKXJq7NksfRwySaVj0s1c+08ieLXRnnzayGEag2wMA4LzUeHgUFhYmSSosLNT999+vKVOmlNcKCwvldDor7FtYWHjOc1qthqKiQmu6VQDfExrqkC0A34Y2sZdVW4+0lQakL+nsa8L7DwDgYpR5fJq4bKsOnC6RjLOfY2dKPVr06SHll3r00E86BLhDAADOT60smH3s2DFNmjRJo0eP1rBhw8q3h4eHq6ioqPz/i4qKKoRJ/ni9pvLyimujVQD/IzW1r1JT+9b537UUZcv8c28ZPk+V9cSrR+jx3tPquKvv8P4D1L7Y2HOPB4CG5u97TpwNjqrw7rZjur13azUNc9RxVwAAXLgaD49ycnJ0xx136PHHH1efPn0q1BITE3Xw4EHl5eUpNDRUW7Zs0YQJE2q6BQANjC8sTmVJ1yt4z/LKNXu4SpNvDUBXAIBLRaAey94W0l1yJFRZc3tNPTL3RTX3VF7vr7bxSDYA4ELVeHj08ssvKz8/XwsXLtTChQslSTfffLNKSko0atQoTZ8+XRMmTJBpmhoxYoTi4uJqugUADVBBvzmS162grL/IMH2SJK8zQQWDfidfeIsAdwcAwIWzmt7q66q+DgBAfWGYpmkGuolzcbu9PDYCNBKWMwdlO7ldZnATuVv2KV8jAsCljcfW6ifGYD/Mf47k6RdvbauyFh1q11/u7i27lc85AEDgnO8YrFbWPAKAi+WLbCNXZJtAtwEAwA92RUKUft41Tit3VHw0zWox9PDADgRHAIAGg/AIAAAAqCWPXneZerdpopU7jutUkVuXNQvTLVe0VOc4ZtsBABoOHlsDAAABx2Nr9RNjMAAALm3nOwZjriwAAAAAAAD8IjwCAAAAAACAX4RHAAAAAAAA8IvwCAAAAAAAAH4RHgEAAAAAAMAvwiMAAAAAAAD4RXgEAAAAAAAAvwiPAAAAAAAA4BfhEQAAAAAAAPwiPAIAAAAAAIBfhEcAAAAAAADwi/AIAAAAAAAAfhEeAQAAAAAAwC/CIwAAAAAAAPhFeAQAAAAAAAC/CI8AAAAAAADgF+ERAAAAAAAA/CI8AgAAAAAAgF+ERwAAAAAAAPCL8AgAAAAAAAB+ER4BAAAAAADAL8IjAAAAAAAA+EV4BAAAAAAAAL8M0zTNQDcBAAAAAACA+omZRwAAAAAAAPCL8AgAAAAAAAB+ER4BAAAAAADAL8IjAAAAAAAA+EV4BAAAAAAAAL8IjwAAAAAAAOAX4VEjsGfPHm3evDnQbQDVWr9+vd56660LOmbBggV64403aqkjNAYXct+dPHlSTzzxhN/67t279cILL9RQZwAuBYzB0BAwBkMgMAZreAzTNM1AN4HatWDBAsXExCg9PT3QrQA1insbAFCf8TmFSxX3NtD42ALdAC7e/v379cgjj8hms8lqteqZZ57R0qVLtXnzZpmmqfHjx+uKK67QihUrZLfblZycrIKCAj3//PMKCgpSVFSUZs+eLY/HoylTpsg0Tbndbj355JPq2LGj5s6dqx07dqioqEiJiYl6+umnA33JqIfuu+8+3XbbbUpNTdW2bdv0wgsvKCYmRgcPHpTP59OUKVPUu3dvDR06VG3btpXD4dCtt96qjIwM2Ww2RURE6LnnntOaNWu0b98+PfTQQ1q4cKE++ugjeb1epaen65ZbbtHixYv1wQcfyGazqVevXpo2bVqFPubMmaPPP/9ckjR06FCNGzdO06dPV15envLy8vTKK68oMjIyEC8R6pHv36+33357+T02ceJERUVF6cc//rF69+6tJ598UmFhYWratKmCgoJ033336YEHHtCyZcs0bNgwpaamas+ePTIMQwsXLtSuXbv05ptvav78+Xr77bf1xhtvyOfzaeDAgZo8ebKWLl2qNWvWyOPxyOl0asGCBXI4HIF+SQBcBMZgqA8Yg6EhYQzW8BEeNWAbNmxQcnKypk+fri1btmjNmjU6cuSI3nzzTZWVlWnkyJHKzMzU8OHDFRMTo27dumngwIF64403FBcXpyVLluill15S79695XQ6NXfuXO3du1eFhYUqLCxURESE/vSnP8nn82nIkCHKzs5WXFxcoC8b9czNN9+sFStWKDU1VStWrFDfvn11/PhxzZ49W7m5uRozZow++OADFRcX695771WXLl2UkZGha6+9VhMmTNDatWuVn59ffr5du3Zp/fr1evvtt+VyuTR37lzt2bNHq1ev1ptvvimbzabJkydr3bp15cesW7dOR44c0bJly+TxeDR69GhdddVVkqSrrrpK48ePr+uXBfXU9+/XqVOn6vjx45LOTolevny5HA6Hhg8frmeeeUZJSUmaP3++srOzK5ynqKhIQ4YM0WOPPaYHH3xQ69evV0xMjCTp1KlTWrRokVauXCmHw6E5c+aosLBQeXl5eu2112SxWDRhwgRt375dKSkpdf4aAPjhGIOhPmAMhoaEMVjDR3jUgN10001atGiR7rzzTjmdTnXq1Ek7d+7U2LFjJUkej0dHjx4t3z83N1fh4eHlg48rr7xS8+bN07Rp03TgwAHde++9stlsmjhxooKCgnT69Gk98MADCg0NVXFxsdxud0CuE/Vb37599eyzzyovL09btmyRz+fTf/7zH23btk3S2fswNzdXktSuXTtJ0j333KOXX35Z48aNU1xcnLp3715+vv3796t79+6yWq0KCQnRo48+qtWrV6tHjx6y2+2SpF69eunrr78uPyYrK0u9evWSYRiy2+3q0aOHsrKyKvxNQKp8v3bp0qW8lpCQUP4t1IkTJ5SUlCRJSklJ0YcffljpXN8eGx8fr7KysvLthw8fVlJSkoKDgyVJM2bMkCTZ7fby99Tjx4/L4/HUzkUCqHWMwVAfMAZDQ8IYrOFjwewG7OOPP1ZKSoqWLFmitLQ0vfvuu+rdu7cyMzO1ZMkSDR48WAkJCTIMQz6fT02aNFFhYaFOnDghSdq0aZPatm2rjRs3qlmzZlq8eLEmTpyoefPmaf369Tp27JjmzZunBx54QKWlpWJ5LFTFYrEoLS1NTzzxhAYNGqTExEQNGTJEmZmZWrRokdLS0sqnKlssZ99yVq1apeHDhyszM1NJSUlatmxZ+fnat2+vXbt2yefzye126/bbb1e7du20bds2eTwemaapzZs3VxiQJCYmlk+Xdrvd+uKLL9SmTRtJkmEYdfVSoAH4/v1qtVor1L7VvHlz7d27V5K0devWKs/l795q3bq19u3bJ5fLJUm6//77tWnTJn300Ud6/vnn9dhjj8nn8/GeCjRgjMFQHzAGQ0PCGKzhY+ZRA9a1a1dNmzZNCxYskMVi0e9//3utWrVKo0ePVnFxsQYNGqTw8HB17dpVzzzzjBITEzVr1ixNnjxZhmEoMjJSTz/9tAzD0NSpU7VkyRJZLBZNmjRJHTt21MKFCzVy5Eg5HA61atVKJ06cUKtWrQJ92aiHRowYoUGDBulvf/ubmjVrpkcffVRjxoxRYWGhRo8eXeEDQZK6deum6dOnKzQ0VHa7XTNnziz/NZrOnTurb9++Sk9Pl8/nU3p6ujp16qTBgweXb0tJSdGgQYP05ZdfSpIGDBigTZs2adSoUXK73UpLS1NycnKdvw5oGP73ft20aVOV+/zmN7/RjBkzyu/RC3lcJDo6WnfddZfGjBkjwzA0YMAAdevWTSEhIbrxxhvlcDgUGxtb/o9IAA0PYzDUF4zB0JAwBmvY+LU1AAC+5/XXX9fgwYMVHR2t+fPny26367777gt0WwAAAJc0xmD1FzOPAAD4nqZNm+qOO+5QaGionE6n5syZE+iWAAAALnmMweovZh4BAAAAAADALxbMBgAAAAAAgF+ERwAAAAAAAPCL8AgAAAAAAAB+ER4BqPd2796tF154IdBtAAAANCqMwQB8iwWzAQAAAAAA4Jct0A0AuPTs379fjzzyiGw2m6xWq0aMGKEVK1bIYrHo5MmTGjVqlG699Vbt2bNHs2bNkiRFRUVp9uzZCgsL06xZs7Rt2za53W5NnjxZTqdTb775pubPn6/Vq1frtddek8ViUUpKih566CF9/vnnysjIkM1mU0REhJ577jmFh4cH+FUAAACoW4zBANQWwiMANW7Dhg1KTk7W9OnTtWXLFmVlZSk7O1vvvfeefD6fhg0bprS0ND322GOaPXu2OnTooLffflt/+MMf1LVrV+Xm5uqdd97RyZMntXTpUl199dWSpLy8PC1YsEDLly9XSEiIpk2bpn//+9/65JNPdO2112rChAlau3at8vPzGbgAAIBGhzEYgNpCeASgxt10001atGiR7rzzTjmdTl1zzTXq2bOnHA6HJCkpKUmHDh1SVlaWnnzySUmS2+1Wu3bttH//fl1++eWSpNjYWE2dOlUbN26UJB06dEinT5/W3XffLUkqKirS4cOHdc899+jll1/WuHHjFBcXp+7duwfgqgEAAAKLMRiA2sKC2QBq3Mcff6yUlBQtWbJEaWlpWrRokXbv3i2v16uSkhLt3btXbdq0Ubt27ZSRkaHMzExNmzZN/fr1U/v27bV9+3ZJUkFBgSZMmFB+3oSEBMXHx2vx4sXKzMzUmDFj1KNHD61atUrDhw9XZmamkpKStGzZskBdOgAAQMAwBgNQW5h5BKDGde3aVdOmTdOCBQtksVg0duxYrVixQnfddZfy8vI0ceJERUdH64knntDDDz8sr9crSXrqqafUtm1bffrpp0pPT5fX69WkSZPKzxsdHa3x48dr7Nix8nq9atmypQYPHiyXy6Xp06crNDRUdrtdM2fODNSlAwAABAxjMAC1hV9bA1DrNm7cWL7YIgAAAOoGYzAANYXH1gAAAAAAAOAXM48AAAAAAADgFzOPAAAAAAAA4BfhEQAAAAAAAPwiPAIAAAAAAIBfhEcAAAAAAADwi/AIAAAAAAAAfhEeAQAAAAAAwK//B9KnUJuU4bFXAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig1 , axes = plt.subplots(nrows=2,ncols=2 , figsize = (20,24))\n", - "sns.swarmplot(x=\"species\" , y = \"petal_width\" , ax = axes[0,0] ,data=iris, size=8,)\n", - "sns.boxplot(x=\"species\" , y = \"petal_width\" , ax = axes[0,0] ,data=iris ,boxprops={'facecolor':'None'})\n", - "sns.swarmplot(x=\"species\" , y = \"petal_length\" ,ax = axes[0,1] , data=iris , size=8)\n", - "sns.boxplot(x=\"species\" , y = \"petal_length\" ,ax = axes[0,1] , data=iris ,boxprops={'facecolor':'None'})\n", - "sns.swarmplot(x=\"species\" , y = \"sepal_width\" , ax = axes[1,0] , data=iris , size=8)\n", - "sns.boxplot(x=\"species\" , y = \"sepal_width\" , ax = axes[1,0] , data=iris ,boxprops={'facecolor':'None'})\n", - "sns.swarmplot(x=\"species\" , y = \"sepal_length\" , ax = axes[1,1] , data=iris, size=8)\n", - "sns.boxplot(x=\"species\" , y = \"sepal_length\" , ax = axes[1,1] , data=iris ,boxprops={'facecolor':'None'})\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 880, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAABI8AAAVHCAYAAADcOUhvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3Wd4VHXexvF7SiY9pFcIvYogvYhIUUEFGyrqqrt2sZd1XXtf267tsRdcxbUjimIXUEBBeu8hIQnpvU6mPS/QSMycBCXJhMz34xuc+5wz93BxXXOu35zzPyaPx+MRAAAAAAAA4IXZ1wUAAAAAAADQfjE8AgAAAAAAgCGGRwAAAAAAADDE8AgAAAAAAACGGB4BAAAAAADAEMMjAAAAAAAAGGJ4BAAAAAAAAEMMjwAAAAAAAGCI4REAAAAAAAAMWX1d4GC43W65XB5f1wAAAK0kIMDi6wrwgnMwAAA6toM9Bzsshkcul0elpdW+rgEAAFpJXFy4ryvAC87BAADo2A72HIzb1gAAAAAAAGCI4REAAAAAAAAMMTwCAAAAAACAIYZHAAAAAAAAMMTwCAAAAAAAAIYYHgEAAAAAAMAQwyMAAAAAAAAYYngEAAAAAAAAQwyPAAAAAAAAYIjhEQAAAAAAAAwxPAIAAAAAAIAhhkcAAAAAAAAwxPAIAAAAAAAAhhgeAQAAAAAAwBDDIwAAAAAAABhieAQAAAAAAABDVl8XAAAAQNv46KOPNG/ePEmS3W7X1q1btWzZMkVERPi4GQAAaM9MHo/H4+sSzXE4XCotrfZ1DQAA0Eri4sJ9XcHv3HffferXr59mzpxpuA3nYAAAdGwHew7GbWsAAAB+ZuPGjdq1a1eTgyMAAIBfcdsaAACAn3nppZd09dVXN7udxWJSZGRIGzQCAADtGcMjAAAAP1JeXq60tDSNHj262W1dLg+3rQEA0IFx2xoAAAAaWblypcaOHevrGgAA4DDC8AgAAMCP7NmzR507d/Z1DQAAcBjhaWsAABzA4/HI7rYryBJkuE2dyy6L2SqLyeI1d3lccrmdslkCW6tmh8PT1tonzsEAAO2Fw+1QeV2ZwgMiZLPYfF2nwzjYczDWPAIAQJLdZdcbO1/V55mfqtxRrqTgZM3ofrZO73qWTCaTJGlZ3hK9tet1bS/bJpvZpglJk3VJ3ysVFxQnSSqoLdBr21/U4pzvVOeuU99O/XR+r7/p6ITxvvxoAAAAhy2H26H/7nhVCzI/UbmjXKHWUE3tPE2X9r1SgfxQ12Za/Mojh8Oh22+/XdnZ2aqrq9OsWbM0efLk+vz111/Xhx9+qOjoaEnSfffdpx49ejRzTH71AgC0Ho/Ho1t+vl5rilY1ys7qfq5m9b9WC/d9o4fW3SuPGn5tJgYn6YWjZ8skk2Ytu1g5Nfsa5CaZdPtR92hy8gmt+hkOd1x51D5xDgYA8LUH1t6lRTnfNXp9ZNxoPTLiCR806lh8duXR/PnzFRkZqccff1wlJSU6/fTTGwyPNm/erEcffVQDBw5s6bcGAOBPWVW4wuvgSJLmpX+gs7qfo9d2vNRocCRJuTU5+mzvx5LUaHAkSR55NHvHy5qYdJzMJpYaBAAAOFh7KnZ7HRxJ0s8Fy7WpZKMGRh3Zxq38U4sPj6ZOnaopU6bU/7/F0nA9iM2bN+vll19WQUGBJkyYoCuuuKKlKwAA8IesKFhumDk9Tn2d9YVyqhsPhn7b/yeZZDLMc6r3aW9lhrqFdz+kngAAAP5kVeHKpvOCFQyP2kiLD49CQ0MlSZWVlbruuut0ww03NMhPPvlknXfeeQoLC9M111yjRYsWaeLEiU0e02IxKTIypKWrAgAgSQoJavp++YhfvtuMBAYENPseUZ3CFBnBdxkAAMDBspmbXhibhbPbTqssmJ2Tk6Orr75a5513nqZPn17/usfj0V//+leFh++/p+7YY4/Vli1bmh0euVwe7rcHALSakZFH6y3N8ZoFmgN1bOzxmhc2T3sq07xuMyb2GEnS6vzVXvPuYT3UyR3Hd1kTWPMIAAD83riE8Xpuy1NyepyNMpNMOjZxkg9a+acWX3yhsLBQF198sW655RadeeaZDbLKykpNmzZNVVVV8ng8WrFiBWsfAQB8bmD0IE1KOt5r9rc+lyk8IEJX9r9WVlPj31x6RfTRiZ2n68TO09Urok+j3Gqy6sr+17Z4ZwAAgI4uJihWf+t9qddsZo+/KCW0cxs38l8t/rS1Bx98UF988UWDJ6idddZZqqmp0cyZM/Xxxx9rzpw5stlsGjNmjK677rpmj8mTPgAArc3lcWl+xjwtyJyvwtp8dQvvoRndZuqYxGPrt9laukXv7n5LG0rWKcQSoskpJ+js7ucpLCBMklTlqNJ7e/6n7/Z9rWpntY6MGqxze56v/pFH+OpjHTa48qh94hwMANAe/Ji3VB9nfKjsqiwlhiRpeurpmpDEVUct4WDPwVp8eNQaOHEBAKBjY3jUPnEOBgBAx3aw52A8MxgAAAAAAACGGB4BAAAAAADAEMMjAAAAAAAAGGJ4BAAAAAAAAEMMjwAAAAAAAGCI4REAAAAAAAAMMTwCAAAAAACAIYZHAAAAAAAAMMTwCAAAAAAAAIasvi4AAAAAAAD8U4m9WO/snqPFuQtV57JrSMxw/aXXheoV0ad+m6+zvtC8jA+VVZWppJAknZJ6uk7ucqpMJpMPm/sXk8fj8fi6RHMcDpdKS6t9XQMAALSSuLhwX1eAF5yDAQBaU1ldma758TJlV2c1eD3QHKjHRz2jgVFH6uVtz+vdtLca7Ts99XTdOPCWtqraYR3sORi3rQEAAAAAgDY3L/2DRoMjSbK77Xpl2/PKq8nV+3ve8brvp3vnKaMyvZUb4lcMjwAAAAAAQJtbmve9YbaxZL2+y/5abo/LcJsluYtboRW8Yc0jAAB+sbZotRbsna+C2nx1C++h07qeoe7hPevzotpCfbL3I20sXq9ga4gmJx+vCUmTZTFZJEkuj0uLc77Td/u+UY2zWgOjBunUrmcoNijOVx8JAACg3XJ53E3mTo+zydzdzP5oOQyPAACQ9MbO1/TGztfq/39jyXp9kfmp7hxyv8YnTtCeit26acW1Kqsrrd9mef4yLc5ZqHuHPiRJum/NnQ1+QVtfvFafZX6i/4z8P/WI+G0IBQAAAGlU3BhlVO7xmvWJ6KeJScfpjZ2vySPvSzWPjj+6NevhANy2BgDwexmV6Q0GR79yepx6YuMjqnPZ9dSmfzcYHP1qWd4PWrjvGy3c943XS6/L6kr19OZ/t0pvAACAw9mZ3WcqJjC20etmk0WX9L1cXcJSdWKXaV73PTZxkvp06tvaFfELrjwCAPi9b7O/MszKHeX6OvsLbSxZ3+T+TT0qdmPJeuXV5CohOPGQegIAAHQksUFxenrMC3p9xyv6IXeRHG6HBkcP0QW9LtLQ2OGSpJsG3qrOIV30ccZc5dfmKSYwVtNTT9N5PS/0cXv/wvAIAOD3Kp2VTebF9pIm86pm9pekSkelEoL/UC0AAIAOLzkkRXccda9u89wtt8ctq7nhmMJsMuucnufrnJ7nq85VJ5vF5qOm/o3b1gAAfu/IqEGGmUkmjUsYr0hbpOE2R0QN0sCowYZ5pC1SXUJTD6kjAABAR2Y2mRsNjn61Iv8n3bbyZl2y5Hzd8vP1WpJr/JQ2tA6GRwAAvzc+caJSQ7saZj0ieurs7ud5zUOtYTq965k6rdsMhVrDvG5zVvdz+ZUMAADgT3h391u6bdXNWlHwk7Krs7S6cKXuWXObXtv+oq+r+RWGRwAAv2c1W/XvUc9odNxYmX/5arSZbZrW5VT9c/BdkqRzep6vS/teqYiAiPr9+nbqp8dHPqXEkCQlBifp3yOfVt9O/erziIAIXdrnSp3b84K2/UAAAAAdQLG9SLN3vOw1e3v3HO2rzm7jRv7L5PF4vD/zrh1xOFwqLa32dQ0AgB8oqC1QUW2BUkI7K/yAQdGv6lx2pVfuUbAlRF3CvN+KllWVqWpnlbqFdZfNEtjalTuEuLhwX1eAF5yDAQB8aX7GPD21+XHD/LK+s/iR7hAd7DkYC2YDAHCAuKA4xQXFGeY2S6D6HHB1kTedQ7u0dC0AAAC/Y3fbm85dTedoOdy2BgAAAAAA2p2hMcObzIfFjmijJmB4BAAAAAAA2p2eEb00PnGi12x47EgdGW38tFu0LG5bAwAAAAAA7dLtg+9RUkiyFuydr0pnhUKsIZqScpIu63eVr6v5FRbMBgAAPseC2e0T52AAgPaizlWnMkeZOgVE8ECSFsSC2QAAAAAAoEOwWWyKsxg/1AStizWPAAAAAAAAYIjhEQAAAAAAAAwxPAIAAAAAAIAhhkcAAAAAAAAwxPAIAAAAAAAAhhgeAQAAAAAAwBDDIwAAAAAAABiy+roAAAAHo8RerB9yF6nKWaVBUUdpYPSgBrnL49KK/J+UXpGm2OA4jU+cqCBLUINtMiv36qf8pZKkMfHj1CUstUFe66rVD7mLVFhToK7h3TU6fqwsJkuDbTaVbNSG4rUKtYZqfOJERQVGt3lPAAAAoC2ZPB6Px9clmuNwuFRaWu3rGgAAH/kkY66e3/qMHG5H/WtHxQzVA0MfVWhAqLKrsnTbypuVVZ1Zn4cHhOueIQ9paOxweTwePbX53/ps78fyaP/XnkkmTetyqm4YeItMJpPWFK7SfWvvUIWjov4YnUO66OER/1FKaGdVO6t01+p/am3R6vo8wBygWf2u02ndZrRZz44qLi7c1xXgBedgAID2ILNyrz7L/ERZVZlKCknSyV1OVffwHr6u1SEc7DmY5d577723dascOrfbo9paR/MbAgA6nE0lG3Xfmjvk8rgavJ5bk6Nie5HGJY7XTSuuUUZVeoO8zl2nJbnfa1rqqfoi6zPN2fV6o2PvKN+mTrZIJYek6JofL1eVs6pBXu4o1/riNTql6xl6YuNjWpr3Q4Pc7XHr54LlGhY7Uvm1+a3es3/kgOb+ug5boaGBvq4ALzgHAwD42vc5C/X3n6/TppINyqraq62lW/RZ5ieKD05Qr4g+vq532DvYczBuWwMAtGvzM+bWX4XzewtzvtX4pIlKq9jlNa9xVevr7C+0YO8nhsf/JGOunB6nalzer65Iq9it5fnLtDDnW6+5Rx7Nz5hb/2fDnomTDrnn6d3ONMwBAAA6mipHlR7b8C85Pc4Gr7s9Lj256TGNihvTaAkBtA5uWwMANGvGjJN99t7l08vlincZ5kGrg1Q7rNYwD9wSKHs/u/EjItxS4LZA2QfY//R7WPL3r4vU2j2jXo8y3L89mDt3wZ/el9vW2ifOwQAAvvRl1gI9tuEhw/yaATfojG5nt2Gjjudgz8F42hoAoF2zlFuMQ5dkKWoil2SuMMtcbvx1Zy43y1zR9NehpdAiGc+FZK4wN9+z8NB7AgAA+JPyurIm87JmcrQczkQBAO1a4Dbj+7BtaTbZMm0yFxt8nTkk206bArcaHyNwW6BsO22SwbIu5hKzArICZEuzGR9ja2DzPbMOvScAAIA/6RvZv8m8X6eOux5ke8OaRwCAP+RQbk36sz5Kf18vbn22wf3ug6KP0oNXPaaw68OUVZWpW1feqJzqffV5qDVMd494QCNOHSW3x60nNz2mBZnzGxz3pM7TddN9t8psMmtVwc+6b+2dqnJW1udJIcl6ZPwT6vKXVFU6KnXX6lu1vnhtfW41WXVFv6s146SZbdazvfHlLY0AAKBjGxw9RAMiB2pL6aZGWY/wnhoVP8YHrfwTax4BAJp14IDAF8MjSSqqLdT3uQtV5azSoOijNDh6SIPc5XZqWf5SZVTsUWxQnCYkTVKwNaTBNukVe/RT/lJJ0pj4ceoW3r1BXuOs1uKchSqsLVDX8O46On6cLOaGv7OsL16rDcXrFGoN1bGJkxQTFNvmPduTlvq3wZpH7RPnYAAAXyurK9WjGx7Sivwf6x9OMixmhG4dfKdig+J83O7wd7DnYAyPAADNag/DI7RPDI86Ns7BAADtRU71Pu2rzlZicJJSQjv7uk6HcbDnYNy2BgAAAAAA2q1ie7EW5XyrrKpMJQUna2qXaYrjqqM2xfAIAAAAAAC0S6sKftbda25Traum/rW3dr+hu466T+MSj/VhM//S/lbeBAAAAAAAfs/usuvBdXc3GBxJksNdp3+tv08VjnIfNfM/DI8AAAAAAEC7szT3e5UbDIhqXbVauO/bNm7kvxgeAQAAAACAdqfIXthkXmwvaqMmYHgEAAAAAADanR7hvZrJe7ZREzA8AgAAAAAA7c6w2BGGA6TkkBSNSxjfxo38F8MjAAAAAADQ7phMJv1r+OPqH3lEg9d7RfTWoyOelMXMA+TbCn/TAAAAAACgXYoPTtBzY1/RjrJtyqzaq6TgZA2IGujrWn6H4REAAAAAAGjX+nTqpz6d+vm6ht/itjUAAAAAAAAYYngEAAAAAAAAQwyPAAA4QLG9SDvLtqvSUek1r3PVaVf5Du2rzjY8xr7qbO0q36E6V11r1QQAAADaDGseAQCg/UOjJzc9pp/ylskttwLNgZra+WTN6n+tbJZASdJ7aW/rvbS3VFpXKknqH3mErj/i7+rTqa8kaUfZdj29+d/aWrpZkhRpi9TZPf6ic3r8xTcfCgAAAGgBXHkEAPB7TrdTN6+4TsvylsgttyTJ7rbrk70f6dEND0mS3k97Wy9te7Z+cCRJW0s36+8rrlNeTa7yanL19xXX1Q+OJKm0rlQvb3tO76W93bYfCAAAAGhBDI8AAH5vSe5iZVTu8ZotzvlO6RV79F7a/7zmlc4KfZwxVx9nzFWls8LrNu+n/U8Ot6PF+gIAAABtidvWAAB+b2PJBsPMI49+yF2skroS4/2L10kyGeYldSXaW5mhnhG9DqUmAAAA4BMMjwAAfi/UGtJkHhkY2WQeYg2VqYnhkSSFBoT+4V4AAABAe8BtawAAvzcp+QTDLDwgXFNSTtLAqEGG2xyXPEWTmzjGwKhBSgxOOqSOAAAAHVWxvUifZHykD9Le0e7yXY1yl9upZXk/6N20/+n7nIVelwPIqEzXB3ve1bz0D5Vfk9cWtf0KVx4BAPxe9/AeuqDXRZqz6/UGr1tMFt048FYFWgJ1/RE36+YV16rcUd5gmzHx4zQ5+XhJ0g+5i/Rj/tIGeURAhK4/4ubW/QAAAACHqXd3v6XZO16W0+Osf2184gTdPvhe2Sw27alI0x2rblFuTU59HhMYqweHPaq+kf3l8rj0+IZ/6evsL+rz57Y+rfN6XqCL+1zepp+lI2N4BACApIv6XKYjowZrQeZ8FdoL1C2su07remb9OkU9I3rrlXFv6pO9H2lD8TqFWEM1Ofl4TUo6Thbz/q/T+4b+SwtzvtV3+75RtbNKR0YN1mldZyguON6XHw0AAKBdWpH/k17e/nyj13/IXazE4Jd1Wb9ZjQZHklRkL9Ttq27ROxPn6r09bzcYHEmS2+PSW7v+q25h3TXplx/5cGgYHgEA8IvhcSM1PG6kYR4XHK9L+15pmFvMVh2fMlXHp0xtjXoAAAAdyicZcw2zzzM/Vf/IIxoNjn5VUlesRTnfaX7GvCaO/xHDoxbCmkcAAAAAAKDNZVVlGmaVzgrtKt/Z5P57KtNUZC9s4vh7/3Q3NMTwCAAAAAAAtLnEEOMHioRYQ9QtrFuT+6eGdFWkzfipuEkhyX+2Gn6H4REAAAAAAGhzp6SebphNSTlJxyZNUmxQnNc8IiBCE5OP08ldTjU8xvQmjo8/huERAAAAAABoc+MSj9X5vf4m8+9GE8NjR+qyflfJarbqwWGPKsoW3SCPCIjQ/cMeUbA1WBf2vljjEo5tkJtk0hndztKUzie1+mfwFyyYDQAAAAAAfOLiPpdraueT9UPOItnddg2LGaGB0YPq8z6d+umdiXP1fe4iZVVlKjE4SROSJivYGixJCjAH6P5hD2tb6Rb9XLBcVpNV4xKPVWpYV199pA6J4REAAAAAAPCZKFuUkkKSZXfbFR+c0Ci3WQKVFJIil8elpOBkBVmCGm3TL3KA+kUOaIu6fonhEQAAAAAA8InPMz/VC1ufUZWzSpJkNll0cpdTdN0RN8lisii3Okd3r7lNu8p31O/TNay77hv6kFKbWVAbLYc1jwAAAPzISy+9pJkzZ+qMM87QBx984Os6AAA/tr5orf6z8ZH6wZEkuT0ufbp3nt7a9V+5PW7dturvDQZHkpRRuUe3rrxJTrezrSv7LYZHAAAAfmLFihVau3at3nnnHc2ZM0e5ubm+rgQA8GNz09+XRx6v2ccZc7Ui/ydlVO7xmufV5Gpp3vetWQ8HYHgEAADgJ5YuXao+ffro6quv1pVXXqkJEyb4uhIAwI+lV6QZZmV1pdpSurnJ/dMqdrd0JRhgzSMAAAA/UVJSon379unFF19UVlaWZs2apS+//FImk8nr9haLSZGRIW3cEgDgLxLDEpRVnek1C7IEqXdsd6mJ+VBqVArfU22E4REAAICfiIyMVI8ePWSz2dSjRw8FBgaquLhYMTExXrd3uTwqLa1u45YAAH8xJWmaVuWv8ppNTDpOoyLHq5MtUmV1pY3yYEuIRkcey/fUIYqLCz+o7bhtDQAAwE8MGzZMS5YskcfjUV5enmpqahQZGenrWgAAPzU55QRN73Jao9f7duqvWf2vVaAlUHcPeUAh1oZXFwWaA3XXkPsUFhDWVlX9HlceAQA6hB/zlmpu+ntKr0hTbFC8TuoyXdNTT5PZtP93kryaXL27+y39lL9MHnk0Nn6czul5vhKCEyVJbo9bn+39RAsy56uwNl9dw7vrzG7naGzCuPr32FG2Te/sfksbS9YrxBKiScnH6+we5yrEGipJqnZW6f20d7Rw3zeqdlVrYNQgndvjfPWN7H/QPYHWNHHiRK1cuVJnnnmmPB6P7r77blksFl/XAgD4sRuP/IdO6jJdi3K+k91t17CY4RqTME4W0/7vpyExw/T2hI/0Vfbnyq7KVGJIsqaknKiowGgfN/cvJo/H431p83bE4XBxKRoA+NCMGSfX/3nu3AU+bOLd3D3v6bmtTzd6/bjkKbr9qHuUU71P1/50hYrtRQ3yKFu0nh37spJCkvXw+vv1TfaXjY5xVf/rdWb3mVpTuEq3rbpZDrejQd63Uz89Meo5mUwm3bj8Km0v29YgDzAH6F/D/61hsSOa7Xk4aql/Gwd7yTTaFudgAIC24HI7tbFkg+wuu46IGqiwgMbnBXsrM5RdlaXEkCR1D+/hg5Yd08Geg3HlEQDgsFbpqNBrO17ymn277yud0vUMLdj7SaPBkSSV1BXrzZ2zNS31VK+DI0maveMlTe18kp7f+nSjwZEkbS/bpi+yPpNJpkaDI0lyuB16Yeszemr08832HBh1ZFMfFQAAoMNZkvu9ntn8HxXZCyXtXyj7zO7n6OI+l0uSiu3Fenj9fVpduLJ+nyOjBuuOo+5VfHCCTzr7I66RBwAc1n4uWK5aV61hviR3sZbkLTbMf8hdrB9yjfNaV62+yFrQ5KNgl+Z+ryVNHCOtYre+yFzQbE8AAAB/sq10i+5fe2f94Ejaf+711q7/6v20tyVJd6y6pcHgSJI2lqzXrStvlMvjatO+/ozhEQDgsOb0OJvMXR6nnG7jbZwep1zNHKPOVddsh+Z61LmbPkZzHQAAADqaD/e8ZzgA+jD9Pa0pXKXtZVu95hmV6Vqe/2Nr1sMBGB4BAA5rw2JG1C+o6M2I2NEaETfaMB8ZN1ojYo1zi8mi41OmKjE4yfg94kZpRNwowzwxOEknpExtticAAIA/2eHllv9fFdYWaF3Rmj+9P1oWwyMAwGEtJihWZ3Q7y2s2OHqIRsaN1oW9LlKQJahRHmgO1AW9LtLIuNE6Knqo12Oc1vVMxQfH1993/3vxQQk6JfV0nZJ6Rv2T237voj6XKS44vtmeAAAA/iQyMMowCzAHKC4ovsn9O9kiW7oSDPC0NQBAs9r709Y8Ho8+TH9PH6W/r7yaXIVZw3Vil5P1t96XKdgaLGn/PfWzd7xcf8/8sNgRuqjP5eofOUCSVOOs0X93vqIvMheo0lmh+KAEzeh2ts7sfo5MJpOk/esjvbXrv9pVvkMBZpuOTZygS/vOql+sMb8mT69uf0Hf5y6Ww12nXhF9dH6vv2l84oSD7nm44WlrHRvnYADgWwd+z3ZE9j52VR/j/XsmYHeAQpeGqvTcUsnmZQOn1OndTjLbuSamLc7BGB4BAJrV3odHv/J4PKp2VivIGmR4i5jdZZckBVoCveYuj0u1zlqFWEPqh0a/V+OsltUcoABzgNfc4XbI6XYo2Bryp3seLhgedWycgwGAb3X04ZHH5FHVxCo5ujd8oq251Kzwz8NlrjGrLrVOVROrGj4r3i2F/BCiwN3ez+f8TVucg1mb3wQAgMODyWRSaEBok9sYDY1+ZTFZmj2G0VDoVwFNDJakg+sJAADQ0Zk8JoUuDJWzs1N13evksXoUkB0g226bTK79P+LZ9tpkmWtRXd86uTq5ZK4wK3B7oCzlh/cPcIcbhkcAAAAAALRz7fnq75awpyJNdS67ekT08vojXIm9WLk1OYoPSlBMUGyj3OV2anfFLllMVvUI72l4BXlH0dZXpTE8AgAAAAAAPrG2aLX+b/MTSq/cI0mKskXpL73+qjO6nS1JqnRU6unN/9binO/k8rhkNll0dPwxuunIf9QvmP155qd6fccrKrIXSpI6h6bqqv7XaXT8WN98qA6IlaUAAAAAAECb21OxW7etvLl+cCRJJXUlenbLU/ps78eSpHvW3Kbv9n0tl8clSXJ7XFqSt1j/XHmzPB6PFu77Rv/e+HD94EiSsqr26u7V/9SWkk1t+4E6MIZHAAAAAACgzX2w513Vueu8Zm/vnqNNxRu0tmi113x72VatKlyht3e/6TV3epx6L+3tFuvq7xgeAQAAAACANrepZKNhlluTo58Llje5/9qiNUqr2N3E8Tf86W5oiOERAAAAAABoc2HWMMPMbLIoKjCqyf0jAiJkM9uMjx9gfHz8MQyPAAAAAABAmzsuZYphNiZ+rI5LmaJAc6DX3GKy6LiUKZqQNPlPHR9/DMMjAAAAAADQ5qZ1OVXDYkY0ej33g3//AAAgAElEQVQuKF5X9b9e4QERumHgLTL/bnRhkklX9b9esUFxuqzvLCWHpDQ6xoDIgTqz2zmt1t3fWH1dAAAAAAAA+B+bxaaHR/xHC3O+0eJ938nutmtYzAidnHqqOtk6SZKmdD5JPcJ7av7eecquylJiSJKmp56m/pFHSJJigmL14tGz9Xnmp1pZsEIWs1XHJB6r45OnyGbxftUS/jiGRwAAAAAAwCesZqtOSDlRw2NHqc5lV0JwokwmU4Ntenfqq6sH3KCi2kJFB0Yr2BrSIA8LCNfZPc7T+KSJspqsig2Ka8uP4BcYHgEAAAAAAJ/YUbZdz299WhuK10mSUkI662+9L9XklBMkSXUuu17e/ry+yFygGle1gixBOi55imb1v7Z+iLQk93vN3vGyMir3SJIGRB6hK/tdq4HRg3zzoTog1jwCAAAAAABtLrsqSzevuKZ+cCRJ2dVZemj9vVq47xtJ0gPr7tFH6R+oxlUtSap11eqzzE90x+p/SJKW5y/TfWvuqB8cSdKW0s265efrtbt8Zxt+mo6NK48AAB1CWV2pvshaoPSKNMUFxWlq52lKCe1cn7s9bi3P/1E/5S+VJI2JH6fR8WNlNv32O0p2VZa+zPpMBbUF6hbWXSd2maZOtsj63O6ya+G+b7SheJ1CrCGanHyCBkQNbNBjS8kmfbfva1U7qzUo+ihNSj5egQfcb99cTwAAAH/xwZ53VOWs8pq9uXO2UsO6alneD17zdUVrtL54rd7YOVtuuRvldrdd76X9T7cfdW9LVvZbLT48cjgcuv3225Wdna26ujrNmjVLkyf/9ui8hQsX6rnnnpPVatWMGTN09tlnt3QFAICf2VSyUbetvFlVzsr6195J+59uHnirTuwyTXUuu+5Y9Q+tLlpZny/InK+hMcP1r+GPy2YJ1BeZn+k/mx6V2+Oq3+Z/u9/UwyP+o4FRR6qgJl83rbhG2dVZ9fm8jA91RrezdM2AGyVJz255Sh+lv1+ff5X9ud7e/aaeGPWs4oLjm+0JAADgT9YWrTbM9lZlaGmu98HRr37OX67tZVsN8zVNHB9/TIvftjZ//nxFRkbq7bff1iuvvKIHHnigPnM4HHr44Yc1e/ZszZkzR++9954KCgpaugIAwI+4PC49uPbuBgMZSXJ7XPrPpkeVW5Ojt3fPaTA4+tWaolV6e/cc5dXkNhocSVKVs1IPrL1LLrdTT25+vMHg6FcfpX+gZXlL9GPe0gaDo19lV2fpyU2PHVRPAAAAfxJkCTbMTDIpNCCsyf1DrCGymoyviQmyBP3pbmioxa88mjp1qqZMmVL//xaLpf7Pu3fvVmpqqjp12v/IvWHDhmnVqlU68cQTW7oGAKCV3H33P31doYHiyGLl98vzmrk9Lv3zzZuUG58jGTyp9d3Nb2nxou/k7uLymhfU5uvq/7tMO3ptl0xeN9GT3zy2/w/R3vPl+T/q6mcuVX7vpnumZnf1fgAAAIAOaGLSZO0s3+41Gx47Uscln6BXt78gh9vRKDfLrMnJJ2hX+U59n7vQ4PjHtWhff9biw6PQ0FBJUmVlpa677jrdcMMN9VllZaXCw8MbbFtZWdnoGL9nsZgUGRnS7HYAgNZntbavZy24AhufTBzIGeiQI8B4G0eAQ85mjlEXYjccHEmSw1YnU1MbmH45RjM929vf7R/FdzUAAPgjTu06Q9/nLmp061lEQCdd2f9aRQVG67K+V+n5rU832vfC3hcrMSRJl/WbpU0lG1RkL2yQdw/robN7nNuq/f1JqyyYnZOTo6uvvlrnnXeepk+fXv96WFiYqqp+WwyrqqqqwTDJiMvlUWlpdWtUBQD8QXff/S9fV2hgZ9l2XbHsIsP8nEnna0HmfG0v2+Y17x3ZV9MGnaonNj1qeIwbZ9yq21bdrGqn9++iY/tPkkkmfZr5sdc8xBqim2bcquuWz2qy57TU0wzz9mrGjJPr/3wo39Vxcc2fDwAAgI4l2BqsJ0Y9q8/2fqzFuQtld9k1LHa4Tu92lhKDkyRJZ3afqR7hPfVxxlxlVe1VYkiyTkk9TaPjj5YkJYek6IWjX9O89A/1c8FyWc0WHZM4QaeknqGwZm57w8Fr8eFRYWGhLr74Yt19990aM2ZMg6xnz57KyMhQaWmpQkJCtGrVKl1yySUtXQEA4Ed6d+qro2KGal3RmkZZdGCMJidPUYg1VA+uu8fr/mf3OFdj4sfpjZ2vNfrFSpKOih6qI6MHa1qX0/T+nrcb5QHmAJ3e7UxJJn2ZvcDrZdXTupymgdGDm+0JAABwOHK5nap12RUaEGq4TZWjSoGWQFnNDccQwdZgndXjXJ3adYZcHpeCrY3XQRoaO1xHxQxVjbNGwdbgBk/LlaTYoDhd1m+WLuh9kcwyyWbxvl7BwfSEdy0+PHrxxRdVXl6u559/Xs8//7wk6ayzzlJNTY1mzpypf/7zn7rkkkvk8Xg0Y8YMJSQktHQFAICfuWfIg3pw3T1aXfjbothdw7rr7iH3K9garEnJx6ugtkBv7pytGtf+q2OCLSG6oPdFmpR8vCTpsZFP6v61dyujck/9MYbFjtCdR90nSbq075Wqclbqy6wFcv2ysHZ0YIxuGniruof3/KXHQ3pi06MqthdJkiwmi6Z2PlmX9r3yoHoCAAAcTiodFXp1+4v6Jvsr1biqlRLSWWf3OE/TD7ia+uusL/RO2hxlVKYr0Byoyckn6JK+VygqcP9ikVlVmXp1+wtalrdELo9L/SOP0F97X6KRcaMl7R/4vJ02R/Mz5qnIXqhIW6RO7nKqLux9sQLMAZKkdUVr9PqOV7SxZL3MMmtU/Fhd2veK+nO0g+mJppk8Ho/H1yWa43C4uG0NAHzowFuT5s5d4MMmTUuv2KP0yjTFBsVrYNSRjfIqR5XWFa+Wx+PRkJjhXn912lSyUYW1+eoW1kPdwrs3ygtrC7S5ZKNCrCEaEjO80a9nTrdTa4tWq9pZpQFRRyouKO4P9zyctNS/DW5ba584BwMA32rP52AOt0PX/Hi51wWvL+pzmS7odZE+Sv9Az255slGeGtpVLxw9WxWOcs1adrFK6koa5GaZ9cCwRzUm4Wg9uv5BfZX9eaNjHJ0wXg8Me0TritboHz/fIKfH2SAPtYbp+bGvKjEkqdmeh6O2PgdrlTWPAADwhW7h3b0OfH4VGhCqoxPGN3mM5oY5sUFxOjZpkmFuNVs1Im7UIfUEAABo777PWWj4pLR3dr+laV1O1Zs7Z3vN91Zl6OvsL5RdldlocCRJbrk1e8fLSglN8To4kqRleT9oa+kWvb7jlUaDI0mqclbqvbT/6aiYoU32PKPr2dzGdhAYHgEAAAAAgD/k54Llhlmtq0ZfZi1QuaOsyf33VWcZ5rsrdmpxzsImO/yYt0QbS9Yb5isKflKdu67JnhtL1tUvvg1jh/czgQEAAAAAQJv7/a37v2cz25re32SVxdT0MQJMAc0ew9zEWMNqtjbbs7kO2I/hEQAAAAAA+EPGJ04wzCICOumkLqcoPsj4AVnjEyc0eYxB0UfpuJQpMpsshttMTD5Oo+LH/un3iAjopMHRQwxz/IbhEQAAAAAA+ENGxo3xeruXSSbN6n+tgq3BumrA9V6HP0dFD9WxSZN0erczlRratVEeZAnWFf2uUVxwvP7S80Kv739Gt7OUGtZVl/a9QmHWxos+JwYnaWaPvzTb02Zp+gop7MfT1gAAzWrPT/qAb/G0tY6NczAA8K0Dv2ePOKL9PaHVbXIrJ2Gf8uLy5AhwKKwqVCk5nRVZHlW/TVl4mbKTslQRVqEAp1XxhQlKzkmR2bP/WhaH1aHspCwVxhTIbXarU1mkOu/rotCa3xaxLojJV07CPtUE1SjIHqTEvCQlFCbW5zVBNcpKzlRJp2KZPCbFFMeqc04X2Ry2g+55uNm8eWP9n3naGgAAAAAAaJfMHrNScjsrJbez4TadKjqpU0UnwzzAGaBumd3VLdP4SbRxRfGKK4o3zINrg9U7rc8h9UTTGB4BAAAAANDO3X//I76u0CoKaws0Z+frWpz7newuu4bGDNf5vf6mAVEDJUkej0ef7v1YH2d8qKyqTCWGJOuU1NN1RrezZDbtv3ppZ9l2zdn1X60sWC6r2apjEifowl4XKzEkyZcfrVUdeFVaW2B4BAAAAAAA2lyJvVjX/nSF8mpy619bXvCjVhet1KMjntRRMUP13Nan9VH6+/V5VtVePb/1ae0u36lbB9+pbaVbdNOKa1TrqpUk2d12fZm1QD8XLNdzY19RQnBio/fFH8eC2QAAAAAAoM19lP5+g8HRrxxuh17d/oJyqvfp4/QPve77VfbnSivfrdk7Xq4fHB2o2F6k99LebvHO/orhEQAAAAAAaHM/5i01zLaUbtZ3+76RW27Dbb7PXajVhSubOP6SQ+qH3zA8AgAAAAAAbc6j5h7+bjw4+uUAh3h8HCyGRwAAAAAAoM2NiR9nmPXrNECTkk+QSSbDbcYnTdDQmOGG+dgmjo8/huERAMBvVDoq9UPuYv2Qu1iVjspGucfj0cbi9Vq47xvtqdjt9RgFNflatO9brcj/SQ63o1HucDu0Iv8nLdr3rfJr8rweY0/Fbi3c9402Fq+Xx8MvYgAAwD/N6D5T8UEJjV4PMAfosn6zlBySolO7zvC67/EpU9Uzorcu7nuFAs2BjfIoW5Rm9vxLi3f2VzxtDQDgF95N+5/e3Dlbta4aSVKQJVgX9rpI5/Q8X5KUVr5bD6y7SxmV6fX7DI0ZrjuPuk+RgVFyup16avPj+jLrc7k9LklSlC1aNx35Dx2dMF6StCxviZ7Y+KhK6oolSWaTRVNTTtINA2+R1WxVWV2pHlx7j1YX/XZvfmpoV9095EH1iOjZFn8NAAAA7UZ0YLT+b8xLemPXa/o+Z6HsLruGxo7Q+T3/qoHRgyRJ1w64UV1CU/VJxlxlVWUqMSRJ01NP15ndZ0qS+kcO0NNjXtCcXa/r54LlspisGp84QRf2vliJwUm+/HgdislzGPzk6XC4VFpa7esaAOC3Zsw4uf7Pc+cu8GGTP+e7fV/roXX3es3uGHyvxiaM0wXfz1SxvahRPjh6iJ4c/Zxe2Pp/+mDPO43yAHOAXhg7WyaTdOWyi71ejXRW93M0q/91umn5NVpXvKZRHh0YoznHvqdga8gf/3A+1lL/NuLiwluiDloY52AA4FuH+zkYWk9bn4Nx5REAoMP7IO1dw+z9Pe+oxlXtdXAkSeuL12pD8Tp9tvcTr7nD7dC8jA9kksnr4EiSPts7X+MSjvU6OJL2P0r2231fa3rqac18EgAAgI6lwlGuD/a8q8U5C1XnsmtIzDCd0/N8dQ3rVr/NDzmL9HHGXGVW7VVSSLJOST1dx6VM8V1pP8TwCADQ4aVV7Goy222wvtGv1hWtUY3L+OqLtIrdTSzlKNW4qrW2aHXTHcuNOwIAAHRElY4KXffTLGVU7ql/7avsz/VD7mI9Mer/1Deyv97Y+Zre2PlafV5kL9Smkg3aUbZNVw243he1/RILZgMAOrzowBjDLCYwVtGB0U3unxLaReYmvjKjA2MU1cR7mGVWSmjnpjsGGe8PAADQEc1L/7DB4OhXNa5qvbTtORXUFuitXf/1uu/c9PeVWbm3lRviVwyPAAAd3oldphlmUzufrCkpJ8lisnjN44MSNCFpkkbFjzU+fudpOqnzdMN8ZPwYTUia7PVpIpJkMVl0QsqJhvsDAAB0RD/kLjbM1hWv0XfZX8n1y4NKfs8jj5Y0sT9aFsMjAECHd26PCzQ8dmSj14fFjtB5PS9QfHCC/n7kbTL/boAUZg3XXUPul8Vk0Q0Db1Hn0NRGx5jRbabGJozTmISjdWa3mY3yziFddOMRt8hisuiuIfcrzNpwUUKzyaK/H3mbEoITD/FTAgAAHF6cHu/rRf7K7qprMnc0sz9aDmseAQA6PJvFpkdGPKGfC5brp7ylkqQxCeM0Mm60zKb9v6NM6XySjowerC+zFqiwtkDdwrpraudpirBFSJLiguL06rg3tCjnO20oXqcQa6gmJx+vfpED6t/nqgHXa1Ly8fpu3zeqdlZpUPRRmpg0WTZLoCTpiKgj9daED/RV1gLtqUxTbFCcpnY+WckhKW38NwIAAOB7w2NHKaMy3WvWI7yXjk2aqDd2vWq4/4jYUa3UDL/H8AgA4BfMJrNGx4/V6CZuP0sOSdHFfS43zG2WQE3pfJKmdD7JcJt+kQMaDJR+L8IWobN6nHtwpQEAADqwM7vP1Lf7vlJZXWmD180y66I+l6lbeHcdlzxF3+77qtG+Y+LHaUDUwLaq6ve4bQ0AAAAAALS5hOBEPT36eR2dML5++YC+nfrpweGP6uiEYyRJtw66Qxf2ulhRtihJUkRAJ53T43zdM+RBn/X2R1x5BAAAAAAAfCI1rJseGPaI7C67HG6HwgLCGuQWs1V/63OpLuh9kaqdVQqxhMhiZpTR1vgbBwAAAAAAPlHrqtWCvZ9oce5C2V12DY0ZrjO6naX44N+eUruuaI0+zpirrKpMJYUk6ZTU0zUibrQPW/sfhkcAAAAAAKDN1bpq9fcV12pL6eb613aV79BX2Z/ryVHPqVt4d32U/oGe3fJkfZ5WsUvL8pbo4j6X6/xef/NBa//EmkcAAAAAAKDNfZLxUYPB0a/K6kr14rZnVWov0UvbnvW67393vKrcmpzWrohfMDwCAAAAAABtbuG+bwyzVQUr9O2+r+RwO7zmbrm1OGdha1XD7zA8AgAAAAAAba7WVWOYueVWZV1F0/s7jfdHy2J4BAAAAAAA2txR0UMNsy6hqRqbcEzT+8cY74+WxfAIAAAAAAC0ubN6nKsQa4jX7IJeF6lPZD+NiR/nNR8cPYThURtieAQAAAAAANpc59Au+vfIZzQwalD9a0khyfrnoLt0XMoUSdLdQx7QqalnKMgSLEmymW06sfM0PTT8MZ909ldWXxcAAAAAAAD+qV/kAD0z5kUV1hbI7rIrOSRFJpOpPg+0BOr6gX/X5f2uUmFtoaIDYxQaEOrDxv6J4REAAAAAAPAJl9upxTkLtTj3O9lddg2NGa6TupyiCFtE/Ta7y3fp073zlFWVqcSQJE3vcpr6Rvb3YWv/w/AIQLtjspfJYw2RLAG+roI2VumolM1sk81i85rXuepU565TWECY19zj8ajKWalgS7AsZu9fcTW/PJUj2BrsNXe5napx1SjUGtbgV6+O2BMAAMCXHG6H7lz1D60sXFH/2qrCn/Vxxlw9NeZ5JQYn6ZvsL/Xohofk9rj2b1AkfZH5ma474mad2vUMHzX3PwyPALQbQVveUfDaF2QtTZPHGqza3qeqasxt8gTH+LoaWtn3OQv11q43tLtipwLMARqXcKwu73eVEoITJUl5Nbl6edvzWpr3vRxuh3qG99b5vf6qY5MmSdo/jPlgzzv6KP0D5dfmKdQapimdT9Ilfa6oH75sLd2s17a/pLVFqyVJQ2KG6ZK+V6h/5BGS9g9rZu94WV9mLVCVs1LxQQk6vdtZOrv7ufXDmY7SEwAAoD1YsHd+g8HRr/Jr8/T8lmf0j0G368lNj/02OPqFRx49t+UpjUsYr5ig2Laq69dYMBtAuxC89iWFL7pF1tI0SZLJWaPgre8qct5ZkqPGx+3Qmr7O/kL3rb1Tuyt2Str/C9SinG91/U+zVFZXqrK6Ul3/0ywtyvlWDrdDkrS7YqfuW3unvs7+QpL0/NZn9OK2Z5VfmydJqnJW6qP093Xbqpvl9ri1o2y7blp+jdYUrZLnl//WFK3STcuv0Y6ybXJ73Lpt1c2am/6eqpyVkvaftLy07Vk9t/XpDtUTAACgvfhm35eG2Y/5S/Vt9teqddV6zZ0epxbmfNta1fA7DI8A+J6jRiGrn/EaWUt2KGjH3DYuhLbi9rj1+o5XvGb5tXmanzFP8zPm1Q9bfu/1Ha8ovyZPH2d86DXfULxOPxcs15xds2V32xvldrddc3a9rp8LlmtD8Tqvx/gkY67ya/JboGd+G/TMa7YnAABAe1HhqDDM3B6XSuzFTe5f2cT+aFkmj8fj8XWJ5jgcLpWWVvu6BoBWEpC1TJGfzDTM7T2mqvzEV9uwEX5vxoyTW+W4rkiXymeUG+aWPIvkkVyJLsNtglYGqXaE91+kJClwc6Dsfe3GN2o7pcDtgbIf0Xhoc7DvcTj1jPgswjA/VHPnLvjT+8bFhbdgE7QUzsEAwLcOPAc7lO/Z9urR9Q/qq+zPvWYJwYm6bfA9umH5LMP9HxnxhEbGjW6teu1aS/3bONhzMK48AuBzHnPTC2N7zCz222G5m45NLpNMbu+LQR+4TbPv0dT7uCUZz3wO6j0Op54AAADtxZndz1GAwbn+uT0u0KDowRocPcRr3juir0bEjmrNejgAwyMAPudMHCpXqPFCvvaeJ7VhG7QlS7lFliKLYR6QHqCAdOPhoqXIosAdgZLD+D1s6TbZ0o0HkLZ0m2wZTQwoHVLgjsAO0xMAAKC96BnRS/8a/rhSQ7vWvxYR0Emz+l2rU7qeLkl6YNgjmpA0WWbT/nMcs8waGz9Oj4z4j+ETZ9HyuG0NQLtg2/WZIr6+WqbfPUmhrst4lU17UzJ4nDkOf2sKV+m2VX+Xw13X4PW+nfrrydHPSZJuXH61tpdtbZAHmG16ePi/NTR2uD5Kf1/Pbnmq0bGPT5mq2wbfrdzqHF3z0+Uqthc1yKMDY/R/Y15SUkiyHln/QP3C1ge6uv/1mtF9ZofpGWQJarRve8Bta+0T52AA4Fsd/ba1A+0u3ym7y65eEX1kszT+wayotlA5NTlKCEpQXHC8Dxq2L21925rl3nvvvfdPv0sbcbs9qq1t4udaAIc9V3Qf1aUcLbO9VKa6Srkjuqh6yCxVHnOv5OXLAx1HUkiyRsWNUZWzShWOcsUFxemMbmfrxoG3KNgaLKvZqsnJxyvQHKhie5Gs5gCNjh+jWwbdoYHRgyRJ/SOPUN9O/VVaV6I6V51Sw1L1194X66I+l8lkMiksIFwTkibL5XGppK5YYQFhOiFlqm4ddKcSQ5IkSWMTjlFsUGz94GZA5BG69ogbdULnEztUz/YqNDTQ1xXgBedggH+wlKYpZM1zCtr6nqxF2+Tq1E0eG0P99uD999+u//PMmX/xYRNju8p36O3db+qrrC+UU52tLmGpDX6sqnRUaP7ejzU3/X2tK1qtTrZIxQXF1ecej0erCn/Wl1kLtKl0o2pdNUoN6yrrAT8e59Xk6rPMT/RzwY/KqspSYnCSImy/rePocDu0cN83ei/tLf2Yt1QWk0UpoZ0bXJl0qD3bm5b6t3Gw52BceQQAAHyOK4/aJ87BgI4vcNsHCl/49wZXf3uswSo76TU5uoz3YTNI7f/Ko7d3v6lXt7/Y4LWIgE56bORT6tOprzIq03XzimsbXVV9Xs8LdWnfK+X2uPXQunu1KOfbBnnXsO56YtT/KSowWj/lLdN9a+9Q3QFXVVtNVv1z8F2alHy8Kh0VunnFddpZvr3BMUbHH637hz4sq9l6yD3bIxbMBgAAAAC0OnNVnsIX/aPRsgEmZ40ivr5acho/wRPYVb6j0UBGksodZfrXunsl7X+a2u8HMtL+odP64rX6KuvzRoMjScqo3KPntz6jGmeN/rX+vgaDI0lyepx6bMNDKqsr06vbX2w0OJKk5fnLNC/9gxbpCa48AgAA7QBXHrVPnIMBHVvw2hcV9uODhnnZlBdV12taGzbC7x14dUl7Uz2qWvaBdsM8ZFGIqicaf4fYdtjkjnDLmej0voFLCv4xWDXH1BgeI+jHINUOr5UMVrmwFFtk3WdtuufCEFVParpn6JJQw7w94MojAAAAAECrMFcXNJ3XNL4SA/iVO9jddB7WTB7sbvoYFskT2vS1Lp5Qj+HgSJLcQc28hyR3RPM9wfAIAAAAAPySM+7IZvKBbdQEhyNrURNPQ3ZLAdkBkst4E2uhVZYii2FuqjLJkmecS5K1wCpzmfFYw1JkabanNcvabE9w2xoAAGgHuG2tfeIcDOjgXHWKfnuiLOUZjSJH0giVnjHPB6VwuCirK9Nfvz9H5Y6yRtnEpMm6a8gD+s/GR7Qgc36jPNQaqtnH/E+F9gJd99OVcnkaT28u73e1zunxF1259GLtKN/WKE8N7arXxr+lzzM/1ZObHmuUm2TS4yOfVs+I3ofcMy443vDv4XB3sOdglnvvvffe1q1y6P6fvfsOk6q82zj+PWf6bAd2gaV3AUEpYkNBihorgqgxwZZo1Bh7TNSoseurxviir733gg1UVIgFBRWQ3nsvC2zf6XPePzYsjlNYZfven+vyuuL5nfPMPThhn/3Nc56jx8SKiIg0bdV9TKzULc3BRJo400ag80gc2+diK99RdTjYYRglJzwODm89hpOGzm1zM7DVYSzcM5/i/zZmTEyGtx3B9f1uwmE6GNxqCAX+nawrW4tF5bqVfG87/jngbrpkdiXXnUen9M4sKlyAL1K5t5HLdHFWl3M5r/uFGIbBUa2HsrJkBdt926peu29OP+4YdC+Zjkx6ZR2EaZgsL1pG2KrcPynLmc1Vfa/nmDbDaiRnU1bdOZhWHomIiEi908qjhklzMJHmw1awBFvpZiI53YnkdKvvONLILC1cTGGwkG6Z3WnjaRtXL/AXsLJ4OZmOTA7O6Y9hGDH1cDTMwj3zCUQCHNyiHxmOzLgx1peuY0vFJtp48umW2T2uXh4qZ1HhfGyGnUNaDMBpi98M6UBzNkXVnYPp5j0REREREZFmzKjYhXPT19jKthAu30bUm4vliv/lXSSZPjmp98fKdeeS685NWl9Xuoa5u2YTiAawsDgi7yhMY99eRmWhUn7cPYfN5Zto62lLK3crspzZVXXLslhatIi5u+ZgN+2kO9Lpnd23xnM2Z1p5JCIiIvVOK4/qzpgxY8jIqPzzbt++Pffee2/SczUHE2n6nGs/JfOzyzEi+x5lHoVgcXcAACAASURBVHVlUXzKS4TbDKrHZNJcPLLkIT7YMCnmWJ/svtx32MOkO9JZsGce/5jzN8rDZVV1t83NPwfew5DcI/BH/Nw053rm7/4xZozj2/2GG/rfHNOEknjVnYPpT1FERESkmQgEKn85fPnll3n55ZdTNo5EpOkz/IVkfv7nmMYRgBkoJnPqJRDRnmdSu/6z9fO4xhHA0qIlPLF8IsFIgNt/vDmmcQTgj/i5Y94/KA+V8/zKp+MaRwCfbfkk4SbY8uuoeSQiIiLSTCxfvhyfz8dFF13Eeeedx/z58+s7kojUI/eKSRhhf8KarXwHzg3/qeNE0txM2fRB0tr0LZ/xxbZpFAWLEtYrwhVM3/opn2yaknSMjzaqeVRTtOeRiIiISDPhdrv5wx/+wPjx41m/fj0XX3wxU6dOxW5PPCW02Qyys/W0JZGmygzvSllPj+4mqr8DpBbtCSb/DAaiAXZFdiStA+yJFFAWLk1a3xXcqZ9jNUTNIxEREZFmokuXLnTq1AnDMOjSpQvZ2dkUFBTQtm38E2cAIhFLex6JNGEub1dSbYtd6u5ESH8HSC3q4O3MxtKNCWuZjiw6u3qkvt7VhTx3a3b6EzeZOqZ11s+x/dCeRyLS6NiK1pL29S1kv3MamVPOx7l6CjT8Pf2lGdnp28FTyx/jipmXcMMPV/Pp5o+JRMP1HUuk2t555x3uu+8+AHbs2EFZWRm5uXqqjEhzFehxKhFv64S1cMs+hNofXceJpLkZ1/ksDIyEtdM7jeXI1kfTMa1TwnqeuzXHtj2OsZ3Hpxj/7BrJKXramog0EI4tM8macj5G2Bdz3H/QeEpH/AuMxD9UROrK6pKVXPf9XygNxS6NPiL3KO4cdB82U4t5D4SetlY3gsEgN954I1u3bsUwDK6//noGDhyY9HzNwUSaPtuupWR9cjG2kg1Vx0K5/Sj5zbNEM/LrMZk0F1M2vs/jyx7FF6n8eWNicmKHk7nm4BuwGTa2Vmzh1rk3srZ0ddU1HdI6cvvAe+mc0QXLsvi/Zf/L+xveIWJFAHCZLi7qeQnju/62Xt5TY1LdOZiaRyJS/yyLnFePxV68LmG56JSXCXU6ro5DicT6y6w/saRwUcLa3/r/gxPan1THiZoWNY8aJs3BRJoJK4pj8zfYSrcQzulOuO1h9Z1ImpnyUDnfF8wkEAkwoNUg2njib6desGceW8o308bTlgEtB2H87MvlAn8BP+6ajd2wMyTvCDIcqW7KlL1025qINBr2nfOTNo4A3Kver8M0IvG2+7YlbRwBTN/6WR2mERER+WVshWvw/PgY3jkTse1aGn9C2I9Ztg2zfDu2sm0QCdZ9SGnWSsMl7PIXsCtQwG5//CbawUiQXf4CCvw72eUvIBiN/4wWBvZQ4N9JgX8nJcGSuojdrGiNvYjUOyNYdkB1kdpWEUq98qIiXF5HSURERH4ByyJ9xj/wLHqx6lDa9/fj73kGpSMfBtOOY8tMMj+5GDNQXHVOJD2f4lNeJtKyV32klmbmhZXP8MrqF4gSBeB5nmZI7pHcPvAeXDYXq4pXcNOcv7I7sK+p9Pjyidw56H4OzulHOBrmrvm38fX2L6rqT694nDO7nM1lva+s8/fTVGnlkYjUu3Befyy7J2k91HZIHaYRidchvSM5zpyk9X4tDq3DNCIiItXjXvpqTOOo6vjK9/DMewIjWErmx3+MaRwB2Mq2kvXxRWBF6yqqNFPf7pjBS6ufq2oc7fVDwSyeXvE44WiYf8z9W0zjCKA4WMQ/5tyAP+Ln5dXPxzSOACws3l73Bp9t+aTW30NzoeaRiNQ7y5WFr98FCWuRtDb4e+spCVK/HKaDc7r+PmEtw5HBmE7j6jiRiIjI/rkXv5y05ln8Eq6V72Emub3HVrIB58YvaymZSKUPN7ybtPbp5o/4evuXFPh3JqyXhIr5Yus0pmxMvsXFhxveO+CMUkm3rYlIg1B+5I1YNheeRc9jBoqxMAi1H0rpsHuw3Nn1HU+k6mkdb6x9hcJgIQB9c/pxZZ9rae1pU5/RREREErIVb0heK9uKrWhtyuvNko01HUkkxraKrUlr5eFy1pWm/oxuKF9fNS9LPP6WX51NYql5JCINg2FScfj1VAz6M7aidVjuHKLp8U9ZEKlP47v+ljGdz2RT2Ua8di9tvPqMiohIwxXJ6oy5a3HiWkZ7Itnd93u9SG3KT2vP5opNCWtp9nS6ZXRLeX2XtK7kOFtQGNyTsN4urcMBZ5RKum1NRBoWu4dIqz5qHEmD5TAddM3spsaRiIg0eP4k2wIA+A4+n0DPMURdWQnr4eyuhDocW0vJRCqN6TQ2ae2kDqdwTJthSVd45zhzGJ4/ktNTjJGqJr+MmkciIiIiIiJNkL/POVQccgmWEftrn6/32fgG/AnLmU7xyS8Q9bSMqUcyO1Fy0nNg6NdFqV1H5B3NH3teis2wxRw/uvWx/KHnpdhMO3cPeoA8d+uYegtXS+4a/AAum4vfdTuPUfnHx9RNw8a53c5j5M+Oy69nWJZl1XeI/QmFIhQVpX5MsoiIiDReubkZ9R1BEtAcTKRpMEs24lr3GUQjBDuPJJLzs9vVwn5ca6dilm4mktODYOdRYNoSDyZSC3b5C5ix/SsC0QCDWg6mR1avmHokGubbnd+wuXwj+d52HN36WBymI+acdaVr+aHgO+yGjaEpVixJrOrOwbTnkYiIiIiISBNm2T1YjjSwolh2b/wJpgPLmY7lzMBypmvFkdQ5l81Fmj0Ne9SOJ8Fn1DRspNnTSLOn4bF541YqAXTJ6EqXjK51EbdZUvNIRERERESkifL+8BDeuY9iREMAWIYNX/8LKT/6NjAM7AWLyPzkYmylm6uuCbc8iOKTniOa2bG+Yksz8t76d3hq+WMEogEADAxGtzuR6/vdiN20s7l8E7fM/RsbytZXXdPWm88dA++jW2bqTd+l5qilLCIiIiIi0gS5Vr5H2uyHqxpHAIYVwbvgGdyLnoeQj6zJE2IaRwD23cvJ+uhCaPg7nEgj9+OuOUxc+q+qxhGAhcVnWz7hxVXPELWi3DT7+pjGEcC2iq3cOOc6gpFgHSduvtQ8EhERERERaYI8C55NWvMueBb3qg8wfbsS1u17VuDY/G1tRRMB4N31byWtTd74PjN3zGBzxaaE9cp9kr6spWTyc2oeiYiIiIiINEG2ojXJayUbsO1Zvp/rV9d0JJEYG8s2JK2VhEpYWbwi5fUbytfXcCJJRs0jERERERGRJiianp+0FvHmEdnPnkaprhepCXme1klrbpubDumpP6N57uTXS81S80hERERERKQJ8vX9XdKav+/vCPQ8I/HT14BIej7BTiNqK5oIAKd0HJO0Njr/RIa1GUGOs0XCepo9nRH5o2ormvyMmkciIiIiIiJNkL/fBfh7jYs7Hug8mopBf8Fy51BywuNxDaSopyUlv3kaTD2cW2rX8LYjGN/lnLjj/XIO4U+9/4zT5uT2QfeS6ciMqXvtXv458G689rS6itrsGZbV8LfQD4UiFBVV1HcMERERqSW5uRn1HUES0BxMpGmw71yAc+1UDCtKoNNIwvlDYuqGvxD3incxy7YSyemGv8cYcCRekSRSG9aVruWrbf8hEA0wsOVgBrcagmEYVfWKcDnTt37O5vJNtPXkM6rd8aQ7NHeoCdWdg6l5JCIiIvVOzaOGSXMwkcbBVrgG2+5lWN5cQm2HwE9+6QYgWI5zy7dgRQi1OwrLlRU3hn37XMyybUSyuxJp1SeubpTvxLF9Ntg9BNsPBZsz9oRoGMeWmRiBEsKtBxDNaFeTb1FEakl152BahygidcbwF+Ja9SGmbzfhvEMIdjoOjJ/cPWtFcW78EvuO+UQ9LQh0Pw3LE3uPs1m8AdfaTzAiAYLtjyHcZmAdvwtp7ubv/pGFe+bjtacxrO0Ict259R1JRESaKSNQTMbnV+LaML3qWDi7K6XHP0Y4tx8A7kUvkPbd/ZjBUgAsu4eKQX+hYvCVANiK1pI59VLsu5dWjRHMP6LydjZvLkQjpH3zTzxLXsGIhgCIelpReuxdBLufAoBj41dk/Oc6bOXbK1/DsBHoNZbS4feBzVXrfw4iUvu08khE6oRr1QdkTL8WIxKoOhZu0YviU18hmt4Ws3wHWZMnxExcLJuL0uPuJ9DrTAC8392P98fHMKxo1TmBzqMoOeEJsLvr7s1Is1QWKuPmOX9lUeGCqmM2w8YlB/054b368sto5VHDpDmYSMOWOeU8XBv+E3c86m7Bnt/PwLHlO7I++UPCa0tGPESg5xhavHIstrItcfVQ6wEUnTkZ7/cPkDbnkbi6ZdopGvchUWcGLd4cjRH2x53jO/h8yobd/SvemYjUlerOwbRhtojUOlvRWjKmXRXTOAKw71lBxrTKb70ypl8b0zgCMCIBMqZfh23PSpxrPiJt7sSYxhGAa/000r5/oFbziwBMXPqvmMYRQMSK8Piy/2Xhnvn1lEpERJor255VCRtHAKZ/D+7lb+OZ/1TS673znsS1+qOEjSMAx4552Dd9i2fRiwnrRjSMZ+GzeBa/lLBxBOBe9gaGv2g/70REGgM1j0Sk1rmXvoYRDSesObfMwrHhC5ybvkpYN6wI7iWv4ln0UvLxl70BkWCNZBVJpCRYwpfbpietf7Dh3TpMIyIiQtyXbj9n27Us5Tn2wpXYCxamHMOx7TvMQPLmj33XUuy7liStG5EAtqI1KV9DRBoHNY9EpNbZSjamrO9v4mIr2ZRyDDNQrG+1pFYV+HcS+u8+D4ls922rwzQiIiIQ9abec8/y5hL1tEp+vTuHaFrblGNEMjtgmcm3yY168/abY391EWkc1DwSkVoXyeqcsh7KG4CFkbQeyeqccoyoKxvLnfMr04nsX54nD4fpTFpv59UTZUREpG6F8o8knGR+ZBkm/t5n4e+TfE8+f++z8fcai5Xk51vU04pgj9MJdDkx9Ri9f5u0Hmx3FNHMjknrItJ4qHkkIrXO1+fcpBOTYPtjCHc8tvLJawlYpgN/39/h63dB0vH9fc8Fm6MmoooklOHIZGT+6IQ1A4PTOo2r40QiItLsGQalxz9G1JUdc9gyTMqOuZNIdld8h1xMoNOIuEtDbYdQfti1WN5cSkf+C8uMnUdFHWmUHP8Y2FyUHXsn4ZwecWP4+pxLoMdphDoMpWLg5XH1SEZ7Skc8eIBvUkQaCj1tTUTqhHPNx2RMvwYzVF51LJTbn+KTX8BKy8Pw7SZryvk4du7beNiyeykd8RCBHqcC4J39b7xz/h2zf1Kg28mUjJ4ItuSrQkRqQkW4nNvm3sTc3bOrjjlMJ5f3vpLTO42tx2RNg5621jBpDibS8Bn+QtzL38a+exlRby7+g84mktNt3wmWhWPjl7jWTgUrQrDzKIKdR4NpqzrFLNmEe9kb2Eq3EM7pjr/32Vg/vd0sEsC1ajLOLTOxHB78PcYQbntYTA77zoW4Vr6LGSgm1GYw/p5ngMNb229fRA5Qdedgah6JSJ0xgqW4Vn+E4d9DOLc/ofZHgxF7u5pj87fYd87Hcrcg0O1kLFdmTN0s24Zz7ScYkSDBDscSadWnLt+CCEsLF7Nwz3y89jSObTOcbJdumawJah41TJqDiTQR0TD2HfPBihJufWjCL93M4vXYSrcQye5CND0/foxgOY6ChVgOL+Hc/nFzOBFpnNQ8EhERkUZDzaOGSXMwkcbPtfJ90mbeha18OwBRT0vKh/wV/8G/B8As20rG9Otwbp4BgGXYCHY9kdLjHqj6Es87+2E8857EDJUBEM7qQtmwewl1GFoP70hEapKaRyIiItJoqHnUMGkOJtK4OTbNIGvy7zCsaFyt+IQnCHY9kZw3RmMvXBVXD7Y/huLTX8fz4+Okz7o7rm7ZXBSe9QmRFj1rJbuI1I3qzsG0YbaIiIiIiEgT5J33eMLGEYD3x8dwrvs0YeMIwLl5Bvbtc/HOfyph3YgE8Cx4psayikjDppVHIiIiUu+08qhh0hxMmrpx406u7wi16uNjF5FuT9w8AnhjQyvO6bQraf25ta25qOuOpPXVpW4umt3rgDI2BpMmfVTfEURqjVYeiYiIiIiINGOlIXvSWlnYpDicvA6wK2AnkmKpQUnYlrwoIk2KmkciIiIiIiJN0NTtyZ8I+um2HD7fnkM4ycKk0pCNz3e04LvdmYlPAKZua3GgEUWkkUjdahYREREREWkGmuStSaEKQpN/h2Pb7JjD4Za9GfaHtzjWnYNv0Qukf30LBvuWGFmmk+hp/8drV5+IWbKRyHvjsZVtiRkj0O0kLr7scS42m+bqo6Z+S6PIL6XmkYiIiIiISFPk8FJ0+pu4Vn+Ia+1UsCyCnUbg7zkWHB4A/P0uINxmEO4lr2GWbSGS3R3/wb8nkt0VgGhmRwrP+Qz3sjdxbJmJZfcS6HEawS7Hg6EbWUSaCzWPREREREREGjCzbCtGoIRIdhewueJPCFVgK9lI1NMSy5sbW7M5CfQ6k3DrgWBFiWR3A8OIOSWc24/yI27ALN9BNKMdljN2A13LlYWv/0UEOw7HsnuIZnao+Zwi+1EWKmWnbyet3LlkOpPfTim1Q80jERERERGRBsi2ZyXpX9+Mc8ssAKLuFlQM+BO+gX+uPCESIu27+3AveRUzVIZlmAQ7jaJs2N1E09sC4Nj4Jenf3ol9zwoAwlmdKT/i7wS7nwKA4S8k/et/4FrzEUY0jGV34+81nrKht4K9cnWSe/FLeOc8gq288slrodYDKDvmTsKtD62xnCLJ+MI+Hlv2b6Zt+ZRgNIjDdDCszQiu7Hst6Q49rbWuqHkkIiIiIiLSwBgVBWS/fxamb1fVMdO/h/RZ92JEI1QMvpL0r2/Cs/T1fddYUVzrP8NWtJrCsz/DXrCYrI8uxIiGqs6xF68n89PLKHF4CXYcTtbk3+PYuWDfGGE/niUvY/oKKPnNM7gXv0LGVzfFZHPsmEfWh7+l8KxPsBxpB5wTu7sG/+Skqbl93s38UPBd1b+HoiGmbf2U7b5t/O+RT9RjsuZFN6mKiIiIiIg0MJ4lr8Q0ZGJq85/ELFqLe9lbCev2orW4Vk/B++NjMY2jvQwsvHMn4tzwRUzj6Kdca6diK1iCd+7/JqybwVI8C5+rkZwiyawoWhbTOPqpxYUL+XHXnDpO1HypeSQiIiIiItLAOLZ+n7RmBopxr5qCYUVSXD8r5RiObbNxbJmZMoNz3afYyrYmr2/5br85Xav3n1MkmYV75h9QXWqOmkcizYQRLMO+/UfM4vVJz7HtXo595wKIxH9DBZXLp+3bf8Qo35l4gEgI+84F2HYvS/oaZvGGyjGCpY06pzRdO307WFa0hOJgccJ6IBJgWdFSNpatr9tgIiLSrFiOtJT1qCdnP9enYzmTj2HZPXEbY8ed497PazjT95tzv2M40lPWpXnz2L0HVJeaoz2PRJq6aIS07+7FvfhlzFA5AKG2Qygdfj+RFj0AcGyaQfqMW7EXrqq8xJNL+WFX4e93AQBGoJj0L2/Etfbjyo0UDRuBrr+hbPi9VRMC9+JX8M7+F7aKyoZNOLsbZUP/SajTcQDYitaS/sVfcf732ynL7sXX9/eUH3UTmPbGk1OarAJ/AQ8tuo/ZBd9hYeEwnYxudwJX9LkGt61yL4ZXV7/IW+teozRU2VTskdmLqw/+K72z+9RndBERaYICPcbgWvdpwlqoVV/8vc8m7YeHkt4yFug5BmwOvPMS7wnj73E6/h6n4/3hIQysuLpl9xI46Exca6fi3PJt4jF6jsFy5Rx4TpEkjmkznEeXPkwwGoyrmYaN49qOrIdUzVOtrTxasGABEyZMiDv+/PPPc/LJJzNhwgQmTJjA2rVrayuCiABpM+/CO++JqoYMgGPbD2S/fxaGvxBbwRKyPrqgqiEDYPoKyPj6H7iWvQlA5kcX4V79IUY0DIBhRXCvmULWRxcA4FrxLhlf/b2qIQNgL1pD1sd/wL5zAUagmKz3x1c1ZACMcAXeBU+R/s1tjSqnNE2haIjrv/8LPxTMwvrvBDoUDfLxpsnct+AOAF5f8zLPrnyyqnEEsKpkBTf8cBXbK7bVS24REWm6At1PJtD1N3HHo450yobdAzYnpcPvwzIdcedU9L+IcOsBVAy8gnDLg+LqkcxOVBz+V6LZXagYcl1c3TJMSo+9C8uZQdkxdxB1t4g7J9juaPy9z66RnCLJZDmzuLz3VRgYcbU/9rqUPE/rekjVPNXK1+hPP/00H374IR6PJ662ZMkS7r//fg4++ODaeGkR+QnDX4hn8UsJa6avAPfS17HvXo4RCSQ8xzv3UaKZnXBuS3wvu2P7XBybv8U7d2Li148G8cx7gnCbQVWPdv0595LXqeh3YaPIWT74Gixvq4R1ady+3v4Fm8o3Jql9yZqS1by17vWE9fJwOe9teJvLel9ZmxFFRKS5MUxKTngC16r3ca98F8NfTKjtYfj6XUA0qxMAwa4nUjj+IzyLnse+axlRbx7+PucQ7HI8AJY7m6Kx7+Ne+jrOtVMxrAiBzqPw9/1d1arsisOuJtRmUOXG16WbieT0wNfv/KqmTqRlLwrP/hTPohdxbPm2ckVSz9Px9zoTbE6AA84pksppnc6gW2Z3PtgwiU3lm8j35nNqxzM4tOXA+o7WrBiWZcWvUTxAn376Kb169eKGG27grbdid9b/zW9+Q48ePSgoKGD48OH86U9/2u94oVCEoqKKmo4p0mCMG3dyrYw7KKeUhwckX903oyCTbul+8j3xy0D3eml9Lud1Lkhaf3l9LhNS1Hf6HSwp8XJcXuL9YwCeWtOGS7ptP7Cc6/I4r0uSPY6Al9bncV7n5PXq5LxhQRe+252ZtF7bJk36qN5eu6l7ZMlDfLBhUtL6BT0u5oVVTyet98nuy6NHJa/L/uXmpt53Q+qH5mDS1P10Dtaof85GIxi+3ViuDLDHf4EPYPiLACv5HkSRAIa/uLJui18lBGBU7AK7a797JTUFTeazIbIf1Z2D1crKoxNOOIHNmzcnrJ188smce+65pKenc8UVV/DFF19w3HHHpRzPZjPIztZGWCK/VFnYlrJeHralPCcchcJA6r8mikN2glEDp5m4D122n9cA2BNM/RrVyhnaX07bAecsC6Wu1zb9PVh7WqWn3syzfXablPUsT5b++4iISN2zLDzzHsez8Fls5Tuw7G78PcZQftQ/sNzZANi3zyVt1r04t1Y+7jzUegDlR/ydUPujK8cIVZA+6x5cy9/BDJURdbfAd/AEKg67pmq/R+fqKaTNfhj7nhVYhkmw0wjKj7qFSE63ennbIlL36nT3V8uyOP/888nIqOxsDRs2jKVLl+63eRSJWPrWS+RXWFHqZUO5i05piW/3+mx7Dl3T/fTM8CWsz9iVxbSdLbi0+3ZctvimSzBq8Pn2HHpl+BjdpijhGJ/vyGZxcRqn5u9JWN9c4eTjbS34bceCA8u5I4dLu21LmnPa9hwOOsCci0vqtzmgvwdrz9CWI3iWZxLWMh2ZDG0xgv4tJid9HOzwvFH673OAtPJIROSXS5t5F975T1b9uxH241n2BvZdSyga9yG2PSvJ/uAcjPC+OZRjxzyyJv+e4tNfJ5R/BFkfXYBzy8yquunfQ9qcR7CVbaN05L9wrXyfzM+v2PcaVhTX+mk4dsyj8KypRNPb1sl7FZH6VafNo7KyMk455RQ+/vhjvF4v33//PePGjavLCCINXk0vi7Vvm0N08u8xQ2Uxx319fseNf74fwn6CUybg3DIrph5Jb0f/897luYx2BJe+jvPLv2FY0aq6hUHguHt45i8TMMu2EnnvTGwlsXvGBNseztg/vcJYuwff1//As+iFmLpl95J+7otM+uuRjSZnXautWxolVqf0zlzY82KeXxl765nDdHB9vxtx2lxc1fd6rvv+CoqCsQ3IY1oPZ0T+6LqMKyIiglGxC8/C5xPWHAWLKp+StuajmMZR1bXREN7Z/6Zi4BUxjaOfci1/m/KBV+D94cGEddO3G8/C5yg/6uZf/yZEpNGok+bR5MmTqaio4Oyzz+aaa67hvPPOw+l0cuSRRzJs2LC6iCDSbIXbDqbwnGl4Fr+Ifed8LHcL/AeNJ9h5VOUJdjfFp76Ka9UHuFZPxogECXY4Bn+fc6vuiff3+S3hVn1xL3kZW/F6Ipkd8fedQLj1oQBE0/MpHP9x5WaMm77CMh0Eu52Mv9cZYHMBUHbsXQQ7Hodr+duY/j2Ec/vh63c+0cyOjSqnNF0Tul9I/5xD+WjTB+zy76JTRhdO7ziWzhldAOiS0ZVnjnmZDze8x8LC+aTZ0xiZfzzHtBmOzajfWxpFRKT5cWz9DiPB48ur6pu/xrl5Ror6tzhzkz/EyMDCtXoy9uL1ycfY9DWg5pFIc1ArG2bXNG3WKE2dNuSTZPTZkOZCt601TJqDSVPXmH/OOtd9TtbHFyat+/qdj3PNJ9gqEj8wxLK5qBhwGWlz/p10jNKjbyXj2zuS1kOtB1J05ofVD92INObPhsgvUd05mFnLOURERERERKSGBTsMJerKSloPdD+VQLfkt78Hup1EoPupSeuWzUXgoPGE2gxO+Roi0jyoeSQiIiIiItLY2D2UDf0nFkZcyd9zLKH8I6gY9BciCW69j3jzKB9yPZGWvajo/4eEw5cf8Xcsdw5lQ28j6kiLq4fyDsHX93cH/j5EpFGo0w2zRUREREREGqJbb/17fUf4VXo4RjHCu4z29iKKo25m+roza4YHa0bl+8kwhjAiLYNDXJswsVgUaMf0gt4UPfR41RiD3UdzjGcVLcwKtkcy+bKiF0veXQPvVo7R2jaCUd5l9HRuJ2jZmePvzJc7exFYlPyWNhFpWtQ8EhERERERaaRWhVqzqrh10nqp5eaDsgF8UHYoBiRcqTTH34U5/i4YRLES3JyyI5LFq6VH1GRsEWlk1DwSEREREZFm74477qvvCLXCtmclaT88R6E+JQAAIABJREFUiHPd52BFCXYcTsWQ6wjn9a88IRLC++OjuJe8gq18B5HMTvj6X4Sv/0VgxDeamoufbpgtImoeiYiIiIiINEm2wjVkv3sGZqC46phrw3ScW2ZSdMY7hPMOIfPTS3Gt+3TfNSUbSP/mNsySjZQfc3t9xBaRBkgbZouIiIiIiDRB3rkTYxpHexlhH97ZD2PfNiemcfRTnkUvYJZure2IItJIqHkkIiIiIiLSBDk3TE9R+w+udZ8lrRtWBOfG/9RGLBFphNQ8EhERERERaYqMFL/uGSaWYfv114tIs6K/DURERERERJqgQJfjk9aCnUcT7PabpHXLdBDsNLI2YolII6TmkYiIiIiISBNUMehKop7cuONRZyblQ64nnNcff69xia8deDnRtNa1HVFEGgk9bU1ERERERKQJimZ2oPDMD/HOnYhr7VSwIgQ7j6Ji0F+I5HQHoHTkw4TyDsGz5FXM0s1Ecrrj638RgSRNJRFpntQ8EhERERERaaKimR0oO+5/KDvufxKfYJj4+1+Ev/9FdRtMRBoVNY9EpFpcy97Cs/hFbMXriWR2wn/wefj7nFNVt+1egffHR3Fu/ArL5iDQ9SR8g67Yt9w5EsAz/2ncy9/C9O0mnNufigGXEuo4rGoMx6Zv8M57HPvO+UTdOQQOGk/FoZeA3QOAUVGA98fHcK2eghEJEOxwLBWDriDSsnfN5RRJYWnhYl5f+zKL9izAY/cyMv94zun6e9Id6fUdTUREminnus/wzH8K++5lRL15+Hufg6//RWBzAGCWbsE799HKlUdECXYaWTl/yu5aOYAVxb34ZTxLXsEs20oku1vlyqOeY6pew75zId4fH8WxeSaWw0ugx2lUDPwzljunHt6xiNQHw7Isq75D7E8oFKGoqKK+Y4jUmnHjTq7635MmfVSPSRJL+/ZOvPOfjDte0f8iyo+5A3vBIrLeOxMzVB5Tj2RULpW23C3Imvx7nJtnxNQtDEpH/ovAQeNxrXyPjGlXYVjRmHOC7Y6k+NTXMIIl5LxzGraSDbFj2L0UjXmTcOsBB57TG78nQH1r6J+N5mR2wXfcPOcGwlY45nj3zB48csTjeOzeekrWNOTmZtR3hEZrz549+P3+qn/Pz8+vsbE1B5OmrrH/nHUvfJ6MGbfEHQ90Pp6Sk57FLNtK9junYavYEVOPurIoGvs+kRY9SJ9+HZ7lb8aNUX7YtVQMuRbHlplkTZ6AEQnE1MM5PSga9wGWK7Nm31QD0dg/GyLVVd05mDbMFpGUzOINeBY8nbDmWfg8tqK1pM26L64hA2Ar3YR33hM4102NaxwBGFikz7wLguWkfXtXXOMIwLllFq61H+Od/3Rc4wjACFeQNuveGskpksrjyybGNY4AVpes4uNNk+shkQjccsstnHXWWVx77bVcc801XHvttfUdSUTqSrCctO/uT1hyrf8Mx+YZeOf8b1zjCMAMFJP2w4PYCxYlbBwBeOdOxKgoqJyj/axxBGAvXIV78UsH9BZEpPGo1m1rkUiEpUuXxnyrddhhh9VaKBFpOFzrPkvY1IHK5o9z1Yc4Nn2d/Pq1UzErdiatm77deJa+lnBis5dz7VTsu5clr2+ZiWvVBwecs/zo+G/uRAA2lW1kfdm6pPVvdnzNuC5n12EikUorVqzg888/xzCM+o4iInXMuXkGZqgsad21diqudVOTX7/uM8LZ3ZLWjWgI9/J3cBQsTPEan+AbdEX1AotIo1at5tGVV15JSUkJubmVt3QYhqHmkUhzYUVSlg0rgkGKu1+tCCRp6uw7J341R8xrRMMQ3X+OlKLVyCmSRJTUn+GIPj9ST/Ly8igvLyc9XftuiTQ7+5377Gf+ZEUq51gpxwjtJ8N+5ngi0mRUq3lUWFjIa6+9VttZRKQBCnYaATPvSloPdP0Nzs3f4tj2Q5LrRxJqMwD3qg8S1qPOTHwHnY137mOYgaKkY9jS87EvfDZhPdR6AIFuJ5P2w0PJ30e33xDakjqnSDId0zrR1pvPtoqtCetH5B5Vx4mkuTv77LMxDIPdu3dz/PHH06FDB6DyC7433nijntOJSF0ItTsKy+7GCPsT1oOdRmKE/bhXvpu43nE4gc6j8M77v4R1yzAJ9ByLe+X72AtXJnmNEb8uvIg0OtVqHuXn57Nt2zbatm1b23lEpIGJtOiJ/6DxuJe/HVfz9zidSKs+lB/+V7I+PBfjZ99ORd0tqBhwKdG0PEILnku47Lli8FXgaUH5kGvJmHFrXD3csg/+nqdj+o7FveoDTN+umLpl2ik//IYaySmSjGEY/LHnpdw1/zasn61ga+vJ55SOY5JcKVI7/vWvfwEQCoVwOBxVx4uLi+srkojUMcudQ8WAy0mb/a+4WqjtEIKdRxHJ6YZz/TTMYEnstXY3FYddS7j1oQQ6j8a1/vO4MfwHn0c0sz3lR/6dzE/+GLc9QCQ9H1+/C2v0PYlIw5Vyw+yhQ4cydOhQvv76a0aPHl3170OHDq2rfCLSAJQe9yBlR/ydSHplAzmS1pryw2+gdNQjAITaHUnx6W8QbHc0AJbpwN/tFIrGvU80swPYXBSf/gYV/S4k6qx8Ike4RS9KRv4b34A/AeDvfxEloycSbtkbgKgjHV+/8yka8xbYPUQz8ikc+x7+HqdjmZW/KAXbHUnxaa8R6nBMzeQUSeG4/FHcOeh+emf3BcBlujix/ck8cuTjZDqb5pNmpOFyOp0Eg0FuuOEGQqEQwWAQv9/PrbfGN+FFpOmqGHItpcPvq9q7KOrKouLQP1F06itg2ojkdKdo7LsEupyAZdiwMAh2HE7RmLcJtz4UgJITn6R88FVEPZVblEQyOlB29G2UHXMnAMEux1N8ykuE2lZuW2LZXPh7jaNo7HtY3lb18K5FpD4YlmWl2ASk0s9XHa1Zs4Zu3ZJvrlbT9JhYaeoa1aNAw36wu5PXIyEwTDBtieuWBdEg2FwpxgiA6YRkG8BGI5X3+ductZezgWhUn41mJBQNYTNsmIYeWlpTqvuYWKk0bdo0XnzxRZYvX85BBx0EgGmaDBgwgKuvvrrGXkdzMGnqmtTP2erMn7DATHHzSSSwnzlasPL6ZvDzr0l9NkRSqO4cLOVtaytXrmTnzp088MAD3HDDDViWRTQa5aGHHuKDDxLvXyIiTVyqhgyAzZG6bhipJyWw/7ppA/bT9DnQnCIpOEx9fqR+jRo1ilGjRvHVV18xbNiw+o4jIg1BkvmT4duDZ+GzuNZOBStKsNMIfIdeTDStTdU5rlWTcS95BbNsK5Gcbvj6X0Sow7H7hi5ai2f+Uzi2zMKyewj0OA1fvwvA4a3tdyUiDUTK5lFJSQkfffQRu3fvZsqUKUDlvg/nnntunYQTERERkeSeeeYZnn1238MEHA4Hbdq04bLLLqN9+/b1mExEGgKjooCcSWOwlWyoOmYvXIVr5fsUjXuPaGZH0r65A++Cp/bVi9fhWj+NsqG34zvkD9h3LiDrg3Mwg6VV5zh2Lca15mOKxrwNDk9dviURqScpm0eDBw9m8ODBLFmyhL59+9ZVJhERERGphvbt2zNw4EAGDRrE/Pnz+eKLLzj00EO5+eabefHFF+s7nojUM+/ciTGNo71sFTtI+/5BKgZdEdM4+qm0Wffg7zWW9G/+GdM42suxcz6epa/iO+SPNR1bRBqglM2jCRMmYCS5Z/all16qlUAiIiIiUj1bt27l3nvvBaBr165MnjyZ8ePHa3sBEQHAtTr5Xj2uNR8RyeyYtG5EAriWT8KxbXaK8SereSTSTKRsHt1+++0APPbYY4wcOZJBgwaxcOFCvvjiizoJJyIiIiLJhUIhZsyYwYABA/jxxx8Jh8Ns2rQJn89X39FEpAEwIv7kxUgwdR0wQmWpXyCc+noRaTpSbpPftWtXunbtyq5duzjppJNo3bo1o0ePZvPmzXWVT0RERESSuO+++3jzzTcZP348kyZN4p577mH+/PnceOON9R1NRBqAUPujk9faHUnwJ5ti/5yFQbD7qUQyO6UYf+gB5RORxiPlyqOfevvtt+nfvz/z5s3D49GmaCIiIiL1rWPHjjz66KMxxzp06FBPaUSkoakYdCXODf/B+NkKIcu0U3HY1YTyjySYfzjOrd/HXRvoNZZITjfKh1xL5rSr4upRdwt8/f9Qa9lFpGFJufJorwcffJC1a9fy4IMPsn79eh5++OHaziUiIiIi+/HEE08wePBghg4dWvWPiMhe4dyDKTrtdUJth1QdC+UdQvHJLxJqdxQYBiUnv4jv4POw7F4Aoq5sygf9hdLjHgQg0GscJaMfJZzTHQDLMAl0PI6iM94hmpFf929KROpFypVH27dvp02bNpSVlXHWWWdVHd+xYwddunSp9XAiIiIiktwnn3zCjBkztCpcRJIKtz2MorHvYvj2gBXB8ubG1C1nOmXD7qHs6Fsw/YVEPa3A5ow5J9BzDIGeYzDLt2PZ3Fju7Lp8CyLSAKRsHj3//PPceOON3HrrrRiGgWVZABiGoaetiYiIiNSzdu3a4Xa76zuGiNQj2+4VeBa9gH33UqLePPy9zyHYeeS+E4LleJa9gXPdVLCiBDuNxN/3d1iurKpTHJu/xb3kVWxlWwhnd8ff73zCef2r6mb5DtyLX8K5ZSaW3Yu/x2kEeo4Fm6PyBCuKa/VkXCsmYQZKCLUZhK/fhUQz29fVH4OI1LKUzaO9my2effbZHHfccaSlpdVJKBERERHZv1AoxKmnnkrPnj0xDAOAhx56KOU1u3fvZuzYsTz33HN069atLmKKSC1xrvuczKl/wogGq4651n5CxSGXUD70VoxAMdnvjce+e+m+a7Z+j3vpaxSd8S5WWh7eORNJ+/7+qrpj+1zcK96hdORDBHqdiW3PKrLfPxPTt3vfGJu+IrjqA4pPfgFMOxmfXo57zZSfjDEH99LXKT7tVcKtB9TuH4KI1IlqbZi9adMmLrnkEjIyMjj++OMZOXIkWVlZ+79QRERERGrNxRdf/IvOD4VC3HrrrVqtJNIUREJkfHFDTONoL++Cpwj0PB3Xmo9iGkd72YvXk/bDg1QM/DPe7/8nrm5YEdK/uplglxNJn3FrTONoL+emr3Eve4uoOzumcbSXGSwh/csbKTp76q98gyLSkFSreXTZZZdx2WWXsWjRIu666y5uvfVWFi9eXNvZRERERCSFPn368PTTT1NQUMDw4cPp1atXyvPvv/9+zjnnHJ566qk6SijSeIwbd3J9R/hFDm9RwgOHFiStf/7Q+QzLK8abpFdsLXyD96ZM549drYR1M1TOi9eN5JpeW8BIPMbaD+6kOGTj2NzEdceuxVw7YSQbKtSwFmnsqtU8uueee1iwYAE5OTmccsop3HfffbWdS0R+AXvBYlzL38L07Sac2x9/77Ow3DlVdcNfhHv529h3zsdy5+A/aDzhvEP2DWBZODZ9hWv1FIxIgGCHYwl0PxXs+37QmyWbcS97HVvxeiKZnfD3OYdoZsd9Y0QCuFZPwbnxKyybg2DXkwh2GgHGvtmGcmriJCI166abbuLYY49l9uzZtGrViptvvplXXnkl4bnvvvsuLVq04Jhjjql288hmM8jO9tZkZBGpIWn2yH7qUby25Od47VHSUtQBsp1hzCSNI4A0W4RwNMUJgHc/ORsD/T0oUs3mkd/vx+Vy0bZtW/Lz88nLy6vtXCJSTd45/0vaT5cbr/oA77z/o+i014m06oNt93KyP/gtpm/fN1OeRS9Qftg1VAy5DqIRMj+7HNeaj6rq7pXvEZ7/JEWnv4XlaYFz7adkfnY5RiSw73XnPUHJ8RMJdjsZw19I1gfn4Ni1ZN9rLHuTQJcTKDnxSTDtyvmTnCIiNaWoqIgzzzyTDz/8kIEDB1Y93CSRSZMmYRgGs2bNYtmyZfztb3/j8ccfJzc3yZIBIBKxKCqqqI3oInKAFhenEY6C3UxcX1CURo4zxFGtSpNc72VBUTq/7bQr6Wt8U5DJqfl7yHOHkr5GSdjOoBZlCeulIRtryxr/0yD196A0Zbm5GdU6r1rNozvuuAOAhQsX8sADD3DVVVfptjWRBsC+c0Fso+O/TN9uMqddSeE508iYfk1Mo2OvtNkPE+w4HPuuZTGNjqqxdy8nfeZdlB1zOxnTroxpyAAY0SCZ065md/uhpM26N6Yhs5dr3ae4F79MuM1A5fxvztKR/4qriYgciDVr1gCwfft2TDPJb5HAq6++WvW/J0yYwD//+c+UjSOR5mDSpPif2Y1J6D/XYV/2ZtzxcFZnLn5kGvaCRVjvj8eIhmPqFgYdzn2c6zodR+jtk3EULIobI9DlBP7nz8/iXvQifH1zXD3qSGf439/HcqQRfXN0wn2RzKOv4bWrrz6AdygiDYVhpfqK6r+ee+45vvnmG3w+H8OGDWP06NF1+nSOUCiibq80aT+9x75v337Vvu6cjB8Y5l2ZtP5s0dH8IfvbpPUZFd1pby+iizPxN05By8bbJYP4XdYPScd4veQwxmb8iMtIvCR5Y6gF60Ktaj3nOyWDODdlzsGMzZh3QDmfKTqaPx5gzut3jidUvb49AEuW7JvMNfYJrkgq1f3WS2KtWLGCW2+9lTVr1tC1a1duu+02+vbtu9/r9jaP9jef0xxMpIGLhEibdTeeJa9hhCuwDJNgx+GUDb+PaHo+AM7100mbeSf2wtWVl2R2pPyIvxPocRoAhm8PGV/diHPtVAwrgmVz4e81jrKht4OjctWQe+FzeOc+iq1iJwChvEMoO+ZOwm0GAmDbvZyMr27Csa1yLhZ15+A75BIqBl0RszWAiDQ8NbryyGazcffdd9O2bduY49OmTWPUqFG/PJ2I1Ih005+y3sqWeAnxXhmmn4wUYziNCDm28pRjZJsVSRsyezPWRc5sW+pfbmoiZ24N5HSbIULR6jePRERS6dWrF2++Gb/qYH9efvnlWkgjInXO5qB86D+pGHI9ZvEGLG9LomltYk4Jdh5JsPNIbHtWgRUl0qIHGPtWKVqeFpSc+CRGxS7M8h1EM9phubNjxvD3vwh/3wnYCldhObxEszrH1CMtD6Jo7LuYJZswgqVEsrtqr0eRJqZaK4+SOe+883jppZdqMk9C+tZLmrqfrjz6JatLvHMmkvb9/QlrlmGj8Mwp5Ew6DSOa+D718sOuxb57Ga61nySsR9LzKR1+H9lTzkuaofikF0j/5lZsJRsT1gOdRxNuPbAOct5P9pQJtZtz/GRy3jn9gHLuOe+7mAnb/vzaz4ZIY6OVR7/M0KFDk9a++eabGnsdzcFEmoBICNeaKTjXfophRQh2Gom/55iY5o5t11I8S1/FLN1GJKcrvr6/j2kQGYES3MvfwrFlFpbdQ6DH6QQ7j9KqIpEmoEZXHiVzAH0nEakBvj6/xTP/CcxAcVwt0OM0Inn98Pcci2d5/LfSUWcm/r7nYpZswrnuUwwrGj/+IRcT6ngc4ZZ9sO9eGlcPt+hFsPMIKso2k/H1P+LqlmHiO/Riwjk96yDn8NrPmdv/gHP+ksaRiEgy+2sQaXW4iAAQ8pE1+fc4t31fdci19hPci16geMybWK4s3ItfIf2rGzH47+9268Gz8HlKTniCYJfRmCWbyX5/PLbSTVVjuFe9j7/7qZQe/5jmNiLNxAH9P91Qp1mkXlneVhSf+irh7K77jhkm/h6nUzq8cuPnsmF34e81DsuwVZ0TzupM8akvE01rQ7jtYZSOnkjU02rfGHY35YOuxHfoxWAYFJ/6EsH8I2JeO9R2CMWnvAyGib/fBZQfdi2Wfd/TNKKelpSOfJhQu6OU86c5RUTqQF2sDBeRhs877/GYxtFejl2L8f7wEGbZVtJn/GNf4+i/jEiAjOlXQ8hH+oxbYhpHe7lXT8a14t1ayy4iDYtuWxNpAA741iTLwr59LqZvN+Hcg4lmtIs7xSzdir1gEVFPC8JtBscvM44EcWz9DiMcINT2sLh73aFyM0Rb8XoiWZ2ItOwdVzcCJTi2/YBlOgi1OwJsLuVMkbM6dNuaNBe6ba1mTZgwoUb2NdIcTKRxa/HyUUlv2Y86M6kY9GfSZ92b9PrS4f9D+ld/T7iiGiDY7miKx/zyfddEpOHQbWsizYlhEG47OOUp0Yx8ghn5yU+wOQl1ODblGJGWBxFpeVDSuuXKrLz/XTmrlVNEpLZodbiIABj+wqQ1M1iCWZH4CbFV15dvS9o4AjD9e351NhFpXFLethYMBpP+A3DhhRfWSUgRERERERH5ZcJ5hySthVodTKjNoJTXhzoMi7kVP67e+tBfnU1EGpeUK49OPPFEDMOIW2FkGAbTp09nxIgRtRpORERERH45rQ4XEYCKAZfh2Pxt3J5GAL6BlxPscgLh7K7Yi9bG1YPtjiLcdjAVh16c8NY2y+bC1/8PtZJbRBqelM2j//znP3WVQ0RERESqae8q8EScTqdWh4sIAKGOwygd9W/SZt6NrWInAFF3DuVDrifQ4zQAik97nYzpV+PcMguofFhIsMvxlB73IAC+AZdjhCrwLHgGM1QOQCSzE6XD7km5TYCINC3V2vNo+vTpvPbaa4RCISzLoqioiMmTJ9d2NhERERFJQKvDRaS6Ar3GEeh+Go4dP4IVIdR6INjdVfVoRjuKx7yNrXANZtkWIlldiWa23zeAYVBx+F/xDbgU+44FWA4P4dYD4x8WIiJNWrWaR4899hi33HILb7zxBocffjjffvttbecSERERkSS0OlxEfhGbg1D+4UnLZulWXKs+qGweZXfH3/tsLE+LmHMsZwahDkNrO6mINFDVah7l5OQwYMAA3njjDcaOHcu7775b27lEREREZD+0OlxEDpRr1WQypl2JEQ1VHfPOeYSSk58n1O7IekwmIg1Jyqet7eVwOJg9ezbhcJgZM2ZQUFBQ27lEREREZD8ee+wxrrjiCtq2bcsZZ5xBz5496zuSiDQiRsUuMqZfHdM4AjBDZWR+ejlEku+vJiLNS7WaR7fffjvhcJjLLruMt956i6uuuqq2c4mIiIjIfuxdHQ4wduxYduzYUc+JRKQxca98FyMSSFgzfQU410+r40Qi0lBVq3k0adIkjjzySLp3787EiRNZtmxZbecSERERkf3Q6nARORBmeeqGs/nfJ7SJiKTc8+jtt9/mnXfeYc2aNXz99dcARKNRQqEQ1113XZ0EFBEREZHEbr/9dtauXctll13GI488otXhIvKLhFv1SVmPtOxdR0lEpKFL2Tw6/fTTOfLII3nyySe59NJLATBNk5YtW9ZJOBERERFJbtKkSVx++eUATJw4kYceeoiTTjqpnlOJSGMR6H4Kke/ux1a2Na4Wyjsk5RPaRKR5Sdk8cjqdtG/fnttuu4333nuPbdu2cfjhh+NyuWjRokWqS0VERESklmh1uIjUCJuL4tNeI3Pqn7DvWVF1ONR2CCUnPF6PwUSkoUnZPNrrtttuIy8vj5kzZ3LwwQfzt7/9jaeffrq2s4lII2OU78S5+Rssm5NQx+FYzvTYE6JhHJtmYPp2E87rT6RF/FOBbIWrse+Yj+XOIdhxGJg/+2sqWI5z05cY4QCh9kcRTWsTN4Z92xxsxeuJZHYknD+kJt+iiEiDoNXhIlJTIjndKfztdOzbZmMr3UIkpzvh3IPrO5aINDDVah5t3LiRu+++m7lz5zJixAieeuqp2s4lIo2JZZH27Z14Fj1f9ajXqCON8qNuxn/weQA4tswi4/O/YCvfXnVZoNNISkdPxHJlYgTLyPj8SlzrP6uqR7ytKR31CKEOQwFwL3mVtJl3YQZLK1/WtOPrO4HyY24Hw8Qs2UjmJ5fg2LW4aoxwy94Un/gU0ewutf2nICJSZ7Q6XERqkhEoxr5rSeXta5EA4exu4PDUdywRaUCq9bS1SCTCnj17ACgrK8M0q3WZiDQTnvlP4l3wVFXjCMAMlZPx1U04Nn6JWb6dzI8uiGkcAbg2TCfji+sBSP/yb/y0cQRgq9hB1scXYpZuwbH5W9K//HtV4wjAiIbxLnoez4//B1aUrMkTYhpHAPbdy8ia8v/s3WdgXNWd/vHnTh/1LstF7rKNC7jQSwA7oYSOQ4cksAQSkkCSTUgIS5wsBP4pm2wIJaFsEkqooZreYooprrjJ3ZJtyVYvo+kz9//CIBAzVxJY0oyk7+dN7PndOfOTmMhHz5x7zsVSPNrHXzUApN4vfvEL1dTU6O2331ZHR4euvfbaVLcEYJBxVr+hgr8fouwl1ytjxe3Kee1HKrzvCDnq1/b8ZADDRq9SoB/84Ac699xztWLFCp133nn67ne/2999ARgszLi8H95jWc5Yfbc86x6ULdKRtO7a9oIce5bJveXZpHUjGpBn3QPyrr5bhsyk13g/vFeu7a/I0bI1ad3RukOuHa/08IUAwOBTXV2tq6++Wm63W8cff7za29t7fhIAfMQItijnhSsS5mm2QL1ynruMD98AdOrVbWvNzc2KxWIaO3asgsGg4vF4f/cFDFtnn/3VVLfwuWQ7olp8TK1lvWXT21q3bKWOK0leN8y4HvvNlbp8YsxyjJUv/E0TsoIaabF62u6v01N3/FSXjLPu87Hbfq6/77jV+gIAGIRYHQ5gf7g3PWH5AZ/dt1uu6jcUHrdggLsCkI56FR7dfvvtevTRR1VYWKiGhgZdeeWVOuqoo/q7NwCDgD9mV0fUpkxH8lC5MexQY8jZ7Rg7Otzd1htCTuU4oxrpDSfvIWpTbcDV4xgAMNR8vDq8trZW5513nq677rpUtwRgELG37+q2buuhDmD46NXHU3l5eZ2ndxQVFSkrK6uHZwAYLmKmoRdq8y3rz9YU6tmaAsWT33GmDW1evdmQp7WtGdZj1Bbo2RrrE4Re2ZunV/fmqT1iT1r3RW16rS7P8vkAMFixOhzA/ojlT+y+ntd9HcDwYZimafEr3Se++93vKhAI6OCDD9a6detUX1+vQw7Zd/z1D3/4w35vMhKJqaXF3++ekJI3AAAgAElEQVSvA+CLMcI+5T5zkZx7lnV5PDjlbLXP/4Nk2ORdfY8y31rUZd+iWFaZWk97SLH8ibK1bFfeU+fJ7tvdWTdlqOOI6xWYfYVkmsp67T/lrXy4y2tESg5S62kPynTnyLlziXKf+w8Z0U9+XpgOr1pP/KsiY4/rny8eQJ8oLs5OdQuD0hlnnKF77rmny+rwxx57rM/GZw4GDHERvwrvO1y2QGNCKZpfoebzX5UMIwWNARgovZ2D9eq2tfnz53f+ubS09It1BGDIMl1ZajnrX3LteEWu6n/LtDsVmvhVRcsO7rwmcOBlCo09Xp6Nj8kWaFK0ZKaCk8/sPAY2njdeTRe8Ic/mp+SoW6W4p0ChKWd/8omYYcg3//cKTr9A7i3PyoiFFR5ztMLjvizZ9q04iow5Ro2XLJWn8lHZW3collOu4NRzZGYUDfj3BAAGAqvDAewXZ4Zav/p35bxwuey+T/awjOZPVutX7yU4AtCpVyuPUo1PvQAAGNpYefTF9PfqcOZgwDARj8q141XZ23cpWjBZkdFHExwBw0SfrjwCAABA+mF1OIA+YcZkxMJSPLLvf824ZCTfSxLA8MTKIwAAkHKsPEpPzMGAoc+xZ7lynr9cdn9d52PR3PFqO+XviuVNSGFnAAZCb+dgvTptDQAAAAAwxIQ7lLv4G12CI0lytG5XzuJvSum/zgDAACE8AgAAAIBhyLP5SdmCzUlrjpatcu5cMsAdAUhXhEcAAAAAMAzZW7Z1X2/dPkCdAEh3hEcAAAAAMAzFcsq7rcezxwxQJwDSHeERAAAAAAxDoYozFXcl3yw3llOucPmxA9sQgLRFeAQAAAAAw5DpzlHbSXcr7srp8ngsc4RaT7pbstlT1BmAdGOYZvpvoc8xsQAADG29PSYWA4s5GDA8GGGf3Fuelq19t2L5kxSaeLJkd6e6LQADoLdzMEc/9wEAAAAASCEj2CLXzn9L8ZjCY46RmVHUpW46MxXLGSvT5lQsZyzBEYAEhEcAAAAAMER5V9yhzA9+LyMalCSZNpf8s6+Q/7BrJUn2xkrlvPAtOT518lqk5CC1nfRXxbNGpqRnAOmHPY8AAAAAYAhybXlWWUtv6gyOJMmIh5W5/FZ51t4vRQPKfebCLsGRJDnrViln8aUD3S6ANEZ4BGBgRQMy/A2SGU9eN8199WjAcggj7JMRbO6nBgEAAIaGjNV3W9a8q++Se8uzsnfsTVp3NqyVc/fS/moNwCDDbWsABoQRaFTWOzfKvflpGbGQYtmj5T/oCgVnfbPzGs/afyhj5Z2yt1XLtLsVmnSKfEdcLzOjWJJkb9ygzHd+LVf1GzJkKlI8U/5DfqTwuAWp+rIAAADSlr1po2XN0bJVjoZ1PT4/Murwvm4LwCDEyiMA/S8aUN6T58hT+aiMWEiSZG/fpew3/0sZH/xRkuRdcZuy/32d7G3VkiQjFpJn4+PKe2KhFPHL1lqlvCcWyl39ugztOyTSWb9GOc9dKteOV1LzdQEAAKSxeGapdc1bpHj26B6eP6KvWwIwSBEeAeh3nk1PymHxyZd35R0yOuqUsfy2pHVHy1Z5Nj6ujFV/kS3UmlA3zLgy3vtdn/YLAAAwFAQPuMCyFjjgfAUrzpJpcbJaLKNU4bHz+6s1AIMM4RGAfufc+aZlzRbpkKfyUdnCbZbXuHb+W86dS6zHb1grI9C4Xz0CAAAMNYFZlyo08eSEx8Ojj5Z/3tUyvQVq+8qfEwKkuDtXbSfeKdmdA9UqgDTHnkcA+p/d1W3ZdGZ0X7e7JYtPxSTJlCHZmNwAAAB0YXOo7cS/ylnzrlzbXpDiMYXHLVBkzDGSYUiSwhNOUtPF78hd+ajs7bsVy5+k4NSFMt25KW4eQDohPALQ70ITvyrPxseS1mIZpQoecIEyVt4hu6/G8vmxvAmWt75Fyo+R6c7ps34BAACGksjIwxQZeZhlPZ5ZqsDc7w5gRwAGG25bA9DvwuPmKzT+hITHTcOujqMWSQ63fEf/UqYtMc8OjT1e4fEnKDDrMkXzKxLqcVeOfIf/vD/aBgAAAABIMkzTNFPdRE8ikZhaWvypbgPA/ohH5Vl3/779jQJNipbMlP/AbylaNq/zEsee5fKuukvOulWKewoUnLpQwekXd95vbwRb5P3wHrm3PCsjFlZ4zNHyH3SF4nnjU/VVAegjxcXZqW4BSTAHAwBgaOvtHIzwCAAApBzhUXpiDgYAwNDW2zkYt60BAAAAAADAEuERAAAAAAAALBEeAQAAAAAAwBLhEQAAAAAAACwRHgEAAAAAAMAS4REAAAAADGWmKXvDejnq10jxWNJLbL5aOfaulBFoGuDmAAwGjlQ3AAAAAADoH65tLyjr7f+Wva1KkhTLKlPHYdcqNGWhJMnw1yv79WvlqnpFhhmXaXMqNPl0tR9zk+TKTGXrANII4REAAAAADEHO3UuV88IVMsxPVhvZfbXKeeUatTqzFR63QHlPXyBH44bOuhGPyLPxMRnBJrWd8o9UtA0gDREeAQAAAMAQ5F1xe5fg6NMylt8qSV2Co09zV70me/06xYqn91t/AAYP9jwCAAAAgCHIuWeZda1ulZy1733h5wMYXgiPAAAAAGAIMl05lrW4M1OmO7+H52f3dUsABinCIwAAAAAYgoJTzrKshSrOVLDiDJlG8l8J484shcaf0F+tARhkCI8AAAAAYAgKzPmOIsWzEh6P5k9Sx6E/VjxnjDoOvy6hbtoc8h33/zhtDUAnwzRNM9VN9CQSiamlxZ/qNoBhzbl7qTxr/i576w7Fc8cqMOMSRUYf2Vk3/PXyrvmbXNVvSHaXQhNOVmD6hZIzY98Fpin3lqflqXxERqBJ0eKZCsy6TLHCKZ1j2Js2y/vhPXLUrZbpyVdwykKFKs6QPv5ELBKQd/2Dcm9dLMVCiow+WoFZ31Q8s7Tv+gSQEsXF3BqRjpiDAUNANCBP5eNyb39eiscVHjdfwWnnyXRldV7iqP1A3nUPyNa+S7H8yQrMuFixogNS2DSAgdLbOVi/hUerV6/W7373O913331dHn/ttdd02223yeFw6Oyzz9Y555zT41hMXIDU8q6+W1lvLUp43HfE9QrMvlK21irlPXGW7B17u9QjxbPUesYjMl1Zyn71B/JUPtqlbtrdaj3pbkXGHifnzreUu/jrMmKhLtcEJ5+h9i/fKkUDynvyHDnrVnWpx73FajnrccXyJvRJnwBSg/AoPTEHAwBgaOvtHKxfblu76667dP311ysU6vpLYCQS0c0336x7771X9913nx5++GHV19f3RwsA+ojhr1fmOzclrWW+e4tsHXuUtfTXCYGMJDnrP5R39d1y7lySEBxJkhELKfvfP5PiMWW/cW1CcCRJns1PylX1mrwf3psQHEmSLbCvv77oEwAAAACQqF/Co/Lyct16660Jj2/dulXl5eXKzc2Vy+XS3LlztWwZxz8C6cy9dbGMeCRpzYhH5d70hFzbX7R+/uan5N70lGXd3r5L7vX/lL2tqtsxPJutx3DteEWejf/qvs+NPfcJAAAAAEjk6I9BTzjhBO3atSvhcZ/Pp+zsT5ZEZWZmyufz9Tie3W4oL4/9SIBUsNmTBzIf8xoBGfGoZd0e7ZDNCHY7RqbR/c8Bl4IyYgHLumHG5DW6v63Ca+u5T37OAAAAAECifgmPrGRlZamjo6Pz7x0dHV3CJCuxmMn99kCKOArmKL+belvJUcoufEGOxvVJ66GywxQpnqPsDclX9pgOj1pGn6wCx//IiCb//7m/5BDZbdnytuxIWo/mV6h9xDHK1+/3q892fs4AKcOeRwAAAOmrX25bszJx4kRVVVWppaVF4XBYy5Yt0+zZsweyBQCfU3TEXIXHfClpLTzqSEVHHqKOg69OWjcdHvlnX6nQlIWK5ZQnvSYw8xuK55bLf+BlSeuxrFEKTj1HgdlXyHQkXxnkP/jqPukTAAAAAJBoQMKjZ555Rg8//LCcTqd++tOf6rLLLtN5552ns88+W6WlpT0PACClWk+6S4EDLpTp8Ejad0paYNp5ajv5HklSeOJX1fblPyuWM7bzOZGSA9V66gOKFR0g05WlljMeVWjcApnGvh87cU++Og7+oToOv06S5D/0J+o49CeKewr2vYZhU2js8Wo581GZ7hzFCirUctqDipR+EjjHcsrVtuCPCk0+vU/6BAAAAAAkMkzTNFPdRE84JhZID0a4XTbfHsUzS2W6cxIvME3ZW7fLtLkUzxmdfAx/g2yhFsWyR0sfhTxdxEKyt+1U3J0nM6Mo6Ri29t0yYiHFcsdJRmIG3hd9AhhY3LaWnpiDAQAwtPV2DkZ4BAAAUo7wKD0xBwMAYGjr7RxsQPc8AgAAAAAAwOBCeAQAAAAAAABLhEcAAAAAAACwRHgEAAAAAAAAS4RHAAAAAAAAsER4BAAAAAAAAEuERwAAAAAAALBEeAQAAAAAAABLhEcAAAAAAACwRHgEAAAAAAAAS45UNwAAAAAASJF4TN7Vd8mz7n7Z22sUy5+owKxLFTzg/FR3BiCNEB4BAAAME7FYTNdff722b98uu92um2++WeXl5aluC0AKZb/yfXk2P9X5d0fjBmW//mPZW3eo4/CfpbAzAOmE29YAAACGiddff12S9NBDD+n73/++br755hR3BCCVHHtXdgmOPs276i+ydewZ4I4ApCtWHgEAAAwTCxYs0LHHHitJqqmpUVFRUWobApBSru0vW9aMeFSuHa8qOP3CAewIQLoiPAIAABhGHA6Hrr32Wr388sv605/+1O21druhvLyMAeoMwECzubv/ddDrdcrDzwAAkgzTNM1UN9GTSCSmlhZ/qtsAAAD9pLg4O9UtDDv19fU655xztHjxYmVkJP/lkDkYMLQ59ixX/uOnJ62ZNoeaLl6qeFbZAHcFYCD1dg7GnkcAAADDxJNPPqm//OUvkiSv1yvDMGS321PcFYBUiY6Yq+DEU5LWArMuIzgC0ImVRwAAIOVYeTQw/H6/fvazn6mhoUHRaFSXX365FixYYHk9czBgGIhH5V15p7zrHpDNt1uxvEkKzLpUwRkXpbozAAOgt3MwwiMAAJByhEfpiTkYAABDG7etAQAAAAAAYL8RHgEAAAAAAMAS4REAAAAAAAAsER4BAAAAAADAEuERAAAAAAAALBEeAQAAAAAAwBLhEQAAAAAAACwRHgEAAAAAAMAS4REAAAAAAAAsER4BAAAAAADAEuERAAAAAAAALBEeAQAAAAAAwBLhEQAAAAAAACwRHgEAAAAAAMAS4REAAAAAAAAsER4BAAAAAADAEuERAAAAAAAALBEeAQAAAAAAwBLhEQAAAAAAACwRHgEAAAAAAMAS4REAAAAAAAAsER4BAAAAAADAEuERAAAAAAAALBEeAQAAAAAAwBLhEQAAAAAAACwRHgEAAAAAAMAS4REAAAAAAAAsER4BAAAAAADAEuERAAAAAAAALBEeAQAAAAAAwBLhEQAAAAAAACwRHgEAAAAAAMAS4REAAAAAAAAsER4BAAAAAADAEuERAAAAAAAALBEeAQAAAAAAwBLhEQAAAAAAACwRHgEAAAAAAMAS4REAAAAAAAAsER4BAAAAAADAEuERAAAAAAAALBEeAQAAAAAAwBLhEQAAAAAAACwRHgEAAAAAAMAS4REAAAAAAAAsER4BAAAAAADAEuERAAAAAAAALBEeAQAAAAAAwBLhEQAAAAAAACwRHgEAAAAAAMAS4REAAAAAAAAsER4BAAAAAADAEuERAAAAAAAALBEeAQAAAAAAwBLhEQAAAAAAACwRHgEAAAAAAMAS4REAAAAAAAAsER4BAAAAAADAEuERAAAAAAAALBEeAQAAAAAAwJIj1Q1g4NT7Qnrywz3a0tChokyXTps5QlNKslLdFgAAAAAASGOER8PE8p0t+uET6+SPxDofe3RVja45doIumDs6hZ0BAAAAAIB0xm1rw0A0buqG5yq7BEeSZEr64xvbVNXkT01jAAAAAAAg7REeDQMfVDerzhdOWjMlPbd+78A2BAAAAAAABg3Co2Gg2R/pvh7ovg4AAAAAAIYvwqNhYFpp9n7VAQAAAADA8EV4NAyML8zQ0RMKktZKslw6cVrJAHcEAAAAAAAGC8KjYeJXJ0/V/Ioi2YxPHptWmqXbFs6S12lPXWMAAAAAACCtGaZpmqluoieRSEwtLZwI1hdq24La1uhXcaZLFSVZqW4HAABJUnExt1CnI+ZgAAAMbb2dgzn6uQ+kmbIcj8pyPKluAwAAAAAADBLctgYAAAAAAABLhEcAAAAAAACwRHgEAAAAAAAAS4RHAAAAAAAAsER4BAAAAAAAAEuERwAAAAAAALBEeAQAAAAAAABLhEcAAAAAAACwRHgEAAAAAAAAS4RHAAAAAAAAsER4BAAAAAAAAEuERwAAAAAAALDkSHUDGFhra9u0pb5DxVluHTYuX3abkeqWAAAAAABAGiM8GiYaO8L6ydPr9WFNW+djpdlu3XzKNM0cmZPCzgAAwECIRCK67rrrtHv3boXDYX3729/W/PnzU90WAAAYBPolPIrH41q0aJE2btwol8ulG2+8UWPHju2s33jjjVqxYoUyMzMlSbfffruys7P7oxV85GfPdA2OJGlve0jXPLFWT152iLI95IgAAAxlTz/9tPLy8vTb3/5Wzc3NOvPMMwmPAABAr/RLYvDKK68oHA7r4Ycf1qpVq3TLLbfojjvu6KyvW7dOd999twoKCvrj5fEZlXvbtXJ3W9JaWzCqZ9fv1flzRg1wVwAAYCCdeOKJOuGEEzr/brfbU9gNAAAYTPolPFq+fLmOPvpoSdJBBx2ktWvXdtbi8biqqqp0ww03qKGhQQsXLtTChQv7ow18ZFujv/t6Q8cAdQIAAFLl4xXfPp9P3//+93XNNdf0+By73VBeXkZ/twYAANJcv4RHPp9PWVlZnX+32+2KRqNyOBzy+/266KKL9M1vflOxWEyXXHKJZsyYoalTp1qOx8Rl/0wY0f2eRmOLs/j+AgAwDNTW1uqqq67SBRdcoFNPPbXH62MxUy0t3X8IBQAABq/i4t5tIdQv4VFWVpY6Oj5ZzRKPx+Vw7Hspr9erSy65RF6vV5J02GGHqbKystvwiInL/pmS71F5vlfVzYGEmsNmaMHEAr6/AICU6u3EBV9cQ0ODLr30Ut1www06/PDDU90OAAAYRGz9MeicOXO0ZMkSSdKqVatUUVHRWduxY4cuuOACxWIxRSIRrVixQtOnT++PNvARwzB0y6nTVJDh7PK4w2Zo0YlTNCLHk6LOAADAQLnzzjvV1tam22+/XRdffLEuvvhiBYPBVLcFAAAGAcM0TbOvB/34tLVNmzbJNE39+te/1pIlS1ReXq758+frrrvu0gsvvCCn06nTTz9d559/frfjRSIxVsb0gUAkphc21GlrQ4eKMl366vRSFWe5U90WAACsPEpTzMF6ryUQkd0wLE+wDUZi6gjHlOd1ym4zBrg7AACS6+0crF/Co77GxAUAgKGN8Cg9MQfr2XtVzbr9rR1av6ddkjR3TK6+d8wETR+x7z3dGojoT0u26cXKeoWicZVkuXTenFG6aN5oGQYhEgAgtQiPAADAoEF4lJ6Yg3VvWXWLvvv4GsXiXafTXqdN954/W2MLvPr6Ayu1uT7xZNtLDh6j7x0zfqBaBQAgqd7OwfplzyMAAABgqPvr0qqE4EiSApG4/vZ+tV7d1JA0OJKkh1bsUksg0t8tAgDQJwiPAAAAgM8pEotr5a5Wy/p7VS16r6rZsh6Omd0+HwCAdEJ4BAAAAHxOhmHI0c3G1y67IZe9+6l2T3UAANIF/2IBAAAAn5PDZujYSUWW9QVTijW/wrqe63FoXnlef7QGAECfIzwCAAAAvoDvHDVOBRnOhMdH53n09UPG6JCx+frKlOKEus2QfnjcRLkdTMUBAIMDp60BAICU47S19MQcrGd72oJ6YPluvbO9STZDOm5ykc6fM0r5GS5JUtw09fSaPXp67V41+sOqKM7UBXNHa/bo3BR3DgBA7+dghEcAACDlCI/SE3MwAACGtt7OwVgrCwAAAAAAAEuERwAAAAAAALBEeAQAAAAAAABLhEcAAAAAAACwRHiURoKRmPa2hxSJxZPWTdNUvS+k9mDUcgxfKKq69pCs9kGPxuLa2x5SIBKzHKPZH1aTP9yvfQIAAAAAgMHBkeoGsC/w+dOSbXp+fZ2C0bhyPQ6dfdBIXX74WDlshiTpufV7dc+71apuDshmSIePK9A1x07QuIIMSdKuloD+8MY2vb2tUTFTGpXr0TcPHaPTZ5ZJ2ndM7L3vVuvRVTVq8kfkdtj0lSnFuubYCcrxOCVJK3e16tYl27Wmtk2SdMCIbF111DgdMja/z/oEAAAAAACDi2FaLVFJI0P5mNi4aepbD63W6pq2hNqp00t1w4lT9MzaPfrVi5sS6gUZTt130Rw57YYuum+F6nyJq4V+fPwknTN7pH776hY9sqomoT6tNEv3XjBbG+t8+tZDqxSOdX07OGyGbv/aLB04Kme/+yzJdnf7vQAADF+9PSYWA2soz8EAAEDv52DctpZiS7c3Jw1kJGnx+r3a2ezXXUurktab/BE9sqpGj6+uTRocSdK971WrpjWgxz+sTVrfsNenJVsa9H/vVicER5IUjZu6592qHvus7kWfAAAAAABg8OG2tRR7v7rZshY3pZc21qu2LWT9/KpmeZ12y3pjR1gvbKhXLG69wOz96hZ9UN1iWf+gukUTizK77fPlyp771NHjLesAAAAAACA9ER6lmMfR/eKvTJd1MPTx8137OYb7ozH8Fptou+y2HvvMcPfcJwAAwGDzwoY6Pbxyt6qbAxqR7dZZB5bprFllMox9+z3uaPLrb+9V653tzbLZDB07qVDfPLRcpR/drh+NxfXPFbv19No9avJHVFGcqQvnjdZREwo7X2P5zhbd98EuraltU7bboZMPKNHFB4/p9gNCAAAGEr/Rp9j8imLLmsdh0ynTR2hGmfU9iAumFOvL3YwxuThTp80coaxuwp0FFcVaUFHU7Wv01OepvegTAABgMLnz7R36r+cqtba2XW3BqDbVd+iWV7bo1y9vliRtaejQpQ+u0uL1dWoORNTYEdbjq2t16YMrtbc9pLhp6sdPr9eflmzXjqaA2oJRLdvZqh88sU6Pr953S/9rmxt01aMf6u3tTWoLRrW7Nai7llbrqkfXKBxNfrItAAADjfAoxSpKsnTu7JFJa9//0gRluR364bETlZHkk6eZZTk6bcYInXRAieaNyU2oux02/ei4ifI67frhsRNlJHmN02eM0MyRObrssHKNzEnc0Loky6UrjhjbJ30CAAAMFvW+kP72/s6ktSfX7NHmep/ufGuH2kPRhHqdL6y/v79TS3c0661tTUnH+POb2+UPR/XHN7YqybaTWlPbphcq6/brawAAoK/YFy1atCjVTfQkHjcVDEZS3Ua/OWJ8gcYVeNUWjMhht+nAUbm6dsEkfXlKiSSpNNut4yYXKRqPyx+OaWSuRxfOG60fHz9RHqdddpuhL08pUV6GU63BqLxOu46ZWKgbTpyi6WU5kqQpJVmaV54nXzimuGlqYlGmrjxynC49rFyGYSjD5dCJ00rktBtqC0WV53XqtBkj9F8nVKgk29MnfQIAYCUzkxM509FQn4N158UNdVqyNXnwI0n5XqeeXrtHVrtK1n208qiyzpe0Ho6Zyvc69fKmBsvXME1TJ0wr+TxtAwDwufR2DmaYpmm9k3Ka4JhYAACGtt4eE4uBNZznYI+uqtFvXt1iWf/GIWP09/d3WoZHBRlOHTWhQE+v3Ws5xveOHqdb39xhWT9ifL7+96yZvewYAIDPr7dzMG5bAwAAAD7j8HH5siW75/8jx0ws1CFj8yzrR44v0BHjCyzrH+8ZWZjp6maMQssaAAADifAIAAAA+IzReV6dOassae3YSYWaOTJHVxwxTu4kJ8pmux36+iFj9KVJRZr50RYCn/WNQ8coP9OlK48Ym7Q+viBDp0wv/eJfAAAAfYg9jwAAQMqx51F6Gu5zsCPGFyjT5VB1s1++UEyFmS5dNG+U/vP4SbLbDJVmu3VweZ72toe0uzUouyF9aVKhfnXyVI0vzJTNMLRgSpHCsbiqmgMKReMaV+DVd48er/PnjpYkTS3N1oTCDO1qCaqxIyyv06bTZozQL0+aohyPM8XfAQDAUMeeRwAAYNBgz6P0xBzsE6FoPOkqo49FY3HJMOSwuNfNNE1FYqZc3YwRjsbltBsyjG7ulwMAoA/1dg7m6Oc+AAAAgLTkD8f02KoavbSxXsFITPPK83TRvNEaneftvObdHU16eGWNqpsDKstx66xZZTq+orizXtce0oPLd+ud7U2y2wwdO6lQ580ZpVzvvlVDcdPU4nV79czaPWr0R1RRnKXz547SrJGf3M62ud6nB5bv1pqaNuV4HDppWqnOmjVCDrutz/oEAGB/sPIIAACkHCuP0tNQnoMFIjFd8fBqbdjr6/J4ltuuO792oKaUZunB5bv0hze2JTz3koPH6HvHjNeuloD+46HVauwId6mX53t193kHKj/DpRueq9TzG+q61O2G9MuTpuqEaSV6b0ezfvjkWoVjXafkh4/L1/+cOUORWHy/+wQAwAqnrQEAAAAWHltVkxDISJIvFNMf/71VLf6Ibntze9Ln3vfBTlU1+XXHWzsSgiNJqm4O6B8f7NKy6paE4EiSYqb0+9e3KhSJ6TevbUkIjiRp6Y5mvbapvk/6BABgf3HbGgAAAIadVzY1WNaW7WzVc+v3JA11JMmU9NLGer2+xXqMlzfWKxCJWdabAxE9uXaPqpsD3Y5R50sMp7r0uWFvt32+sqlelx2W/EQ3AAB6i5VHAAAAGHZCUetgR5L83QQ/khSMxBSxCG32jR9XKBrv/jXCPbxGNN5znz2M0VMPAAD0BnseAUSHpMIAACAASURBVACAlGPPo/S0v3Ows8/+ah9207eax81X+8h5SWsOf6OKNj6hPbP/w/L5JWv/qdbyoxTKGZO0nlG/Xt7mrWqsODX5APGoRi7/i/YcdKniTm/SS/J2vK6YK3u/+/S0VVvW08Hjjy9OdQsAMGyx5xEAAABgIbv2A9kiyW8Zy931tlyBRmXUr09ad7dWydNWrdydb0tm4soeIxZWzu53ldG4Uc6OxD2P9r3+CjkiPuXsXpq0bg+2Kmvv6j7pEwCA/UV4BAAAgGHHEWpTyboH5WneLn20EN/hb1ThxqeU2bBBklS4ZbFydr3bGd4YsZCyaleoeMPjkiRPa5WKNzwmp29P57jutp0qWfewXP56GWZMJeseUkbdWikelSTZwj7lVr2hvKrXJUk5NR8of+uLsgdb9w0Qj8nbuFGlax+QLRbqkz4BANhf3LYGAABSjtvW0lNf3raWzrcmtQUjCkXjKs5yJ62Ho3E1ByLK9TjkcdqTXtPQEZbdkPIzXEnr/nBM7aGoCjNdctiMhHrcNNXgCyvDZVeWO/mZNn3RZ7oYLO8NABjqejsH47S1NPH65gY98WGt9raHNKEwQ+fMHqXZo3M767taAvrn8t1asatVXqddJ0wt1hmzyuR27Fs8FonF9dSaPXphQ506wjEdOCpH580ZpXEFGZ1jrKlp08Mrd2tLQ4eKMl06fWaZvjyluLPeGojokVU1WrKlUaakoyYU6NzZI7tMgva3TwAAgN5oC0b0r9W1emdHs+yGdOykIp02c4S8nwpF3tzaqKfX7lGTP6KK4kydM3uUxhd+MvepaQ3qkZU1WlPbphyPQydNK9GCKcWyGfvCm0gsrufX1+nljfUKRmOaOyZPCw8aqaLMT+Y+6/e069FVNapuDqgsx60zZ5Vp7pg8+kzSJwBg6GLlURr4339v0/3LdnV5zJB03Zcn64xZZdqwt13ffuRDdXzmNI05o3P1p7Nnym5IP3hind6tau5S9zptuvXsmTpwVK6e37BXv3x+oz57KMjCA8t07YLJavKHdflDqxOOiy3Lcevu8w5SSbZ7v/skQAIAWGHlUXpK1cqjBl9Ilz+8Wrtagl0en1qSpTvOmaUst0O/f32rHlqxu0vdZTf0m9Om68gJBVpT06bvPb4mYV5ywtRi/erkqYrGTF3zxFp9UN3SpV6Q4dRfzj1Q4woy9MzaPbrxpU2Kf2b+9P1jxuvig8fQ56f6/LwBEiuPACA9sGH2ILGloSMhkJEkU9If3tgmXyiq3722NeEfaklasatVz6zdoxcq6xKCI0kKROL67WtbFYzE9NtXtyYER5L02OpardvTrnvfrU4IjiSpti2kv75T1Sd9AgAA9MZtb+1ICDokqbLOp/uW7dKamraEoEOSwjFTN728SdG4qZtf2Zx0XvJiZb2WbGnUk2tqEwIZSWryR/SHN7bKF4rqN69uSQhkJOnPb25XbVuQPj/VJwBgaBsWK4/S+ZjYljFHq23MEZb1vG0vq2XCly3r7tZqGfGIgvkTuxnjJbVM+IplPbvmfXUUTVfclZm0bsRCyq5Z3kOf3b+Gu7Vapev+aVlPB3zqBQCpw8qj9NSXc7Dp02f26jmmpJdyTlDcSL5njzfuV0mkTlXucZZjTPev0boM69cbEalV0PCoxZFv0YSpaYF12pAxw3KMimCltrgnp77P4Dpt8Fr3OTlYqa0D0Ods/0rLejLr1q3p/DNzMABIHfY8GiRMe/f/CUx78g0RP6k7e/EayTdu7KzbnN2OY9qcivfYp7eHes99AgAAxGWzDDokKSqHokb385Kw0f3cp8cxDENhW/djRORMjz57McZA9AkAGNr4SZ9i7tZqtY88JHnRNOVtrJRvxEGKuXMsn2/EIwrlliet28IdymioVGv5MZKR/C5Fd2u1oq5sBQsmWdY9rdXyddvnBvlGHNhtnwAAYPj61a9u6fW1O+9foQ17fUlrR1aU6cjx03XTy5uT1u02Q7d850Jd8sDKpLdZSdLCY+eprj2sf31Ym7Q+MsetX1x4ri55wHo1zdUXnK6/vL1j//q86kJdcv9+9nnRubrk/u76PGNA+rzssLMte0gmne8MAAAkGnbhUboti42bpi59cJXW7WlPqJ10QKl+9Z/364kPa/XrJP+g53ocun/R9+S023ThfSvU2BFOuObqr8zUBT97UDe/vDnpxGNycab+cc1vtWGvT1c8slqRz2yMZLcZ+t9vnabZoy/e7z5H5Py42+9FKjBxAQAg/Vx2WLl+/NR6fXZvBYfN0CUHj9Hk4kz97f2d2t2auI/PaTNKVV6QofPnjNLd7yZ+eFWQ4dSZs8rUFozq+Q17FYjEE675+qHlmjYiW0dNKNBb25oS6tNKs3TEuHxFY/H96zO/D/osTY8+AQBDm33RokWLUt1ET+JxU8Fg5As//5FHHuz887nnXtgXLfUZwzA0v6JYDf6wqpr8iplSltuu8+aM0n8eN1E2m6FppdkqzXZpS32H2kMxGZIOKc/TTadMU3l+hjJcdh01oUC7WgLa/dFmiKXZbl119HidN2eUJOnw8QUyJW1r6FAoGpfTbugrU0t008nTlOF2qDTbrZllOdre6FfDRyHU5OJMXX9ChQ4dm98nfaajdH5vAMBwkpnZ/W3aSI1UzcHGFWRoTL5XG/e2qz20b7XL+IIM3XDiFM0rz5PDbtOxkwpV1ezv3Ag6w2nX12aP1A+P3TcvmTsmVzbD0Ob6fXMfSZo9Ole3nDpNI3O9yvM6NWd0rjbVdXTOfYoyXbrq6PFaeNBISdKXJhWqqSOi7Y0dipn7PlSbP7lYN50yTV6nnT4/1efnxRwMANJDb+dgw27D7HRbefRpHeGomv0RFWe5kx5rHzdN1bYF5XXaVZCR/N7zFn9EvnBUZTke2W2JR6aGo3HV+ULK8zqV5U6+8Gxve0imaWpEjqff+kwXg+W9AQBDHRtmp6dUz8HipqltjX7ZDUPjC5N/EFXvC6nJH9HoPI8yXYlzm2AkpqrmgHI8DpVZzG12NgcUiMQ0oTBDDnvi3KYtGFFta0jF2a6kcxv6/PyYgwFAemDD7EEo0+VI+o/0x2yGoVE9fLKTl+FUXob15tQuh02j87ofozS7++SxL/oEAADoTjAS04uVdXp7e7PshqHjJhfq+IpiOT714dja2jY9vXaPGjsimlKSqTNmlqnkU/OYFn9ET63dozU1bcr2OHTyASU6uPyTk8vipqm3tjXppco6haJxzRuTp1NmlHaZ5+xqCehfq2tV1RxQWY5bZ8wq06SiT06opU+Lk+AAAEMKK48wrPHeAID0wMqj9JSqOVhrIKJvP/qhNtd3dHl87phc/e9ZM+V22HTPu1W68+2qLvVMl11/PHOGDhqdqy0NHbrq0Q/V5O96293XDhqpn8yfpFjc1HXPbtBrmxu61EflenTnObM0IsejNzY36LrFG7rsCWkzpOu+PFmnzyyjz0/1+XkxBwOA9NDbOVjy47cAAACAFLnz7R0JQYckLd/ZqgeX79LGOl9C0CFJHeGYfvHCRsVNUze9tCkh6JCkR1fVaOmOJi1etzchkJGk3a1B/c8b2xSIxPTLFzcmHCYSN6VbXtmiBl+IPj/VJwBgaGPlEYY13hsAkB5YeZSe+nIO1lumpF2HXCPTkfw2ekegUd7mbWofebDlGAWbn1XT5FMs6xn16xVzZSuUOyb5BfGY8re9pOZJJ1mOkbvjNbWNPnL/+tz0rJoq9q/Pgm0vqSkN+iza/IxlvSfMwQAgdVh5BAAAgMHHsFsGHZIUd2Qo5uh+b8WoK6fbetzpVdzZzRg2u6Lu7ifTcWfmfvcZ8wxAn46MAekTADC0ER4BAAAgbRhmTM6Oesu6y1crt6/WegAzrozmLTJi4W7HcHUzhj3cLm/zjm77dLfX7Hef3qb979PTU5++2gHpEwAwtHHbGoY13hsAkB64bS097e8c7It6bv1e/eL5jQmP2wzpzwtnalpptr72f8vU0JEYaHxlSrFuOmWa/uf1rfrnit0J9Sy3XQ99fZ5aAxF948GVCXsFSdLVX5qgi+aN1rceWqWVu9sS6uMLMvTPr8/Vi5V19PlRnz2d1gsASE+9nYPZFy1atKh/W9l/8bipYDBxg77eeuSRBzv/fO65F/ZFSxgieG8AQHrIzOQXz3S0v3OwL2pycZZyPA6t29OuUDQuSSrKdOmnCybrS5OK5HLYdOT4Aq2tbesMPOw2QydPK9HPv1Ihh92mg8fmyxeKanO9Tx/nLuMLMvT/TjtAEwozVZjp0tTSbH24u1XtoZgkKcNp1zcOHaNvHlouSTpmYqF2NAVU3Rzo7G3emFz95vTpyvY46PNTfQIABqfezsFYeYRhjfcGAKQHVh6lp1StPPpYMBLT2tp22W2GZpZly2FP3HFhc71PTR0RTSzKUFFW4gS4xR/RxnqfcjwOTStNfJ/FTVNra9sVjMQ0vSxbmS5HwjU1rUHtbA6oNMetcQUZ9NlNnwCAwaW3c7DEf3UAAACANOBx2jWvPK/bayYXZ0nF1vW8DKcOHZtvWV9b266XN9YrGImpJRDR8ZOLuoQqzf6wXtlYr+rmgEbkuHXqjBFdbtGKxU29V9Wsd7Y3y2ZIkVhch3zm9aqbA3p5Y72aOiKqas7UyQeUKsv9yTQ8GInp31sbtKamXdkehxw2Y9/X1Yd9SgPz/QQADE2ERwAAABh2TNPUza9s1hMf7ul87Mk1ezS5OFO3L5ylvAynllW36EdPrpM/Euu85t73qnXjyVN1fEWxApGYrn58TZf9hh5bXatjJxXq5lMPkMNm6LFVNfrta1sU/9Ra/7uXVuvPC2eqoiRLu1sD+s4jH6qmLdRZv3/ZLl1+eLm+dcS4PukTAID9xWlrAAAAGHZeqqzvEsh8bHN9h37/xlaFo3Fd9+yGLoGMJEVipm54fqNa/BH95e2qpBtVv7GlUY+s3K0djX795tWuwZEkNQci+vniDZKk/35xU5fg6GN3La3Wil0tfdInAAD7i5VHAAAAGHaeWpsYyHzs1U31OqQ8T82B5MFLKBrXCxv26pl11mM8tWaPGjvCstpcdEdTQC9X1mn5zlbLMZ5es0d1vsQT0D5Xn5V1Om/OKMsxAADojSEfHl349+WqPvwnkiR7oEnBSEwep72zHjdNvbO9SSt2tsrrsuuEqSUqz/d2GWNXS0AvVtapIxTTgaNydNSEQtltRmc9FI3rlY312tLQoaJMl046oEQFGa4uY6yrbdO/tzbKNKWjJhTowFG5XeotgYie31CnvW0hTSjM0FemFtNnP/f5k6fXqfqwH0uGISPsV70vrOKsrq8DAACGpmTH0n8sEjO1uzXY7fP3+sJqC0Yt640d4W5fQ1KX09Gseuypz5oe+uypBwAAemPInra2p9mnU+9dkbR251kzNHd8gVoDEV39r7Vat6e9s2ZIuuywcl1x5DhJ0t/f36nb3tze5VOjycWZ+vPCmSrIcGlbY4e+99iaLp8KuR02/fKkKZpfUaxY3NQvnq/Ui5X1XXo4bnKRfv3VqXLYbXpza6Oue3aDgh8dnSpJBRlO/emsmZpSmkWf/dDngtuXKplvHzFWlx4+NmkNANB/OG0tPaX6tLX+9PNnN+iljfVJa3lep248eYq++/hay+ffePJU/XVplWUANHdMro4cX6A/LdluOcY95x+oKx/5UJFY8un4hXNHq94X2u8+T5hWYlkHAAxvvZ2DDdk9j874v+TBkSRd+a+1ipumfvf61i5BhySZku5+t3rf6pldLfrzZ4IOad895je/vFmmaerap9cnLCcOReP6r+cqVdce0sMrdycEHZL0+uYG/eODXWr2h/WzzwQdktTkj+gnz6ynz37o8+x73094/sfueKfKsgYAAIaO8+aMkt1IXvvaQWU6dFyBppZkJa2X5bh1fEWRLphrfTvYBXNH69QZI5TjSb7Q/6gJBZo1MlcnH1CatO522LTwoLI+6RMAgP01ZFceHfz7Jd3WiyqfUEPFqZIt+T/o3sZNMuIR+YunJx/AjKtw45NqnHqW5WvkVi1RR/F0RTMKk9btoTZl1yxTy/jjB32fhZVPqHE/+yza+KQaBqLPKWdIhsUsTNL5s0fqh8dPsqwDAPoeK4/S01BeeSRJL2yo0+9e26LWj24/s9sMnTWrTD86bqLsNkN17SH97NkN+rDmk02xJxVl6uZTp2lcQYYk6c63d+j+ZbsU+uiDq0yXXd8+cpzO/WifoXW1bfr54sout8EdMT5fN548Tdkeh4KRmG58aZNe3ljfubF2UaZLvzixQoeNK+izPgEASKa3c7AhuedRONzzvd3hjGLLoEOSou4c2eLdnE5h2BT1dv9JTtSdo5g7x7Iec+co6u7+P9Rg6TOSUbTffUYGqs9ugiNJWr6rpds6AAAYGk6cVqLjJhfpvapmBSMxzRmdq6Isd2e9JNute84/SJV727WjKaCyHHfCPotXHjlO580ZpWXVLbLZDB06Nk+Zrk/mRNPLcvSvyw7Wip2tauwIa3JJpiYUZnbWPU67bvzqNF155Ditq21Xjtehg8vz5fjUfpB90ScAAPtjSIZHLlfPmx6723fLiIVl2pNf6ww0yohFFMoZk3yAeFSu9t3dvoYz0ChHoFGRrBFJ6w5/o5yBxiHRp8tXs/99+gamT5lmtwES+wIAADB8uB02HTMx+armj00tzdbUUusPqKqa/Npc75PdZmhMnkeTi7veRtYaiGhTvU+NHREZhjQmzyunvevuEaPzvBqd1/WQkb7uEwCAL2rI7nnkdliHA4ak5+69TV+bOy5p3WZIf/7+hfrLjy+1vMf8tFmj9Nz/3aGZZclXwmS57Xrst9fruoXHWPbxo1MP1RN//JVyLe6FryjOHDR9Pn9PH/R578D0OTrPYzmGJF1ycHm3dQAAAEmKxOL6zyfX6T8eWq1739upu5ZW64J/rNCNL23SxztDvFRZp1P++p7+8MY2/eODnfr54kot/L9l2tnDSWsAAKQT+6JFixaluomexOOmgsFubnlK4tLDxuqupck3P3768kOU7XZoXnmeqpr92t74yb38XqdN186fpGMmFako06VReR69X9XS5RSMoyYU6L9OmCKn3aYjxudrxa7WLsegFma69LvTpmtcYYYqSrIUjce1prZdH+8uZTek8+eO0mWHjZXLbtPcMbl6Z3uTOsKxzjEmF2fq92dMp89+6PPMWSN13wc7O/cV+LT/OeMAjWVvAAAYcJmZ7p4vwoD7InOw4eSupVV6Ys2ehMc31vlUlOVWjseh7zy6RpHPTDraQ1Gt3t2msw4sG6hWAQBIqrdzsCG7YfbHbn9rmx5YtlumKZ04rVg3nDg14ZptjR1avrNVmS67jplYqCx315UrHeGolmxtlC8U04Ejc1SR5ESLFbtatKXer+Isl46aUJCwFLneF9Lb25oUl3TEuHyNyOm6+iUaN/X2tkbtbQ9rQmGG5pXn0Wc/9/ns2lr9v1e3KBqXZo7M0l/PnZ1wDQBgYLBhdnoa6htm7w/TNHXine+qyZ88XJtSkqUjJxTo3nerLcf424WzNX0E730AQOr0dg425MMjAACQ/giP0hNzMGuhaFxH/e9blvUcj0NHTSjQc+vrLK+55dRpml9R3B/tAQDQK72dgw3ZPY8AAACA/uJ22DQi23qp/9j8DI3N7/5W+J7qAACkC8IjAAAA4As4Z/ZIy9q5s0fqtBml8jiST7fnjM7VpOLM/moNAIA+RXgEAAAAfAEXzhutsw8sk+1Tp8nabYb+47BynTCtREVZbv3ujOkJJ8EeMCJbN50ybYC7BQDgi2PPIwAAkHLseZSemIP1zq6WgJbuaJbdZuiYCQUqyup6O1soGteSrY1q7AiroiRTc0YnHuQBAEAq9HYO5uj5EgAAAABWRud59bWDvJZ10zQVicUVjZuKxkyZpinDMCyvBwAg3RAeAQAAAP3kne1Nun5xpdpD0c7HKooz9cezZqg4y3rDbQAA0gl7HgEAAAD9oK49pJ88vb5LcCRJm+o7dN2zG1LUFQAAnx/hEQAAANAPnl67R6FoPGlt1e42barzDXBHAAB8MYRHAAAAQD/Y2RLYrzoAAOmC8AgAAADoByNzPN3Xc7uvAwCQLgiPAAAAgH5w2swRctqTn6p2wIhsTSvt3fHIAACkGuERAAAA0A/Kcjz675Onyu3oOuUuz/fq16dMTVFXAAB8fo5UN4De84Wiqtzrk9dl1wGlWTKMxE+yNuxtly8U1dSSbGV7Ev/zNvhC2tboV3GWW+MLMxLq0Vhca2vbZUqaUZYtpz0xX6xq8mtve0hjCzJUms0RswAAAFbmVxRr3pg8vbSxXo0dYVWUZOmYiYVy2JKvSAIAIB0RHg0Cpmnqzneq9NDy3fJHYpL2fWL10wWTdHB5viRp9e5W3fTSZm1v8kuSPA6bvnbQSF119HjZbYb84ZhufmWzXt5Yr1jclCTNGpmjRSdO0Zh8ryRp8bq9uvXN7WrsCEuS8r1OffuocTpzVpkkqbYtqEXPb9SKXa2SJLshHTe5SD//SoWy3LyVAAAAkslyOzQ6zyOv06YxeR6CIwDAoGOYpmmmuomeRCIxtbT4U91Gytz7brXueHtHwuNuh033XzRHToehC/6+ojNY+rRvHjpG3zlqvH781Dq9saXx/7N354FRlWffx3+TmUz2hSwQtrBGtrAoKLhEpaBCgSqismhwQfsUUSsqr2jVglUU6/YU64YVMVIQWVSKVougKCqrsgaUAIGwhBAyJJNAMtv7h09jY3KSVJOcycz385eca+bkOmGEi1/uc59q9ZSYML1z8wBtzjulqct2qKYPw+zf9FRG5wSNfWOTDjnOVKsP6thCc8b0/jmXBgCAJCk5mb1f/FGwz2ANYevhU3po5W4dKymvPHZearxmjeyhuIhQEzsDAKD+Mxh7Hvm5CrdXC7ccrrFW7vZq0TeH9c43R2sMjiRp8TdHtDu/pMbgSJKOlZTro93HlbXxUI3BkSTN33BIq787UWNwJElfHyjSnuPOOq8FAACYb+vWrcrMzDS7jaBQVFahu5fvqBIcSdKGgw49/MFuk7oCAOC/x71Gfu7wqTNynHYZ1ncdK6m2CeN/Kq3w6It9J2v9GjuPlWjH0RLDevaxEu04VlznObq1jK71NQAAwFxz587V+++/r4iICLNbCQorduTLWV7zD/i+OlCkA4Vl6ljDHpQAAPgbVh75udhwm2q7Kz423Ka48NqXPLesY1PruPBQxdWwufZ/fo34OpZVx9fyfgAA4B9SU1M1Z84cs9sIGjmFpb+oDgCAv+Bf/H4uMcquQR1b6KsDRTXWR/RqpXCbVZ/l1Hxb2tnt4vTrHi310hcHdOL/NsKudo6erRRikV5ff8jwawzv0Uqvfpkrbw33tsWF23Rh58T6XRAAADDNFVdcoby8vHq/3mq1KD6elTE/V/vEqFrrnVJi+f4CAJoFwqNm4P8N6arfLd6m/J/cL395t2Rd0b2lLJJG9WqlFTvzq9QTo+x6cGiabNYQzRzeTfe+u1Nn3N4qr7kzo5M6JkbqxvNStfHgKW0/WvX2tB6tonXb+R0UHWbTPZd20TNrcqrsjRRmC9GM4d1qvXUOAAA0Tx6Pjw2zf4HLuiZq7hf7a/zhW6fESHWODeP7CwAwVX03zOZpa81EyRm33t9xTJsPORRpt+qK7i11UecEWSw/3tT25f6T+mf2cTnL3erbNk5X9k6pcrvZ0eIzWrb1qPaeKFVytF1XpqeoV+vYyrrL49W/9hTos72F8vp8yuiSqCu6t6wSDO3OL9G7248pv6RcnRIidXXf1moXz74JAIBfhqetNZ28vDzdc889Wrx4cZ2vZQb75ZZvO6rZq76X5z8m7sQou164pre6JtW+MgkAgMZGeAQAAJoNwqOmQ3jU9I6cOqOVO/NVWFahs5KjNKxHK0XarWa3BQAA4REAAGg+CI/8EzMYAACBrb4zGBvVAAAAAAAAwBDhEQAAAAAAAAwRHgEAAAAAAMAQ4REAAAAAAAAMER4BAAAAAADAEOERAAAAAAAADBEeAQAAAAAAwBDhEQAAAAAAAAwRHgEAAAAAAMAQ4REAAAAAAAAMER4BAAAAAADAEOERAAAAAAAADBEeAQAAAAAAwFCjhEder1ePPPKIxo4dq8zMTOXm5lapL168WFdffbWuu+46rVmzpjFaAAAAAAAAQAOwNcZJV61apYqKCr399tv69ttv9eSTT+qll16SJBUUFCgrK0tLly5VeXm5JkyYoAsvvFB2u70xWgEAAAAAAMAv0CgrjzZv3qyMjAxJUr9+/bRjx47K2rZt23T22WfLbrcrJiZGqamp2r17d2O0AQAAAAAAgF+oUVYeOZ1ORUdHV/7aarXK7XbLZrPJ6XQqJiamshYVFSWn01nr+axWi+LjIxujVQAAAAAAANSiUcKj6OholZaWVv7a6/XKZrPVWCstLa0SJtXE4/HJ4ShrjFYBAIAfSE6ufRYAAACAeRrltrVzzjlHa9eulSR9++23Ouussyprffr00ebNm1VeXq6SkhLl5ORUqQMAAAAAAMB/NMrKo8suu0zr1q3TuHHj5PP5NGvWLM2bN0+pqakaMmSIMjMzNWHCBPl8Pk2dOlVhYWGN0QYAAAAAAAB+IYvP5/OZ3URdXC4Pt60BABDAuG3NPzGDAQAQ2Oo7gzXKbWsAAAAAAAAIDM1i5REAAAAAAADMwcojAAAAAAAAGCI8AgAAAAAAgCHCIwAAAAAAABgiPAIAAAAAAIAhwiMAAAAAAAAYIjwCAAAAAACAIcIjAAAAAAAAGCI8CgJ79uzRxo0bzW4DqNXatWv19ttv/1fvmTNnjhYuXNhIHSEY/Defu4KCAs2YMcOwnp2drRdeeKGBOgMQCJjB0Bwwg8EMzGDNj8Xn8/nMbgKNa86cOUpKStL48ePNbgVoUHy2AQD+jL+nEKj4bAPBwQi9iwAAIABJREFUx2Z2A/j59u/frwceeEA2m01Wq1VPPfWU3nrrLW3cuFE+n0833XSTzjnnHC1fvlyhoaHq1auXSkpK9PzzzyssLEzx8fGaNWuW3G637r77bvl8PrlcLs2cOVPdunXTM888ox07dqi0tFRdunTRE088YfYlww/dcccdmjhxos477zxt27ZNL7zwgpKSkpSbmyuv16u7775bAwcO1MiRI9WxY0fZ7XZdf/31mj17tmw2m2JjY/X000/r448/1r59+3TffffpxRdf1KpVq+TxeDR+/HiNGzdOr7/+ulauXCmbzaYBAwZo2rRpVfp48skntXnzZknSyJEjdeONN2r69OlyOBxyOBx65ZVXFBcXZ8a3CH7kp5/Xm2++ufIzNnnyZMXHx+viiy/WwIEDNXPmTEVFRSkxMVFhYWG64447dM8992jx4sUaNWqUzjvvPO3Zs0cWi0Uvvviidu3apUWLFum5557TO++8o4ULF8rr9WrIkCG688479dZbb+njjz+W2+1WTEyM5syZI7vdbva3BMDPwAwGf8AMhuaEGaz5Izxqxr788kv16tVL06dP16ZNm/Txxx8rLy9PixYtUnl5ua677jplZWVp9OjRSkpKUu/evTVkyBAtXLhQrVq10vz58/XSSy9p4MCBiomJ0TPPPKO9e/fK6XTK6XQqNjZW8+bNk9fr1YgRI5Sfn69WrVqZfdnwM9dee62WL1+u8847T8uXL1dGRoaOHTumWbNmqaioSDfccINWrlypsrIy3X777erZs6dmz56tyy67TJMmTdLq1atVXFxceb5du3Zp7dq1euedd1RRUaFnnnlGe/bs0YcffqhFixbJZrPpzjvv1Jo1ayrfs2bNGuXl5Wnx4sVyu92aMGGCBg0aJEkaNGiQbrrppqb+tsBP/fTzOnXqVB07dkzSD0uily5dKrvdrtGjR+upp55SWlqannvuOeXn51c5T2lpqUaMGKGHH35Y9957r9auXaukpCRJUmFhoebOnav3339fdrtdTz75pJxOpxwOh9544w2FhIRo0qRJ2r59u/r379/k3wMAvxwzGPwBMxiaE2aw5o/wqBm75pprNHfuXN16662KiYlR9+7dtXPnTmVmZkqS3G63jhw5Uvn6oqIiRUdHVw4f5557rp599llNmzZNBw4c0O233y6bzabJkycrLCxMJ0+e1D333KPIyEiVlZXJ5XKZcp3wbxkZGfrzn/8sh8OhTZs2yev1asuWLdq2bZukHz6HRUVFkqROnTpJkn73u9/p5Zdf1o033qhWrVqpT58+lefbv3+/+vTpI6vVqoiICD300EP68MMP1bdvX4WGhkqSBgwYoO+//77yPTk5ORowYIAsFotCQ0PVt29f5eTkVPmagFT989qzZ8/KWrt27Sp/CnX8+HGlpaVJkvr3768PPvig2rn+/d7WrVurvLy88vihQ4eUlpam8PBwSdKDDz4oSQoNDa38M/XYsWNyu92Nc5EAGh0zGPwBMxiaE2aw5o8Ns5uxTz75RP3799f8+fM1bNgwLVu2TAMHDlRWVpbmz5+v4cOHq127drJYLPJ6vWrRooWcTqeOHz8uSdqwYYM6duyo9evXq2XLlnr99dc1efJkPfvss1q7dq2OHj2qZ599Vvfcc4/OnDkjtsdCTUJCQjRs2DDNmDFDQ4cOVZcuXTRixAhlZWVp7ty5GjZsWOVS5ZCQH/7IWbFihUaPHq2srCylpaVp8eLFlefr3Lmzdu3aJa/XK5fLpZtvvlmdOnXStm3b5Ha75fP5tHHjxioDSZcuXSqXS7tcLn3zzTfq0KGDJMlisTTVtwLNwE8/r1artUrt31JSUrR3715J0tatW2s8l9FnKzU1Vfv27VNFRYUk6a677tKGDRu0atUqPf/883r44Yfl9Xr5MxVoxpjB4A+YwdCcMIM1f6w8asbS09M1bdo0zZkzRyEhIfrLX/6iFStWaMKECSorK9PQoUMVHR2t9PR0PfXUU+rSpYsee+wx3XnnnbJYLIqLi9MTTzwhi8WiqVOnav78+QoJCdGUKVPUrVs3vfjii7ruuutkt9vVvn17HT9+XO3btzf7suGHxowZo6FDh+qjjz5Sy5Yt9dBDD+mGG26Q0+nUhAkTqvyFIEm9e/fW9OnTFRkZqdDQUD366KOVT6Pp0aOHMjIyNH78eHm9Xo0fP17du3fX8OHDK4/1799fQ4cO1e7duyVJgwcP1oYNGzR27Fi5XC4NGzZMvXr1avLvA5qH//y8btiwocbX/PGPf9SDDz5Y+Rn9b24XSUhI0G233aYbbrhBFotFgwcPVu/evRUREaGrr75adrtdycnJlf+IBND8MIPBXzCDoTlhBmveeNoaAAA/sWDBAg0fPlwJCQl67rnnFBoaqjvuuMPstgAAAAIaM5j/YuURAAA/kZiYqFtuuUWRkZGKiYnRk08+aXZLAAAAAY8ZzH+x8ggAAAAAAACG2DAbAAAAAAAAhgiPAAAAAAAAYIjwCAAAAAAAAIYIjwD4vezsbL3wwgtmtwEAABBUmMEA/BsbZgMAAAAAAMCQzewGAASe/fv364EHHpDNZpPVatWYMWO0fPlyhYSEqKCgQGPHjtX111+vPXv26LHHHpMkxcfHa9asWYqKitJjjz2mbdu2yeVy6c4771RMTIwWLVqk5557Th9++KHeeOMNhYSEqH///rrvvvu0efNmzZ49WzabTbGxsXr66acVHR1t8ncBAACgaTGDAWgshEcAGtyXX36pXr16afr06dq0aZNycnKUn5+vd999V16vV6NGjdKwYcP08MMPa9asWerataveeecdvfbaa0pPT1dRUZGWLFmigoICvfXWW7rgggskSQ6HQ3PmzNHSpUsVERGhadOmad26dfriiy902WWXadKkSVq9erWKi4sZXAAAQNBhBgPQWAiPADS4a665RnPnztWtt96qmJgYXXjhhTr77LNlt9slSWlpaTp48KBycnI0c+ZMSZLL5VKnTp20f/9+9evXT5KUnJysqVOnav369ZKkgwcP6uTJk/rtb38rSSotLdWhQ4f0u9/9Ti+//LJuvPFGtWrVSn369DHhqgEAAMzFDAagsbBhNoAG98knn6h///6aP3++hg0bprlz5yo7O1sej0enT5/W3r171aFDB3Xq1EmzZ89WVlaWpk2bpksuuUSdO3fW9u3bJUklJSWaNGlS5XnbtWun1q1b6/XXX1dWVpZuuOEG9e3bVytWrNDo0aOVlZWltLQ0LV682KxLBwAAMA0zGIDGwsojAA0uPT1d06ZN05w5cxQSEqLMzEwtX75ct912mxwOhyZPnqyEhATNmDFD999/vzwejyTp8ccfV8eOHfXVV19p/Pjx8ng8mjJlSuV5ExISdNNNNykzM1Mej0dt27bV8OHDVVFRoenTpysyMlKhoaF69NFHzbp0AAAA0zCDAWgsPG0NQKNbv3595WaLAAAAaBrMYAAaCretAQAAAAAAwBArjwAAAAAAAGCIlUcAAAAAAAAwRHgEAAAAAAAAQ4RHAAAAAAAAMER4BAAAAAAAAEOERwAAAAAAADBEeAQAAAAAAABDhEcAAAAAAAAwRHgEAAAAAAAAQ4RHAAAAAAAAMER4BAAAAAAAAEOERwAAAAAAADBEeAQAAAAAAABDhEcAAAAAAAAwRHgEAAAAAAAAQ4RHAAAAAAAAMER4BAAAAAAAAEOERwAAAAAAADBEeAQAAAAAAABDhEcAAAAAAAAwRHgEAAAAAAAAQ4RHAAAAAAAAMER4BAAAAAAAAEOERwAAAAAAADBEeAQAAAAAAABDhEcAAAAAAAAwRHgEAAAAAAAAQ4RHAAAAAAAAMER4BAAAAAAAAEOERwAAAAAAADBEeAQAAAAAAABDhEcAAAAAAAAwRHgEAAAAAAAAQ4RHAAAAAAAAMER4BAAAAAAAAEOERwAAAAAAADBEeAQAAAAAAABDhEcAAAAAAAAwRHgEAAAAAAAAQ4RHAAAAAAAAMER4BAAAAAAAAEOERwAAAAAAADBEeAQAAAAAAABDhEcAAAAAAAAwRHgEAAAAAAAAQ4RHAAAAAAAAMER4BAAAAAAAAEOERwAAAAAAADBEeAQAAAAAAABDhEcAAAAAAAAwRHgEAAAAAAAAQ4RHAAAAAAAAMER4BAAAAAAAAEOERwAAAAAAADBEeAQAAAAAAABDhEcAAAAAAAAwRHgEAAAAAAAAQ4RHAAAAAAAAMER4BAAAAAAAAEOERwAAAAAAADBEeAQAAAAAAABDhEcAAAAAAAAwRHgEAAAAAAAAQ4RHAAAAAAAAMER4BAAAAAAAAEOERwAAAAAAADBEeAQAAAAAAABDhEcAAAAAAAAwRHgEAAAAAAAAQ4RHAAAAAAAAMER4BAAAAAAAAEOERwAAAAAAADBEeAQAAAAAAABDhEcAAAAAAAAwRHgEAAAAAAAAQ4RHAAAAAAAAMER4BAAAAAAAAEOERwAAAAAAADBEeAQAAAAAAABDhEcAAAAAAAAwRHgEAAAAAAAAQ4RHAAAAAAAAMER4BAAAAAAAAEOERwAAAAAAADBEeAQAAAAAAABDhEcAAAAAAAAwRHgEAAAAAAAAQ4RHAAAAAAAAMER4BAAAAAAAAEM2sxuoD6/XK4/HZ3YbAACgkYSGWs1uATVgBgMAILDVdwZrFuGRx+OTw1FmdhsAAKCRJCfHmN0CasAMBgBAYKvvDMZtawAAAAAAADDUaOFRYWGhLrnkEuXk5FQ5Pm/ePI0YMUKZmZnKzMzUvn37GqsFAAAAAAAA/EKNctuay+XSI488ovDw8Gq1nTt3avbs2UpPT2+MLw0AAAAAAIAG1Cgrj2bPnq1x48apZcuW1Wo7d+7Uq6++qvHjx+uVV15pjC8PAAAAAACABtLgK4+WLVumhIQEZWRk6NVXX61WHzFihCZMmKDo6GjdcccdWrNmjQYPHlzrOa1Wi+LjIxu6VQAAAAAAANTB4vP5GvT5q9dff70sFossFouys7PVsWNHvfTSS0pOTpbP55PT6VRMzA+7eS9YsEAOh0NTpkyp9Zwul4cnfQAAEMB42pp/YgYDACCw1XcGa/CVRwsWLKj878zMTM2YMUPJycmSJKfTqZEjR+qDDz5QZGSk1q9frzFjxjR0CwAAAAAAAGggjbJh9k+tWLFCZWVlGjt2rKZOnaqJEyfKbrfr/PPP1yWXXNIULQAAAAAAAOBnaPDb1hoDS6YBAAhs3Lbmn5jBAAAIbPWdwRrlaWsAAAAAAAAIDIRHAAAAAcDlcunee+/VuHHjNGHCBOXk5FSpr169WmPGjNHYsWO1ePFik7oEAADNEeERAABAAPjss8/kdru1aNEiTZkyRc8//3xlzeVy6YknntDrr7+urKwsvf322yooKDCxWwAA0JwQHgEAAASATp06yePxyOv1yul0ymb78bkoOTk5Sk1NVVxcnOx2u/r3769NmzaZ2C0AAGhOmuRpawAAAGhckZGROnz4sIYPH66ioiK9/PLLlTWn06mYmB83xIyKipLT6azznFarRfHxkY3SLwAAaD4IjwAAAALAG2+8oYsuukj33nuvjh49qhtvvFErVqxQWFiYoqOjVVpaWvna0tLSKmGSEY/Hx9PWAAAIYDxtDQAAIIjExsZWBkJxcXFyu93yeDySpC5duig3N1cOh0MVFRXatGmTzj77bDPbBQAAzYjF5/P5zG6iLi6Xh596AQAQwOr7Uy8YKy0t1YMPPqiCggK5XC5NnDhRklRWVqaxY8dq9erV+utf/yqfz6cxY8bo+uuvr/OczGAAAAS2+s5ghEcAAMB0hEf+iRkMAIDAxm1rAAAAAAAA+MUIjwAAAAAAAGCI8AgAAAAAAACGCI8AAAAAAABgyGZ2A2g6B06Wacm3R5RzolSJUXZd1bu1BqTGm90WAAAAAADwY4RHQeKLfYW6//1dqvD8+HC9j3YX6NZBqfqfCzua1xgAAAAAAHUoOH1cR8oOq1VkilIiWpvdTtAhPAoCLo9Xf/rouyrB0b+99vVBDemWrK5JUSZ0BgAAAACAseKKYj2z/Umty18rr7yyyKLzkgdpWp8/KCEswez2ggZ7HgWBrw8U6WSZy7D+4a7jTdgNAAAAAAD18/Dm+/V5/qfyyitJ8smn9QVfafrGqfL6vCZ3FzwIj4JASbm7jrpxsAQAAAAAgBl2nNym7UVba6ztLf5eGwq+buKOghfhURDo0yZWllrqfdvENVkvAAAAAADUxy7Hjlrr2Y6dTdQJCI+CQLv4CF3WLdmgFq6hBjUAAAAAAMwSExr7i+poOIRHQeKRYd00uk+K7NYf1iBZJA3sEK+Xru2jMBsfAwAAAACAf8lIuVTh1ogaazaLTb9qc1kTdxS8LD6fr/ojuPyMy+WRw1FmdhsBwXHapUNFp5UUbVfr2HCz2wEAQJKUnBxjdguoATMYAMBsq4/8S09sfVQen6fyWIhCdHf6NI1MvdLEzgJDfWcwwiMAAGA6wiP/xAwGAPAHB0r2a8XB5TpclqeUiNYamXqlusaeZXZbAYHwCAAANBuER/6JGQwAgMBW3xmMzW4AAAAAAABgiPAIAAAAAAAAhgiPAAAAAAAAYIjwCAAAAAAAAIYIjwAAAAAAAGCI8AgAAAAAAACGCI8AAAAAAABgiPAIAAAAAAAAhgiPAAAAAAAAYIjwCAAAAAAAAIYIjwAAAAAAAGCI8AgAAAAAAACGCI8AAAAAAABgiPAIAAAAAAAAhgiPAAAAAAAAYIjwCAAAAAAAAIYIjwAAAAAAAGCI8AgAAAAAAACGCI8AAAAAAABgiPAIAAAAAAAAhmxmNwAAAAAAAAKT1+fV18e/VLZjp2JDY/WrNpcpMTypymvySg9p7dE1KveW65zEAeqbeHaVermnXJ8e/UR5pQeVEtlGv2o9VBG2yCqv2Vm0XRsL1ssaYlVGq0vVMaZTo19bMLH4fD6f2U3UxeXyyOEoM7sNAADQSJKTY8xuATVgBgMA/BKFZ07o/o1Tta8kp/KYzWLTXb3u0cjUqyRJr+15WQtzsuTTj9HEOYkD9Kf+sxVhi9Buxy79YdM0FVUUVdZjQmP06DlPqm/i2arwVOjRbx7Sl8e/qPK1r+pwje7qdU8jX2HzV98ZjNvWAAAAAABAg3tq2+NVgiNJcvvcen7H08op/l6fH/tMf895s0pwJElbCjfp1T0vyuV16eHN06sER5JU4irRI1um67T7tLL2vl4tOJKkd3OX6MND/2j4iwpShEcAAAAAAKBBHSk7rE0nNtRY88qrfxx8T+8fXGb4/o/zPtRnR1ersPxEjfUSV4nWHFmlfxx63/Ac/zj03n/XNAwRHgEAAAAAgAaVf/pYtRVF/+no6aPKLztmWD/tKVOuM7fWr3GwLFenKhyG9WNlR+puFPVCeAQAAAAAABpU28h2Cqklcmgflap2Ue0N69G2GHWNTav1a3SO7qLEsCTDeruo1LobRb0QHgEAAAAAgAbVMqKVLmiVUWPNZrFpVOqVGt3xGsP3j0z9jS5KuVitI9vUWE8IS9SlrX+lKztcbXiO2s6P/w7hEQAAAAAAaHD39X5AfRL6VTkWYY3Ug/3+qNTojjo3eZB+1/0OhYaEVnnNpa2H6OazfiurxarH+/+5WoCUHN5SswY8Lbs1TOO7ZGpYuxGyyFJZt1qsmtj1Fl3aekjjXVyQsfh8PuObEP0Ej4kFACCw1fcxsWhazGAAgIawo2i7sh07FRcap4tSLlakLapKvaj8pNblr1W5p1znJJ2rTjGdq9Q9Po82HP9aeaUH1Tqyjc5veaGsIbYqrznkPKiNJ76W1WLTha0ylBSe3OjXFQjqO4MRHgEAANMRHvknZjAAAAJbfWcwblsDAAAAAACAIcIjAAAAAAAAGCI8AgAAAAAAgCHCoyBTVFahb/NOKc9x2uxWAAAAAABAM2Cr+yUIBGdcHv159V59mH1cLs8Pe6QPaB+nh6/opjZx4SZ3BwAAAAAA/BVPWwsSD6zI1qrvCqodbxsXrrdvGqAwG4vQAADm4Wlr/okZDADgD/JPH9MHh1Yor/SgUiLa6NftR6ltVDuz2woI9Z3BWHkUBA4WndYnNQRHknT41Bl9vPu4RqWnNHFXAAAAAADU7qv8dZr5zR9U4a2oPPbO/oWa3vdh/arNZSZ2FlxYbhIEdhwtVm3Ly7YfLW6yXgAAAAAAqI/T7jLN2jqzSnAkSW6fW09te1ynKhwmdRZ8CI+CQGx47QvMYsJCm6gTAAAAAADq5/P8z1TqdtZYq/BWaPWRVU3cUfAiPAoCAzu0UEKkcUD0654tm7AbAAAAAADq5igvqr1eUXsdDYfwKAiEWkP0x2HdatwU+38u6KAuSVEmdAUAAAAAgLGusWfVWk+ro46Gw4bZQeKCTglaOLG/lmw9opwTpUqKDtNV6Snq1y7O7NYAAAAAAKjmnKQBOiu2u74r3l2tlhrVQee3usiEroKTxefz1baXsl/gMbEAAAS2+j4mFk2LGQwAYLaT5YV6/NsZ+qZwc+WxXi166w/9ZiglorWJnQWG+s5ghEcAAMB0hEf+iRkMAOAvcp0HlFd6UCkRbdQltqvZ7QSM+s5g3LYGAAAAAAD8WofojuoQ3dHsNoIWG2YDAAAAAADAEOERAAAAAAAADBEeAQAAAAAAwBDhEQAAAAAAAAwRHgEAAAAAAMAQ4REAAAAAAAAM2cxuAAAAAA1j2bJlWr58uSSpvLxc2dnZWrdunWJjYyVJjz32mLZs2aKoqChJ0osvvqiYmBjT+gUAAM2Dxefz+cxuoi4ul0cOR5nZbQAAgEaSnEyA0dBmzpyp7t27a+zYsZXHxo8fr7/+9a9KSEio1zmYwQAACGz1ncG4bQ0AACDAbN++XXv37q0SHHm9XuXm5uqRRx7RuHHjtGTJEhM7BAAAzQm3rQEAAASYV155RVOmTKlyrKysTDfccINuvvlmeTweTZw4Uenp6erevbvheaxWi+LjIxu7XQAA4OcIjwAAAAJIcXGx9u3bp0GDBlU5HhERoYkTJyoiIkKSNGjQIO3evbvW8Mjj8XHbGgAAAYzb1lDNB7vylZm1Rec/97lGvbper32VK5fHa3ZbAACgAW3cuFEXXHBBteMHDhzQhAkT5PF45HK5tGXLFvXq1cuEDgEAQHPDyqMgMW/9Qb34xYHKXx8rKdcrX+Zq+9FiPT86XRaLxbzmAABAg9m/f7/atWtX+et58+YpNTVVQ4YM0ahRo3TdddcpNDRUV155pdLS0kzsFAAANBc8bS0InDrt0ohX16vcXfMqoxfG9NbAji2auCsAAH7E09b8EzMYAACBjdvWUGnDQYdhcCRJa3MKm7AbAAAAAADQnBAeBYG6Fpf5/dIzAAAAAABgGsKjIDCwQwuF2Yx/qy/pktiE3QAAAAAAgOaE8CgIxEWE6paBqTXWzu/YQud1iG/ijgAAAAAAQHPB09aCxC2DUpUSG6a/bz6svSdKlRxl15W9UzTx3PY8aQ0AAAAAABjiaWsAAMB0PG3NPzGDAQAQ2Oo7g7HyCAAAAAAA+K1Vhz/Su7lLlFd6SCkRbfSbDqM1vN1I7qJpQoRHAAAAAADAL72252X9PefNyl8Xu4r19PYn9P2pPfp9+n0mdhZc2DAbAAAAAAD4neOn87Vo34Iaa+8dXKaDzgNN21AQIzwCAAAAAAB+Z13+5/L6PIb1z4991oTdBDfCIwAAAAAA4HdqC44kyVNHHQ2H8AgAAAAAAPid85LPl0XGm2IPanlBE3YT3AiPAAAAAACA32kfnaph7UbUWLs45VKdFde9iTsKXjxtDQAAAAAA+KV7et+vtlHt9F7uMhWcOa6EsESNbH+lbuh6k9mtBRWLz+fzmd1EXVwujxyOMrPbAAAAjSQ5OcbsFlADZjAAgD8p95TLHmKXxWJ8Kxv+O/WdwVh5BAAAAAAA/F6YNczsFoIWex4BAAAAAADAEOERAAAAAAAADBEeAQAAAAAAwBB7HgWRPMdpLfn2qHJOlCox2q6r0lPUr12c2W0BAAAAAAA/1mgrjwoLC3XJJZcoJyenyvHVq1drzJgxGjt2rBYvXtxYXx4/8dWBkxo3f7MWbM7T17lFWrkzX7e9vVV/+zrX7NYAAAAAAKiV1+eV01Uij89jditBqVFWHrlcLj3yyCMKDw+vdvyJJ57QkiVLFBERofHjx2vw4MFKTk5ujDbwf9wer2Z8uEflbm+12svrcjU4LUmdE6NM6AwAAAAAAGMer1sLct7Ue7nLVFRxUnH2eI1o/xtN7HqL7Fa72e0FjUZZeTR79myNGzdOLVu2rHI8JydHqampiouLk91uV//+/bVp06bGaAH/YX2uQyfLXIb1D3Ydb8JuAAAAAACon6e2z9Ib37+mooqTkqRTFQ79PedNPfrNQyZ3FlwafOXRsmXLlJCQoIyMDL366qtVak6nUzExMZW/joqKktPprPOcVqtF8fGRDd1q0HCHOGqtn/H6+P4CAAAAAPxKrvOA/nX4nzXWvjz+hbIdO9UjvlcTdxWcGjw8Wrp0qSwWi7766itlZ2fr/vvv10svvaTk5GRFR0ertLS08rWlpaVVwiQjHo9PDkdZQ7caNDrFhckiyWdQ75YYyfcXAGCq5OS65wEAABBcNhasr7W+oeBrwqMm0uDh0YIFCyr/OzMzUzNmzKjc06hLly7Kzc2Vw+FQZGSkNm3apEmTJjV0C/iJ1BYRGnJWklZ9d6JarU1cuC7v3rKGdwEAAAAAYJ7QkNoji1BLaBN1gkZ72tp/WrFihd5++22FhoZq+vTpmjRpksaNG6cxY8aoVatWTdFC0PvjsG4a1auVQq2WymP928fpxWt7K8zWJB8DAAAAAADq7YJWF8tqsdZYs8iijJRLm7ahIGbx+XxGdzP5DZfLw21VDaSorEK5J08rKdqudvERZrcDAIAkblvzV8xgAACzvfHda3pz7+vVjo/pOFZTev7ehI5hZnT1AAAgAElEQVQCS31nMMIjAABgOsIj/8QMBgDwB58eXa13c5focGmeUiJba1TqVbq87XCz2woIhEcAAKDZIDzyT8xgAAAEtvrOYGx2AwAAAAAAAEOERwAAAAAAADBEeAQAAAAAAABDhEcAAAAAAAAwRHgEAAAAAAAAQ4RHAAAAAADAVAedudpb/J3cXneN9VMVDn13areKyk/WWPf4PMop/l4HSvY3ZptBy2Z2AwAAAAAAIDhtPfmNXtj5vHJKvpckJYQlKrPrTbqywxhJUpm7VH/Z+azWHF0ll9clq8WqjJRLdXevaYq1x0qS/pm3UvO+m6uCM8clSR2iO+r2Hnfp3ORB5lxUALL4fD6f2U3UxeXyyOEoM7sNAADQSJKTY8xuATVgBgMANKb9Jft0+7pJKveWV6vd1/sB/br9KE1b/3ttLtxYrd4jvpdeOP9VfXZsjR795qFqdZvFpv89/2X1iO/ZKL0HivrOYNy2BgAAAAAAmtzS/W/XGBxJ0oKc+dpZtKPG4EiSsh07tfnERi3YO7/Gutvn1tv7FjRYr8GO8AgAAAAAADS5bUVbDWtHy45ow/Gvan3/lsJNlbe71WT7SePz479DeAQAAAAAAJpclC3KsBZisSouLK7W98eExig0xG58/tDon90bqiI8CiCOMpeWbj2i+RsOaevhU9XqXp9PX+wr1BvrD2rlznyddnlM6BIAAAAAAGlom8sNa4OSz9fQNsMUFhJWY91qsWpo22G6JGXwzzo//js8bS1ALN92VE+v3qsKz4/7n/dvH6enr+yl6DCbjpw6o7uX7dD+kz9uevnspzmaNaKHBnZsYUbLAAAAAIAgNip1tNYd/1zfFm6pcjwxLEmTe9ylWHus7ux1j57dPlteeau85n+636Hk8GTd1v127SzarqOnj1Spd4/rqWs7jWv0awgWPG0tAOw8VqKbF3yjmn4jh/VoqT/9ursys7Zo93FntXpEaIjeu/U8tYg0XuoHAEBj42lr/okZDADQ2Fxel1Yd/kifHv1E5d5y9U88V6NSr1J82I+LHPY4svXewWXKKz2k1pFtNCp1tNJb9K6sl7iK9Y+D72lDwdeyWWzKSLlUV7T7tcKsNa9awo/qO4MRHgWAmf/co3/szK+xZgux6Okre+nu5TsM33/XxZ2UeW77xmoPAIA6ER75J2YwAAACW31nMPY8CgB5jtOGNbfXp+z8klrff7DI+P0AAAAAACC4ER4FgLZx4YY1a4hF3Voa72Bf1/sBAAAAAEBwIzwKAGP6tpHFoPartCRldElSWnLNAVKYLUSj0lMarzkAAAAAANCsER4FgN5tYnXfr7rKFlI1QurTJlbTh3aVJD31m55qH191hVGU3arZo3oqMYrNsgEAAAAAQM3YMDuAnCit0Ko9BXKWu9WvbZwGpMZXqbu9Pn2eU6i9J0qVHGXX0G7Jig6zmdQtAAA/YsNs/8QMBgBAYONpawAAoNkgPPJPzGAAAH+xt/g75ZUeUkpEa3WP72l2OwGjvjMYy04AAAAAAIBfKjhToD9987B2FG2rPHZWbHc9cs6f1CayrYmdBRf2PAIAAAAAAH7H5/PpwY33VQmOJOm74t26f8NUebxukzoLPoRHAAAAAADA72wp3KScku9rrB0uy9O6/M+buKPgRXgEAAAAAAD8Tk5xzcFRZb1kbxN1AsIjAAAAAADgd1qEJdRaT6ijjoZDeAQAAAAAAPxORsqligmt+WlgYSFhGtz6sibuKHgRHgEAAAAAAL8Tbg3XH/rNVLg1vMrx0JBQPdD3EcXaY03qLPhYfD6fz+wm6uJyeeRwlJndBgAAaCTJyTX/VBHmYgYDAPiDwjMn9GHeP5RXekitI9toeLuRahnRyuy2AkJ9ZzDCIwAAYDrCI//EDAYAQGCr7wzGbWsAAAAAAAAwRHgEAAAAAAAAQ4RHAAAAAAAAMER4FGAOnCzTzqPFOuPy1Fg/ddqlHUeLdaz4TI11r8+nPced2pPvlMdb83ZY+SXl2nG0WI4yV4P1DQD+4vjpfGU7dupUxaka6+WecmU7dumg80DTNgYAAACYxGZ2A2gY2fkleuJf3ys73ylJigmzaXz/trp1UKosFovK3V49uyZHK3flq9ztlUXSwA4t9IfL05QS+8NjD1d/V6D/XbtfR079ECylxIRpSkYnDevRUpJ0wlmux//1vdbtOymfpFCrRcO6t9S0IV0VEWo147IBoMEUnCnQM9uf1MaCr+WTT6Ehdl3W9grd0XNq5eNhF+ydr8X7/64SV4kkKS22m+5On6Ye8T3NbB0AAABoVDxtLQAcKz6jCW9uUUm5u1rtfy7ooFvP76CHVmbro90F1ert48O18MYB2nbklO5Ysl0/XWxkkfTs6F4a1DFBE97crP2F1X8fLumSqKev6tVQlwMATc7ldenWzzN1qPRgtdrFKZdqxjmztDAnS3P3vFStHmWL0tyL3lRKZOumaDVg8bQ1/8QMBgQJ92mF5XyoEOcReVp0UUXHy6QQ1hkAwaC+Mxh/IgSAJVuP1hgcSdLCLYc1OC1JH9cQHEnSIccZrdpToA+z86sFR5LkkzRv/SGVu701BkeS9FlOoXJOlKpLUtTPvQQAMNXaY2tqDI5+qH2qnOK9Wrx/YY31Uneplue+o8k97mrMFgEAaBS2IxsU98/bFHK6sPKYJzZVp0a+KU+LriZ2BsCfEB4FgG2Ha96XQ5KKz7i15vsTqm152dYjp7T1cLFhffuRYn2bEl1rD1uPFBMeAWi2dhRtr7W+Lv9znapwGNZ31vF+oKksW7ZMy5cvlySVl5crOztb69atU2xsrCRp8eLFWrRokWw2myZPnqzBgweb2S4Ak1kqnIr74GaFlFf994S1+KBiV96sous/kyxskwuA8CggRIfV/tuYGGWvtR4TZlNMuE1nnBU11qPCrIoNC63zHADQXEXbag/IE8ISaq1H1fF+oKlcffXVuvrqqyVJM2fO1JgxYyqDo4KCAmVlZWnp0qUqLy/XhAkTdOGFF8pur31OABC4wr57t1pw9G+2U/sVemitXKmXNm1TAPwSMXIAGN6zlWGtd+sYjezVSgmRxuHP8B6tNPz/NsU2qg/r0VIWg3pMmE0ZnWv/hxUA+LOhba8wrMWGxurytsPUJ6Hfz3o/YIbt27dr7969Gjt2bOWxbdu26eyzz5bdbldMTIxSU1O1e/duE7sEYDbrqf111A80TSMA/B7LRQLAkLOSNPSsZK36ruq+RnHhNk0fmqZQa4geuvwsTV+xSxWeqjewTRqUqq7JUbo5NlVfHyjSdwWlVeqdEiP12/M7KD4yVLdf1FF//eJAlbotxKI/XJ6mcJ62BqAZ6xDdUTen3aZ538+tcjw0JFT39n5AdmuYft/rXt27/k45fnL7WkarS/WrNpc1ZbtAnV555RVNmTKlyjGn06mYmB83xYyKipLT6az1PFarRfHxkY3SIwDzhaSk1VqPaJ2mcP4MACDCo4AQYrHo8ZHdNfT7JP0z+7ic5W71aRuna/q2VnJ0mCQpo0uiFmT215KtR7T3RKmSouy6qndrDUiNl/TDrW9/G99P/9iZr89yCuXz+ZTROVGj0lMUaf8hGLppYKr6to3T8m1HddxZro4JkbqmXxt1Za8jAAEgM+1m9Unop5WH3tOJMyfUIaaTrky9Wh1jOkmSOsV00WsZWXo/d7m2FX2rKFuUhrS5XBkpl8pqIUCH/yguLta+ffs0aNCgKsejo6NVWvrjD4lKS0urhEk18Xh8PG0NCGCW9iOUYH9UIRXV9z/1xHZQUeL5En8GAAGtvk9bs/h8vtr2UvYLPCYWAIDAVt/BBXX75JNP9NVXX+mhhx6qcrygoEC33HKLlixZooqKCl177bV67733FBYWZnguZjAg8IUe/kqxH95aZe8jT3QbnRqZJU9iNxM7A9AU6juDsfIIAAAggOzfv1/t2rWr/PW8efOUmpqqIUOGKDMzUxMmTJDP59PUqVNrDY4ABAdX2/NVeONGheWslLUkT+4WaarodIVkrf2BOQCCCyuPAACA6Vh55J+YwQAACGz1ncF42hoAAAAAAAAMER4BAAAAAADAEOERAAAAAAAADBEeAQAAAAAAwBDhEQAAAAAAAAzZzG4AAAAAAGCeEOcRhWcvVojzsDzxXXWmx3Xyhbcwuy0EkR1F2/Xp0U/k8lTo7KQBymh1sawhP8YVjvIi/fPwB8orPajWEW00rN0IJYYnVdY9Po++Pr5OGwrWy2ax6uKUweqbeLYZlxKwLD6fz2d2E3XhMbEAAAS2+j4mFk2LGQwIfPa9/1Dsv+6SxVtRecxrj1HxiDfkajPQxM4QDHw+n57Z/qQ+yFtR5XhabDf9+bz/Vaw9VltObNLDm6frtOfHv4/sIXY9fPafdGGrDJ12l+n+jfdoR9G2Kue4tPUQ/aHfDFkt1ia5luaqvjMYt60BAAAAQBCynC5U7KrfVwmOJCmkokQxH02WPBUG7wQaxqojH1ULjiTp++I9ein7Lyr3lOvRbx6qEhxJUoW3Qo9/O0NOV4n+9t2r1YIjSfr06Cd6P3d5o/UebFh5BAAATMfKI//EDAYEtohv5yp63UzD+qnhc1XReXgTdoSfGjNmhNktNKqSX5fI3dpdc9EtRa6LVNklxn8PRayL0JkBZ+QLqznWsBZaFftubEO06teWLl35s9/LyiMAAAAAgKGQ0mN11PObqBMEK2+k17hok7yxtdQleaO9hsGRJHkjan8/6o/wCAAAAACCkDupR611T2LtdeCXsp403o/Ictoi6/Ha9yuynrAqpMQ41rAWsd9RQ+FpawGi5Ixbr68/qH9mH1dphVt928TppoHt1b99fOVrPt59XAu3HNbeglIlRdt1ZXqKbhjQTjbrD/+z5TlO67WvD2rt3kL55NNFnRM1aWCqOiZGmnVZAAAAABpJeZeR8nw9W1bn0Wo1V8u+bJjtZ37JrUn+avvJrZr69RR5VX2F0E19btUNV9+kWz/P1H7nvmr11hFtNP/Pi/T+wWV6YdfzNZ7/0Suf1KDbLmjwvv1BU9/SyMqjAHDa5dH/LN6qtzbl6URphU67vPo6t0hT3tmmT78/IUl6c8Mh/WHlbu04WqIzbq/yHGf01y8O6P+9v0vSD8HRzX//Vit35quk3C1nuUf/zD6uWxZ+q32FpWZeHgAAAIDGYAvXqVF/l7vFWVUOu1IGqPjXfzOpKQST3gl9Na3Pg4q2/bjvjtVi1VUdrtH1XW+UxWLRrHOfVre4qqvgOsd01ezznpMtxKarO16n8Z0zFRoSWlmPtEXq973u1aCWgRkcmYGVRwHg/e3H9H1B9YDH45P+snafzmkXp1e/yq3xvZ/vO6kNuUX6IPu4HKdd1eol5W7N/TJXT4zq2eB9AwAAADCXJyFNRRNWK/TIeoWUHJanRVe5W/Yxuy0EkSva/VqXtP6VNhWsV7m3XP0SzlFieFJlvVVEil668G/KduzS4dJDSolso/QWvauc47buk3Vtp3H6pnCzrCE2DUg6V5G2qKa+lIBGeBQAPsspNKwdcpzRezuOqdxtvFHYZ3sLtXav8TlqOz8AAACA5o9b1GCmcGu4Lkq5pNbX9IjvqR7xxosa4sNaaHCboQ3dGv4Pt60FAJ/PeHf5etUleWt5TR1vBwAAAAAAAYzwKABkdEk0rLWJDdPI9BSF2Yx/qzO6JNR6jos6J/yi/gAAAAAAQPNFeBQAfpOeoo4JEdWOWyRNyeikhEi7bjy3fY3vHdghXoM6tNCkgamKDqv+GMPIUKtuO79DQ7cMAAAAAACaCcKjABAdZtOrY/vqmr6tFR1mlUVS3zaxem50ui7v3lKSdNsFHfTwFWepS1KkJCkpyq5Jg1L1zFXpslgs6pgYqb+N76ehZyUp1GqRLcSiS7smau64vjqrZbSJVwcAAAAAAMzEhtkBokWkXfcPTdP9Q9Pk8/lksViqveY36Sn6TXqKvD6fQmqod06MqnyqmtE5AAAAAABAcAmK8GjMmBFmt4BmYOnSlWa3AAAAADQ527HNitj5lkJKDsvToqtOp0+UJ7G72W0hSLi9bq05ukqfHl2tCk/5/2fvvuOjqNMHjn9mezaVNFIIIbTQQYpUFQTxFAQUERt2f+rJWbGdHp6eJ4renXpW7k48KxZOVIqogCiIoRcJPZT03jbZvvP7I7KwZneJQvrzfr18vZJ5Zr7zzDJudp79Fs6KHcKklKlEGiK9+xyqOsDnRz8lu/YYiSFJXNJ5Gr2CrLwmzrx2UTwSQgghhBBCCFFfyLY3CPvhLyc25P6AKfN9qie8hL3HlOZLTLQLTo+TP26ew5aSTd5tW0o38fnRT3lhxKskmBP5KmcF83c9jUd1A7CdrXyZs4w/9LmPaV2mN1fq7Y7MeSSEEEIIIYQQ7ZCmKpvQDX+tt13xuAj79iFw1DRDVqI9WXrsM5/C0XFFtkJe2fMiFmc1L+x+zls4Ok5F5ZU9L1BiK26qVNu9dtfzSIYmiZPJkEYhhBBCCNFemfYvQVE9fmMaRzXGI19h73lp0yYl2pWvc78MGNtQtJ6vc7/E5rb5jbtVN2vyVzEj7crGSk+cRHoeCSGEEEIIIUQ7pDgqg8ftVU2UiWivLC5LwJhHdVNuLw9+vLP6TKckApDikRBCCCGEEEK0Q86EoUHjroQhTZSJaK/6RvULGEsISWRY3PDgx3fof6ZTEgFI8UgIIYQQQggh2iFHlwtwBVhVzd55HK64wA/2QpwJM9KuwqAx+I1d1W0W/aMHMihmsN94emQvhsUGLy6JM0eKR0IIIYQQQgjRHmm0VFzyPvYuE1CVukdDVaPHlj6dqgtfb+bkRHvQNaIbTw99ntSwNO+2KEMUv+99N5d0ngbAk4OfYVziBLSKFgANGkZ3PJdnhv0dRVGaJe/2qN1NmC2EEEIIIYQQoo4aGk/VpLfQWPLQWPJxR6SimmObOy3RjgyOHcrCc98jq+oQdo+dbuHdMWhP9EYK04fxp7OepMxeRkFtHvEhHYk1xTVjxu2TFI+EEEIIIYQQop3zhCXhCUtq7jREO9Y1olvQeLQxmmhjdBNlI35Jhq0JIYQQQgghhBBCiICkeCSEEEIIIYQQQgghApLikRBCCCGEEEIIIYQISOY8aiNUVeWHw+Ws2FNIjcPNwKQIpvVPJMqs9+6TV2njfzvzOVRSQ0yogWn9E+iXGOGNO1wevtpXxNqDpQCM6RrNhb3iMem1TX49QgjRElU5qlie/Tk7y3dg1poZnzSREfGjZKUPIYQQQgjRpknxqA1QVZUnV+5n6e5C77Z1WWV8sDWX168YSFqMmYyj5cxZshuby+Pd57NdBcw+J43rz06h1uFm9ic72ZVf7Y1/e7CUT7bn8+qMAYSb5FYRQrRv2ZZj3Jcxm1J7iXfb6vyvmZB0IY8MnCsFJCGEEEII0WZJRaAN+PZgqU/h6LiyWifzvt7PqzMG8OcV+3wKR8e9/P1hzu0Ww5d7Cn0KR8ftLbLwrw1HuW9c8JnvhRCirXtx9/M+haPjvslbycj40YxLmtAMWQkhhBDBKbXFmLcvwHB4JYrHjb3LeKyDbscTfmJlNeO+/xGy+100ljzcUd2wDrgJR5fx3ri2bD8h297AkLcBVReCvccUrANuRjWENccliVZmT0UmHx/+gD0VuwnXR3Bh8kVMSb0MvaZulIzFaWHxkQ/5Nn81Dreds2KHMDPtGlLCOnvbWF/4HUuOLCa75hiJ5iSmdL7U57NXfm0eH2W9z8aSH9EpOs5NGMvlaVcSaYgCwK26WXrsM77MWUaFo5zuET2ZkXYlA6IHNe2L0YpJ8agNWOancHTcttwqlu8poqTGEXCf5ZmFLM8M3MbyzEIpHgkh2rViaxFbSzcHjH+Vu0KKR0IIIVocTU0hUYunoa3O9m4z73wT04EvKJ/+KZ7ILoR+9yfMuxZ649rqHAzZa7GM+hPWs25DV7CVqM+uRHHVevfRZTyHIWslFdM+BkNok16TaF1+KFzHn7f+EZfqAqDQWsDBqv1sLP6Rp4c+h9Vt454f7yCr+pD3mPzsPNbmr+Zvw1+mZ2Q67x58izf3L/DGi2yF7Cjbxv6qfdzW606OWY5w14Y7qHJWevd579DbrM1fw0sjXyfSEMVftv2J7wq+9cYLrQVsKFzHI4PmMj5pYuO/EG2ATJjdBlTanEHjRdX2Ux5faXMFjFfZXKiq+ptyE0KItqDKWRU0Xn2KuBBCCNEczFv+6VM4Ok5jLSY043m0pXt9CkcnC82Yj2IrJ2z9Ez6Fo+P0xTsJyXzvjOcs2g6P6uHlzH94C0cn21SSwfeFa1ly9BOfwtFxNa4a3tj7MqW2Ev574D9+2/8o631ya3L4177XfQpHx+XUZvPh4ffZVJLhUzjy5oeHVzNfxOkJ/jwt6kjxqA04edLrXwozajmnazTBZuLolxBB/8TwgPE+CeEyl4cQol1LCU0hQh/4vbZXVJ8mzEYIIYRoGMOh5QFjxqwVGA98ETCuuO0Y936MvmBL4DYOLj2t/ETbtq9yLwXW/IDxb/NXszZ/TcD4ttItfJ27Erfq9htXUVmd9zUbitYHbOO7/DWszV8dMF7uKGdH6baAcXGCFI/agBmDkgg1+F8R7YpBSaR3DGdsj1i/8cQIIxN7xTFrWErAAtP1Z6ecoUyFEKJ1MmiNXNblCr8xkzaES1NnNHFGQgghxKkp7iAjENwOFE/wEQqK0xr8BMHaF+2e0xN46hQAh8dxyn3sp7jHbG4bngDFpYaeQ3oeNYwUj9qApEgTL17Wj7Ros3ebSadh1tBO3Da6CwBPXJTORb3j0WpOlIgGJkXw6owBmPRaRqVF8+eL0okNNXjj0WY9f7ygB+MCFJ6EEKI9ubb7DVzd7TpM2hDvtpTQzswb9jzJoZ2aMTMhhBDCP0fKuQFjzk5jcHQeFzCuomDvMQVXZFrgNjqfd1r5ibYtPbI34frAI1yGxQ5naNzZAeNdw7txbuLYoOcY1XEMfTv0DxgfGns2Q2OHB4ybtCb6Rw8Ieg5RRybMbiMGJkfy0Y1D2VdoodruIj0+jHDTiX/eEL2WJy/uxV3npnGkzEpsqIEuMWafNi7u05GJ6XHsLqhGVaFvYjh6rdQXhRACQKNouCX9dq7qOosDVfsw68z0jOzV3GkJIYQQAdUO+QPGI9+guHx7EKkaPTXD7sWVdDaO5NEYcusP+7H1ugJPVBq1w+cQ8dWd9eKekFis/W9srNRFG2DUGrmm2/W8vvflerFkcycu7HQRVc4qvsn9qt6cRQoKN/S4hbTwrpyfeAGr87+u18bwuJH07dCfG3rcwkOb7qvXA8msM3Nlt2tJDEnio8MfkFV9sF4bM9KuIixIgUucIJWBNia9YxhDO0f5FI5OFhtmZGjnqHqFo+N0Wg0DkyMZ1ClSCkdCCOFHqD6UQTGDpXAkhBCixXPH9qFi2kc4kkd7tzkThlJ5ybu4kup6fFROWkjtgJvxGOoeoD0hsdQMuw/LuPkA2HtMpfJ3b+CKqfu7pypa7GkXUnHZ//CEJTbxFYnW5oquV3Nfv4dIMicDoNcYmJA0kRdGvIpZF0pCSCIvjHiVEfGj0fxcnuge0ZMnhzzDmIS6nm0PD/wT13S7nkhDFABhunBmpF3FE4OfBmBI7DDmDX2eXpF1c1AqKAyNPZt/DH+F1LAuGLQG/jb8JS7qNBmjxghAvKkjs/vcw409b23S16M1U9RWsIyW0+mmoqL+DP8NNX36JO/PixcvOxMpiTZC7g0hhGgZ4uLkW7+W6HQ/gwkhWg7FXgWqB9UU5X8HtwPFXlUX1/j/IlqxlqFqjWAIbcRMxcnayvOKqqpUOioI0Zkxao1+96l11eD0uIg0RPqNuz0uqpxVhOsj0AW4R6scVWgVLaF6//eow22n1lVLhCESjdK6O0ucqXujoZ/BZNiaEEIIIYQQQrRxqjHwqqEAaA2o5uBznaoh0WcwI9GeKIpClLFD0H3MuuBFSa1GRwdj8HswwhD8PjdojRgCFK9EcK271CaEEEIIIYQQQgghGpUUj4QQQgghhBBCCCFEQFI8EkIIIYQQQgghhBABSfFICCGEEEIIIYQQQgQkxSMhhBBCCCGEaOtUFVRP8H087qbJRQjR6shqa0IIIYQQQgjRRmnL9hO68XkMh78G1YOj81hqz74fV/yAuh3cTsxbX8a0+120NYW4I1KxDrgJ64CbQFGaN3khRIshxSMhhBBCCCGEaIO05YeI+t+laOyV3m3Go6sw5P5AxaWf4IofSMTK2zEeXnnimKqjhK17HE3VMWrOeaI50hZCtEAybE0IIYQQQggh2iDzln/6FI6OU1xWzJv+gS5/s0/h6GQhu95CU53X2CkKIVoJKR4JIYQQQgghRBtkOLoqSGw1xsNfBYwrqhvDsdWNkZYQohWS4pEQQgghhBBCtEVKkMc9RYOqaH/78UKIdkXmPGpF9hVa2JJTQYhey7gesUSF6H3iVTYnaw6UYLG7GZQcQd/ECJ+4qqpkHC3nYEktcaEGxvaIxajz/YOQX2Xj+0OleFQY0zWaTlEhPnGHy8PaQ6UUVttJizEzsksHNL+YSO9UeQohhBBCCCEanz1tIiGZH/iNObpcgKPbRYRu/affuKrR40gd35jpCSFaESketQI2p5tHlu5hXVaZd9vf1hzi7vO6MmNQEgCf/1TA/FUHsbtOLL85PDWKZ6f0IdSgo6DKxr2f7uZgSY03HmnSMe+S3gzr3AGAF77N4oOtOXjUuvjf1xxi+sBEHhzfHUVR2JFbyYOfZ1JW6/S20SU6hH9c2o9OUSENylMIIYQQQgjRNGqH3IXx8DdorMU+2z2GCGrOnoM7Jh1b+nRM+xbXP3bw7/GEdmyqVIUQLVyj9EN0u9088sgjXHnllVxzzTUcO3bMJ75w4UImTZrErFmzmDVrFllZWY2RRpvxwtosn4IMgN3l4blVB9meU8mewmr++tV+n2BlVYUAACAASURBVMIRQMbRCp5bdRCABz/P9CkcAVTaXMxZkklFrZMlO/N5b8uJwhGACnyyI58Pt+Vhsbu499PdPoUjgCNlVuZ8thtVVU+ZpxBCCCGEEKLpeCJSKL/8c6x9rsZjisZjjMSWPp2Kyz/HHZMOQPX4f1B9zpO4otPx6ENxxg+kasKL1A5/oJmzF0K0JI3S82jNmjUALFq0iIyMDObNm8drr73mje/evZtnn32Wfv36Ncbp25Qah4tluwv9xlTgo+15hOg1PkWfk321r5gLe8Wzp9DiN17rdPPF7gJW7CkKmMNH23LRahSq7S6/8UMltazPKjtlnoM6RQY8hxBCCCGEEOLM80SkYBk3H8u4+f53UDTYBtyEbcBNTZuYEKJVaZTi0YQJExg7diwAeXl5xMbG+sR3797NggULKC4uZuzYsdx2222NkUabUFTtwPaLHkUnyy63YtIH7kDmdKvsLqgOeo5j5VaOlVsDn6PCxrGy2qBtZBZWnzJPIYQQQgghhBBCtD6NNueRTqfjoYce4uuvv+all17yiU2aNImrr76asLAwZs+ezZo1axg3blzAtrRahago8xnJ60y101S6GfUYdBocAQoznWNDMeu1bM+t8hvXaRQGdYmBH44GPkfHcFIKLBws9t87KTnKRLfECNiWF7CNgV2iMWzKCZpnS3/tW3p+QgghhBBCCCFEc2jUCbOfffZZ5syZwxVXXMGyZcswm82oqsr1119PeHg4AOeddx6ZmZlBi0dut0pFRfCeLw11ptppShekxwUcEjalTzwmnYYlO/wXdsZ2j2FoYhjdYs0cKql/7UadhgndolHcHp5f4794dGn/RMZ26cDf9RqszvrFoZQoE8MSw0+ZZ0t/7Vt6fkII0ZbFxYU3dwpCCCGEECKARpkwe8mSJbzxxhsAhISEoCgKWq0WAIvFwuTJk6mpqalbOj4jQ+Y+OoU547pxVnKEzzaNAr8f04XhqR0YmBzJvWO7olV8j+ubEM5DE3oA8OwlfUiKMPrEQ/Qa/jqpN7FhRmaclcSUfvVXU7iwVxzXDu1EVIie+VP6EGrQ+sTjwwzMn9oXjaKcMk8hhBBCCCGEEEK0PoqqqgGmWv7tamtreeSRRygpKcHlcnHrrbditVqpra1l5syZLFmyhHfeeQeDwcDIkSO56667grbndLpPq1fI9OmTvD8vXrzsN7fT3DYdK2dLdiWhBi0T0uNIjDD5xAur7Xy9rxiL3cWg5AiGp3ZAUU5UlFxuD2sOlnKwpIa4UAMX9oon3OTb+exgcQ1rD5XgUeHcrjGkdwzziVvsLr7aW0ShxUFatJnze8Ri0PnWIE+VZ0vSVu4NIYRo7aTnUct0up/BhBBCnB55XhGBnKl7o6GfwRpl2JrZbObFF18MGJ82bRrTpk1rjFO3acM6d2BY58A9eDqGG7l2aKeAcZ1WwwXpcVyQHhdwn+5xoXSPCw0YDzPquGxg0mnlKYQQQgghhGhZFHsVGmsJ7tAE0MtcoOLMcnqcFNTmE6YPo4Mx2u8+xbZiHG47ieYkNEr9QVJWVy3FtmJijLGE6us/s6qqSl5tLjqNjo4hCWf8Gtq7Rp3zSAghhBBCCCFEy6XYKwn7/nGMBz5H8Tjw6EOx9Z5JzahHQWs8dQNCBKGqKouy3uWTw4sod5SjQcOwuOH8oe99JJmTAdhbkckre15kd/kuABJDkri+x81M7HQRAHa3ndf3/JOVucuxuW0YNAbGJ03k973v9haR1uav5j/7F5BTcwyA9Mhe3NH7LgZED2qGq26bGmXOIyGEEEII0fTeeOMNZs6cyWWXXcbHH3/sE1u4cCGTJk1i1qxZzJo1i6ysrGbKUgjRYqgqkV/MwrTvExSPAwCNswbzzjcJ//ruZk5OtAVvH3yTf+17jXJHOQAePGQUb+DeH++k2llFtuUYczbe5S0cAeRb83hm51/4JnclAE9u+xOfHfsfNrcNAIfHwYqcpTy25UEA1hd+z5Pb/uQtHAHsq9zLgxvv4WDV/qa61DZPeh4JIYQQQrQBGRkZbNu2jQ8++ACr1cqbb77pE9+9ezfPPvusLFQihPAyHFuDvnCr35jp0FJqyw7gju7RxFmJtsLqquXjwx/4jRXbiliRvZTcmhxqXf7n1nv74EJSQlPZULTOb3xH2Ta2l27lnQMLUak/lbPD42DRofd47KwnfvtFCC8pHgkhhBBCtAHr1q2jZ8+e3HnnnVgsFh588EGf+O7du1mwYAHFxcWMHTuW2267rZkyFUK0FPrcDcHjeRukeNSCzJ37cHOn8KtUhldQ2zfwogsfbngfm8kKIf7jOTXHePrDP0NK4HP87X/PkJucEzD+/dG1zP20db1uLZUUj4QQQggh2oDy8nLy8vJ4/fXXycnJ4Y477uDLL7/0rrw6adIkrr76asLCwpg9ezZr1qxh3LhxQdvUahWiomTiXCHaKk14ZNB4SEQUJnkPaDF0utY164xB0QeN61QtWo828A4qGNTgbRg8ehSPgqrxv4i8zqNtda/bb9EUf6uleCSEEEII0QZERUXRtWtXDAYDXbt2xWg0UlZWRkxMDKqqcv311xMeXrcc73nnnUdmZuYpi0dut0pFReBvjYUQrZs25WI68CyKnyE/qi6Eio5jUeU9oMWYO/fp5k7hV1FVleu/u8pnLqKT3XXB/eTU5PDG3pf9xs+OH8nDEx5j5ppLcf48J9fJNGh4+rq/sWDvK6zJX+W3jen9ZnLTZf/32y+iBZs+fZL359P5Wx0XF96g/dp+CU4IIYQQoh0YMmQI33//PaqqUlhYiNVqJSoqCgCLxcLkyZOpqalBVVUyMjJk7iMhBO6ortQOvavedhUFy5g/oxojmiEr0VYoisI9fedg1NRfte/chHGMjB/D1NTL6BPVt1480hDFHb3/QJSxA7f1utNv+zf0vIWOIQncmv57Yk1x9eJdw7tzRdpVp38hApCeR0IIIYQQbcK4cePYtGkTl19+OaqqMnfuXJYvX05tbS0zZ87k3nvv5brrrsNgMDBy5EjOO++85k5ZCNEC1A5/AFfHwZh2v4u2OhdXh+5Y+9+AK+ns5k5NtAGDY4fy+piFLD78IXsrMwnXRzAx+SImJF+IRtFg0pp4fvg/WZ79OWvyV2F32xkSO4zLUmcQFxIPwGVdZtA1vBtLji4mtyaHBHMiUzpPY1jcCAASzIm8PvpNPj3yCZuKM9BptIxJGMuUztMw60Kb8/LbFEVVVf+DA1sQp9N9Wt2wTu7OtXjxsjORkmgj5N4QQoiWoaFdpkXTOt3PYEIIIU6PPK+IQM7UvSHD1oQQQgghhBBCCCHEaZPikRBCCCGEEEIIIYQISIpHQgghhBBCCCGEECIgKR41EVVVOVRSw8GSGjwBppkqqXGwt7CaapvLb9zp9rCvyEJ2uTXgeXIqrOwrtGB3efzGLXYXewurKbbYW3Seoh1z1qIr3oWmOre5MxHtVKmthP2V+7A4q/3GHW4HByr3kVuT08SZCSGEEEII0TxktbUmsPZgCS99d5hjPxdTkiNN3HlOGhek1y0nWFrj4JlvDvD9oVLcKhh1Gi7uE899Y7th0msBeG9zDv/dmE251QlA745hPDS+O30T65bP3Fdk4dlvDrArv+5hJ9Kk45qhnbjh7BQURcHh8vDi2iw+/6kAm8uDRoFRadE8MqEH8eHGFpOnaMc8bswbnydk11toHHX3hyN5JJaxz+KO6trMyYn2oNRWwj9+ms+PRT/gwYNRY+TCThfz+953YdDWvU8uynqPD7Peo9JRAUCvyD7c028OPSN7NWfqQgghhBBCNCrpedTItmRX8NDnmd6CDEBupY1Hl+7hh8NluDwqsz/ZxbcH6woyAHaXh093FjB3xT4A3t+Swwtrs7wFGYA9hRbu/GQXORVWiqrt3PnxTm9BBqDS5uLVdUd4a2M2AE99tZ+Ptudh+7mnj0eFdVll/P7jnThcnhaTp2i/Qjc8TeiWf3oLRwCG3A1ELpmBYitvxsxEe+DyuJiz8W5+KFqHh7r3SbvHzufHPuXZnU8B8GHW+yzY+4q3cASwtzKTORl3U2DNb5a8hRBCiAZxO9DnrEef/T24/I8O0Jbuw3B0NZrKo02cnGgPyuxlZBRtYE9Fpt+4W3Wzo2wbm4ozqHHW+N0ntyaHjKINHLMc8Ru3uqxsLt7I9tKtuDz+R8nsr9xHRtEGim3Fv+k62jPpedTI3tqY7S22nEwFFmYcw+bycLDE//8caw6UcKDIwjub/A+NqHG4+XBbHiF6DZUBhpC9tzmHsd1jWLm3yG/8aLmVb/YXs2JP0Wnlub/49PO8ekgnjDqpZ7ZHiq2CkJ/+6zemrSnEtOdDrGfd3sRZifbk+4JvOWo57Df2bf5qZnW/iQ+z3vUbt7iqWXJkMbf3nt2YKQohhBC/iXHPR4Rt+CsaaykAHmMktcPuwzrwZgA0VdlEfHM3+vyNAKgoOLqMp3r8P1BNHZotb9E2OD1O/rn773yZswyXWvcsmBrWhQcHPErvqL4ArC/8jpd2/51iW90za4jWzIy0K7mh5y0AlNvLeHbnU2ws/tHb7qDowTwycC5xIfFAXe/w9w6+RY2r7pk12hjDHb3+wPjkiQAcqjrIvB1PklV9EACtouX8pAu4r99DGH/uYS6Ca3fFo7lzH27S822KmAiK/5d5e04l5Vk7wJgW8Pi5/1pEialnwPjyjZlocYMu2m+80ubij6+9jyckPWAb/17yNXmGpNPK8/E3FlEScnp5PvjUM0R6qgK2IdouXfEuFJctYFyfv0mKR6JR7SrfGTCmovJdwbdUnNTj6Jd+Kt/RGGkJIYQQp0V/dA3hq+9H4cS3xBp7JWHrHscTEo2922QiP78aXeWJL1AUVIxHvkFZcSuVl37SDFmLtuSVzBdYmv2Zz7ajliM8uPFeFp77HqW2Ev689VHcqtsbt7prefvgm4Tqw5iRdiWPbXmIPRW7fdrYXraVhzbdy7/OeZuVOctZsPcVn3iZvZR5O54k2hRD94gePLDxLp/Pcm7Vzde5X6KqHv446M9n/sLboHZXPGpqOtWFO0BRRocLveq/J85xBo//ia1PtOFEe9L/aH7bUB2nbON08zRy+nnqCH4O0XaphvBTxMOaKBPRXoXqzEHjUcaooHGzLvRMpiOEEEKcEeZtr/sUjnxiW18DRedTODqZIe9HdAVbcSUMbswURRtW6ahgRc4yv7Eal4Wlxz4jtzbHp3B0so8Pf0D38B71CkfHHbEc5seiH1iU9Z7fuAcPH2d9wFkxQwJ+Cbg6fxU3p99Ox5CEBlxR+9buikdPPvlMk54v+tss3tvifzjX1EGduWrwSGYs3Oz3LT3MqOX1u27n3k9/Ykt2pd82fn/xSEw6LY8t3+s33jchnAUz72DSggwqTpqL6GRP3TKD5ZlFp5Xna2cgz7/dP9dvrDFNnz6pyc8p6nPFD8QV1RVdRZbfuK3npU2ckWhvzk+ayHuH3vYbC9eHc2HyxXyTu5KfAvRQmpB0YWOmJ4QQQvwmuuLAPWt1pZnoCree4vhdUjwSv9nh6iycnsAdGfZV7gm6em2JrZhtpVuCnmN3+S5yao4FOcdeQoJ8SehR3RysOiDFowaQCWYa2U0jUugeW/8b6dQOIdw2KpXUaDP/Nyq1XlyrUXhkQg9C9FoeOL87USH6evuMSuvApD4dmZAex7gesfXi4UYdD0/ojkGn4dELeqDT1F/N7PqzU+gZH9Yi8hTtmKJgGTcf1c8bu7XXTJydxzZ9TqJdSQvvyqzuN9bbrlW03rHwd/edQ4Q+ot4+o+LHMD7pgqZIUwghhPhVVJP/KSOgbu4jjznuNx8vxKlEGiKDxqMMHYgM0rtbp+iINQW/R6ONMZi0IUHOEUWUIXgP8shTxEWddtfzqKlFmPT856pBfP5TAWsPlaKqKud0jWFq/wTCjHUv/y0jUxmYHMGnOwsoqrbTJcbMjEFJpMfXDdXpFhvKB9cN5uMd+WzNrsBs0HJhr3gm9or3FoTmTe7NN/uK+XJvERa7iwFJkcwYlEhChAmAsT1ieXfWYD7ensfB4hriwgxM7Z/AiC7RLSpP0X45k0ZQduVXhOz6L/qi7XhM0dh6XY4j7XfNnZpoJ27seSsDogexLPtzSmzFdAlLY2rqdLpF1BW3u0V051/nvMPnRxezs2wHZp2Z8UkTGZc4Hq1G/pwKIYRoeWy9ZhC68fmAMXvPSwnNmI/iZ2UqjzEKe9qExk5RtGFp4d3oGdGL/VX+R59c2Olicmqy2V2+y2/8nISxTEieyIJ9r1Drqq0X12sMTEiayDHLkXrzKh03sdPFnBUzhE+P+p+/q1NoZ/pG9WvgFbVviqqq/gfBtiBOp5uKivo3S0OdPDRp8WL/Yy5F+yT3hhBCtAxxccHnPhPN43Q/gwkhmpnLSuTS6zHk/uCz2Rk/kMopH6AaIzBlvk/Ytw+jqB5vXNUaqfrdAhxdxjd1xuIXWvvzSlbVIR7YeBfljnKf7TPSruKO3n/Arbr5y7Y/8V3Btz7xTqGd+cfwl4kxxfJ9wVqe2j4Xp+fENCwaRcuDA/7IxOSLqHJUcV/GbO9KascNix3OU0Pno9foeefAQhYe+JdPPEwXzrNn/4PeUX3O7EU3kTN1bzT0M5h8VSqEEEIIIYQQbZEuhMop72PI+hJj1gpQVRxdzsfe/RL4eXlyW5+rcXYcgmnPB2irc3F16I6tz9V4IlKaOXnRFnSN6Mab577Piuwv2FuZSbg+gonJF9E/eiBQN0XA3LOeYmPxBtbkr8LutjMkdhgTki4kRFc3HO2chPNYeO77dRNs1+SQYE5kUsoUOofVTasSYYjg1VH/YlXe12wqyUCnaBmTMJbRHc9Bq2gBmNXjRobGDWdlzjIqHOV0j+jJxSlTiDbK0MyGkuKREEIIIYQQQrRVGh2O7pNxdJ8ccBd3TDo1Y/7cdDmJdiXSEMmV3a4NGNcoGkbEj2ZE/OiA+ySZk/m/Xr8PGDdojVyUMpmLUgLf572j+rTaXkYtgUyYLYQQQgghhBBCCCECkuKREEIIIYQQQgghhAhIikdCCCGEEEIIIYQQIiApHgkhhBBCCCGEEEKIgKR4JIQQQgghhBBCCCECktXWhBBCCCGEEKIN09QUYjjyDagqjtRxeMKTfXfwuDAcXY2mOhd3h+44O40BRfHZRVu2H33uBlS9GUfaRFRjZBNegWjJHG47PxStp9xeRo/IdPp16F9vn30Ve8is2E2EIYLRHc/FpDX5xKscVfxQ9D12t53BMUNJCevsE/eoHraUbCKnJptEcyLD4kagVbQ+++TX5rGpOAOdRsfI+NF0MEb/6jxFYFI8EkIIIYQQQog2ypzxHOatr6J4nACoihZr/+upGfMEKAq6oh1ErLgVrSXPe4wrOp3Ki9/EE5kKbjvh39yD6eAX3riqC8Ey+nFs/QIvvy7ah03FGTy94wkqHRXebX079Ocvg58hytgBi7OaP299lK2lm73xMF04Dwz4I+cknAfA/458xIK9r+LwOABQUBifNJEHBzyKTqMj23KMx7Y8SHbNMW8bCSGJ/GXIM3SL6IFH9fDiT8+zLPtzPHgA0Gv0XNf9Jq7pfn2D8hSnJsPWhBBCCCGEEKINMu5bTOjmF72FIwBFdWPe+SYhO98EZy2RS6/zKRwB6Mr2Ebn8JlBVQjfM8ykcASguK2FrH0Gfl9Ek1yFapmJbMY9vfcSnIAOwu3wXT+94AoDndz3jUzgCsLiqeWr7XLItx9hSsomXM1/wFo4AVFS+yVvJWwf+jVt188fNc3wKRwAF1nwe3nQ/DreDRVnv8kX2Em/hCMDpcfKf/W/wXf6aBuUpTk16HgkhhBBCCCFEGxSy882gMVVvRmMt9RvXle1Df2Q1psxFfuMKKqZdb+FMGn5GchWtz/Lsz7G5bX5jm0s2sr1kK+sK1vqNOz1OlmYvIacmJ2D7Xxz7lPSI3uTW+t+n1F7Cd/lrWHJ0ccA2Pj36CYctWUHzPGY5QuewLgHbEHWkeCSEEEIIIYRol6ZPn9TcKTSq5efuQh/giU9bdZRlbz3LlamBj//fyw9yU1dLwHju9q+5cUHbfg0BFi9e1twptEjHLEeDxn8q3+nTG+iXjlqOkhekeFTtrOZA1b6g5zhkOUiJrThIjkeINsYEbSO75pgUjxpAhq0JIYQQQgghRBtUZDMEjJXYdRTYA8cBjtYYsbuVgPGCIO2Ltq9jSMeg8bTwbqc4PoH4IG2YtCH1Js7+pWRzJyL0EQHj8SEJp8wz3hQ8LupIz6M2wmJ38d+N2Xy5p4gah5uByRFcPyyFQZ1OrIKw+kAJH2zJ4WBJDbGhBqb2T+TKwcnoNIH/IAjRlPTZ32He+hq6oh2opg7Yel1O7Vm3gy6kuVMT7YBbdfPpkU9Ylv05JbYiUsPSuDztSsYmnu/dZ3f5Lt4/9A67ynZg1pk5P+kCru42izB9OAAWZzXvH3qH1XlfU+uqpV/0AK7udp2s5iGEEKJZfJ4bwz3puQFjXxV04P+6FmDW1e8dUmjT811JFMOLqrk4sTxgG6L9ujhlCh8dXoRHddeLpUf2ZnTCOQyJGcaW0k314goKk1KmkF+bW29OpOMuSP4d5yWczxt7X6HMXn94ZagujPOTJpBXm8uirHf9tjG581QGRp8VNM8ekemnulSBFI/aBJvTzR0f7WRv0YkupeuyythwpJz5U/pwbrcY3tucwwtrs7xxi93Ki2uz2JFbyXNT+zZH2kL4MO5bTPg396Cg1m1wVBG68W/oc9ZROWURaPXNm6Bo8/66/c98m7/K+3tmxU88ue0x8mvv4Kpus9hY/COPbX4Ql+oC6iZ7XJT1LpuKM3hp5GsA3PvjbA5VH/C28WPRejYXZ/CXIc8yPH5k016QaPWqq6tZv349NtuJeRqmTZvWjBkJ0ba1yaFJqgfb6vsx7f3YZ7M97UIuuf11LtHqcRxdg2nl7WicNd64JyQWwxXv8NH9/VHsVTiXzkJfsOVEsyjUDvkDc+58sMkupam19SGNZ0Kn0BQe7P9Hnt81z/v5CCDRnMRjg+omon5w4GM8uPFujlqOeOMaRcsf+txDz8h0ekamc0XF1Xx0+H2ftgdED+L2Xndi0Bp4cvA8/rj5Aaqcld54qC6UJwY/jVkXyg09biar+hAbizf4tDE5ZSoXd7oERVFOmac4NSketQGf/1ToUzg6zu1ReXFtFmclR/D6+iN+j/32YCmbj1UwtHNUI2cpRBBuJ6E//PVE4egkhrwMjIeWYe8pD0yi8ews2+5TODrZfw/8h0kpU3ltzz99PnAcd6j6AMuyv/D+/Esu1cXre1+W4pH41e68806Sk5OJjY0FQFGkp7AQ4ldSNFSP/wfWATdhyPoSVA+O1PG4Eod6d3GmjqPsugyM+z9Fa8nFHdUdW4+poK/r+a0aI6i4bAn6Y99iyNuAqjNj7zEFd1TX5roq0YJM7HQRQ+PO5pvclVQ4yuke0ZNzEsai19R98RtniuPfY95mfeH37K3MJFwfwYSkC4kLife2cXvv2VyUMplv81dhd9sZEjuMwTFDvX/3+nToxwfjFrMq72tya3NICElkfNJEwvRhABi0Rp4Z9jd2lG1jU3EGOkXHOQnn0S2iR4PzFKfWoOJRTk4OK1euxGq1erfNnj270ZISv863B0sCxo6VW/lsVwE2V+CJyr49WCLFI9Gs9IVb0NYWBYwbsr6U4pFoVOsLvwsYc3gcrMhZylHL4YD7rCtci0LgB/ujlsMcsxylc1iQWUmF+AVVVZk3b15zpyGEaANccf1xxQUeQq2aorANuDFwA4qCM3UcztRxjZCdaO2ijTFc0fXqgHGtRse5ieM4NzHw/ZMa1oXre9wcMB6iMzO589SgeQyMPouB0Wf95jxFcA2aMPv+++/HarUSGxvr/U+0HKpav7fGydyninuCx4VodGrg4iaA4md8shBnkvsU96C/MfK+cQ+eU7YRPC7EcQ6HA4fDQUpKCtu2bfP+7nA4mjs1IYQQQrRTDep5ZDKZpKdRCzYqLZrN2ZV+Y4kRRib37ciCH47icPsvEo3pKhPdiebl7DgYjzEKjb3Cb9yROr6JMxLtzfC4kfzvyEd+YzpFx8Tki1ma/Rn5tXl+9xkRNwqAXeU7/MYTzUmkyhKwooF+97vfoSgKqqry448/ercrisKqVf6HVwohhBBCNKagxaPDh+u66MfGxrJ06VL69OnjHXeYlpbW+NmJBrl0QCJLdhVwrNzqs10B7hjThZhQI9cOS+HNH4/VO3ZoSiQj0zo0UaZCBKAzUTN8DuHfPVYv5Izti02GrIlGNjT2bIbEDmNLSf3VQC5Pm0mMKYZb0+/gL9vmov5ibq5EcxKXpNbdo8tzviCv1ndVGwWFW3reLvPViAZbvXo1ADt37mTAgAHe7RkZGc2VkhBCCCHauaDFo7lz53p//vDDD70/K4rC22+/3XhZiV8lzKhjwcyBvL7+CCv3FmF1euibEM6NwztzXve6XkV3jO5Cx3Aj72/O4Wi5lagQPVP7J3DLiM5o5IFGtAC2/jegmjoQsvVV9CW78RgisKVPp3b4HNCZmjs90cYpisJfh8znnYMLWZ79BeWOcjqZU5iedgVTU6cDMDZxPCatiXcP/pfMip8waU2cn3gBN/a8lXB9BAAvjniNhfv/xer8r7G5bfSJ6su13W9gRPzo5rw80cps3ryZQ4cOsXDhQm68sW4OEo/Hw3vvvcfSpUubOTshhBBCtEdBi0fvvPMOAGvWrGHcuBOTWy1fvrxxsxK/WkyogUcn9uSPF/TA7VHRaetPZ3XZgEQuG5CI0+1B7ycuRHOz95iKvcdUcDtBKysfiKZl0Bq5Of12bk6/HafH6Xf1jRHxoxkRPxqXx4VW0dbrTRRjimXOgEe4v//DuFU3Oo0saip+vYiICIqLi3E4HBQXFwN1Bc4HHnigmTMTQgghRHsVoCa0BQAAIABJREFU9FPtmjVr2LZtG0uXLmXbtm1A3Tdfq1at4uKLL26SBMWvoygKOm3wnkRSOBItnhSORDM71bKtpyoKKYqCTpHCkfhtevbsSc+ePbniiiuIj48/9QFCCHEKuoKtGA+vBNWNI3U8zuSRPnHFWoZp32I0ljzcUd2w95yGaghrpmxFINOnT2ruFBqNu4MbR5oDVaeiz9Ojy9H5rGSr6lUc3Ry4I91oqjUYDhrQOOS5tikF/WTbq1cvysvLMRqN3jmOFEVh0qS2e9MKIYQQQrQE06dPp6ysjA4dOlBRUYHBYCA2NpbHH3+c0aNlKKQQogE8bsJX3YNp/6feTeZtr2NPHU/VRQtAa8RwZBURK29HcZ2YPzU0Yz6Vk9/G1XFQc2Qt2pna4bXY+9m9v9v729EWaAn/KhzFqeCKd2GZaEE1nph30jrEStiqMPR58qVzUwlaPEpMTOSyyy7j0ksvlYk+hRBCCCGa0LBhw5g9ezZdu3bl2LFjvPzyy9x555088MADUjwSQjRIyK63fApHxxmPrsK8+Z9YB95cr3AEoLGVEfHlrZTN2gAyBFs0Ikeaw6dwdJw7wU3t2bWYN5ixTPAtHAFgAMt4C1GLolCcUqtoCkHfCcaMGQOA0+nEarWSmJhIQUEBMTEx3pVAhBBCCCHEmVdQUEDXrl0B6Ny5M/n5+aSmpqLVaps5MyFEa2Ha/V7gWOb7qKYO9QpHx2kt+RiOrsaRNrGx0hMNsHjxsuZOoVHdn/EHtpVu8RvT9NVw+xWzeWbnU/4PNsBN829jcuepjZihOC5o8WjdunUAzJkzh/vvv5/ExEQKCwuZN29ekyQnhBBCCNFexcXF8fzzz3PWWWexbds2YmNjWb9+PXq9dNEXQjSMxpIXMKatLUJTnf2bjxfiTCi2FgWM2dw2smtygh5fZCs80ymJABo0w1ROTg6JiYkAdOzYkfz8/EZNSgghhBCivZs/fz7x8fF89913JCYm8swzz2A2m/n73//e3KkJIVoJd3SPgDFXZBdcMb2DH98h8PFCnAmp4V0CxiL0kaRH9gp+fFjg48WZ1aABrN26deOBBx5gwIABbN++nSFDhjR2XkIIIYQQ7ZrBYGDQoEH07l33cLdz506GDRvWzFkJIVoT64Cb0X89O2DM3n0Kng3PoLEW14u7YnrhTB7V2CmKdu7S1BmsL/zeb+ySztMY1XEMnUI7k1NzrF48zhTPuQnjGjtF8bMGFY/+8pe/8N1333HgwAEmTZrE+eef39h5CSGEEEK0a7Nnz6a8vJzExERUVUVRFCkeCSF+FXvPadRUHsG8+SUUjwMAVaPD2v8mbP1vAEWh8pJ3iFhxK9qThrC5YvpQefF/QBZNEo1scOxQ7u57P2/sfQWb2waAgsLE5Iu4ocfNaBQN84Y+z2NbHuKo5bD3uGRzJ54cMg+9RoZyN5WgxaM1a9Ywbtw4Pv74YwAiIiIoLi7mww8/ZObMmU2SoBBCCCFEe1RaWsqiRYuaOw0hRCtXO+werH2vxXB0NYrqxtF5LJ6wRG/cFdePsmvXYchei6Y6F3eH7jiTRzZjxqK9mZo6nfFJE9lQtB67287g2KEkmZO98eTQTrx5zrtsK91CTk02ieYkhsQOQ6M0aBYecYYELR5VVFQAUFxcvxujEEIIIYRoPGlpaRQWFtKxY8fmTkUI0cqp5ljsva8IvINGiyNVRpeI5hOmD+eC5N8FjCuKwuDYoQyOHdqEWYmTBS0eXXrppQAUFRUxceJERo4cKcvDCiGEEEI0ga1btzJu3Dg6dOiA8vPQkeMr4QohhBBCNKUGzXk0depUVq9ezcsvv0xqaioTJ05k/PjxjZ2bEEIIIUS7tXLlyuZOQQghhBACaGDxaMiQIXTp0oVevXrx3nvv8cQTT0jxSAghhBCiER04cIDHH3+c6upqLrnkEnr06MG4cbKqjBBCCCGaXoN7Hmk0Gi655BKefPJJevbs2dh5iV+w2F18sbuQrdkVmA1aJvaKZ1SXE93YATKOlLNibxE1dhcDkyOZ0q8jEaYTs88XVtv5dGc+h0pqiAk1MLV/Ar07hnvjLreHb/aXsPZgKaAypmsMF6THYdCdmIhsf5GFz3YVUFhtJy3GzKUDEkmKNDXJayBaP13+Zkx7P0JjLcUVPwBrn6tRzXHeuFJbQkjmB+iKtuMxdcDeawbOpOEnGlA9GA5/hfHgUhS3HUfKudjSp4Pe3AxXI1obp8fJt/mr2FC0HlVVGdVxDGMTx/us0nGgch/Lc5ZSYiuiS1gakztPo2NIgjducVazImcZu8p2YNaZGZ90AcPiRvicZ1Pxj6zK+5paVy39OwzgopTJhOlPvNcWWgtYeuwzjliyiDXFc3GnyfSITG/8F0C0Ok899RTz5s3jscce4/LLL+eWW26R4pEQQgghmkWDike33nor69atY+3atRQWFjJmzBjOOeecxs5N/Cyv0sbtH+0gv8ru3bY8s4iLesfzxEXpKIrCX7/az5JdBd74twdLeX9LDq/NGEBqtJkt2RXc++lPWJ0e7z6Ld+Rz93lduXZoJ2xON39YvIvtuVXe+Df7S/hoex6vXN6fMKOOT7bnMX/VQdSf42sPlfLB1lzmT+nDqLToRn8dROtm/nE+oVte8v5uPLySkO0LqJzyPq74geiKfyLy86vQ2Mq9+4TsWUTtWXdQM+pR8LiIWHErxiNfn2gjawUhO/5NxbSPUUPjm/JyRCtjddXywMZ7yKz4ybttbcFqPju6mOfOfpEQnZn/HfmIVzJfRP35XW594fcsPvIRfxnyLENih5Fbk8N9GbMpthV52/gqdwUXJl/MgwMeBeC5XU/zZc4yb3xd4Vo+OfIhfx/+MsmhndhSsok/bXnIuxQtwOdH/8edfe7msi5BJjIV7VZqaiqKohAdHU1oaGhzpyOEEEKIdqpBxaPJkyczceJEMjIyWLBgAcuXL+f7779v7NzEz+avOuhTODpuxZ4iRqdFY9JrfApHxxVbHMz75gAvXz6APy3f61M4Ou6ltVmM6RrNl3uKfApHx2UWVPPvDceYOTiJ51efKBwdZ3d5eHzFPpb933CfHkpCnExXsMWncHScxl5J+Df3UH71GsJX3etTODrOvO01HF0moC3dw8mFI2/bFYcI++Epqi+o374Qx7178L8+haPjMit28+7B/3JxyiW8mvmSt3B0nM1t4+ntT/Dh+Ut4YfdzPoWj41bmLmdE/CgAn8LRccW2Il7Y/Rzzhv6NeTue9CkcAaiovJL5IsPjRpEc2ul0LlO0MZGRkSxatAir1cqyZcuIiIho7pSEEC2QpjoPU+Z76Er24DHHYes9E1fC4BM7uJ0YDy3FkLUSRXXjSB2Prec00J0YPaAtySQk8z001fm4O3TF2vdaPJFdvHHFXoVp70foczeg6kKw95iKo8sEOGkUhBC/lUf18EPh93ybvxq7x87gmKFc2OkizLoTX5pkW46xNPszcmqySTQnMillKmnhXZsx6/ZHUVX1l/WAem6//Xby8vIYM2YMEyZMYPDgwac65IxyOt1UVNT+5uOnT590BrNpWm69mdyhd4LivzBjKj+M4nFgjQk85CH6wFLKekwOGI/I+YGauL64jZF+4xpnLeF5m6lMPTdgG7F7P8Vctj9gvDVYvLj+Q584M8K+fYSQ3e8EjFeOf5HIVXcHjFt7z0RXuhd90Q6/cVVrpOTmn0Afctq5irZpxqoplNpL/MaijTFMTpnK2wffDHj8gwMe5bmdT9crLh03Im4UKAo/Fq33G1dQeGDAo8zf+VTAc1zX/SZu6HlLkKto2+Liwk+9UztjsVh4/fXX2b9/P926deO2224jKiqqSXM43c9gQrR0Jz8ntMbPgvrcDUQsuwGNs8Znu2XEw1iHzAanlcgvrsWQn+ETd8b2o3Lah6jGSEw/vUvY2kdQTvobp2qNVF34Oo60C9BU5RC1ZAba6myfNmzdL6F64isBn1Nau9Z+b7QWbo+LP297lPWFvp1Tks2d+PuIV4gzxbE2fzV/3f5nXKrLG9coWub0f5jfdWq9z/otRUM/gzWo59E999xDr1696m1/+eWXmT179q/LTPwqHl1I0Ddktz4EjSf4P6PbEPybSo/OjEcXeM4Yjy4E9ykeyj3y0C6C0NjKgsa1lpzgx1vL/fZKOk5x21GcFlS5D0UAlY6KoLFKZ2XQ44ushQELRwCVzkqCffeqolJkrd9DtKE5ivbl8OHD3p+nT5/u/bm8vLzJi0dCiBbM4yb8m7vrFY4Awn58BkeXCRgPLa9XOALQl/yEeePfsJ51O2HfP+ZTOIK6z1bhq+6h9PrNhH3/p3qFIwDTwS9wpI7H3uvyM3dNot1ZnrO0XuEIILc2h9f2vMT9/R5m/s6nfQpHAB7VzT9+ms/wuJF0MMoUKk2hQcUjf4UjgI0bN57RZER9OlsFGmctngATAhst+SgeJ/aIFL9xxWXHVHEoaK8hgyUfZ0g09sjO/uM1BRgt+ViC5Gmw5AeJivbOGT8Q4yH/39ioGh32LhMJ3fQiisfhdx9Xx4GoOiPaqmN+4+7wFNSQmDOWr2h70qN6s7t8l/9YZG96RfbmsyDHD48bxSeHP8Tiqg7YhkLdMDh/wnThDI8bxVsH/h00RyEA5s6d6/O7oiioqoqiKLz99tvNlJUQoqXR5/6A1pIXMG7a9wnGQ8sDx/d+gie0I4rH5TeusVdi2v8phqOrgrTxsRSPxGlZmRP4Hl1XsJaB0WdhdfvvAev0OFmT/43MG9lEGlQ8CqQBI95ahNbezfDfG47yxg9H62036jT85+FbMGg1XP32Fr9zGl03qjuzH1rInCW7WXuotF68Y7iRT156ii3Zldz76U9+v1d/8qrzObfbDGYs3Exupa1efHhqFC/fv/A3XZtoH2y9r8S87XW/PZBsPafjie2NrfcVhOx+t17cY4zC2udqtFXZGLNW+P2AU3vWbW22y7Q4M67seg1/2vKw39hV3a5lWOxw3jrwbwr99A46O24k6VG9uKzLDL9D20xaE5emXo6iKKzIWVpvTiOAS7tcTnpUL0bEjeLH4h/qxTuGJHB+4oTfcGWiLXrnncDDfEF6fgsh6pyqZ7diLUcJ0nNb46hCU+t/SLe3jZp8FLX+M0ZDcxDiVKocgXt/u1QXpbbg92hlkOPFmXVaT1uKTJDWJG4a0Zkbzk7BdNKE1MmRJv42tS9dY0LpFBXCC5f1o3OHE0N2jDoNVw9J5o7RXQB44uJ0JqbHoT3pn6xfYjivXN4fk17L6K7RPHZhT6LNJ5asjjTpeGh8d8b3jEOv1fDKjP4MTDoxBE6jwLgescyb3KfxLl60CWpINBVTF+GKOdGzQtXosfaeieW8vwJgOecJrH2uQdUYvPu4otOpnPI+qjkOV8Jgqi58DXdYkjfuMYRTM/xBbP1vaLJrEa3T6I7ncl+/h4g0nBjyE2mI4r5+DzK647kYtEaeP/sl+kT188Y1aDg3YRyPDXoCgOt63MTMrtdg1Bi9+ySbO/HUkPmkhHWmU2gKfx36HMnmE5NeGzVGZna9hut73AzAo4Oe4LyE89Gc9Oe3T1Q/nj/7JQzaE+0KEYz0/BZCQF3PbjXIoGlXx0G44gcGPj62H86EIcHPkXIenpDYwPGOg06dqBBB9ArS8zrOFM9ZscHv0V6R8izaVBo0YXYg1113XZN0n5bJGutU21xkFlRjNmjplxher3inqiqZBdVU21307hhOZIi+XhuF1XYOl9YQG2ake2z9JX+dbg8786pQVeifFIHRzwpqWaU1FFbb6RJtJjHCVC8uRDC64p9QrKW4YnqjhsbXiyu1xehKMlFDonHF9a/fgMeNrmALituOs+NgMMjS1aLhHG4HmRU/oaLSN6o/Bq2h3j6Hq7MosRXROawLHUMS6sWrnVXsq9iLWWemd1Rfv+/FeyszqXHWkB7Vi3B9/XnnCq0FHLMcIdYULyuF/EwmzG64WbNmnbJ30pkin8FEW9faJ0WO+PI2v1MDuEMTKLt6LfqCzUR+cW29OY0Aqia+ir3rRXRYNB5dRVa9uCN5FJXTPiJk6yuEbZhXL65qjZTPWIY7xv8UJ61da783Wov9lfuY/cOt9eY0gv9n777DoyqzB45/7/SSDqlAIAm9SFUQwQKsFREFREXsfa1Yd3+rq+4qlrV317WLBbGgKKKi0hTpvYYQSkgjffrMvb8/IsE4JRHScz7P4/PgnPe+cy65zNyc+xb4a59bmJQxlRuXXRNy19zM6CxeHfUWOpmBcFQadMHscFrLtLW2ItpiYHi3+LBxRVHolxp5cezkaDPJ0eGfbhv1OoZ2ibwYZ2YHO5kd5Bd2cWT8if0jxjVbIr70k8I30Onxpx3XwFmJurTmXStF05Gb66YhI7+FEIdUjH2KaL0Z8865NVP7fUmDqBz3DJjs+NJPonLc09iXPYTeWQiAaonHcdwdeHpMAKB8wvtEf38rpv0/A6ApOrwZp1J5yn8AcA2+AcXnxLrutZrFuQMxXak86eE2WzgSTadnbC8eGDKT5zY/Sb6reh1du8HO+ZkXMSljKgAPDXuMR9c/xPLCZTUbmAztcCx3D/yHFI6aUMTi0ZIlS8LGRo0axWOPPdbgCQkhhBBCCCGEqAejjcq/PItj5N/Rl+xAtSUGFXQ8vSbh6T4BY8Fq0ALVI7cNh2cPqNGdKJ84G31pNrqq/QRiM1FjDk/BRlFwDr8T1+DrMBSsQzNa8ScPASlkiwZyfPIJDE86ni1lm/AEPPSJ64v1d7uBx5rieHjY4xxw5rHfsY9UWxqd7J0j9CgaQ8Ti0bx54Z8gjho1itTU1AZPSAghhBBChCcjv4UQf6TaU1DtwVOta+iN+NKGR+wjEJ9FID4rbFwzRePrMupIUxQiIp2io198iCUrfifVlkaqLS1iG9F4IhaPZs4MntsKUFhY2CjJCCGEaPlkapL4PZnS2PBk5LcQQgghWpp6rXn07LPPMmvWLHw+H263m27dukUclSSEEEIIIY6MjPwWQgghREtTr+LRokWLWLRoEQ8//DCXX345DzzwQGPnJYQQQgjRLsnIbyGEEEK0NPUqHsXFxWEymXA4HHTt2hWXy9XYeQkhhBBCtGsy8lsIIYQQLUW99rVLSUnh448/xmq18p///IeqqqrGzksIIYQQol07NPL77LPP5quvviI5Obm5UxJCCCFEO1WvkUcPPvgg+fn5nH766Xz66ac89dRTjZ2XEEIIIUS7JiO/hRD1YShYg3Xd/zAc3IJqS8LdZyqeHueAogCguMuwbnwL0675oKl4u47FdczlaLbEmj5Mu77Bsuld9FV5BOKzcA24HF+n42viuvJcrOtew5T3M5rBhqfHBFz9poHB2uTnK9oel9/FF3s+5ccDC/GqXoZ0GMp5GeeTYj28xt+q4hV8ljuH/Y69pNjSmJA+kRFJJzRj1u1PvYpHpaWlvP766+zevZsePXqQmJhY90FCCCGEEOKIHcnI71deeYWFCxfi8/m48MILmTJlSk1s4cKFvPDCCxgMBiZNmsT555/fmOkLIZqAecdcor+9CUULVL9Qsg3TvsW49i+j6pTHUFwlxH1yLoay7JpjjMWbsGz7mLLzPkWN7oT955nYVr9QEzeUbMOU/TVVJz2Mu/909EWbiPv8fHSe8sN9FKzGnD2PsgmzpIAkjorL72LG8hvZVr6l5rVdlTtZsH8+T414gYzoTD7O+ZAXtzxTE99dlcMvhUu5tMeVXNrjyuZIu12q17S1W2+9lczMTO644w46d+7MXXfd1dh5CSGEEEK0aw8++CAjR47krrvuIjk5uc6R38uXL2fNmjW8//77vPPOO+Tn59fEfD4fM2fO5PXXX+edd97hww8/pKioqLFPQQjRmPxuohb93+HC0e9YN8/CcGAltlXP1SocHaKvysP+63/Ql+6sVTg6REEjaukDKJ5yopbcV6twdIjxwAosm99vmHMR7dbnuXNqFY4OqfCV8/KW5yj1lPDfbS+GPPadHW+Q7zzQ2CmK39SreARw0UUX0bt3b6ZNm4bT6WzMnIQQQggh2r1DI79vvfVW8vLy6hz5vWTJEnr27Mlf//pXrrvuOk4++eSaWHZ2Nunp6cTGxmIymRg6dCgrV65s5DMQQjQm076l6NylYePmHZ9j3jk3Qnwu5h3h44rfjXnrbEx5y8O2sUQ4Xoj6+OHA92FjK4t/5bu8BfhUX8i4isqPEY4XDate09YyMzOZO3cuw4cPZ9OmTcTFxZGTkwNARkZGoyYohBBCCNEe3XrrrZxxxhlMnjyZVatWcdddd/HKK6+EbV9aWkpeXh4vv/wy+/bt4/rrr2f+/PkoikJVVRXR0dE1be12e72mwen1CnFxtgY5HyFautZ2rSsmf8S4RedDCbjDHx/wYNF7I/Zh03kixg2qu9X9vR2J9nCOzcVH+GtMQyOgj3wNaka//HyaSL2KR7t27WLXrl3Mnj275rX77rsPRVF4++23Gy058edUefz8tPMgVR4/gzrF0is5KqjNyj1l7Cx2kBhlYnRmB0yG2oPPCis9LNl1EFWDEzITSI2x1Ir7AyqLd5VQUOkho4ON49LjUH5bjE+IOvldmHMWoHMW40saiD91WFATQ/4qjAVrUa0JeDJOA2PtLwPFdRBzzgIIePB1OZFAXGZTZS/agEJXAb8ULgNgRNJIkqy1d6/yqT5+LlxKsbuQblGZDO4wNOgzLrtiB+tK1mI32Dkh+USijLU/a6t8VSwtWITD72BgwiCyYno07kmJNu2iiy4CoHfv3syfPz9i27i4ODIzMzGZTGRmZmI2mykpKaFDhw5ERUXhcDhq2jocjlrFpHACAY2yMhlxLtqH1nat62IHkaAzooQZlVGVNBxzZTHmXaE/O7xpI3AmjiCO58O+R3mnU4mNeQ99xZ6QcVfqSByt7O/tSLS2a6M1OSZuMLsrdoeMpdu7cmzcSF4l/IOTvlED5edzlBIT674fgHoWj9555x0qKyvZv38/Xbp0wW63H1VyouF9tbmAR77bgcun1rx2QkYCD4/vg82kp6DSw+2fbWJb4eGnjAk2IzPP7sOQznEAPL84h3dX7iOgagDoFsL5gzsx4+RMFEVhQ14Fd3+xmaKqw08osjraeGJiPzrFykJ5IjLT7u+J/u7mWnPmfanHUn7G/9CsCSjuUmK+vhpT3i81cdUUQ+XYp/BmngaAdc3L2Jc/jhKofgKhoeDpdR6VY54AXb0+zkQ79vKW5/l494eov60NodusZ1K387m+z00AbCxZz/1r/o8Sz8GaYzKju/PQsMdItqbgDrj595r7WFa4pCZu0Vu4qe8MzugyHoD5++bx7KYncP/uSe/xSaO4d/CDWPS1i/FC1OXPjvweOnQob7/9NpdffjmFhYW4XC7i4qq/47OyssjNzaWsrAybzcbKlSu58kpZZFSI1ky1J+PuNw3rhjeDYv6EXniyziIQl4kp94eae6dDNEWPc9it+DqfgC9lGMb84Gms7h7nEEjogWPYrcQsnBH8/uZYXMdc0WDnI9qnKRkX8n3eAhx+R1Dskh5XkBXTgxOST2RpwaKg+KAOQxiYMLgp0hSAommaVlejb775hpdeeolAIMDpp5+OoijccMMNTZEfAD5fQKqJEWwrqOLS91YTCPGTPLtfMved3ovLZ61h44HKoLjdpOezq45jUfZB/vXN9pD93zmmO2f2TWLia79S7g4eHtsj0c6sS4Ye9XmItktXsY+EWScF3bgAeLqOoWL828R8dSXmnG+C4prORMlFCzGUZhM779KQ/TuG3YJz+J0Nnrc4bNKks2r+PGfOvGbM5Mh8ueczntz4WMjYjP53cXLqWC76YTJV/uDPyR4xvXhl1Bs8ueFRvtz7eVBch47nRr6KAty47BpU1KA247ucw4wBdx/1ebREDXVt1PepV3syffr0kK9HGvn92GOPsXz5cjRN47bbbqOsrAyn08nUqVNrdlvTNI1JkyYxbdq0OnOQezDR1rX27zfUALYVT2Hd+BY6dymazogn60yqRj2AZusIgHH/MuzLHsJYuA4Af4c+OEbcg7fbWAAUTwX2pQ9g2f4ZSsCDaorG3fciHCPuBr0JAPOWj7CvfAZ9RS4A3k4nUDXqnwQ69m2Gk24arf7aaEW2l2/jpS3Psq5kDQCdbV24tMeVjO10KgDegIdXt73I/H3zcPqdWPQWxqWdxvV9bsJqkClrR6tBRx698cYbfPTRR1x55ZXccMMNTJo0qUmLRyKy2WvzQhaOAOZvLeS03okhC0cADm+AeZsK+GpzQdj+P1yzH51CyMIRwI4iB6v2ljG0S9yfzl20D5bN74UsHAGYcn/AsG8ZppwFIeOK6sW66V0MB4N3YTjEuvEdnMNuBb2xQfIVbc8nu2dHjHlVb8jCEcCOim2sKFrOgv1fh4yrqHyeO6fmz6Es2P811/S+gSijFEhE/R3JyO9IO+KOGTOGMWPGNGSKQojmptPjHH4HzmE3oavKR7PEo5ljajXxdRpJ2ZR56KoOgKahRqfVimvmGKrGPIFj1AMoroOo9iQw1J5V4OlzPp7ek9FV7kczWGsKU0I0hJ6xvXhqxAuUeErwBjwkW1NqLRtg0pu5se9tXNXreko8B4k3xUvRqBnUq3ik0+kwmUwoioKiKFitMkWpJcktDf9E0BfQ2BCmcHTI7hInuaWusPE9pa6I7wGQW+KU4pEIy1C2K2xMQcOYvwKF8IMg9aW70JflhI3r3CUo7lI0e9JR5Snarn2OvWFjexx72BshDrC5dCNeNfyionsde4i0+ptX9VLgypfikfhTmnvktxCiFdGbUWO7RmyiRqVGjGumKDRT8JqpNRQdakyXI8lOiHpJMCdEjFv0FtJsnZooG/FHurqbwLBhw7j99tspKCjgvvvuY8CAAY2dl/gTUmLCr6OhV6rXJYokLdZCaow5fP/R5qCFs/8oNVbW8hDhBaIif8i30ukuAAAgAElEQVQHOvaPHI/uRCAqLWxcNUWjWWKPKDfRPvxxYezfS7GmkGwJHwfIjMlCr+jDxpOtKSRZU8LG9YqejpbI26wL8UeHRn7HxcVxww038N133zV3SkIIIYRop+pVPJo2bRqDBw9mwoQJLF26lAkTJjR2XuJPOO+Y8E8RTuzekZO7dySjQ+gCkkmvML5fMucNDP+L+XkDUzmzTzIWQ+jLpVOsheFd4/9c0qJdcfe9EC3ML96+1GPxdhuLt9PIkHFN0eHudxHu/qHX/gBw954C+vAFUCHOTj83bGx8+kRO7XwmJp0pZLyzrQujkk/ixJRTwvfR5RzGdzknbPzElJOJNcnoTPHnyMhvIYQQQrQU9Soe3XPPPXTv3p1t27YxY8YMZs6c2dh5iT9hcOdYbj4xA90f5kz0Torib+O6oygKj57dl+To2r9cmw06/n1WHxKjzEwdnMaZfYOn/Izr2ZHpx3YhzmbkkbP7YjXWvmQ62k08NqEvOiXShA3R3gUSelB5yuNoutprEvljM6gY9xwAleOexh/fvVZc0xmoOmkmgQ598PQ4B+fAq4P69nYehWPE3xovedEmTM6Yyti0U4NePyV1HFMyLiDBnMC9g/8VtCNaR0siDwx9GEVRuKXfHfSK7VMrrkPHVT2vY0jHYQzpOIyrel2H7g9frb1i+3Bzvzsa/qREmycjv4UQQgjRUtRrt7Xp06fz5ptvctVVV/HGG28wbdo03nvvvabID5CdPurrQIWbb7YUUuUNMKhTDCMzEmoVdbx+le93FLGzyElilInT+yQRZ639y/zWgkp+2nkQFTgxM4F+qbUX3Ktw+5i/pZCCSi8ZHayM65mIxRh+KocQv6c4CrFs/xSduwRf4gC8maeD7ndLr6l+TDkLMBauRbUk4Ok5EdVeeyqQvmQH5uwvIeDF12U0vjAjlkTDais7jmwr28KywiUAjEwaRa+42sWgCm8F3+V9Q7G7iG7RGZycMgbT70a1aZrGr0W/sL5kLXaDnVPSxpFqqz1y84Azjx/yvsPhd3BMwiCOSxxRa9HHtkZ2W2s8BQUFfPvtt5SXl/PJJ5/w3HPP0bdv0+5sJPdgoq1rK99vouHJtSHai/reg9WreHTBBRfQv39/4uLiGDZsGE8//TQffPDBUSdZX3LjIoQQzUtuoEQ4UjxqPJdffjnXXnsts2bN4rTTTuODDz7gnXfeadIc5B5MtHXy/SbCkWtDtBf1vQer17S1Rx55hIyMDK655hpKSkp4/PHHjyo5IYQQQggRmd/v59hjj6WyspKzzjoLVVWbOyUhRCukK88l+vsZdPhvXzq82pvoBX9FX7L9cAM1gHXtq8S/dyIdX84i7sPTMG/5sPkSFiKEL/d8zlWLL+H0+Sdz+aKL+GT3bFRNvhebkqHuJtCtWze6desGwJlnntmY+QghhBBCCMDn8zFz5kyGDh3KL7/8QiAQaO6UhBCtjK48l/g5E9C5Dta8ZtnxOabchZSd9wmBDn2I/u4WLDs+q4kbizdhXHg7zrIcHMff0xxpC1HLi5uf4ePdhwuauVW7eX7zU2RX7ODOY/7ejJm1L/UaeSSEEEIIIZqWjPwWQhwt26rnahWODtF5K7H/+gSGgrW1Cke/Z137MjpHQWOnKERE+c4DfLJ7dsjY1/u+JKcyu4kzar/qNfJICCGEEEI0LRn5LUTTuu++tjfK5rHET8MOFzBkf8Mv6/dyRlTouKL6+frZG1jq6tF4CQpRh2WFS1AJPz1tScEiMqKzmjCj9ktGHgkhhBBCCCFEG3S0e3223b1CRetRx/5edW7/JRqKjDwSQgghhBBCtHsPPvhIc6fQ4Azfe2Br6Ck//oxxjBh6I8w5J2RcU/ScftNznBqV1pgptli/321NNJ/hiSN5gWfQwlSJRiaPauKM2i8ZeSSEEEIIIYQQbZBz6E2o5rig1zWDDedxt+NPGYonK/S0WNfAq1DbaeFItByd7J2ZkH5uyNi4tFPJipFplU1FRh4JIYQQQgghRBsUiMukbNLn2FY8iXnXfNBUvF3H4Dh2BoHEfgBU/OUFbB1fxrLpXXRVeQTis3AdcwXu/pc0c/ZCVLu53+10iUrns91z2O/cR4o1lbPTJzIl88LmTq1dkeKREEIIIYQQQrRRgfgsKk99gcpwDfRGnMNuwjnspqZMS4h6UxSF87qdz3ndzm/uVNo1mbYmhBBCCCGEEEIIIcKS4pEQQgghhBBCCCGECEuKR0IIIYQQQgghhBAiLCketSL+gEp2sYMDFe6wbfIr3OwsduALqCHjTm+AnUUOSpzesH3kljjZXeJE00Jvh1jm9LGzyEGVx3/EeYqWSVeei75kO6iBkHHFU47+4BYUd1noDjQVfcl2dOW7w7+HowD9wS3gd4Vu4HehP7gFnSO/WfMUDa/MU8quimycfkfIuF/1k1OZTYEr/M++wJVPTmU2fjX054/T72BXRTZlntKwfeypymVPVa7kKYQQQgghRD3JgtmtxIer9/Pmr3spdlQXfQakxnDX2Cx6J0cDsLPIwWPf72DN/goAEmxGLh7WmenHdgHAF1B5fnEOn63Px+kLoFdgdFYH7h7bnY5RZgCW7DrIsz/lkFPiBCA93sqNozM4pUdHoLpo9Oj3O/hh50ECqobFoOPs/incclImZoOuXnmKlsmYtxz7kvsxFm0AIBDVCcdxM/D0mQqA4q3CvvifWHZ8hhLwoOlMeHqeQ9WoB9DMMQCYt32MffkT6Cv3AuDr2A/HqH/i6zQSAF3FHqJ/+jvGPT+hoKGaY3ENuAznsTNApwdNxbbiKazrX0fnKUdDwddlNJUnPYwa263J8hQNr8RTwrOb/sOSgsWoWgCL3sqZXcZzTa+/YtKbAPg450Pez36HUm8JAP3jj+HmfjPoHtMTgOyKHTyz6Qk2lq4HIN6UwAVZFzMl4wIAvAEvr257ka/2foE74EKn6DkhaTS39L+DBHMCAEsLFvPfrS+yx1FdkEm3d+Xq3jdwQvLodpenEEIIIYQQf4aihRtechQCgQD/+Mc/yMnJQa/XM3PmTNLT02viCxcu5IUXXsBgMDBp0iTOPz/yquk+X4CyMmdDp9lqfLRmP48vzA56Pcqs573pQzHqFS58axXl7uAn3DeNzuCS47pw//xtzNtUEBTPSLDx3iVD2Higkutnryeg1r4cdAo8c15/jk2P55J3V7O9KPgJ97ieicw8u0+deabFWv7MaYsmoj+4lfiPx6P4g0eKVYx7Fk+v84j9/EJM+xYHxb1pIyg/92NMO78k9pvrguKa3kzppLmosenEf/AX9JX7gto4B16DY9R92H9+GNvqF4PigahUSi/4Dl3VgUbP89CWtSLYpEln1fx5zpx59T7Or/q5dsll5FTtCoqNTTuV/xt0P7NzPuClLc8GxaON0fx31NsAXLPkUip8FUFtru9zM1MyLuDhtffzXd6CoHhGVCavjHqTDaXruPPXW1G12qPVdIqex459imMSBrWbPJOsyUGxo3Gk18YfJSbKQ4aWqL3fgzUkty9ApcdPgs2EXqc0dzriNw31GdYaKO5S0FQ0a4fQDfxudJ4yVEsH0BtD9+EoBIOl5qFcW9aero2WospXiVf11TxQ+yOf6qPcW0aMMbbmgdkflXpK0CsGYkxt/xptKPW9B2uUkUc//PADAB988AHLly9n5syZvPTSSwD4fD5mzpzJxx9/jNVq5cILL+SUU04hMTGxMVJp9fyqxpu/7g0Zq/IE+HDNfiwGXcjCEcDbK/ZyYlYHvt4cXDgCyClx8v32Yr7aXBBUOAJQNXh9+V5cPjVk4Qjgu+1FXFWUXmeet52cFTIumpdt7SshCzIAtlXPEohJD1mQATDl/YIx7xfsK58OGVcCHmxrXsKXMiRk4QjAuvEtXAMuxbr+jZBxfdUBLFs+xHBwS6PnWXnq8yHj4sgtKfgpZKEDYGHet1zc/TI+yH43ZLzSV8lnuR8DhCzIAHyQ/S7HdRzB93nfhoznVO1iScFPfLnn86CCDICqBZiV/TYVvvLGzzOxCfLMqjvPa3r/NWRcCNE4ypw+nl60i++2FeHxqyRGmbhgcCemH9sZRZEikmh8hvxV2Jc9jOnAcgB8SQNxjLgHX5fqEa14HUT9/DDmbR+j8zlQLfG4+k3HedwM0FX/umjeMRfbiqcwlO5AU3R400/GMfJeAgk9muu0RBuyqyKbV7Y+z8riX9HQyIjK5NKeV3FiyslAddHoje3/Zd7ez6n0VWI32Dmt81lc1es6LPrqAQrLC3/m9e2vsqNiGwCDOgzh2l5/pVdcn+Y6rTanUUYeAfj9fgwGA59++imrV6/mX//6FwBbt27l8ccf53//+x8ADz/8MIMHD+aMM84I21d7fuq1u8TJlDdWho33SY7CYtSzZl952DbXndCVl5eGXzfjvGNS+XpLAS5f6HWSdApMHdyJ91fvD9vHtSO78sqy8O/RJzmKty8eEjbe3v3+yUZTe//4LXSyhl8D682cJC7LKAwbf3t3Epd0Cx8vdBvZWG5jTHL4a/SV7BSuzQq/Lsviohgyo9yNnufkZX3DxluC5nzq9ftrtF+/AfU+LrvbTg6k5IWNp+/pyp708J8d0ZXRgEJldOiiTH36SM1PIz/pAJou9NedoiqkFKY2QZ7d2JO+u3Hz3NuVPV0i5zlw0+Cw8SOxadOGmj/LyKO2pz3fgzUEr1/lsllr2BHiAdz0YZ25+aTMZshK/F5bH11iKNpI3CcTgx7AaToD5RPex5c2gtjPz8e0/+egY929JlM57mnM2z4h5rubg+KqJYHSqfNRo9IaLf/m1NavjZbigDOP65ZeTqWvstbrCgr/HPxvTkw9hQfX3MuPB74POvbYjsN59LinWFG0nL+tvCPoAZxVb+P5ka+SES2ftZE068gjAIPBwN133823337Ls88eHj5fVVVFdPTh5Ox2O1VVVRH70usV4uJsjZVqi5aii7ymeYzNhNWoj9gmNd4eMR4fbSbKbMTl84SMW016OsREnnKWkhD5PWJspnb7M2zpnP7w15hfhUpf5Our0qfHpyoYw/zC6wzocAUi91HujfxR5Azo687Tf/R5tnQt5d+QwVD/vyujFvlna1ZDDzmueS+17q+puvowagb0AT1+XegRmnpV30R5hp4CcEiD5BmoO88/8/P7s1rKNSpES/H9jqKQhSOAD9fs55JjuxBni/zZIMTRsK16LuTIbUX1Y1vxNM6hN4YsHAGYt83BOfQm7L8+ETKuc5dgXf86jpH/aNCcRfsyO+eDoMIRgIbGmzteo7M9PWThCGBF8XI2lqznrR2vhRy57Qo4+XDXe9wz8N4Gz7s9atQFsx999FHuuOMOzj//fObNm4fNZiMqKgqH4/CXqMPhqFVMCiUQ0NrtUy8LMLhzbNiRRWO7d8Bi1PHj9qKQ8T7JUYzNSuBJiyHs1LZTMhJwuX3MWhV6ZNFpvZI4qVs84Sb02E16xmTEM7eOPNvrz7Cl+74gnh7RB0LGlh2M4buCeK7tno8pRNHFr8J3BfH0iXGGHVn0XUE8m8ptnJVWEjJ+wGVi3oF4LupaSGdb6JFF3+XHkRVliZxnfjzXZh1dni1dS/k3dN99D9e77a6KbK5aMj1kLMoQzTPXvsIdy29mc9nGkG2uHn0DAI+tfyhkvG9cf5649jmmfD+BKn/wjQfAfVMe4su9n9dMLfuj8VkTGX/yOe0mz9MvbNiRjr9/Mns016iMPBJt0a+5YXb9BLwBjdX7yxnz28YkQjQG474l4WP7l2FKCj+aWEHDtPML9BXhR7Qa94ZeMkCI+lpdvCJsbHdVDovyf4h4/M+FS9lctilsfFWE/sWf0yjFo88++4yCggKuvfZarFYriqKg11ePCsjKyiI3N5eysjJsNhsrV67kyiuvbIw02ow7x2Rx/Ufrg4o/I7rGM75fMjpF4bttxSzKPlgrHmXWc/e4HpgNOv7+lx78fd7WoHWNLh7WmV7JUSTHmPl5dyk5B2vf+KfHW7lmZFc62E1cNSKd137ZUyuuV+Cusd2xmfR15inqp8mHxfpc+OZegDF/Va2XA7Zk+t02h9diu+HZ8CbGRfeiUPv6cZ94P6/edBW6ir0EPj0PfVXt4o4vaRDnXP0h55jsuBbegXXLB7Ximt6MdeobfHzHiRj3LUWbdxmK31X7PXpN4q4bnga/u0nybGmac0pjQ8iMyeKirEuYlf12rdf1ip5b+9+BRW/hln63c8evNwc9dRqeeDx/STsNgEUHfuCXomW14tHGaG7pdztmvZnb+t/Jw+seIPCHp04XZk4nMyaLS3tcweriFTU7mB3SxZ7OJd0vJ84c367yFEI0DXMdI/3qigtxtDS9OXxQb0LTR55doBnruDcyyIY44uiEW/gaqqeuWfTWiMdb9Vb0ij7o3qo+/Ys/p1HWPHI6nfztb3+juLgYv9/P1Vdfjcvlwul0MnXq1Jrd1jRNY9KkSUybNi1ifzLfHgoqPXy0Jo/V+8qwGfWc1juJM/smYdBX33T4VY1vthQyf0shVV4/x6TFMHVwp1o7nG0vrOKjNXnsLHaQGGXinAEpjMo8vNtClcfPZxvyWbSzGFWD0VkdOO+YVKIth2uMP+8u4dP1+RRWeujWwcb5g9LomxJd7zxFaM0+p9rvwrJ1NuadX6AEvHg7j8Y14FI02+GF7A0HVmDd8Bb68t0EYrvi7j8dX9qImrjiOoh1w1uY9v6EpjPiyToLd58LwPjbB76mYcqeh2XrbHTuEvyJx+A65nIC8d1r+tCX7cK6/nUMBWtRrQl4ek3B0308HFpQtCnybGGa/dpooDyWF/7MvL1zKXYX0S06g4ldJ9MztldNvMCVz2e5c1hfshabwcbYtFP5S9pp6H9bqDOg+vk27xu+z1uA0+9kQPxAzu02mWRrSk0fO8q38VnuHHIqd9HRkshZXSYwPOn4mniVr4ov937OzwXVT2GPTx7F+C7nEGWMand5NiTZba1tk3uwo7NiTyk3zN4QMhZrMfDVtSMwSQGpWbWU79nGYl90L7YNoTclcfc8F+eQG0n4YGzIuKY3c/CylcTOuxxjfug1WKtO+CeuQVc3WL4tSVu/NlqK93a+xf+2vxIyNqTDMP428D4u/OE8/FrwLBoFhbdP+pBXtr7AkoKfQvZxQebFXNP7hgbNua2p7z1Yoy2Y3ZDkxkW0dfLlJMJpKddGS8lDtDxSPGrb5B7s6P1j3ha+2Vp7eQGdAvef0Ysz+sjI7ObW1r/fFEch8Z+cGzT1LGBLomzSZ6gx6diX3I9t3WtBx1aNuh/XwKswFKwl9vML0Plqr1PrSxpI2cTZYGyb69219WujpXD4HNz6yw1kV+6o9brdEMVTI56ne0xPZmW/zWvbXg469sLM6Vzd+3r2Vu3hll+uo8xbe6pwZ3s6zx3/MrGmuEY9h9au2RfMFkIIIYQQor178MzeHJcez9yN+Rx0eumZGMVFQzsxsFNsc6cm2gHNnkTp5LlY1/0P8675gIq361hcA69CjUoFwDHqfvzJQ7Bsehd95X788d1xHXM5vvSTAfAnD6Jsyjysa1/FuH8ZmtGGp8cEXP0va7OFI9F07EY7T494kc9yP+aHA9/jDXgY0nEYUzIupJO9MwAXZV1CZnQWn+XOYZ9jL6nWNM5On8iJqacA0CUqnZdOeJ3ZOR+wougXDIqB0Sknc16384kxxTTn6bUpUjwSQgghhBCikegUhQkDUpgwIKXuxkI0As3aAeeIu3COuCtsG0+PCXh6TAgbD8RnUXXKo42RnhDYjXamdb+Uad0vDdtmRNIJjEg6IWw82ZrCjX1vbYz0xG9kkrUQQgghhBBCCCGECEuKR0IIIYQQQgghhBAiLCkeCSGEEEIIIYQQQoiwpHgkhBBCCCGEEEIIIcKS4pEQQgghhBBCCCGECEuKR0IIIYQQQhwFX0BlQ14Fm/IrUTUtZJs9pS7W7iunzOlr4uxEe6C4SjDk/YquLCd0AzWAoWAthvxVEAh9Deoq9lb34SgI3YfPheHASvRFm8LmoT+4FUPeryjeyj97CkLUqchdxPqStRS48ps7lXbJ0NwJCCGEEEII0Vp9uv4ALy/dTclvRaHUGDO3npzFmB4dAdhb6uJf32xjzf4KAEx6hbP6JXPHKd0xGeQ5rjhKfjdRi+/FsnUOiuoFwJs2nMoxT6DGdgPAtPNLopb+C33VfgACtiScw+/E3fdCAHSOfKIX3oFxz08oaGg6A56ss6g6+RE0UzQA1lXPY1vzEjpPefXbxveg6qSH8HUaCYChcB1RP9yFsbi6sKQa7bgHXIZjxN2gyHUujk6lr4InNjzKkoJFqFoABYXhSSO5c8DfiDcnNHd67Yb8SxZCCCGEEOIIfLutiIe/3VFTOAI4UOHh719sZvW+MhxeP9d9tK6mcATgDWh8uj6fh7/d3hwpizYmeuEdWDe/X1M4AjDlLSfus6ngc2Lct5SYBTfUFI4A9M5Con+4E1P2V6AGiJ07DdOeH1GoHjWnqH4sOz4n5pvrALCufZWoXx6pKRwBGEp3EPvlJehLdqCryiN27kU1hSMAnc+BbfUL2JY/3th/BaIduHfVPSzK/wFVCwCgofFL4VLuXjEDLcxoT9HwpHgkhBBCCCHEEXhz+Z6Qrwc0eGfFPr7eXEhhlTdkm/lbCsmvcDdmeqKN01XswbxzbsiYvmo/lu2fYlvzIoqmhmxjW/0Cpt0LMJRsCxk37fkJQ8EarGteCRlX/G6s6/+HZeO7tQpLv2dd/waKt6oeZyNEaBtLN7C+ZG3I2M6K7fxa9EsTZ9R+SfFICCGEEEKIP8njV9le5Agb35BXwcYDFWHjAQ0258u6MOLIGQvWhi0MARgKVmPIXx3++MJ1GA+siPweuT+gd4ZZAwkw5q/CmL8qbFznq0JfIqPsxJHbXLohcrxsYxNlIqR4JIQQQgghxJ9k1CtYjeFvpWMsBqItxoh9RFtk+VFx5FRzbMS4Zo5Di9BGNUahWiKvF6PZEtEirFmkWuLQLHXkYYmLGBcikmhjzFHFRcORb6x2ZFH2Qd5ftY+dxU462k2cMyCFKYPS0OuU5k5NtALmbR9j3fAW+vLdBGK64hpwKZ7eU2ri+pId1cOf9/yEpjfiyToT55C/otkSqxsEPFjX/Q/L1tnoXAfxJw3AOeg6fF1G1/Rh3LcU65qXMRauQ7XE4+49BdfAq8BgAUBxFmNb8xLmnV+iBDx4u4zGOeRGAh16NVyeot1SNZW5uZ8yb+9cityFdIvOYHK3qYxKOammzdayzbyf/S4bStdiNdgYm3YqUzOmYTfamzFzIURz0CkKp/dJ4tP1oXf9OaNvMqMyE/hg9f6Q8eRoM0M6yy/V4sj5Op9AwJ6C3hH6GnT3moRmsGBf+UzIuKfXJDw9z8W+/HGU39aS+T3VFIO71yRMu7/FnLswdB89J6FaEzBnfxU6x6RBBOIy63lGQgQbnXIyz21+CnfAFRQzKAbGpI1rhqzaJyketRMfrt7Pf37Irvn/MpePJ37IZt3+cmae3bcZMxOtgX3ZQ9jWvFTz/zp3Kcbv1+Is3oxj1D/RF20i7tNJ6HyH57Tb1r2GOWcBpZM+R7MkEDvvCkx7f6qJm/b8hHHPIirHPYWn12TMOz4n+tubaoZf69wlRP3yCKa9iymf8B6Kp4K4TyZiKN9d04dl+6eYchZQPvEj/EkDjz5PKSC1azPXPcj3eQtq/n99yVrWl6zlut43cn7mRaws+pX/W3UnPrV6Ydwybxnv7nyT5YU/8/SIF7EarM2VuhCimVx/QjfW7qsgp8RZ6/Vj0mK4eFhnrEY9lw/vwhvL99aKWww6/nl6T3mAJ46OzkDl2KeI/epyFH/t9bMcw24l0LEvzpiumPYuwliwplbcn9ALx/A70CzxOE64F/uSB2oWzAbQdEYqxzwORhtVox/EULw5qEjlyTgNd+8poOhw9z4fy9aPasVVSwKVpzzWwCct2psoYxQz+t/FI+v/XbNgNoCCwk39ZpBg7tCM2bUvUjxqB6o8fl5YkhMy9t32YibvLWNoF3nyJULTVezBujb0QonWda/h6n8JUb88XKsgc4i+Yg+2ta/gSx5Sq3B0iIJG1NJ/48k8E/uSB0PO2zftX4o5+yv0B7fUKhzV5OdzYF/2MJVjHj/qPB0j/xHyeNH2bSxZX6tw9HtvbP8vZ3QZz0tbnq0pHP3ejoptfL3vC87rdn5jpymEaGHibSbenDaYLzcVsCynBJ0Cp/ToyGm9kzAZqqf63DAqg+Fd4/liYz4HHT56JtmZNDCNtFhLM2cv2gJfl9GUXPA91o1vYzi4FdWWiLvvBfjSRlQ3MNkpO/djzNs/w7xrPmgBvN3G4e41GYw2AFwDr8KXMgzL5vfQV+7HH98dd7/pBBJ6AKDGdqP0gm+xbH4f0/6laAYb7h7n4M08A3R6ACrHPIEn60zM2z5B5ynHlzoMV99paPakZvl7EW3LuE6nkRXTnbl7PmOfYw9p1k6clX4OPWN71X2waDBSPGoHlueW4vKFX0zvhx3FUjwSYZlzFoRdjFFBw7zzC4x7FoU/PvtrdI7CsHGdqxjL5vcjLsZo2vU1hoNbw8f3L8W84/PIee6YW2eeUjxqvxYXBBc3D/GoHubv+4qcql3hj8//SYpHQrRTNpOe8wencf7gtLBthnaJk3st0WjU2K44Trg3fAO9GU+fqXj6TA3bxJ88iKrkQWHjmiUe15AbcA25IXQDRcHbbRzebjKFSDSOjOgsbul3e3On0a7JgtntQEDVIsb9dcRFO6f6I4aVgLfWMOcgWqD6v4h9RN6qWFH99cgjeETIH+N15inarUAdP39vIPRW2/U9XgghhBBCiNZMikftwLD0OIz68HPqT8iIvMuCaN+86SdHjHuyzsSXMizC8adE7EM1RePqc0HEHUO8XSP34UsaiCfrzMh5dq87T9F+HZc4ImzMoBg4tVCa+NUAACAASURBVNPppFrDjyqIdLwQQgghhBCtnRSP2oEEm4mLhnYOGRvcOZYTMqV4JMILdOiNu+d5IWPu7hMIdOyLY/idaLrg7YhVSzzOwdfh6TEBX8f+IftwDr0ZrB1wHntbyLi/Q2/cPc/FNfg6VGvwgniaoscx/K4GyVO0X8d2HM7gDkNDxs7tNoVEaxJX9LoGheBCfIo1lbPTz23sFIUQQgghhGg2UjxqJ24cncGdY7rTOa56ccYYi4FpQzvzzHn90Smy04eIrHLsk9UFGnsyAAFbEo7jbqfyL88C1VvFlk+Yhfe3xRk1nQFP5hmUnfcpamxX0Jspn/ghrv6XohqjAPDH96BizJO4hlwPVC/WWDHuafwJ1QvfqUY7rn7TKZs4GwxW1OhOlJ33Ke6s8Wi66uXavKnDKZ8wC1/6SQ2Tp2i3FEXhoWGPMzVzGjHGGABSrWnc2PdWrut9IwBj007lwaEz6RXbGwCTzsSpnc7gmREvEWsKP3JOCCGEEEKI1k7RNK3FL3jj8wUoK3PW3VDUi9sXwGTQSdGoBZk06ayaP8+ZM68ZM6mDpoHfBQYrhLt+/G5Q9KAPHuFT3YcKfg8YI2xr7nOB3lSzg0eQgK96jSJDmJ1qGiLPFqKlXBstJY+moGka7oAbqyH8NeoJeDAoevQ62Xeioa6NxMTohkhHNDC5BxNtXXv6fhN/jlwbor2o7z2Y3PW2QxZjmF/IhaiLotRs6xpWuIJOTR+6yIUjqDuuNwIRij4NkadotxRFiVg4AjDrzU2UjRBCCFE3Q9FG9Ae3oNoS8XUeHfQATnGXYdr7E6gBvF1ORLN1rN2BpmHcvwxdVR6BuCz8KUOC3kNXsRfjgeVoBive9DHB92sBD6bcH1G8FfhThhKIy2zo0xTt3MbSDexz7CHVmsYxCYNQZDBEk5LikRBCCCGEEEK0QoqrhJhvrsO0f1nNa4GoTlSc9iL+lOq1/KyrX8K+4gkUf/XutprOhHPwtThH3A2A/uBWYuZfg6FsV00fvqRBVJzxKmpUGqh+on68B8vWj1A0FQDVHEvV6Afx9JoEgCnnW6J/uAOd62D1e6DgyTqLynFPVY8EF+Io5DsPcN/qv7GzYnvNa12jMnhgyEOkR3VrvsTaGVnzSAghhBBCCCFaoZgFf61VOALQV+0n9stLUNylmHZ+SdTPD9UUjgAU1Yt91XNYNr4LfhexX0yrVTgCMBauJWbeFQDYlz+GdcsHNYUjAJ2nnOjvb8OQvxp96U5i5l9bUzgCUNCwZH9J1OL7GuO0RTuiaip/W3lHrcIRQG5VDnevmIFf9TdTZu2PFI+EEEIIIYQQopXRH9yKad/ikDGdpxzL1tnY1r0W9njruv9i3vklekdByLixeCPGPT9WF5lCUDQV6/rXsWx4C0X1hmxj2fYJiru0jjMRIrxVxb+SW5UTMlbgymdJwU9NnFH7JdPWhBBCCCGEEO3e7xdIbg3GJJVyf//w8Z9mP8dJSeUYw/zGZyjL5qvXH+KCCBvOfvLM7VyRWRE2vn/NfMp9BobEh44rAQ//uP5cNlfYw7+JEBHkVO6KGN9Vmc3JqWObKJv2TUYeCSGEEEIIIUQrU+yJvGNsscfIwQhtSrwGijymiH3sc5rwqeEXJS7yGCmK8B6qBge9LXtnW9GydbB0jBjvaE5sokyEFI+EEEIIIYQQopVZX24n1xF690+/Cl8dSOCLvA5hj/8yL4EFBfF4AqGLQ8UeAz8UxfNjYWzEPr7MSwgbX1kSRYE7coFKiEhGJZ9ErCkuZMyqtzEm7S9NnFH7JdPWhBBCCCGEEO3SnDnzmjuFo6Iv3ow6dxo6V1HNa5qixzX2UZ6/6QJQ/XgW3IA5+6tax3k7j+aMa9/gDIMF966vMS24ESXgqYmr5lj0573JRzOORXGV4Jt7IcbiTbX6cB5zJbf89QEAHCuewv7rE7Xi/tgMsi75kDnRaQ192qIdMevN3Df4X9y76m6cfufh13Vm7h38AFHGqGbMrn2R4pEQQgghhBBCtEKBjn05ePESLNs/wXBwC6otEXevKagxnasb6AxUnP4qxrxfMO2aD2oAb7dx+LqcCEr1iCNv5hmUTF+Geets9JX7CcR3x917Mpq5esSRZk2gbMo8TLvmY9r/M5rRiqfHRPyJhxdcch57G56s8Zi3f4LOU44vZRie7uNBL6OOxNEb3GEos07+hG/2f8U+x15SbWmc1ukM4s3hR72JhifFIyGEEEIIIYRorUx23P2nR2ziSxuBL21E2LhqT8Y19MbwHegMeLuPx9t9fNgmgYQeOEfcXWe6QhyJGFMMUzIuaO402jVZ80gIIYQQQgghhBBChCXFIyGEEEIIIYQQQggRlhSPhBBCCCGEEEIIIURYsuaREKJedOW5WDfPQl++m0BsV1x9LkSNyzjcwO/GvGMupr0/gc6IJ+tMvN3GgXK4Rm0oWItl62wU10H8SQNw97kQzXp4oTvFXYpl8wcYCtehWeJx956MP2Xo4ffQVEy5P2DO/hL8HnxdRuPuOREM1vrnKVqt1cUrWZj3Lc6Ak/7xx3BapzOxG+018WJ3EfP2ziWncheJliTO7DKejOismrhf9bM4/0d+LlyCBoxMGsXolJMx6A5/FeZUZvPV3i8pchfSLSqDs9LPIdGSWBN3+h18s+9rNpSuw/bb9rBDOg5r8jyFEEIIIYRoSoqmaVpzJ1EXny9AWZmz7oZCtFKTJp1V8+eWuGWsKfsrYhbciKJ6a17TdEYqxz2Lp8fZKO5S4j6bguHg1lrHebr9hYrTXwW9EduvT2Jf8WStuGqJp3zC+/gT+6Mv3kzc3AvRuQ7WauMYejPOEXeB6ifmm+sw75pfK+6P70nZxI/QbB3rzLM1ainXRnPn8cSGR5i3d26t15KtKTw5/HlSbWmsPbiav6+8E3fAVRNXULi53wzO6ToJl9/FPStmsKF0Xa0+BsQP5JFjn8RqsPJ57hye3fQkGoe/Fi16Kw8Ne4zBHYZywJnHjOU3UuDKr9XHWV0mcPuAe5osz5amoa6NxMTohkhHNDC5BxNCCCHatvreg8m0NSFERIqngpjvbq1VkAFQVB/RC29DcZdhX/ZQUOEIwLz7W6wb38ZQsCaocASgc5cS/d0tAER/f1tQ4QjAvupZDAdWYNk8K6hwBGAo3U7Usn/XK0/ROi3K/zGoIANQ4Mrn6Y2P41f9PLT2/loFGQANjec2PUWecz+zst8KKsgAbChdx6zstzjgzOO5TU/VKhwBuAMuHlp7P37Vz9MbHw8qHAHM2zuXRfk/NkmeQoiWaXN+Jf/9OZc3lu8h52Bwsa3c5WP22jxeXrqbhTuK8ast/tmtaE1UP6bsediWP45l49sh73n0JduxrXwW24qnMRRtCIor3iosm2dhW/445u2fQsAT1Ma4fxm2X5/AuvoldBX7guI6RwHWtf/Ftvw/GPf8CC1/jIIQ4k+QkUdCtAC/f3Lfr9+AZswk2EjLTqbH/hI2/kHFMM6NXoNZCYSM7/HFk+NL5CTb9rB9/K/sBK6MWxo2vsTZnU7GUjKMwcUlAJ+mY3bFUC6KXRG2j1kVx7HY1TNsvKXatOnwDV5LGXnU1KrGVeHr6gsd1MC2yIbzpPDfEZbVFjy9PGj20F93ikPBvM2Me4g7bB+2n2w4T3SCEjpuzDUCNHqecR/EhT2+JZCRR22P3INF5g+o/OOrrXy/vbjW65MHpnLX2O4oisLC7UXc9/U2PH61Jp4eb+XZSf3pFNvyRhOK1kVXvpu4udPQV+TWvKYZrFT85Vm8mWeAphH109+wbnq31nHu7hOo/MuzoDNg3LeUmK+vRuetqIkH7MmUj3+HQMe+KN4qYr66HNP+nw+/h6LDedztOIdVPwS0bHiTqCX3o6j+mja+pIGUj3+n1hIFQoiWp773YLKAghAioihd+F+oAWJ1rrCFo+rjPXX20VFfVWcO0UrwE7BDjIpKnN4VNn6oD9E6qVY1fFABNSpCHNAsGpol/HMSzRo5Dr+9R5jCUZ05QoPlKURdJk6cSHR09U1g586dmTlzZk3s3//+N6tXr8Zur16D68UXX6xpK47MG8v3BhWOAD5ed4DeyVEc1zWef3y1FV+g9r/fPaUu/v7lVt6aNripUhVtVMz862oVjgAUv4uYBTdScvFiTLu/DyocAVh2ziXQoQ+uAZcS8/VV6LyVteJ6RwGxX19FybTF2Jc+UKtwBKBoKvblj+NLGohmjiNq0b0ofxi9ayxcR/SPd1FxxmsNdLZCiOYkxSMhWpgHH3ykuVOoxbjnJ/hiWtj4yKl3EVh8X9CNyyH2rFH0ShkCv4Q+L03RM/rKx9A+Ho+ihh610ePEqRgOboHsr0LGA1GdGDn+Hvjy4rB5njT1do7vNjZsvKVqzhE/LYWh2EAgKXSBUvEoGPYZYGjIMAD6Yj36jvqwfeiL9eiL9RFzMO4z4unvQTOHLuAYiqu/TiPladxnxD00fBGzPnkKEYnHU11kf+edd0LGN23axGuvvUZCgowCaChz1h8IH1t3gPwKT1Dh6JDN+ZVsKaikT7IU8MSRMeSvxli8MWRMCXiwbPkIc3b4EaGWTW+jmmOCCkeH6Cv2YNr1NZbtn4btw7rxHVRLXFDh6BBTzgJ0jnxUe0qEMxFCtAZSPBJCROTrciK+jv1D3pz4O/TG2/UUnFXXEv3T34PimqLDNfga/PE9sK15GZ0neA6+p+e5BBL74e41CeuWD4LiqjkWd9+L0FXuw7TrGxQt+Bdr16Br8KWfVGee4sg155S5PVW7uWbJZXj/sJ4VwEV9p3Pluddx96+3saJ4eVA8yZLMWw99wPKin7l/dfA1CnDvaQ8yfPpILv3pAgrdBUHxYR2P47FXnuZ/217mvey3g+ImnYlXrnsDoNHzPPEyuY5FeFu3bsXlcnHFFVfg9/uZMWMGgwYNAkBVVXJzc7nvvvsoLi5m8uTJTJ48uc4+9XqFuDhbY6feKrl9AQ46gv+9H5JX4aHY5Q8bByjzafL3K46Ysj/4O+v3rO48lMq9YeP6qgPY3MFrF/1elCMbxR/+wYfJsRdNDT+1VdFUYjmIFpcZ8X2EEC2fFI+EEJEpChXj3yL6u1sw7VtS87K30/FUjnsWFB3u/pegc5dhXf0COp8DANWaSNWof+JLGwFA+YRZRH93K4bS6rWPNEWPp+dEKk+unlJRdeK/QdOwbJ9TM1/eH5dF5binUe3JqPZkKk59gajF/0TvrL5Z0gw2nIOvxTXwSoA68xStU3pUN/499DGe3Pgo+a7qp/xGnYkJ6edyWc+rAbh38IM8uv4hlhUsrln0uldsb/4+8H7MejMnppzMLf3u4PXtr1Dpq37CGm2M5oqe13BianVB5vHjnuHhdfezrbx68XcFhZHJo7n7mP8D4LKeV+MOeJi751N8vxWIUqypzOh/N+lR3QCaJE8hwrFYLFx55ZVMmTKF3bt3c/XVVzN//nwMBgNOp5OLL76Yyy+/nEAgwCWXXEL//v3p3bt3xD4DAU3WPIogKcpEYVXoAlKXOAvJdmPE4zuYdPL3K46YwdSZ+Ahxpy0dc2wmxqL1IeOB6C44bd2INPatMro3sQYbij/0deqN7oZqScDK4pBxTWegTElCk+tciBarvmseyYLZQrQAzb0Nen3pS3eiL99NIKYrgYQeQXHFW4XhwArQm/ClHgf64JtmQ8EadK4S/B37okalBsV1jnwMRZtQLfH4U4YEJxHwYTzwK0rAgy/1WDRT8IddXXm2Jq3l2mgKqqayqXQDDr+DPnF9iTUFLx6d59xPbuVuEq2JdI8JXiDdE/CwoWQdGhrHJAzCrDcHtdlZsZ0iVxFdo7uRZusUFC/3lrGlbDM2g43+8ceg+0NhsqnybGtkweyj5/V6UVUVi8UCwOTJk3nuuedITU0lEAjgcrmIiooC4LHHHqNnz55MnDgxYp9yDxbZW7/u5fnFOSFjD5zRi2Fd4jjv9RW1Fss+ZFCnGP57waDGTlG0cXFzzsGYvyrodc1g5eD0ZZhyfyBm4YyQx1aNvBdXv4vp8PbwkKPD/XFZlF70I1GL78W64c2QfZSd8yGqOY742WeGHB3u7nEOlae+8OdOSgjRpGTBbCFEgwvEdycQ3z1sXDNF4atjepg/OfLioKo9BW+kefF6I77OJxxVnqJ10ik6BiQMjNgmzdYpZMHnELPezLDE4yL20T2mZ8iCziGxpjhG/D979x1YVX3/f/x57k5yM8hOCCHsPQS3IiDiwo0Ta7W21latrdbaar+1+m212q39qq1tf7bWiaI4cOC2iguRHTZhBbLX3ev8/kCD8d4bUEhuSF6Pv/C8zvnkffGSnLzv5/M5hUenvE6RL3vqqadYt24dt956KzU1NXg8HgoKCgCoqqriuuuu45lnniEWi7FkyRLOPvvsFFd88LvksDK2Nvl4fmVN+44vVgO+cdgATh1dBMBvzxjN/yxYQ1twzxK24QUZ3D5rVAoqlt6m9aT7yX7h0t17Q34m5sym9cT7MNMLCI46H1/TOtKWPoBh7m5imhgERl+Ef+IVYFhoOe3fZL/4HSz+uvYxItkVtM56EAwDz9E/x9JWjbNqYXtuWhx4j765/Z6s7fg/kPn2zzoscQv1PwrP1D2b9ovIwU0zj0R6AM0ukWT03pC+QjOP9l8oFOKmm26iuroawzC44YYbWLZsGeXl5cyYMYO///3vvPzyy9jtds4880wuuuiivY6pe7B9U9XoY9HmRmwWg+OG5FGc5eqQ+8NR3lxfT4M3xPBCN4eX52AYnTzCUeSrME3s297B1lBJLL2A4OBTwZ7W4RRL63YcVQsxzBihgccT/fIeRNEgzk0LsXh2EO03lFD5dLB0fFCDrW4F9h3vY9rSCQ45BTMtr0NuBJpxbnoJI9hKuORQIsWdPM1CRHoMLVsTOYioQSDJ6L0hfYWaRz2T7sFERER6t329B9MOsiIiIiIiIiIikpSaRyIiIiIiIiIikpSaRyIiIiIiIiIikpSaRyIiIiIiIiIikpSaRyIiIiIiIiIikpQt1QWIiIiIiPRUtW1Bnl25iy2NPkqzXZwxtpiynD2PQY9EY7yxvp5FmxuxWgymDc3nmMG5WAyj/ZwN9V6eX7mLBm+IEYVuTh9bTE6avT33BCO8uLqWFTtbyXLaOHV0IWNKsjrUsXhrMwvX1hIIxzi0PIeTRhbitOlzYDkwLM2bSat8HEvbDqL9hhIYfSGxjOJUlyUiPYiaRyIiIiIiCbxf1ciNz64mEIm1H3vo4+3cevIITh5ViCcY4QfzVrByZ1t7/tzKGo4ZlMvvzhyN3Wrh0U+28+e3NmF+lr+ypo5/f7SNe2aPY3RxJlsafVz15HJqPaH2MeYureabhw3gB8cNwjRNbnt5LQtW17bnL1XW8vDH27nv/PHkZzi6/O9Bejfn2qfIfOMGjFik/Vj6kvtoOfWfhAdMSWFlItKT6OMKEREREZEvCYSj/GLBmg6NI4BozORXr6yl0Rfib4u2dGgcfe69zY08vmQHG+u9HRpHn2sJRPjFi2swTZNfL1zXoXH0uYc+3sbirc28VFnboXH0uc2NPv705sb9eo0ihreWzDdu7NA4AjAiPrIWXg3RYIoqE5GeRjOPRERERES+5J2NDbQEIgmzUNTk5cpaXli1K+n1z6+sodEXjmscfW5rk59X1tSxdEdr0jGeW7mLOk/yX97fWF+PJxjB7dQtvXw9rnVPY8Tim5cAlkAjjs2vEhp6WjdXJSI9kWYeiYiIiIh8SYMv3Gle5wnhCUY7uT5Eoy/xL+Wf29Hs7zRv9IU6rSMSM2kJdF6nSGcsvrrOc399N1UiIj2dPqYQkQPG0roNx7a3Ma1OQhUnYLr6dTwhGsRR9RoWfwORgvFEiibGjWGrXY6tdikxVy6hihPA5uqQG4EmHFWvY0QDhMqmEMse2HEA08S+/b9YW6qIZpUTHnAcGOqTy24NgXo+rHsfgCMKjiLPld8hj8YifFj3AXWBWgZlDmZ8bvx7tKptM8sbl5Jhy+CoomNIt2V0yH0RL+/XvIc34mV87kQqMgd13QsSkS4zojCj03x0cSYVuWlUNSZuAI0odDOi0M2LCZacARjAURW5PPjRNoJfWhr3xTFy0oJsbvAlzHPT7RS5nZ3WKdKZSMHYzvP8znMR6TvUPBKR/ReL4n77ZlyVj2GYu2+ATasT7xE34j/kSgDsW98i69VrsQQa2y8L9T+K1pMfwHT1wwi2kPXylTi2v7tnWGcObSfcTahiBgBpy/5Bxgd3YkQCu78GBoFR5+OZdhdYbFibNpL14uXYmvfsARHJHkTrqf8kmju8y/8apGf7x9q/8sSmR4iau2cKWA0r5w+awxUjvw/A6qaV3Prpz6kP7PkUdnjWSH41+U4K0goJRoP8ZtltvLPrrfY83ZbOtWN+zIn9TwHg1R0vc/eq3+OL7PlFb0rRNG6e+EucVv2CJ3IwmVSWw5jiTFbtit/TqCzHxfShefhCEX69cH3C6y8+tIxxJZk8+OE2mv3xs4OmDs1jdEkmp40pYt6ynXF5mt3C7AmlNPnDvLaunmgsfgHcBYf0x2bVByTy9QWHzCL64e+wtm6Ny8LFk4mUHJqCqkSkJ9JPGxHZb+lL7iNt9SPtjSMAIxrEvehXODa/iqVtB9kvfadD4wjAseN9Ml+/DoDMN27o0DgCsASbyXr5u1hatmDf8ibud29tbxwBGJikVT5B+uK7IRYh+4VvdmgcAdhaNpP9wjchqmn9fdmL257n0Y0PtTeOAKJmlMc2/YcF257DE/Zw8+IbOjSOANa1ruGWJTcBcH/lPR0aRwC+iI/fLr+Dtc2VrGtZw13Lb+/QOAL4b81b3Fd5T9e8MBHpUn84awyHlud0ODa6OJO/zB6HzWrhzHElXHVsBWn2PbfUWS4bN88cxjGDcsly2fm/2eOoyE1rzw1g+rB8bj1lBADXTxvC6WOKsBp7vkZJlpM/nT2W0mwXY4ozuWPWSHLT7e25w2pw8eQyLjtiQNe8cOk7rA6aT3+EcMH4DodDZVNoOeWfKSpKRHoizTwSkf1jxnCt+FfSOG35/yNcPKlD0+eLHFWvY6v+EMfmVxLmRjRI2upHsNZXJv8aKx8ikjcSa+uWhLm1bTuOza9ow8c+7OmquUmzZ6qeJBQN0RpOvGnt2pZKFtd9zCvbX0yYx8wo87fMa/9zIgu3v8gVI76P2+7+ipWLSCrlZTi4/7zxbKz3srXJT0mWk5FFmR3O+dYR5Zw3sZQl21uwWgwml2Xjslvb8xFFbp781mEs29FCoy/MsIIMynL2NJMcNgu3nDyCK4+poHJXG5kuG4eUZWMx9nSTjh9ewHFD8vhkWwuBSJQJpdnkfKGZJLI/YjmDaD7/RWy1y7F4dhDNGaIZ2yISR80jEdkvRrAFq68maW5tWo/pzEp+PSb26g86zFqKG6NxQ9yMoi+y+Buw1a7stE5b03o637ZUerOtnsSNRYAqTxVbvclzgFVNywnGkj/xaKt3C0bSFIKxIDX+nbjtw/ZWqoj0QEPyMxiSn3wPJLfTxnFD8jodY0L/7E7zokwnRZnJl7farBaOqOiXNBfZX5HC8VA4fu8nikifpGVrIrJfTEcmMWfyG+KYu5Sou7TTMaJ5ozrNY5klRN0lyXO7m2hO55sSR939O82ldytIK0yaFbmKKHQlzwEqMgdhNaxJ8wJXIQWuoqS51bCS58xPmouIiIiI9GRqHonI/rHYCIw8P2nsH/MNAqMvwkzyxLNw8WRCg04kVHpEwtzEwD/6YgKjL076NYIjzyU47HRirtyEecyZTVBL1vq00wacmTwrP5OTyk7FbnEkzEvT+zOleBrHFk1NOsbp5WdxWnnyr3Fs0VRynJoxICIiIiIHJzWPRGS/eY+4kVDZsXHH/WO+QXDkeURzh+OZdiempeNK2WjWQFpP2L2RcNuMu4lkd5w9ZBpWPFNvJ5o/muCIc/CPuyzua4RKj8Rz5E1gS6P1lL/HzYKKOTJpPfkBsKfv56uUg9n5gy5iavHxccePK57G+YMuIteZx/9MvA3HlxpIuc48bpt0BxbDwo/G3sDQrI57QBgYXDbsO0zOP4zJ+YfxrWFXYHxpAdvQrOH8cMyPD/yLEhERERHpJoZpmvHP/exhwuEozc2+vZ8ocpCaPXtW+5/nzVuQwkr2j33buzi2vYVpcex+9GvBmA65xVONc+3TWAJNRArGERxyKli/8Mt6NIxz00vYapYSS8slOPwcYpkdl7xZ61fj3LgAIxokNOA4wmVT4AubihqhNpzrnsHaXEU0u5zg8HM63XOpp+st742eYlXTChbV7H6q39FFxzKm37gOeXOwiVd3vEx9sI4K92Cml56Ay+pqz6NmlA9qF7G8cSkZtgyOL51JWUbHpx1t927jjepX8Ua8jM+dyJGFR3e65E12KyjI3PtJ0u10DyYiItK77es9mJpHIj2AGgSSjN4b0leoedQz6R5MRESkd9vXezA9bU1EREREpAu9vaGB51fuosEXYkShm/Mmlnb69DYREZGeRs0jEREREZEu8rvXNzB3aXX7f6/c2cZzK3dx1+mjmTIkL4WViYiI7DttmC0iIiIi0gWWV7d2aBx9Lhw1uePV9URiPX73CBEREUDNIxERERGRLvFKZW3SrN4b4pOtzd1YjYiIyNen5pGIiIiISBfwhiL7lYuIiPQUah6JiIiIiHSBif2zk2ZWi8G40qxurEZEROTrU/NIRERERKQLnDyqkLIcV8LsjLFFFLid3VyRiIjI16PmkYiIiIhIF3DZrdx/3niOHZyLxdh9LMNh5RuHlnHjjGGpLU5EROQrsKW6ABERERGR3qo4y8Wfzh5LvSdIkz9M/+w00h3WVJclIiLylah5JCIiIiLSxfLdTvK1TE1ERA5SWrYmIiIiIiIiIiJJqXkkIiIiIiIiIiJJqXkkIt3K8DdgbdoA0WDiE6JBOnJqwgAAIABJREFUrE0bMHz1ScewtFVjbd4EZqyLqpS+rC3cylZPFYFoIGEejUXY6tlCfaCumysTEREREUkN7XkkIt3C0rYD9zv/g2PL6xhmjJirH/7xl+M79IdgWMA0Sf/kL6Qt+weWQCOmYSFUPh3Pcb8illUOgG3XJ7jfvRV7zacARLMG4j38eoIjZqfwlUlv0RJq5p5Vf+S/u94iYkbIsGVw6oAz+M6I72G32AGYXzWPRzc91N44mpg7iR+MuY5BmUNSWbqIiIiISJfSzCMR6XJGyEPO/PNwVr2K8dlsIUugiYyP/kDG+3cAkP7h78j48LdYAo27rzFjOLe8Ts4z52EEW7E2riPn2YvaG0cA1tYtZL32Q5zrn+v21yS9SzQW4YYPf8ibO18jYkYA8Ea8PLn5Mf6w4k4Anq56kntW/6HDjKOljUu47oNrqPPXpqRuEREREZHuoJlHItLlnGufwtq6NWGWtuJf+Md8k/Rl/0iYWz07cK2Zi7W+EiPiS3hO+sd/JjjsjANWr/Q979a8w8a29Qmz13a8wsVDLuXRjQ8lzFvDLczfMo8rRn6/K0sUkR5qa5Off3+0lUWbm7AYMH1YPpcePoCCz56sFomZzP10B8+t3EWjN8zwwgzmTC7j6EG57WMs29HCQx9vZ0V1K5kuG6eOLuTiyWW47NZUvSzpS0wT1+pHca16GKunmmjOEHzjLyc09LRUVyYiPYiaRyLS5ew7PkiaGZEAzvXPJm0M7b7+fWwNa5LmtqZ1GL56zPT8/apT+q5ljUuTZjFivLXrdRqDDZ1cv6QryhKRHm5Tg5crHl9GayDSfuyJT6t5a0MD/++iiRS4Hfz0udW8s3HP948PtzTz0ZZmbpo5jLPHl/DW+np+9vxqoubuvMkf5q/vbeGDqibuPXc8DpsWCkjXcr91I2mrH2v/b4u/geydH+FtvhHfodemsDIR6Un000hEupxpz+g8d+Xs5fp0THt68tywgs31tWoTAUizpnWaZ9my93J98veniPRe979b1aFx9LmatiAPfbyN96uaOjSOPmcCf3lnM75QhD+9vam9cfRFS3e0snCtlsRK17LWrerQOPqi9I//3OkDTESkb9HMIxHpcsFhZ5C25omEWTSzjMDoOaR/+lesrVuSXH8WkdxK3A2VCfPQwBmYDvcBq1f6nuNLT+CxTf9JmGXY3Jw04FQWVr9EZfOqJNfP7MryRA5as2fPSnUJXcbEYNtRN+x+6EMCT32wlgUvbYTiiQnztmCEM6+/jeZByb9//PbRBTy45ukDUm9PNm/eglSX0Gc5N72YNDNiIZxVrxEYfWH3FSQiPZZmHolIlwsPOI7AiHPjjptWJ56pd4DFStu0OzGtzrhzAsPOJDTwePzjvkW4MP4GPJZWgPeY/+mSuqXvGJI1jPMHzYk7bjGsXDvmelxWF9eOvp4MW3yT8tD8w5nZ/+TuKFNEehLDAIyksWmxYCZpLLWfY3T+Oe7erhfZX0YsfuZcB3vLRaTP0MwjEel6hkHbjD8RKp+Ga82TGIFGIgXj8I+/nGjeSADCA6bQdP5LpC3/f9hqlmKm5RIYcS7B4WftvkF3ZNB81pOkrX4U58YXIBoiXDYF//jLiGUUp/gFSm/wvVHXMC53Agu2PUd9oI4K9yDOrjiPUTmjARiRM4oHjv0XT1c9yfLGpWTYMji+dCYnlZ2KzaIfpyJ9jWHGcLZsIZhTkTBPa9pEWvMmvEXjE18fDeGuXUFb6WHEksyeTWvadKDKFUkoNHA66UvuTZiZhoVQ+dRurkhEeird7YpI9zAMgsPP2t0MSiKaOxzPtDuTj2FPwz/h2/gnfLsLChSBY4qmcEzRlKR5SXopV4/+YTdWJNJ79MalSct2tHDVk8sJfWnTIrfTyoM3fouyHBdXPLGMlTvb4q694thhXHHjUzy9rJrfvLYhLh/YL41//+mXZDh65+16b17SeDAJlx5JcODxOLe8EZcFxnyDWNaAFFQlIj2R5sKKiIiIiHwNE/pnc9954zm0fPeDHywGTBmcy98vmEhFXjo2q4W/zB7HBYeU4nZaASjvl8bPThjKFUcPBOCcCaXcPmskQ/N3P1zCabNw5thiHrhwQq9tHEnP0nrK3/FNuoaYKxeAqLsUz1E/x3Pcr1NcmYj0JPqJJCIiIiLyNU3on839540nGIlhAA5bx89m3U4bNxw/lOunDyEYiZFmt8aNceLIQk4cWYg/HMVutWCzJN9LSeSAszrxHvUzvEfeCGE/2NM/29NLRGQPNY9ERERERPaT09b5hH6LYSRsHH3R3nKRLmVYwJGR6ipEpIfSsjUREREREREREUlKzSMREREREREREUlKzSMREREREREREUlKzSMREREREREREUlKzSMRERER6dW8oQiRaCxpHo7G8IejSXPTNPGGIsRMM+k5gXCUYCT514jEdo9hdjJGd9QpkpQZwwh5QO8fEUlAT1sTERERkV7ppcoa/vXhNjY1+HDaLMwcUcA1UwaRl+EAYHuzn//772be2tBANGYyujiT7x41kGMG5wIQjZk89PE2nlxaTZ0nRLbLxlnjS/juUQNxfPZ0tU+3t/DX96pYsr0FiwFHVeRy1bEVDC90A+AJRrj/3SoWrK7BG4pSluNizuQyzptY2q11iiQVCZDx8R9xrXoUS7CZaEYx/nGX4Z901e4nsImIoJlHIiIiItILzVtWzS0vrmVTgw+AYCTGC6tq+O4Ty/CGItR5gnzn8WW8vq6eaGz3TIvVu9q4fv5K3t5QD8BvXlvPfe9WUecJAdASiPDvj7bx0+dXA7BsRwtXP7WcJdtbAIiZ8N7mRr77xDKqGnxEojGufmoFc5dW4w3tnjG0vTnAb1/fwAOLqrqtTpHOZL/0HdKX3Icl2AyA1bsL9wd34n775ymuTER6EjWPRERERKRXCUdjPLBoS8Jsa5Of51fW8NgnO2jwhuLymAn3v1fFtiY/z63YlXCMdzc1smxHC39dtIVwNH6JjzcU5V8fbeXNDQ2s3tWWcIyHPt5OgzfYLXWKJGPf8T6OrW8lzFyrH8HSurV7CxKRHkvL1kR6mNmzZ6W6BBERkYPamhoPjb5w0vz9qkZq2+IbMp/bWO/jlTW1dLbzy7ubGlm8tTlpvmhzExbDSJoHIzFeWFmz33Uu3Eudi6qamNA/u5MzpC9L1jgCMMwYjq3vEBj7je4rSER6LM08EhEREZFexWZN3rQBsFks2Cydn7O3vYJsVgNrJ2PYrMZe69jr19iHOu17HaPz66VvMy17mUuwt1xE+gx9NxCRA6IsLcicgbUcnttG2DR4uzabx7YW0hLe/W3GapicU1bPKcWN5DgirG1L5/GtBSxrdrePMT7bw4XldYzM8tEatvHyzn7M255P2Nx9Y5xli3BheR3TCptxWEwWN7l5dEshW32ulLxmObjU+mt4fNMjvF/7LqZpcnTRFC4cfDGFaUUAxMwYL257jgXbnqMuUEeFexDnDrqAIwuPaR9jXctantj0MMsbl5FuS2dG6YmcO+gC0m0ZAPgjPp7c/DivVy/EF/ExLncCFw7+BsOzR6TkNYv0VSMK3ZRmu6huCSTMpw/Lo84TYk2tJ2E+vjSLU0cXcf+7VURiief1zBhewMZ6H2+ur0+YHz8sn2MG5/LM8sRLyjKdNs4cV8zjn1Z3aZ3Th+UnPC4CEBwyi4zFdyfMTIuDYMUJ3VyRiPRUB7x5FA6Hufnmm9mxYwehUIjvf//7zJgxoz1/8MEHeeqpp8jN3f10iNtuu43Bgwcf6DJEDirz5i1IdQn7xVq/mpxnzsUSam0/NmdgHeePz6B59rOYzhyyXvwWzi3L2/N8ZytHF3hoO+FugsPPxrHhBbIWXo1hRj/LI1w1bCffOX44Laf9GyPURs68s7A117aPcWpJEyeXh2k5+0kiBeO67wXLQWeXbyc/eP9KGoJ7fsmbv+Up3tn1Jn856m+UpJfy2+W3s3DHS+15Y7CBJQ2LuXrUD5k96AKW1C/mpsU3EI7tXkLSEIR/rf8H79e+x5+OvBeA6z/8AWtbKtvHeGvn67xX819+c+jvmZR/aDe9WhGxGAbXTxvMT5+vbN9k+nOH9M/ipJGFBCMxXq6sbd+o+nMum4UfTh1MfoaDbx9Zzt8S7Ek0e0IJQ/Mz+P4xFSzZ1kxLINIhL8p0cunhA8jPcDBtaB5vbWjokBvAtccNIt1h65Y6RZKJ5o/GP/pi0lY/Epf5DrsOM13NRxHZzXrrrbfeeiAHnD9/Ph6Ph7vvvpuZM2dy1VVXcdlll7XnjzzyCD/5yU/43ve+xznnnEO/fv32OmYsZhIIJF8PLiKplfn69dgb18YdtwSbwbBgRPwJP9UyMLHvXIx/7KVkL7gUSyh+U1Fr6xYieSNxbl6Ia9NL8WPEQlhbthIcee6BeTHSK927+m5WNC2LO+6P+vGGPfRz9uP/Vv8p4bUrmpZx5sBz+NXSX9IQrIvLG4L15Drz2NC6jhe3Px+Xx8woG1rXc8bAs/f/hfRiGRnOVJcgCezvPdjcuY+2//mCCy4+ECXts4rcdA4rz6E1EKE1EKEo08mcyWXcOGMoTpsVh83CSSMLsFkM6rwh7FYLU4fm8cuTRzCqOBOASQNyGJKfToMvTCgSY3BeBt87poLLjyjHMAz6pds5fng+wUiMRl+ITKeN08cW88uTh1PgdmIYBscPLyAnzU79Z5teT+ifzU9nDOWEEYXdVmdPlMr3hnQUqjiBmLsUi68WIxYlXDgezzG3aK8jkT5iX+/BDNM0O9tj7yvzer2Yponb7aapqYlzzz2X119/vT0/5ZRTGDZsGHV1dUybNo0rr7xyr2OGw1Gam317PU9EUiDsI//vIzHMWMI4kl1BpHgyrrXzkg7RduxtZL77y6R5YOgZ2BrWYGtalzA3MWj4zipMZ9ZXq136jNMXzsQb8SbM0m3pnDbgLOZufjRhDnDVqGu5r/KepPnE3ElgwNKGJUnPeWjqE5RlDNj3ovuYgoLMVJcgCezvPdgXHwJxsM+ylQNL7w0RkZ5hX+/BDviytYyM3VNjPR4P1157LT/60Y865LNmzWLOnDm43W6uueYa3nzzTaZPn97pmFarQU5O+oEuVUQOhGAkaeMIwGpGsFiT5wDp9s5zhzWGQSRpbmCSnWmHdH2fkMQiZvL3TyQWwWrv/HMUi6Pz3LRE9/rpflqGVT/LREREROSg1CUbZu/cuZOrr76aOXPmcPrpp7cfN02TSy+9lMzM3Z2tqVOnsnr16r02j6JRUzOPRHosGzlFk7DXJJ5xESibSrh4Elmrn0mYx+xuGivOJs/5ZyzBloTneEuOxebII61pU8I8XDiB5lAahPR9QhI7NP9w3qv5b8LssIIjGJc1mcd4LGFuNawcmzuDJ9OepMafeOPbSf0OB2Bp3dKEeVFaMf3MYv0s64RmHomIiIj0XJ0/2/NrqK+v5/LLL+cnP/kJ557bcQ8Sj8fDaaed1r607cMPP2Ts2LEHugQR6WbeI36S8FGvMWc2vkO+R3DYmUTyRiW81jf5GkjPxzf52oR5pN9wAsNn45v4PWKu+D3STMOK7/Af798LkF7vkqGX47TEr+d2WpxcMvRbHF5wJONzJya89syBsylMK+Rbw69ImBe6ijhj4NmcMfBsCl1FCc/51vArsBgH/EeuiIiIiEi3OOAbZv/xj39k1apVbNiwgWeeeYZnnnkGm83G0qVLmTRpEv369eO2225j/vz5TJgwgQsuuGCvY2rDbJGeLZY9kHDxoVhbqrB6qjENC6GKE2ib+RdiuUPBYiM49HSMYAu2po0YsTCR7EF4j7qJwITvABApOZSYuxRr8wYsgSZMWxqBEefSNvMecGZhOrMJVczE4t2FtaUKA5Nw0STapv+W8MDOZy+K5LnymZx/GDW+Xezy78TAYHLeYfxs4i8YmTMawzCYWnw8wWiQrZ4thGMhCl1FXDL0W1w27DsYhsGQrGFUuAex3buNplAjdoudacUz+Pkht5LnysdldTGleBpNwUa2+7YRM2MMyRzGtWOuZ0bpian+K+jxtGF2z3Qwb5gtPZveGyIiPUPKNszuCtowW+TgYYQ8mBYr2NISnxANY0T8nW5ubQRbMW1pYLUnPiHix4hFMR3uA1Cx9DWBaADTNElL8h6NxiL4o34ybO6k+xh5w17sFjsOqyNhHoqGCMfCZNj1iOx9pWVrPZM2zJauoveGiEjPkLINs0Wkb9trQ8dqx0zWFPp8jL09Nc2WRo/vekuP5bK6Os2tFhtuS+c/RPfWFHJYHUkbSyLSvYKRGFsafWS5bBRnJf73v63JTyASZVBuOjZr/BLT1kCYna1BCt0O+qXH/9uOmSabGnzYDIOKvMQb49d5gjT6wgzISSPdYU1JndK3WRvXgxkjmjsMEiylNnz1WLw1xLLKMJ3ZKahQRHoyNY9EREREpNcxTZN/frCVx5fsoCWw+4mLh5Rl87MThjI4b3cDeHl1K79/YwOVNR4A8jMcXH5kOedNLAXAH47yhzc38tLqGkJRE6vFYPrQfH56wlBy0nZ/EPJKZS33vbuZ6tYgAIPy0vnR1MEcPSgXgF2tAX7z2nre39yECaTbrZw9voRrplRgs1q6rU7puxxVr5Ox6FfYmjYAEM0aiPfInxIcdgYAhr8R99s349z8MkYsgml1EhgxG8+xt4E9yUxyEelztGxNREREUk7L1g6Ms846q/2ptmVlZfzmN79pz+bOncvjjz+OzWbj+9///l6fdgsH97K1v71XxT8+2Bp3PDfdzmOXTqY1EOHShz/FF47GnXPzzGGcPb6E655ZybubGuPy0cWZ/GvORN7Z2MBPnl0dNxvWZjF44IIJDCvI4MJ/f8KOlkDcGGePL+bmmcO7pc5kS3BTScvWuodt58fkzD8PIxbpcNzEoHXWvwgNnE7Ok7Ow162IuzY46CRaT/1nd5UqIimiZWsiIiIifUgwuHvmy3/+85+4rK6ujv/85z/MmzePYDDInDlzOOaYY3A4eufSJl8oymNLdiTMGn1hnlm+k9q2UMKGDMC/PtzKyEJ3woYMwOpdbSyqauKfH2xNuIw6EjN56ONtHDMoN2HjCOC5lTV849Cy/a+zaO91HvPZLCjpe9I/+b+4xhGAgUn6J/eAGUvYOAJwbn4Fa0Ml0SRPzBWRvkXNIxEREZFeYM2aNfj9fi6//HIikQjXX389EydOBGD58uUccsghOBwOHA4H5eXlrFmzhvHjx3dbfbfc8rNu+1pN1n543UclzZ96azEBiwusiT9trW4Ncts/nwDX8KRj3P3os2x2DUmav7duJ+tXLwNHWcI8GjP52b2P4E0bsX91/qPzOu95dD6vBNclzaV3s+/8OHm26xPs1e93fn31R2oeiQig5pGIiIhIr+Byufj2t7/NeeedR1VVFVdccQUvv/wyNpsNj8fTvpwNICMjA4/Hs9cxrVaDnJzEG0B/VTZb/Aa9XcVpJJ6p8zm7ESVK/GyMdqZJmtFJDjgtESxmlJgRv/k1gJ0I9r3UkWaEu7xOhyXarX/3X8eBeo9JPMOVCaHWhJlpz8CZldfp9Wk5ebj0/0dEUPNIREREpFcYNGgQAwcOxDAMBg0aRE5ODnV1dZSUlOB2u/F6ve3ner3eDs2kZKJR84DtO3nLLXcckHH21ZyHPmF9nTdhdv05x1PrCfK7NzYmzI8enMvts77DKX/9gEAkFpdbDPjt1ZfwwKItvLCqJuEYFx49kmMGHc23H1uaMC9wO/jbdd/nmw8v6fI6S5I8vS2VvrjnkfY27ToZQ88kfcl9CbPAsDPxlZ9GLndiJFiAGbNn0Fw0DVP/f0R6tX3d86hnfwwhIiIiIvvkqaee4s477wSgpqYGj8dDQUEBAOPHj+eTTz4hGAzS1tbGxo0bGT48+VKn3uCmE4aR4YifFXTiiAKOG5rHWeNKOLQ8Jy7PTbdz3bQhuJ02bpwxFEuCvaavPnYQJVkurjq2gv7Z8Y2ZEYVuLjm0jPGlWVxwSGlc7rAa/HzmcGwWo1vqlL7LN+lqInmj445HsivwHn4DseyB+I64MS43DSueqbdjOtzdUaaIHAT0tDURERFJOT1tbf+FQiFuuukmqqurMQyDG264gWXLllFeXs6MGTOYO3cuTzzxBKZpcuWVV3LSSSftdcyD+WlrADta/Mz9tJqVO9vIctk4ZVQhJ4wowPLZ08fC0Rgvra5l4dpaAuEYh5bncO7EUvIz9mwkvmpXG08trWZLo5+SLCfnTChh8oA9zZzWQJinl+1k0eZGrBaDaUPzOWNcMWn2PQ2h/25s4LmVu2jwhhlemMH5h5QyOC+jW+vsaVL93uhTQl7SKh/HsfllMGOEBs4gMOZiTGd2+yn27e/hWvUIVs8OIjlDCYy7lEhh9+2JJiKps6/3YGoeiYiISMqpedQzHezNI+m59N4QEekZtGxNRERERERERET2m5pHIiIiIiIiIiKSlJpHIiIiIiIiIiKSlC3VBYhI32GtW4VrzVws/gYiheMJjDwf07VnM08j2IJrzZPYapYSc/UjOPK8jps1mib2be/g3PgCRiRIaMBxBIedDlZnCl6NiIiIiIhI36DmkYh0i/TFfyHjw7v2HFg/n/Ql99J8xmNE80djbVhLzrMXYvHX7blmxYN4D7sO3+E/hliUzIVX49r4QnvuWvc0kaV/pfnMuZhpud35ckRERERERPoMLVsTkS5nq13WsXH0GYu/gazXrgUg8/UfdWgcfS7j4z9h2/UJrtWPdWgctY/dsAb3ol8f+KJFREQ+s6Heyxvr6qisaUuYe4IR3t5Qz7ubGgiEo3G5aZos29HCG+vq2NbkTzjGrtYAb6yvZ/HWZmI9/2HI0gvZapbi2LgAa8PaVJciktCm1o28s/NN1rXoPZoKmnkkIl3OVTk3aWZrWINj3XzsdSs6uf4JbA2VSXPn+mdpm3o72NL2q04REZEvqveG+MWCShZva2k/NqrIzR2njaIsZ/fPnP/3wVYe/HArgUgMgEynjWuOG8Q540sAWFPTxi9eXENV4+6mkQFMHZrHL08egdtpIxSJccdr63l5dQ3Rz3pGJVlObjlpBIeW71naLdJVrM2byFx4dYd7sVD/Y2g98V7M9PwUViayW32gjl8v/SXLG5e2HxuZPZpfHPK/lKSXprCyvkUzj0Sky1n89Z3m1tYtnV/vq8fib0iaG9EgRjDxp8EiIiJf14/nr+rQOAKorPFwzVMriERjzF++k/vfq2pvHAG0BSP85tX1vLe5kRZ/mGueWtHeOAIwgbc2NHDby7s/Of/jWxtZsGpP4whgZ2uQ6+evpLol0KWvT4RoiOznLo77EM+x4z2yX/p2iooS2cM0TW5e/JMOjSOANS2r+elH1xGNRVJUWd+j5pGIdLlI/tikmWlYCZUfj2lJPhEyUjCGSP6YpHnUXYKZlrdfNYqIiHzRku3NrN6V+IOJHS0B3tzQwMOLtye9/pHF21mwuoaWQOJfbN7e0MCqnW08v3JXwtwfjjFvWfVXL1zkK3BuXIC1bVvCzL7rE2w7F3dzRSIdfdrwCRta1yXMtvu2saj2vW6uqO9S80hEupx/9IXEnNkJs+CwM4gWjiM4/JyEecyRSWDMxfgmXIFpJP6W5Z/wXbBYD1i9IiIia2u9neard7WxJcn+RQDraj2srfUkzU3gg6pGQtHk+xt1dr3IgWCrW9l5Xt95LtLVkjWO9jWXA0fNIxHpcmZ6AS2nP0wke9CeY4aFwLAzaZu2eyPttqm3Exh+DqaxpwkUzRpIy+kPE8soJlJ6OG0n3EMsbc/ae9Pmwjv5B/gnXtF9L0ZERPqEvHR7p3mB24HbmfyDi9x0B3npjk7H+HzfpM7GEOlKsfTCzvM07XkkqdXP2fkTlfs59MTl7qINs0WkW0SKDqHp4new7VqMxd9AJH8ssayyPSfY0mibeQ/eI3+KrW4FMVcukZLDwDDaTwkOP4vgkFOx73gfIxokXHI4pkubiYqIyIF33JA8sl22hMvOHFaDU0YVsqs1yGNLdiS8/vSxRRwzOJeHF28n0dyi8n5pnDiygHnLqvl0R2vCMc4YW7w/L0FkrwLDzybjg7swYqG4LJaWR2jQzBRUJbLHsUVTcdsy8UTilxE7LU6OL9V7tLto5pGIdB/DIFJyGKHBJ3dsHH1BLLM/ocEnEyk9vEPjqJ3VQbh8KqFBJ6pxJCIiXcZlt/LrWSNx2TreLtssBr88eQT90h1cecxAxpVkxl177OBcLprUn8F5Gfxo2mC+/NMs22Xj17NGYhgG/3PSCArd8TOMLjt8gJ62Jl3OzCik7fjfxe09adrSaZ15L1idKapMZLc0Wxo/n3grTkvH96LNsPHTCb8gy5GVosr6HsM0zeQLrXuIcDhKc7Mv1WWIiIhIFykoiP8FXFJvf+/BZs+e1f7nefMWHIiSul29J8izK3expdFPSZaTM8YV0z97z3KzSMzkrfX1vLe5EavFYPrQfI4a1A/LFz4A2dTg5fmVNTR4QwwvdHP6mCKy0/Ysi/OGIry4upaVO1vJdNo4dXQRo4t797+J3vDe6E0sLVtwVT6OtW0H0X5DCYy6gFhGUarLEmlXF6jjpW3Ps927jZL0Uk4pO43i9JJUl9Ur7Os9mJpHIiIiknJqHvVMah5JV9F7Q0SkZ9jXezAtWxMRERERERERkaTUPBIRERERERERkaTUPBIRERERERERkaTUPBIRERERERERkaTUPBIRERERERERkaRsqS5ARERERKSnisZM3t3UwNYmP8VZLqYOycNh6/j5a1WDj0VVjVgMg6lD8yjJcnXI/eEob6yrp9EXYniBm8MH5mAYRodzlm5vYcXOVjKdNmYMLyDT1fE2vd4b4q319QQiMQ4bkMOIInfXvGAREZEE1DwSEREREUlgc4OP655ZyY6WQPuxvAwHvztjNONKs4jGTG5fuI7nV9W05396ayMs+7EEAAAgAElEQVTfOLSMHxw3GID3NjXyPy9W4glG288ZVpDBn84eS1Gmk9ZAmBvmr+LTHa3t+R/e3MhNM4dx6ugiAB5evJ17/7uZSMxsP2fqkDxuP20UTpsWEoiISNfTTxsRERERkS+JmSY/nt+xcQTQ4A1x/fxV+MNR/vPxtg6No93XwUMfb+fF1TXUtgX56fOrOzSOANbXefn5C5UA3PHq+g6NI4BAJMb/vryWDXVePqhq5O63N3VoHAG8vbGB//vv5gP1ckVERDqlmUciIiIiIl/y/uYmtjUHEmbN/jAL19Ty5NLqpNfP/bSa6pYAwUgsYb6supUPqhp5a319wjxqwlPLqqnzhJJ+jedX7uLqYytw2a2dvBIREZH9Z5imae79tNQKh6M0N/tSXYaIiIh0kYKCzFSXIAns7z3Y7NmzDmA13au1ZDLNg05Immfu+JC2/kckzS1hP66mjfgKxyY9J3vrO7SUH5c0dzVvJuLIJJKen/Sc0k/+ii3YkjQ/GMybtyDVJYiI9Fn7eg+mmUd9zMqdrWyo81LgdnJkRT+sFmPvF4kcKNEQjq1vYfHXEy6YQLRgTNwp1vrV2GuXEnPlEho4HazODrkRbMWx5Q2IBgmXHUsss393VS8iIn2ILdB5Q8YeaMIS8hBzJN642hZs3mtTx+HZBWYMjMQ7SdgCLWDGkjaPjGgIS9jb6dcQERE5ENQ86iMavCFufG41y6v3rKkvynTym9NGMa40K4WVSV9h3/YuWa/+AIu/rv1YaMBxtJ54H6YrByPYStbCq3Bsfas9j6Xl0XrC3YTLpwHgWvFv3Itux4js/hTcNKwERl+E57jbwaIp+yIicuCkNW3EGmgh6sqOy4xIgPS6SqL2DFrKpyS83r1rKa7mzbT2PwIs8bfcjrZq0po3k9a0EX/usPgBzBjumqVEHRkE+g1J+DUy6lZiiUW+2gsTERH5GrRsrY/47uNL4zZjBMhy2Zj/7cPjHgcrciBZPNXkPjIVI+KPy4KDTqL11H+S+fL3cG18IS43bS4aL3oTa8tmcp6bk3B87+E34DvsRwe8bhHpPlq21jP19XuwdbUefvTMyg77DmW5bPz2jNFMHpBDJBrjFy+u5bV1dR2uO39iKT+ZMRSAN9bX88sX1xD4wt5H5f3S+MvscZRmu2j0hfjR0yuprPG05zaLwU9mDOWc8SUA/P39Lfzj/S18cc/sw8tz+P1ZY0jTfkciIrIf9vUeTM2jPmBNTRuXPPxp0vz66UO4aJKW/kjXSf/w92Qs/nPCzMSg+eynyZk/G8NMvKmob9LVWBvW4NzyesI8lpZPw2WLE36yKyIHBzWPeibdg0EoEuPN9fVUNfooyXYxc0RBXMNmTU0b721uxGIYTB+WT0Vueoe8NRDm1bV1NHhDDC9wM2VIXoetA0zT5IMtTayobiXTZefEEQXkZTg6jLGzNcBra+sIhGMcVp7DxLL4GVEiIiJflfY8knabGjq/6dtUr7Xy0rVsTeuSZgYm9upFSRtHANbG9dgak49h8ddj+BsxMwr3q04REZEvc9gsnDSq858vI4syGVmU/OY7y2Vn9oTSpLlhGBxVkctRFblJzynJcnHJYQP2XrCIiEgXSLw7n/QqhW5np3lRZue5yP6KZpR0nvcb0Wkec5cQcycfI2bPwEywJ4WIiIiIiIjsPzWP+oDJA7Ip75eWMLNZDE4bU9TNFUlfExh9ESaJn+wXLpxIaMjJhEsOT5ibGARGX4R/TOL9jgCCI2bHPZVNREREREREDgw1j/oAwzC48/RR5KbbOxy3WQxuPXkExVmuFFUmfUU0bySeqXdgfulRxNHMMlpn/gWA1hP+TDRrYIfcNCx4ptxGpGAsweGz8Y/5RtzY4ZLD8B51c9cVLyIiIiIi0sdpw+w+xB+O8nJlLRvrveRnOJg1poiCvSxpEzmQLK3bcK2dhxFoJFIwnuDQ08D2heZlNIhzwwvYapZipuUSGDGbWFZ5hzFsdStwbngeoiHCZVMIDZwOhvrgIgc7bZjdM+keTEREpHfT09ZERETkoKHmUc+kezAREZHeTU9bExERERHpYjHTZNHmRhZtbsJiwPRh+UwekNPhnO3NfhasqqHRF2Z4YQYnjyokw6HbcBEROXho5pGIiIiknGYe9Uy6B+tcIBzlR8+s5JNtLR2Ozxiez+2zRmG1GDy9fCd3vbae2BfuuHPT7dx77niGFmR0c8UiIiId7es9mDYKERERERH5Gh5YtCWucQTw+rp65i6tZkujL65xBNDoC3PzgspuqlJERGT/ab6siIiIiMhXZJomz63clTR/dsVO6j2huMbR5zY3+Fi2o4UJ/bO7qEIREZEDRzOPRERERES+olDUpCUQSZrXeULUe4OdjlHvDR3oskRERLqEmkciIiIiIl+R02ahLMeVNB+an8HQ/M73NBqSpz2PRETk4KDmkYiIiIjI13DRpLKk2ZzJ/Tl9TDFupzVhfvSgflTkpXdVaSIiIgeUmkciIiIiIl/D+YeUctnhA7BbjfZjaXYL100bzNSh+eSk27n7nHGUZDk7XHfEwBz+95SR3V2uiIjI12aYpplkG7+eQ4+JFRER6d329TGx0r10D7ZvmnwhPtrSjMVicFRFP9zOjs+kicZMFm9tpsEXYniBm6EFWq4mIiI9w77eg6l5JCIiIimn5lHPpHswERGR3m1f78G0bE1ERERERERERJJS80hERERERERERJJS80hEupURaMbSUgXRcOITomEsLVUYgaZurUtkX8XMGNW+HTQH9R4VERERkb7BtvdTRET2n8VTjfu/v8SxeSGGGSWWlo9vwnfwT7oaDANMk7RP7yd96d+x+OswDSuhihPwTPlfYpn9U12+CAAvbJ3PIxsfosa/CwODSfmHcs3o6xjorkh1aSIiIiIiXUYbZotI1wt56Tf3JGwtVXGRb9LVeI+6ifQPf0/G4j/H5dHMATRduBDToc10JbWe3TKPu1f9Ie54jiOHB479N/mughRU1Xtow+yeSfdgIiIivdu+3oNp5pGIdDnXunkJG0cAacv/iX/sN0lb9veEubVtG67KufgnfLsLKxTpXDQW4eEN/06YNYeaeXbLPL494nvdXJWIdIcN9V7mLa1ma5OfkiwXZ48vZkxJVnvuDUV4fmUNizY3YrUYTBuaxymjinDY9uwOsXhrM8+u3EWjN8TwQjezJ5RQlpPWntd5gsxbtpMV1a1kuWycMrqIKYNzMQyjW1+riIhIMmoeiUiXs+94P2lmRAI41z6NJezt5PpFah5JSm31bqEhWJ80/7RhSTdWIyLdZeGaWm55aS3R2J6J+s+t3MWPpw/hgkn9afSFuPKJZVQ1+tvzdzc18uyKGu49bxxpdiv3/ncz//poW3v+0dZmnlpazR/OGsPhA/uxpqaNq59aQWsg0n7Oa+vqOWNsEb84aUT3vFAREZG90IbZItL1bGmdxqYzu/N8L9eLdDWXtfP3oMvq6qZKRKS7eEMRbl+4vkPjCMAE/vTWRmragtz/blWHxtHnVuxs5eGPt7N6V1uHxtHnApEY//vKOqIxk9sXru/QOPrccytr+O/GhgP2ekRERPaHmkci0uUCQ09PmkXdpQRGX0Q0qzzpOcFhZ3ZFWSL7rCS9lBHZo5Lm00tP6MZqRKQ7vL2hAV84mjCLmvByZS2vrKlNev2LlTW8VJk8r2kLsmD1LtbUepKe09n1IiIi3UnNIxHpcuHyaQSGnRV33LQ48Ey9A6x22qbegWl1xp0TGHIaoYoZ3VGmSKeuHXM96bb0uOOH5E3mxP6npKAiEelKiWYDfVGLP4w/HEuatwUitAXCnY5R7wl1mrftpQYREZHuoj2PRKTrGQZtM+8hVD4N15q5WAKNRArG4xv/baIFY4DdDaam814gbdk/sNcsJZaWS2DEeQRHzAZDfW5JvVE5Y/jbMf/iqaonWNG4lHRbBjNKZ3JK2enYLfZUlyciB9i40qxO84ll2Xy0tZm1SWYOjSvNYlxpFgtWJ549ZDVg2tB8/v3R9qQznMaV6imEIiLSM6h5JCLdw7AQHHkuwZHnJj0lmjcKz/Hxj0IX6Sn6Z5TxwzE/TnUZItINxhRncnh5Dh9tbY7LhhVkcOzgXEKRGDe9UBmXWw345mEDGFHo5sEPt1HTFow75+TRRQzOz+DciaU89HH8vkjZLhvnjC85MC9GRERkP+njfBERERGRBO46YzQnjijAajEAMIBjB+fyl9njsBgGJ4wo4Oczh5GX4Wi/pjTbxW9OH80hZdmkO6zcf954Dinb82AIp83C7Akl3HzCMACuOraCbx42gHS7tf2cUUVu7j13PPnu+OXcIiIiqWCYpmnu/bTUCoejNDf7Ul2GiIiIdJGCAi3P6Yl0D7ZbvTfEjmY/RZlOirPin64YicZYW+vBYjEYUejGYhhx52xv9tPgDVGRm052WvxSV08wwsZ6L1kuO4Py4vdXExER6Qr7eg+m5pGIiIiknJpHPZPuwURERHq3fb0H07I1ERERERERERFJSs0jERERERERERFJSs0jERERERERERFJSs0jERERERERERFJSs0jERERERERERFJypbqAkREREREequYafLcil08t7KGBl+IEYVu5kzqz8Sy7FSXJiIiss8080hERESkF2loaGDq1Kls3Lixw/EHH3yQWbNmcckll3DJJZewadOmFFXYt/xiwRpuf3U9K3a2Ut0S4M319Vw5dxkvrq5JdWkiIiL7TDOPRERERHqJcDjMLbfcgsvlistWrVrFXXfdxdixY1NQWd/08dYmFq6tizseM+GPb25kxvACnDZ9lisiIj2fflqJiIiI9BJ33XUXF154IYWFhXHZqlWreOCBB7jooov429/+loLq+p7X19UnzVoCERZvbe7GakRERL4+zTwSERER6QWefvppcnNzmTJlCg888EBcPmvWLObMmYPb7eaaa67hzTffZPr06Z2OabUa5OSkd1XJvZ5p6fxzWrvLrr9fERE5KBimaZqpLmJvwuEozc2+VJchIiIiXaSgIDPVJRz0Lr74YgzDwDAMKisrqaio4P7776egoADTNPF4PGRm7v57fuSRR2hububqq6/udEzdg+2flytr+cWLaxJmTpuFF757BDlp9m6uSkREZI99vQfTsjURERGRXuCRRx7h4Ycf5j//+Q+jRo3irrvuoqCgAACPx8Npp52G1+vFNE0+/PBD7X3UDWYMz2dYQUbC7IJDStU4EhGRg4aWrYmIiIj0Us8//zw+n48LLriA6667jm9+85s4HA6OOuoopk6dmuryej271cJ9543nnrc3sXBtHcFIjEK3gwsn9ecbh5alujwREZF9pmVrIiIiknJattYz6R7swAmEo3hCUfql2bFajFSXIyIiAuz7PZhmHomIiIiIdDGX3YrLbk11GSIiIl+L9jwSEREREREREZGk1DwSEREREREREZGk1DwSEREREREREZGk1DwSEREREREREZGk1DwSEREREdlP+/IA49heztlbLiIikip62pqIiIiIyNdUWdPGA4u28H5VE1YDpg7N5/+3d+9RUd53Hsc/M8wMchlBBIkNiogkRlBjsGKTNamVbKHG7aEaDYr1gmYlXlatbIhHTzXHekvUbLHULDlWDvZoMIZWm7h1jZ51cxNJckSjZSveG/HKBAGVue0fPZlTEh+jBhxG36+/5PnN8/h9nvOcmS8ffs9vnn88Xj2iQiVJ15xuvfHxKW0/VKvLTU4lxYQpZ2CcftIn1neM/zl6USUVp3Xo7BWFB1v0kz5dNPUH8YoIsfrrtAAAaMHkvZU/k/iZ0+mWw9Hk7zIAAEAbiYmx+7sE3AA92M19XntF//rmAV13eVpsj+hg0YZxA9S1YwflbanSZ2e+/Ma+M4YkaMKgbvrT57Va/F//943xXtFhWj/2UYVYg9qsfgAAbrUH47E1AAAA4A68/sGJbwRHkvTlNZc2VJzW3ppLNwyOJGn9x6f05VWnit4/ccPxoxcb9e7hc61ZLgAAd4zwCAAAALhNLrdHH5+oMxz/35pLev/YJcPxJqdbfzx4Vhcamm9yjMvfqUYAAFoL4REAAABwB0ymm42ZZLrZCySZzTdvxb9ldwAA7hrCIwAAAOA2WYLMejwhynD8h70666nEzobjYbYg/TTlAcXagw1fc7P9AQC4mwiPAAAAgDuQ90QPhdm+uaB15zCbJgzqpid6RmlwfKcb7jvtiR6yd7Bo1pMJMt9ghlGfB+zK/IdvZAMAwJ/4tjUAAOB3fNta+0QP9u1qLjZq/cen9MHxy7KYTfphr2hNHtxd34voIElqdnm0sfKMth2q1aXGZj3UJVzjBsbpR0nRvmPsO1mnkorTOnS2XvZgi37SJ1YT07opzGbx12kBAO4Tt9qDER4BAAC/Izxqn+jBAAC4t91qD8ZjawAAAAAAADBEeAQAAAAAAABDhEcAAAAAAAAwxCp8ANoNU/MVBVdvlfX8AXmCO+la71FyR/fxd1kAAAAAcF9r9fDI6XRq/vz5+tvf/qbm5mbl5eVp2LBhvvHdu3frN7/5jSwWi0aOHKnRo0e3dgkAAlBQ3VFF/HGMghrP+baFHvhPNab9u5oGzvJjZQAAAABwf2v18Gjbtm2KjIzUK6+8orq6OmVlZfnCI6fTqWXLlumtt95SSEiIsrOzNXToUMXExLR2GQACjH3Xv7UIjr4Stm+lmuP+Sa4HHvNDVQAAtI76a07VX3OpS3iwbBZWjgAABJZWD48yMjL04x//2PdzUFCQ7981NTXq3r27IiIiJEmpqamqrKxUZmZma5cBIIAEXToi6/kDhuMdjrypBsIjAEAAutjYrFW7a7Tn6EW5PV5FdLBo9IDvacoP4mU2mfxdHgAAt6TVw6OwsDBJUkNDg2bNmqXZs2f7xhoaGmS321u8tqGh4VuPGRRkUmRkaGuXCqCdMF2uv+l4sPOyLLwHAAACzHWXR3llB3Ti8lXfti+vuVT80SnVX3Np3o96+bE6AABuXZssmH327FlNnz5dY8eO1YgRI3zbw8PD1djY6Pu5sbGxRZhkxO32yuFoaotSAbQD5uAeijJbZPK4bjh+NeIhNfEeANzTYmK+vR8AAs1/V59vERz9o7erzmpSWnd1DrPd5aoAALh9rf7A9cWLFzV58mTl5+dr1KhRLcYSExN18uRJORwONTc3q7KyUgMGDGjtEgAEGE9YrK4n/fTGY9ZwXUsed5crAgDgu6s8/aXhmNPt1YEvbj7zFgCA9qLVZx6tW7dO9fX1KioqUlFRkSTp2Wef1dWrVzVmzBgVFBQoNzdXXq9XI0eOVGxsbGuXACAAXXlqueR2KrjmTzJ5PZIktz1OV9L/Q57w7/m5OgAAbl/ItyyM3YGFswEAAcLk9Xq9/i7i2zidbh5bA+4T5i9PynLhoLwdOsn54A8kE401cD/gsbX2iR7su/n0jEP/+mbVDceiQq360/NpsgbxOQcA8J9b7cHaZM0jALhTnoh4NUfE+7sMAAC+s8fiIvUvKbHaduhci+1BZpNeHNaL4AgAEDAIjwAAAIA2suCfH1JafCdtO1SrS41OPdQlTM899qAeiWW2HQAgcPDYGgAA8DseW2uf6MEAALi33WoPxlxZAAAAAAAAGCI8AgAAAAAAgCHCIwAAAAAAABgiPAIAAAAAAIAhwiMAAAAAAAAYIjwCAAAAAACAIcIjAAAAAAAAGCI8AgAAAAAAgCHCIwAAAAAAABgiPAIAAAAAAIAhwiMAAAAAAAAYIjwCAAAAAACAIcIjAAAAAAAAGCI8AgAAAAAAgCHCIwAAAAAAABgiPAIAAAAAAIAhwiMAAAAAAAAYIjwCAAAAAACAIcIjAAAAAAAAGCI8AgAAAAAAgCHCIwAAAAAAABgiPAIAAAAAAIAhwiMAAAAAAAAYMnm9Xq+/iwAAAAAAAED7xMwjAAAAAAAAGCI8AgAAAAAAgCHCIwAAAAAAABgiPAIAAAAAAIAhwiMAAAAAAAAYIjwCAAAAAACAIcKj+0B1dbX279/v7zKAm9q7d6/efPPN29qnsLBQmzZtaqOKcD+4nfvuwoULWrRokeH4kSNHtHbt2laqDMC9gB4MgYAeDP5ADxZ4TF6v1+vvItC2CgsLFR0drezsbH+XArQq7m0AQHvG5xTuVdzbwP3H4u8CcOeOHz+ul156SRaLRUFBQVq5cqU2btyo/fv3y+v1auLEiXrsscdUXl4uq9Wq5ORkXblyRa+99pqCg4MVGRmppUuXyuVyafbs2fJ6vXI6nVq8eLEefvhhrVq1SocOHVJjY6MSExO1bNkyf58y2qEZM2bo5z//uQYNGqSqqiqtXbtW0dHROnnypDwej2bPnq20tDQ988wz6tGjh2w2m8aNG6cVK1bIYrGoY8eOevXVV7Vz504dO3ZM8+bNU1FRkXbt2iW3263s7Gw999xzWr9+vd555x1ZLBYNHDhQ+fn5LepYvny5PvnkE0nSM888owkTJqigoEAOh0MOh0Ovv/66IiIi/HGJ0I58/X6dNGmS7x7Ly8tTZGSknnzySaWlpWnx4sUKCwtT586dFRwcrBkzZmju3LkqKyvTiBEjNGjQIFVXV8tkMqmoqEiHDx/W5s2btWbNGm3ZskWbNm2Sx+PRsGHDNHPmTG3cuFE7d+6Uy+WS3W5XYWGhbDabvy8JgDtAD4b2gB4MgYQeLPARHgWwDz/8UMnJySooKFBlZaV27typM2fOaPPmzbp+/bpGjx6t0tJSZWVlKTo6Wn379tWwYcO0adMmxcbGqqSkRL/97W+VlpYmu92uVatW6ejRo2poaFBDQ4M6duyo3/3ud/J4PBo+fLjOnTun2NhYf5822plnn31W5eXlGjRokMrLyzVkyBDV1tZq6dKlqqurU05Ojt555x01NTXphRdeUJ8+fbRixQo9/fTTys3N1e7du1VfX+873uHDh7V3715t2bJFzc3NWrVqlaqrq7Vjxw5t3rxZFotFM2fO1J49e3z77NmzR2fOnFFZWZlcLpfGjh2rwYMHS5IGDx6siRMn3u3Lgnbq6/frnDlzVFtbK+nvU6K3bt0qm82mrKwsrVy5UklJSVqzZo3OnTvX4jiNjY0aPny4Fi5cqF/84hfau3evoqOjJUmXLl1ScXGxtm3bJpvNpuXLl6uhoUEOh0MbNmyQ2WxWbm6uDh48qNTU1Lt+DQB8d/RgaA/owRBI6MECH+FRABs1apSKi4s1ZcoU2e129e7dW59//rnGjx8vSXK5XPriiy98r6+rq1N4eLiv+fj+97+v1atXKz8/XydOnNALL7wgi8WivLw8BQcH6/Lly5o7d65CQ0PV1NQkp9Ppl/NE+zZkyBC98sorcjgcqqyslMfj0aeffqqqqipJf78P6+rqJEkJCQmSpGnTpmndunWaMGGCYmNj1a9fP9/xjh8/rn79+ikoKEghISFasGCBduzYof79+8tqtUqSBg4cqL/+9a++fWpqajRw4ECZTCZZrVb1799fNTU1Lf5PQPrm/dqnTx/fWFxcnO+vUOfPn1dSUpIkKTU1Ve++++43jvXVvl27dtX169d920+fPq2kpCR16NBBkjR//nxJktVq9b2n1tbWyuVytc1JAmhz9GBoD+jBEEjowQIfC2YHsPfee0+pqakqKSlRRkaG3n77baWlpam0tFQlJSXKzMxUXFycTCaTPB6POnXqpIaGBp0/f16SVFFRoR49emjfvn3q0qWL1q9fr7y8PK1evVp79+7V2bNntXr1as2dO1fXrl0Ty2PhRsxmszIyMrRo0SKlp6crMTFRw4cPV2lpqYqLi5WRkeGbqmw2//0tZ/v27crKylJpaamSkpJUVlbmO17Pnj11+PBheTweOZ1OTZo0SQkJCaqqqpLL5ZLX69X+/ftbNCSJiYm+6dJOp1OfffaZ4uPjJUkmk+luXQoEgK/fr0FBQS3GvvLAAw/o6NGjkqQDBw7c8FhG91b37t117NgxNTc3S5JmzZqliooK7dq1S6+99poWLlwoj8fDeyoQwOjB0B7QgyGQ0IMFPmYeBbCUlBTl5+ersLBQZrNZv/71r7V9+3aNHTtWTU1NSk9PV3h4uFJSUrRy5UolJiZqyZIlmjlzpkwmkyIiIrRs2TKZTCbNmTNHJSUlMpvNmj59uh5++GEVFRVp9OjRstls6tatm86fP69u3br5+7TRDo0cOVLp6en685//rC5dumjBggXKyclRQ0ODxo4d2+IDQZL69u2rgoIChYaGymq16uWXX/Z9G80jjzyiIUOGKDs7Wx6PR9nZ2erdu7cyMzN921JTU5Wenq6//OUvkqShQ4eqoqJCY8aMkdPpVEZGhpKTk+/6dUBg+Mf7taKi4oav+eUvf6n58+f77tHbeVwkKipKU6dOVU5Ojkwmk4YOHaq+ffsqJCREP/vZz2Sz2RQTE+P7JRJA4KEHQ3tBD4ZAQg8W2Pi2NQAAvub3v/+9MjMzFRUVpTVr1shqtWrGjBn+LgsAAOCeRg/WfjHzCACAr+ncubMmT56s0NBQ2e12LV++3N8lAQAA3PPowdovZh4BAAAAAADAEAtmAwAAAAAAwBDhEQAAAAAAAAwRHgEAAAAAAMAQ4RGAdu/IkSNau3atv8sAAAC4r9CDAfgKC2YDAAAAAADAkMXfBQC49xw/flwvvfSSLBaLgoKCNHLkSJWXl8tsNuvChQsaM2aMxo0bp+rqai1ZskSSFBkZqaVLlyosLExLlixRVVWVnE6nZs6cKbvdrs2bN2vNmjXasWOHNmzYILPZrNTUVM2bN0+ffPKJVqxYIYvFoo4dO+rVV19VeHi4n68CAADA3UUPBqCtEB4BaHUffvihkpOTVVBQoMrKStXU1OjcuXP6wx/+II/HoxEjRigjI0MLFy7U0qVL1atXL23ZskVvvPGGUlJSVFdXp7feeksXLlzQxo0b9fjjj0uSHA6HCgsLtXXrVoWEhLwlZvwAAAIJSURBVCg/P18ffPCB3n//fT399NPKzc3V7t27VV9fT+MCAADuO/RgANoK4RGAVjdq1CgVFxdrypQpstvteuKJJzRgwADZbDZJUlJSkk6dOqWamhotXrxYkuR0OpWQkKDjx4/r0UcflSTFxMRozpw52rdvnyTp1KlTunz5sp5//nlJUmNjo06fPq1p06Zp3bp1mjBhgmJjY9WvXz8/nDUAAIB/0YMBaCssmA2g1b333ntKTU1VSUmJMjIyVFxcrCNHjsjtduvq1as6evSo4uPjlZCQoBUrVqi0tFT5+fl66qmn1LNnTx08eFCSdOXKFeXm5vqOGxcXp65du2r9+vUqLS1VTk6O+vfvr+3btysrK0ulpaVKSkpSWVmZv04dAADAb+jBALQVZh4BaHUpKSnKz89XYWGhzGazxo8fr/Lyck2dOlUOh0N5eXmKiorSokWL9OKLL8rtdkuSfvWrX6lHjx766KOPlJ2dLbfbrenTp/uOGxUVpYkTJ2r8+PFyu9168MEHlZmZqebmZhUUFCg0NFRWq1Uvv/yyv04dAADAb+jBALQVvm0NQJvbt2+fb7FFAAAA3B30YABaC4+tAQAAAAAAwBAzjwAAAAAAAGCImUcAAAAAAAAwRHgEAAAAAAAAQ4RHAAAAAAAAMER4BAAAAAAAAEOERwAAAAAAADBEeAQAAAAAAABD/w8qvJO5r3Q65AAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig1 , axes = plt.subplots(nrows=2,ncols=2 , figsize = (20,24))\n", - "sns.swarmplot(x=\"species\" , y = \"petal_width\" , ax = axes[0,0] ,data=iris, size=8)\n", - "sns.boxplot(x=\"species\" , y = \"petal_width\" , ax = axes[0,0] ,data=iris , showfliers=False,whiskerprops={'linewidth':0},showcaps=False,boxprops={'facecolor':'None' , 'linewidth' : 3 })\n", - "sns.swarmplot(x=\"species\" , y = \"petal_length\" ,ax = axes[0,1] , data=iris, size=8)\n", - "sns.boxplot(x=\"species\" , y = \"petal_length\" ,ax = axes[0,1] , data=iris , showfliers=False,whiskerprops={'linewidth':0},showcaps=False,boxprops={'facecolor':'None' , 'linewidth' : 3})\n", - "sns.swarmplot(x=\"species\" , y = \"sepal_width\" , ax = axes[1,0] , data=iris, size=8)\n", - "sns.boxplot(x=\"species\" , y = \"sepal_width\" , ax = axes[1,0] , data=iris , showfliers=False,whiskerprops={'linewidth':0},showcaps=False,boxprops={'facecolor':'None' , 'linewidth' : 3})\n", - "sns.swarmplot(x=\"species\" , y = \"sepal_length\" , ax = axes[1,1] , data=iris , size=8)\n", - "sns.boxplot(x=\"species\" , y = \"sepal_length\" , ax = axes[1,1] , data=iris , showfliers=False,whiskerprops={'linewidth':0},showcaps=False,boxprops={'facecolor':'None' , 'linewidth' : 3})\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Boxen Plot" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### The Boxen Plot shows a large number of quantiles.By plotting more quantiles, it provides more information about the shape of the distribution, particularly in the tails." - ] - }, - { - "cell_type": "code", - "execution_count": 881, - "metadata": {}, - "outputs": [], - "source": [ - "# Recover default matplotlib settings\n", - "mpl.rcParams.update(mpl.rcParamsDefault)\n", - "%matplotlib inline\n", - "sns.set_style(\"darkgrid\")" - ] - }, - { - "cell_type": "code", - "execution_count": 882, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWMAAAGRCAYAAACwmNLzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAGT9JREFUeJzt3X9w1PW97/HXNxt+5odLNNZGipdgqGZ6aA076WEMsZ5bjHWK7S1QfkzBqR2nONTejFR+pCYxF0rKcEidgbkidJwqinozUIfT0U6noRginkBD8UcO05YfZpSABZKcJsuvzX6/9w8wNRbCF5LdfbP7fPyX737ivncm+/TLZ7+763ie5wkAkFBpiR4AAECMAcAEYgwABhBjADCAGAOAAcQYAAwgxgBgADEGAAOIMQAYkJ7oAaxwXVfRKG9GBDC0hg0L+FpHjC+KRj11dZ1O9BgAkkxubpavdWxTAIABxBgADCDGAGAAMQYAA4gxABhAjAHAAGIMAAYQYwAwgBgDgAHEGAAMIMbAVTrZfSbRIyAJEWPgKrz/4Ul975nf6v2PTiZ6FCQZYgz4FHVd/fvrLZKkta/vU9R1EzwRkgkxBnzavu+Quk6fkyR1hs9q+77DCZ4IyYQYAz509JzV87sO6GwkKkk6G4nq+V3/pc7w2QRPhmRBjAEfdh74SFG3/5cPuK6nnQc+StBESDYxi/E777yj+fPnS5La2to0d+5czZs3T9XV1XIv7rWtX79eM2fO1Jw5c/Tuu+/GdC0wGPcWjlUgzel3LC3N0dfuHJugiZBsYhLjTZs26cknn9S5cxf212pra1VeXq4tW7bI8zw1NDSotbVVe/bsUX19verq6lRTUxPTtcBgjMkYqbtuy+137K7bbtaYjJEJmgjJJiYxHjdunNatW9f3c2trq4qLiyVJpaWl2r17t1paWlRSUiLHcZSXl6doNKqOjo6YrQUGo6PnrPZ98Ld+x/Z98DF7xhgyMfkOvLKyMn300T/20jzPk+Nc+CdeRkaGuru71dPTo2Aw2Lfmk+OxWpuTkzPgzIGAo2Bw9OAfPJLSG++36bNfV+tJav7gb5pz9x2JGAlJJi5fSJqW9o8T8HA4rOzsbGVmZiocDvc7npWVFbO1V8IXkmIg/zr+c3rW+cyesePoq//jZv5uMCBTX0haWFio5uZmSVJjY6NCoZCKiorU1NQk13XV3t4u13WVk5MTs7XAYIzJGKmHpt6pkRe/dn3ksIAemlrInjGGTFzOjJcuXarKykrV1dUpPz9fZWVlCgQCCoVCmj17tlzXVVVVVUzXAoP1YNEEbd93RMe6whqTMVIPFuUneiQkEcfzvM9uhaWkSCTKPzdxRe9/eFI/eXmX/n3eVH1p7E2JHgfXAb/bFMT4ImIMv052n9FNWaMSPQauE6b2jIFkQogRC8QYAAwgxgBgADEGAAOIMXCVbrwxUzfemJnoMZBk4nKdMZBM0j7z6W3AUODMGAAMIMYAYAAxBgADiDEAGECMAcAAYgwABhBjADCAGANX4ZM3e/BhhxhqxBi4Cmlpjto7e/q+exEYKsQYAAwgxgBgADEGAAOIMQAYQIwBwABiDAAGEGMAMIAYA1fB8zzljbnwxo+cGzMSPA2SCd/0AVwFx3H0x0MfS5JCEz6X4GmQTDgzBgADiDEAGECMAcAAYgwABhBjADCAGAOAAcQYAAwgxgBgADEGAAOIMQAYQIwBwABiDAAGEGMAMIAYA4ABxBgADCDGAGAAMQYAA4gxABhAjAHAAGIMAAY4nud5iR7Cgkgkqq6u04keA0bl5GQoELj0uUs06qqjIxzniXC9yM3N8rWOb4cGfAgE0vQffzx0ydumhybEeRokI7YpAMAAYgwABhBjADCAGAOAAcQYAAwgxgBgADEGAAOIMQAYQIwBwABiDAAGEGMAMIAYA4ABxBgADCDGAGBA3D7POBKJaNmyZTp69KjS0tK0YsUKpaena9myZXIcRwUFBaqurlZaWprWr1+vnTt3Kj09XRUVFZo0aZLa2toGvXbg+fg8Y/zDQJ9fPBA+2xifZe7zjN9880319vbqlVde0VtvvaWnn35akUhE5eXl+upXv6qqqio1NDQoLy9Pe/bsUX19vY4dO6bHHntMW7duVW1t7aDWTps2LV4PFUkgEEjTs79756p/74f3fTkG0yAVxG2bYvz48YpGo3JdVz09PUpPT1dra6uKi4slSaWlpdq9e7daWlpUUlIix3GUl5enaDSqjo6OQa8FAMvidmY8evRoHT16VN/4xjfU2dmpDRs2aO/evXIcR5KUkZGh7u5u9fT0KBgM9v3eJ8c9zxvU2isJBBwFg6OH8iEjRfF3hGsRtxj/6le/UklJiRYvXqxjx47poYceUiQS6bs9HA4rOztbmZmZCofD/Y5nZWX12/O9lrVXEo167Bmjj999vkvh7wif5vdvKW7bFNnZ2crKujDUDTfcoN7eXhUWFqq5uVmS1NjYqFAopKKiIjU1Ncl1XbW3t8t1XeXk5Ax6LQBYFrerKcLhsCoqKnTixAlFIhEtWLBAX/rSl1RZWalIJKL8/HytXLlSgUBA69atU2Njo1zX1fLlyxUKhXTkyJFBrx0IV1Pg03Jzs675BbwTJ668LYbU4ffMOG4xto4Y49OIMYaKuW0KAMDlEWMAMIAYA4ABxBgADCDGAGAAMQYAA4gxABhAjAHAAGIMAAYQYwAwgBgDgAHEGAAMIMYAYAAxBgADiDEAGECMAcAAYgwABhBjADCAGAOAAcQYAAwgxgBgADEGAAOIMQAYQIwBwABiDAAGOJ7neYkewoJIJKqurtOJHgNxNCYnQ+mB+J2P9EZddXaE43Z/sCE3N8vXuvQYzwGYlR5IU/Wrb8Xt/mpm3x23+8L1h20KADCAGAOAAcQYAAwgxgBgADEGAAOIMQAYQIwBwABiDAAGEGMAMIAYA4ABxBgADCDGAGAAMQYAA4gxABhAjAHAAGIMAAYQYwAwgBgDgAHEGAAMIMYAYAAxBgADiDEAGECMAcAAYgwABhBjADCAGAOAAcQYAAwgxgBgADEGAAOIMQAYQIwBwABiDAAGEGMAMIAYA4AB6fG8s2effVY7duxQJBLR3LlzVVxcrGXLlslxHBUUFKi6ulppaWlav369du7cqfT0dFVUVGjSpElqa2sb9FoAsCpuhWpubtaf/vQnvfzyy9q8ebOOHz+u2tpalZeXa8uWLfI8Tw0NDWptbdWePXtUX1+vuro61dTUSNKg1wKAZXGLcVNTkyZOnKhFixZp4cKF+trXvqbW1lYVFxdLkkpLS7V79261tLSopKREjuMoLy9P0WhUHR0dg14LAJbFbZuis7NT7e3t2rBhgz766CM9+uij8jxPjuNIkjIyMtTd3a2enh4Fg8G+3/vk+GDXXkkg4CgYHD2UDxlx4qQ5Sg9c23lFzey7h3iageXmZl317/RGXXmuF4NpYEncYhwMBpWfn6/hw4crPz9fI0aM0PHjx/tuD4fDys7OVmZmpsLhcL/jWVlZ/fZ8r2XtlUSjnrq6Tg/2YSIBcnOz9Mgzv0v0GDGz6dH7dKLjyicUsMnv/4Djtk0xefJk7dq1S57n6eOPP9aZM2c0ZcoUNTc3S5IaGxsVCoVUVFSkpqYmua6r9vZ2ua6rnJwcFRYWDmotAFgWtzPje++9V3v37tXMmTPleZ6qqqo0duxYVVZWqq6uTvn5+SorK1MgEFAoFNLs2bPluq6qqqokSUuXLh3UWgCwzPE8j80oSZFIlG2K61RKbFOcYJviemVumwIAcHkDblO89tprl73t29/+9pAPAwCpasAYHzp0SJK0f/9+jRo1SnfddZfee+899fb2EmMAGEIDxnjx4sWSpB/84AfauHFj3/GHH344tlMBQIrxtWfc0dGhv//975IuvHmjq6srpkMBQKrxdWnbwoULNWPGDGVmZqqnp0erVq2K9VwAkFJ8xbisrExlZWU6deqUsrOzNWzYsFjPBQApxVeM9+7dq5qaGkWjUd1///3Ky8vTrFmzYj0bAKQMX3vGTz/9tF588UXddNNNWrhwoV5++eVYzwUAKcVXjNPS0hQMBuU4jkaMGKGMjIxYzwUAKcVXjMeNG6e1a9eqq6tLGzduVF5eXqznAoCU4ivGNTU1ysvL0+TJkzVq1CitWLEi1nMBQErx9QLeokWLNGvWLH33u99VIBCI9UwAkHJ8nRkvWbJE+/bt04wZM7RmzRodOXIk1nMBQErxFeMJEyZoyZIleu6553T8+HFNnz5d3//+9/Xee+/Fej4ASAm+tinefPNN/frXv9bhw4c1ffp0VVRUqLe3V4888oi2b98e6xkBIOn5ivH27ds1b968vm9c/sSPfvSjmAwFAKnG1zbF6tWr9de//lU1NTV6/vnndf78eUnSfffdF9PhACBV+IpxVVWVPvzwQ9199906evSonnzyyVjPBQApxdc2RVtbm1566SVJ0te//nXNmTMnpkMBQKrxdWZ87tw5nTlzRpJ09uxZRaPRmA4FAKnG15nxggUL9K1vfUsFBQU6ePCgHnvssVjPBQApxVeMH3zwQZWWlurDDz/U2LFjNWbMmFjPBQApxfE8z7vcjY8//rgcx7nkbWvXro3ZUIkQiUTV1XU60WMkjeCY0RqWzlvnr0eR3qi6OnkuDJXc3Cxf6wY8M/7sC3WO42iAdgN9hqUH9M1V2xI9Bq7Bbyq+k+gRUtKAMf7kTR6nTp3SM888ow8++EAFBQVauHBhXIYDgFTh62qK8vJyTZgwQT/5yU80duxYLVmyJNZzAUBK8fUCniTNnTtXknTHHXfot7/9bcwGAoBU5OvMOD8/X9u3b9fHH3+sHTt2KBgM6siRI3yUJgAMEV9nxocPH9bhw4dVX1/fd6yqqkqO4+iFF16I2XAAkCp8xXjz5s2xngMAUpqvGP/iF7/Q1q1b+x1ramqKyUAAkIp8xXjnzp3asWOHhg8fHut5ACAl+XoBr7CwUOfOnYv1LACQsnydGRcUFKikpEQ33XSTPM+T4zhqaGiI9WwAkDJ8xfj1119XQ0ODsrOzYz0PAKQkXzHOy8vTqFGj2DMGgBjxFePjx49r2rRp+sIXviDpwgcGvfLKKzEdDABSie9L2wAAseMrxunp6VqzZo06OztVVlamL37xi7r11ltjPRsApAxfl7ZVVlZqxowZOn/+vEKhkH72s5/Fei4ASCm+v5B0ypQpchxH+fn5GjFiRKznAoCU4ivGw4cP165du+S6rvbv389VFQAwxHzFeMWKFdq2bZs6Ozv13HPP6amnnorxWACQWny9gHfLLbdwRQUAxJCvGG/YsEG//OUvNXLkyL5jfGobAAwdXzF+4403tGvXLo0aNSrW8wBASvK1Z3zrrbf2OysGAAwtX2fGkUhE06dP18SJE+U4jiRp7dq1MR0MAFLJgDF+7bXXJEkPPPCAHMfRiBEjFA6HNW7cuLgMBwCpYsAYHzp0qN/Pp0+f1t69ezV//nwVFxfHdDAASCUDxnjx4sX/dOzcuXOaP3++Zs2aFbOhACDV+HoB79NGjBihYcOGxWIWAEhZVx3jEydO6MyZM7GYBQBS1oDbFI8//njf1RPShS2KAwcOaPny5TEfDABSyYAxnjNnTr+fR44cqfz8fGVmZsZ0KABINQPGmCsmACA+rnrPGAAw9IgxABhAjAHAAGIMAAbEPcanTp3SPffco0OHDqmtrU1z587VvHnzVF1dLdd1JUnr16/XzJkzNWfOHL377ruSNCRrAcCquMY4Eomoqqqq7+M4a2trVV5eri1btsjzPDU0NKi1tVV79uxRfX296urqVFNTMyRrAcCyuMZ49erVmjNnjm6++WZJUmtra9/lc6Wlpdq9e7daWlpUUlIix3GUl5enaDSqjo6OQa8FAMt8fZ7xUNi2bZtycnI0depUbdy4UZLkeV7fO/wyMjLU3d2tnp4eBYPBvt/75Phg115JIOAoGBw9ZI8XuJ7xXIi/uMV469atchxHb7/9tg4cOKClS5eqo6Oj7/ZwOKzs7GxlZmYqHA73O56VlaW0tLRBrb2SaNRTV9fpwT5MXJSbm5XoETAIPBeGjt/nQty2KV566SW9+OKL2rx5s+68806tXr1apaWlam5uliQ1NjYqFAqpqKhITU1Ncl1X7e3tcl1XOTk5KiwsHNRaALAsbmfGl7J06VJVVlaqrq5O+fn5KisrUyAQUCgU0uzZs+W6rqqqqoZkLQBY5nie5yV6CAsikSj/NBtCublZ+uaqbYkeA9fgNxXf0YkTV36dBf743aYgxhfFO8bBMaM1LD0Qt/sDcEGkN6quzvg91/3GOKHbFKlsWHpAk594IdFjACmnZc2CRI9wSbwdGgAMIMYAYAAxBgADiDEAGECMAcAAYgwABhBjADCAGAOAAcQYAAwgxgBgADEGAAOIMQAYQIwBwABiDAAGEGMAMIAYA4ABxBgADCDGAGAAMQYAA4gxABhAjAHAAGIMAAYQYwAwgBgDgAHEGAAMIMYAYAAxBgADiDEAGECMAcAAYgwABhBjADCAGAOAAcQYAAwgxgBgADEGAAOIMQAYQIwBwABiDAAGEGMAMIAYA4ABxBgADCDGAGAAMQYAA4gxABhAjAHAAGIMAAYQYwAwgBgDgAHEGAAMIMYAYAAxBgADiDEAGECMAcAAYgwABhBjADCAGAOAAcQYAAwgxgBgADEGAAPS43VHkUhEFRUVOnr0qM6fP69HH31Ut99+u5YtWybHcVRQUKDq6mqlpaVp/fr12rlzp9LT01VRUaFJkyapra1t0GsBwKq4FWr79u0KBoPasmWLNm3apBUrVqi2tlbl5eXasmWLPM9TQ0ODWltbtWfPHtXX16uurk41NTWSNOi1AGBZ3M6M77//fpWVlfX9HAgE1NraquLiYklSaWmp3nrrLY0fP14lJSVyHEd5eXmKRqPq6OgY9Npp06bF66ECwFWLW4wzMjIkST09Pfrxj3+s8vJyrV69Wo7j9N3e3d2tnp4eBYPBfr/X3d0tz/MGtfZKAgFHweDoIXu8AOyy+FyPW4wl6dixY1q0aJHmzZun6dOna82aNX23hcNhZWdnKzMzU+FwuN/xrKysfnu+17L2SqJRT11dpwf7EH3Lzc2K230B6M/icz1ue8YnT57Uww8/rCeeeEIzZ86UJBUWFqq5uVmS1NjYqFAopKKiIjU1Ncl1XbW3t8t1XeXk5Ax6LQBY5nie58XjjlauXKk33nhD+fn5fcd++tOfauXKlYpEIsrPz9fKlSsVCAS0bt06NTY2ynVdLV++XKFQSEeOHFFlZeWg1g4kEonG/f+Wk594IW73B+CCljULdOLElbcuh4rfM+O4xdg6YgykBqsx5uJbADAgri/g4YIjRw5r796jihz9r0SPAqScgwcP6oYbPpfoMf4JZ8YAYABnxgkwfny+iou/rMo/nEz0KEDKuf322+O6Z+wXZ8YAYAAxBgADiDEAGECMAcAAYgwABhBjADCAGAOAAcQYAAwgxgBgADEGAAOIMQAYQIwBwABiDAAGEGMAMIAYA4ABxBgADCDGAGAAMQYAA4gxABhAjAHAAGIMAAYQYwAwgBgDgAGO53leooewIBKJqqvrdNzuLzhmtIalB+J2fwAuiPRG1dUZv+d6bm6Wr3XpMZ4DlxHPP4ZEyM3N0jdXbUv0GLgGv6n4jk6c6E70GCmHbQoAMIAYA4ABxBgADCDGAGAAMQYAA4gxABhAjAHAAGIMAAYQYwAwgLdDXxTvt0MnO97uff2K99uFkx1vh0ZCxfu9/48887u43V+8bXr0Pt6enALYpgAAA4gxABhAjAHAAGIMAAYQYwAwgBgDgAFcZ3wR1xlfv8aMyVB6evKeV/T2uursDCd6DFwjrjNGyrjWUOXmZqn61beGeJrLq5l9N9cL47KS93QCAK4jxBgADCDGAGAAL+BdxAt4qWdMTobSA/E7H+mNuurs4IW4VMMLeMAVDBTG3NwsPfu7d676v/nD+77Mi3S4JmxTAIABbFNcxDYFPi0nJ0OBa9jCiEZddbAVgU9hmwIYhM8GNTc3S//xx0OXXDs9NIGtCQwa2xQAYABnxoAP0air6aEJl70NGCxiDPjQ0RHW+d5e5d0SlOM4kqSo66rjFPvDGBpsUwA+1W7fq/C5iCTJ8zz9700NCZ4IyYQYAz4c/tt/6+2Dx3VP5SsKn43o9LlevX3wmI6c+O9Ej4YkkbSXtrmuq6eeekp//vOfNXz4cK1cuVK33XbbZddzaRsG8tS2/9R/Hjz2T8enFHxe1f/rXxMwEa4Xfi9tS9oz49///vc6f/68Xn31VS1evFg///nPEz0SrmMPTb3zkscXlFz6OHC1kjbGLS0tmjp1qiTpK1/5it5///0ET4Tr2fjcGzTl9lv6HZty++c1PveGBE2EZJO0V1P09PQoMzOz7+dAIKDe3l6lp1/6IQcCjoLB0fEaD9eh2u/do//5f/6foq6nQJqj2u+VauTwpH0KIc6S9i8pMzNT4fA/LjtyXfeyIZakaNRjzxhX9MN7/0X/t+FdLfy3f9HZ0+d19vT5RI8E41L+7dBFRUX6wx/+oAceeED79+/XxIkTEz0SksCDkyfojrwcTfz8mESPgiST9FdT/OUvf5HneVq1apUmTLj0O6gkrqYAEBt+z4yTNsZXixgDiIWUv7QNAK4nxBgADCDGAGAAMQYAA4gxABhAjAHAAGIMAAYQYwAwgBgDgAG8Aw8ADODMGAAMIMYAYAAxBgADiDEAGECMAcAAYgwABhBjADCAGAOAAcQYAAwgxgBgwP8HnavwzswenP8AAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Simple Boxen Plot\n", - "plt.figure(figsize=(5,7))\n", - "sns.boxenplot(y=employment.Unemployed)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 883, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(7,9))\n", - "sns.boxenplot(x=employment.Gender , y = employment.Unemployed ,palette=\"Set1\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 884, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Drawing a vertical boxenplot grouped by a categorical variable\n", - "plt.figure(figsize=(10,9))\n", - "sns.boxenplot(x=employment.Age , y = employment.Unemployed ,palette=\"Set1\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 886, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Using spring palette\n", - "plt.figure(figsize=(11,9))\n", - "sns.boxenplot(x=employment.Age , y = employment.Unemployed,palette=\"spring\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 888, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.set(rc={\"axes.facecolor\":\"#616161\" , \"axes.grid\" : False})\n", - "plt.figure(figsize=(11,9))\n", - "sns.boxenplot(x=employment.Age , y = employment.Unemployed,palette=\"Set1\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 939, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.set(rc={\"axes.facecolor\":\"#a1c45a\" , \"axes.grid\" : False})\n", - "plt.figure(figsize=(11,9))\n", - "plt.gcf().text(.51, .84, \"Box Plot\", fontsize = 40, color='Black' ,ha='center', va='center')\n", - "sns.boxenplot(x=employment.Age , y = employment.Unemployed,palette=\"Set1\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 940, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Horizontal Boxen plot\n", - "sns.set_style(\"darkgrid\")\n", - "plt.figure(figsize=(10,9))\n", - "sns.boxenplot(x = employment.Unemployed ,y=employment.Age ,palette=\"Set1\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 801, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Show groups with different colors using \"hue\" (Nested grouping by two categorical variables)\n", - "plt.figure(figsize=(11,9))\n", - "sns.boxenplot(x=employment.Age , y = employment.Unemployed, hue=employment.Gender, palette=\"Set2\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 802, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Facet along the columns to show a categorical variable using \"col\" parameter\n", - "plt.figure(figsize=(11,9))\n", - "sns.catplot(x=\"Age\" , y = \"Unemployed\", col=\"Gender\", kind=\"boxen\",palette=\"Set2\" , height=8, aspect=1 ,data=employment)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 803, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
genderrace/ethnicityparental level of educationlunchtest preparation coursemath scorereading scorewriting score
0femalegroup Bbachelor's degreestandardnone727274
1femalegroup Csome collegestandardcompleted699088
2femalegroup Bmaster's degreestandardnone909593
3malegroup Aassociate's degreefree/reducednone475744
4malegroup Csome collegestandardnone767875
\n", - "
" - ], - "text/plain": [ - " gender race/ethnicity parental level of education lunch \\\n", - "0 female group B bachelor's degree standard \n", - "1 female group C some college standard \n", - "2 female group B master's degree standard \n", - "3 male group A associate's degree free/reduced \n", - "4 male group C some college standard \n", - "\n", - " test preparation course math score reading score writing score \n", - "0 none 72 72 74 \n", - "1 completed 69 90 88 \n", - "2 none 90 95 93 \n", - "3 none 47 57 44 \n", - "4 none 76 78 75 " - ] - }, - "execution_count": 803, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "stdperf.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 804, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Facet along the columns to show a categorical variable using \"col\" parameter\n", - "plt.figure(figsize=(11,9))\n", - "sns.catplot(x=\"parental level of education\" , y = \"math score\", hue= \"test preparation course\",\n", - " col=\"lunch\", kind=\"boxen\",palette=\"Set2\" , height=8, aspect=1 ,data=stdperf)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Pair Plot" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Pair Plot is used for plotting pairwise relationships in a dataset." - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [], - "source": [ - "# Recover default matplotlib settings\n", - "mpl.rcParams.update(mpl.rcParamsDefault)\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
SpeciesWeightLength1Length2Length3HeightWidth
0Bream242.023.225.430.011.52004.0200
1Bream290.024.026.331.212.48004.3056
2Bream340.023.926.531.112.37784.6961
3Bream363.026.329.033.512.73004.4555
4Bream430.026.529.034.012.44405.1340
\n", - "
" - ], - "text/plain": [ - " Species Weight Length1 Length2 Length3 Height Width\n", - "0 Bream 242.0 23.2 25.4 30.0 11.5200 4.0200\n", - "1 Bream 290.0 24.0 26.3 31.2 12.4800 4.3056\n", - "2 Bream 340.0 23.9 26.5 31.1 12.3778 4.6961\n", - "3 Bream 363.0 26.3 29.0 33.5 12.7300 4.4555\n", - "4 Bream 430.0 26.5 29.0 34.0 12.4440 5.1340" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "fish.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
SpeciesWeightLength1Length2Length3HeightWidth
0Bream242.023.225.430.011.52004.0200
1Bream290.024.026.331.212.48004.3056
2Bream340.023.926.531.112.37784.6961
3Bream363.026.329.033.512.73004.4555
4Bream430.026.529.034.012.44405.1340
\n", - "
" - ], - "text/plain": [ - " Species Weight Length1 Length2 Length3 Height Width\n", - "0 Bream 242.0 23.2 25.4 30.0 11.5200 4.0200\n", - "1 Bream 290.0 24.0 26.3 31.2 12.4800 4.3056\n", - "2 Bream 340.0 23.9 26.5 31.1 12.3778 4.6961\n", - "3 Bream 363.0 26.3 29.0 33.5 12.7300 4.4555\n", - "4 Bream 430.0 26.5 29.0 34.0 12.4440 5.1340" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "fish1 = fish[fish['Species'].isin(['Bream', 'Perch', 'Pike'])]\n", - "fish1.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Draw scatterplots for joint relationships and histograms for univariate distributions\n", - "plt.figure(figsize=(11,9))\n", - "sns.pairplot(fish1,hue = 'Species')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Show groups with different colors using \"hue\"\n", - "plt.figure(figsize=(11,9))\n", - "sns.pairplot(fish1,hue = 'Species')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Changing palettes\n", - "sns.pairplot(fish1,hue = 'Species',palette=\"husl\",size=2)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 97, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Plot a subset of variables\n", - "sns.pairplot(fish1,hue = 'Species',vars=[\"Length1\", \"Weight\" , \"Height\" , \"Width\"] , height=3, aspect=1)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 98, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Use different markers for each level of the hue variable\n", - "sns.pairplot(fish1,hue = 'Species',vars=[\"Length1\", \"Weight\" , \"Height\" , \"Width\"] , \n", - " markers= ['o' , 'D' , '<'] , height=3, aspect=1)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 99, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "sns.pairplot(fish1,hue = 'Species',vars=[\"Weight\" , \"Height\" , \"Width\"] , \n", - " markers= ['o' , 'D' , '<'] , height=5, aspect=1)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 100, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAABHUAAAQwCAYAAABrB2LyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3XucXFWd7/3vqkt3qrsTcmsCEsjghZjghIPJg0KOM+g8joLcYhhDSKCJMwYkAjOi48zr9fjoc3TGw4hHw5lADHogJDEglwwJl6DDyOAkCJMYcbBDQIwxAW06175Vum7r+WP37q6u3nXtutfn/XrlVanqXVWLS/9+e//2Wr9lrLUCAAAAAABAbfFVegAAAAAAAADIH0UdAAAAAACAGkRRBwAAAAAAoAZR1AEAAAAAAKhBFHUAAAAAAABqEEUdAAAAAACAGkRRBwAAAAAAoAZR1AEAAAAAAKhBFHUAAAAAAABqUKDSA8jFxz/+cbt9+/ZKDwMAKsWU64uItwAaHPEWAMqnbDG3ntXETJ3Dhw9XeggA0BCItwBQHsRbAEAx1ERRBwAAAAAAAKNR1AEAAAAAAKhBFHUAAAAAAABqEEUdAAAAAACAGkRRBwAAAAAAoAZR1AEAAAAAAKhBFHUAAAAAAABqUEmLOsaYycaYR4wxrxpj9hpjLjTGTDXG/NgY8/rQ45RSjgEAAAAAAKAelXqmzmpJ262175V0nqS9kv5O0rPW2vdIenboOQAAAAAAAPJQsqKOMWaSpD+R9H1JstZGrLXHJV0paf3QYeslXVWqMQAAAAAAANSrUs7Ueaekbkn3GWP2GGO+Z4xplTTDWvt7SRp6PLWEYwAAAAAAAKhLpSzqBCS9X9I91trzJfUrj6VWxpiVxphdxphd3d3dpRojADQ84i0AlAfxFgBQbKUs6hySdMha++LQ80fkFHm6jDGnS9LQ49teb7bWrrPWLrDWLmhvby/hMAGgsRFvAaA8iLcAgGIrWVHHWvsHSQeNMbOHXvozSZ2StkrqGHqtQ9LjpRoDAFSLcCysnkhPpYcB1DR+jwAA8EaObFyl3v3qFkmbjDG/lPTfJP2jpP8p6aPGmNclfXToOQDUpXAsrK7+Lq3Zs0b9kf5KDweoSfweAQDgjRyJQCk/3Fr7C0kLPH70Z6X8XgCotHAsrJ7BHm3o3KDNr25WJBHR0jlLKz0soKbwewQAgDdyJFwlLeoAQCMKx8I60HNAK7avUF+0r9LDAWoSv0cAAHgjRyJZqZdfAUDDCQVCmjVplrZcuUUdczvU5Guq9JCAmsPvEQAA3siRSMZMHQAogVAgpFAgpFXnr9Lyucu1sXOjfNTRgbzwewQAgDdyJFwUdQCghJITbjQRrfRwgJrE7xEAAN7IkaCoAwBlEAqEFFKo0sMAahq/RwAAeCNHNi7mZwEAAAAAANQgijoAAAAAAAA1iKIOAAAAAABADaKoAwAAAAAAUIMo6gAAAAAAANQgijoAAAAAAAA1iKIOAAAAAABADaKoAwAAAAAAUIMo6gAAAAAAANQgijoAkEE4FlZPpGfcxwCNqDfSq6Mnj1Z6GAAAkJNQtyjqAICHcCysrv4urdmzRv2R/oKPARpRb6RXb/W9pTV71mggOlDp4QAAGhg5CfUuUOkBAEA1CcfC6hns0YbODdr86mZFEhEtnbM072OARtQb6VVvpFcP/OoBPfzaw4okIrp2zrWVHhYAoAGRk9AoKOoAwJBwLKwDPQe0YvsK9UX7Cj4GaET90X4d6j2kTz/zaX43AAAVRU5CI2H5FQAMCQVCmjVplrZcuUUdczvU5Gsq6BigEbUGWzVz4kw9esWjWvbeZfxuAAAqhpyERsJMHQBIEgqEFAqEtOr8VVo+d7k2dm6UL6X+ncsxQCOa2DRRE5smatX5q3T9udfrgV89IJ/hdwMAUH7kJDQKY62t9BiyWrBggd21a1elhwGgAYVjYUUTUU1qmjSuY8bJlOqDUxFvUUy9kV5FE1FNnTC10kMBckW8BeoUOakqlS3m1jNm6gBABqFASCGFxn0M0IgmNk2s9BAAAJBETkL9Yv4ZAAAAAABADaKoAwAAAAAAUIMo6gAAAAAAANQgijoAAAAAAAA1iKIOAAAAAABADaKoAwAAAAAAUIMo6gAAAAAAANQgijoAAAAAAAA1iKIOAAAAAABADaKoAwAAAAAAUIMo6gAAAAAAANQgijoAAAAAAAA1iKIOAAAAAABADaKoAwAAAAAAUIMo6gAAAAAAANQgijoAiiocC6sn0lPpYQCoI8QVAEA9Ia+hmCjqACiKcCysrv4urdmzRv2R/koPB0AdIK4AAOoJeQ2lEKj0AADUtnAsrJ7BHm3o3KDNr25WJBHR0jlLKz0sADWMuAIAqCfkNZQSRR0ABQvHwjrQc0Artq9QX7Sv0sMBUAeIKwCAekJeQ6mx/ApAwUKBkGZNmqUtV25Rx9wONfmaKj0kADWOuAIAqCfkNZQaM3UAjEsoEFIoENKq81dp+dzl2ti5UT7qxQDGgbgCAKgn5DWUEkUdAEWRnKyiiWilhwOgDhBXAAD1hLyGUqCoA6CoQoGQQgpVehgA6ghxBQBQT8hrKCbmfAEAAAAAANQgijoAAAAAAAA1qKTLr4wxv5XUKykuKWatXWCMmSrpIUl/JOm3kj5lrT1WynEAAAAAAADUm3LM1Pmwtfa/WWsXDD3/O0nPWmvfI+nZoecAAAAAAADIQyWWX10paf3Q39dLuqoCYwAAAAAAAKhppS7qWEk/MsbsNsasHHpthrX295I09HhqiccAAAAAAABQd0q9pflCa+1bxphTJf3YGPNqrm8cKgKtlKSzzjqrVOMDgIZHvAWA8iDeAgCKraQzday1bw09vi1pi6QLJHUZY06XpKHHt9O8d521doG1dkF7e3sphwkADY14CwDlQbwFABRbyYo6xphWY8xE9++S/lzSK5K2SuoYOqxD0uOlGgMAAAAAAEC9KuXyqxmSthhj3O/5gbV2uzHmPyX90Bjzl5J+J+kvSjgGAAAAAACAulSyoo619jeSzvN4/YikPyvV9wIAAAAAADSCSmxpDgAAAAAAgHGiqAMAAAAAAFCDKOoAFRaOhdUT6an0MAAgK+IVAKCWkcdQjyjqABUSjoXV1d+lNXvWqD/SX+nhAEBaxCsAQC0jj6GelXL3KwAewrGwegZ7tKFzgza/ulmRRERL5yyt9LAAYAziFQCglpHH0Ago6gBlFI6FdaDngFZsX6G+aF+lhwMAaRGvAAC1jDyGRsHyK6CMQoGQZk2apS1XblHH3A41+ZoqPSQA8ES8AgDUMvIYGgUzdYAyCwVCCgVCWnX+Ki2fu1wbOzfKR30VQBUiXgEAahl5DI2Aog5QIclJJpqIVno4AJAW8QoAUMvIY6hnFHWACgsFQgopVOlhAEBWxCsAQC0jj6EeMfcMAAAAAACgBlHUAQAAAAAAqEEUdQAAAAAAAGoQRR0AAAAAAIAaRFEHAAAAAACgBlHUAQAAAAAAqEEUdQAAAAAAAGoQRR0AAAAAAIAaRFEHAAAAAACgBlHUAQAAAAAAqEEUdQAAAAAAAGoQRR1AUjgWVk+kp9LDAICiIa4BAKoFOQkoHYo6aGjhWFhd/V1as2eN+iP9lR4OAIwbcQ0AUC3ISUDpBSo9AKASwrGwegZ7tKFzgza/ulmRRERL5yyt9LAAoGDENQBAtSAnAeVDUQcNJxwL60DPAa3YvkJ90b5KDwcAxo24BgCoFuQkoLxYfoWGEwqENGvSLG25cos65naoyddU6SEBwLgQ1wAA1YKcBJQXM3XQkEKBkEKBkFadv0rL5y7Xxs6N8lHjBFDDiGsAgGpBTgLKh6IOGlpywokmopUeDgCMG3ENAFAtyElA6VHUATSUcBSq9DAAoGiIawCAakFOAkqHOXAAAAAAAAA1iKIOKiYcC6sn0lPpYQBAXSPWAgDyQd4AagtFHZRdOBZWV3+X1uxZo/5If6WHAwB1iVgLAMgHeQOoTfTUQdmEY2H1DPZoQ+cGbX51syKJiJbOWVrpYQFAXSHWAgDyQd4AahtFHZRFOBbWgZ4DWrF9hfqifZUeDgDUJWItACAf5A2g9rH8CmURCoQ0a9IsbblyizrmdqjJ11TpIQFA3SHWAgDyQd4Aah8zdVA2oUBIoUBIq85fpeVzl2tj50b5qCsCQFERawEA+SBvALWNog7KLjlxRBPRSg8HAOoSsRYAkA/yBlCbKMGiaPLd/jAUCGlS06QSjggA6kehW8wSawEA+QgFQgr6gmxrDtQIijoYN7Y/BIDSIcYCAMqFnAPUHpZfoWBsfwgApUOMBQCUCzkHqF0UdVAQtj8EgNIhxgIAyoWcA9Q2ll+hIGx/WAbxqBTpcx4BNBRibAURewE0GHJOnSGPNRyKOihYKBDSaa2nadX5q/TkJ59Ux9wOtj8slnhU6vqVtPo855GgDDQcYmwFEHsBNChyTp0gjzUkflMxbslJoLWptdLDqX1uML7vEqn/sPNIUAYaFjG2TIi9AEDOqWXksYZFUQdFw7a5RZAcjKMDzmvRAYIyAGJsKRF7AWAUck6NIY81NIo6QDWJD0qbFo8EY1d0wHk9PliZcQFAPSP2AgBqGXmsoVHUAaqJv1la9qgUbBn9erDFed3fXJlxAUA9I/YCAGpZufIYTZirEkUdoJr4g9KMc6UVT48E5WCL83zGuc7P80HgBYDs0sXeazaNPUEGAKCSvM7vi30Nke57acJclUpe1DHG+I0xe4wxTww9P9sY86Ix5nVjzEPGGPbMqyHhWFg9kZ68j8nlfUgSbJGWbJRapzuPhVxUEHiBupApfhYakxtWpkL38AnxUyOx98XvSuv+lBgKoOqki+3ljvnkmBLyylmZzu+TCzut00tT0KEJc1Uqx0yd2yTtTXp+h6RvW2vfI+mYpL8swxgwTuFYWF39XVqzZ436I/05H5PL+5DEDZjr/lR6aZ302Z3OY74XFQReoOZlip+FxuSGlkuhOxGTAhNGYu9r22k0CaCqpIvt5Y755JgS88pZuZzfu4Wd214uTUGHJsxVqaRFHWPMTEmfkPS9oedG0kckPTJ0yHpJV5VyDBif5IB96WOXan3neiWUyHjM5lc3y2d8Wd8HD8lNzl7bLn1n3shFRa5Nzgi8QE3LFHcLicnEX+V2IuyeMK+/bCT2umg0CaDC0sX2csd8ckwZeOWso/tzP7/3B6WmtuIUdCSaMNeAQIk//zuS/lbSxKHn0yQdt9bGhp4fknSG1xuNMSslrZSks846q8TDhJdwLKwDPQe0YvsK9UX7cj5m9YdX6+jJo/r0M59O+z6kYfzS0oek9Zc7gTJ20nk92OK8bvzZPyNb4L3t5eIFedQF4m31yBR3C43JDS9ToTt5anp8UHry89KiddJDy0d/RrBFWvYIDZMxbsRbFCJdbG8NtJY15pNjysArZ9mEFDpFuv+Sypzfu02Y70v5fjYTqBolm6ljjLlM0tvW2t3JL3scar3eb61dZ61dYK1d0N7eXpIxIrNQIKRZk2Zpy5Vb1DG3Q02+se2PvI754r9/UVMnTM34PqRh49KLa0f30XH767y41vl5NuzigjwRb6tHprhbaExueLneYfQ3Sxd+Ttp9/9gY3LFNan8vBXGMG/EWhUgX2/tj/WWN+eSYMvDKWbGT0tZbpU/eW5nz+3I0Yca4GGs9ayrj/2BjviHpOkkxSRMkTZK0RdLHJJ1mrY0ZYy6U9FVr7ccyfdaCBQvsrl27SjJO5CYcC+vE4Alt7NyoZXOW6fS203M6Jpf3IYlbnf/pt6T5N0hbVjp3jXffL33o9twDZ2qVn8Bb67wK4iVBvK0emeJnoTG5IXnd9ZS846JXDF76kHOML+CcbPubiaP1jXiLqpYutpc75pNjsohHC8sZmXLWyn8fmWlaifN7d2ybFjuFpOJ8b9libj0rWVFn1JcYc7GkL1hrLzPGPCzpUWvtg8aYtZJ+aa29O9P7SXrVIxwLK5qIalLTpLyOyeV9GJJ8UfGJO6Unv5BfQccVDTufs3nJyEVJMFS6caOUuMhoYJniZ6ExueHkU+h2j33hn6VP/C/n575AKU5kUZ2It6gJ6WJ7uWM+OcbDeIsfmXKWVNl8VGixKj2KOkVQjt2vUn1J0ueNMb+W02Pn+xUYAwoUCoSyBm2vY3J5H4a4Uxw/dLt074cLK+jEo1L3PmnHamcXlx2rnec0SQZqTqb4WWhMbjj5bPPqHnv5d5xCuFvQYTdBAFUkXWwvd8wnx6Qoxg60mXJWKXa3ykexmzCjKMoyU2e8uJOBhlSsaZuBCc5aXJZg1TLuHAPFkG9czWfpFuoF8RZAYYqdM4o/K6YaMVOnCCoxUwdALgqthKc2WHN30GLbQQCNLt+4yjauAIBcFTtnMCsGOaKoA9Qbdr8CgOIgngIAckXOQIVQ1AHqDdsOAkBxEE8BALkiZ6BCKOoAZZZIWHX3DurNYwPq7h1UIlGCvlb5NAUFAKRHPC2KsuQ+AMhT0WMTOQMVEKj0AIBGkkhY7evq1Wce2KVDx8KaOSWke69foNkzJsrnK3KfsOTu+PXdYA0ASot4Oi5lzX0AkKOSxSZyBsqMmTpAGR3pjwwnDkk6dCyszzywS0f6I6X5QhqsAUBxEE8LVvbcBwA5KGlsImegjJipA5RRJBYfThyuQ8fCisTi6u4dVCQWV1PAr2mtTdy9BADUhUy5Lx+JhNWR/gi5EkBRFCM2EZdQDSjqAJnEo872g/lOnUzzvqaAXzOnhEYlkJlTQoonrBbdvSP91M9CxwEA9SrXuJhP/CTWlkS63NcU8Of8GSzhAlBsBcWmpDyRMIHSxKVS5DfUNZZfAenEo1LXr6TV5zmP8ejI65G+kee5vk/StNYm3Xv9As2cEpLkJI7vXjdfX3+yM/3UzwyfBwANKde4mHpcNJw+fhNrS8Yr9917/QJNa23K+TNYwgWg2PKOTSl5oncgPP64lHpdUWh+I2c1NIo6gBc3UN53idR/2Hl0LwgyBdB07xs6zuczmj1jorbcvFA7vvRhbbl5oaa3NulHnW+P+pjhqZ9ZPg8AGk6ucTHdcdv+euzxxNqS8sp9+d7JLtYSLgBw5RWbPPJE24l9Ove0llGH5RWXvG48jCe/kbMaFkUd1IZss2OK/V1uoIwOOK9FB0YC5k+/5R1As70vqbDTPrFZZ0xpUfvEZvl8vuE7BK6ZU0JqCyqnzwOAhpFjnE173PrLpfOWOnHcPT7Xz8S4jM19+S1NcJdJJMt3CReAOlbgtUJOsSlNnvDff6nu+O9+fWzOtOFDc45LqYUZNy+ly0XuTNPkwg85C0Mo6qD6lXt6YXxQ2rR4JFC6ogPS5iXSJ+6UAhPGBtBM79u02Pm5B6+pn9+7foEmBRMFfR4A1K1c42ym47asdOL4hkVSV6cUKyx2o7yKsYQLQJ0q9bVChpwy+bFr9O3Fc9Qc8OUel1KLRIEJTl7avCRDLopKaz/kPJKzkMJYays9hqwWLFhgd+3aVelhoBJSg16wRVrxtDTj3NI1BPOqxkvOdy/ZKL20Tnpt+8jrrdOl2152mpSle1+WMXt2zrexgj8PdadsXUCJt6hq8ajU9Yp036UecfEpacb7nLiYaxxvnS7dukc68htibQ0o0y4zxFuglpTjWiFDTrErnlbPpHPUF1XucSnS5xSg+g+PvHbOx6ULVkoPLR+bizq2STtWS3u3SnOukBbe5sw89TpuxrlScPSsxipHp/siYKYOqlclp8S7J/7BlpHn12+Vdt8/uqATbJGWPeoUdNK9b8lGJYIhHekbVHfvoBKJsYVUz6mf/qATmFc8PfrzuMgA0KgSMeeOpkecVWCC83MpffxMLui48dsXTBu7h5+jKri58vRTnAuW358Ip82rABpAua4VMpyT2/a5itg8l4H6m538k5xjXtvuXGd0bBv9HckFHcl53LF67HFLNjqvd+9jCVYDoqhT58KxsHoiPZUeRmEKXM5UlO+9/xLnxH/JRudO7pKN0q+flRasSF9gSfe+l9bJd/+lmuCLa8m6F7Svqzf3E9DkJNI6nYIOUIdqOk6XWyIurb/MM85q/WXOz12p8bNj20hhPjl+23ja2K37L2Eqe5VxtzZfdPcOLbzjJ1p094788ipQRYj/41TOawWPc/JE+1ztO3wy/3iUrkj0odtTvuMp6cW1IwUd196tzus3PDk6Z+3dyhKsBlVwUccY01bMgaC4wrGwuvq7tGbPGvVH+is9nMJ4VbGlsbNjSvW9+593AuRndzqPO1dLk2amL7Cke9/+53X0qs36/GN79Zvu/vy3OnQD/20vU9AB6khdxOly8/mlpQ95xlktfcj5ebLU+Pmh28fG7wyxu6S5BgVha3PUA+J/kZT7WiElpxw5aQuPR+lu3AZDI9/R/l7pws95//N94Cbp1/82krOSZ6CStxpOwT11jDG/s9aeVeTxeGLNce7CsbB6Bnu0oXODNr+6WZFERNsXb9cZbWdUemiFqURPndTvtQnJ+Ea+V3Iq4P7msWPweN/RTz2uv9+Z0DN7jwwftuNLH9YZU5jWj5zR46GO1F2cLjd354/1l4/E51z7CLhN7VPjd6aYTyG9qrx5bEAL7/jJmNeLmFeJtygZ4n8JVOpaQUWKR+nyUvLPvf752mc7S602LJLCR2u5RQM9dYog40wdY8zn0/y5XRIzdapMOBbWgZ4Duurxq7S+c70iifHdtaqKKaGVWn6U/L3NbSl3dYNSU5v3GFLel7jhKd35cmBUQYctWIHGVZdxutzcu5gd25z4nE9jyHTxO1PMR1Vha3PUqmLH/3y/u25zRQVbFRQlHmW6rnB/nmlGz3VbaNGArMuv/lHSFEkTU/605fBelFkoENKsSbO05cot6pjboSZfYdt8Vt2U0EotPyr0e5Pfd+q5um7hu9mCFYCkOo7T5eaezN76cvF2+mCpa01ga3PUqmLF/3w0TK6oUPwuWzxK989H3sKQjMuvjDE7Jd1ird3t8bOD1tozSzk4F9NT8xeOhXVi8IQ2dm7UsjnLdHrb6Tm9hymhxVemLVhR31gOUIeI00BhSpxXibcouULif76fT64oD87zx41/WUUQyPLzFZKOpPnZgiKPBUUUCoQUCoS06vxViiayb2vnTgldsX2F+qJ9ZRhhY0gX6EkAAIjTgCORsDoejigciSturSYE/Zre2pw2L7pbmwO1Kt/4nw9yRXaxWEJv9w0qGk8o6Pfp1LZmBQKFLUIhHqEaZPy/11q7z1p7OM3PukozJOQr0zrZUCCkSU2Tsn5GJaaEFk08KkX6nOaZkT7neRVIt+1qLJZgO1YAkpz4HU1E6z9O58ON6W4sT32OupJIWP32SL/2/aFXS9b9TH/yT8/pk3fvJC+iIbjn6cXsedMwuaJAsVhCbx7r0eRARP/4xH/pU999QW8e65EdJM+gduVUkjTGnGOMudcY8yNjzL+5f0o9OGRW7HWyoUBIp7WeplXnr9KTn3xSHXM75Kv21kluR/jV5zmP2/7aeayCoJxu29W3+wbZjhVocIXG75qM0/lIjenuTlfu8yqI7SiuI/0RHTgyoC8+8kvyIhpOqXre1H2uGIcTAwM6ped1tdzzfn3jIp+WzT9Vp/S8LnMXeQa1K9ff7ocl/VzS/yPpi0l/UAHJCeDSxy7V+s71SihRtM9PTgStTa1F+9yiS97ir/+ws73teUuln36rKoJyJBYfPkF1HToWVjSe8Hw9EouXc3gAKqBY8btm4nQ+UmP6fZc4z3/6rdHPOeGuK5FYXC1NfvIiGkqpz+VddZkrxiMe1eTe1zX5wSuk/sOa+vP/rRtnnxx+Tp5BrcrWU8cVs9beU9KRICflXCcbCoQUUhF2FCmF5JP/6IDzWnRAemi5tGSjcxHwodsr2gne3eYw+UR15pSQgn6f5+tsxwrUt1LE76qO0/lIF9PXX+7E9HhEem2783O2ba0rTQG/BiJx8iIaRiV63tRNrhiPoTzjv/9SJ7+c83Fp/g3yPXD56LxTSJ6JR6X4oORvHnmP12tAiWScqWOMmWqMmSppmzHmZmPM6e5rQ6+jzFgnOyQ+KG1aPBKEXdEBactK6RN3Sg9d6xxXIem2OTy1rZntWIEGRPzOIFtMv+IuKTDBeb5pcUVjO4prWmuTZk1r0TevnkdeREMgF1RIcp4JTHDyypaV3nknnzyTumw4HvV+DSihbFua75dk5b3VmLXWvrNUA0vGlo/eSr0dYlVz+yysv3x0MA62OHd1d99f8Zk6ErtfoWjYYrfONHT89uI1U0caiekvrXNm6gRbpI5tTmwPNvhd5zoyevcraULQl3H3qxIj3qJsyAVllJpnzvm4dMFKZ5Z/at7JdaZO6me67w22SOv+dPRrzDBNhwugIshY1Bk+yJgJ1tqT2V4rFZJeZvnsnlIX3AD6029JF3xG+sGSkaDpFnTm3yCdcqY09WwCKOoBFxl1quHidyapxfpgi3T9VmnnXdLerVVXtEfdIt6i7MgFZZJahJlzhbTwttF5p9CCjiv1ZoT7GoWddCjqFEGujZJ35vgaKiDXbcvrhjt98vUfSe1zpGs2Sa3TnZP/lzc7BZ2X1kn3X1KzU/QTCavu3kG9eWxA3b2DbOsK1KmGi9+Z2Lj04lrnZLh1uvP462edmN46XbrhSWnXfU6BhyVYSELORK0jF5SJP+gUVlY87eQV9waB+zxD4SU1zthYjsuG3dfIWyihjI2SjTGnSTpDUsgYc75GKmmTJLWUeGyAN3+ztOxRpzK+9XPSn/yt9Nmd0n/eJ33sH6Stt0r7n3cCs7+50qPNWyJhta+rd3jbc7e3wOwZE1miBaB++ZulCz/nzML87E4nlr+23bmTesvPpRfukV7d5tzxXPZoTcZ3FB85E0Be3MLObS+PNDFOfZ7CK848+JfzdcayR2W8ZuosWufksNjJkdfIWyihbD11OiTdIGmBpOT5ob2S7rfWPlbS0Q1heirGSJ7yePafSB+4SXrwWskmJOOr6SmO3b2DWnT3jjG7gGy5eaHaJ5IMGhTLAdAY3Ni+YZEUPjrSQ+dnd0uvPMoUdoxRgpxJvAUwSro48+SqD+qUntfoqTM+VN+LIOPyK2vtemvthyVpj3Z8AAAgAElEQVTdYK39cNKfK8pV0AE8JU+ffHOXNOkM5+/NbTUfOCOx+KikIUmHjoUVicUrNCIAKBM3tl+3ZfRU+ItuzTo1Ho2JnAmg1NLFmb6ovJdvTT07pyVdQLFkXH6VZJYx5vMpr52QtNta+4sijwnITep0SSnj1MliKMeuVU0Bv2ZOCY25G9AU8Bf1ewCgKhUwNR7lVy27OJIzAWQz3niVMc6ky1HkLZRRro2SF0i6SU5/nTMkrZR0saR7jTF/W5qhIVfhWFg9kZ5KD6My/EGpqc159AeVCLSqeyBRkmaJiWhEivTr28/8Sgvv+IkW3b1D+7p6i96QcVprk+69foFmTnG263X7A0xrbSrq9wAon4aO04VIju1ez9OJR6VIn/OIovBqQuz2l1h0946S5sNckDPR6BolvxTaEL0Y8SprnPHKUbnmrUogV9adXLc0f0bSYmtt39DzNkmPSFokZ7bO3FIOkjXH3sKxsHoGe7Shc4OWzVmm09tOr/SQKqqkzRLjUSX+8Ip8P7haR6/arL/fmdAze4+UrNdNtdwBRdWgx0ONIk6XkduPZ9NipyEl093HLV1endbWpE/evbNqer8VOWcSb1ETGim/jOccv1h9t+rm3Lz6cmUN/kusPrnO1DlLUiTpeVTSLGttWBJ7s5VZOBZWV3+X1uxZo0sfu1TrO9croUSlh5VZGSrCR/ojw8Fecta6fuaBXTrSH8nyziyGgp/v/kul/sOa+sMr9Y2LfPrYnGklW7fv8xm1T2zWGVNa1D6xuTaTBtDAajJOV0KxckNy8/z+w85j16+4CzlO6fLqyWh19bEhZ6KRNGJ+Gc85fs59t7Lko7qIM+TKupVrUecHkn5mjPmKMeYrknZI2myMaZXUWbLRYYxwLKwDPQd01eNXaX3nekUS4yxYlIMbQFafV9LAUZJmicnBz92uMDowXNi5dsHprNsHMEpNxulKKFZuSBOnOVktnLvMYSAS88yrfmOGlyG46GMDlF6j5pd8zvFTl2kFA77s8apM1yoVRa6sazkVday1X5PTR+e4nAbJN1lr/4e1tt9au6yUA8RooUBIsybN0pYrt6hjboeafFW+ZrxMFeFEwsqkOcmMD63/L0h80Jme6AY/V3RAU/9lqb5+2Tms2wcwSs3F6UooZm7IEKe1abHzc+QkkbA62j+ovb/v0aK7d+jVP/R65tVQk58+NkAF1Ft+ybVPjtuoOJlXIdmrf07fyVjmeNUos1fIlXUtp546kmSM8UuaoaQds6y1vyvRuEZhzbG3cCysE4MntLFzo66dc63e0faOSg9pNK+KsCQFW4qyvZ+7tjWRSOhwf0Sr//U1rfrwe7TqBz8fXm97x+J5Wr9zv76+6I916sQJRf1nSNzwlHTqufIFazuhoibQ46HGhGNhRRNRBX3B4Thd7z0Pclbs3FDiXFOr8u3/4F4M/eHESX358Vd06FhY5585WV/42Gx96dFfjuljIak++kuMRbxF1XBzyaSmSZ4/q+X8kk+fnFyPfbv3pGe/r8c+e5FkpGgsMTpeNVL+qN5/1rpIHJWWa6PkWyR9RVKXpLicf/nWWjuvtMNzkPS8uQ3SfvH2LzR/xnxNb5le6SGNFulzpjH2Hx77s9bpzjZ/TW2jXs71JDQ5uH/5srn62hOdOnQsrG2fW6i3TpzU5FBQx8NRrX3uDe05eFzPfeFinTW1pbATztQgWPngh8bDRUaNSNe4MtOJecMpIDdkRZwexesC6LvXzdfsUycqEPCepO02E/3fS8/Xort3Dr9+/pmTddPF79Kc0yYq1BSop+JNOsRbVFw+TZCrJb/kW0jOt4Fxts9PJKx+d3RAF9/53Jj3PnLThWptDowtGJUiH1Wz6syVdZ1QyiXXnjq3SZptrT3XWjvPWvvH5SroYKzUBmlfeP4LGkxU4ZQ5f7PTVT3YMvr1YIvi1z6iExHfqGmW+Ww5mNwwbXIoOJwQ3jpxUl97olNL1v1MN27YrT0Hj2vmlJD2H+4vvGGyP+gEuxVPOwG+8sEPQJXJ1rgyFAhV/IS7amTIDVr2qPPzvD+zceO01/IFr6aiN27YrbdOhMfkXfe94ajTP6etOTBqmcOeg8f1tSc6FfD7arc5KFAjCmmCXA35Jd05/NH+9Eur8u2Fma1R8ZH+iPYf7vdcpuXGxDHXAqXIR9WsgXNlvcu1qHNQTi8dVFhNNUhLDhxusAy26Pg1W3Xzvw7qE2t+Nqpok09n++REcDwcHQ7ga597Q/cse/+odbN3LJ6nu559fXwNk91/ltteJvgBGKWm4nI1SJMbxn1y2YBxOt2FVLqLpbd7B4dzaup733jbuRg6GY3rjsXzxuRRP7UcoKRqOZekO4d/+eAJzxu1iYRVPGGL2nA9EovrrmdfHxO/7ln2fq197g3vglGp8lE1a8Bc2QhyLer8RtJzxpi/N8Z83v1TyoHBW801SEupCB+/Zqu+9B9xPbP3yJiiTaaKfepdyOSmyGufe2M4gO85eFwnowl97cr36aGVH9SXL5urO5/Zp+6+wfHvyuEPOlMwCX4AktRcXK4GpbpbWCdxOtfmoekupNJtHOAuXfB6713Pvq5vXj1Ph/siWr9zv7582dzhPLp+5375fLmeMgIoRC3nknTn8C1N/uG/J5/zH+mP6OtPdo4pwHz3uvma1tqUcwxM1hTwq7tvUHc+s284fn3tyvepbzA2PHPf81qgEWev1EmuxIhA9kMkSb8b+tM09AcVFAqEFAqEtOr8VVo+d7k2dm6UL+f6XAUMBcvErS/rSw++omf2Hhn+kVu0SS7UpK6tjSfs8JpbtzHa1Jag7lg8T1969Jfac/C41u/crwc+fYECPqO2CQF19QyOaabGrhwASqXm4nI1SL5b6G/m5HJIPs1D011I+Y303evm68YNu8dsHPDHZ7xPiYQd8949B4/rn7bv09rl79dtf3aObty4mxwKlFkt5BKv3jbu7lSp5/DHwyM7SCXPlInE4vpR59vq7o3oy5fNHe6FOX0ozuQaA5NNa23S965foL96YJdu3LBbM6eE9M2r5+mftu/LHsfIR6hxOe9+JUnGmFZrbX8Jx+OJRnKZVUuDNMWjznZ4aYJhuoZoj918kY70RfTtH+9Tx0Vnj9pl47vXzdfqf31NP+p8e9R7fnjjhfrq1le0eP6Zw4ng0d0H9Q+L5ql9YnPezdqAKkfjzhpTNXG52mTJE8iveWimY6eEgnrrxMiSq0d3H1THRWdr/c79+puPzta0tibPXWK23LxQ01qbGjmHEm9RNaotl6QrOr+nvU2vd/eNet0tqOw5eFzS6DiWKXZJyquB8rB4VDY2qJ6oT31RKRjwKeAzCkcaMo7VEv6jFEFOM3WMMRdK+r6kNklnGWPOk3SjtfbmUg4OuQkFQgoplP3AUnK7qW9a7DQW85i2OK21Sfdev2BMIgj4zPBrbsV+WmuT3jE5JL/RqIKONHIX8m8+Onv0zh7L5ysaj+ut42Gd2tacOfADQAlVRVyuNjnkCWRvHppIWB0PRxSOxOXzjZ2R496N9vmMZk5pUcDv3OVfPP9M3fmMc4HV+ftebf3cQs+c7L6XHApUXrXlknRLPh9a+UGdOqlJD994oaLxhIJ+n8LRuLr7nI1cUmfKpLsmmNbapN+fCOfVQFnScH4xmxbrlGWP6pTk/NJa/H8PQLXJdfnVdyR9TNJWSbLWvmyM+ZOSjQq1JXV7vPsu8VyP6vMZzZ4xUVtuXjjq7l9y8N5z8Lhu3LBbkrTjSx+Wz+89ndPn8436rFjC6h+e7NSPOt/WzCkhrV0+X++dkX7rVgBAGeWYJ6C0yxiaAn4lEla/PdKvrp6T+uIjzqzWP597qn7wVx+Q32fG3I32+Yystbp67QujvuPQsbDCkbhnTuZONoB00hWdDx0L6/aHXx6endPdN6gHPn2BHrv5IkVjCc/YlC7+ZIqBnsgvQO6LNK21B1NeyriVkDFmgjHmJWPMy8aYXxlj/r+h1882xrxojHndGPOQMYZF2rUsNZBKIwG161fOz5N4bUfoBu9kbvB2K/nJTdRS7yQaY7Tsey8Oz+g5dCysmzbu1tt9VbjNOwA0mjzzRKPLlPeO9Ed04MjAcEFHcmazXvu9F9UU8Htu85spx2bbIhgAkqWLJ8fDUR06FtYXH/mlbrr4XTp0LKzr/89LMjJp40u6+JMpBo5BfgEk5T5T56Ax5iJJdqgIc6ukvVneMyjpI9baPmNMUNJ/GGOelvR5Sd+21j5ojFkr6S8l3VPg+Gtata2TLUh80JlK7wZSV3TAef22l7NWyTNNwcxUyR/+qnjC865BLJ4o2j8mAGRTFzG9FIqQJxpJprwXicXV0uTPa2lCphwLID1i+lhe8eSOxfN05zP7JDmxaHIoOPz3jEum0sjl3H8Y+QWQlHtR5yZJqyWdIemQpB9JythPxzodmPuGngaH/lhJH5F07dDr6yV9VQ1W1AnHwuoZ7NGGzg1aNmdZbScLf7PTGyG5Qi5JwRbndX/2NfnZgne2tf1Bv89zmqbbRwAASqmuYnopFCFPNJp0ea8p4NdAJJ7X0oS8LpAAENMzSI4n4Whcb7zdN9yrSxq941XGJVM5fE9Ofb3IL4CkHJdfWWsPW2uXWWtnWGtPtdYul3R9tvcZY/zGmF9IelvSjyW9Iem4tTY2dMghOYWihhCOhdXV36U1e9bo0scu1frO9UqoxmeTuFsArnjaCaCS85jnWtbxTAE/ta1Za5fPHzVNc+3y+Tq1jUAOoHTqMqaXQpHyBJy75LOmteibV8/LbWnCEJZZAdkR03PjxpOZk0M67ZQJo5ohf/PqeVr73BvlmxFIfgEk5bml+ag3GvM7a+1ZOR47WdIWSf+vpPuste8eev1MSU9Za//Y4z0rJa2UpLPOOmv+gQMHChpntQjHwjrQc0Artq9QX7Rv+PXti7frjLbi1bUqtpX3OHY1icUSertvcLhb/qltzXk3OHY/IxZPKFDgZwBVrKS/xPUWb8uhXDG9rrD7VVFydCJhdSw8qHAkoUTCKuj3qT0l51XsXKA+EG8bEDE9M6+YIml4J764lSYEfAr489tCvGixivxSy0hORTCeos5Ba+2ZeRz/FUkDkr4k6TRrbWxoq/SvWms/lum9CxYssLt27SponNUkHAvrxOAJbezcqM2vblYkESlqskgkrPZ19Y5ZNz97xsTyFXbig85UxzwKOq929eqmjSPbsbJzFTBG2RJevcTbcih1TK9LBeSJelGsHJ3tcyp+LlD7iLcNipjuzSumPPDpCzQYS4wrzhQ9VjVwfqlxJKYiGM9Vc8ZqkDGmfWiGjowxIUn/t5zmyj+RdPXQYR2SHh/HGGpKKBDSaa2nadX5q/TkJ59Ux9wO+cb1n2C0I/2R4cAoOQ3KPvPALh3pjxTtO5IlElbdvYN689iAunsHlTABqaktr0D6dt/gcEHHHTM7VwGoBaWO6XXJH8w7T9SDRMLqDz0ni5Kjs+X6cp8LAPWiVmL6mPPvRGE36HPlFVMOHBkYd5wpeqxq0PwCSFkaJRtjeuVdvDGSQh6vJztd0npjjF9O8eiH1tonjDGdkh40xnxd0h5J389/2LUtFAgpFAhp1fmrFE0Ub6u9SCye144Y41Gs6jo7VwGodaWK6agPbr7sH4wVJUdny/XlPBcA6lE1x/RKzMTziin57sKX6+cSq4DCZCw/W2snWmsnefyZaK3NWBCy1v7SWnu+tXaetfZ91tr/MfT6b6y1F1hr322t/QtrbcNOyQgFQkXtqN8U8A83TnSNp/N8JsWqrrs7VyVj5yoAtajYMR31wc2XR/ojWXN0Lnfgs+X6cp4LAPWsGmN6sWe3FBpz3F34kuUbZ4hVQPFw5VxHprU26d7rF+S1I0ahilVdZ+cqAEA9c/Pl2ufe0B2LvXetSiSsjvYPau/ve7To7h1aeMdPtOjuHdrX1TvmIitbri/nuQCA8irm7BZ31o9XzEku9vh9GhNTZk1rGXecIVYBxVNwo+RyopFc7kq540XyZ0vSknU/G5VYZk4J6Yc3Xqh3TM62Mm80dq4CsqJxJ1CjunsHtejuHTp0LKzzz5ysmy5+l6a1Nukdk0M6bdIESdJvj/QrYaUb7ntpTF7dcvNCtU8cfaMjW65n96txId6iaiXHE1e6OFHoZz1280U60hcZ0xi5bUJA0VhCxhj5jRQM+BRLWEVjiXHt5kesanj8By8CrpzrjM9n1D6xWWdMaVH7xOaiFnSSq/nHw9ExdxzvWDxPpoCvCwR8esfkkM6a1qp3TA5R0AEA1I3ku9F7Dh7X157oVGtzQKdNmiCfz+h4OKKunpM6PhDJ+Q58tlxfqnMBAJVVzNktkVhc3b2ju2AcOhbWyWhizBKv6//PSwr4jHpOxvSp776gD3zj33TFP+/Qkb6ITj8lVHCcIVYBxZGxLw5qRBm28PNaw/vo7oP68mVzNTkU1PFwVOt37tdXLj+3JN8PAMiC7Vyrks9nNHvGRG25eaHn3ehwJK4vPvJLffmyuZo5JTTmrjn9JQC4ssWTfLQFpT1/d5H+5tG9embvEUlOzPEbeRaYw5G4Zz+fQmYJASgupkTUunhU6vqVtPo85zFemi79qWt41z73hjouOltfe6JTS9b9TF97olMrFp6tUBMnnwBQdmXKBShMprvRcWuz9twBAFdRZrfEo5rU85pa7nm/7vjvfn1szrThmBNq8m5g7MaqZOxWBVQHZurUMvck/r5LpOiA87jiaWnGuWnv0uazdjX5WGPMqDuIew4e1/qd+3X/igt0pG9QA5G4ZkyaoMkhTj4BoKwKyAXIrlw96oI+3/DSrDuf2acvXzZ3VM8dliMAGK/kmNMWlCb1vCYzlDMmP3iF7r7hKR1ve59MIKhJzUHde/2CMdumTwj6mU0IVCkaJdeq1JN4V7Al7cm82xcnNUjPnjFxzElj6rF/PvdU3fpn5+imjbtHvXfGpGaFIzQ3A0qMxp3wVkAuQHb55Mvxfna6/FqM70JBiLeoK8kx59zTWnTHf/dr8oNXjMkZRz/1uO58OaDrFr5b72lv07FwdFRRW1LJ4iIaGv/zFAFFnVoV6XOm2fcfHvuz1unSbS9LTW2jXs6nY77XsX8+91R99Yr3yVpLEQcoLy4y4K2AXIDsirnDTC6fTX6tKsRb1JXu3kEtWfeC3jwW1s+/dJFa174/bc7ov+nnunzdHj208kLPWMduVSgB/gcqAnrq1Crjl5Y94tyNTRZskZY96jTKTJHaF0dKvxbW69gfdb4tay0d6gGgWvibnZifRy5Advnky2J8NvkVQKn4ElFtW3m+Ln7PFH3+sb06etVmz5xx9KrN+vxje/Wb7v60sY7dqoDqRFGnFsWjUvc+6YU1Use2kcCcZbp9U8C78ZnXWth8jgUAVIg/KLXPzisXILtS5kDyK4CyiUc1pe91ta59v75xkXPZ9/c7Ezp+zdZROePopx7X3+9M6Jm9R4hHQA2iqFNrkvsn/NfD0o7Vzsl86/SsJ/HTWpt07/ULctpZI5djEwmr7t5BvXlsQN29g0okqn8pHwDUFbfIv2O1tGSjkws6tjmFHgo6BcsnX6aTLkd6ffZ3r5uvRCJBLgVQPEPXDL77L5X6D2vqD6/UNy7yaVprk/pOOUd2xdNS63TFOp7SnS8Hhgs6hcYjrguAyqGnTi1J1xBzzhXSlWucE/hgKP37lXktbPLPQk1+HR+I6sCRAbU0+TUQiWvWtBb90bRW+XympE0kAYxBjweMlZoTzvm4dMVd0pNfkD50OzN1CpCaB2MJq2gskXfviGw5Mvl74gmrrz/ZqR91vk0urQ7EW9S+DE30Ezc8JZ16rhNj4oNKmCYdOWlzjkde1xISTZRRMP4HKQKKOrUkU0PMU86QVr1UcEPM1BPQ+274v/Tlx19J2ySylE0kAYzBRQbG8soJgQlS7CRNkgtQzJsVueZIcmlVIt6i9pVoQ5V0cXJaW5M+efdOYhkKQVGnCFh+VUsyNcRc8gPPhpi5ToU80h8ZDtCS1NLkz9gkspRNJAEAOfDKCbGTNEkuUGoePHQsrM88sEt/6DmZ93KCXHMkuRTAeKQ9zy+giX4u8ShdnDwZJZYBlURRpxrFo06FPR4d/bo/6EynX/F0Tg0x3Wr6ort3aOEdP9Giu3doX1ev50lpaiA/Ho5mbORIo0cAqLBMOaF9thQfHJtHkFa6C5q3joez5tBUueZIcimAtNJdDwzJeJ6f5zWDlFs8Shcn/cYQy4AKoqhTbdw1sKvPcx4zFXayNEdOV00/0h8Zc2xqIF/73Bv65tXz0jaJLEYTSQDAOHnlhPbZTvPkdHkEntJd0Lg5M1MOTZVrjiSXAvCU7XpAOZzn53HNIOUWj9LFyVCTn1gGVBA9dapJalOzTBX1eNS5C+tvThuc3zw2oIV3/GTM6zu+9GGdMWX0dEyvNbIPfPoCtU0IpG0SmanpMoCioscDMnNzgvE7BZ1c8ghG8cqDdyyepzuf2ac9B48PH+eVQ9N9Xi45klxadYi3qKwcrwdyPs/P4ZrBlS0eZeo9JolYhkLwP0kRBCo9AAzx6lIfHXCer3hKan/v6J2t/MGsgdmtpqc2LfOaCunzGc2eMVFbbl6YczD2+QzNzwCg1JILNjY+8ph8gu4+ps0jFHaySc2Dxhh9desrowo6+SwnyDVHkksBDMt4PfC0NO3dzms+f+bz/NRCTo6xP1s8yna9QCwDKoPlV9UiPihtWjx620HJeb7p6qHgnDT1Mss6Wyn/ad1uID9jSovaJzZTXQeASkudgv/S99JPyc+YRxY7P0/97Cx5pNEk58HTJk3Q33x0NssJAJRPtjhuE9LdF0hdv9K0prj3ef4Ek3Xp1nj4fEbtLT6d0ZpQe4uP6wWgCrD8qpKSq+jS2Mq85Ey5vPYh6aV7pQ/d7txpdY/dtNjpYJ/h7ivTuoG6wHKARpR6x3bOFdJFt0oPXOE9Jd/rDq/kPXXfPTaHPNLIyKENiXiLyomGpe5XpfsuHRvHO7ZJO1ZLe7cOP0+0z9WRiH8kRk0w8nV3lnYJLvkDxUVSLQJm6lRK6t3XRGxoa/KNo7vUL9koBVuleMQJ0F2vSEf3O3/vPzz0WvoqPLNvAKAGpRZozvm4NP+GkYKONDIl380Bue52kvzZOeSRRkYOBVA28ajTE+2FNU4BJzmOJxd0JCf+r79cvu5OtU9IODGqxTe6oOMeV8wYT/4AqhJFnUpIDYgbFjmv3X+J9NI6p5DTOt15fGmdtPlT0hV3OVMuN10thSY7f5eKH6wBAJWXPAU/MMHJAVtWZl9alW23k0z9GsgjAFAZybH5vx52Cjgd24bi+FPSi2tHCjqu6IC0eYmUiA99Rp5LcMczRvIHUFUo6pSbV0AMH5UeXyUtfUja/7xTyPnsTudx//PSonXS1lsl45Ouvl/aeosUOznymcUK1gCA6uBvdqa1B1uceL/1VicXBFN2XQq2OMf5k5pTuoWd214eOy2+1Cf9AID8eF0b7N3qFHZu2SNNfZf0gZu84//ShyTfUPP25LyRelxqnihonOQPoFpR1Cm3dAFx71anCr/iKaeQ8515zqM7W2f/887P2mY4f09WrGANAKgOwzNunnJi/Gvbpd33S9dvTVla9ZR3PwN/UGpq83i9xCf9AID8ZLo2uOeDks/nxHmvJVkzzh3ZHTfXJbiFIn8AVYuiTrllCogXfs7ZunzF01Jzm9TxhBSaIr25ayggv0+aenbpgjUAoHr4g05OcKfgX3SrdGCHU9hpne683v7e/GJ/qU/6AQD5yXRtsOQHzs+DoZHCjhv/kws6w5+VZQnuuMZJ/gCqFbtfVULqNEuvHUzig5LxS4moJJ8UaGbXEqBxsRtLI4uGnbj/4jpp/nXS7g3SB1Y6cT/1hD5X5BEgHeItyi/btYErGnZ66Pj8meN/8g67xY7t5A8UFzsQFAFFnUopICAmb63aFpQmBRMygdHBmu1XgbrERUajc3PGQ9c6d26LcRJdypP+GpRIWB3uH9TJaFx+YxRq8mtyiBzagIi3qIwM1wbFOL8v6jUC+QPFQ5ItgkClB9BwkoOg28gyh4CYSFjt6+rVZx7YpUPHwpo5JaTvXb9A58wIDK+h8zrm3usXaPaMiZyUAkC1yuXk2J32vuql4p1E+4OcjA/xyp/fvHqeZkyaoD+a1koOBVB6yU3u3Tgfj8rGBvVWb1zXfH93wef3Rb9GIH8AVYWeOuXkVuBXn+c8St6NLD0c6Y8MB2JJOnQsrL96YJeO9EcyHvOZlGMAAFUkNS9k2hI2XfNjjJtX/vziI7/UgSMD5FAA5ZMc54fyg7nrPLWdeE3nnub0sSnk/J5rBKC+UdQpl+S1sv2HncdsJ/BJIrH4cCB2HToWViQWz+sYAECVGGdeQPGky58tTX5yKIDyS8kPkx+8Qt+4yKePzZkmKf/ze64RgPpGUaccomGp65WR5meS85hyAp9IWHX3DurNYwPq7h1UIjHS76gp4NfMKaMbos2cElJTwJ/XMQCAKpDaFFPyzAvIT6Y8mkm6/DkQiZNDAWQWj0qRvrzidsZYlSY/TP3hlcOFnXzP77lGAOobRZ1Si0edP5uuHgnMruiA0wwtPji81nXR3Tu08I6faNHdO7Svq3c4yE9rbdK91y8YDsjuWthprU3DH5fLMQCAKhAbdOJ/hryA/GTLo5l45c9vXj1Ps6a1kEMBpJfPEtohWWNVPH1+mPovS/XtxXP0vTzP77lGAOobu1+Vkhvof/otaf4N0kPLRwfopO0KuwcSWnT3jlFTI2dOCWnLzQvVPrFZUm5d69n9CqhL7MZST+JR6eh+6cTBNHnhKan9vYVvV96gunsHs+bRTEZ2v0rIb8TuV42LeIvc5LoNeYqssSoalrpfle67dEx+iN/wlPpOma2JLaHK7n4FFA//ExYBM3VKJTnQ790qvbROWrLRCfjSmMCfy1pXn7AO70QAACAASURBVM+ofWKzzpjSovaJzZ6BOJdjAAAV4uaGdX/qnRc6npBeWCN172MJVp7G2zPC5zM6deIEnTW1RWdMadHUVnIogDTGsYQ2Y6yKR534/8IaqWPbmOsG/2nv0yltLQXFJq4RgPpFUadUUqdOvrZ95AS+dbpzJzapks9aVwBoAMm5ITUvXLNJmnyWtHcbvXUKQB4FUDYZlkhlW0KbLla1BTVSKPqvh6Udq53CTuv0nGYAAWhcFHVKxd8sLXt0pMIuOSfwu++Xbvm5FJo66nDWugJAA0jNDW5h57M7peZTpK2fk2InaZpcAPIogLLxOs+XnOfLHnV+noZXrHrwL+drUs9ro2f+7N3qFHZu2SO1z6agAyAteuoUUzzqVOb9zU7gHeyRDu2SHlw2stZ2yUZp933S716QbntZamobfl/CNOnISctaVwCp6PFQT7z6MCzdLP3sHqfIk6x1+kiuSP2M5HwDSfSMQFEQb5Ebz546ST3RMsTp1Fg1vSkqc9d5Uv/hsd9zyhnSqpfG5gGgPpCki4CZOsXi1f0+EJImzRyZWr9ko3NH9tfPjlTxk97n6+5Ue4uPta4AUO+CLc5yK3c57sR3SPufH3uM1x3fAnZbaRT0jABQNv6gsyRqxdNOLO/YNtITLRrOGKdTY5UJZJj5s+QHGWf+AABFnWJIrtT3Hx6ZMi9JU8+WTjnTmVr/0jrnpN1dFyt5v48TdACoT8mNkl/8rpMbgq3S5DOd3JCmmf6Y95M3AKDy/EFnadQte5ylUv/1sLPrbb5xOrlAlC0PAEAKijrjla37fSzsnKz3/EF6c5d3QSfPrvkAgBqUmi9e2y59Z55T4One51wYuHd8sxV0yBsAUHnublWrz3N64JzzcWn+DdL6y/OP06kzfyjoAMgRRZ3xytb9PnpS6n5Naj/H6YvgBudxdM0HANSgmEfcd5sib1os2biTI5JzRTLyBgBUFzcuh49KgQnSFXdJW1YWHqfdwk66PAAAHijqjFem7veL1klbb5Hu+7hTxU9ulDaOrvkAgDKLR6VIX+GzYeJRqectJy9kivv+oNMM0+tEnrwBANXBzQnGPxKXYyelrbdmj/PZZMoDAOCBos54pVsD6zZFfm2797RL1s4CQG0Yb2Pi5D46L61z8kMhcZ+8AQCVl5wTjh8cOe8Ptjjn/bvvl67fSpwGUDYUdYrBbZLWsc1ZA3vNppGCjstr2iVrZwGguo2nMbF7Jzd52dVr20cKO26+mPbO3OM+eQMAKic5Jwz2SaFTpPsvGR3X59/g7HQ7vMMhcRpAaVHUGa94VBrskbpfdbre3/yi1HxK7lvTsnYWAKpToY2J3bzg3snteWv0sim3sPPZndKkmVIgNPb9mZZ6kTcAoPxSc0Lycqv9z4/E9ZfWSTtXO/H9VuI0gNKjqDMe8ajU1ek8brra6Xr/7XOl5/8pv+n1rJ0FgOpTSGPieFQ6ul86tGtkds+6Px3JA25e2P+8syvi1LO9d7jKttSLvAEA5eWVE9wi/TWbnLj+nXnO44qnnfjeTJwGUHoUdQrlnnj/9E7p6G9HmqLFTo6dXs+0SwCoPfk2JnYLOicOSg8uGz27J7mwM5wX5qbfsjzfpV4AgNLyN0vLHhmbE/Y/78zS73jCKeJw3g+gzEpW1DHGnGmM+YkxZq8x5lfGmNuGXp9qjPmxMeb1occppRpDyUTDUtcr0oZF0ifulDZ/amzzy/3PS6EpzrTL9tkEdgCoNbk0JnaXSg32OQWY0Cnpt7O9/xJp6ju9l00VutQLAFBcXktgB/ukyIA05Z3OrJzUzVGe/yfpxXtyX2413h0VASBJKWfqxCTdbq2dI+mDklYZY+ZK+jtJz1pr3yPp2aHntSMeHVluFT4qPXG7dO3DI2tp3dk5SzZK1kpPfVGy8UqPGgBQiEyNid1CzJoLJJtwpuVn2s72k9+Tet50tsBNPeEvZKkXAKC4vJbADvZJ3a9JPp/01O3OrJzk8/2XhnrqXLhKCjTnVtAZz46KAJCiZEUda+3vrbU/H/p7r6S9ks6QdKWk9UOHrZd0VanGUHTxqDND5/FVIyftr26TXvuRs3VhcpO0CZOlHd+RPnDj2Cn6AIDa4dWYOHlmzYk3nbxwzYOjC/zJd3KXPya9uFa69yPO+6LhlO/Ic6kXAKC4vJbA9nU7m6Gs/4S0c410wY3O+f2EySNNkfc/7+yAO+09uRd0WGYLoIjK0lPHGPNHks6X9KKkGdba30tO4UfSqeUYw7i5BZ37LnUaIieftP/7N6Tf/LsT0N/c5TRP3vEd6UO3s6YWAOpBcmNir6VSe7dKO+9y8kDqzM1rfyj5m5zjogPS+svHFnZyWeoFACgNr7h+2Xek3recmB0dcM73f/2sdNGtznl+V6dz3t+xTWp/r9NPJ9/vYJktgCIoeVHHGNMm6VFJf22t7cnjfSuNMbuMMbu6u7tLN8BcxQedJVduEE5thvzujzgNMm/5ufSLTdKHPs+JOICaUHXxttqlWyq1d6szG+eGJ50T/QmTpZtflF74Z6f32hV3SYEJzvs2L5ES8dEn8ZmWegGoC8TbKpUa19tmSO/9hBOrk2N9cmHnF5ukW/bkVtDx+g4Xy2wBjJOx1pbuw40JSnpC0jPW2v819No+SRdba39vjDld0nPW2tmZPmfBggV2165dJRtnTpJn6iQH4zlXSFf+s/TCPU6gf99ip7LvD0rBUOXGC6CemHJ9UVXE22rndbdVcmbWXL/Vmbk5/zqnv85vnpOMb6TvwmvbneM6tkm//Q/pnRd7N02ODzpLrijoAOVGvG1EXnF90Tpp2rtGZuq4gi3O0qvWdsnnz/18P1PuoIiPxlW2mFvPSrn7lZH0fUl73YLOkK2SOob+3iHp8VKNoaj8QWnG+6QVT42eGn/RrdITf+MUdIIt0kW3OMGdgg4A1Kd0S6WWbHQKOu+6WFrzQaeAY3xOAWf3/aMLOm88J/3rV7yn3Scv9QIAlJZbSG+fPTquP/HX0sR3ODE7OdZ3bHOK7oFmyRfIfRcrltkCKJFSLr9aKOk6SR8xxvxi6M+lkv6npI8aY16X9NGh57XBH3SmWN7w5EifhNbp0vnLR54HWys9SgBAqaUulerYJr282SnoTHuPtOzhkdennyMtvG3k+RvPST/5mvM59FMAgMpJ3omqe99IYcddAtsyZaSw48bwI29I/zzfed/R/fntYsUyWwAlUNLlV8VSNdNT41Hp6G+ltlMlJZxtafc9Lb3rI5Ixzu4nb+5ydkhpymFtLQDkhuUA1Wqwz9nO/MV1zpKrJ7/gFHDeeG7k+Ydul6a92zn+P7/nzNBJ1Tqd3AFUB+Jto0hdDuXOmmmfLdm4MxsnPugUbf78H50eO68+KW1Z6by/dbqzDOs785xZmfkUaFhmC7hYflUEgUoPoGbEo041frBXGuxx/vzLZ6Xe3zuNL6WRgM7WswBQ/6JhZ6vbTX8hhY9KP/2mFDsp/fpfnaVYT94u7d3mPHcvFN55sXPhkNpPgW3LAaB8Mu1ElVycScSkpQ85fXV+/GWpr8s5Ntji9NzZeqsT96Wx783EH6SYA6BoyrKleU2LR521srFBKTRZmnyms4vJi2ulK9c4QT120inoXLNJmvZOgjQA1As3B3hNq0/EnZ1Rwked5+6JfXTAuZP7iW+N7Ha1afH/z979x8lZlvce/14zs7uZbBLILyISiVgRiS2ISW0j54g/eipQFTDUGBJZUguiQWi11vpqe47W9vRQ8VjUIAQVQgJpKpACohHLgaKAhMQQKguBIkQQ2PwgYbObyc6v+/zxzOzOzs7Mzq9nZp6Zz/v1ymt2npnnmXuVva6Za+77ur1vfumnAADVKRWPK75WmTtRuZT3nn/ZBu+LXcmL2x+7eaz5fbFzAaBBKOqUkrvOdvAlKXZQOviCV5l/7oHxW5ov2yDNmC9FaJAMAG0hNwcU6pcQCnvf4GYLNFn53+DmzsShnwIAVG6yeFypcI8XlwvF79yZk+EeacllXrP77Hv+CzZJPUd5nwVKnQsADUJRp5jcaZnD+6S1Z3jHe6ZLU472Anu2sPOph6Sj3iDNOoE35gDQDvJzQKFmxl1RryBTaGeU3N2u8gs32cLOFTsp6ADAZMqJx4XOKTWrp9ydqLLP+++f8+L6px6Stl7vfR5g1iWAFkFRp5Bi62xzCzvRmd7Uy99skwZfoaADAO2iVK+FUoWd7M4oc9/qfQAoNROHbcsBYHKVxOP8cyab1VPuzMncws717/VuZ53ArEsALYPdrwqJD3mJYHjfxMd650iX7/B+dvJ66UToXA/AV+zG0kiT5oCdUk/eLlWJmNdjJxT2Cj3sbAIEFfG2lUwWj/N3DSy2o1Wpgku58brQ84j1QK3Y/aoOmKlTiJXok7B8kxTqknpmSFNmeG/sCeIA0D5K9Vo4b63XYy3/m9+uqJcPujJ91ZiJAwC1K7f3jVTdrB6p/Hhd6HnEegAtgKJOIbmd7nPXyi7b4B13qeaODwDgn3CXt5Phx26emAO2rpVuPGv87ib13JEFADCm3N43Uvk7WgFAm6GoU0ihTvfLNnj3l1xGV3sAaHeRqLejYW4O2JrZ+TD32+F678gCABiv7N43FczqAYA2QlGnkHCXNPck6fQrxjrdb7/Ruz/3JKZYAkC7C3d5jTCPekNmt5NMQSf3w0Q1O7IAACpXzq6B2ffvhXYknHVCY8cLAA1EUaeQVELau0t68Gpp0UVep/tFF3n39+7iDTsAdIJsYWfwFW+nw9zlWNX2bgAAVGey/jW5799zZ1k+eLX0m+3Sq88RmwG0JYo6hSQza3KfvNP7dvbi+7zbJ+9kTS4AdJquqDdb55HrpLVnSAP9Y3mC3g0A0BpSee/fs7Msn7xTuv1iKXqUF78p7ABoMxR18qUS3s4m5631vpF9eov0z6d4t6zJBYDOkZ2Ns/aMsTyQOCzdcKaXJ+jdAACtI7enTv779/PWSnde7sVvZlMCaDMUdfKlRrydTbauHdv9KnnEu/3YzdKsNzV7hACARsjdSSV5ZOx44rCXJ2a/qbwdWQAA/svfKSv7/j3b6D5bmC80m5JdDAEEGEWdfNkq/3MPjBV2smtypx8r3f1ZKvwA0Akm20klEi1vRxYAQGPk75SVW9CRCs+mZBdDAAFHUSdfbjLIFnY+9ZA04/XSff9b+s/v0wgTANpFqW9nS+2kkt0JsZwdWQAA/sqN5dm4fPlObwfD5x7wnlNoNiW7GAJoAxR1iskut/rNNungi15B58k7vcfY4QQAgm+yb2dL7aSSuxPiZDuyAAD8UyiWh7uknmneDobFZlOyiyGANkFRJ19uY8xHvydd/pj0yLfHCjpZ7HACAMFVzrezpXZSIf4DQPNNFstLzaZMsYshgPZAUSdXfsX+qbukf/uUdOpydjgBgHZR7rezpXZSIf4DQHOVHcuLzKacrG8aMR5AQFDUyZUsULF/8i7vm9mP3cwOJwDQDsr9drbYTirEfwDwT7k7UdU60yY/xkvEeACBRFEnK5WQBl+SPnL9xIr9cw9IM+azwwkAtINKvp3N30mF+A8A/qlkJ6p6zLQhxgNoAxR1pPF9dB65zmuEmV+xn3UCO5wAQDsoZ1er/OcT/wHAX5XuRFWvmTbEeAABR1Enfz3u01u85VbZnU5yEwM7nABA8JW7q1Uu4j8A+KfanajqNdOGGA8gwCLNHkDTFVqP+/QW7/ZTD0tdUwjwANBOsnF/eJ+Uinu7Wt15uRf7f/2Q920tcR8AGmey/jil4nLuTJtwD/EbQMdhpk6x9bjPPSANvixFos0ZFwDAH+xqBQCtpdb+OMy0AdDBKOqUXI+7kOQAAO2GXa0AoLWwExUAVI2iTtbsN9H5HgCCrNxtcCV2PAGAZigVp4nLAFAVijrZxmzfOM37RuByOt8DQOBUsg1uFjueAEDjlBOnicsAULHOLurkb5249gxp/7PNHhUAoBKVboObiz4MAOC/SuI0cRkAKtK5RZ2iWyeeWf6HAQBAc1W7DS4AoDGI0wDgqw4u6kyydWJqpDnjAgCUj1gOAK2NOA0Avurcok6tWycCAJqPWA4ArY04DQC+6uCiDlsnAkDgEcsBoLURpwHAV51b1MliK3MACJ7cbXHZBhcA/FVqK/JyEKcBwDedW9RhK3MACKZC2+KyDS4A+KOcrcjLQZwGAF90ZlGHrcwBIJhKbYvLNrgAUF+VbEVeDuI0ANRd5xV12MocAIKJbXEBoHGIuQAQCB1Y1GFbRQAIJOI3ADQOMRcAAqHzijpsqwgAwUT8BoDGIeYCQCB0YFGHbRUBIJCI3wDQOMRcAAiEzivqSGyrCABBRfwGgMYh5gJAy4s0ewBNk7utYriH5AQAQUH8BoDGIeYCQEvr3KKO5CUlEhMABA/xGwAah5gLAC2rM5dfAQAAAAAABBxFHQAAAAAAgACiqAMAAAAAABBAFHUAAAAAAAACiKIOAAAAAABAAPlW1DGz75nZHjP7Zc6xWWb2EzN7JnM706/XBwAAAAAAaGd+ztS5UdKZecf+StK9zrkTJd2buQ8AAAAAAIAK+VbUcc49IOnVvMPnSFqX+XmdpHP9en0AAAAAAIB21uieOvOccy9LUub2mGJPNLNLzGybmW3bu3dvwwYIAJ2GeAsAjUG8BQDUW8s2SnbOrXXOLXbOLZ47d26zhwMAbYt4CwCNQbwFANRbo4s6A2Z2rCRlbvc0+PUBAAAAAADaQqOLOndK6sv83Cfpjga/PgAAAAAAQFvwc0vzjZIelnSSmb1oZp+Q9H8k/Q8ze0bS/8jcBwAAAAAAQIUifl3YObe8yEPv9+s1AQAAAAAAOkXLNkoGAAAAAABAcRR1AAAAAAAAAoiiDgAAAAAAQABR1AEAAAAAAAggijoAAAAAAAAB1FlFnVRCig95twAA/xBvAaAxiLcA0NE6p6iTSkgDT0hXn+rdkvgAwB/EWwBoDOItAHS8zijqZBPeDWdJw/u8WxIfANQf8RYAGoN4CwBQJxR1chNe4rB3LHGYxAcA9Ua8BYDGIN4CADI6oKgzIt28dCzhZSUOe8dTI80ZFwC0G+ItADQG8RYAkNH+RZ1wj7TiNqlr6vjjXVO94+Ge5owLANoN8RYAGoN4CwDI6ICiTpc0723Sqh+NJb6uqd79eW/zHgcA1I54CwCNQbwFAGS0f1FHGp/4eueQ8ADAL8RbAGgM4i0AQFKk2QNomGziu2KnNyWVhAcA/iDeAkBjEG8BoON1TlFH8hIdyQ4A/Ee8BYDGIN4CQEfrjOVXAAAAAAAAbYaiDgAAAAAAQABR1AEAAAAAAAggijoAAAAAAAABRFEHAAAAAAAggCjqAAAAAAAABBBFHQAAAAAAgACiqAMAAAAAABBAFHUAAAAAAAACiKIOAAAAAABAAFHUAQAAAAAACCCKOgAAAAAAAAFEUQcAAAAAACCAzDnX7DFMysz2Stpdh0vNkbSvDtdpBMbqnyCNl7H6J0jjneKc++1GvFAd420pQfrfPihjZZz1F5SxMs76aka8Dcr/Noyzvhhn/QVlrIxzzD7n3Jk+v0bbizR7AOVwzs2tx3XMbJtzbnE9ruU3xuqfII2XsfonSOM1s22Neq16xdtSgva/fRDGyjjrLyhjZZz11Yx4G6T/bRhn/TDO+gvKWBkn6o3lVwAAAAAAAAFEUQcAAAAAACCAOq2os7bZA6gAY/VPkMbLWP0TpPEGaazlCNLvE5SxMs76C8pYGWd9NWOc/G9TX4yzvoIyTik4Y2WcqKtANEoGAAAAAADAeJ02UwcAAAAAAKAtUNQBAAAAAAAIIIo6AAAAAAAAAURRBwAAAAAAIIAo6gAAAAAAAAQQRR0AAAAAAIAAoqgDAAAAAAAQQBR1AAAAAAAAAoiiDgAAAAAAQABR1AEAAAAAAAggijoAAAAAAAABRFEHAAAAAAAggCjqAAAAAAAABBBFHQAAAAAAgACKNHsA5TjzzDPdli1bmj0MAGgWa9QLEW8BdDjiLQA0TsNibjsLxEydffv2NXsIANARiLcA0BjEWwBAPQSiqAMAAAAAAIDxKOoAAAAAAAAEEEUdAAAAAACAAKKoAwAAAAAAEEAUdQAAAAAAAAKIog4AAAAAAEAAUdQBAAAAAAAIIIo6AAAAAAAAAURRBwAAAAAAIIAo6gAAAAAAAAQQRR0AAAAAAIAAoqgDAAAAAAAQQBR1AAAAAAAAAoiiDgA0QCwZ02B8sNnDAAKNvyMAAAojR3YuijoA4KNYMqaB4QGt2bFGw/HhZg8HCCT+jgAAKIwciUizBwAA7SiWjGlwZFDr+9dr41MbFU/Htfzk5c0eFhAo/B0BAFAYORJZFHUAoM5iyZh2D+7Wqi2rNJQYavZwgEDi7wgAgMLIkcjF8isAqLNoJKoFMxZo8zmb1bewT92h7mYPCQgc/o4AACiMHIlczNQBAB9EI1FFI1GtPm21Vi5cqQ39GxSijg5UhL8jAAAKI0cii6IOAPgoN+Em0olmDwcIJP6OAAAojBwJijoA0ADRSFRRRZs9DCDQ+DsCAKAwcmTnYn4WAAAAAABAAFHUAQAAAAAACCCKOgAAAAAAAAFEUQcAAAAAACCAKOoAAAAAAAAEEEUdAAAAAACAAKKoAwAAAAAAEEAUdQAAAAAAAAKIog4AAAAAAEAAUdQBAAAAAAAIIF+LOmZ2tJndamZPmdmTZrbEzGaZ2U/M7JnM7Uw/xwAAtYglYxqMD9b8HKATHYof0qtHXm32MAAAICehbfk9U+dqSVucc2+VdKqkJyX9laR7nXMnSro3cx8AWkosGdPA8IDW7Fij4fhw1c8BOtGh+CG9NPSS1uxYo8OJw80eDgCgg5GT0O4ifl3YzGZIerekiyTJOReXFDezcyS9J/O0dZLul/QFv8YBAJWIJWMaHBnU+v712vjURsXTcS0/eXnFzwE60aH4IR2KH9JNT9yk7z/9fcXTcV1w8gXNHhYAoAORk9ApfCvqSHqTpL2SbjCzUyVtl3SFpHnOuZclyTn3spkdU+hkM7tE0iWSdPzxx/s4TADwxJIx7R7crVVbVmkoMVT1c4KGeIt6GE4M68VDL+pPfvwnbfO3AdQb8RZoDHISOomfy68ikt4h6dvOudMkDauCpVbOubXOucXOucVz5871a4wAMCoaiWrBjAXafM5m9S3sU3eou6rnBA3xFvXQ29Wr+dPn67YP36YVb13RFn8bQL0Rb4HGICehk/g5U+dFSS865x7J3L9VXlFnwMyOzczSOVbSHh/HAAAViUaiikaiWn3aaq1cuFIb+jcolFf/Luc5QCea3j1d07una/Vpq3Xh2y7UTU/cpJDxtwEAaDxyEjqFb0Ud59wrZvaCmZ3knNsl6f2S+jP/+iT9n8ztHX6NAQCqlVu4SaQTVT8H6ES5b6T52wAANBM5Ce3Oz5k6kvQZSTebWbekX0laJW/J17+a2Sck/VrSH/s8BgCoWjQSVVTRmp8DdKLp3dObPQQAACSRk9C+fC3qOOcek7S4wEPv9/N1AQAAAAAA2h2LCgEAAAAAAAKIog4AAAAAAEAAUdQBAAAAAAAIIIo6AAAAAAAAAURRBwAAAAAAIIAo6gAAAAAAAAQQRR0AAAAAAIAAoqgDAAAAAAAQQBR1AAAAAAAAAoiiDgAAAAAAQABR1AEAAAAAAAggijoAAAAAAAABRFEHQF3FkjENxgebPQwAbYS4AgBoJ+Q11BNFHQB1EUvGNDA8oDU71mg4Ptzs4QBoA8QVAEA7Ia/BD5FmDwBAsMWSMQ2ODGp9/3ptfGqj4um4lp+8vNnDAhBgxBUAQDshr8FPFHUAVC2WjGn34G6t2rJKQ4mhZg8HQBsgrgAA2gl5DX5j+RWAqkUjUS2YsUCbz9msvoV96g51N3tIAAKOuAIAaCfkNfiNmToAahKNRBWNRLX6tNVauXClNvRvUIh6MYAaEFcAAO2EvAY/UdQBUBe5ySqRTjR7OADaAHEFANBOyGvwA0UdAHUVjUQVVbTZwwDQRogrAIB2Ql5DPTHnCwAAAAAAIIAo6gAAAAAAAAQQRR0AAAAAAIAAoqgDAAAAAAAQQBR1AAAAAAAAAoiiDgAAAAAAQABR1AEAAAAAAAggijoAAAAAAAABRFEHAAAAAAAggCjqAAAAAAAABBBFHQAAAAAAgACiqAMAAAAAABBAFHUAAAAAAAACiKIOAAAAAABAAFHUAQAAAAAACCCKOkCTxZIxDcYHmz0MAJgU8QoAEGTkMbQjijpAk8SSMQ0MD2jNjjUajg83ezgAUBTxCgAQZOQxtLNIswcAdJpYMqbBkUGt71+vjU9tVDwd1/KTlzd7WAAwAfEKABBk5DF0Aoo6QAPFkjHtHtytVVtWaSgx1OzhAEBRxCsAQJCRx9ApWH4FNFA0EtWCGQu0+ZzN6lvYp+5Qd7OHBAAFEa8AAEFGHkOnYKYO0GDRSFTRSFSrT1utlQtXakP/BoWorwJoQcQrAECQkcfQCSjqAE2Sm2QS6USzhwMARRGvAABBRh5DO6OoAzRZNBJVVNFmDwMAJkW8AgAEGXkM7cjXoo6ZPS/pkKSUpKRzbrGZzZK0SdIbJT0v6aPOuQN+jgMAAAAAAKDdNGJB4Xudc293zi3O3P8rSfc6506UdG/mPgAAAAAAACrQjC5R50hal/l5naRzmzAGAAAAAACAQPO7qOMk3WNm283sksyxec65lyUpc3uMz2MAAAAAAABoO343Sj7dOfeSmR0j6Sdm9lS5J2aKQJdI0vHHH+/X+ACg4xFvAaAxiLcAgHrzdaaOc+6lzO0eSZslvVPSgJkdK0mZ2z1Fzl3rnFvsnFs8d+5cP4cJAB2NeAsAjUG8BQDUm29FHTPrNbPp2Z8l/aGkX0q6U1Jf5ml9ku7wawwAAAAAAADtys/lV/MkbTaz7Ovc4pzbYmaPSvpXM/uEpF9L+mMfxwAAAAAAANCWfCvqOOd+Bfb/pQAAIABJREFUJenUAsf3S3q/X68LAAAAAADQCZqxpTkAAAAAAABqRFEHAAAAAAAggCjqAAAAAAAABBBFHUBSLBnTYHyw2cMAgLohrgEAWgU5CfAPRR10tFgypoHhAa3ZsUbD8eFmDwcAakZcAwC0CnIS4D8/tzQHWlYsGdPgyKDW96/Xxqc2Kp6Oa/nJy5s9LACoGnENANAqyElA41DUQceJJWPaPbhbq7as0lBiqNnDAYCaEdcAAK2CnAQ0Fsuv0HGikagWzFigzedsVt/CPnWHups9JACoCXENANAqyElAYzFTBx0pGokqGolq9WmrtXLhSm3o36AQNU4AAUZcAwC0CnIS0DgUddDRchNOIp1o9nAAoGbENQBAqyAnAf6jqAMok3AUbfYwAKBuiGsAgFZBTgL8wxw4AAAAAACAAKKoAwAAAAAAEEAUddA0sWRMg/HBZg8DANoasRYAUAnyBhAsFHXQcLFkTAPDA1qzY42G48PNHg4AtCViLQCgEuQNIJholIyGiSVjGhwZ1Pr+9dr41EbF03EtP3l5s4cFAG2FWAsAqAR5Awg2ijpoiFgypt2Du7VqyyoNJYaaPRwAaEvEWgBAJcgbQPCx/AoNEY1EtWDGAm0+Z7P6FvapO9Td7CEBQNsh1gIAKkHeAIKPmTqom1gypkQ6oRndMwo+Ho1EFY1Etfq01Vq5cKU29G9QiLoiAJRlshibRawFAFSiUN4wmQbjg5PmHADNx7s81KzSpmrRSFSv632dVp+2Wr3dvQ0YIQAEV7WNK4m1AIBKRCNRHdVzlPre1qdXj7xKs2QgIJipg6rV2lQtGokqqqiPIwSA4KpX40piLQBgMoVyzpalW5o9LABloKiDqtBUDQD8Q4wFADQKOQcINpZfoSo0VQMA/xBjAQCNQs4Bgo2ZOqgazTh9lkpIqREp3COFu5o9GgANRoxtEmIvgA5Ezmkj5LGOw18qakYzTh+kEtLAE9LVp3q3qUSzRwSgSYixDUTsBdDhyDkBRx7rSBR1UDfRSJRtD+shG4xvOEsa3ufdEpSBjkeM9VnB2PtLKRFr9sgAoOHIOQHUiM8QqYQUH+JzSYuhqAO0ktxgnDjsHUscprADAH4qGnvP9o5T2AEAtLJGfIZgFlDLoqgDtJLUiHTz0rFgnJU47B1PjTRnXADQzkrF3o3LMv0JePMKAGhRfn+GYCVBS6OoA7QSC0vLN0ldU8cf75rqHbdwZddjiiQAjCkWE8M90orbCsfe89ZKd6zmzSsAoLGK5axCx0vlsRW3eY/XMg5WErQ0ijpoiFgypsH4YLOH0fpcSnrkWmnZhrGg3DXVu//Itd7j5WKKJAARf0eVionhLmne26RVP5wYe7eulZ68k9mSAFAAOcYnxXJWseOjeexH4/PYqh95x2vZBYuVBC2Pog58FUvGNDA8oDU71mg4Ptzs4bS+cI+05DJp+43eh4neOd7t9hu94+VW2ZkiCXQ84m+OcmJiuEuafaLUd9dY7N26Vnp6S32+6QSANkKO8VGxnJWIlc5luYWd3jn1KehI/s4CQl1Q1IEvcgP92befrXX965RWutnDCoauqdKii7xCzqce8m4XXTQxkBbDFEmgoxF/85QbE1MJaf9/Sc/eL33mF17szRZ0+u6S5p5U+xtjAAg4cozPiuWsn36tvFyWLexcsbM+BZ3ca/oxCwh1QVEHFSlniuVwYljPDz6vc+84V+v61ymejjdodG0gNSLdeJb37fCii6Tr3+vdbl3rHS9neiNTJIG2Uiru5j8WS8a0e3A38TdXuTEx+7z7vuL10Fl00diMnUqXvwKAz4rlBj+XQ5FjGqBQzopMkf7oKq9xfznv78NdUve0+hZb/JoFhLqgqIOylDPFMvuctTvXanbPbG0+Z7P6FvapO9Td4NEGWHZ643MPeIWci+/zbp97oPzpjUyRBNpCqbhb7LFoJKoFMxYQf3OVGxNzn/fkXV7szc6WXHKZ16iexvMAmqxY/G/EcihyTAWq3aykUM5KHpHu/ovim6k06v29H7OAUBfmnGv2GCa1ePFit23btmYPoyPFkjENjgxqff96bXxqo+LpuLYs3aLjph1X1nNiyZheG3lNG/o3aMXJK3TstGOb+NsERO60S5eWLFR5NTx/6iZTJIPOGvVCxNvmmyymThaTc69D/M0oNybmPy86S/r4Zm/p1d5d3rehK24jlrY34i1aUrH4P2vKrLLzQr3HQ44pIptLqs0ZxXJWNhe11/v7hsXcdhZp9gDQurJTLFdtWaWhxFBVz4lGoopGolp92mol0ny7WZbc6Y21fIDI7tyy+RJvS95ye/IAaJpSMbWcmJyL+Juj3Lha6Hn5b6JvOKsd3kQDCJBi8b830ltRXqgnckwR+QWZanJGqZxVj88IaDssv0JR5UyxLHcaZjQS1YzuGX4PuX3UMr0xm0zWnjG2fGDrWu8+jZKBllYqplY77Z34m1FuXM19Xn5BR6LxPICGKxb/h5PDTV8ORY7JUc/NSorlLJZAoQCWX6Es5UyxZBpmi4gPSVef6m11KHnN1ZJHvJ9753hJoHta88aHarAcoAOViqnE2wbJj6e5iKftiniLllYs/pMXWgA5oxosv6oDijqoSCwZUyKdKFmRL+c58FGhbwmkdll326n4kNHBSsVU4q3PiKediHiLQCgW/8kLTUTOqAZFnTpg+RUqUs4US6ZhNlnuettsHx2SCRBYpWIq8dZnxFMALapY/CcvNBE5A01CUQdosHTaae+hEf3mwGHtPTSidNoVPFaT3KTSO4dkAgDVIp7WRT3yXN1zJYCOV2tcmXC+RcgZaDh2vwIaKJ122jVwSBfftE0vHohp/syorr9wsXoiIV34va3jjp00b7pCoRpmJOY2Ugv3kEwAoFrE05oUy32V5Ll6XAMActUaV0qeT85AAzFTB2ig/cPx0cAvSS8eiOnim7Zp9/7DE47tH47X/oLhLq8hG8kEAGpDPK1asdxXSZ6rxzUAIFetcaXk+eQMNBBFHaCB4snUaODPevFATFO7wxOOxZOpRg4NAABfFMt9leS5elwDAHLVGleIS2gVvhd1zCxsZjvM7AeZ+yeY2SNm9oyZbTKzbr/HAFQtlfC2J0wlSh8r5zxJ3ZGw5s+Mjjs2f2ZUh+OpCce6IzmFnnJeEwA6SblxMfd5k51DrPVFsdw3Ls814BoAkKuquJKTJ+oSl6r9rFHJ89D2GjFT5wpJT+bcv1LS151zJ0o6IOkTDRgDULnstoRXn+rdZj8Q5B8r57yM2b3duv7CxaMJILv2dsHsqROOze7tnvR6ANCRyo2L+c979bni5xBrfVMs943muQZdAwByVRxX8vLE7ClWW1yq9rNGsXPRscw5/3YOMLP5ktZJ+gdJn5X0IUl7Jb3OOZc0syWSvuSc+0Cp6yxevNht27bNt3ECE2QD5Q1nSYnDY9sRdk2V1p4x/lhuR/ti5+U8J5122j8cVzyZUnckPBr484+FQlbW9dARGtYFlHiLllduXCz0vGUbpK1rpeceGH8OsdZ3hXJfpQ2O63GNMhBvgQ5SdlwpkifScxdq/xFXeVwqdL1L/sP7uZr8FtycRaf7OvB7ps4/S/pLSenM/dmSDjrnkpn7L0o6zucxAJXJD5TSWIB97QXphHePP5ZfWS9wXvqVX2r/a0Pae2hEkjR3eo+OmzlVc6f3KBQyhUI24VjJcVCRB9CJyo2LxZ63aaX0zku8OJ49JxEj1jZAwTxX5TWOPcr7Vvzl12JsbQ6gJmXFphK5x/b2q9sq7KFT6HonvNv7nFFtfiNndTTfijpm9kFJe5xz23MPF3hqwUxsZpeY2TYz27Z3715fxggUlBqRbl46FiizEoelzZdIH/6GFJkyduzmpd45Jc4L3XK+poRSWrb2Ye0aOFTeG9BS48i+JlAHxFsERrlxsZw47tLSpgukdIpYGyDZLYTPu+ZBnX7lfTrvmgfLz6stgHgLBFCJnGI3L1WXEnrf1/6j/HiUf73IFC8vbb6ktvxGzupYfs7UOV3Sh83seUn/Iul98mbuHG1mkcxz5kt6qdDJzrm1zrnFzrnFc+fO9XGYCIRGNgIL90grbvOmMubqmiqdt1a683IpeWTs2IrbvHNKnPfquRv12duf1K/2Dpe/VWKpcWRfE6gD4i0Co9y4WE4ct5C07BYpFCbWBkjQtzYn3gI+8fOzQomccvAj/6I/v+1JjSTT5cej/Oslj3h56by1xXORhb3fz8hZmMi3oo5z7ovOufnOuTdK+pik/+ecWyHpPknnZ57WJ+kOv8aANtHoRmDhLm9NaraHjpRZq/pD6ag3eL0YRo/lrF8tct6hC+7SFx9K68dP7pdUwVaHRccR2DWzAFCb0bj4w4nxOTcuFoufhXrqdEWJtQHCFsIAJvD7s0KRnJK66If6ws9So+/xpTLjUaHrPfeA9zmjUC6ae5K0d5f3++3d5d3Pf17fXd5xclZHasTuV/m+IOmzZvZf8nrsfLcJY0BQ5K4bHd7X2PWi2Q8AvXO8265e6ehMsO2dU/wNf9551j2+kl7RVoe5Qb/UawJAp0gnvanqufE5MsU7nqtQ/DzqDdJvthWOpRNift63oGgJbG0OYJxGfVYokFOGjjpJT7wyfhlU2fGoUI6adcLEY9mCTu7vt3eXNPvNXiEnm7MevNo7Tk+djuTr7lf1wu4AHapQIzDJ/29Qc1/3hHd7a1zvvHzsm925J0kulVlyVaQTfd55Bz92p77ws5SeeOWwrr9wsU6aN72yJpGphLdGNv810SnYjQWQxpoar/vQxPjcd9fYzJtcufFTmhhLJ4v5FNJbSranTnYJVnYL4YrzanHEWyAomvFZISenpC1Sezwq9B4/e8zCYwWd/N+v7y7p2fulRR/3ctbTW4I6y5Tdr+qgZFHHzH5H0vXydqj6kaQvOOcOZB7b6px7ZyMGSdKrXiwZUyKd0IzuGc0eSuXiQ940w+F9Ex/rnSNdsVPqnub/60amjPXQKfW6k5yXvnyn9sUjmtPrfbBowLasaB98yGhjgY7TjTYyJH2jRHy+fKfUU2FeqDbmo27SaaeDsbhi8ZRSzmlKV1hzeovvkOXz1ubEWzQM8b9GVX5WSCbT2jM0okQqra5wSMdM61EkUt0CFl/j0WS/36cekr71TunIwfHHg5W3+ABUB5P91/ttSV+S9DuSnpb0MzP7rcxjgSn/daJYMqaB4QGt2bFGw/HhZg+nOs1qFFyoeVk5r1vivFfP3ai/uetp7R+KB37nDgD10RZxutFCYWn5psLxefkm7/FKVRvzURfptNPz+4e165VDWrb253r3P92vj1zzUMm8WI/t0YFmIv7XSRWfFZLJtJ4aOKSPXvewzvjq/frodQ/rqYFDSibTVQ3B13hU6vdbvkm6+y/GF3TIWx1rsqLONOfcFufcQefcVZIuk7TFzH5fRbYiR3PlJomzbz9b6/rXKa3qglQsGdNgfLDOI6xAsxoFV/u6Rc579aN36IsPpXXLtpd18U3btGdoJNA7dwCoTVvF6UbLNjXuu2tig8hCS6/KQVP6pto/HNfu/Yf1+VsfJy+i7dUz/lf6um2ZK6qI33uGRnTphu3j4s2lG7Zrz1ALbgU+2e/33z9H3oKkyYs6ZmZHZe845+6TtFTSekkL/BwYKhdLxrR7cLfOveNcretfp3i6ujdDLfXtQbMaBVf7unnnZQs6uTtfJVJpdu4AOlRbxulGyy3s9M6praCTRVP6poknU5raHSYvou3VK/5X+pptnysqjN/F3ocnU/4X16pS7PfL3bmRvNXxJivqXCnp5NwDzrnHJb1f0u1+DQrViUaiWjBjgTafs1l9C/vUHequ6PxmfXswqWwwu2JnY4NVta+bOS99+U5dtTMybpvD+TOj6gqH2LkD6FBtG6cbLftm9vKdtRd0spqVazpcdySsw/EUeRFtr9b4X4mOyxUVxO9i78Mj4WZsCl2mYr8feassZvbXZvaEmT1uZo+Z2e/V8do/NLOj63W9akVKPeicu6XI8V9LutiXEaEm0UhU0UhUq09brZULV2pD/waFyti5PvvtwaotqzSUGGrASCsU7mpOoKr2dcNdkkX08dPfrAeePTiuI/4x03p0/YWLJ3TKn93rX3IH0DraNk43Wj0KOfmalWs62Ozebi2YPVVfPf+U0SVY5EW0q2rjfyU6NleUGb+Pmdaja1cuGl2CNX9mVNeuXKRjprV4H5pivx95qyQzWyLpg5Le4ZwbMbM5kuqWXJxzZ9frWrUoa0tzM3uLpM/LW3I1Wghyzr3Pv6GNYXeA0kp1zq+kq34sGdNrI69pQ/8GbXxqo+LpuLYs3aLjph3nx7A7QrGO+D7v3IH2w24sbSqWjGkkNaKQhYjT6Fjjd7+SpnSFSu5+5TPiLRom+z69K9RV112wyBWlZXe/SqbSitS4+xVq5mvMNbOPSFrlnPtQ3vHnJW2S9N7MoQucc/9lZnMlXSvp+MzxP3POPWhm0yR9U9Jieb2Fv+ycuy1zncXOuX1mtlLS5fKKRo9I+nTmGt/NOe97zrmv1/v3LDlTJ8f35f1y10tigXOLiCVjGhwZ1Pr+9Vpx8oqCiSAaiSqq8r7NbMS3B75IJaTUiGRhyaW8ju8tUrHOdsQv9ziAzpAfv4+ddmxZ5wU2TlciG9OzsTz/PtpOKGSa1dsj9TZ7JEDjxRIxre1fW/S9fDU6IlfUIGIpvX5qanyeiR8mz7SneyT9TzN7WtK/S9rknPuPzGODzrl3mtmFkv5Z3oyeqyV93Tn3MzM7XtKP5bWj+VtJrznnfkeSzGxm7ouY2cmSlkk63TmXMLNrJK2Q9ISk45xzv515ni9Ltcr96046577tnNvqnNue/efHgDA5v9fJRiNRva73dVp92mr1drf4O6xUQhp4Qrr6VO/2rj/zblOJZo+sJum0095DI/rNgcPae2iE7c6BNlGv+B2oOF2J/JieiI2/H/DYDn+QMxE0jep507a5ohZV5hniTDA554YkLZJ0iaS9kjaZ2UWZhzfm3C7J/PwHkr5lZo9JulPSDDObnjm+Jue6B/Je6v2Z13k0c+77Jb1J0q8kvcnMvmlmZ0ryZRu6kjN1zGxW5se7zOzTkjZLGt3vzTn3qh+DQnGNXCdbySyfpsgG5RvOkhKHpXUfkpZtkH76NW+Lv4A2DEunnXYNHJrQc+ekedNZogUEmB/xu+XjdCXyY/oNZ3k7Wz14tTS8z7vP7h7IQ85E0DSj501b5Ypa5OeZn35NOv0K7zNENu8UyDNVxRlmmbYM51xK0v2S7jez/5TUl30o92mZ25CkJc65cVukmZnlPT+fSVrnnPvihAfMTpX0AUmrJX1U0p9U8WuUNNlMne2Stsn7xT8v6aHMsexxNFgjO+e3tPygLHm3m1ZKiy7ygnRAv9XdPxwfTRqSt83ixTdt0/5h/7e+BOAf4ncJxWL6ug95Mf0tZ4694Q5obIc/yJkIGnJBk+Tnmbec6eWXbEFHKppnKo4z+bOByFlNY2YnmdmJOYfeLml35udlObcPZ36+R9JlOee/vcjxccuvJN0r6XwzOybz+CwzW5BpzBxyzt0mbwnXO2r/rSYqWdRxzp3gnHuTpJMzP4/+k7TQjwFhcrlTKe/+yN3qW9jXeetkkyPSzUvHgnBW4rC0+RLpj66SNl3gVcgDJp5MjSaNrBcPxBRP0s4KCDridxGpSWL6h78hRaZ4929e6uUAQORMBBO5oAly80xkipdXNl9SOO/cvHTcZ4iK4kxu8Sg7y5TCTjNNk7TOzPrN7HF5NYwvZR7rMbNHJF0h6c8zxy6XtDiz/Xm/pEszx/9e0kwz+6WZ7dRYg2VJknOuX9LfSLon8zo/kXSspOPkzRB6TNKNkibM5KmHchslP6SJVaVCx9BAuU3QEukOChSphDT4knTeWm9mTm4w7prqHb/7L6Rlt3hTHgOmOxLW/JnRcclj/syouiPhJo4KQD11bPwuJtwjrbht/EwdaSym33m5lDwydn/wJWnWCUxpBzkTgUYuaKD8PHPn5cU/S6y4bdxniEnjTO6mLXt3TZx1yvLhpsn0AX5X/nFvNZXWOOe+nPf8fRqbwZN7fEhjy7Zyj78x5+dN8nbUyud7zaRkSdjMXmdmiyRFzew0M3tH5t97JE31e3AoTzQSrVu3/EBIjUg3niVtXev10OnK/KfYNdW7v/1Gpf/bZ/XajLcobeXWLcvTiCZps3u7df2FizV/prf2Obtud3Yv03OBdtNx8buYcJf3ZnfVj8bH9L67pO03Sk9vGYvxW9d6OSCAMzGDqFjea5WmoeRMtANyweRqiTnptNPew2nt732z0hf90MsnT2/x8kvfXePzToHiS8k4k7vUau9T0sPfKmv2D1BP5lzxPwgz65N0kbx91XN76BySdKNz7nZfR5exePFit20bLXyQkTut8YR3S0tWS7eukj72L9LW66RTl+vQlGP1jz8/oo+f/ua6NUtsZDPGdNpp/3Bc8WRK3ZGwZvd20/CxszXs/3ziLZoquwvJxmXeN6i/2SG96QzpXz7m3d+6VnruAb7xbJBiee/EudP0zN6hlmlOXOecSbwFWkwt78Hzz71g8bH6u983RTae783ImXuSN7vm5qXe/SK5pWCcccnxfXqyX0Y8eLX05J1jJxcpFkFSA2NuOytZ1Bl9ktnSTHOfpiDpYYJsYeenX5NO/zPp6PnSozdIv7vKm0753AN69aN36KqdEf35B96mudNrX4a199CIzrvmwQlTLzd/+vS6XB8ogQ8ZaH+5cf2PrvJi+dNbpJM/LJ3zLenhb0sPXc0b4wYqlvf+9ZNL9NHrHm7XfEi8BVpMLe/BC517weJj9fcfeotCkczOVNXsVFWowb80sbBDQWcyFHXqoNy1KQvM7LN5x16TtN0591idxwRMLjtV/5w10jdPk0aGvH4LD37du5U069+W668v/YUO1qlZYjyZ0t5D46dN0owRAOok28RyeJ/0zD2jsVxP3im9tF26+H7ppLOkeQt5Y9wgxZqDJlJpmhMDaJhaGqIXOveWbS9r9fvfquNmZnJJuKvyvFKqwf/GZdJndni5a9ktFHTgu3LbrC+W1/n5uMy/SyS9R9L1ZvaX/gwNmEQ2AK+4VbLMf8rZDwFdU/XquRv1Dz9+tm7NEqd1STv+6l36wMmzR4/RjBEA6iTbxLJr6lgslzK9dG6RuqZMXtBJJaT4ELuM1Em2OWiu+TOj6gqHCh4nHwLwQ7FYVE7MqeXcknJzVq7RRstd0uqtrVnQIVe2nXKLOrMlvcM59znn3OfkFXnmSnq3vJ47aKJYMqbB+GCzh9Fw6bTT3iMh7e89cazpmeQVdDJLr1Ys+S11hVV7A8dUQjMGn9bUb79DV/63sD5w8myaMQIoW6fG6YoUa5acnbbeM2Pygk62WSXbx1bVVDR7zr5DR/SbA4eVSKV03cpFE5qDHjOth+bEQIsIcn4pN06V2xA9nXZ6ddi73q9fHdbLB2MyOV338YlxrOZ4NVnO6opK3dNas6BDrmw75fbUeVLSqc65eOZ+j6THnHMnm9kO59xpfg6SNceFxZIxDY4Man3/eq04eYWOnXZss4fUMLlNz+ZO69E/nvtWve7Ir3T07R9T6oJb9VxogZ59Na7btr+gVaefoHkzpuiNs3ura5yYv2a2a6pSF/1QQ0edpOlTozQwRiPQ4yGgOjlOVy0bcydpWlnwnNxmlR3cw6CapqLZc/7tFy/oj049Tp+++Rd68UBMf7jwGP31Hy1UJGTjmhC3cUN/4i0CIej5pdI4NVnMSaednt8/rIHBI/r8rY+PXvNrf3yq/t+Tr2jF779R4bw4VhfV5Kxmac1c2fKJw8xSkv5T3lhTki5zzj3U3FGNV+5MnVsk/dzM/peZ/S9JD0raaGa9kvp9Gx0KiiVjGhge0Joda3T27WdrXf86pZVu9rBKq/M0v/3D8dEkcOl7fkt/umGnvvCzlJKfeUx/+7DTH1z9sD65frvu6d+jz9/6uHbvP6z9w/Hqxp3fBC1xWOEbz9ZRg097Xe8BIE8g43QzFMoN2W8/r9hZXUFH8m5vOKtjv4XMzZGS13vi4pu2lcyD2XPOX3z8aEFHku7p36MV33lEZqa503tGPwiFQt7942ZOHXccgL/aJb9UGqcmizn7h+Pavf/waEEne83PfX+n3vHG2brgO4+oOxIuHq+q/axSac5qFnJlLWLOubc7506V9EVJ/5j/BDNr6vrjsoo6zrmvyOujc1Beg+RLnXN/55wbds6t8HOAGC+WjGn34G6de8e5Wte/TvF0FYWKRqtgml+50zBzm54dHe3Siwdi+vGT+/WLl+O6ZdvL45774oGYpnaHq2vgWKoJ2s1LvccBIEcg43QzlMoN4a7yp60Tpyeopqlo9pxwyAqem0wF70Mj0G5aOb9UuuSzlubHxa43tTtc8JrZzwpFr13rkqRKclazdEiuHEmmlvzmQOyh3fuHn/vNgdhDI8nUkjq/xAxJByTJzN5jZveZ2S3yZvLIzFaa2VYze8zMrssWe8zs22a2zcyeMLMvZy9mZs+b2f82s4czj7/DzH5sZs+a2aXlDqrcmTqStEPS9yXdLmmPmR1fwbmok2gkqgUzFmjzOZvVt7BP3aEWX7+eWxUe3leyGpydhnneNQ/q9Cvv03nXPKhdA4cKJoXcpmcHY4nRnw8cThRshnY4nqquIdqkTdACv3UrgDoLXJxuhgpyw6SI0xMUawyaSruiH7Sy56TSruC5kXAlbxkB+KFV80sl7+Gz6t3AuDsS1uF4quA1s58VCl67nvmolXVArhxJppY8PTB057K1Dy8546v3v3HZ2oeXPD0wdGcdCjvRTJHmKUnfkfSVnMfeKemvnXMLzexkScskne6ce7u8pVrZCTB/7ZxbLOkUSWeY2Sk513jBObdE0k8l3SjpfEm/L+nvyh1gWRnazD4jaUDSTyT9QNLy6fkzAAAgAElEQVTdmVs0QTQS1et6X6fVp63W3R+5W30L+xSqqD7XIBVO86tkGmZuw7Rr739WXz3/lNGfv/7RU8c1Q/vq+adoweyp1TVEm6wJWitX5AE0TWDidDPUewo4cXqC2b3dExqDXrn0FP393f1FlzZk8+qt236ta1a8Y9y5165cpGOmBf8NP9AOWjG/VLPks9zmx+Wa3dutBbOnjn4myF7za398qm7b/kLha3fSkqQOyJX7DsW/9qkN2+fk/nf4qQ3b5+w7FP9ajZfOLr96q6QzJd1kZtk1fFudc89lfn6/pEWSHjWzxzL335R57KNm9gt5E2XeJmlhzvXvzNz+p6RHnHOHnHN7JR0xs6PLGWC5jZL/S9LvOef2l3PReqORXGmH4oeUSCc0a8qsZg9lvPiQN41xeN/Ex3rnKH35TqlrrHnxbw4c1ulX3jfhqQ9+4b06bubUCceTybT2DI0omUprSpdXeU+k0op2h5VMOR1JphU2Kdod1tHRGhuiBakJGtoRjTsDJpaMKZFOaEb3jIL3O9okuUFX7PSmsVeqQ+N0seahA6/F9NiLr+noaJcOxhK69v5nteOFg+Nyav65M6NdOhBLyOQ0kkwrlXaKhEM6ZlqPIpGOKUoSb9EyyskdrZBfir2Hf+Av36uwqWhj44OxuGLxlFJOmtIV0pze2vpzjb+mU1copJBJoVCocHNkv/JRK2u9XFm3mLt7//BzZ3z1/jfmH/+Pz7/n+QWze0+o9rpmNuScm5Zzf0DS78grzPyFc+6DmeOfkfR659wX884/Qd7kmN91zh0wsxsl3e+cu9HMnpe02Dm3z8wuyvx8Wea80ccmG2OkzN/lBXm9dNBC8rvet5zsNL/c6rfkbTl+7kZdddfT+vjpbx7tcp+dhpm7FrbYVMl02umZvUMV7exR2++S0wQt3NPs4AegReXH5eyb7Ggkqqiik5zdIUrkhpqmgHdgnC69e0xIX/lBf9GcWs0OWQAao1guKaQV8kux9/DP7hnSqhsfnRBfisWfOb21zQgMhUyzenuk3jJP8CsftbI2zpWRUOjl+TOjb8z/7zASCr1c4rSKmNlbJYUlFZrscq+kO8zs6865PWY2S9J0eX14hiW9ZmbzJJ0l6f56jUkqv6fOryTdb2ZfNLPPZv/VcyAoX2C63heZ5vfqR+/QFx9K65ZtL49OzUynncIh6bqViyZMw5wZ7ZrQeK2aaZ51+X1avQkagKYITFxuBX5OAW+TOF1uw9FSubDQ0obrVi5SOKTm5VEAJQUhlxSKT4XizVfPP0XfuPcZSRPjy2Txp9Kmy1XrgCVJBbVJrsw3Z3r35769ctG+3P8Ov71y0b4507s/V+Olsz11HpO0SVKfc25C123nXL+kv5F0j5k9Lm92zrHOuZ3yll09Iel78nYSr6tyZ+r8OvOvO/MPTZLter9qyyoNJYaaPZzJ5QbLm5fq1XM36osPpfXjJ73iZrYTfbZaP3daj75yzm/rhDm9mtoT1qxod8EZOTOmROraMR8AqhW4uNwK8nJDi0wBbwmVzKAptXtMKGQ6ad503f7pd+nwSErP7RvW3/zbL7V3aIQ8CrSgIOSSUvHppHnTtfnTp4/GkMtu2aEdLxwcPTc3vpSKXQ2fRUg+ahs9kfDDb5k37cObLlnytWQ6fWwkFHp5zvTuz/VEwg/Xcl3nXMHu3c65+5U348Y5t0le4Sf/uRcVucYbc36+UV6j5AmPTabcLc2/7Jz7sqSrsj9n7qPBWrXrfUmZYJm+fKeu2hkZLehIXgXVzEYD944XDmrVjY9q5Xcfkcl0IJYoWMk3s7p2zAeAagUyLreC3CngvIEeVckMmsl2jwmFTCbTyu8+olU3PqodLxwkjwItKgi5pFR8CoVMc6f36LiZU9UdCWvv0PgtsnPjS6nY1bTZ+OSjttATCT983MzouxbM7j3huJnRd9Va0AmKcne/WmJm/ZKezNw/1cyu8XVkKKoVu95L8hpvxYcKd4oPd0ldvfr46W+esLwqbCparS9WyQ+bCk4rT6RSeulgTMlka01VBdDeWjYut5r8PNGmU8BrUeobbMn7pvzVYW9ZQjKdmrDLVf4OL5Xk0Vp2ngFQu1bPJcXiSSye1J5DR0ZjUzhUOr6U2vlqshhYVKnPIeUgHyHAyl1+9c+SPqDMdlvOuZ1m9m7fRoWyRCNRRSNRrT5ttRLpJm+5V0Yn9exU8OzUzGwn/P3D8ZINkgs9FgqFxl0rmXb6h7v7dU//ntHtV986b3on7dYBoAW0VFxuNa2340ZLKrVpQDrt9Pz+YQ0MHtHnb31cLx6I6Q8XHqNb/vT3FM5sOJC/w0ux6+Xn0ULnAmiOVs0lxeLJk68c0ld+0K+vnn+K/mnLLu0dGtFNf/JO3f7pdymRTE+IL8U+E1S6ccoo8gs6XNmfeJ1zL+QdYtF1i4hGos3dJjcbSG84y9sS8IazvPsFKuW5UzPnTve2LSxVrS/1WPZaZqYV33lE9/TvkeRV8y/dsF178qZ9AkCjND0ut5oK8kSnK5X39g/HtXv/4dGCjiTd079HF3znEXVHwqN5tdzrFcrJAFpHq+WSQvHkyqWn6Nr7n9WLB2L6/K2P69L3/JZePBDThd/bKpMVjS/F4k+pmFUQ+QUof0tzM3uXJGdm3ZIuV2YpFqoXS8aUSCdaKlhXLDeQZrcCTBz27pfZOb5UtV7SpN8kJlLpgtM0kymWYAFonLaI6X6oQ57oJKVyYjyZ0tTucEVLEybLsQAKI6ZPlBtPYvGknnzlkK768a7RhsgvHojp6GjX6M/VNF6vKGaRXwBJ5c/UuVTSaknHSXpR0tslfdqvQbW73O0Kh+PDzR5ObVIj3lTHbCDNShz2jqfKmy1T6tvCyb5J7AqHCjZbi4RZegXAf20V0/1QpzzRSYrlve5IWIfjqYobHDMjBygfMb20bDyJdkf0lR/0j9vhav7MqA7GEqM/V9t4veyYRX4BJJW/+9U+59wK59w859wxzrmVki70eWxtJzdJnH372VrXv05p1Xc2STrttPeQ16Rs76ERpdOurtefINzjrV3tmjr+eNdU73i4Z9JLJJNpvXQwpt37h6tqcnzMtB5du3J8o8hrVy7SMdMmf20AqFYjYnpbqEOeaBe15ujZvd1aMHuqvnr+KeOXJnx8/NKEhr8XANoAMb24QjFlZrRrQqP2r57vLcUqt/F6zbGK/ILiopM/pTxmljKzx8zsl2b2fTObOvlZk17zIjP7Vj3GJ5W//KqQz8proIwyxJIx7R7crVVbVmkoMeTLa6TTTrsGDo1uA5gNqCfNm+7ft3LZLQBX/Whs6mPX1LKnPCaTaT01cEiXbtg+OuZKmxxHIiG9dd50/esnlyiZSisSDumYaT00SQbgm0bE9LZRY55oF/XI0aGQ6fiZUxXtCmn9J96pVNpp31BcPV1j+a4p7wWAgCOmF1coptz0J+/USDKtq//9af3tBxdqdm+35s2Yoqk9IX3rgtPKWuZZl1hFfkEhR147Txa+SS51oaYctbkOV4w5594uSWZ2s7xVTP+3nBPNLOyc870XcS2fenlnUIFoJKoFMxZo8zmb1bewT92h+m8Zun84PhoYJW8t68U3bdP+4XjdX2uc3IDaO6eiQLpnaGS0oJMdczVNjiORkF5/dFTHz+7V64+OUtAB4KtGxPS2UkOeaBf1ytEHYgn98XU/13uv+g/9wf99QB9b+3Nd+L2to9dp2nsBIMCI6cUViim79x/WxTdt0z39e/TJ9dt1/rUPa/n1P1c6XbwxcjnXrSpWkV+Q68hr52nfM2v1jVOnad8za3XktfPq/Ao/lfRmSTKzlWa2NTOL5zozC2eOD5nZ35nZI5KWmNnvmtlDZrYz8/zpmWu93sy2mNkzZvZPtQyqlpk6zOWtUO72hCsXrtSG/g0K1VRXGy+eTFXUPLFW6bTT/uH4WBOzuQsVumKnN9WxzEBKk2MAQeV3TG872TfeFeaJdpBOO8USybrk6MlyfaPfCwDtIigxfcL7b58bnxeKKZU2bC/3ulXHqg7OL8iRLeis+9AcJQ5L6z40R313rdWcE1WPGTtmFpF0lqQtZnaypGWSTnfOJczsGkkrJN0kqVfSL51z/zOzydRTkpY55x41sxmSsv/hv13SaZJGJO0ys28W2HG8LCWLOmZ2SIWLN6Y6rlPrNLlJI5Gu33Z73ZGw5s+MjguQtTQpK6Ve07uzTY7zx0yTYwBB4VdMb0vhro57s53Nl6+8dqQuOXqyXN/I9wJAO2rlmN6M5ZWFYkq2YXstcabusaoD8wty5Bd0JNWxsBM1s8cyP/9U0nclXSJpkaRHzUzyaiN7Ms9JSbot8/NJkl52zj0qSc65QUnKnHOvc+61zP1+SQskVVXUKfnJ2Tk33Tk3o8C/6c65Wmb5QF7SqOc2ibN7u3X9hYvHN08so0lZuXKbmb0yeKQuUyZpcgygXdQ7pqM9ZJcYfOPeZ3Tl0lMK5uhsfh14LaaXDsZKNg2dLNf7/V4A6BStGNPrvbyynEbFhWLKG2ZFJzRJrjTOEKtQR1FZ+CZtXDan4E5oG5fNkYVvUvWTUmLOubdn/n3GOReXN8llXc7xk5xzX8o8/0hOHx1T8RVOuf1GUqphFRWFmTYSCplOmjddmz99et2nZOZ/M3DH6tPrMmWSJscAgHaWXWLw4oGYrvrxLv3tBxfq6GiX5s+M6tijvPeXuwYO6es/2aW+d52gL9z2eMlv4CfL9X6+FwDQXPVcslTurJ9sTLn90+/S4ZGUnts3rM9//3HNnd6tW/709xQOWVVxhliFOorJpS7U8k3jZ+pIXuPs5Zv2yaUu0diyp3q4V9IdZvZ159weM5slabpzbnfe856S1zvndzPLr6bXeRySamuUjBYUCpnmTu8pu0lZufK/GZjaHR6trGfNnxnNTiWrCE2OAQDtKrvEQJJ2vHBQn1y/XZ/7/k51R8IKhWw0vy5d9IbRgo5U+hv4yXK9X+8FADRXbjzJqnbJUqlZP/kzeCTJZFr53Ue06sZHteOFg7qnf48u+M4j6o6Eq44zxCrUzZSjNmvOiZeo7659o1vcd02V+u7apzknXlKnXbBGOef6Jf2NpHvM7HFJP5F0bIHnxeX13vmmme3MPG9KPcciUdRBmfK/GTiSSE2YRn7l0lMUJhYDADBqsiUG2fx6dLSLBscASqrnkqVSs352DRzSedc8qNOvvE/nXfOgdg0cogk7Wl9uYad3Tt0KOs65aUWOb8osvTrFObfIOffzQs93zj3qnPt959ypmdsh59yNzrnLcp7zQefc/dWOkeVXKEt+M7OXXjui27a/MDqN/GAsoXUPPacvffi3mzxSAABax2RLDMxM82dGdTCWoMExgJLquWSpOxLWm+b26ld7h0ePZWfdF5rB86+fXEKMQuvzCjvS5TtvkkvVfYZOq/Jtpo6ZTcnsw77TzJ4wsy9njp9gZo9k9mPflNnmC7VIJaT4kHfrk/xvBm7b/oIue9+J+soP+rVs7c/1lR/0q+9dJzBTBwCapQG5ANUptcQgbNKVS0/RbdtfKNpIGQCy6rVkafYU07+vXqwLFnsrRrIxJ2wqOCMnbKKxMYJhylGb1TPtmE4p6Ej+ztQZkfQ+59yQmXVJ+pmZ/UjSZyV93Tn3L2Z2raRPSPq2j+Nob6mENPCEdPNSacVt0ry3ldzOL5122j8cL6u6n//cE+dOG/1mwMy07sFfTZip8w/nneLXbwoAKKbCXIDJVZIva7m2mWndQ89p6aI3aMaUiG646Hd1OJ7S3Ok9et2MKfSYAFCzCfFsiim0t1+6ean+/oJb9ed/cIbiLqRod1jJtCs4IycUCtHYGEFS92bErcy3oo5zzkkaytztyvxzkt4n6YLM8XWSviSKOtXJvom/4Sxvu7YbzpJW/ajom/lyu9yX89x02uncd7xhwuNU6wGgwSrMBZhcJfmy1DUKFYXyr/2HC4/RZ97//9m79zi5qjLf/99Vl+5UdyeQSyeAEZQRIcEJxvQ4CMeDPz0qN4EQjiEk0sYZGSESnNEZnXPOnDm/uaOOAscgtowkJCGihEi4BR1GZUwcmETMjCQEBjHDNWlyoW+Vrts6f+zaqerqunbXrqpd9Xm/Xv2qrupdVash/Tx7P7XWs96p6zfsGvNeFHQAVENuzLmm52T9xblGgXUXS/ERBdZerPDVW/W/fpbUM6+PaO3K39G3PrFIf7B+17hzfHeWUKH38aoQDqA449RePHpxY4KSdkl6h6Q1kr4i6V+ste9I//ytkh611hZtxNLT02N37tzp2Th9Kfck3hXuKHgy3z84qsW3bx9Xed9yw/njAvTBwWO68vYd4469/4bzNHvqFKVSVr85NKz9h0bU0RbUSCyp02Z26G0zOwngQPXV7I+KeOszE8gFKK2SfJlPsaLQoeHYuNf+yPzZ+uOPnqU3o3HNntquU05gJ8g6It6iqWTHs4/Om6m/PS+gGd+7fFzOOPzxB/SnO1J65vURfeWqBToWT+ntszrV0R7UrM7iy7yqUQhHy+IfSBV4esZgrU1aa98taa6k90qal++wfM81xlxnjNlpjNnZ39/v5TD9KTnqTLPPDsiSc3/jEufnOSrpWn8snv/YY/GUJGcbxGu/85RWrv1XLe37F61c+6+69jtP5d16FUBjI9762ARyAUqb7C4vxbYKzvfaP9xzUIeHY7rqjp/rmjuf1JEofZGaFfEWtebGnPZQQF+7cp5m/GBZ3pwx4wfL9LUr56l/cFQBY7Ry7b9qxT88KSNTsjBTLOYB8F5NPgay1h6V9BNJ50o60RjjLvuaK+nVAs/ps9b2WGt7uru7azFMfwm2O30Twh1jHw93OI8Hx3+S6O5gla1Q1/pgejeO3GPdRshsawg0D+Ktj00gF6C0SvJlPsVyZKHXPpou5JBLmxvxFrXm7nI1mkjpj+7fq8NXbMqbMw5fsUl/dP9edU9trzgecV2AZmaMSRpjfmmM+ZUx5vvGmI704zvStx8wxjxUzzF6uftVtzHmxPT3EUn/TdJeST+WdFX6sF5JD3g1hqY383Rner0bmPNMt0+lrPoHR/XKkREFA8W71mcfGw4G9JWrxu7C8ZWrFijS5pzQTvaEFwBQBcGwE/NL5AKUx82DqVRK3/rEojE58FufWKTpkfL+exbLkbm7Sc6dHtHNSxbojp+8MOY4ACgl+9zdiV3jF0Bk73L12N5D+urukBK9j4zJGUev3np86VWpeJTvPbkuQJOLWmvfnW4ZE5P0GUmy1p5X32FleNZTxxizQE4j5KCc4tH3rLV/YYw5XdJ3Jc2Q9LSkFdbaovPDWXOcI3uXk08+mplmn7PjSb71rXd/6r3qmhJSPJEq2bjxTy48Sy8djubtmcPaWaCm6PGAwpJx6fCL0sDL0v2fZverCcqXB//nJfN1dCSu1weOafOul/SHHz6zrDxXzmYD7lKsZMrqrx7eox/uOUgubQzEW/hCWefiWdcMqWvu05GuM5QKhMfsfmWXb9bAtHdqKK6S8ajQe57R3aXn+4e4LsBEePkPZMqRY0dutLIfmTFlxocn+iLGmCFrbVf6+89IWmCtvcF93BjzAUlfsNZeaoz5HUl9kpZIOiDp/0r6bTkbVP0fa60nE1o8bZRcLSS9LLlNMcMd0nU/laadIoXax5zEV9LoMd+xH5k/W//nsnfJWpu3iz1d7oGa4SID+WXnhLf/V+my26Tom9KMt1PUqVChnPlnl87XH6zfdfx+Jc2Sy8mR5NKGQ7yFL5Q8z893zZA9izMZd/quBdvHfCBcLB4Ve8+ZnW3EMkyEF/9Iphw5duTGaCJ609177p6xYt6KN+ZOnXvqRF8sq3gTkrRZ0jZr7TdzizqS/kZOEWextfY/jTF/I2mPtXZDegXTU5IWWmuHJ/8rjuXZlubwQL5dTuIjUt8F0spt0pz5Yw6vZH1rocaNf/4xq7dM7xh3vKSi2xoCADyWmxOe2ybdskAyAZZfTUChnHli1pKrSnpElJsjyaUAJqLoeX6ha4a7LhqbH3JyRKl4VOw9iWVoAGOKOd/f9/1ILBXTsrOWpSb5uhFjzC/T3/+zpH/Ic8w8OTN0PmKtdXsGf0TSZcaYL7jjk3SqnJY0VcV+mY0oGZdiQ87tmMeL7XJy5bhdTipZ38paWADwmXw5IXEssyQ3MTo+j6CgUg2M3fvkRQA1Ueh6IK3oubtHOyNyvYBGNhQb2vr68Ot/tWTrkrds3LsxEktVbfc1t6fOu621N1pr873wa5KOSVqY9ZiRtCTruadaa6te0JEo6jQet7J+6znObXYgr3CXk3zNGLMbI0/0WABAAyiWE5bdKz30ufF5BAXly4N3rFikzbteOn6fvAigJopdD6QVPXf3aGdErhfQyLraui47qfOk/7n5ss2vLJ+3PNoWqOm/y6OSLpH0N+nlWJL0mKQbjTFGkowxCws8d9LoqdNISq19LfeYLJWs1WddP9Cw6PGA/PLlhN4Hpe23Snu3shNWhXLz4PRIWEeicfJiayHeor4qONcveu5e4TVDubheQJV51VPns9FE9HPV7KlT6PGcRsmnSnpU0qck/ZukWySdJ+f3/I219tKJjqPoGCnqNIh8a1+ldAB+ROo+SwpHxh6bZ8crAE2Ji4xW5jazNEHJJjO3bnPL7Jyw7N5MQcdFYQeoBPEW9VP0euBRaeY7nPuBYOa6oNDruHmjfx/XDGhkXu9+9Vkr+9HJ7H7lByy/ahRF175elQ7O6amXwbDUfaa0erdzS3AGgOaUOwX/qTvHT8kPhp0T9dW7pSfvGFvQkQr3UCjRrwEAUGOleuHYlHT7e534H48WeI2svNG/z7lWuGl3dQs65A/4w7HpU6Z/tdkLOhJFncZRbO3rVXdJD6zKnMAn406Qvv29zi0BFQCaT/YntsNvODNwTjtfWvcx5/5dF40t7ITapfd9trweCmX0awAA1FipXmkPrJLefMXJA/kKO7l5466LnGuFrG3LJ438ATQcijqNJNwhLd2QCeTH73dKyVj6BP5X0uEXne/ffGXsST0AoDnkTsF/54XSok9Kd182fnva3Bk7Kx8dm0eK9WbLLQ4BAOqnUBzP7pUmOfE/t7BTbBvzasV48gfQkCjqNIrkqLT2IumpPqeQ0znLuX2qT9r0cemy25wplxuvkiInOt9L1Q/WAID6y56CH5ri5IAt15Xenjb7gqBzVulm++5rkEcAoDGMi+OPFF5au2mplEo69z3axvw48gfQsCjq1FP2elR3uuWLTziFnOt3OLcvPiEt7pO2rpZMQLpqrbT1RilxLPM61QrWAIDGkD0FP3HMyQGL+8pbWuVeEOTroeD1ST8AYOLcawMpE8dnniH97mcKL8kKBJ37Hm1jnhkb+QNoVBR16iV3PaqUqcq/+IR0ywLn1p2t8+ITTqW+a47zfbasYJ1KWfUPjuqVIyPqHxxVKtX4u5sBAHLkTsF/bpu0a6107dbiS6uyn9/Wledxj0/6fYz8CaCu8l0btHVJ7V1OnO99cPySrDlnZ3bBKrEEN2VCk4tx5A+gYVHUqYdC61GlTDBu75J6H5Ii06VXdkorH1Wq+2y9GZmr5CcfKRis9x0Y1OLbt+v8m3+sxbdv174Dg5yYAoAf5U7BP2+1tH+7U9jJt7Sq0tcspzjUIlIpOy5/7n19QIlEqt5DA9AKSvSqSQWnaPjEs2R7H5Q6Zzm32QUdV4EluFW5RiB/AA2Lok6tlVqPKmVNm58vzXqHtHq3Ut3zte+NY7pkzb/ohn8c1dGrnZN6mxVIDw3H9Om7d+rlI07DtJePRPXpu3fq0HCsTr8sAGDSwh3Oktz/eFx69zLn9vod4z8tLVepvjstKF/+/IP1u/Tqm1E+GAHgrRLXBql4TPsODOqja57SHc9OkV29W4c636FUcEr+18uzBLdq1wjkD6Ahheo9gJZTaj3qTbtzpsw7FfhDg6PHg7ETkGfq69f/QnGFdUL62FgieTxYu14+ElUskfT4lwIAeMJtoj865PTW2f71zG17l5MzJnIynX3SX82tbn2qUP48ODiqSFtI3VNZVgDAI6WuDVbv1qp7fqGXj0R18z/u1zd/9oqmRcLacsP5hWNTMDwmrlf1GoH8ATQcZurUmglKy++reD1qbjB+bO8hLfy7HRrKajTfFgpq7vSx0zDnTo+oLRSs2vABAFWW3TQ/l9vDwKTTtdsk3wQm38OgUN+dFlQofx4ajvHBCABvlepVY1M6Y1ZmVs7AsUTFBZmqXyOQP4CGQlGnlpJxqX+f9PM145udlZi+mC8Yd09tHxOMZ3a26dvX9hw/bu70iL59bY9mdrZ58/sAACYntzFmbmGHHgY1MbOzTd/6xKIx+fPmJQu0eddLfDACwFvF4ny4Q4H/u1A3/5egPjpv5vGnVFqQ4RoBaG7G2sZfK97T02N37txZ72FMTu562XmXSeffJG1a6lTh003M3E8F20JBzexsUyBgJGWaOLpLsNxgfOacqcePcY8r9BoAfKtmf8RNEW/9IjcvFCvWuMduXHI8Z1DQGW8yOTCRSOnVN50lV4eGY9q86yX94YfPHJdn0fSIt/Bc3lhlE2PjfLhD6rvgeH44evVWffFnST3z+kjea4AJvSexDfXHP8IqoKhTC/Go1P+sdNfFY9fLzrtMunyNFAwrFZxSsmhDMAZaFhcZzSZfY0ypdGEnOUoPgwLK/fCj1GuQZ1se8RaVqTA2F41VNiElRqWBVzMFHVe4Q8lPPqKhE87U1I4IsQnNgn/IVcDyK68l487XxqvGN0Dbu1X65rmSTZbVlT4QMOqe2q63TO9Q99R2gjkA+FWiRGPM5Oj459DDoKhq7O5CngVQkVJLaPMoGquCYecSd+1FefND8J6rdEJbitgEYAyKOl5yA/0Dq6TFffkboC29Rwq2s3MVALSKZNz5FLZQXlh+n9NUHxUhjwKoqewZl8NvHN+CvFRhp/XyflcAACAASURBVGSsmuCmKgBaF0Udr2QH+r1bpaf6pKUbCja6ZOcqAGgBbm7ouyB/Xuh9yGmm37+vrE98kUEeBVAz+ZbQxkfKKuwUjVWT2FQFQOuiqOOVZM7U+ue2ZU7gO2dJKx8ZE5jpSg8ALSA7N+Tmhas3SieeKu19sOxPfJFBHgVQM7nn+a5iS2jTCsaqKSZTKPr370vbb3UKO52zKOgAKIpGydWU3ShNyt8Ec95l0uXfkKJHpWmnOME5/byUadOhY5YGjQBy0bizWeT7dPedF0qX3SYdfVl64stOsUeiafIE0OgYVUC8RWnlNLuXCsbpcbFqilGgf0+B6wZnUxWFx87uAZoESboKmKlTLbmN0iRp5unOJ6/ZUycXfdLpsXPnB51An/W8QP8edXcEaNAIAM0qGJa6zxw7rf7FJ6SDe8cWdKTCn/hOoDFnq6DRMYCaCIadws3KR8ee57vn/alE0Tg9LlbZWP6ZP1mbqgBAIRR1qqFQo7RAWJo2NzO1fukGZ6r9fzzuNDozwQk1WAMA+JTbL2H7rZnc0PuQNPUUp7iTLV9TzAk25gQAVFl2Ycc9z3/yW9I//WXlcTrY7sT7IpuqAEAhFHUmq1ijtP590tQ50glvla7f4RR0XnzCCf7dZzo/n0CDNQCAD+VroH/9Dmn7Lc7Pcz/xzV16NYnGnAAAj4Q7Muf5kjMrf93HKovThWb+0EsHQBko6kxWqUZpifS0+YHXpVd2ZoKzTU64wRoAwIcSeRro37LAKfCsvchZsut+4pvvRH4SjTkBAB5Ijjrx+5YF0q9/4vRH23LdxOJ07swfCjoAykRRZ7KKTZdc3CdtvdHZujYckVbvzgTnYs/LnW4PAPC3ZFwaeNXJC9lxP3EsE/dDESdH3LQ7/4k8eQMAGosbl03AiedbV4+P81L5cdot7BTKAwCQB0WdySo0XdLtn/PcNqc633eBdOiF0s+jKg8AjScZl2JDE1vi5C6b6rsgs4V5obgfDEttXflzAHkDABqDmxNSicx5f7jDOe/ftVa6duvE43SxPAAAeVDUqYbjJ9qPONMlr96YKei44iPSxivHTrtkmiUANL6J7jblnvRnL7t6blumsOPmi5mnlx/3yRsAUF9uTljzXuf7tReNjeuLPulsinL1RuI0gJqgqDNZ2SftoSnSDU9J7SeUt4uJxDRLAGhkE9ltKhmXRgcyhaCBV8cum3ILO9fvcHZIDEXGP7/YrCDyBgDUR3ZOePMV6YFV0rJ7nfN+N64/1SftuNWJ76uJ0wC8R1FnMtzA/tSdUv+z0rc/KH19vvTEl4tPr8/FNEsAaDwT2W0qGZcOvyi9vDNTCOq7IJMH3Lzw4hNOA/0Zb89phlzmrCDyBgDUVr6csHertP1WqfdBJ67fsiCz0+2Mt0vtxGkA3qOoM1FuYN9xm9SzUtq01AnwiWPjp9evfIQqPQD4TaW7TbkFnTdfkr67fGwhKLuwc3w6/vz8BZ1KZgUBAGqjUE7Yu1V68g7nfL+9i+VWAGqOos5ExKPSgV9J6xdLF/6t9PDnx3e6dxul3fi0NPMMAjsA+E05u025S6VGh5wCTOSEwtvZrr1ImnF6/mVTE5kVBACovnxLYEeHpERCWn5f/pxwzjLp1z8tf7nVZJrvA0AOijqVSsadr41XSdHD0kOfl869wSng5C65Om+19It1kqnriAEAE1Fqtykp0yzTppxPcIttZ3vlndLAK5IJjj/hr3RWEACg+vItgR0dkvqfk4JBp3CTu7PV0g3OdcDpF0ih9vIKOhNpvg8ABVDUqUQy7szQeWBV5qT92Qel537oFHDcwk7nLCfg//qn0tveP745MgDAHwrtNiWNb5Z59XczzTJzi/wr7nem53/7g87z4tGc9yljVhAAwDv5lsAO9Tt9M9ddIu1YI512fqaw0zkrU9A5/6byZuazzBaAByjqlMst6Nx1sbN2Nvuk/ad/6wT482+Sdm+SbvyFc/+M/8aaWgDwu9zdpqT8zTJ33JZplpndV+2a70nBNue4+Ii07mPjCzulZgWRRwDAO/mWwF56izT4qhOz4yPO+f5/PO7MyPn1T53z/d2bnPP/7rOcfjqVvgfLbAFUAUWdciVHnSVXbhDObYb8jg86DTIv+Xvp0S9JZ3yIE3EAaBbZu02Vapb5yYelV3ZKU06UbnhS+vk3pE0fly67TQpNcZ63aamUSo49iS80K4g8AgDeyo3rXXOksy7JbITiyi7sPPol6ZKvlVfQyfceLpbZApgkijrlCraPb452vBnyL5wlWPf/vvTQH0oX3ewEeE7EAaD5FFsq9d4/kP7jn6Trd0hPfFn6+tnOzJ3FfU6/ncQx57hl90r/euf4T2dzZwWRRwDAW8m40xctO64PHZCefdiJ1bmxfsetTuH94q9IJuD0zixnlg3LbAF4hKJOuYJhac67nO0Kc5shP/SHTuU+3CGdd6MUjjhfAIDmU2ip1NINzpT83/qAtOZcp/BvAs6SrF1rnfvhDuf+Cz+R/vHP80+7z54VBADwjrsk6raFmSWvblx/6HPS1FOcmJ0d63sfdAowgaB06D/Kb3jMMlsAHqGoU6nIDGdqvdsnoXOWtHBF5n64s94jBAB47fjJ+SOZ5vi7N0lvWSh1zJQ+fnemiebUU5yeC52zMgWdH/+l8zr0UwCA+shtWtx3QabI4i6B7ZieKey4MfzQC9I3FjnP/ee/r6zhMctsAXiAok65knGnZ87wIWnG6dJnd0onnyO99JQ057czfRPWXsSaWABoBamE0yPn+h1Oj4WP/rXTa+2b5zkXBjc86dz/xiKps1tavVv6zc8yBR0X/RQAoLYKNS12Czur00tgU0mp7/1OIWf1bud2y3WZ3miXfDXTK63Swg7LbAFUSajeA/CN5KgUOdH5euQL0ruXSz+4Xhp8zQnmkjPNfuUjrIkFgFaQSkrrLpVGh5xeOdu/7txKTmPk63dIv/6J89idH5RWPy2d/gHngiG7USb9FACgtoo1LV57kVNwCYalRFS68tvSd5dLP/ozp9eO5MTt7F5p7nM3Lsk8t5hgmGIOgKphpk4pybgUG5JMUIoelY6+JJ2zTNr5HenyNU5QTxzL9E2gQTIANA83B+T75DUQdJpomnQqdU/sc0/23aJNKEI/BQCYqGLxuFLlNi0ORaRpc52ltKODmWOu3ZrplVbouQBQI54VdYwxbzXG/NgYs9cY84wx5qb04zOMMT8yxjyfvp3u1RgmzZ2aees5Uv8+6cS3Su1TnW1qF33SCebulua9Dzon5TRIBoDmkJ0D8k2pD6eLNPmaaGY3Rs4u2tBPAQAqVyoeV6rcpsXBsDTj7dIJb82c8y/dIHXNlt7/eQr0ABqClzN1EpI+b62dJ+lcSauMMfMlfUnS49baMyQ9nr7feHKbp9110djCTmS61LPSaYx549MUdACgmeTLAaUKO26Bv/ss52S/UNGGfgoAUL5y43Glyi2yZxd2rv+5czvtFAr0ABqGsdbW5o2MeUDSN9JfH7DWvmaMOVnST6y1ZxZ7bk9Pj925c2cthunI1zxNylThu8+UUnHJypl2H2oniAPwkqnVG9U83jaiUjkg34l7POr02AkEnUJPMu70bAiSHwCfId42konEY/d55cbgco/NdxyxHpismsXcZlaTnjrGmLdJWijpSUlzrLWvSVL6dnaB51xnjNlpjNnZ399fi2FmFGuetnGJZJNS+zRpyjSpvYsgDsDX6hpvG1GpHJBvl6pwxMkH7ozNYFhqIz8AGIt4W6GJxONKl2qVG6/zHUesB9AAPC/qGGO6JG2W9Dlr7UC5z7PW9llre6y1Pd3d3d4NMJ9ym6cBQBOoa7xtRMVywLJ7ncb5ADABxNsKVXpO7tVSLQBoYJ4WdYwxYTkFnY3W2vvTDx9IL7tS+vagl2OYsHCH0wgtuwFa9n0AQHMKhp1ltrkNkJdukLbf6vRXy75AqOaOLACAjHIbGkv5l2rFRyjsAGh6Xu5+ZST9g6S91tqvZf1oq6Te9Pe9kh7wagwTlhyV1l4kPdU3ttP9U33O4/mmegIAmodNSk/eMT4H7N06dsp/tXdkAQCMVW5D41JLtRKcvwNoTl7O1Dlf0ickfdAY88v018WS/k7Sh40xz0v6cPp+Ywm2S8vvk158wjmJv36Hc/viEyy/AoBWEGyX3vdZZ2tyNwe4W5S7eYBp/gBQG+XsGlhsqdZVa6WBV4nPAJqSZ0Uda+3PrLXGWrvAWvvu9Ncj1tpD1toPWWvPSN8e9moME5ZKSKEpziezLz4h3bLAuWX5FQC0BvcC4v2fl9acmynouHkglWCaPwDUUjlNiYu1T/invyQ+A2hKNdn9yleScedr3aWZ5VftXSy/AoBWFO6Qltw5dgnWdz7q5IlKd2QBAHinWPuETR+XLvmqtH4xhR0ATYeiTq7kqPTwH0mL+wosv7qPnU8AoBVkXyBkL8GKHnbyxPL72CURABqFu/wq3/n74j5p62onfucrvNPwHoCPUdTJld1HIXf5Ve+D0q9/On7nEwBA88m+QLhlgVPQkZzCzfs+K3WfVd6OLAAA72U3VM5tn5CvL5qLhvcAfI6iTq7sPgpuYae9yynovPAT6R//nJ4JANAKsrc2N+l0Ge5w7nefKYUj5e3IAgCojezCjnv+vmttpqCTG6dpeA+gCVDUycc9kX//H0m7N0k3Pu0UdH78l87PaYYJAM2h2JT7ZNyZmbn91rH9GbbfmpmxWc6OLAAAb2XH8ty4/P7P5y+8Zxd0aHgPwMco6uTjnsg/1Sddeov06BczBR0XzTABwN9KTblPjjpxfu/Wsf0Z9m4dG//L2ZEFAOCNfLHcjcvujMp8hXc3xtPwHoDPUdTJlV21/+U90oOrpd/5PZphAkAzKWfKvdtTJ9zhTN13++oQ/wGgMZQVywsU3rNjfDZiPACfoaiTLd80zF9tdqba9z5IM0wAaAblTrnP7s0Q7pASx4j/ANAoJrt8KjfGS8R4AL5EUSdboWmYe7dKT94hrXyEZpgA4HeVTLnPPukn/gNA46jG8iliPIAmQFEnW7FpmO72tTTDBAB/q3TKPc2QAaDxVGv5FDEegM9R1Mk18/TC0zDDEZphAoDfTWTKPc2QAaA2iu1KmK2ay6eI8QB8jKKOy12Xe9vCTEJgGiYANKdgWOo+0+mX1jnLue0+k1gPAPVUalfCXCyfAgCKOpLGd87vu8Ap7KxmGiYANKVkXOrf5zTCv36Hc9u/r/QFBADAG+XsZJUPy6cAtDiKOoU65/ddIB16ob5jAwBUX3bc37vV2ap879byLyAAANVVjZ2sWD4FoEVR1CnaOf/K8jrnAwD8IzfuJ445t5XsmAIAqJ5q7GQFAC2Kok61OucDAPyBuA8AjYW4DAATRlGnmp3zAQCNj7gPAI2FuAwAE0ZRx+VuZU7nfADwp3K3wZXYMQUA6qFYnCYuA8CEUNTJ3cqcHa8AwH8q3QZXYscUAKilcuI0cRkAKtbaRZ18W5mz4xUA+MtEt8GV2DEFAGqhkjhNXAaAirRuUafg1okXsqUtAPjFZLfBBQB4izgNAJ5q4aIOWycCgO8RywGgsRGnAcBTrVvUYetEAPA/YjkANDbiNAB4qoWLOmydCAC+RywHgMZGnAYAT7VuUcfFVuYA4D/Z2+KyDS4AeKvYVuTlIE4DgGdat6jDVuYA4E/5tsVlG1wA8EY5W5GXgzgNAJ5ozaIOW5kDgD8V2xaXbXABoLoq2Yq8HMRpAKi61ivqsJU5APgT2+ICQO0QcwHAF1qwqMO2igDgS8RvAKgdYi4A+ELrFXXYVhEA/In4DQC1Q8wFAF9owaIO2yoCgC8RvwGgdoi5AOALrVfUkdhWEQD8ivgNALVDzAWAhheq9wDqJntbxWA7yQkA/IL4DQC1Q8wFgIbWukUdyUlKJCYA8B/iNwDUDjEXABpWay6/AgAAAAAA8DmKOgAAAAAAAD5EUQcAAAAAAMCHKOoAAAAAAAD4EEUdAAAAAAAAH6KoAwAAAAAA4EMUdQAAAAAAAHyIog4AAAAAAIAPUdQBAAAAAADwIc+KOsaY7xhjDhpjfpX12AxjzI+MMc+nb6d79f4AAAAAAADNzMuZOmslXZjz2JckPW6tPUPS4+n7AAAAAAAAqJBnRR1r7ROSDuc8fLmkdenv10m6wqv3BwAAAAAAaGa17qkzx1r7miSlb2fX+P0BAAAAAACaQsM2SjbGXGeM2WmM2dnf31/v4QBA0yLeAkBtEG8BANVW66LOAWPMyZKUvj1Y6EBrbZ+1tsda29Pd3V2zAQJAqyHeAkBtEG8BANVW66LOVkm96e97JT1Q4/cHAAAAAABoCl5uab5J0s8lnWmMedkY83uS/k7Sh40xz0v6cPo+AAAAAAAAKhTy6oWttcsK/OhDXr0nAAAAAABAq2jYRsmeSMal2JBzCwDwDvEWAGqDeAsALa11ijrJuHTgGenWc5xbEh8AeIN4CwC1QbwFgJbXGkUdN+HddZE0/IZzS+IDgOoj3gJAbRBvAQBqhaJOdsKLjziPxUdIfABQbcRbAKgN4i0AIK0Fijqj0sYlmYTnio84jydH6zMuAGg2xFsAqA3iLQAgrfmLOsF2aflmKdwx9vFwh/N4sL0+4wKAZkO8BYDaIN4CANJaoKgTluacLa18NJP4wh3O/TlnOz8HAEwe8RYAaoN4CwBIa/6ijjQ28XXOIuEBgFeItwBQG8RbAICkUL0HUDNu4rtptzMllYQHAN4g3gJAbRBvAaDltU5RR3ISHckOALxHvAWA2iDeAkBLa43lVwAAAAAAAE2Gog4AAAAAAIAPUdQBAAAAAADwIYo6AAAAAAAAPkRRBwAAAAAAwIco6gAAAAAAAPgQRR0AAAAAAAAfoqgDAAAAAADgQxR1AAAAAAAAfIiiDgAAAAAAgA9R1AEAAAAAAPAhijoAAAAAAAA+RFEHAAAAAADAh4y1tt5jKMkY0y9pfxVeapakN6rwOrXAWL3jp/EyVu/4abxTrLXvqsUbVTHeFuOn//Z+GSvjrD6/jJVxVlc94q1f/tswzupinNXnl7Eyzow3rLUXevweTS9U7wGUw1rbXY3XMcbstNb2VOO1vMZYveOn8TJW7/hpvMaYnbV6r2rF22L89t/eD2NlnNXnl7EyzuqqR7z1038bxlk9jLP6/DJWxolqY/kVAAAAAACAD1HUAQAAAAAA8KFWK+r01XsAFWCs3vHTeBmrd/w0Xj+NtRx++n38MlbGWX1+GSvjrK56jJP/NtXFOKvLL+OU/DNWxomq8kWjZAAAAAAAAIzVajN1AAAAAAAAmgJFHQAAAAAAAB+iqAMAAAAAAOBDFHUAAAAAAAB8iKIOAAAAAACAD1HUAQAAAAAA8CGKOgAAAAAAAD5EUQcAAAAAAMCHKOoAAAAAAAD4EEUdAAAAAAAAH6KoAwAAAAAA4EMUdQAAAAAAAHyIog4AAAAAAIAPUdQBAAAAAADwIYo6AAAAAAAAPhSq9wDKceGFF9pt27bVexgAUC+mVm9EvAXQ4oi3AFA7NYu5zcwXM3XeeOONeg8BAFoC8RYAaoN4CwCoBl8UdQAAAAAAADAWRR0AAAAAAAAf8qyoY4w50xjzy6yvAWPM54wxM4wxPzLGPJ++ne7VGAAAAAAAAJqVZ0Uda+0+a+27rbXvlrRI0oikLZK+JOlxa+0Zkh5P3wcAAAAAAEAFarX86kOSXrDW7pd0uaR16cfXSbqiRmMAAAAAAABoGrUq6lwtaVP6+znW2tckKX07u0ZjAAAAAAAAaBqeF3WMMW2SLpP0/Qqfd50xZqcxZmd/f783gwMAEG8BoEaItwCAaqvFTJ2LJP3CWnsgff+AMeZkSUrfHsz3JGttn7W2x1rb093dXYNhAkBrIt4CQG0QbwEA1VaLos4yZZZeSdJWSb3p73slPVCDMQAAAAAAADQVT4s6xpgOSR+WdH/Ww38n6cPGmOfTP/s7L8cAAAAAAADQjEJevri1dkTSzJzHDsnZDQsAAAAAAAATVKvdrwAAAAAAAFBFFHUAoAaiiagGYgP1Hgbga/wdAQCQHzmydVHUAQAPRRNRHRg+oDVPr9FwbLjewwF8ib8jAADyI0fC0546ANCqoomoBkYHtH7Pem16dpNiqZiWzVtW72EBvsLfEQAA+ZEj4aKoAwBVFk1EtX9gv1ZuW6mh+FC9hwP4En9HAADkR45ENpZfAUCVRUIRnTbtNG25fIt65/eqLdBW7yEBvsPfEQAA+ZEjkY2ZOgDggUgookgoolULV2nF/BXasGeDAtTRgYrwdwQAQH7kSLgo6gCAh7ITbjwVr/dwAF/i7wgAgPzIkaCoAwA1EAlFFFGk3sMAfI2/IwAA8iNHti7mZwEAAAAAAPgQRR0AAAAAAAAfoqgDAAAAAADgQxR1AAAAAAAAfIiiDgAAAAAAgA9R1AEAAAAAAPAhijoAAAAAAAA+RFEHAAAAAADAhyjqAAAAAAAA+BBFHQAAAAAAAB+iqAMAAAAAAOBDFHUAAAAAAAB8iKIOABQRTUQ1EBuY9DFAKxqMDerwscP1HgYAAOQkNC2KOgCQRzQR1YHhA1rz9BoNx4YnfAzQigZjg3p16FWteXqNRuIj9R4OAKCFkZPQ7EL1HgAANJJoIqqB0QGt37Nem57dpFgqpmXzllV8DNCKBmODGowN6u5n7tb3n/u+YqmYrpl3Tb2HBQBoQeQktAqKOgCQFk1EtX9gv1ZuW6mh+NCEjwFa0XB8WC8PvqxPPfYp/jYAAHVFTkIrYfkVAKRFQhGdNu00bbl8i3rn96ot0DahY4BW1Bnu1Nypc7X5ss1aftZy/jYAAHVDTkIrYaYOAGSJhCKKhCJatXCVVsxfoQ17NiiQU/8u5xigFU1tm6qpbVO1auEqXXv2tbr7mbsVMPxtAABqj5yEVmGstfUeQ0k9PT12586d9R4GgBYUTUQVT8U1rW3apI6ZJOPVC+ci3qKaBmODiqfimjFlRr2HApSLeAs0KXJSQ6pZzG1mzNQBgCIioYgiikz6GKAVTW2bWu8hAAAgiZyE5sX8MwAAAAAAAB+iqAMAAAAAAOBDFHUAAAAAAAB8iKIOAAAAAACAD1HUAQAAAAAA8CGKOgAAAAAAAD5EUQcAAAAAAMCHKOoAAAAAAAD4EEUdAAAAAAAAH6KoAwAAAAAA4EMUdQAAAAAAAHzI06KOMeZEY8x9xphnjTF7jTHvM8bMMMb8yBjzfPp2updjAAAAAAAAaEZez9S5VdI2a+1Zks6RtFfSlyQ9bq09Q9Lj6fsAAAAAAACogGdFHWPMNEn/VdI/SJK1NmatPSrpcknr0oetk3SFV2MAUHvRRFQDsYF6DwNAEyGuAACaCXkN1eTlTJ3TJfVLussY87Qx5k5jTKekOdba1yQpfTvbwzEAqJFoIqoDwwe05uk1Go4N13s4AJoAcQUA0EzIa/BCyOPXfo+kG621TxpjblUFS62MMddJuk6STj31VG9GCGDSoomoBkYHtH7Pem16dpNiqZiWzVtW72GhAsRbNBriCpoV8RZoTeQ1eMnLos7Lkl621j6Zvn+fnKLOAWPMydba14wxJ0s6mO/J1to+SX2S1NPTYz0cJ4AJiiai2j+wXyu3rdRQfKjew8EEEW/RSIgraGbEW6D1kNfgNc+WX1lrX5f0kjHmzPRDH5K0R9JWSb3px3olPeDVGAB4KxKK6LRpp2nL5VvUO79XbYG2eg8JgM8RVwAAzYS8Bq95OVNHkm6UtNEY0ybp15JWyikkfc8Y83uS/lPSf/d4DAA8FAlFFAlFtGrhKq2Yv0Ib9mxQwPON9QA0M+IKAKCZkNfgJU+LOtbaX0rqyfOjD3n5vgBqLztZxVPxeg8HQBMgrgAAmgl5DV7weqYOgBYTCUUUUaTewwDQRIgrAIBmQl5DNTHnCwAAAAAAwIco6gAAAAAAAPgQRR0AAAAAAAAfoqgDAAAAAADgQxR1AAAAAAAAfIiiDgAAAAAAgA9R1AEAAAAAAPAhijoAAAAAAAA+RFEHAAAAAADAhyjqAAAAAAAA+BBFHQAAAAAAAB+iqAMAAAAAAOBDFHUAAAAAAAB8iKIOAAAAAACAD1HUAQAAAAAA8CGKOkCdRRNRDcQG6j0MACiJeAUA8DPyGJoRRR2gTqKJqA4MH9Cap9doODZc7+EAQEHEKwCAn5HH0MxC9R4A0GqiiagGRge0fs96bXp2k2KpmJbNW1bvYQHAOMQrAICfkcfQCijqADUUTUS1f2C/Vm5bqaH4UL2HAwAFEa8AAH5GHkOrYPkVUEORUESnTTtNWy7fot75vWoLtNV7SACQF/EKAOBn5DG0CmbqADUWCUUUCUW0auEqrZi/Qhv2bFCA+iqABkS8AgD4GXkMrYCiDlAn2UkmnorXezgAUBDxCgDgZ+QxNDOKOkCdRUIRRRSp9zAAoCTiFQDAz8hjaEbMPQMAAAAAAPAhijoAAAAAAAA+RFEHAAAAAADAhyjqAAAAAAAA+BBFHQAAAAAAAB+iqAMAAAAAAOBDFHUAAAAAAAB8iKIOAAAAAACAD1HUAQAAAAAA8CGKOgAAAAAAAD5EUQcAAAAAAMCHKOoAkqKJqAZiA/UeBgBUDXENANAoyEmAdyjqoKVFE1EdGD6gNU+v0XBsuN7DAYBJI64BABoFOQnwXqjeAwDqIZqIamB0QOv3rNemZzcplopp2bxl9R4WAEwYcQ0A0CjISUDtUNRBy4kmoto/sF8rt63UUHyo3sMBgEkjrgEAGgU5Cagtll+h5URCEZ027TRtuXyLeuf3qi3QVu8hAcCkENcAAI2CnATUlqczdYwxv5E0KCkpKWGt7THGzJB0r6S3SfqNpI9ba494OQ4gVyQUUSQU0aqFq7Ri/gpt2LNBAWqcAHyMuAYAaBTkJKB2avGX9f9Za99tre1J3/+SpMettWdIejx9H6iLSCiikzpP0qqFq9TZ1lnvXFMQIAAAIABJREFU4QDApBHXAACNgpwEeK8e5dLLJa1Lf79O0hV1GAMwRiQU0bS2afUeBgBUDXENANAoyEmAd7wu6lhJPzTG7DLGXJd+bI619jVJSt/O9ngMAAAAAAAATcfr3a/Ot9a+aoyZLelHxphny31iugh0nSSdeuqpXo0PAFoe8RYAaoN4CwCoNk9n6lhrX03fHpS0RdJ7JR0wxpwsSenbgwWe22et7bHW9nR3d3s5TABoacRbAKgN4i0AoNo8K+oYYzqNMVPd7yV9RNKvJG2V1Js+rFfSA16NAQAAAAAAoFl5ufxqjqQtxhj3fe6x1m4zxvyrpO8ZY35P0n9K+u8ejgENLJqIKp6K0zQNADxErAUAVIK8AfiLZzN1rLW/ttaek/4621r71+nHD1lrP2StPSN9e9irMaAxRRNRHRg+oDVPr9FwbLjewwGApkSsBQBUgrwB+JPXjZKB46KJqAZGB7R+z3ptenaTYqmYls1bVu9hAUBTIdYCACpB3gD8jaIOqqbYVM1oIqr9A/u1cttKDcWH6jA6APC3cqbDE2sBAJUolDestRqIDbAEC/ABT3e/QmsoZ6pmJBTRadNO05bLt6h3fq/aAm01HiUA+FMl0+GJtQCAShTKG4OxQZZgAT7BTB1MWKVTNSOhiCKhiFYtXKUV81dow54NClBXBIC8JjodnlgLAKhEJBSRJPWe3asr3nGF7t13r44ljymlVJ1HBqAcFHUwIZOZ4p99wRFPxT0aIQD4VzWWURFrAQDlyM45sWRMV55xpfpH+jW7Y3a9hwagDHx0hwmpxhT/SCjCOl0AyKOay6iItQCAYrJzzrKzlun+5+/X53/6+XoPC0CZmKmDCWOKPwB4hxgLAKgVcg7gXxR1MGlM8fdIMi4lR6VguxQM13s0AOqEGFtjxF4ALYyc0wTIYy2H8iuqhin+VZSMSweekW49x7lNklSBVkeMrQFiLwBIIuf4FnmsJVHUAWoslbLqHxzVK0dG1D84qlTKjj3ADcZ3XSQNv+HcEpQBwFvEXk+VzH0AUAdNFZvIYy2Log5QQ6mU1b4Dg1p8+3adf/OPtfj27dp3YDCTQLKDcXzEeSw+QlAGAC8Rez1VMvcBQB00VWyqVR5LxqXYEHmxwVDUAWro0HBMn757p14+EpUkvXwkqk/fvVOHhmPOAclRaeOSTDB2xUecx5OjNR4xALSAUrE3QeydjJK5DwDqoKliUy2uIVja1bAo6qAmoomoBmID9R5G3cUSyeOJw/XykahiiaT6B0d1KCqlrrlPCneMfWK4Q1q+2Wl4BgAVIP6WIdjuxNh8sXdxnzTwKievk1As91WiqZZJAE3CzzmmGrGpYeJSsTxWjWsIlnY1NIo68FQ0EdWB4QNa8/QaDceG6z2cumsLBTV3emTMY3OnR5RMWS2+fbv+xw9+pRG1S0s3ZIJyuGPs/UowRRJoWcTfCgTD0pyzpZWPjo+9T/VJfRdw8joJhXJfWyhY9ms01TIJoAk0Q46ZbGyqW1zKd35fKI+tfNR5fDK7YLFEueFR1EFFyqnGRxNRHR09ejzQX3z/xVq3Z51SStVolI1rZmebvn1tz/EEMnd6RN/6xCL91cN71D84qq9dOU9d93zMuYhYukHqnJW5qFh7UWVTJ5kiCTSFYnE338+yT7SJvzmKFbqDYWnm6dLVG8fG3ue2sQR2kvLlvm9f26OZnW1lv0ZTLZMAqqBQbvB65kwz5ZjJxibP41K+nFXs/D67sNM5qzoFHYn2ED4QqvcA4A/RRFQDowNav2e9ls9bnneLQ/eYI8eOyMrqU499SkPxoTqMtrGkUlaHhmOKJZJqCwV1RneXttxw/vH7qVRKP9xzUJL0R/fv1d9esUkzvne58+Trd0hbV0svPuEE5nKnTuZW1O+6qHqBHUBNFIu7hX4WTUS1f2C/Vm5bSfzN5cbFjUucqej54mEgLE09ORN7n9vmPM4S2EkJBIzOnDN1TO6b2dmmQMCU/RqFlklE40mlUrai1wL8rFj8L3WuXo33bqYcM9nYVK2lpXnly1lS6fN7t7Bz024nZ1XjvN9d2pU9U0ciNzYQZuqgqHKq8bnHLH9kuWZMmaEtl29R7/xetQXK/ySu2eSblvl8/5BmdrbpLdM71D21XYFA4PgnBI/tPaR793code2DTiHnlgXObe+DUveZ5QVmpkgCvlYs7paKyZFQRKdNO434m6ucXgDJuNS/T/rx30gH9jixV3JOWiuJwcgrEDDqntqelfsqK8IUWibxwsEhlmGhJRSK/7WcOdOMOWYysSkcCuSNS+HQJC+x8+Wswy+Wf34fDEttXdXLWV4u7UJVUNRBQW41/ooHrtC6PesUS42fSpjvmFgqpoRN6KTOk7Rq4So9fOXD6p3fq0AL/nMrZ1pm9tTPj86bqWVvjyqw41Zn6n97l3O7/VbnYqOcggxTJAHfKhZ3y4nJknPSTfzNUm6h242de7dKT94xdgnsk3dIqSQ9yuoo3zKJm5cs0G2PP88yLDS9QvG/M9RZVl6oJnJMRihg9JWrFoyJS1+5aoFCATPxvpb5cpZNSZET6nt+79XSLlRFa/4FoizlVONLHZMd+DvbOms19IZRzrTM7Kmf37z6XTrx/qudi4qn+pwlAE/1OffLDdhed78H4JliMbXST0hbPf4eV26hOzt2PrctE4N3rZXe91lnByx6lNWNmyvvve5c3XvdufqzS+frq4/t09MvHa3ecgegQRWK/8OJ4brNnCHHSNFYUl/etk9/dun843Hpy9v2ySYm0dcyX85KHHOWBF/57fqe32cv7aKg01CMtY0/XbWnp8fu3Lmz3sNoadFEVG+OvqkNezZo+bzlOrnr5Akd02r6B0e1+PbtYwo7c6dHtOWG89U9NU/wza3Oh6Y4gbzSKY7xqPM66z7mvI67fGDO2VI4Uvr5aDQ1axZBvG0cxWIq8bYC+T71lPLH1dxjIzOkT2xxju27IBNP+YSybirOq5Uj3qKhFYr/5IXayxePruk5WX/1PqPA2osnljOK5azrfpqZado8+YiGaFVAUQcViSaiiqfiRZuvlXNMq3B76rhLsNyu+mfOmVp4zW5uMJ9oMvjnv5cWfVLacp20uM/5tPn9n/d74G9VXGS0sGIxlXhbpkriam5zyuyCjqs5TqR9aUJ5tTLEW/hCofhPXqid3Hh0Tc/J+otzjULrLp5cziiWs6TSTf/9haJOFVDUATyUSlkdjcYUjSWVtNKUcECzOp1PErN3xBrXab+cXVoKiQ050z2H35DeeaF02W2ZXVw6ZzlTJtu6PPht4SEuMoDJqiSuJuPOFHibkm5b6MTTXMTTqhmbK62mhIOa1Vm4YWnurpKV7qRVAvEWaHKJREoHh0YVT6YUDgY0u6tdoQk2N86ORyd3pBS47Zzq5IxiOcvNUdXa3aq+KOpUAUUdwCOFPk08o7tLz/cPlf6UcaIBu1pLuNBIuMgAqqHSuFrJ0i1MSCpl9ZtDwzowcEx/fN+/eTX7phLEW6CJJRIpPXtgUJ/ZsOt4vLljxSKdNWfqhAs7x1U7ZzRX8aYQijpVQKNkwCOFdr46ODRackcsSRPfjjB320EKOgDgqDSuso2r5w4Nx7T/0Mjxgo5UJC8CwCQdHBo9XtCRnHjzmQ27dHCoCrtHVTtnVHtrcjQtijqARwrtfBVPpkruiDVpbDsIANVBPPVULJFUR1vQ+7wIAFLB8/BEMlWdNyBnoA4o6gAeaQsFNXf62J2m5k6PKBwM5H28LRSs7gDYdhAAqoN46pm2UFAjsWRt8iKAllfoPDwUrOJlMTkDNUZRB/DIzM42ffvanuOJw+0RMLurPe/jMzvbqj8Ipm0CQHUQTz0xs7NNp83s0FeuWlCbvAigpc3uatcdKxaNiTd3rFik2V3t1X0jcgZqiEbJQDGTaVacHFXKtOnQMTtuhw6Pd+5A86FxJ5Cr3PjcGo0mfa3QTpF1yovEW6DJubtfJZIphSrd/aoWOaW18hYXQFXATB2gELeD/a3nOLfJeObx2FDmfpHnBfr3qLsjoLdM71D31MwJaiBg1D21fdzjrlTKqn9wVK8cGVH/4KhS8Vjx9wSAVlIoPpc6Lh4tHb+JtTUXCBjN6HRy4qkzOjR76pSKCjrjcmaq8T+wBFA/oVBAp5wY0akzO3XKiZGyCjqplNWbQyNKvv4r6dZzZIvlnkrk5p1y81u+56JlUdQB8sneknD4DefWvSAoFmgLPa+CYOtuhb749u06/+Yf6+uPPaNUucEdAJpduXG20HEPfq748cRaX8nNmYtv3659BwYp7AComlTK6tXDA7IHnlFw7cXS8Bsyd100+cJOvg8eyr2OIGchC0UdIFf2hUB8xHksPpIJrP/89/kDbannlRlss7dC/+i8mfrCOQmF1l084SIRADSNcuNsoePWfUw6Z5kTxwsdT6z1leycKbEdOoDqGxyJquvN53Tidy8bk1PMZHJFbt5x81I51xHkLOSgqAPkSo5KG5dkAqorPiJtWipd8lUpNGV8oC32vI1LnJ+Xwd0K/aPzZupvzwtoxvcun1SRCACaRrlxtthxW65z4vj6xeM/GSXW+o6bM7OxHTqAapoaTunE+6+e9Dn+cbkfPISmOHlp09Iy8lt1PkRGc6GoA+QKtkvLN0vhjrGPhzukxX3S1tVS4pjzWHagLfa85Zudn5ehLRTU6d2d+tqV8zTjB8uql0AAwO/KjbPlxPHoYenea6RUsioFedRHWyjIdugAPDUYD+jold+d9Dn+cbkfPCSOOXlpcV/p96jSh8hoLhR14A9lNgKrSrPEYFiac7a08tFMYA13SL0PSrvWSs9tyxybHWgLPW/lo87jZXavn9nZpjXXvEd//dgLOnzFpuolEADwu3LjbKHjlm6Qnupz4ni4Q1p6jxQIVqUg36wK5dVGaU48s7NN3762h+3QgSZXMuYUuVaYbLya2hHR0Anv1NGrt47JKbbCc/zj8n3w8Nw25zqj98H8+U1yfj9DzsJ4FW9pboyZYa097NF48mLLxxbnTjPcuMQJVgWCp9ss0V1b757YnTln6sS2RXWn5G9aKi27V6lZZyn1xvNOf5v4iBTuUKL3EQXmnK1AuK3g8zTnbCkcKfw+ebhbngdScU0fel6BtZn3rLRIhKbAFrtAttEhqf/ZTJztPktq7xp/XHb+WHavtP1Wae/W8bE0dzo7sVZS4bx6RneXnu8fql6+rcI4Dw3HFEsk1RYKamZn22TGQbwFGkzJc/wi1wrVuj5IpWy6t84+Be+5Snb5ZpnJ5IhCeaf7TKl/39jfRRr7+7nHZD+398EJXXM0ALY0r4KiM3WMMecbY/YaY54xxvyuMeZHknYaY14yxryvRmNEK6ugEVhVmyUm406w3H6rdP0O5/bQ8/ruixEd/vgDUucsHf74A/rf/2J16Jgt/rz+fRWvb3W3PJ95QpcCJ73LCfKds7jIAIB41CnojImzzzqP53Jn7Ny027l9/+cLx1J3Jk/nLOc291PQFlQorx4cGm2o5sRuznzL9A51T22vS2EJgHeKnuOXuFao1vVBIGB0QleHgie9S7pp9+QKOtLYGaXZeSkcGZu3pPG/X/8+aeY7nEKOm7MmeM2B5lBq+dXXJX1c0u9LeljS/2+tPV3S5ZK+6vHYUAXRRFQDsYF6D2NiKmwEVqhZYjSerGyaZfb77t0q3bJA2rtVgbUX6+KTBnTv/g4Nf+YX+tMdKd2z87VMM8YCz5t047LcixIKOkBT8XWcrjV3JuS6j42Ns+s+lml6nCsYltq6xp8ou7HUjd19FzhLs67f4dz2XdCyTSfdpQojsUTevBpPpmhODFQB8b88hc7xA6nC1wqp13+lVDxW/Wbqbk6pxvl4oXN89z2kwtdC/c9KL/wkk7Oqcc0B3ypV1Alba//dWvtzSf3W2p9JkrX2F5J8N7erlUQTUR0YPqA1T6/RcGy43sOZmAobgRVqlvjCwSHtOzBYfmEnX/Oy9PvO+MEyXfu7b9X7/v5f9NjeQ2ObMRZ53qQbl1UzgQBoCE0Rp2stlRy7O0h2nN201Pl5MfliaXbsfm6bUyh6blvLNp10lyosvn27nn19MG9eDQcDNCcGJoH4X5l85/ind3dq+hQVvFYI3HOVlIwpHGrweFXsHL/UjryLPiF9472Zfp8tmrdQuqiT/fM/zfkZHegaUHaSuPj+i7VuzzqllJrwa9X104MSu5ykTNvxpmeHh0cVCFh9a8WiMc0S11zzHj36769VNs2yyPsmlt2nv37sBQ0cS4xvxlil3a8ANLemitO1Fgg6vXHyxdll9zo/r1Ru7HYLRT6P3RNpDJpKWb0+cExf/9E+/dml83XKCVO05pr3jGtCPLurnebEwARUM/5X+r6NmCvKjVP5GqKvueY9UqCt4Ll3fNn39cyBqAKSvvWJRf6MV8WuLZbdKz38BenY0bGP+zhvYeKKNko2xlwm6R+ttSM5j/+WpCXW2i97PD5JNJIrVzQR1f6B/Vq5baWG4kPHH9+2ZJve0vWWil5nYHRA6/es1/J5y3Vy18leDLc8BZqIpbrna98bx/Tpu3equ6tdf3Lhmfrj+/5N550+U6s++A71D47q0HBMm3e9pN7z3q6vPrZP37hmod4yvcweCUXe99AxW7gZI8024Q0adzaJpozTtZa9BKtaDSKbLHZPpDGo+5yUtTo6EtcXN/+bXj4S1Ufmz9aXLpqnUMAo0hY6nveq3Jy4kRBv4Ylqxf9K37NRc0WlcapgzMkTv49evVVf/FlSz7w+om8uf48e2v2Klp/7NgUDxn/xqlRDZf/nLZ/8j2hsRWfqWGu35hZ00o+/UG5BxxgTNMY8bYx5KH3/7caYJ40xzxtj7jXG+KBM6g+RUESnTTtNWy7fot75vWoLVPaftl6fHhRVoInYoWP2eBL4zAd+S398n3Py+aH5c7T8zid11R0/1x+s36Uf7jmoL27+N63+0BmVTbMs8L6BcFvxZoyFmp75K7gC8EhTxulac3vjuA0iq7HjR5PF7ok0BnWf0xYMHC/oSNIP9xzUtd95SqFgYEzeozkxUJnJxv9K+CFXVBqnCsacdPxOffIRqXPW8YLOY3sP6eUjUV2/8Rd6z9tm6po7n1RbKOi/eFWqoXKT5C1MTqicg4wx75T0x5JOy36OtfaDZTz9Jkl7JU1L379Z0tettd81xtwh6fckfbOSQaOwSCiiSCiiVQtXacX8FdqwZ4MCJVfZFf70oCFkNxELtkvBsGKJkeNJ4MRIOO/3rpePRPX2WZ2VT7PM876ePg9AS2jKOF1r7sns6t3OkqtqbOHaRLF7Io1B3ecMjeZvjlxsZjeA8kw0/lfCL7miqg2Mg2Fp9tlKrd6tL373V3ps76Exr+leH/i2mXuh/NREeQuTU24U+b6kX0j6X3KKO+5XUcaYuZIukXRn+r6R9EFJ96UPWSfpisqGjFz51slGQhGd1HmSVi1cpc62zpKvUctPD4opuLY2p4lYdsO0o9G4Tu92fseBY/G8zdA62oMTq8pPtEExjY0BlBAJRXRC+wn6/QW/76s43TDCEam9qzoFHVeTxO5CGweEQ4VP+9znHBwcbeymokATyD1Pr2bPm3rlikr7eBWKUxONNYFwm96IhfTM62MXmcydHtHRaNz/caxQfmqSvIXJKbeok7DWftNa+5S1dpf7VcbzbpH0J9Lx+X4zJR211ibS91+W5M0i0hZQTuf8SCiiaW3T8v4s37Fugnn4yofVO7+36p8eFAv42TtunH/zj7X49u0Fd63Kbpj29Iv9+tGqRfqrS35L/+XUDt254pxxzdBmddIwDEDjyI7f0Xi0oeJ03SXjUmwosyVr7n2MkS+v5msq+pWrFmjoWKJkI9LNu17SzUsW+LOpKOBD0Xi06rtg1TpXVHIO75oeCVe9gfGszvFN3G9eskCbd7009rXJM2gypRolz0h/u1rSQUlbJB3fI81ae7jIcy+VdLG19gZjzAckfUHSSkk/t9a+I33MWyU9Yq397TzPv07SdZJ06qmnLtq/f39lv1kTy256tunZTYqlYp40WYsmooqn4mVfbJRSqiFa/+CoFt++fcxUzLnTI9pyw/nqnjq+KJNKWQ2ORNX15j4F77lKdtm9Mk/eodS5qzRwwjs1HPdhMzQgP0//ARNva6fa8bvacbru3IaQG5c4O3i4jSDd+/QLGKNYXj0ajWn3S2+qoy2oo9G47vjJC+ofGi2YU93XOzQcUyqVUtJK1tpWzKPEW3iuVufy2e/nZa6YyDn8vgOD+vqP9mnJordqZmebZk9t1yknRBQqMqOwHNkNlY0xChopEAiMb6xMnmkULZNcvFSqp84uSVaZ/9jZS66spNOLPPd8SZcZYy6WNEVOT51bJJ1ojAmlZ+vMlfRqvidba/sk9UnO7gAlxtkyarlONhKKKKLqTWsv1BDNDfgVr61NxjX1zX0KrL1Yio/IrPuYtHSDAj/7mv5fe3ceJldZ5v//c3d1J+nOQlYiBBRwkM0JYqIDZBBcWVQwhJ9hkxDHQVEhCLM4M7/5XqN+53JwG8hXBAIORIkBZPkSEBB/DMpMgsRgCAIhYYkOaxISsje91fP74zknfbq61u6qOudUvV/X1Vd1nVr66Urnvk/d9Tz3M/6EKzSeoAyUhXhbH7WI39WO07HK3eHjplN9E+TlV0u73/TXaQQ5QLG82t3bp/k3/27QY6I5Nd9uMoUKPqgO4i3i6HlT61xR6By+s6dPr761Z1BxOBq7Hnp2k6TiRaBKhA2V88rNM//1fWnWgv7dFKuZZ/p6pL4uet2gLkrtfnWwc+4QSUcE3+/9knRkicf+g3PuAOfcQZLOlvSfzrnzJD0i6azgbvMk3TPs36KJpLmnQqmiTSVra7M93XKbntlb0JHkL287X5pxoQ/SG59hGiWAxEhz/K653BNtyV8u/rSP6e85pf+Em9i+V7G8WiqnDmW5BIDha8RcUCjevLhpV974UtUmyeXKzTPvOcXnl7CgI1Uvz4Q/6+qjyVmoi3Lnt60o81g5/l7S5Wb2gnyPnR8P8XmaVr51spaCmWulTjDz9QC44YKZmtDeNqhfgGW7lfnZWf1BONSzR7r7IumT35NuO9dXyAEgZmETzKboiTMUfV1+6nuhmH76Qql1lL++ZI7U29ixvdyGo8XyaqGcGvaUGMq25wCqo5q5oJpNloeqUB+vhQ8/L2lwfCmn6FxJ0+WyRPNM6yifV+6+KH/eWTJn6O8hosWjcJYphR3UWKmeOu+Qb2R8i6Rz1b8Ma5yk65xzh9d8hPLTU1etWlWPH5Uq4XrcJzc9qRlTZ2hyx+S4h1RUsbX/kvKu45/Q3qbnN+8a8Jhb/2qG9nNvKLP9FT8zJxqM2zqkubdIT9wsnXAF0/TRKOpWtSXeVle0b8J5R5yn/cbsN+j2huqJM1T5ZupI/TF95SJp/YP91/c5UJp4cEPG91L958L7hDnzzd3d+uJPn8h732K9JV7f3qlZVz4y6Ocv//sPa9qEjnr/2klCvEXdDSUXlMovtRKNK22tLWptMXV296l9REa9WaeeXr8/zld/tlqrX9424LFhfCn1nqBUDBySfDN1PnhR/vcSlS7BCpdaWcb358mXy1g+XEjyZyakQKmeOidLulC+980PIsd3SvrHGo0JJRRqrpZ0LS2mw6aO3bvWP/wkUSoUvNsHfZK4eWeXJo6SMteeJk2b6U/uw2AcKej0/eXlsilHqoXACSAG+eL0OUecM+h+DdUTZzgybf5kd/4D/SfDbR39PXWiBZ2Vi6RXV0kL1jTkyXGp/nO9vVmt27RzbyHnE0fuq5994S+UaRm8OUBLi2nS6BF5c+ykMSN0wIT2QY1NU73lL5BSleSCcvNLLeQrxnz3rOn6zoPrtHlXl67/3AxNHj1CfU7avGvgTJdofCn0niDcOKVYDByy3Dyz/kEpM8LnmXAJ1lALOnsbL98hPXZN4dk/DZq3EL9SPXUWO+c+LOlC59yHI1+nO+fuqtMYERE2V/vMPZ/R4mcXqzubrmnSYfOyaRM6NGXsSLW0WNEp4Llrbrt6s/ranWuVPfcOacOj/uT+3Nuk0ZOlC5ZJa5ZKMy5Up0ZqRxfTHAHUX9rjdGwybX4Xknn3+pg+9xbpxV9Lx1/af33lIh/7z7vTN59sQMV6TWSzTq9t79xb0JGkh57dpHNvfFwjWjN782pUoRzb2mJFl2cBSJ6480u+ePK3dzylL530br3ylo9NT76yXf+y7Gldd37x7crzvSeQatxvJ1rYGT25f1Z/eH2oBZ29S61Ok/7iS9IRpw+8X1tHQ+ctxK/UTJ3Qu8zs8pxj2yU94Zx7sspjQhHR5mq3PHvL3gp91mXjHtqQldPoMXr7M2/s0c59pmvc/Adk//V9qW20dPEK6Xc3SSf/q7TsUo3Z8Kj6Lrxfan8vFXEAddXe2q5pY6bprtPv0pK1S/bGaZTQ1+OnrS+/2sf0ZZf6T1LfWCNd8nvpsWt9QafBp7Dny3vhJ9xbdndr086uit7wFNyVpruv4CflAJIhd1lWofcB9VIonoxvbxvwfbij1e1fPG5vS4Vy40uxGFgVYWFnwZr+nalyr5ejWIP/eff662uXsfQKdVFuR66Zkr4k319nmqSLJJ0k6QYz+7vaDA2FhM3Vvnj0F3Xv7Ht13uHnpaJRciFDafQ4tqNdNvUo6YxrpKWfla6aLv3m2/5y/YNSzx7fSJlGyQDqqLO3Uxt3b9T1a66XJBoiVyJsYrl2WX8sl/z1a4+TPvB5af6DDX9iXKzBcXdvn7bs7i57p0ipeI4t9Ek5gHiFueSa1ddod/fuAbfF2XC/UDzZ1tkz6PuHnt0k51zF8aVUk/eqyLRJI8b055Lc6+Uo1uB/6Vz/HmWfaRR0UBdFGyXvvZPZLyXNcc7tCq6PkXSHpNnys3WKbm8+XDSSGyi6lvbO9XfqU+/+lC6afpGmdEyJe2j9gCtyAAAgAElEQVRDUqopZLQh26BKf0+n3ObnZDedNqghWfbC+9XyjirO1AmboFVSxQeqg8adCVeo19m0MdP23k5D5BKKNUue/4A06RCptb14/G2QOF0o723e2aV/uvspzTv+YP39nU/tzZnXf26GjnjHuLxvmsppvIwBiLeITalcUugx9covpXrqXDlnur73y3Va/fI2HTChfch9cIqe+ydFqZw15TDJ9SUzHyUrVybsHzadyi3qrJV0tHOuO7g+UtKTzrkjzGy1c+6YWg6SpNcvXEs7/8H52tWza+/xMOCnIgjm6O3NauuebnX3ZZXNOo1qy2jymPIr+tmebrmNzyiz+LS9Tc765t0vm3qUWtqqVNUf0ATtTiruqDfeZCRYqbiMCuSeJFcybT0FcXq4OTp8Q/Xvv1qnOTMO1KTRIzRl7EjtP26U2toyA+4X/TkT2tv0VmdPqs4NYkS8RSySnEuiMSW6y1WLmVpM6u5zcs7pf//iWT307Kayi8dpfN8ywHByVlySlytT9A+eXOUWdf5ZflbOPcGhT0taJun7khY5586r2QhF0svV2dup7V3bB6ylfXDOg9qvY//UfRrX25vVcxt36ku39G/Het35M3T41LFqbS1/Kmm2p1va9IxafnaWb6K8bw0KOmkK2Gg0vMlIuEJxOe4T8VQayglnCuJ0tWbM9PZm9dr2Tm3a2aUtu7t15xMv62sfP2zA7Na0nQskDPEWsUliLskXU37y+Q+qqzc76NiYUa3q6c2WVaBpmFiVvCJJYcnMlSn6x06usoo6kmRmMyXNkn/h/9s5V7csRNLLLxr4zzviPLW6iZr9o+WDGosNewvAGnptW6c+e/1jg8Z8+xeP0/7jK9zmtxZTCUtNrUxy4EYj4U1GSuTG5f3G7Bf3kNKpkniekji9eWdXVXJ0qeep1s9pYsRbxC5JuSRfTLnpwg/on+95elhxpqFiVbKWM+WX3FxJUacKKumqtVrSzyXdJWmTmb2zNkNCuaKN0kaPGF3bLQCHq69H6t7lLyN6+rJ5x9zbN4TdvIbS5KyUYk3QlsyhETOAAXLjMkookBsqiucpidPVytGlnifR5wIAypKkXJIvpnSMyAw7ziQuVhXKR+WoxXuQaktJrsTQlFXUMbNLJG2U9CtJ90n6RXCJBGhvbde4EeOK7nBRC9ms0+adXXr1rT3avLNL2WyBWV9hZfjqo/1lJFi2ZVryjrk1k5BdYjIj/VTKto6Bx9s6/PFMyj5JAFAXYVxGEUVyQ0VSEKezWSczq0qOLpXr630uAKB28uWSss+/qyRfTNnT3TfsOJOoWFWtfJRkKciVGLpy3zkvkHSYc+4o59x059yfO+em13JgqFyttwCMJpGtu7u07o2dmv2j5Zp15SOa/aPlWvfGzsGJJTrVb/eb/jISLPcdM1LXnT9jwJivO3+G9h2TkMCSafPTEec/0B8E45+mCADpViI3VCThcTrsG/Evy57WlXOm583Rvb1ZvbatU69t26NX39qjV4q8WSuV6+uyHTCAWITxZMD598Y8598VPF++AlH0eKZFg2LKgRP9rnvDiTOJiVXVzEdJlvBcieEpt1HyI5I+7pzrrf2QBmPNcflq1UU+t5nZrRcdq7/5+ZpB62Dvuvh47TtulD9Q5trN3t6sNu3qUm9fVq2ZFu07ZmRFTZLrIk1N0NCI6PGAxlGrdf0JjdPRvhHHHDheXzrp3Zo0eoT2H9+ud4wbpWzW6bmNO7Xw4fWDtiov1DS0VK5P/Y4y8SLeIrGq2YemUKPiQ6eM0fObdw1ugjyyVXu6+7Thzd1a+PDzmjJ2hP7fTx6pTIsNOc7EHquS22emdpKXK0lOVVBuUefHkg6TX3a1d8Gdc+4HtRtaP5Je/HKTyP93+Yf0sR88Ouh+j/7tSXrnpGDtb/cuP41x95uDn3D0ZGnBGr/+NC3S0AQNjYo3GWgctcwNCYzTr761R7OufGTQ8eV//2FNm9Cxd8OAf/7UkfrWfc82RtPQdCPeIrFKxZNKFCoQ3f7F4wpuYpLveKpjVKO9VylXsnIlRZ0qKHc6xP/I99MZIWls5AtNIreZWaZAb4AB1fVGW7uZhiZoAJB0tcwNCYzTpfpGhBsGjG9vS1bTUACJU80+NIUaFfcW2MSk0OYmqY5RjfZepVwJzJUYnrKKOs65bzjnviHpe+H3wXU0idwk8saOt/Xdswb2BvjuWdM1ItrgmLWbAIBcTZYbSvWNCDcM2NbZk5ymoQASqZp9aAoViFoLbGJSaHOTVMeoJstHaFzlLr86TtKPJY1xzr3TzI6W9EXn3JdrPUCJ6alJkLvu9hNH7qu/PeVwvbK1Ux0jMtrT3acDJ7broImjB/fDSd7aTSBtWA6AxtNEuaFY34je3mzFPXVQU8RbJFq1+tBU0lOn2PGGiFFNlI8SKOV/PMlQblHncUlnSVrmnDsmOPa0c+69NR6fJJJeNVWSCHLvO6G9TW919uy9Pn5Uqzbv7i6vwXGy1m4CacObDDSmBOeGWjbwzH3uMJ+anMJNbGhwHBviLRpOoXiWzTq9ubtLb/dklTGpfURG49v9rJ9C92/YJuwJzkcNrkH+gOLVWu4dnXMvmw14zVO8gDIZOns71ZPt0bgR4+ry8wpV5AvtrFHOffcf3577Y/LLtBEgATS0esf0hpDQ3FBJvkzScwOonkaJ6cVijiRt2dWd97Z8zY9bWiy9TZFLSWg+AspRbqPkl83seEnOzEaY2d9IWlvDcTW0zt5Obdy9Udesvka7u3fX7edu2d0ftCXf3Oyvf7JKW3Z3D+u+ANDM4orpqJ1q5MBs1mnzzi69+tYebd7ZpWwwBYf8CiRbo8X0YjGn0G2vb+8cELcAJFu5M3W+JOlqSdMkvSLpIUl16afTSDp7O7Wja4d++uxPtfS5perOduucI86p288v1OU+X9f6cu7b0FMwAaCEuGM6aqeSfJlPsU/GCz13Z3evNu8UuRSISaPG9FLxLN9tr7zVqSt+vqaiWYS8LwDiU+7uV286585zzk11zu3rnDtf0gU1HltD6ezt1J92/EmfueczWvzsYnVn6/+JXCXbIFqBLcvDJXjhCevsHy3XrCsf0ewfLddrW3fIde3ya1IBoIElIaanUl+P1J38PDHcbYOLfTJe6LnXvuFz6rqNO/l0HKizRo7pxeJZodu2dfZUNIsw3/uCuseylOQXoBbKXX6Vz+VVG0UTaG9t17vGvUt3n3G35h05TyNaKt96cLhKbYMYnSpu5nTlnIFbll85Z7oyQcE994T1qHd0aMz29bKFR/vu8QRUAA0sCTE9dcLdRa5Obp4I82A2m9X1n5sx5G2Di30yni8XXzlnuq779YssxQJi0sgxvdj5f7F4JOWfoZhvaWnsy0pTkF+AWiq7UXIezKerUHtru9pb2/WVY76i8488X7c8e4tahlVXq0xLi+mwqWN195dn5e1mH50qftOFH9DSlX/SP3/qSI1vb9O2zh4tXrFB/zp7uqSBJ6wnHzFJ3z6+ReNvPV3q2SPddKo0/wG2AwTQ0OKO6akSnnDfdGpi80RuHvzEkfvqZ1/4C2VarOKlBOGn39HCTvjJeDQXd3b3au0bO/W9X67T6pe3SapsmReA6mnUmF7s/F9Sfzzq6dOLm3YNiEe5MxQLLS0dN6p1WEtWhyUF+QWoteFEKuYGD1F7a7veMfod+soxX9HoEaPr+rPDrvXTJnRoytiRewN6boV94cPPa/6sg/Wt+57V3EW/1bfue1Zf+/hhez+lDE9Yw4LOxNvP8IFU6g+oVMoBNIE4Y3oq5J5wS4nME7l58KFnN+ncGx/XiNbMgHxZjlIzY8Nc3D6iVd+679m9b6DC+5a7zAtA9TViTC90/h+97YDx7XrHPqO0eVeXpPwzFAvNyCnUtqHmsSwl+QWotaIzdcxsp/IXb0xSmXtZo5D21na11/hlLLdpWe5U8dUvb9N3Hlyn2y46VpIGPXbS6BG68YKZeudYp45r398fSEM9e6Qlc6QFa6iSA2gK9YjpqdTX5fNBwvNEwQbGPX169a09Fc3WKfXJeCgs/uR+6l3uMi8AtZOGmF7N5sTlxK1CcTJjiieWpSS/ALVWtKjjnBtbr4Gg+ortvpEb8PNNFd+8q2vvJ5S5WlpM75k6Vjv3dKrv3DuUufm0gQG1rUM6704pM/ixAIAmkhnp80H0k1QpcXmi0JKpFzft0vybf1c0h+YTfvpd6j7lFH8AIFcl5/nlKhW3CsXJlpaWeGJZSvILUGvpXyiKgippWlZqqng+LS2mfcZ0KPOO9/q1q20d/oa2DtayAgC8TJvPBwnPE/ny4HfPmq6FDz8vqXaNP4stiwCAQuJoTlzs/UIssSwl+QWoteE0SkbCFdt9I9ewPi2MBtQlc3xlnEAKAAilIE/k5kFJ+urPVg/od0MTYwBJUcl5frUkcnZhCvILUGsUdRpYsd038ilnqnhBYUBdsMZPdSSQAgCiUpAnonlw886uvQ1DQzQxBpAUlZ7nV8uw3i/USgryC1BLLL9qYENZUjUsmTZpxBgCKQAgvxTlibrnUACoADEqR4ryC1BtzNRpYImcIgkAQAqQQwEkGTEKQIiiToNL5BRJAABSgBwKIMmIUQAkll81hr4eqXuXvwQANCdyAQCgXOQMoGFQ1Em7vh5p4zPS1Uf7SwIzADQfcgEAoFzkDKChUNRJszAg33SqtPtNf0lgBoDmQi4AAJSLnAE0HIo6KZLNOm3e2aVX39qj7bv2yIUBuWePv0PPHummU5V942lt2b5Lm3d2KZt18Q4aAFA70ZPznFzASXplslmnTTvf1v9s3a1X39qjrbvJoQCSIfoeYKjn99ms0/Zde9T3xtPkDKDBUNRJiWzWad3GnZr9o+X6yPd/ozb1yJbM6Q/IoZ49avnZWRrV0qe5ix7Tuo07OSkFgEbV1yUVyAVaMsffjpLCHHvmj1boQ9/5teYu+q3WvbFTf9yymxwKIFbR9wCzrnxEs3+0vOLz+2zWaf3GnWpTjzI/O4ucATQYijopsWV3t/76J6v0ylud6urN6mt3rtW2M2+V2joG3rGtQ1s/s1SX37VWL23erb/+ySpt2d0dz6ABALWVGSmdd2feXKDz7vS3o6RojpWkV97q1N/e8ZT+tGUPORRArPLFp0rP77fs7tYXfrJKX7tzrbZ+Zik5A2gwFHVSoru3b28wl6Rfrt2if1qRVd+F9/cH5rYObf3sPfqHFVn9cu0WST7wd/f2xTFkAECtZdqkqUdJ8x8YkAs0/wF/PNMW7/hSIjfHSj5/dozIkEMBxKpQfKokNoXP8cu1W/QPK7La+tl7yBlAA6GokxIjWjM6YEL73usnHzFJ3519uN7e51AfiEdPVvbC+/W9Na17CzqSdMCEdo1ozcQxZABAPWTapCmHSfPvl0ZP5uR8CHJzrOTz557uPnIogFgVik9lx6a+Hu3XkdW5M/eTpL2FnW1nLyNnAA2iZkUdMxtlZivNbI2ZPWNm3wiOH2xmj5vZ82Z2m5mNqNUYGsmk0SN0wwUzdcCEdp18xCRd+ZcZdVz7fnXseMGfzC9YI+17lD4368/2Bv4DJrTrhgtmatJoXmIAaFh9PdLmddJj10iXrPY5gZPzikRzrOTz53fPmq53TeoghwKIVb74VPb5fdBMv2Xh0frmsba3sPPMG3u0a5/3yF26hoIO0ADMudo0ADQzkzTaObfLzNok/bekBZIul3SXc+5WM7tO0hrn3LXFnmvmzJlu1apVNRlnkmSzTlt2d6u7138yOGn0CLW02IDbd+7p1Jjt65S5+TTf1CxnymSp5wCQSnX7T9ws8bZh5O5+1T5R+tzdTXuSPpwcmM06vbm7S2/3ZJUxqX1ERuPbyaFNiHiLmqs0Vg0ptuXmh7YOZS+8X2+NOVTZljbeIyAp+COsgtZaPbHz1aJdwdW24MtJ+oikc4PjiyX9i6SiRZ1mEHa2DxuhHTJltK459/06bOrYvQG3xfVqnx3rpbCgI/VvQxgUdloybZoyliZnANDw8m1n3rl1QE5opsJObh4NP82O5tFiWlpM+44dVYeRAmhmQ4lVLS1W2fl9vvzQs0ctN5+mSWF+oKADNIya9tQxs4yZPSlpk6RfSXpR0jbnXG9wl1ckTavlGNIi2tn+5CMm6d6LjtFPl78wsLM9W9cCAEKlckJvlz+xbxLV2CEGAGqt7FjV1yN17xpaHOc9A9BUalrUcc71OefeJ+kASR+UdES+u+V7rJldZGarzGzV5s2baznMRAi70p98xCR9+/gWjb7u/fqbo3vVko0EcrauBVADzRZvG0axnHDObdJ9l/lPapuksFONHWKAWiPeoqxYFc60ufroocVx3jMATaUuu18557ZJ+rWkYyWNN7Nw2dcBkl4r8JhFzrmZzrmZU6ZMqccwYzWiNaNzZ+6nbx/foom3nyHtflMTbz9DE3c/L729wwdztq4FUAPNFm9TJ/y0tqdz4KWUPyfMu1dafrX0h5/7qfdNUtgZ9g4xQB0Qb1EyVkWXTu1+c2Ac7+mUuoI8UMqkQ3jPADSJWu5+NcXMxgfft0v6mKS1kh6RdFZwt3mS7qnVGNJk0ijTN481X9CJrH21m06TXl0lbd0wuLDDNoQA0NhyP61deePA69LAnBAWdNYu87eFfdfyFXaGM7U/gYa1QwwA1EnRWFWgF46P409Lb/1RWhjE/0KFnfA5Fh7TX8ip9nuGBssfQNrVcver6fKNkDPyxaPbnXPfNLNDJN0qaaKk1ZLOd84VXdjZFLsDdO/yJ+m73xx82+jJ0sUrpB1vSFOP9Me2bpDax0ud26SJB1PUARobu7E0o9yT+yNOl46/VPrJ6YN3P5R8D537LvMzdHKNniwtWCONGDPwuZfM8VPxG+TDAXaARBUQb1FzBWNVOe8HrpouWYsv4k89SmqLzPrJs+OVLvqNNG5/qXVk9Qo6DZg/EBuSdBXUbKaOc+4p59wxzrnpzrn3Oue+GRx/yTn3Qefcnznn/p9SBZ2mYRnfAyHf2tezb5V+d5N00ym+Sr91g7ToROmqP/eXTTK1HgCaRu6J+XtOkWZc2F/QkQbOwpH8CftxXy3dQ6HY1P6UC3eImTahQ1PGjqSgAyCRCsaqYr1wZi+Sll0q9b7t4//iTw+csVNols+iE6UtL1Zn4A2cP4A0q0tPHZTB9UmPXyfNvWXg2te5t0grr5c+MF9yWWnJWX6Gjsv2B3UCKgA0lujOJa2jpNMXSndfVHwnk3L6rhWd2k8eAYBYFYrjZy+RVi6S1j/Yf9+ePdLSuVI2aLBcdMerM4e/4xX5A0gsijpxiq5HzQSfsD5xsy/kjJ7sL5+4WTr6HF+ZtxbprJulZZf4gk6I7QkBoLFEP63tfdvngNmLSs/CKdV3jW1uASC5+np8HJ5yWCSO3y+N3U/a8OjA+4Y7HbYEDZZrveMV+QNILIo6ccltfin5E+8TrvCFnItX+MsZF/rK/IZHfVAfMzV/UGd7QgBoHLmf1q5/0OeEC5aV3skkfOyCNXluY5tbAEik6HuDzet8YWfBGmnqe6UJB/keOrk7HUZ76tR6l1zyB5BYFHXiUGg9qtRf2Lnhw9Ksy6T2CX73q/kP+KA+8WC2JwSAZpA76+b4S6U/LfeFnVI7mWTafFPk3NtqfdIPAKhcvvcGm9f5QkmmzRduph7lCznhToe5TZKl2u6SS/4AEqtmu19VU0PtDpBvPao0eBeTvi7fPDnbI6llYMd6us4DzYbdWJpVX0+w2+E+vmH+B+b3X3ZuH/ruh+QRoBDiLeqrnPcGYXzu6fQ9dFoygws6uc/Z19VfFKrFeMkfqA52NKgCijr11rVLWlhkq8LolrPF1DJYA0ga3mQ0smLxPNzetmuX763TOqr/cuSY8nNGpT8XaF7EW9RXqW3ML11Tve3Iq4X8geqhqFMFLL+qp74eacdr0pk3DH89aqGp9QCA9Mjtr5a7e0jYw8CCdB02ybeW4fcwII8AQPyK9ao55zbpvsuSt7sU+QNIFIo69RKeuC86UXr8+sFbl7MeFQCaS6H+atETd3oYAEBjKxTn590rLb9a+sPP2TYcQFEUdeqhp1Pa+HT/Wtn1D/odrcKtyzk5B4Dmkq+HQs+e0oUdcgYAJEtfj19CNZyCS26cDws6a5f52wvlBwAQRZ3a6+vxX0vOGtj8LCzsXPyYNOkQTs4BoJn0dvkmk9G8IPnrS+b426OKbVMOAIhHqSW0lQjj/KVrpMev6y/ohML80NeV//EAmhZFnVoKA/09X5FmLxq8VnbDo9KO16XWIt3rAQCNJeyvli8vtHX4vms7XsvTX4ceBgCQGOUsoR2KHa9L7zt3+P03ATQNijq1Eg30a5f1L7ca1BPhSE7QAaBZRPur5csL597u+64tOpFp9gCQVJUsoa30ORd9iP6bACpCUadW+nKm1g/qo3O/NOUwAjMANJNobsjNC2cvkaYcLr30a/onAECS5Z7nh4a6RCq3SET/TQAVoKhTTdFGaZmR0nl3DJw6uf5B6YmbpUt+L730G8n1DX4cAKBx5W5du7e/2gpp5D7Ssq/2b1te7M0BeQMA4lNsG/JwiVQlcTpfkYj+mwDKRFGnWnIbpUn+E9d59w6cOjnjQum+r0mHnNQf8KvVYA0AkGyZNj9LM5obNjwqbXtFWn6VP4kPFeqfQN4AgHgV2ob87CX+MttbWZwuVCSi/yaAMlDUqYZCjdIkafKh/uR99GQ/hfKJm6XjL/WJQKpNgzUAQDL1dEqbn/Nb1YbT6ufd6ws9J1xRun9CrRpzAgAqk7sN+dxbfC+c//xW5XG6UJGI/psAykBRZ7hKNUr7xRXS6CnSJaulNUv9SXtuQadaDdYAAMnV0xnE/dP6G+hfvMIXeLa84As74ZuDUgUd8gYAJENbh4/lKxf56zMulBZ/uvI4nVskoo8OgDKZcy7uMZQ0c+ZMt2rVqriHkV/3Lj+1cvebg28bPdkH+WuOlT7/kDRuP6l1pA/OpR63YI3fuhYAJKvXD0p0vE2zvh5f1Pk/xwyM+62jfA+dMO5nRvreCpmRg0/kyRtAPRBvUb4wLnft8tcve0q69vjhxem+nsJ5AGg8dYu5jYyZOsNVrFHa7EXSskulzq1+e8ItL5b3uHw9FAAA8RlOY+Jwhs09X/F5IRr3e98eGPczbf6EP9+JPHkDAJIhzAlO0jm3Sdbi4/mySwfHeamyOF0sDwBAHhR1hqvQGti5t/hpmGHTy5490pIz+3cxKbp2lqmWAJAYQ21MHJ709wa7moRLrubekhP37y8v7pM3ACB+YU645oOSy0qPX9cf18Odbi9YRpwGUDcUdYYrnCI58ZD+hsgXLPMBvdQuJqydBYBkG0pj4r4eqWtHfyFox2v9M2zCLWoHNEk+fHDvnEKzgsgbABCfaE7Y/qqfgfkXX/Ln/WFcn3Gh9NJv+t8XEKcB1BhFneEIA/vKG6U31/tmlxevkF542Af0cir04Qn6gjUEfABIkqE0Ju7rkbZukF5Z1V8IWnRifx6IfpJ7yWof99vaB//MYrOCyBsAUH/5csLaZf78f9YCH9cvXuEvD/0YcRpA3VDUGaowsK9YKM2cLy2d6wP7VdOl33x74CexpabWs3YWAJKnL1g2FZ68h3r2+OPhctq99w8KOttflm49b2AhKFrYGT052L68PX9Bp5xZQeQNAKivQjlh7TK/BOuEy6UbPty/021bO3EaQF1Q1BmKnk5p49PST2dLp3zbb1seNkXrfdvfJ/pJ7KRDCegAkDblNCYOl0p17fIFmPZ9pLsvyl8IuvlUv1Q33ye3bFcOAMmQbwls1y6pt1c67478OeHoc/ySqy+vLG9mznCa7wNADoo6lerr8V9LzvK7Wt13hXTsl/vX0kaXXB1/qfT7xWzUBgBpVKoxsTSwWeaSOcV3PjnzRmnHq5JlBp/wVzorCABQffmWwHbtkjavlzIZX7jJbYI89xb/PuCQE6XWMrYhH2rzfQAogKJOJfp6/Ayd6La0z90rrX/IF3CiTdIuWOYD/0EnsM0sAKRVocbE0uBmmWffKm14NP8OV+ff5afn3/AR/7iezpyfw3blABCrfEtgd22WNj8nLf6ktOIa6V2z+gs7oyf3F3RmLShvZv5Qmu8DQAkUdcoVFnRuOm3wtrS/+bYP8LMWSGuWSpf83l8Pm6Sx9AoA0iu3MbGUv1nmioV+t5NoYWf0ZOnc26XMCH+/nj3S4k/7x7+9vf9Enu3KASA++ZbAfuoqaedrPmb37PHn+y887GfkvPQbf76/Zqk//59yuDRyTOU/g2W2AKqAok65+rr8kqswCOduS/tnH/ENMj/5femBr0uHfpQTcQBoFNHGxKWaZV74C+nVVdKo8dKXH5ce+6G09LPS6Qul1lH+cUvnStYibVybv7DDNrgAUD+5cX3MVOnwT/pYHY310cLOA1+XPvmD8go6+X5GiGW2AIaJok65MiMHN0fb2wz5934J1l1fkO77mnTqlT7AcyIOAI2n2FKpD35ReuE//ba2j35H+vej/Myd2Yt8v53et/39zr7VT+W/6eSBn9CyXTkA1Fdfj++LFo3ruzZKz/1COue2wbF+xdW+8H7ad31x3lTeLBuW2QKoEYo65cq0SVPf67cnz22GfN/XfOW+rUM69iv+vtFtagEAjaPQUqm5t/gp+e8+SbrmWF/4txa/JOuJm/31tg7fi+GFh33eyDf1nu3KAaA+wiVRC4/pX/IaxvX7LpPG7u9jeDTWz7tXeuUJactL0o7Xym94zDJbADVCUadS7RN9YSfskzB6snTM+cH126THr5VcX9yjBADU0t6T8/v7m+OvWSpNO0bqmCR99if9TTTH7u97LoT3Cws6IabeA0D95TYtXnRif5ElXAI7aoy07X98IWf0ZH+55UXprr+SlsyW2vfxu2OV2xeHZbYAaoCiTrn6enzPnN1vSq3t0iWrpf2Oll5eKWh8IHQAABvNSURBVE39c983YeUN0nFfZfokADSDbK/vkXPxCl+oOflffa+1a4/3bwy+/Li//sMZ0ugp0qVrpDH7+qn7UUy9B4D6KtS0OCzsXBosgW1pk8a/U9r6R39sy4vS3Rf5+0SX1VbS8JhltgCqjKJOufq6pPbx0vgD/baG93xZem21n5p51XulH35AmjlfmnQIwRkAmkG2T1r8Kemq6X7mzVXT/RKrnj2+MbLrk176tb9+40d834Vx+zP1HgDiVqxp8c2n+nidafNx/PHrpI4J0nWz+gs6Zy/xRfv1Dw58bLmzLllmC6CKKOqUKzNS6twmbXvZV+ZfeFj67Y/81PqRY6Q5N0rjDvCzeAAAja8l45toWpBKe9/2l7mf4EZn4jD1HgDiV27T4sxIPwv/iZv9Tldhu4WR+/gm+MUeCwB1QlGnXJk2aeLB0sixfpvaubf4YL5ykZ96v8+B/nZOzAGgObS1+4JMviaa0cbIuYUbpt4DQLzKbVoc3u+EK3xcv3iFb7cwciyzLgEkBkWdUvp6pO5d/jJa2Gmf4KdevrpK2vEGBR0AaETRHJBPtLATNtGccrh/A1BsJg5T7wGgMqXicaXKnTkZLezc8GF/OfFgZl0CSAxzzsU9hpJmzpzpVq1aVf8fHDZRWzLHT6cMg3Vfj9TbKTn5afetIwniAGrJ6vWDYou3STQgB9zhizVtBZbY9nT6HjstGX+fvh7fVyFDfgBShnibRIXOyYvdv9wYXO59892PWA8MV91ibiNjpk4hudscRjvaZ9qkkeOkUeN8Px2COAA0lkE54DR/vacz//3b2n0+CIs+zMQBgOoodk5e7P5XH13+blTlxOt89yPWA0gAijr5FNrmsNytCgEA6VUoByz+dPHCDgCguio9J6+0AAQADYCiTj69RbY5XDLH3w4AaEzFtrpdOjeYbh95g1DtPg8AAK9YPM7dPpwPZQE0qZoVdczsQDN7xMzWmtkzZrYgOD7RzH5lZs8HlxNqNYahy0pn3pB/m8Mzb/C3AwAaU2ak76GTLwfMXiT94vL+NxKVTvMHAJSv3K3HpcoKQADQQGo5U6dX0hXOuSMkHSvpK2Z2pKSvS3rYOXeopIeD68nS2i6NO8BvWx7dqnDuLf54a4FGmQCA9Mu0+abIuVuVz73Fb2l73Ff9Gwmm+QNAbZW79bhUWQEIABpIzYo6zrnXnXO/D77fKWmtpGmSzpC0OLjbYkmfqdUYhm3UeH8SP3qyvxw1Pu4RAQDqIXer8rCgc8IV/rjENH8AqIdytx6X+gvwuQX53EIPADSQuvTUMbODJB0j6XFJU51zr0u+8CNp33qMoSJ9XdLNp0qPfscXci5+zF8++h1/nOmbAND4wsLOJaulNUulEy6Xphzm30gwzR8A6ics7CxYU7igE56/r1w08EPZlYv8cXpiAmhQNS/qmNkYSXdKusw5t6OCx11kZqvMbNXmzZtrN8B8wumbGx71hRw5f7nhUd9nwTL1HQ8A1FCs8Tbp2tr9m4dP/kB67Bpp8zo/C4dp/gCGgHg7DKW2D4+ev69cJF28wl9ueNT3xNzxWvFt0Gl4DyClalrUMbM2+YLOEufcXcHhjWa2X3D7fpI25Xusc26Rc26mc27mlClTajnM/MLpmhsela6a7i/n3TfwpB4AGkDs8TbJ+np8zL/6aOkPP+9fXiWV3+cBAALE2xqKLtOKnr/PvUV6/Hpp0YnFt0Gn4T2AlKrl7lcm6ceS1jrnfhC5aZmkecH38yTdU6sxDEkY2Bed2D99c+QYfylJXTvpmQAAzSDaCLlzqz8W7Zsjld/nAQBQe9HCTnj+vnKRtP7B/H3PaHgPoAHUcqbOLEmfk/QRM3sy+DpN0r9J+riZPS/p48H15Ij2SVj/4MDpm0s/K52+UHJZgj4ANIJiU+57S/TN6e0qr88DAKC2orE80yZNOsT3xAwLOqFo37NoQYeG9wBSrJa7X/23c86cc9Odc+8Lvu53zm1xzn3UOXdocLm1VmMYktw+Cesf7J++OXuRtOxSqfdtmmECQNqVnHKf9X0Y8vXNOfMGf7tUus8DAKB28sXy1nZpx+v+/D0q2veMhvcAGkRddr9KndztD61l4PTN8D40wwSAdCpnyn1ruzTugPzb4447wN8OAIhPoVguSVOPLN73jIb3ABoERZ2ofP10Rk+Wzr1dGrd/f7WfZpgAkF7lTrnPtEkTD5b2OXDg9rj7HOiPE/8BID6lYrlUvO9ZtP8ODe8BpBhFnahC/XQe+6H0X9+X5t9PM0wASLtKptxHCzsXP0ZBBwCSopxYXqrvWbSwwzk+gJSiqBNVrJ/OcV+VphxOM0wASLtKp9yHhZ0RHRR0ACApyo3lpfqe0fAeQMpR1Mk16ZCB0zCtpb9q39ZOM0wASLuhTLmnGTIA1EexXQmjqrl8ihgPIMUo6oTCdbkLj+lPCEzDBIDGlGmTphwmzbvXx/p59/rrxHoAiE/JXQlzsHwKACjqSBrcOX/Rib6wcynTMAGgIfX1SJvXScuv9r3Tll/tr5d6AwEAqI1ydiXMh+VTAJocRZ1CnfMXnShteTHesQEAqi8a99cu873T1i4r/w0EAKC6yt2VsBCWTwFoYhR1inbOP3PgLigAgPTLjfu9b/vLfLtfAQBqr5JdCQEAA1DUqXQXFABAuhH3ASBZiMsAMGQUdcJmmfPvH37nfABAfOLYMQUAUL5CcZq4DABDRlEnbJb52DX9u6CQQAAgXdgxBQCSrVScJi4DwJC0xj2AWOU2Zevtki5Z7ZMHCQQA0iE3lt90anlvBqI7pmRGEvcBoFbKjdPEZQCoWPPO1MnXZX/tMv/pAdvaAkA6sGMKACRbpXGauAwAFWniok6BLvudW+myDwBpwY4pAJBsxGkAqKnmLerQZR8A0o9YDgDJRpwGgJpq4qIOXfYBIPWI5QCQbMRpAKip5i3qhCYdQpd9AEib6La47JgCALVVaCvychGnAaBmmreoEzZtW3iM/7Tg0jUkFwBIg3zb4kZ3TCGWA0D1lNqKvFzEaQCoieYs6kS78O9+U1p0orTlxbhHBQAoJTd+R3dPYccUAKiuYjF3KIjTAFB1zVfUKbit4inDS1IAgNoa7vblAIDyEXMBIBWasKjDtooAkErEbwCoH2IuAKRC8xV12FYRANKJ+A0A9UPMBYBUaMKiDtsqAkAqEb8BoH6IuQCQCs1X1JHYVhEA0or4DQD1Q8wFgMRrjXsAsYluq5gZSXICgLQgfgNA/RBzASDRmreoI/mkRGICgPQhfgNA/RBzASCxmnP5FQAAAAAAQMpR1AEAAAAAAEghijoAAAAAAAApRFEHAAAAAAAghSjqAAAAAAAApBBFHQAAAAAAgBSiqAMAAAAAAJBCFHUAAAAAAABSiKIOAAAAAABAClHUAQAAAAAASCGKOgAAAAAAAClEUQcAAAAAACCFKOoAAAAAAACkUM2KOmb2H2a2ycyejhybaGa/MrPng8sJtfr5AAAAAAAAjayWM3VulnRKzrGvS3rYOXeopIeD6wAAAAAAAKhQzYo6zrlHJW3NOXyGpMXB94slfaZWPx8AAAAAAKCR1bunzlTn3OuSFFzuW+efDwAAAAAA0BAS2yjZzC4ys1Vmtmrz5s1xDwcAGhbxFgDqg3gLAKi2ehd1NprZfpIUXG4qdEfn3CLn3Ezn3MwpU6bUbYAA0GyItwBQH8RbAEC11buos0zSvOD7eZLuqetP7+uRunf5SwBA7RBvAaA+iLcA0NRquaX5UkmPSTrMzF4xs7+S9G+SPm5mz0v6eHC9Pvp6pI3PSFcf7S9JfABQG8RbAKgP4i0ANL1a7n51jnNuP+dcm3PuAOfcj51zW5xzH3XOHRpc5u6OVRthwrvpVGn3m/6SxAcA1Ue8BYD6IN4CAJTgRslVE014PXv8sZ49JD4AqDbiLQDUB/EWABBogqJOl7RkTn/CC/Xs8cf7uuIZFwA0GuItANQH8RYAEGj8ok5mpHTenVJbx8DjbR3+eGZkPOMCgEZDvAWA+iDeAgACTVDUaZOmHiXNf6A/8bV1+OtTj/K3AwCGj3gLAPVBvAUABBq/qCMNTHyjJ5PwAKBWiLcAUB/EWwCApNa4B1A3YeJbsMZPSSXhAUBtEG8BoD6ItwDQ9JqnqCP5REeyA4DaI94CQH0QbwGgqTXH8isAAAAAAIAGQ1EHAAAAAAAghSjqAAAAAAAApBBFHQAAAAAAgBSiqAMAAAAAAJBCFHUAAAAAAABSiKIOAAAAAABAClHUAQAAAAAASCGKOgAAAAAAAClEUQcAAAAAACCFKOoAAAAAAACkEEUdAAAAAACAFKKoAwAAAAAAkELmnIt7DCWZ2WZJf6rCU02W9GYVnqceGGvtpGm8jLV20jTeUc6599bjB1Ux3haTptc+LWNlnNWXlrEyzuqKI96m5bVhnNXFOKsvLWNlnP3edM6dUuOf0fBa4x5AOZxzU6rxPGa2yjk3sxrPVWuMtXbSNF7GWjtpGq+ZrarXz6pWvC0mba99GsbKOKsvLWNlnNUVR7xN02vDOKuHcVZfWsbKOFFtLL8CAAAAAABIIYo6AAAAAAAAKdRsRZ1FcQ+gAoy1dtI0XsZaO2kab5rGWo40/T5pGSvjrL60jJVxVlcc4+S1qS7GWV1pGaeUnrEyTlRVKholAwAAAAAAYKBmm6kDAAAAAADQEJqiqGNmp5jZOjN7wcy+noDxHGhmj5jZWjN7xswWBMf/xcxeNbMng6/TIo/5h2D868zs5BjG/Ecz+0MwrlXBsYlm9iszez64nBAcNzNbGIz3KTN7fx3HeVjk9XvSzHaY2WVJem3N7D/MbJOZPR05VvFraWbzgvs/b2bz6jjW75rZc8F47jaz8cHxg8ysM/IaXxd5zIzg7+eF4PexOo214n/3esSLAmO9LTLOP5rZk8HxWF/XoSoU53Luc5KZbY/8bv8rjrEGYxkU43Jujy2uRcaQN77l3CeW17SSuJbnsTWPZWWMNW9cy/PYon8ndRhnwZiW89i6nfdUEs/yPLaer2ehc6/Y/k7zvXZJVE48TwIzG2VmK81sTTDOb8Q9pmLMLGNmq83svrjHUkg9/48Oh5mNN7M7gji+1syOi3tMucrJ4UlhZl8L/g89bWZLzWxU3GNCCc65hv6SlJH0oqRDJI2QtEbSkTGPaT9J7w++HytpvaQjJf2LpL/Jc/8jg3GPlHRw8Ptk6jzmP0qanHPsO5K+Hnz/dUlXBt+fJukBSSbpWEmPx/hv/4akdyXptZX0IUnvl/T0UF9LSRMlvRRcTgi+n1CnsX5CUmvw/ZWRsR4UvV/O86yUdFzwezwg6dQ6jbWif/d6xYt8Y825/fuS/lcSXtdh/I5541zOfU6SdF/cYw3GMijG5dyeiLgWGc/e+JaE17SSuJbzuLrEsjLGmjeuVfp3Uodx5o1pef426nbeU0k8i/n1LHTuFdvfaanXLilf5cTzJHwF8XlM8H2bpMclHRv3uIqM93JJP0tKHiwwxrr9Hx3mOBdL+kLw/QhJ4+MeU4nx5s3hSfiSNE3SBkntwfXbJV0Y97j4Kv7VDDN1PijpBefcS865bkm3SjojzgE55153zv0++H6npLXy/4EKOUPSrc65LufcBkkvyP9ecTtDPogquPxM5PhPnPdbSePNbL8YxvdRSS865/5U5D51f22dc49K2ppnHJW8lidL+pVzbqtz7i1Jv5J0Sj3G6px7yDnXG1z9raQDij1HMN5xzrnHnHNO0k/U//vVdKxFFPp3r0u8KDZWMzNJn5W0tNhz1Ot1HaohxLmkS0pcC5UT3+qmwrgWVZdYFlWNuFYPFca0qLqe91QjntVDkZgU29/pMP6N6yot8TyIz7uCq23BVyKbh5rZAZI+KenGuMeSdmY2Tr5A+mNJcs51O+e2xTuqkhKVw/NoldRuZq2SOiS9FvN4UEIzFHWmSXo5cv0VJSgRmdlBko6R/zRBkr4aTP/+j8gU4CT8Dk7SQ2b2hJldFByb6px7XfIJX9K+wfEkjFeSztbAE8mkvrZS5a9lUsb9efnZC6GDg6nEvzGzE4Jj0+THF6r3WCv5d0/C63qCpI3Ouecjx5L4upYtT5yLOi6YKv+AmR1V14ENlC/GRSXhbyMqN75FJeU1LRTXopL2ukqD41pUqb+TesgX06KS9Jrmi2dRsbyeOTEprX+nsSgRz2MXLGl6UtIm+UJcIscp6SpJfycpG/dASkhCzCvlEEmbJd0UnCvdaGaj4x5UCcVyeKycc69K+p6k/5H0uqTtzrmH4h0VSmmGok6+HhOJqNqb2RhJd0q6zDm3Q9K1kt4t6X3y/4m+H941z8Pr/TvMcs69X9Kpkr5iZh8qct/Yx2tmIySdLunnwaEkv7bFFBpf7OM2s3+S1CtpSXDodUnvdM4do2BKcfDpSZxjrfTfPfbXVdI5Gpjok/i6li1PnIv6vfzU46Ml/R9J/7fe44soFeMS83rniW9RSXpNy5GY11XKG9dyVZILa6FQTItK0muaG89y1f31LBGTCj4sz7HExdtaG+JrV1fOuT7n3PvkZ9t90MzeG/eYcpnZpyRtcs49EfdYyhB3zCtHq/wyxmuDc6Xd8kspE6lEDo9d8GHBGfLtCfaXNNrMzo93VCilGYo6r0g6MHL9ACVgCpmZtcknxiXOubskyTm3MUhGWUk3qH8ZUOy/g3PuteByk6S7g7FtDJcfBJebgrvHPl755PN759xGKdmvbaDS1zLWcQdNIj8l6bxg6Y+CpUxbgu+fkO/p8J5grNGlDHUb6xD+3eN+XVslnSnptvBYEl/XcuWLc1HOuR3hVHnn3P2S2sxscp2HGY4lX4yLSkqskHLiW1SSXlMVjmtRiXld88W1XGX8ndRUkZgWlYjXNF88y1Xv17NATErV32lcSsXzpAmW3/xaNV7OOUSzJJ1uZn+UXx75ETO7Jd4h5Rd3zCvTK5JeiczKukO+yJNUBXN4QnxM0gbn3GbnXI+kuyQdH/OYUEIzFHV+J+lQMzs4qIyeLWlZnAMK1pj/WNJa59wPIsej/RlmSwp3Q1gm6WwzG2lmB0s6VL5Bar3GO9rMxobfyzeUfDoYV7gDxDxJ90TGe4F5x8pP23u9XuMNDPh0MKmvbUSlr+UvJX3CzCYEFfVPBMdqzsxOkfT3kk53zu2JHJ9iZpng+0PkX8uXgvHuNLNjg7/9CyK/X63HWum/e9zx4mOSnnPO7V1WlcTXtRyF4lzOfd4R3E9m9kH5nLSlfqPcO45CMS4qCXEtVHD2Q1Je00ChuBYVWyyLKhTXcu5Tzt9JTRWJaVFxx7HQoHgWVe/Xs0hMSs3faVzKiedJEOTLcEfOdgV/g/GOajDn3D845w5wzh0k///zP51ziZsJkYSYVw7n3BuSXjazw4JDH5X0bIxDKqXUDMa4/Y+kY82sI/i//1H5PlpIMpeAbs21/pLftWS9/Cfc/5SA8fyl/LTdpyQ9GXydJumnkv4QHF8mab/IY/4pGP861XmHG/m1qmuCr2fC11DSJEkPS3o+uJwYHDdJ1wTj/YOkmXUeb4f8m5h9IscS89rKB/LXJfXIf7rwV0N5LeX7PrwQfM2v41hfkO8tEP7tXhfcd07w97FGfgnIpyPPM1P+ROBFST+UZHUaa8X/7vWIF/nGGhy/WdKXcu4b6+s6jN+xUJz7Uvg7Svpq5Hf7raTjYxproRgXHWuscS0y1nzxLfbXtMD/v0JxbaakGyOPrXksK2OsheLa/pLuL/Z3Uudx5o1p0XEG1+t23lNhPIvz9SwUk2L7Oy302iXtq9BrF/e48oxzuqTVwTifVoFd15L0pQTtAplnbHX9PzrMsb5P0qrg3/7/qsa7KA5jnINyeBK/JH1DviD6dJB3RsY9Jr6Kf1nwDwcAAAAAAIAUaYblVwAAAAAAAA2Hog4AAAAAAEAKUdQBAAAAAABIIYo6AAAAAAAAKURRBwAAAAAAIIUo6qChmdm/m9llkeu/NLMbI9e/b2aXF3n8ijJ+xh/NbHKe4yeZ2fFDGTcApJWZ7cq5fqGZ/bDEY043s6+XuM9JZnZfgdsuM7OOykcLAOlX5vnuP5rZHQUe/2szmxl8/4+R4weZ2dO1HDuA4aOog0a3QtLxkmRmLZImSzoqcvvxkpYXerBzbjhFmZPCnw0AKMw5t8w592/DeIrLJFHUAdCsyjnffdg5d1YZz/WPpe8CIEko6qDRLVd/YeUoSU9L2mlmE8xspKQjJK02s781s9+Z2VNm9o3wweEnzmbWYmY/MrNnzOw+M7vfzKKJ8RIz+72Z/cHMDjezgyR9SdLXzOxJMzuhDr8rACSamU0xszuDePs7M5sVHN87m8fM3m1mvw1u/2bOzJ8xZnaHmT1nZkvMu1TS/pIeMbNHYvi1ACBu5ZzvvhXOujGzdjO7NTjvvU1Se3D83yS1B+euS4Lny5jZDcE58ENm1l7X3wxASRR10NCcc69J6jWzd8onu8ckPS7pOEkzJT0lP6PmUEkflPQ+STPM7EM5T3WmpIMk/bmkLwSPj3rTOfd+SddK+hvn3B8lXSfp351z73PO/VfVfzkASKbwDcGTZvakpG9GbrtaPi5+QNIcSTfmefzVkq4O7vNazm3HyM/KOVLSIZJmOecWBvf7sHPuw1X+XQAg8co83+2OPORiSXucc9Ml/aukGcHzfF1SZ3Duel5w30MlXeOcO0rSNvnYDSBBWuMeAFAH4acXx0v6gaRpwffb5aerfiL4Wh3cf4x8Ans08hx/KennzrmspDfyfBp8V3D5hHwBCACaVadz7n3hFTO7UP5NhSR9TNKRZhbePM7MxuY8/jhJnwm+/5mk70VuW+mceyV43ifli+3/Xc3BA0BKlTrfjfqQpIWS5Jx7ysyeKvK8G5xzTwbfPyEfdwEkCEUdNINwnfGfy09HfVnSFZJ2SPoP+Zk633bOXV/kOazIbZLUFVz2if9XAFBIi6TjnHOd0YORIk8pXZHvibcA0K/U+W4uV+bz5sZdll8BCcPyKzSD5ZI+JWmrc67PObdV0nj5T4Mfk/RLSZ83szGSZGbTzGzfnOf4b0lzgt46U+ULQaXslJT7CTQANLOHJH01vGJm78tzn9+qf3r/2WU+L/EWQLMrdb4b9aik8yTJzN4raXrkth4za6vDeAFUCUUdNIM/yO8C8NucY9udc2865x6Sn+L/mJn9QdIdGvzm4E5Jr8h/8nG9/Drl7SV+7r2SZtMoGQD2ulTSzKA557PyDeVzXSbpcjNbKWk/lY61krRI0gM0SgbQxIqe7+bc91r5xvNPSfo7SSsjty2S9FSkUTKAhDPnyp15BzQ3MxvjnNtlZpPkk98s59wbcY8LABqJmXXI9+VxZna2pHOcc2fEPS4AAIAkYi06UL77zGy8pBGSvkVBBwBqYoakH5pvtLNN0udjHg8AAEBiMVMHAAAAAAAgheipAwAAAAAAkEIUdQAAAAAAAFKIog4AAAAAAEAKUdQBAAAAAABIIYo6AAAAAAAAKURRBwAAAAAAIIX+f8wks6hIh42tAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "sns.pairplot(fish1,hue = 'Species',x_vars=[\"Weight\" , \"Height\" , \"Width\"] , y_vars=[\"Length1\" , \"Length2\" , \"Length3\"],\n", - " markers= ['o' , 'D' , '<'] , height=5, aspect=1)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 103, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Fit linear regression models to the scatter plots\n", - "sns.pairplot(fish1,hue = 'Species',vars=[\"Weight\" , \"Height\" , \"Width\"] , kind=\"reg\",\n", - " height=5, aspect=1)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 104, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Changing size of circles in scatter plots using -> plot_kws=dict(s=140)\n", - "sns.pairplot(fish1,hue = 'Species',vars=[\"Weight\" , \"Height\" , \"Width\"] , plot_kws=dict(s=140, linewidth=1),\n", - " height=5, aspect=1)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 105, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "sns.pairplot(fish1,hue = 'Species',vars=[\"Weight\" , \"Height\" , \"Width\"] , plot_kws=dict(s=140, linewidth=1,alpha= .6),\n", - " height=5, aspect=1)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 77, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "sns.pairplot(fish1,hue = 'Species',x_vars=[\"Weight\" , \"Height\"] ,\n", - " y_vars=[\"Weight\" , \"Height\"] ,plot_kws=dict(s=140, linewidth=1,alpha= .6),\n", - " height=5, aspect=1)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Pair Grid" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Pair Grid is a Subplot grid for plotting pairwise relationships in a dataset. Different axes-level plotting functions can be used to draw bivariate plots in the upper and lower triangles, and the the marginal distribution of each variable can be shown on the diagonal." - ] - }, - { - "cell_type": "code", - "execution_count": 412, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "#scatterplot for each pairwise relationship\n", - "g = sns.PairGrid(fish1)\n", - "g = g.map(plt.scatter)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 413, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAABDUAAAQwCAYAAAD1vWVSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3X2UHPV95/tPTasFPXJMg4O91s8IKV5HZIkCSjgGWzk5hqwtE2I8ITYOhrtskhs2Jw8bMDsbyeEukoODcuf66d6b6wQn3pALiwVYbkPkjexr4ZsbYpGYtOSJHHT8EAz85DXE0pBYalBrpu8f0zXq6anH7qquqq7365w50vR095RUn6r+1bd+D06n0xEAAAAAAEDRTGS9AQAAAAAAAIOgqAEAAAAAAAqJogYAAAAAACgkihoAAAAAAKCQKGoAAAAAAIBCoqgBAAAAAAAKiaIGAAAAAAAoJIoaAAAAAACgkChqAAAAAACAQhrLosaNN97YkcQXX0l8jQy55SvBr5Egs3wl+DUy5JavhL5GhszyleDXSJBZvhL8imQsixrHjh3LehOA2MgtiobMoojILYqGzKJoyCxGbSyLGgAAAAAAYPxR1AAAAAAAAIVEUQMAAAAAABQSRQ0AAAAAAFBIFDUAAAAAAEAhrcp6AwAAwRpNq5l9R3R0rqW19Zqmt27U1GaT9WYBvsgsiojcFhf7DshGXo49ihoAkGONptX2PbNqteclSXaupe17ZiWJBhtyicyiiMhtcbHvgGzk6dhj+AkA5NjMviNLHxauVnteM/uOZLRFQDAyiyIit8XFvgOykadjj6IGAOTY0blWrMeBrJFZFBG5LS72HZCNPB17DD8BgIwFjUdcW6/Jenw4rK3XRr2ZwBIyi6IJG/dNbvOLfQcMJu35LvJ07NFTAwAy5I5HtHMtdXRmPGKjaSVJ01s3qlatLHtNrVrR9NaNGWwtQGZRPGGZlchtXrHvgMFEOXaGladjj6IGAGQobDzi1Gaju6/bJFOvyZFk6jXdfd0mJj9DZsgsiibKuG9ym0/sO2Awo5jvIk/HHsNPACBDUcYjTm02NM6QG2QWRRN13De5zR/2HTCYUc13kZdjj54aAJAhv3GHjAVGXpFZFA2ZLS72HTCYsh07FDUAIENXXnR+rMeBrJFZFA2ZLS72HTCYsh07FDUAIEOPPfVCrMeBrJFZFA2ZLS72HTCYsh07FDUAIEN5WuMbiILMomjIbHGx74DBlO3YSa2oYYz5pDHmeWPM3/c8tsMYY40xB7tfP9Pzs+3GmG8YY44YY7b2PP727mPfMMZsS2t7ASALZRvziOIjsygaMltc7DtgMGU7dtLsqfGnkt7u8fhHrLWXdr8+J0nGmH8j6RckXdx9zf9ljKkYYyqS/kDS1ZL+jaQbus8FgLGQpzW+gSjILIqGzBYX+w4YTNmOndSWdLXW/qUxZn3Ep79T0qestS9L+kdjzDckvbH7s29Ya78lScaYT3Wf+7WktxcAsuAugzWz74iOzrW0tl7T9NaNuVgeC/BCZlE0ZLa42HfAYMp27KRW1AjwG8aYfyfpK5Jut9Yel2QkHeh5znPdxyTp2b7HLx/JVgLAiORljW8gKjKLoiGzxcW+AwZTpmNn1EWNj0v6XUmd7p8fkvRLkhyP53bkPTym4/XGxphbJN3S/XsS2wqkjtyiaMgsiojcomjILIqGzCJLIy1qWGu/6/7dGPMJSX/e/fY5SRf0PPV1ko52/+73eP973yPpHkm6+uqrPQsfQN6QWxQNmUURkVsUDZlF0ZBZZGmkS7oaY17b8+3PSXJXRnlE0i8YY84yxmyQ9AZJfyPpbyW9wRizwRizWouTiT4yym0GAAAAAAD5lFpPDWPMA5LeIukHjTHPSbpT0luMMZdqcQjJ05L+gyRZaw8bYx7U4gSgpyX9urV2vvs+vyFpn6SKpE9aaw+ntc0AAAAAAKA40lz95AaPh/8k4PkflPRBj8c/J+lzCW4aAAAAAAAYA1msfpIb67ftjf2ap3ddk8KWAAAAAACAuEY6pwYAAAAAAEBSKGoAAAAAAIBCoqgBAAAAAAAKiaIGAAAAAAAoJIoaAAAAAACgkChqAAAAAACAQqKoAQAAAAAAComiBgAAAAAAKCSKGgAAAAAAoJAoagAAAAAAgEKiqAEAAAAAAAppVdYbAADjrNG0mtl3REfnWlpbr2l660ZNbTZZbxbgi8yiaMhsubH/geQV7biiqAEAKWk0rbbvmVWrPS9JsnMtbd8zK0m5/mBAeZFZFA2ZLTf2P5C8Ih5XDD8BgJTM7Duy9IHgarXnNbPvSEZbBAQjsygaMltu7H8geUU8rihqAEBKjs61Yj0OZI3MomjIbLmx/4HkFfG4oqgBAClZW6/FehzIGplF0ZDZcmP/A8kr4nFFUQMAUjK9daNq1cqyx2rViqa3bsxoi4BgZBZFQ2bLjf0PJK+IxxUThQJAStzJlIo0ezTKjcyiaMhsubH/geQV8biiqAEAKZrabHL9IQD0I7MoGjJbbux/IHlFO64YfgIAAAAAAAqJogYAAAAAACgkihoAAAAAAKCQKGoAAAAAAIBCYqJQAGOr0bRLMzefU6vKcaS5k+1CzOKM8nJza+daqjiO5jsdGTKLnCKvKCqyC6zU23YOay/HeW7aKGoAGEuNptX2PbNqteclSXOt9tLP7FxL2/fMShINF+RKf27nOx1JZBb5RF5RVGQXWKn/uAg6HuI8dxQYfgJgLM3sO7J0ovXSas9rZt+REW4REC4ot2QWeUNeUVRkF1jJ67jwOx7iPHcUKGoAGEtH51qJPAcYpbBMklnkCXlFUZFdYCW/3Hs9Hue5o0BRA8BYWluvJfIcYJTCMklmkSfkFUVFdoGV/HLv9Xic544CRQ0AY2l660bVqhXfn9eqFU1v3TjCLQLCBeWWzCJvyCuKiuwCK3kdF37HQ5znjgIThQIYS+4kRax+giLpzS0z8iPvyCuKiuwCK/W3nYPay3GeOwqpFTWMMZ+U9LOSnrfW/mj3sfMk7Za0XtLTkq631h43xjiSPibpZySdlPTvrbV/133NzZLu6L7tXdbae9PaZgDF5besFA0T5Bm5RdF4ZfbxbVdlvVlALL05ppABnBGnDdJf2HAnCc3iWEqzp8afSvo/Jf1Zz2PbJH3RWrvLGLOt+/1vS7pa0hu6X5dL+riky7tFkDslXSapI+lJY8wj1trjKW43gBwKWgs7bFmpRtNqxyOHl5Z1naxO6KxqhV4bGAm/7MbNrSSdO1nVne+4mLwiE42m1fTDh9SeP7P85fTDh5Z+3pvXCUda6IgLRuSGey62cy05WrywkBZzfOvug3r/nq/q9677sUJlNahtBIQZJD+9r6lPVvX9l06rvXDmM+HW3Qe189HDvm2VtDIbqahhjNlirX087LFe1tq/NMas73v4nZLe0v37vZK+pMWixjsl/Zm1tiPpgDGmbox5bfe5X7DWHuv+zi9IerukB6JsN4DxEHbxF7as1PRDh5ZOuJJ0sr2gk+0Fz/cCkhSU3bi5laTjJ9tLF5HkFaO289HDSwUNV3u+o/fv+ara851leXX/yjkWedB/Lu54POdke0HTDxXn/BrWNgKCDJKf/tccP9n2fN7xk23P90ozs1EnCv0/Ij4W5jXW2u9IUvfPV3cfN5Ke7Xnec93H/B4HUCJhF39+y0fZble4/gvDfqxJj7QEZTcotzsfPeyb2/Z8h7wiE34N2JPthcDzLOdYZM3rXOylvVCM82ujaXX7g4cC20ZAEL/2ya27D2rLrv1qNG2k1/jxymJYe34YgT01jDFvkvRmSecbY97X86NXSvJfViA+x+OxTsDjKxhjbpF0S/fvyW1Zn/Xb9sZ+zdO7rklhSzAORpXbogtbC3ttvSbr8RxH8nw8zu/AcmQ2nqDs+uVW8r94DHtfeCO32SOz8ZDZZMXJX96z6t7tnu94FxKz2n4yWyxBOfHrQRE3W/3PD2vPDyNs+MlqSa/oPu8Heh7/Z0nvGuD3fdcY81pr7Xe6w0ue7z7+nKQLep73OklHu4+/pe/xL3m9sbX2Hkn3SNLVV18dfFsWyAlyG43fxd+E42jDtr06p1b1fF2c/9C462qXdRwrmY0nKLv947rjvm9cZc2sRG6TUq9Vl83xEgeZjaesmU1rnwcVkb2em7X+eQs6HenF1uI8YCdPnQ68W57V9pc1s3nWO4+Mu8JP/59+3B4UvcdfnOPIfX7/916vTyKzgcNPrLX/r7V2p6QrrLU7e74+bK39+gC/7xFJN3f/frOkz/Y8/u+MMY4x5gpJL3aHp+yT9DZjzLnGmHMlva37GIAS8VtPfr7TUUcauJHtiruutnuXxM611NGZirZXVz2UW1B2pcEKGtWKE3sdeDKLJOy49mJVJ7w60QYjs4gizX3udy7uV52In9Wk9f8/HD/Z1lyrvfR/EtSTL257BuOrN0fSmXZH/59B+ntQeB1H1YqjWnVlScEri16vTyqzUefUOMsYc48x5vPGmP3uV9ALjDEPSPqypI3GmOeMMb8saZektxpjvi7prd3vJelzkr4l6RuSPiHp1ySpO0Ho70r62+7XB9xJQwGUx9Rmo7uv2yRTr8mRVHHiN6p7XzFZndC5k1U5WpyZ/+7rNsW6E5TmmECMl2Gy62jxznivcyermnnXJbHvXJJZJGFqs9HMuy+RiXlXbc3qVWQWodLc5/3nYlOv6aYr1uncyTPn2Hqtqpl3xz+/Ji3OvAW9Ko4Tuz2D8RU1R0Htkv4eFF7H0cy7LtE//O7V+uh7Ll32uFcWvV6fVGajLun6kKQ/lPTHkiIdZdbaG3x+9NMez+1I+nWf9/mkpE9G20wA46p33ewNA8xtIyU3v02aYwIxfgbNbkfSwTvflsg2kFkkxc3zhm17I/c0enGA3nRktnzS3ue952LXXVObEnnvJA36773h8gsoaGBJ1BwtdDq66Yp1uu/AMyt+duVF5694zOs4Cnp80OfFFbWocdpa+/HEfzs8MRkpEKw+WQ2dSLFfkmNM0xwTiPEWJ7tx74YHIbMYRu/4/nNqVTlOunMWua8hs+WS1D7vn5fjyovO12NPvVCYuVnizlvgeuypF1LYGhRV1Bytrdd8s9P/uNecN5JyMfdR4PATY8x5xpjzJD1qjPk1Y8xr3ce6jwPAyEUYBrhM0mNM0xwTiPEWNbtkFnnRP75/rtWOVVQeNGdktnyS2Ode83Lcd+CZQs3NEnX+j370YkKvKDlyus+L0kvK69iafviQph86lIvjK6ynxpNavrTqdM/POpJ+KI2NAoAgcboymxSqxu575aEyjWKJkt00xkWTWQxq0PH90nBZJrPlk8Q+j5JXr1Ud8qT3/2GYlSZQblFy1Ok+z+85vZnyOrba8yvv1GR1fAUWNay1G0a1IQAQVdQudY6kx7ddlco2pDUmEOMtSnYXOp1UskVmMYhB7/7WqpWhi3NktnyG3edR85r3Xg3u/8OWXfs9PzP6lwOnFxO8hOXIHeY6vXWjtu+ZXVa06M9UnGMmi+Mr0pwaxpjrPB5+UdKstfb5ZDcJAM7wGr/ndfL1wl0LZMkvu7ftPhg4HwG5RZ7EGd/vXmil0UMOiCJqXiccR42mzTyjXp8Tvdvkd7H58z9hCjVPCLLTaFqdePn0isd7ixZhvaQaTasJx4m0DKyUTTsm6kShvyzpTZIe637/FkkHJP2wMeYD1tr/O4VtA1BydzRmdf+BZ5YuAN2xendft0l3X7cptGum16zNQJrcBqqday27k9ab3RuvWLcs1/3ILUYt6MJqeutGTT98yLObcS8KGciDqDc95jsdbd8zK0mZZdado8DdVvdzonebGIaFYfRnzHXuZFV3vuPiZTny6yXlvodXQaNaWZw1ur1w5mdusSSsYJe0qEWNBUk/Yq39riQZY14j6eOSLpf0l5IoagBIVKNpPS/83LF6j2+7aunkuPkDn/ecuI6ZwDFK/Y2HoOxeduF5uv3BQ56NBHKLUQq7sJrabLTjkcOa85kPpl6rJrb0MDCs/nkE+odp9Mp6bg2vOQq8tolhWBiU3xwzk6tXRc6U33tUHEcz77pk6Tn9K6KEFeySFrWosd4taHQ9L+mHrbXHjDHxFx8HgBAz+474NkT6x+r5zcQ/yJJowKCiTFDXm12/bpx5H+uN8RLlwsqvoBH2MyBrYZ3l7VxLG7btzaQHRJQVJ4BhRF3VJKhHhd97zHc6um33Qc/XbNm1P1LBLkmBS7r2+P+MMX9ujLnZGHOzpM9K+ktjzBpJc6lsGYBSC/pQ7x2r12japeWZ+jndnwOjEKUhurZeW7oz7uecWjXJzQIChTV6g86xEudZ5EvvspNRZbUUpd+8A8yrhKSEZcxrmdb+4yAoj36vyaJgF7Wo8euS/lTSpZI2S/ozSb9urT1hrb0ypW0DUGJ+J1F3TW1XUI+OTvfnwCiENUTdcaZhPTqcoCtIIGFhjd6gc6zEeRb5MswSxO6d5FGZ3rpRtWpl2WOsYoIkhWUsqKde0Hv0639NFgW7SMNPrLUdSQ93v5BD67ftjf2ap3ddk8KWAMnwmuzLkXTjFesidYuL+nMgKX6Z7V8N4rbdBwPfZ85nOBWQhrCl/KKcQznPIi/Cshg0x0aU1yeJSUCRtrCMRelR0f8eUYaGR1kiNmmBRQ1jzF9Za3/SGPMvWn4OcCR1rLWvTG3LAJRa1A/7sOXbBq0Kj3rWZhQfmUURheU2yhKZg2SWvJbPKPZ5UF57i8tbdu33fN6oh34wCSjCDHvcBGXM73jpPw563yPKsZNFwS6wqGGt/cnunz+Q2hYAgI8oH/ZBy7cNWhWOsswa4IXMooiCchu2ROYgmSWv5TOqfe53h/ju6zYt+z1Z3EkG4kr7uBnkOIj6mlEX7KLOqSFjzE8aY36x+/cfNMZsSG+zACCaqc1Gd1+3SaZbIa50JyQw9dqKRkxUUcYYAoMisyiS3rw6WlzC9dzJqhwNnlnyWj6j2uf9efXLaNTnAVlK+7gZ5DjI67ETaU4NY8ydki6TtFHSf5W0WtJ9krakt2kAyixOd7ukq8Ess4ZBRc0tmUVRpDFkgLyWzyj3edTzaxZDPxh2hTgGPW7SbkPncdhU1J4aPyfpWkknJMlae1QSQ1IApKLRtJp+6NCyJaZu3X1Qmz/w+ZEst8YyaxiEX27Xb9urLbv2p5pdMos0pHUuJq/lwz7Pvm2D4ol63DSaVlt27deGbXu1+QOfX5Gz23Yf1B0N/6Xkx0GknhqSTllrO8aYjiQZY9akuE0ASuiOxqweeOJZzXf85yU/frKtW3cf1K3d1SPOnazqzndcnHi1mLG2iCpKbqUzjdedjx4ms8itGz/xZT3+zWOhzzt+sj3UuG7yWj5p7nP3rrSda6niOJrvdJZNCpq2RtNqxyOHNddaXLnKr23y/j1fVXth5WfFsMcTxk+jabXz0cM67rEaWrXi6MTLp7Vh216trdd05UXn69NP2qVjy+s1HUn3HXhG9x14xvfYKHovoqg9NR40xvyRpLox5lck/T+SPpHeZgEokzsas7rvwDOhF4b93CJH0tXnvI4XRL4MktvjJ9uafuhQ4nflyCyGFbWg4RpmXDd5LZ+09nlv7wdJS+djd0LFtHtAuL/fLWhI3fP8w8vP842m1cn2gu/7MKcMXI2m1fTDhzyLE2tWV6SONNdqL/XCuP/AM74TOXvx6iHkTkja27tjFMdPksKWdL1V0uOSPirpSkn/rMV5Nf6LtfYL6W8egDJ44Ilnh3r9/Qee0WUXnpdogziP4wWRL4Pmtr3Q0Y5HDieeLzKLYcQpaLiGmQ+BvJZPGvt8xyOHPXs/SGcKBWnmbGbfEc/f357v6PYHD+m23Qe1tl7T3MlToe/FnDKQupma9870iVMrixfxbgee0dtDyG9C0tsfPCSpGD2IwnpqvE7SxyQ9L+l3JLUlPSbpyZS3C0CJxO2h0a8jcYcDIzdMbnvv6gFFVab5EJBPYedSm3KhIKgQMd/pLN319roY7cfxBGm0xS238Of3O+c7ncL02Agsalhr/5O19s2S/pWk90s6JumXJP29MeZrI9g+ACXgLmk5DDvX0oYRTMgIuIbNrTupF5lFETEHBooijfOrOzHjcLdkzuB4gmvUxS13Dg0/RRkaFXVOjZqkV0o6p/t1VNITaW0UgHK54fILEnmfoo4DRDENm9sij13F+Nny+vNiPf/nf4LhI8jeuZPV0OckfX7tnX8gCcwpg17TWzeqWhn+Zl9U7qSgtWrF9zlFGBoVWNQwxtxjjHlc0m5Jb5L015Leba29zFr7i6PYQADj766pTbrpinWJvV9RqsootrumNi1O2pUAMous3f8rb4r1/MeeeiGlLQGiu/MdF4deACZ9fvWaf6DXRMTr0Xqtqqd3XaPHt11FQQNLpjYbzbzrksCCXRI9nKUzPYTciXz93rcIQ6PCemqsk3SWpP8hyUp6TtJc2hsFoHzumtqkoFP0hKNYlesiVJVRfCcjjJPuFZRgMosiIa/IgygXgFKyefV7L0fS07uu0YevvzS0vVKrVrTj2osT2yaMl6nNRne+42LPXNeqFX3o+ksC2xNeatWKbrpine8KRFObjT50/SUremwUZWhU4Oon1tq3G2McSRdLerOk2yX9qDHmmKQvW2vvHME2AhhjdzRm9cATz4ZOuvjey9fpsgvPW7GGtrs2fb8iVJVRXG5ug1LrSHrz68/T099rkVnkVtRzcD/yirxwV1VpNK1uf/CQZ5aTzOvaes3zHD7hONqwba/Ork54rl4xWZ1Qq72w9FlA7wz0azStdj562HM5V2mxd8/PXvJazew7Ems+l4rjRBri5P68v61dhKwGFjUkyVrb0eLEoHOSXux+/aykN0qiqAFgYHc0ZnXfgWciPfexp17QXVPeJ+Tte2aXdQUtSlUZxRQ1tx1JT3+vpce3XbXiZ2QWeRDnHNyLvCKP3PZB2ufX6a0bV/wO6cyKWK32gufrWu0FfeQ9lxbiAhGj12haTT98yHc5V0lyHOnTT1rf4U/VCUdytOw9atVKrDlbirrcdmBRwxjzH7XYQ2OLFpdzfVzSlyV9UtJs6lsHYKw98MSzkZ/r192zyFVlFNOwuSWzyIs4WXYZ8oocG8X5tf93TDhOpJ5O7vLzHDvwMrPvSGBBQ5JvDw7pzLnZfa+ytS/Cemqsl/SwpNustd9Jf3MAlEmc7s5BXUeTqCo3mraUHwKIL4ncDptZ8ookxB1yYuo1z55HYcgrXKPIwijuNPf+jg3b9kZ+HXPRwNV/LAyzmo4jLTs3l/H8GjanxvtGtSEAyqcS8e6GJF150fmpbYe7PJvbnc9dYlMq5wcDgkXN7YSjVLrok1ckxZEij8uuVpyB8kxe4UoyC3kqlMW5IGUuGkjex0LY+XhxAs+O5/Cmc2rhSxu7vzcvx03SwlY/AYDU3HD5BZGf++kn7VDrzDeaVlt27deGbXu1Zdf+Ze/ltTwbS2zCT9TcLsS7Cb6CX2bJK5LQaFpNRF17UtKa1atCG79emSWvcCWVBfeC0M611NGZ4sgwbYRhTG/dGGklCuaigcvrWAhqMpw7WdXd123S2VXvZeSjrPCat+MmaaEThWJ462N0SxulQbbr6V3XpLAlKKu7pjZJUqSZ992GzyAV5bC7Q37dQekmCi9xcptGZskrkjCz74jmY1TeXmz5j+WW/DPrN6EdeS0fv94McbvdBxVHsrjrPLXZ6NbdBwOfw1w06BXn/HfTFeuW2h23+eRsLmCuDVfejpukUdQAkKm7pjbprqlNgUuxuQZtBIedyP26jtJNFH7umtq0tMRwUIM8jcySV8Tl1eU4bjbD8uWXWb/hWuS1fPyyUIlym7mr0bS+59wsC2XG57w86Dw0GG9xhiw99tQLoa/rPZ/6DTEZ9xsimQw/McY8bYyZNcYcNMZ8pfvYecaYLxhjvt7989zu444x5n83xnzDGPNVY8yPZ7HNANLj3uELu+s9aCM47EQ+vXVjd6ziGXQTRZDebpxBBs1sUKOdvCIOvy7H9UnvMdjnTlYHypdfZuc7HfJaIkFDPf0+46POreVm2U+WhTLOy/Didzx45cVPbxs2LGdBQ0z8jo9xKTBn2VPjSmvtP/V8v03SF621u4wx27rf/7akqyW9oft1uaSPd/8EUBD9VeMrLzpff37oO5oL6c7ca5jGQX2y6rkMVq06oS279uvoXEvn1Ko6uzqhuZPtsZs8CYPrze7Z1QnPCbr8DJrZRtP6Thh2Tq26dEfcvetJt2YE8etB4TUspFpxdOc7Ll56XdTJ5IIyW+9OYOf+vnMnq7rzHReT1zHkNQTptt0H9ZVvH9NdU5sCezNE4ZVlV5oFhN7PgcnVFZ04dWYb1qyu6IM/t4mlurFMo2m145HDy9q5vcNIJemsVRO+ee7VkbRl1/5lefLLWVAvz+mtG1cMCRynwluehp+8U9Jbun+/V9KXtFjUeKekP7PWdiQdMMbUjTGvZYlZoBi8Gjn3HXgm8usdaejGgd9NoJPtBZ3sNrDmWm3VqhV95D2X0giBpJXZjVrQGDazM/uO+E4YduLU6aVGknsHnIYzgsTpWnx6fjF5cZfEDMtse/7MT1+KURhEsfhNfnj/gWd02YXnDX1RFZTlu6/blMp5sP9zoLeg4X5/+0OHJI1mKVnkX39merXa89r56GG91F6IVNBw9c8F55ezoJ7J4154y6qo0ZH0eWNMR9IfWWvvkfQat1Bhrf2OMebV3ecaSc/2vPa57mMUNYACCLqzEiapsahhE9y5xmnCJAxvkOwmkdmghnvvxaFEZhEuztjtjgab3JbMQvLPgZsr99w46EWVX5ZNvZZanqJ8DswvdMg0loRlxqvncBRRzp1hc26Mc+Etq6LGFmvt0W7h4gvGmKcCnus1e9CKGwLGmFsk3dL9ezJbCaSsDLkddAKiJLvExWnUj8uESWkpQ2ZdcbOQVGbj5FUis1GUKbf9vO6OBxkkT2Q2eUXMbFAO7FxrqQv9oIXfLLrPR80qmS5mZtMQdzWfOMJyNu5DTIJkMlGotfZo98/nJX1G0hslfdcY81pJ6v75fPfpz0m6oOflr5N01OM977HWXmatvexVr3pVmpsPJKZxdHFGAAAgAElEQVQMuR1kAiJTryXalfTKi86P/NxxmTApLWXIrCtOFpLMrF9e16z2nlSMzIYrU277TW02uvu6TZFXmBgkT2Q2eUXM7PTWjZ53Il29kxYOws2yqdfkKPm2Qr9G02oixeNm3BQxs0lz5xfyU6tWluYZGkRYzkZ9jOTJyHtqGGPWSJqw1v5L9+9vk/QBSY9IulnSru6fn+2+5BFJv2GM+ZQWJwh9kfk0gOJY/6rod/CqFUcz77ok8snXb9mqfr3LYfXqn9iuLNVsRBM1ux+NOA/LsHmtViZUq6qUd2AwvNWrHLXa4atM9OaJzCKOqc1GX/n2Md1/4BnfOVaGHX6UZPf5oHxHXZXNRaYhBc8vNOEs5v/s6oQmHGkhWrSWRD13jvMQkyBZ9NR4jaS/MsYckvQ3kvZaa/9Ci8WMtxpjvi7prd3vJelzkr4l6RuSPiHp10a/yQAG0Wha/fU3j0V6ruModkHDb9mqfkHjfMtYzUa4qNmt16qRCxrD5vXFVru0d2AwuDOT1oVP0NmbZzKLQdw1tUkfec+lgSuapNk9P6qwfMeZUynq5wDGX9DwELeIcfxkO3ZBg3NnuJH31LDWfkvSJR6Pf0/ST3s83pH06yPYNAAJC6pY96pVK7FP1kHLVvW/T9DkYklMRIrxEyW7tWpFO669OPL7DZvXtd3J8GjUII6oF2f9eSazGJS7z1+//XOePR2iDoVKU1i+48yREfVzAOMv7vxCUdRrVdqqEWQypwaAcojSKKg4zkDV56Blq/pNb92oWnX52G66QCNIWHbj5pa8IiuDnofJLIblN3Qj6pCONIXlO+ocGfTSQC+vc+Gwoq7gV3YUNQCkJqxRUK04+tD10YecRHlvr8fLPHESBhOU3cpE/NySV2Ql7Dzsl2cyi2H5DUEJGpoyKn75Pqc7iWOUi9M4vfVQDl7nwmEmBpWYhDaqrJZ0BVACoUsJDnGzJu6yVXSBRhxB2R3kbgB5RVbCzsN+eSazGFael5ec3rpR0w8dUrtvcoMTp06r0bRLWe6dSPTKi87XY0+9EDpxLsqt/1x4Zl6jledgd8L6iuNovtNhAvshUNQAkBp3JvQHnnjWs7tpe6Ez8CzoXg0OGhhIipvd+w48s+Jng+SWvCJLZ62a8C1q+OWZzGJYec7Q1GajnY8e1vGTy7v2t+c72vno4aUL0zxsK4rLXWHH7/zrTljvzpkRdcUprERRA0BqGk2rTz9pA8fPxpmMq19/g2lm35FljwODcrPrZ5Dcug1kt9Fy2+6Dmtl3hEYLUhN0h7CXX57JLKIIuhDLc2Fgrq+g4Tp+sr2stwbgJawAMcj5N8/HS95R1ACQCK+Te5RZ98+pVbVl1/6BqtL9HxjukmwShQ1EN0h2B80tmUWa+rN88tTpSCufBOWZzCJIUfPRaFpNdLv8e+nvvcQddPSKkvuoK0+5c2aQseEwUSiAofmt9x5lWat/fqntu058mKAl2YAoBsnuhBbHXQ+SWzKLtHhlub9rvZfqhBOYZzKLIFHz0Whabdm1Xxu27dWWXfsjf86nwT1WovYi9fucyPLfgGxFyX3UHp1zJ0/pjsYsGRsSRQ0AQ/M7uUdZi75vjq5YjeU4Sw4CXgbJ7oIWx133vyZKbsks0hL1rqC0OCmdOzP/K85eFZhnMosgUfKRt6JAlGOld8UJCnvoFyX3UVctOXFqXvcfeIaMDYnhJwCG5ndy95rJOQo711rqCn1OrSrHWRz76nbHkxYbGX7vy/JXiCoou3HZuZbWb9u7NIu56ek+6nYrJbNISm9X5XNqVc21wntlSIuz6fcut7ph217P59m5ll6//XNkFsu4ubNzLVUcJ1I+wooCo+5yH1aQ619xgsIe+q2t1zx7dHYkbdm1X1dedL5Onjod+f38jiM712J+l4goaiCW9T6NHz9P77ompS1Bnvid3KXBVm11pKX3622o27mWph86JDkr75S7WP4KcdQnq5G66MfhFkTcu5Ff+fYxffpJ63tnkMwirv7x3FEKGo7kedEYdP72K+6R2XLqz51fPqoVZ1k+/PLlniNHPR9HUOZNjGOEwl55XXnR+Z6ro0mLOfb72SCKMEdNHjD8BMDQrrzo/MTeK6xnR3uh41vQMPXasjuQQJBG0+r7L0W/k9IrfGDVolZ7Xg888axvQYPMYhBxhppIizn7x13X6PFtV63I2vTWjZHz7L4XmS2nqLlbs3rVsnwEDefLosv99NaNqlZWblN1wvHsKTK9daNq1cqyxyjsldtjT72Q+Hv6HSUMQ4mGogaAoQ1zcq9WHNVr1aXx3YP07JAWPwy8GuyAn5l9R9Tun9Qlglq1ohuvWCdTr0W6GPS7m0lmMag43d4dKfDia2qziXzeJbPlFjV3L7YWl0Td/IHPa/22vbGH86U9rGNqs9Ga1Ss7q7cXOp4Xj1Obje6+btPSOZ/CHpLOqNuuGNXvG0cMPwEwtEFPtl7dPLfs2h9p1ZR+dANFXIPkdpDMVnyWDSSzGNTZ1Qm12guRnttReLdlE9AdvxeZLbegYRu96pNVTT98yLdXZZTfk7YXfYZs+X0uTG02FDGwJOqxEEVvu+Kxp15gqNOA6KkBYCjuWu9x1KoVffQ9l/p2he7v5tmrOuGs6DZKN1DEFTe3g2a2Vq3ohssvoOsyEhW1oCEtNpjDhJ13JTKL6DnpdPznvQqTdM78lpL1u0jk4hFR+A1hiqNacVa0KxjqNDh6agCIrXf287irm1QcJ7Dbpvt476z+fqufjHK2dBTfoLmNk1l3RYD+1U8uu/A8MovYelc4GSQ3URvDfhn2yjLKK2pObtt9MNb7VhxHC51O4ufG/olNeycind66cdnPJC4e4a//XHzlRecPNhN+j/65Z6SVbWDaC9FR1AAQS38jIe45faHTCT05R+nmyQkecQyT2yQyS9dlxOV3QfaVbx+L9PqwYlw/MoooouTELXpEtdDp6B9TWC0vaCnZx7ddtfQcLh4RxOtcfP+BZ4atafgOgeJcPBiKGgBiiTvrfj+vrp3D3o0EwgyTWzKLLPhdkEVdKtCrGEduMYyg/PT+7JxaNdb7pjXkw29+DPdxLh7Ryy/fXufiYQsaEkOdkkZRA0Asw8zA3L92vRTcPZTGBpIyaG7JLLIy7Gz3/Q1mcothBOVH0rKfzfncgfaS5pAPv8kcuZhEv6B8D3sufsOr1+i54y8x1CllTBQKIJb6ZLw7MC7HkWbedcmKxnNQ91AgKYPk9tzJKplFZgY910reDWZyi2H45Wfno4d124MHY/WEqzjOSJZGZdJFRBV0fvTreRR1mtCTpxZYEngE6KkBILJG0+r7L52O/bpateJ7Ag/rHgoMK25ug/IqkVmkL25mqxVHa1av0outtu+wEnKLYfjl5PjJ6L0ypMUVzGbevbJYnAYmXURUfvm2cy1VJrzLF29+/Xl6+nut0Pljjs61GOo0AhQ1AERyR2M28lhuKfps5nQPRZoGyW3YHRQyizTFzWzUlUnILQbhzjOQxBwC9VpVO669eKQXd1xMIgq/86MkzS94p//At47rQ9dfott2Hww8PjjHjgZFDQCBFscZflWt9kKs133o+mh3YlhWDWkYJLdhPTRcZBZpufETX9bj34y2uokkffQ9l0a+YCO3iKt/noFBnTtZVfO/vC2hrQKS53V+DDPf6Wj7nlnVJ6u+PZY4x44ORQ0AngYtZkiLd2PiLCMo0T0UyRg0t3GWvySzSNodjdnYSwROVidiZY7cIq5hVztzdZLo5gGkyD0P7nz0cKwhVa32vM5aNaFatbLiWDl3sqo73zHankllRlEDwAqNpg3tTuenVq1ox7UXx3oN3UORhEFzG7WHRi8yi6TEHW4iLc6h8XvX/Vjs30VuEUdS8628GGM1FCALjabVjkcOx1q5xzXXaqteq+rs6oTmTvrPa4R0UdQASsxvTe7f+czsQAWNqGO7gWEkmds4PTSAYfjl9v6YBY2K43iuygMkLWiegbjvA+RVo2k1/fAhtecH71I012qrVq3oIzGGBCJZFDWAkvJak3v6oUN6/56v6mTMrvuD3OkGBkFuUUReub1190HduvtgrPchsxilydUTQ78HcwogS17FZGn5MLy5k6eGKmi43CVgOT9ng6IGUFI7Hz28Yvxfe6Gjts8sz37onYFRIrcomkbT6vYHD2l+yIkFyCzS1nsBeHZ1YqA5tXqRWWTJr5jcK4meSL1YIjs7FDWAEmo0bey15ftxxxCjRm5RNG6jetiCRpxVToBB9F8ADlPQ4DyLPEhqott+1QlHrzh7lWd7hKFW2aGoAZSMe9dwGMzojFFy7x4Oe0eF3GJUksqsJN10xToyi9QldQFI7wxkLcnzb7/J6sTSJM0skZ0vFDWAEug9wTvSQJOASjRWMDpJZVYitxidYWbQ70dukab+uQaGuQCkJxGy1Jvlc2pVnTh1eug5MqoTjt7zxgv02FMvBC6BzRLZ+UFRA2Nh/ba9sV/z9K5rUtiS/PC7KIx7mq9WmGkfo5FUZiVyi9FJqgB30xXrdNfUpiQ3DVjGL6vDFDRMvcZ5FqnyWznK/Vlvj4lhCsoVx9FCpxO5QMES2flSmKKGMebtkj4mqSLpj621uzLeJCC3+k/ygzay6a6PUUkqsxK5xegkldstrz+PggZSleQ51kV3e6TNa7LP7XtmJS0WFeIMmwoqOlcnHM28mxshRVaIooYxpiLpDyS9VdJzkv7WGPOItfZr2W4ZMBpBVWovw4yN5YIQSYmT20EyW6tO6OXTC1roLN5hueHyC7gwxFDSPtdWHEfznc7SnwwxQRKi5HbQdkG9VtWas1Ytde13HGnuZJvu9hhK1HOtV257l06NutqIe65d6qnkSO78zfVaVTuupd1bdIUoakh6o6RvWGu/JUnGmE9JeqckihoYe2FVai9xlpRilnKkIW5uySyylua5lswiLVFzGyWr/Xeya9UKF3tIXJxzrV9u3cejzAfj9ihiuMh4m8h6AyIykp7t+f657mPA2AuqUvsJW1LK6f5p6jUa2khF3NySWWQtjXOttNj7jcwiLVFzG5bVWrWiG69YJ1OvyRHnWqQnzrnWL7fu49NbN6pWrSz7WXXC0bmTVXJcMkXpqeF4PLZsWJQx5hZJt3T/PoptAoYWJbdhVWov01s3rlhqyr0DQ3dnDCPquTZubsks0sS5FkWT9LmWrCJtabQPvHLbO5eLm1lWIUFRihrPSbqg5/vXSTra+wRr7T2S7pGkq6++Oon5j4DURcmtX9e6oLsunOSRlqjn2ri5JbNIE+daFE3S51qyirSl0T6IkluGlUAqTlHjbyW9wRizQZKV9AuS3pvtJgGjEVal9sNJHlkaJLdkFlniXIsiipNbsoo8iHuuJbeIohBFDWvtaWPMb0jap8UlXT9prT2c8WYBI8HdFRQRuUXRkFkUEblF0ZBZpKEQRQ1JstZ+TtLnst4OIAtUqVFE5BZFQ2ZRROQWRUNmkbTCFDVQTOu37Y39mqd3XZPClgAAAAAAxk1RlnQFAAAAAABYhqIGAAAAAAAoJIoaAAAAAACgkChqAAAAAACAQnI6nU7W25A4Y8wLkr4d4ak/KOmfUt6cQeR1u6Tybds/WWvfnvB7eoqR26zked/HMQ7/jrB/w0hym9PMFnX/ln27y3auLdL+Zlu9lSWzed3/bFc87nYVuX2Q9//bvBmX7YqU2bEsakRljPmKtfayrLejX163S2Lbymxc/n/H4d8xDv+GtBT1/4btLpci/b+xreWW1/9TtiuevG5XHHn9N7Bd8aS1XQw/AQAAAAAAhURRAwAAAAAAFFLZixr3ZL0BPvK6XRLbVmbj8v87Dv+Ocfg3pKWo/zdsd7kU6f+NbS23vP6fsl3x5HW74sjrv4HtiieV7Sr1nBoAAAAAAKC4yt5TAwAAAAAAFBRFDQAAAAAAUEgUNQAAAAAAQCFR1AAAAAAAAIVEUQMAAAAAABQSRQ0AAAAAAFBIFDUAAAAAAEAhUdQAAAAAAACFRFEDAAAAAAAUEkUNAAAAAABQSBQ1AAAAAABAIVHUAAAAAAAAhURRAwAAAAAAFBJFDQAAAAAAUEhjWdS48cYbO5L44iuJr5Eht3wl+DUSZJavBL9GhtzyldDXyJBZvhL8Ggkyy1eCX5GMZVHj2LFjWW8CEBu5RdGQWRQRuUXRkFkUDZnFqI1lUQMAAAAAAIw/ihoAAAAAAKCQVmW9Af2MMXVJfyzpR7U4juaXJB2RtFvSeklPS7reWns8o00EAAAAAAA5kMeeGh+T9BfW2oskXSLpHyRtk/RFa+0bJH2x+z0AAAAAACixXBU1jDGvlPRTkv5Ekqy1p6y1c5LeKene7tPulTSVzRYCAAAAAIC8yNvwkx+S9IKk/2qMuUTSk5J+S9JrrLXfkSRr7XeMMa/OcBtRcI2m1cy+Izo619Laek3TWzdqarPJerMAYGxwnkURkdviYt8B2cjLsZe3osYqST8u6TettU8YYz6miENNjDG3SLql+/f0thCF1mhabd8zq1Z7XpJk51ravmdWkjI5AMktiobMIkzezrMSuUW4vOWWzEaXt31XVmS2fPJ07OVq+Imk5yQ9Z619ovv9w1oscnzXGPNaSer++Xz/C62191hrL7PWXvaqV71qZBuMYpnZd2TpwHO12vOa2Xckk+0htygaMosweTvPSuQW4fKWWzIbXd72XVmR2fLJ07GXq6KGtfZ/SHrWGLOx+9BPS/qapEck3dx97GZJn81g8zAGjs61Yj0OAIiH8yyKiNwWF/sOyEaejr1cFTW6flPS/caYr0q6VNLvSdol6a3GmK9Lemv3eyC2tfVarMcBAPFwnkURkdviYt8B2cjTsZe7ooa19mC369KPWWunrLXHrbXfs9b+tLX2Dd0/j2W9nSim6a0bVatWlj1Wq1Y0vXWjzysAAHFwnkURkdviYt8B2cjTsZe3iUKBVLmT1uRhll4AGEecZ1FE5La42HdANvJ07FHUQOlMbTZ80AFAijjPoojIbXGx74Bs5OXYo6iBsdO/XvKVF52vx556IfMKIgCMizsas3rgiWc13+mo4ji64fILdNfUpqw3C/BFZouLfQcMpkzHDkUNjBWv9ZLvO/DM0s9ZuxwAhnNHY3bZeXW+01n6flwbSyg2Mltc7DtgMGU7dnI3USgwDK/1kvuxdjkADO6BJ56N9TiQNTJbXOw7YDBlO3YoamCsRF0XmbXLAWAw851OrMeBrJHZ4mLfAYMp27FDUQNjJeq6yKxdDgCDqThOrMeBrJHZ4mLfAYMp27FDUQNjxWu95H6sXQ4Ag7vh8gtiPQ5kjcwWF/sOGEzZjh0mCsVY8VovmdVPACA57gRjZZlRHcVHZouLfQcMpmzHDkUNjJ28rJcMAOPqrqlNY9swwngis8XFvgMGU6Zjh6IGgEys37Y39mue3nVNClsCAAAAoKiYUwMAAAAAABQSRQ0AAAAAAFBIDD9BJhpNu2wyTybvBIB84PyMoiGz5cb+B5JXtOOKogZGrtG02r5nVq32vCTJzrW0fc+sJOX6YAGAccf5GUVDZsuN/Q8kr4jHFcNPMHIz+44sHSSuVnteM/uOZLRFAACJ8zOKh8yWG/sfSF4RjyuKGhi5o3OtWI8DAEaD8zOKhsyWG/sfSF4Rj6vcDT8xxjwt6V8kzUs6ba29zBhznqTdktZLelrS9dba41ltI4aztl6T9Tgo1tZrGWwNAMDF+RlFQ2bLjf0PJK+Ix1Vee2pcaa291Fp7Wff7bZK+aK19g6Qvdr9HQU1v3ahatbLssVq1oumtGzPaIgCAxPkZxUNmy439DySviMdV7npq+HinpLd0/36vpC9J+u2sNgbDcSeYKdKMugBQBpyfUTRkttzY/0Dyinhc5bGo0ZH0eWNMR9IfWWvvkfQaa+13JMla+x1jzKsz3UIMbWqzyfWBAQBlxfkZRUNmy439DySvaMdVHosaW6y1R7uFiy8YY56K8iJjzC2Sbun+Pc3tAxJDblE0ZBZFRG5RNGQWRUNmkaXcFTWstUe7fz5vjPmMpDdK+q4x5rXdXhqvlfS8x+vukXSPJF199dWdUW7zOGo0baG6HBUVuUXRkNniKvN5ndwWE5ktX2bLvM+LrqyZzbMyHU+5mijUGLPGGPMD7t8lvU3S30t6RNLN3afdLOmz2WxhOTSaVtv3zMrOtdSRZOda2r5nVo2mzXrTAAAD4LyOoiGz5cM+B5JTtuMpV0UNSa+R9FfGmEOS/kbSXmvtX0jaJemtxpivS3pr93ukZGbfEbXa88sea7XnNbPvSEZbBAAYBud1FA2ZLR/2OZCcsh1PuRp+Yq39lqRLPB7/nqSfHv0WldNRj3WJgx4HAOQb53UUDZktH/Y5kJyyHU9566mBHFhbr8V6HACQb5zXUTRktnzY50ByynY8UdTACtNbN6pWrSx7rFataHrrxoy2CAAwDM7rKBoyWz7scyA5ZTuecjX8BPngzopbltlyAWDccV5H0ZDZ8mGfA8kp2/FEUQOepjabsQ09AJQR53UUDZktH/Y5kJwyHU8MPwEAAAAAAIVET40x12ja0nQ7AoAy43yPIiGv5cM+B+LjuImGosYYazSttu+ZXVqj2M61tH3PrCRxMADAGOF8jyIhr+XDPgfi47iJjuEnY2xm35Glg8DVas9rZt+RjLYIAJAGzvcoEvJaPuxzID6Om+goaoyxo3OtWI8DAIqJ8z2KhLyWD/sciI/jJjqGnxTAoGOp1tZrsh6hX1uvpbGZAIAR6f9cqE9Wdfxke8XzON8jD8gr/Nqk9clqBlsDZC/K9R3XctHRUyPn3LFUdq6ljs6MpWo0behrp7duVK1aWfZYrVrR9NaNKW0tACBtXp8L33/ptKoVZ9nzON8jD8grpMU2af8+l6Tvv3Q6UpsWGCdRr++4louOokbODTOWamqz0d3XbZKp1+RIMvWa7r5uExPLAECBeX0utBc6WrN6Fed75A55hbTYJl2zemUH8fZCh/kBUDpRr++4louO4Sc54tUNadixVFObDcEHgDHRaFrPrqiS9GKrrYN3vm3EWwQEI6/l49et/sXWyiFHEvMDoHz8Mu91vuRaLhp6auSEXzckv7GGjKUCgHJxPyf88LmAvGk0rVYOOFhEXsdTULd6v31OFlA2fpl3JIZjDYieGjnh1w3prFUTqlUry37GWCqU1fpte2O/5uld16SwJcDoeX1OuPhcQB7N7DuijsfjjkRex1RQt/rprRu1fc8sbVqU3vTWjbpt98EV58eOFo8hembER1EjJ/y6Ib3Yausj77l0oNVPkjToCiwAgOG451+/bvySGGOLXAnLbEcir2MqaNi0u8/z0p6kbYusTG02unX3Qc+fFXU4VtbHE0WNnAhasifrsVRuV0K3su52JZRolABAmvrPv15M93MCyIOomcV4CluCMus2rYu2LbJmxmi51jwcT7mbU8MYUzHGNI0xf979foMx5gljzNeNMbuNMauz3sY0eC3ZU604OvHyaW3Ytldbdu3PbIxVlBl6G02rLbv2Z76tADAu7mjM6tbdBwMvDum6jbxoNK1+5H/572S25MKWoMxLe9Gvbbvz0cOZbA/KJ8/XflG5x7PXed9vtc60zgF57KnxW5L+QdIru9//vqSPWGs/ZYz5Q0m/LOnjWW1c0nq76pxTq2rCkU6cWgxFe76jue5M0VlWkP26j7qP56E6BwDj5K0f/pK+/vyJwOcYuksjJxpN69uVuheZLYezVk0stQnXrK6oWpnQbbsPascjh3Xi1Gm15xdnEhh1e7G3ze0114skHT/ZVqNpySgG1n9t5zjS3Mn2iiEZ/cOx6pNVff+l07m49gvSO7zQkXyPJWnlUJo0rxlzVdQwxrxO0jWSPijpfcYYR9JVkt7bfcq9knZoTIoa/Tt2zmepK5db8Rp1sCccacEjsRPdKc2DenLk6SBEdINMyAkgGXc0ZiMVNB7fdtWItggINv1QtIIGmR1vXkOPFm/U+bdzR9VejDIsykX7FYMKurbzuoDvHY61Zdd+HT+5/BjJ2/VU/78vqKAhrRxKk+Y140iHnxhjXhHylI9K+s+SFrrfv0rSnLX2dPf75yTlY68mIGgmez9ZTB7jVdDofTxoUigAQDz/7YlnQp9D933kRaNp1V4Ifg5DTsphkHatNJr2YpxtC5qUGQgSljO/IRlSfq6ngoaHxDmOvM77af4bR91T42uS1nn9wBjzs5Ket9Y+aYx5S/dhr+XNPS+xjTG3SLql+/fht3QEBtmBeZw8pj5ZXVFZdB9HsCLmFuVGZtPVaFrfQrKrXqvm5q5NUZDbdLh37cKwOk98RczsoBcmo2jbxtk2R2IIygCKmNmkRcmZ33PCJtkdhbDhIVGPI7+hhmn+GxMvahhj3ufzI0dSUE+NLZKuNcb8jKSztTinxkcl1Y0xq7q9NV4n6ajXi62190i6R5KuvvrqsN4wueC3Y/1kdaejXqt6dhms1xaLFh2f/22/x3FGEXOLciOz6fK7g9Nrx7UXj2BLxgu5TUeUu3Y3XbGOi8MBFDGzcdu10ujatnG2rSOGoAyiiJlNWpSc+V3AT2/duGKI1Kiv/cKGh4T9+2rVSmARO81/YxrDT35P0rmSfqDv6xVBv89au91a+zpr7XpJvyBpv7X2RkmPSXpX92k3S/psCtucCa9Zb/u5XVVMvTbSOx29XY+kM/NnuKoTzlLD+kWfuUD8HgcALOeec8MaQ1wgIk+i3LW77MLzRrAlyIMo7drqhKNzJ6tyNNq2redKE/2N2x5ZD6HOyyoxiCfsGAi6gJ/abHT3dZtk6rXUjo+wXIUND/H698W5Vk3z35jG8JO/k9Sw1j7Z/wNjzP88wPv9tqRPGWPuktSU9CdDbl9u9M96u7Ze05UXna/Hnnph6fssZgn3m+TGcRZ7X/R3KcpDdykAKKpG02r64UNLKwL4+eh7LqWggVyJclcyj8Ds2dQAACAASURBVLP3Ix15bdf6bdv01o1Lqzj0y7ING2WFiN4VNrL8f8Vy/TkLWv3E7/Vp7cewXDWaVhOOo3mPrvbu8eB3HMXZ5rT+jWkUNX5R0vd8fnZZlDew1n5J0pe6f/+WpDcmsWF5lGZ4vfidBHsf9wt0p7NYjbNzraUu0lObTS66SwFAEd34iS/r8W8eC3xOWHdOYJT6M+u3Qporb7P3I12jbtd66W/r9hdWPvKeSyXJd1nKrNuwYUMA0lwWE8PLwzHgxS9XOx45rJ2PHvacH1Fafjx4XUdKiyu3ZF1gS7yoYa31HRBsrf1u0r8P0fXfDbRzLd26+6Bu3X1w2Qndq6Dhcn/idQKlYgwA0TSaVtMPHQxdNcJvsi1glNyGrNcd7YWOdNaqCb182j/MWXflR3l4XfDfd+DMilJu27dXb6s3D+fcsCEAaS6LifHllyuveRNdFcfR3ddtkiRduvPzK5ao7T+Wsiywpbb6iTHmhyVNS7qw9/dYa1mkPCFxu57tfPSwb/fmQWbz6T2B5rUqCQB502ha3f7QIc2HFDQk6fFtfGQiW2fy6t9SCCpoSAxHxegMuqystNgbOeuChhQ+rDsvS38in/yuDweZyHehe6O7v0d+kKwKbGku6fqQpD+U9AlJg51dCi7N8W6DdD3z61Y0DE6gABDPf344+ALR5a4wBWTpdz4zGymv/V34ex9nOOp4y9P8DnEv2nrlZdWTsGHd9cmqZ5u+PslnxijlKfe92+R3feiVqzD1yepAhcJhjsNBpVnUOG2t/XiK759rUSZjGeZAyEvXM+6+AEA0jabVjkcO61TIhKDS8hWmgKw0mlYnTkVrzPql+kZW7Blrabd3Ry0PN+vChnX7jRIPGD2OhMW9uTyq4yDo+tDt+dm7HSdPnQ686d3pDHZMVBz/lYXSknhRwxjjrt31qDHm1yR9RtLL7s+ttcEzoo2JoFBJGnqCn0G6ntVr1cBxU2HyNpESABRFfwMozMy7L8l1wx/jz83ssO6a2pTA1iCv0m7vjlpebtYFDet+0act7/c4khfn5vIoJ3YNuz7sz1VY2+TFVnugYStB8zOmJY2eGk9q8drXLdFM9/ysI+mHUviduRE0mZa0GKokelkMsozqjmsv1vRDh9SO0I20n8nRslwAUDQ7Hz0cuaDB0q3IgziZ9WNycoGI9KTd3o2r4rOCXxR5vVl3R2NWDzzxrOY7HVUcR5OrK549qPJSkCmDODeXR3kc+F0f1ier2vyBzy/1yqjXqtpx7cVLv//2Bw/5LuU6yLCVLM79aax+skGSjDFnW2tf6v2ZMebspH9fnkS5E7e2Xktkgh+/gNm5ltZv27sirJL/2snHT7Z9x8L2vu+nn7QsKwgAMd34iS9HntPoJrrqIwfiZNZPXi8QkZxG0/q2H5Nq70bdjqAbitLiufWyC88LXOo1jzfr7mjMLlu9Zb7T0YlT86pMOMvmuuF4G60485qMcmJXr+vDasVZsa1zrbZu3X1QX/n2saXedH7zuHgNh3KPnTwtiZzmnBp/LenHIzw2NsImUnF3st+JN06FtTdgXu8112rrfQ8eXPZc9+9+Y738qnQulosCgOiiLtvqoocGshY1s5UJRwsLHd+bIXlYFhPpm9l3JHBy2CTau2EaTavphw/5ru434UjvvXzd0oVb0TL5wBPPej6+sNCR6RaO8lqQGWdx5jUZpHf9oLwKEMdOvOx7fNx/4BldduF5mtps9JVvH1vqESQtH0YWNBwqL/PmpDGnxr+SZCTVjDGbdWYYyislTSb9+/IkqOLW/wEfNKtxVG7AersT9VroLHYfjRKsqc1Gt/WtNezFzrW0Zdd+Tp4AEGCpoR2xoCEVr7GN8RI1s2tWV1StTATO0cVSxOXg1+7tSIm2d4PsfPSw7wWbJJ1TqxZ6Xhe/m40dLR5n7gXlbbsPambfEdrnIxJnXpOw1WyS1l+AWL9tr+9zO1ocenLr7oOeva6izP8RVPAYpTR6amyV9O8lvU7Sh3se/xdJ70/h9+WGXyXO1GvLPuDDZjWOK6iLaJzuo1EnginCRE8AkKWZfUcCG9r9spgpHOgVJbOT1QktdBRY0CDL5RHU7pWSb+96CWvnDjuMKmt+c4RUHGekE1BiuTi9L0ZxHAzDzZff2b8oPfXTmFPjXkn3GmN+3lr76aTfP8+mt25c0QWuWnE8K3F5qGr1dxe68qLz9eknbaSJYIoScAAYpShju73ccPkFKW0REE2U8d0nI3Q9Isvl0GhanXj59IrH++9A56G9m0e9nxVu4cJr2NYNl1+wbE6N3sezmIgVi8J6X3gNyUizB1vQEJA1PhPLxpGHpY7DpDmnxoXGmPf1PfaipCetteHjHIqqv8w1ghVtwpZqbTTtipPbHY1Z3X/gmaXNcycC/fmfMEuTJvVOJOqlCAEHgFEJG9vtpeI4uuHyCwrdPRrF12haTQyxaoRElsvEb2L8cyeruvMdF4/0gjqsDTxZndCWXftzdYe8///PPe68elq4x1Pv6ifucbbBZ1gB7fP0BfW+GHUPmqDfJ0mnTscYB+tjkPk/Rj3XRppFjcu6X492v79G0t9K+lVjzEPW2v81xd+diZl9R1Ysl9pe6AxVMY0SiB3XXqz37T4ov8j2//5G0y4raLha7Xk99tQLKyqJW3btH9kENwBQVL/zmdnIBY3+YYlAFhpNqx2PHA68KIyCPJeL38T4k6tXjaxg4LaPg7I74Ujt+c5SGzYPwzPCJub36mlx19Qmz2LhKCegxEp+vZBG3YPG7/ftfPSw/rl1eqhitTTY/B9ZDI1Ks6jxKkk/bq39viQZY+6U9LCkn5L0pKSxK2okvWRPnEC8MqBS3X/C85ut2m9bRz3BDQAUzR2N2cjdOzl/Ig+iLEMfBXkul0bT+g6vG1UPAa/supMc9g7lOPHy6RVt41ENz/C6KfmVbx/zHErSL+r/I+3z/Ojd33GusYb9XUHzIQ4yn4zXcTRID4sshkalWdRYJ+lUz/dtSRdaa1vGmJdT/L2ZibNmcRR+gfidz8wuhfmcWlUnTp0OvTvYOwQl6KAq4gQ3AJClRtNGaqi67r5uE+dPZC5sGfqoyHN5uMUEP6PqIeCV3Y5W9hga9fAMvzmV7FxLt+0+GHlEetT/R9rn+RC1QBz3+PCad6Veq+pfXj6t+YUzQ5aGVXEcLXQ6ieYn6Rv9UaRZ1Phvkg4YYz7b/f4dkh4wxqyR9LUUf29m4qxZHIXfjj9xal4nTi3+LGqX0d7KmF9Vz11X3AsTPQGAt//00KHIz73pinWcS5ELSTQuyXO5BBXCRtlDIOoFU5rDM+JOth/1UiDu/yPt8+xFKRBH3a+9hYzeJVbdISTDDhX0stDp6B93XZPoe2YxNGoirTe21v6upFskzWlxgtBftdZ+wFp7wlp7Y1q/N0tx1iz202habdm1Xxu27dVEgsui9Z7op7duVK1aWfZzR9KNNE4AILJG0+pfv/9zOr0Q3lytOI5uumIdkygiE71tiy279qvRtEM3Lslz+QQVwkbVY8ed1NZLf6a92rtJFF/cO/O2O9TAzrV034Fnhu75ZOo1ej4VUNBx4Sj6fu3NlTSStSYkpVNoSOvYC5JmTw1Jako66v4eY8w6a61vH11jzNmS/lLSWd3XPGytvdMYs0HSpySdJ+nvJP1P1tpTfu+TpqCJO4etSvnNhpyE3m2guxoADOeOxmysISffvPtnUtwawJ/X/Fy37j6oNasrqk44KyY4j8KRKGiUkN8wa1OvjaygsX3PrGf72OuCKa32blJDt1z1WlUH73xbYu+HwQy6Woff9V/cCZSTzlUUaRUasrjWTK2oYYz5TUl3SvqupHmdmXvkxwJe9rKkq6y13zfGVCX9lTHmv0t6n6SPWGs/ZYz5Q0m/LOnjaW27n7CJO4edsCetMPud6CliAEB87gpSUW15/Xkpbg0QzK9tceLUvKoVJ3RJTC83XrEuqc1DQTSaVt9/6fSKx6sVZ2TDTvyyXHEc3zvhabR3k5wXYMJZXMUQ2RpmtY6kJmxNe6LdCUnvvWKdHnvqhZEUGkZ9rZlmT43fkrTRWvu9qC+w1nYkfb/7bbX71ZF0laT3dh+/V9IOZVDUCJvJtb8qVZ+sqtORbtt9UDP7joQGJ60w05UNAJITtIJUvze8eo3u/5U3pbo9QJCgtkV7vqP2/IImHClKhw13qCq9NMpnZt8Rz149a0a4jKtflhc6nZGuZjLRnbRxWGtWV/TBn6ONngfDrNaRVK8Ev55QSfnwey4d66ylWdR4VotzacRijKloccnXfy3pDyR9U9KctdYtDz8nacUeMcbcosU5PGRMOjssysREbnFjkIqfX5jPnazq1OmFyMsF9qo4zlgHuOhGkVsgSWXPbNByhr1WTTj63959CeffnChzboOW/JMUqW1x1qoJ/f7P/xh5HqG8ZdavDRxn3rhhZTH5oLQ43PD+A8+smLQxLrfL+qDLZOZd3jIbx7CrdfT3SnDnMYpa5PDrCdVvohuiBZ+f904u2mtUQ8SylGZR41uSvmSM2avFYSWSJGvth4NeZK2dl3SpMaYu6TOSfsTjaSv2l7X2Hkn3SNLVV1+dytwqcU6mcSt+jabVnEdBo1pxdOc7LtbtD/rPru9Imlxd8WyY3HD5Bb6vQ/ZGkVsgSWXO7I2f+LIe/+ax0Oe94dVr9IX3vSX9DUJkZc6tV9foOLa8/jx6G2Ugb5nNqqDQK6lu/nG4ww2H3QEVx9GHrh/vQnfeMhtHkvmOcmO7t+dPfXJxCGBYraw64WjNWat8hwsan1V4RrkyUZZSW/1E0jOSviBptaQf6PmKxFo7J+lLkq6QVDfGuAWY12lx8tGRizOTa5yKX6NpfdevdrR4AARVhf9x1zU6/IG366Yr1qnSnRGamfYBIDl3NGYjFTRuumIdBQ3kytRmo7uv26R6rRr7tTddsY6CBiRls5pBPzfLpl6LtarEMOIMNwwyiiEyGFyS+Q66sS2tXD3n+MnwgoYkzbz7Et+eUY6kx7ddpbumNo38GMmL1HpqWGt3SpIxZo219kSU1xhjzpfUttbOGWNqkv6tpN+X9Jikd2lxBZSbJX02na0OFnXMlLvclFchor/i5wbbL8un5hd/UvF5v0rPslZ3TW2iiAEACWs0beSVTjgHI2t+M/i7Q2Nn9h2JNITK1GvkGUuGnTdg0JUlvLZjlBdoSc13N8oeLYgvydU6wm5sD7IwhDt8xO/83b/KZRmKGP3SXP3kTZL+RNIrJK0zxlwi6T9Ya38t4GWvlXRvd16NCUkPWmv/3BjzNUmfMsbcpcVlYv8kre0OExaUoOWmqhVHJ14+rQ3b9i4dLDsfPRwp2DdcfoFno5rhJQCQnkbT6vaH/If/9WKVE2QtrNvz1Gajr3z7WGiRbkIqRXdlxDPoxdIwK0ukLazYEjYnTRRl6f5fdEkVA4KGskSdl6uXozPn4yyGYBVFmnNqfFTSVkmPSJK19pAx5qeCXmCt/aqkzR6Pf0vSG9PYyKT5FSnciV3ccVB2rqXphw6Frg/v9sNw75Y88MSzmu90VHEc3XD5BdxFAYAUxLmjLTHvALIVlNfe+bzuaMyGFjSqE9LMu8d7lnyM1jArS6QpSrEl6pw09VpVa85apaNzLZ1Tq8pxpLmT7dSXzUT++BUe1r+qptt2H4z9fh2dyWOSPUrGTZpFDVlrn+2b/XawWaoKotG0vkvxLHQWx9P1CitoSMvXgmd4CQCkr7+hG6Q6IX39964ZwVYB3qLk1e32fH+EggZ5RtL8isPD9oAYVlixxS0WRvks2HHtxVxYQpJ34eHKi84fasLZLbv2LxtKSNZWSnVJV2PMmyV1jDGrJf1HSf+Q4u/LnDsBTFImJF12Id2ZAWCUojZiJ5zFO9pAliLl1ZHWb9sb+BTyjLREmRcuC0HFljjF7S2vP4+LTCzTP49R1Hm5/ORpyFZepVnU+FVJH5NkJD0n6fOSgubTKKTesXhJr120IGXeNQ8AyiTOeNcPX08XfWQvSl6jzKxPnpEWvxX85jsdNZo2k9w1mlbdkeErOPIfTu7l6e9l2+ME+dA/P4vX8qrDyMOQrTxLc/WTf5J0Y+9jxphb/3/27j9IrvK+8/3nTKuBHuy4BQGCnoCFvb5iiyhIMRWRVVXKwMUyS8CKzI8lIkV2XeamtioVG+7EI0c3iFx7pc1cg111byUXkt0lZUyEQW4g2lih+FGpcIENuCVPKWaurx0MfiBAIoZg0aDWqO8f02fo6Tmn+5zuPuc8p8/7VTWlmZ6emWemv8+j53zP83wfLdbaGAu1utXUA4fUXEjuKOZRVV0GAPR2+R1P6gevRzqsSzdefC4TC2Rq+91P9z1mOOwOeTfiGaNWq1vd/sjh0G3ZvqzuPvc6qtU/ZjMq5uoIqs8y7OqMIMRauImUf94tKf+8xNTqVl+4/2CiCQ2JI6AAIGm1utXHvrQ/ckJD4uhWZOvyO57smdDwJH3t+g0ranmFIZ4xSv5NvyiJgUZzQbfef0jnTe/X5j2Pq1a3KbRwtBeHzNURZ2XPMIi1cGknNbLdPDcifjYu4lxhYBzRAwDJ8sfz5onoX3NjRwFnIG21uu2bgPOr5UeZABPPGLWZA3OxbvottFpq6f26AWkkNvr1jWqlrEq5tOyx8oSncmn5pQxzdfQ6KKKXaqWsr12/YUWchSHWeks7qZFwGiAdUYvI+bozOUGDoiRNlie0erIsT5KpVrR723qWgwJAguKO5x8781TuaiNTUYqSm/YF29SWdSpPBN9PmvAWExrEM0ZtmFUQft2ApE1tWRd6MVkpl7Tr6gu0e9t6mWplaV4+c+2FmrnmwmWPMVfHoPH6VqOprRvNUpz1UvI8Yq2PkdfUMMa8rfC6O2OxZibuYN3S+/taTfs8YYkzhgEga1GLgpY8TzdsOocLQGQuyhzEzjf00R3/XTdsOkcz116oXQ8f1nxj8U7i6smybruK4yeRnDXVylDHtaZVN8ALuFwxXXPyoH5C30GnQeN1wvOWCuX6MRV2StWJVou462PkSQ1r7QdH/T1dUqtbTUQsvNVpodVaWjbUa6AEAKRjZ22273MmJP1oz5XJNwbow6+sH3X2sdBqLRWqO3jbJ5NrGKDlJz98qFLu+dzVk2XNv9MMnU8nXTcgrNB/ecLjJiNii5LEm/CkE12hvtBqrSiUa0K+F7U0+kt7+0mu+Xuv4yY0fGktqQMA9LazNhupMvkd129IoTVAb/78Y5C73/c9+3ICLQLe1xmfLUnzjWboBcaNF5+r+h98Uv+w50p99boLV2wBGXXdgFrdavOex5cVIg2r+dE80WKejsj82LLzjb5FI3/mlLJK3spndV8bBm2LopZGNIkd6TqORlHZlqN4ACBbURMaX7t+A3fs4IRh5h+D3ogBogqKzxNaLIR46smrQrda++8ntR076JjNzo+DME9Ht85VSGs6ygh0xlK/UfatRngh0c6YS7pPjDOSGhENWtm2G8uHACA7URMaplphEgEn9Jp/eOq/9Dno7iAwKr3ic77R1K6re9dv6awnMGpBhaAbzYWlOndBmKejU1hi7ORVE7ESzX5cRdlakmSfGGckNfrws3PDFDzysXwISF9Y0aVeXqSGwljafvfTeuqHR/o+r1zyGKvhhH5JuDXVSt87yzdsOmfUzQKW9NuuMfXAIe16+LDeajRTv+sc1jcWWi2VS15oTQ3AF5YYi3sKZtDqDolrw1GipkYPg+xhLXne0jFPN158Lsc+AYADoiY0JssTmrnmQsZqZG773U/3XVU0tWVdzzvLHNmKpPWbIzcXWppvNNXS+3e5a3WbStvC+oapVjRzzYVaPfl+QdNqpayZaxn7sdyw25E8SdsvPndp9UX3McFcG44OKzV6CMrO9eJJ+up1DIgA4JJa3UZKaHABCFdEjVl/vhF094/JMpI2SHLCL4yYRmxObVkXemecJf6IYtjjie/sqs1F3CWHpEYPcbNzLXFMKwC45vZHDvd9DgkNuCRKzFbbx2ZSWA5JCiqS2Blzg0irGCd9A8O65PwzItXhCkJtrnSR1Ohh8qSSjh6LvlLDUFwIAJxy+R1P9i3yTEIDLokSs+UJT7uuvmDpY+7+IQlhRRKf+/ER/eWhVzXf40SHXtIsxknfwKBqdatvPts/oVGtlPXe8RPUysiYU0kNY8w5kv5c0s9p8TSou6y1XzfGnCZpr6S1kl6UdJ219s2k2lGrW/3eA4d0LOAM6zAELwC4Y9NXHtVrbx/r+7zNHz2NhAac8a927NfxPlOPU08q6Su/ztYSJC+sSOKgd64l5stwW9wDIjwtnvJTrZR1SnlC8++kXxAXi5xKakg6LulWa+13jTEflPS8MeZRSb8l6TFr7R5jzLSkaUlfTKIBtbrVrd86pIUTvWcV5QlPHzhlFcELAI6Jk9C493O/kkKLgP42feXRvgkNYhZpGtU2kZLn6USrxXwZTutemRSFP2TPN5qqlEsramggPU4lNay1r0p6tf3+28aY70sykj4t6RPtp90j6UkllNSYOTDXN6EhiQrJAOCoKAmNaqXMxSGcUavbvnFLzCJtwxZJ9J1otfQPHJUOx8U5IKJaKa/YfpVmEVys5FRSo5MxZq2kjZKelXRWO+Eha+2rxpgzA55/s6Sb2+8P/HOjZKU9URAUozGquAXS4nrMXn7Hk5Ge11mPAOPP5bit1a1uuf9g3+cRs8XiQswGnR4yiDRraCA7LsTsoGp1GyuB91ZIPZm0iuBipYmsGxDEGPMBSQ9K+ry19l+ifI219i5r7UXW2otOP/30gX92tePM6jDbLz534O8PdBpV3AJpcTlmt9/9tH7w+tG+z/vYmaeSmC4Yl+P2iw9+T/0WiBKzxeNCzG7daLR723qVPG/g70ENjeJwIWYH4W87iSPsepEEXnacW6lhjClrMaFxr7V2X/vh14wxZ7dXaZwt6fUkfnatbjXfp+K4JIrKAYBjanWrp354pO/zqEkAF3Qek9lvw+sqT3r0lk+k0SxgGT9OF1rRC+d3MtTQQMZ6HUnsi7PtxNdqLSbsOPHEHU4lNYwxnqQ/k/R9a+0dHZ96WNJNkva0/31o1D+7VreaeuBQ38kFx7YCgFt21mZ1b4Rq/C+ypxsO8OcbzQgnrJ31wZP07O9fnkKrgOXixGkQU63oqelLR9wqILpeRxI/8cIbS4mOQerGvNVo6s7rN/RNmCA9TiU1JG2W9JuSZo0x/gbTL2kxmXG/Meazkl6SdO2of/DtjxyONHCTgQMAd9TqVvc+81LfhPTXrt+QSnuAfqLONySR0EBm4sRpN+5YwwVhRxJ3zhnsfEOe1HcO0W1NtaKtGw1JDIc4ldSw1v6tFutwBrksyZ/9ZoRtJ5s/ehrBCwCOqNWtbr2//wo76hHAJVHmG9LinAPIStQ49a2eLGv+nSZ3rOGMsKKd3XOGlrQisTHhKbTWEUk7NzmV1HDVhCf9xqZzqaUBAI7wl0b32+tNDQ24ola32vXw4UjPJW6RFyeVPP3RNReSxIBz4mwtaWlxy1TnVhJpcbWHnW+o5HlaaLWoE+MwkhoR/Gg3+7ABwBW1utUX7j+oXvkMT9Kd129g4gEnRKlPUK2UdfC2T6bYKiBctVLWfMixlZ3O+OApjLNwUtwjiY++d3zZx2wvyReSGhHU6pagBgAH+EVBe63P8LR49DbjNlwQJQknSbuuviCdBgEhOk+K+FAl+MjKbmFL/IGs+XMAP6ark+We26r8JJ5fULTze8B9E1k3wAW1uu35+ZkDcym1BAAQJmpR0Duv38B2QTjBr77fL6FRrZSZPCNTfqza9jHDUVZpSItL/AFXbd1o9NT0pbrz+g16t3ki8tc1mgtc/+UMKzW0WOG5F7LQAJAd/+5hlL2xXBzCBXFitlIusUoDmQs6KaIfCibCRZ0rjvz6GIPEN9d/+VL4pEatbvtWeCYLDQDZ6D5nvpfyhMfFITIXJ2Y9T9q9bT2JOGQuakFFHwUT4aLu8dffShI3oSFx/Zc3hU9q9FtaRBYaebd2en/WTQAGFvXuyurJsm676gIm2Mhc1JgtT3iauZZTI+AG/3SHfohbuCxo/G00F3rG9+rJsn767nE1O85w5fovfwqf1OiVmWaSDADZiLp83y8KSg0NuKBWt5HueDO/QNa6l+j3Smh0H3VJ3MIlnbEcFsULrZYq5dKyhEelXFpaKRe0ZYU4z5dCJzVqdStPCuwA1UpZ9T/gaDUASFvU5fssf4ZL/LjthZiFC4KW6IfNh021oqemL021fUBUcecLYYkLjm/Nv0InNWYOzAUO4J44Wg0AstJv+X7n3RXAFb3ilpiFS4JitSWtSGywBB+ui7Ldz49jEhfjrdBJjbCqti1xLjEAZKVXxXHudMNVveKWhAZc0mv+y1YT5EmvcdeTiOMCKXRSozpZDjz5xFDtFgBS5+9pDdsTyzJouChK3DKhhgsYY5FHvepdrKlWAusYEcvFM5F1A7JSq1v99N3jKx4vlzyW2gFAyvx9sWFFFlkGDRcRt8gLYhV51Bm3Lb1/RGutbiVJU1vWqVIuLfsaYrmYCpvUmDkwt+zoHt+pJ63ijgoApKzXvlhTrbB8H04ibpEXxCryKOyI1pkDc5IWywXs3rZeplqRJ2K5yAq7/SRsD9ZbjZXbUQAAyQobkz2JJaRwFnGLvCBWkUdhcdv5OAVAIRV4pcaakLoZYY8DAJLDmIw8Im6RF8Qq8oi4RVSFTWqwBwsA3MGYjDwibpEXxCryiLhFVE5tPzHG/BdJvybpdWvtL7QfO03SXklrJb0o6Tpr7ZvD/ix/mVJYNV0AQHoYk5FHxC3yglhFHhG3iMqppIak/ybp/5T05x2PTUt6zFq7xxgz3f74i6P4YezBAgB3MCYjj4hb5AWxijwibhGFU9tPrLV/I+lI18OflnRP+/17JG1NtVEAAAAAAMBJrq3UCHKWtfZVya4KEAAAIABJREFUSbLWvmqMOTPoScaYmyXd3H4/xeYBgyNukTfELPKIuEXeELPIG2IWWcpDUiMSa+1dku6SpCuuuKKVcXOASIhb5A0xizwibpE3xCzyhphFlvKQ1HjNGHN2e5XG2ZJez7pBADCstdP7Y3/Ni3uuTKAlAAAAQH45VVMjxMOSbmq/f5OkhzJsCwAAAAAAcIRTKzWMMfdJ+oSknzXG/ETSbZL2SLrfGPNZSS9JunbYn1OrW44GAoCEMdYib4hZ5BFxi7whZjFqTiU1rLU3hHzqslH9jFrdase+WTWaC4s/c76hHftmJYnOBAAjwliLvCFmkUfELfKGmEUS8rD9ZKRmDswtdSJfo7mgmQNzGbUIAMYPYy3yhphFHhG3yBtiFklwaqVGGl6Zb8R6HHDJIMUlEV/cvzMFPFdirEXeELPII+IWeUPMIgmFW6mxplqJ9TgAID7GWuQNMYs8Im6RN8QsklC4pMbUlnWqlEvLHquUS5rasi6jFgHA+GGsRd4Qs8gj4hZ5Q8wiCYXbfuIXoKHiLgAkh7EWeUPMIo+IW+QNMYskFC6pIS12JjoOACSLsRZ5Q8wij4hb5A0xi1ErZFIDAEaJAq4AAABANgpXUwMAAAAAAIwHkhoAAAAAACCXSGoAAAAAAIBcIqkBAAAAAAByyWu1Wlm3YeSMMW9I+nGEp/6spH9KuDmDcLVdUvHa9k/W2k+N+HsGihG3WXH5tY9jHH6Pfr9DKnHraMzm9fUteruLNtbm6fWmrcGKErOuvv60Kx6/XXmeH7j+t3XNuLQrUsyOZVIjKmPMc9bai7JuRzdX2yXRtiIbl7/vOPwe4/A7JCWvfxvaXSx5+rvR1mJz9W9Ku+JxtV1xuPo70K54kmoX208AAAAAAEAukdQAAAAAAAC5VPSkxl1ZNyCEq+2SaFuRjcvfdxx+j3H4HZKS178N7S6WPP3daGuxufo3pV3xuNquOFz9HWhXPIm0q9A1NQAAAAAAQH4VfaUGAAAAAADIKZIaAAAAAAAgl0hqAAAAAACAXCKpAQAAAAAAcomkBgAAAAAAyCWSGgAAAAAAIJdIagAAAAAAgFwiqQEAAAAAAHKJpAYAAAAAAMglkhoAAAAAACCXSGoAAAAAAIBcIqkBAAAAAAByiaQGAAAAAADIJZIaAAAAAAAgl8YyqbF9+/aWJN54G8Vbaohb3kb4lgpilrcRvqWGuOVtRG+pIWZ5G+FbKohZ3kb4FslYJjWOHDmSdROA2Ihb5A0xizwibpE3xCzyhphF2sYyqQEAAAAAAMYfSQ0AAAAAAJBLJDUAAAAAAEAukdQAAAAAAAC5RFIDAAAAAADk0qqsGwCkrVa3mjkwp1fmG1pTrWhqyzpt3WiybhYQipgFgOQx1uYXrx2QDVf6HkkNFEqtbrVj36wazQVJkp1vaMe+WUniPz84iZgFgOQx1uYXrx2QDZf6HttPUCgzB+aWOp6v0VzQzIG5jFoE9EbMAkDyGGvzi9cOyIZLfY+kBgrllflGrMeBrBGzAJA8xtr84rUDsuFS3yOpgUJZU63EehzIGjELAMljrM0vXjsgGy71PZIaKJSpLetUKZeWPVYplzS1ZV1GLQJ6I2YBIHmMtfnFawdkw6W+R6FQFIpftMaFKr1AFMQsACSPsTa/eO2AbLjU90hqoHC2bjT8R4dcIWYBIHmMtfnFawdkw5W+51xSwxhTlfSnkn5BUkvSf5A0J2mvpLWSXpR0nbX2zYyaCAAAAAAAHOBcUkPS1yV9x1p7jTHmJEmTkr4k6TFr7R5jzLSkaUlfzLKRcFetbpctg7rk/DP0xAtvZL4sCgizszar+559WQutlkqepxs2naMvb12fdbMAYGwwzuYXrx0wmCL1HaeSGsaYn5H0q5J+S5KstcckHTPGfFrSJ9pPu0fSkyKpgQC1utWOfbNLZybb+Ya+8cxLS5+38w3t2DcrSSQ24ISdtdllMbrQai19PK7/8QBAmhhn84vXDhhM0fqOa6effETSG5L+qzGmboz5U2PMqZLOsta+Kkntf8/MspFw18yBuaWERphGc0EzB+ZSahHQ233PvhzrcQBAPIyz+cVrBwymaH3HqZUaWmzPL0n6HWvts8aYr2txq0lfxpibJd3cfj+5FsJpr8w3Rvq8pBG3WGi1Yj2eNWIWeUTcFlvexlmJmPXl8bUrKmLWLUXrO66t1PiJpJ9Ya59tf/yAFpMcrxljzpak9r+vd3+htfYua+1F1tqLTj/99NQaDLesqVZG+rykEbcoeV6sx7NGzCKPiNtiy9s4KxGzvjy+dkVFzLqlaH3HqaSGtfYfJb1sjFnXfugySX8v6WFJN7Ufu0nSQxk0DzkwtWWdKuVSz+dUyiVNbVnX8zlAWm7YdE6sxwEA8TDO5hevHTCYovUd17afSNLvSLq3ffLJjyT9ey0mX+43xnxW0kuSrs2wfXCYX/yT00+QF36xpqJUpwaAtDHO5hevHTCYovUd55Ia1tqDki4K+NRlabcF+bR1oyFpgVz58tb1Y/ufDAC4gHE2v3jtgMEUqe84tf0EAAAAAAAgKudWaqAYanW7bIsIW0Iwroh1AEgW42yx8foDo5e3fkVSA6mr1a127JtVo7kgSbLzDe3YNytJTncWIC5iHQCSxThbbLz+wOjlsV+x/QSpmzkwt9RJfI3mgmYOzGXUIiAZxDoAJItxtth4/YHRy2O/IqmB1L0y34j1OJBXxDoAJItxtth4/YHRy2O/IqmB1K2pVmI9DuQVsQ4AyWKcLTZef2D08tivSGogdVNb1qlSLi17rFIuaWrLuoxaBCSDWAeAZDHOFhuvPzB6eexXFApF6vwCM3mqqAsMglgHgGQxzhYbrz8wennsVyQ1kImtG43THQMYFWIdAJLFOFtsvP7A6OWtX5HUAAAgorXT+2N/zYt7rkygJQAAAJCoqQEAAAAAAHKKpAYAAAAAAMgltp8gUK1uc1UcBkgbfQQAksU4Wzy85sDoFKk/kdTACrW61Y59s2o0FyRJdr6hHftmJWlsOwIQB30EAJLFOFs8vObA6BStP7H9BCvMHJhb6gC+RnNBMwfmMmoR4Bb6CAAki3G2eHjNgdEpWn9ybqWGMeZFSW9LWpB03Fp7kTHmNEl7Ja2V9KKk66y1b2bVxnH3ynwj1uNA0dBHACBZjLPFw2sOjE7R+pOrKzUusdZusNZe1P54WtJj1tqPSXqs/TESsqZaifU4UDT0EQBIFuNs8fCaA6NTtP7kalKj26cl3dN+/x5JWzNsy9ib2rJOlXJp2WOVcklTW9Zl1CLALfQRAEgW42zx8JoDo1O0/uTc9hNJLUl/bYxpSfq/rbV3STrLWvuqJFlrXzXGnJlpC8ecXzymKNVygbjoIwCQLMbZ4uE1B0anaP3JxaTGZmvtK+3ExaPGmBeifJEx5mZJN7ffT7J9hbB1oxnboHcJcZtfRe0jxGx8a6f3x3r+i3uuTKglxUXc5lNRx1mpuDFb5Nc874oasy4rUn9ybvuJtfaV9r+vS/q2pF+W9Jox5mxJav/7esDX3WWtvchae9Hpp5+eZpOBgRG3yBtiFnlE3CJviFnkDTGLLDm1UsMYc6qkCWvt2+33PynpDyU9LOkmSXva/z6UXSvzpVa3hVl2BIwSfQcAksMYWzy85kB89JtonEpqSDpL0rfbS5ZWSfqmtfY7xpi/k3S/Meazkl6SdG2GbcyNWt1qx77ZpTOK7XxDO/bNShKdAeiBvgMAyWGMLR5ecyA++k10TiU1rLU/knRhwOP/LOmy9FuUbzMH5pY6ga/RXNDMgTk6AtADfQcAksMYWzy85kB89JvonKupgdF5Zb4R63EAi+g7AJAcxtji4TUH4qPfREdSY4ytqVZiPQ5gEX0HAJLDGFs8vOZAfPSb6Ehq5ECtbrV5z+M6b3q/Nu95XLW6jfR1U1vWqVIuLXusUi5pasu6JJoJ5FpnPzv63nGVS96yz9N3AGAw3fOYS84/g/lJwQTNST1Jl5x/RjYNAjIW5fqOa7noSGo4zi8QY+cbaun9AjFREhtbNxrt3rZeplqRJ8lUK9q9bT17sIAu3f1svtGUWtLqyTJ9BwCGEDSPefB5q8983DA/KZCtG40+83GjztsFLUkPPm8j36wDxkXU6zuu5aJzqlBo0QUd2TNsgZitGw2BD4Tw+5wN2JvYPNHS5EmrVP+DT2bQMgAYD7c/cjhwHvPEC2/oqelLM2oVkhR2BOUTL7yhVtdzKXqIIgq7vrv9kcMr+gLXctGQ1HBE2JE93QHvo0AMMJzuPheEfgYAg6vVrd58pxn4OcbX8dTrCEqKHgKLwmL+zXeaqtUtSYwBkNRwRFjGruR5Wmh157XTLxATlnUH8qhWt7r1/kOBfasThZgAIL5eq+B8jK/jqdcK4zXVSmBMZBULzG2RlbC+ICm3K5ey7k/U1HBEWMZuodXKvEDMMHU9ANf48dwvoUEhJgCIr3PO0Avj63jqtRrDpaKHzG2RpV4xn8eVSy70J5IajgjLUvsFYbIsENMr6w7khV9l+vN7D/bcciJRiAkABuGvgus3xlYrZcbXMdXrCEqXih72qmkAJG3rRqNqpRz4uTyuYotzrTjoqZ79sP3EEVNb1q3Y318ueTr63nF9Ye9BralWdOf1GzIZ+MPutnQ+nvWSI6CXnbVZfeOZl/o+r1IukcwAgAFsv/tpPfXDI32fVymXtOvqC1JoEbIQNJ91ZeVj51w1bK0mNQ2Qll1XXxB67Xfe9H5nr6c6+9GHKmV5niLXTupVc2fY35OkRsa6A2PCk44eW3yhmwutxaMlNdoXPa4JTzoRMPpPtM/lSjJAgWHV6jZSQqPkeSQ0cmzt9P6smwAU1s7abKSEhnF0ko7ROnnVxNKc8NSTSiqXJvSFvQe16+HDOnrsuJoLi5PKNOeLUYqD+/Ja0wBuCLron3+nuSJJ4f/rP7c6WdZP3z3uxLVfmO5+5Lc1TPeqk2FP9eyFpEaG4gZGVsdeBSU0Oh9PMkCBYfhLofthhQYADCZK4pgxthiCEgeLN+rC57lpzReD5qph+tWDAcL0urYLSlJ0Hte6ec/jK1Y8ZHE91Wv1fZx+FLRCK8kTkEZeU8MYs94Y84wx5mVjzF3GmNUdn/sfo/55eRYnMHwuFo+Jsj0FSFvUgqDUzwCAwfjjbD+MscUwyLxWSmduG+dneBIFQzGQfn2gV01CF4487lfwM2pbwubWvWruDCuJQqF/LGmXpPWS/l9Jf2uM+Wj7c8EVUQpqkCDNonhMWCEb//GS5wV+PuxxIA1RJ1dPTV/KZBsABhBlnF09SVHQohj04iuNuW2cn9GSKIaPgUTpA2HPSfKCP6p+BT+jtMVUK6Fz6yRPQEpi+8kHrLXfab//fxhjnpf0HWPMb0qhdXkKqdcZxUHSLLTUecZ8UGqiPOEtFfoKuxPe7w45MGqdcQsASFaUCfyVv3h2Ci2BC+LOa6X05rZBBUx7yXpldL8C/BTod1OUPhCWGEijyG6vuKnVbWjb/f7Qrx/1a293HZFRxm4SSQ3PGPMha+1bkmStfcIY8xlJD0o6rd8XG2NKkp5b/FL7a8aY8yT9RftrvyvpN621xxJod+qiDLCeFjNBaRbX6t4P1p2aWD1Z1m1XXbDUFhPSgU0OjyRCfsUpAua78eJzE2wRAIy3KBP4vX/3si768GlccBVAlHltecLTB05ZFVg4MUlBF1OXnH+G7nv25cCbcFkeq9mvAD8F+t01zEV/khf8Uu+4ktRzK6HfH7rb2KsQapjOOiKjlERS4z9L+teSnvEfsNZ+zxhzmaT/LcLX/66k70v6mY7vd6e19i+MMX8i6bNa3OKSe2ED7BMvvJFY5rUzQ1edLKvVkt5qNJcF5YTn9Vxl8eY7zaVlSFs3GqeP70JxTH3roJonoj235Hm6YdM5+vLW9ck2CgDGSK1uV4y1YSek+ZoLLQqHF0QW89og3Xej/TbY+YZKnqeWpKPvHdf+772qhVZr6QaiL+s5bL8C/BTod9ewF/1JXfD7bQqKm10PH9bb7x4PvfarlEu65PwztHnP40t9aKHVWrrh7n/vV+Yby64P0zbypIa19pshj78k6XO9vtYY8/OSrpT0FUm3GGM8SZdK+o32U+7RYr2OsUhqSMkGb7fuDF1nhd3O6rxRto0EZYVZBocsBE2yw3zt+g3EJQAMoFa3+vzegyseP9FaPMLzvePhg3DWS/mRnjTntUGC7kZ3ns7jz3E7570tZbMyOky/gpEuFJREuKz7QJiw+Oh3+uZnPm704PN2qU/5fcjONzT1rUOSp0yOae6W2JGuxpj/SdKUpA93/hxr7aU9vuxrkn5P0gfbH58uad5ae7z98U8kuRclOTFoVeownVlhVzswxps/eYmS0DDVCjEKAAPqVTjxveMnVtzt7pTlUn4Uy6BzXT+h8dR0r8uUdIRt6/L7UXWyvOLoT/9xIMwgNW9WT5b1xAtvhPapZsAyvaxWDSWW1JD0LUl/Iulu+QdU92CM+TVJr1trnzfGfKL9cFCNysD/M40xN0u6uf3+IO3NnbhFgpLI4JIVHk4R43aUok5esl5KOk6IWeQRcTuc7Xc/3XcyHJbQKJc8xt8BELODGWZe6kqR8X7busMWVGddn5+YdUPY9WHcYrnSYkwN0qeyuD5MMqlx3FobZ5vIZklXG2P+raRTtFhT42uSqsaYVe3VGj8v6ZWgL7bW3iXpLkm64oornDh2I8nKxIMUCQrL7A6Duy/DcTFu82JnbTbSBKTkeYFnZWMwxCzyiLgd3Pa7n9ZTPzwy8NfPXHMh4+8A8hSzLp3EMXlSSUePDbYq2dPi75J1vHZv6548qaR3ji3o83sP6tb7D4VuE3+rzzaCpOUpZkfBpbjvbFPQ9eFzPz6i/d97dVlCY3V7ZU+va8O3Gs2BVnhksWpoYtTf0BhzmjHmNEmPGGP+ozHmbP+x9uOBrLU7rLU/b61dK+nfSXrcWrtd0hOSrmk/7SZJD426zUnwg8rON9TS+0FVq9ulz2/e87jOm96vzXseX3o8qn7nCAcZdQaXu9/Iys7a7LI9smEmPOmr1zGhBoBB1Op2qIQG2/7GX9Lz3bjeGTChIS2uNuo1j07T1o1GT01fqu0Xn6ujxxaWVkL1qnvHjcb09Iv7oOen0Q/Crg+/8cxLK5IXP333uK78xbNVKZdCv5+frOn1nCBZrBpKYqXG83q/5o60WFfD15L0kZjf74uS/sIY82VJdUl/NnQLU9Av6TDsUUyDFAkaRQa35Hk60Wo5k5FEMd337MuRnnfHdRQGBYBB+JP2QXHjoxiSnu/G1e9aqtTnhD/XtlVHne/Q39IV5wSaNI/gjRO/zRMtPfHCG9q9bb1uf+TwiqSHH1OdK4eirtjIYtVQEqefnCdJxphTrLXvdn7OGHNKxO/xpKQn2+//SNIvj7aVyfGXIoW96P5xN8MexRS2FKglae30flUrZe26+oJl3y/sa/oN8J06j/DhYhFp6te3ghCjABBf1NVwYZgnFEfS890ooswPSp6nH+7+t0sf+8dTdnNttUOv+blpz+tLnrcskUS/S16cm8tpHsEbd6uIbffT+XeaqvY4frbzQIiwvtPdjrSNfPtJh/8n4mNjo3MpUpg11cpIjmLqtxRovtHU1LcOLVveFPQ1lXJJN2w6J9ayon5LrIBRi9K3um3+aOhuNwBAiGETGiXP01PTl3JhVQC1ug2s6C+Nbr4bpQ1R5gc3bDpn2cdhc2LXVjuUvOC/cMnzln6HziM2mZ+nI6xmRNDjaR7BO8hWEX8LzXyjqXebJ3Tn9Rt6juH9fkZW/SiJmho/Z4z5uKSKMWajMeaX2m+fkDQ56p/nkn4nMfgvclj2Kk5Wa+tGo93b1sv0+JrmidayvYGdX+NpMcO7e9t6fXnreu3etn6pYEwU/ep3AKMU94i2j515qu793K8k2CIAGE/ffHbwhIa08uIR42vmwFzgdg9PGtl8N0ob+s0Pbrz4XH156/plj4XNiV1LxoX1pxs2nTNQfT2MRpwTaNLoB76guJ4sR7/cbzQXtOvhwz3rf3T/jNWT5cVVHsq2HyVRU2OLpN/S4kkld3Q8/rakLyXw85zRK+PWvRSz11FNUflLgdZO7w99TnfmunP5kL9c7wt7D2pNtaLbrrpA0vvVlj/UXoYUVhXXtX2HGE9RTzmRFidS2wMmLwCA/nbWZnViwAJvJc/TDZvOYfwtkLB5YEsa6Xx3kDZ0CovJzjlx2jq3zPjbwIO2bfltv+/Zl7XQai3rZ+eFzP+ZnycvrGZE0OP9jugdhV4nsfS6Tgwy32hqvv17hNX/yLLvhEmipsY9ku4xxnzGWvvgqL+/y8L2MZlqRU9NX7r0cfdRTcMW3exXEyPoeKqwojW7t61f1lYpP/sOMX7iLoO+83oKgwLAIGp1q3sH3HbSPc9BMfSa90qjn+8GqU6Wex5JGbZ9I0vdc/Du7SOSViQ2ghIzYX9/5ufJi/O3T7of9CpEKi3e8BvmMJKk6n+MWhIrNXwfNsbc0vXYW5Ket9YeTPDnZmZqyzpNPXBIzYX3Q6dc8gIzcaPMcPUr8nn7I4dX/KxdDx+OXLQmjQwj0O3yO57UD14/Gvn5N158rvMDLgC4qFa3uvX+QwNNfJkPFFOtbnX0veMrHu+Oh6Tv6Parc7/QamnznscTS6qECbpzLkk79n1PjeaJ0K+LcwHJ/Dw7/f72Qa//qBK/3d/7nWPHA6/pvrD34FDJjE6DrP7ptXokCUkmNS5qvz3S/vhKSX8n6beNMd+y1v5Rgj87O93RM2Q0hQ2KnVtE+nnzneay1Rq1ul1aVtQtKGjTyLQDnTZ95VG99vaxyM8P2i8LAOitVrfa9fDh0DlBFC7WIUCyuu8M+1ZPlnXbVRekmjToF7ue3t+KncaRsn7bOm9y2vmGbrn/YOStXVEvIJmfZ6fX335UR7iGJ8aWf+8wUY43vvgjq/XiPzdGfppJmsfY+pJMapwu6ZestT+VJGPMbZIekPSrkp6XNHZJjZkDc2p2jVh+sc5BXsCggJh64JDU0tLPiToR6WxDrwJCYUHr4t4pjKda3cZKaKyeLJPQAICYwi5M4yh5HnODAgorzjl50qrUEhpRYjdo2X0aS+lvf+TwslXbkmLVqol7cAB9MBthf/tRHOEalhQ4pTwx1JjdaaHV0ndfeku7t63veSTyIKt/0jzG1pfkka7nSuq8MmlK+rC1tiHpvQR/bmZGfWRPUEA0F1orEidx29arPSxZQ9Zuf+Rw5OeWS95SgVsAQHRxT5UKwkknxVOr29CLn7QKVEaJ3WqlHHqnOql21upWm/c83rPGRz9sH8kn/7U/b3r/SPpHWFJgmNgK4icawo5prVbKA63GS/MYW1+SKzW+KekZY8xD7Y+vknSfMeZUSX+f4M/NTFixorCzjPsZ5QvfmfUNK26zerJMtheZ2lmbjTxgB1UJBwBEM+wcg21/xePfPQ6TVoHKqKcNJlnovntrwCXnn6EHn7dDJQqZ1+RT1JVDUeKu81ScuPyDI/odINHtlfnGyLcyZVHENrGkhrX2fzfG/JWkzVpcAfbb1trn2p/entTPzVKcM4ujCAuIuMoTy4uVhhW34Y43srT97qf11A+P9H1eueRp5poL+U8fAIYwzBxj80dPI6FRQL1WSKS5wiDqaYNJFdIM2hoQ56S2biQI8y3KyqEocTfslsCFVkuVckmf+bjRN599KfKWJz/RMMqtTFkUsU1ypYYk1SW94v8cY8y51trBe73j4pxZHKYz8xulCGg/J5U8/VHXBSCFheCanbXZSAmNU08q6Su/TlE6AIgjqOBc0KQzis0fPU33fu5XEmopXNZrhURaBWOjnroiJTffHcXWLR8Jjfzr1S88KXLcjSKuGs0F/eWhV/WhyvLdA54n/ZuPnKbvvvRWKomGLK41E0tqGGN+R9Jtkl6TtKD36/X8YlI/Mw29jqcZdqlNd4ZumGrkvoUTwVVmKSwEl0S5w+F50uE//FQKrQGA8RF0V/nzew9q9WRZn/m40RMvvBFpxYYn6R/2XJlwa+GysG3WplrJtEBor1NXkpjvjmp7uKlWSGg4ZNAjSKOuHOpnVHHVff1YKZeWko5pHrOa9rVmkis1flfSOmvtPyf4M1LV73iaoLse/lFSm/c83jdwwjJ0QdWbo4qzpwrIwuV3PBnpeds3nZtsQwBgDIXNLd58p6kHn7f6pXM/FCmpsf1ixuAiq9WtfvruyhUS5ZKX2raTLE9d6bwYnIhZsyAIBUHdMswRpKPaahGWNBxW56kj43xTO8nTT16W9FaC3z91vY6nkRaDfve29TLtlRmdyQi/c9TqNvT7h00qWlpcdj+IkucN9HVAGi6/40n94PWjfZ/H/m0AGEyvu3+N5kKkrX+MwZg5MBd4+t6pKR3jKmVzooK0uEX2C3sPys431NLgNwz9GbmpVlLbroNo+l3j9dJ5/edp8fX9zMeNZg7M6bzp/dq85/Ge139SeNKw24Q32MV7WicTZSnJlRo/kvSkMWa/Oo5wtdbekeDPTFSUwdTPgAVVXA47n7dWt9r1cPgxlqZa0T++9W7o5z1JkyeVdPTYyuw1x63BRYsZ8e+p0TzR97lfu34D//EDwICGLTpODQ1I4XPgOHXjhpXFiQq1utW9z7w08IppX8nz9NXrKHLuqmETZp0rIKKs+ujeBvLOseOBScNO5QlPp568KrQ8gWl/n6DVHmmdTJSlJFdqvCTpUUknSfpgx1tuhQVE0ONRO4cf+L3qZ0xtWdczK/wPe67U4T/8lG68+NyllRklz6P4EJxUq1vdcv9BEhoAkIKpLetUKQ+22vPGi88loQFJ8ebASQmK5aS3ccwcmBs6oSFJJ1ot5jMOG2V891v14V/7+St/7Hwj0raTmWsvDE0iepKemr5Ut111Qep9xBVJHul6uyQZY0611vZfX7743FMk/Y2kk9se7Wb2AAAgAElEQVRte8Bae5sx5jxJfyHpNEnflfSb1tpjybQ8XNQ9U7W6Dd1vN+F5Om96/1JxltsfOdy30u3WjUa33n8o8Pt1bi/58tb1JDHgtJ212cjHnt148blMAAAgpqBCcLu3rdeuhw/HKkBOEUN0GrZuwCgKFCZxokK/do1q2X4R7pTn2SiPIO11Y7tWt6HXdL34xXhnDsz1XK1U5BMukzz95Fck/ZmkD0g61xhzoaT/xVr7H3t82XuSLrXW/tQYU5b0t8aYv5J0i6Q7rbV/YYz5E0mflfTHSbU9TJRA8bNvYcHqP27nG5r61qG+S418N2w6J/BikO0lyIM4yQxJ+tiZpzKZBoCYwpY97962Xgdv+6Q2feVRvfZ2/3tCE1Ih7uwhumEuloYpwhjUjlFdoPVrV6+blHEU5U55no0yGRC2Tao6We55jdjL0feOq1a3kZIv41wMtJcka2p8TdIWSQ9LkrX2kDHmV3t9gbW2Jemn7Q/L7beWpEsl/Ub78Xsk7VIGSQ2pf6DEOWM4akJD0tIF3n3PvqyFVkslz9MNm87hwg/OGySh8egtn0iuQQAwpnote37ux0ciJTTKE9LMtWz9w0qDXiz1isss46zfNoE4F6DVSlmnnrxKr8w39KFKWZ4nzb/TLNSd8rwbVTIgLPHQainyNWK3+UZzKUG9e9v6Qq7E6CfJpIastS8bs+yP3PeVNMaUJD0v6V9J+r8k/VDSvLXWLwn7E0krXjljzM2Sbm6/P1zDhzDq6rKdZ5ewvWT8uBK3Sbo3RkKDOjDuK0LMYvwUJW7D5iB2vhEpuVyekH7wn64cdbMwgHGK2axOLeknrICunW/EukkpSbuuvqDwF5bjFLPD6Fz1YecbKnmeGs2FgRMaPj/h9tT0pYWPtSCJHulqjPk3klrGmJOMMf+rpO/3+yJr7YK1doOkn5f0y5L+dcDTVqRNrbV3WWsvstZedPrppw/b9oFVJ8sj/X6jKE4Ed7kSt0nZWZuNHMMkNPJh3GMW42nc47ZWt9q85/Gh5gwTWlyhATeMU8y6UGS0W61ul9047OQpPOERhovM8YrZYW3daJYK2w67falT1olAlyW5UuO3JX1di6sqfiLpryX1qqexjLV23hjzpKSLJVWNMavaqzV+XtIro2/uYDoLDH2oUta/vDvao60MhYWQY1FXaZDQAIDB7KzNDn3k5KknlfSVX1/PhRkSccn5ZwSuFDpy9D3V6jaTuOt1qklLi4X4o16MMleHtLLo7NH3jg+9OqMbBWfDJXn6yT9J2t75mDHm81qstRHIGHOGpGY7oVGR9D9L+s+SnpB0jRZPQLlJ0kNJtTuOWt1q6oFDai4sDnpxqopHQWEh5NnldzzZd5LNRBoABrP97qf11A+PDP19qGOEJNTqVrc/crjnUZWN5omBC4YOq98d74VWS5VyadlF6YSk7sPomatDCi46O2rEWm9Jbj8Jckufz58t6QljzPck/Z2kR621fynpi5JuMcb8f5JO1+KpKpm7/ZHDSwmNUfAkrZ4sy9Ni1nf3Ni72kE+X3/GkfvB675OcPUmH//BTxDgAxBQloeHPJXq58eJzSWhg5Pybfr0SGr5Gc0G33n9I503v1+Y9j6tWtym0sP8db38ebqqVpb50x/Ub9LXrNyx7jLk6pHgHRXTypKWY6oVY6y/RQqEBwravSZKstd+TtDHg8R9psb6GU6IM1kHKE57kaVlCpFIuEawYC7W67ZvQkFhCBwCDirJCw6+KH3R8fLnkaeaaC5lzIBEzB+Zi3fTzt3kMc9RrXEEnVPj8O+Jhp2HQb9Bt0FoXa6qVpTir1W3oeM0JJ/2lvVJjbOpexs0kl7zFfI6pVjRz7YWaueZCMr0YKztrs/rojv+uz+892Pe5LKEDgGS9Mt/Qcz8+oplrL1S18n4R89WTZRIaSNQwxQw7j1RNmhdwWcKcHIMY9KCIS84/Y+n9rRuNPnDKyvUGzYVWan0iz0a+UsMY87aCkxeepLG4Nevvm4rD35vXmWljwMS42FmbjXRcoLQ4ob7tKo4+A4BBRL2p0pKWxuWDt30ywRYBy62pVoaqKZD0CQ/dNfF85QnuiCO+Wt3qp+8eH+hrH3ze6qIPn7YUc/MhuwA49aS/kSc1rLUfHPX3dEmtbnXr/YcGOp7Hzz4zWGLcRD3lhIJ0ADAYv7J+3IvF+559mdOlkLju0wB7WT1Z1vw7TU2EnDCS9PbUsO0xzRMt5umIbebA3IotI1F1XxuGJQTZst1f2jU1cs1foTHMecNk2jBudtZmI+8rI6EBAPF1V9aPY5g5CxBFd3z2Ow2w/gefDPw6afTbU7uP2Zzasq7nXJx5OqIaNNHcrTPmgmq9sGU7GpIaMfz+twebUHQi04ZxEmfbCee4A8Bghpl/+DW9gKTc/sjhyPHZORfw7053Jx1GtVIi6JjNHftmVZ0shxb7Z56ObkGJMUmxEs1+3PdbhZF0nxhnJDUi2lmb1dFjwyU0yLRhnNTqNnJCg9gHgMEMO/+4YdM5I2wNsFytbiOfBhg0Fwg7YWQUgo7ZbDQXdPKqCZVLXmhNDcAXlhg7edVErERzWCIk7T4xzkhq9DHI0iJPi1m3S84/Q0+88AaZNoydKCs0/HuDxD4Qz9rp/bG/5sU9VybQEmQtzmq4IDdefC71NJCoOKcynLwq3UMXw7aSvNVo6s7rN+j2Rw4vJWSqlbJ2XU0RcywXlhiLk9BYPVleFleswkgGSY0eBtnDaqoVPTV9aYKtArK1/e6n9dQPj/R93p3Xb2CgBoABRRlrv3b9htAbL6ZaIaGBxMW56TffaC6dHpjG/KBX0UXuhiOKYWusVMol3XbVBUsfE3fJSTdlmjNB2blePIllaxhrO2uzkRIak+UJBm0AGFCUsdbT4gR5ass6VcqlZZ9jyx9GpVa32rzncZ03vV+b9zy+7EjhqMcLd/JPe0gDfQPDqk72Psmnl5Lnafe29cyHU8JKjR7iVrNtKZ3MM5CFqMugSxOe/tO2X0yhRQAwfqKOtdsvPlcSheWQnLB6Ar5b7z800PdN64QR+gaGUatbvdXnJB+fJy07CbBSLpHQSBlJjR66A7QfTnfAuIpaFHT1ZFm3XcWeVAAYRNSxtrtWBkuakYSwegK//+1ZvXNsIdYcuVOaJ4zQNzCo2x85rBMRgty0k2Ukz7JFUiNArW71ew8cijVYs5wN42rTVx7Va28f6/s8CtIBwHA+v/dg3+cw1iItYSsqhjmNh/kyXBb3gAhPiyuYZg7MkcjIGEmNLrW61a3fOqSFPqm58oSnD5yySvPvNMnIYWz94m3f0b+813/ysvmjpzHJBoAB1eo2UkKDsRZpCiu0GVfJ83Si1WK+DKcNckCEf7XYuTWL+M4GSY0uMwfm+iY0JGnm2gsJWoy1y+94MlJCg7uGADC4Wt3qlvtZoQH3TG1ZF/siL8iJVkv/wLHTcFitbnXr/Ye00Iq2Tr9aKWu+q96GXwSX68NskNToEiUjXa2UCViMte13P60fvH400nOZZAPA4L744Pci7dtmrEXa/LlulFVEvaRZQwOIy1+hETWhIWlFQsOXVhFcrORUUsMYc46kP5f0c5JOSLrLWvt1Y8xpkvZKWivpRUnXWWvfTKINJc/rG9S7rr6g5+eBvItybKu0eOcQADC4946f6PscxlpkZetGE6vGQDdqaMB1QQVx+wm7XiSBlx2nkhqSjku61Vr7XWPMByU9b4x5VNJvSXrMWrvHGDMtaVrSF0f9w2t12zehUZ5grxTGW9Rz51kKDQCD8YvRRbmrd0rJY6xFJuIWTexmqKGBjHWOtWE1XQZZXbHQaqlSLi1LhpDAy5ZTSQ1r7auSXm2//7Yx5vuSjKRPS/pE+2n3SHpSI05q1OpWUw/0P2975toNo/yxgFN21mZ1b5/jBH/m5JK+d/unUmoRAIwXf77RXOi/1PmsD56kZ3//8hRaBSwXJ067Vcol7d62nmQGMtVd+NMv5vncj4/oiRfeWEp0VCfLevOd4O0kYTjG1T1OJTU6GWPWStoo6VlJZ7UTHrLWvmqMOXPUP+/2Rw73Hbg3f/Q0ghVjqVa32vXw4dA9gr6PnXmqHr3lE+k0CgDG0O9/ezbSheLmj56mez/3Kym0CFgpyry40+rJMicCwilB20oazQV9o+PmnZ1vaMKTyiVvWbxPeAqtdeSvyNi60RDnDnEyqWGM+YCkByV93lr7L8b0DxhjzM2Sbm6/H/tn9srQTXjSb2xiqT1Gb9i4HQV/dUa/qQsTbEhuxCwQlwtx6yePjx6Ldkw2422xZR2zUe9cn1Ty9EfXcCIgso/ZblG3lZxoLV4Qm2pl2aoLSUvbr/waGmypcpdzSQ1jTFmLCY17rbX72g+/Zow5u71K42xJr3d/nbX2Lkl3SdIVV1wRf61cDz/azTFUSEaScRvFztrssox1GFOtMMGGpOxjFhhE1nEbdSn/ixx7ibasYzaqMz54Chd4kORezK6pViLXgzm20NLR944ve4yVGPkykXUDOhljPEl/Jun71to7Oj71sKSb2u/fJOmhNNsVtXAikCe1uu1bP0OSPInCRwAwhChL+auVckqtAfqLGo8cYQlXTW1Zp0q5FPn5842mWnq/9gbXf/ni2kqNzZJ+U9KsMcY/FPtLkvZIut8Y81lJL0m6Ns1GzRyYI1OHsXP7I4f7bjnxJG2/+FziHwAGVKvbSEv5OS4eWes8KeJDEZMaHGEJV/lzVz+m4xQEbTQXuP7LGaeSGtbav9XidVSQy5L6uf0ycWShMW6iTLJXT5Z121UXMKADwID86vu9kDyGC7pPiuhXOFziCEu4z99CEmUs7sb1X744ldTIysyBuZ6fJwuNcdMv5m+8mMK4ADCsoOr7nTxPuvO6DSQ0kLl+sdqNgonIk7jxLXH9lzckNaSeRWTIQmPc1Oq2Z8yT0ACA4fjL+HuNteUJTzPXcmoE3BD1rjRxC9d1bqPyTzLpFd+rJ8v66bvH1ew4w5Xrv/xxqlBoFmp1G7rfpeR52r1tPQM3xka/5XfVSpmEBgAMwR9neyU0Sh4XhnBLdTK4hsZkeUKmWpGnxdUZxC1c1jn+dhb9DItvU62o/gef1My1Fy6Lc67/8qfwKzVmDswFFkv0JH31OgZujJdey+8q5RKF6uCMtdP7s24CMJB+y5wr5RITZjinFVI5/KRVJT01fWm6jQEGFDT+NpoLOnnVhCrl0rLPda7G4PjW/Ct8UiPsTkpLIrgxNqIshWaSDQDD6be9jzoEcEX3Ev2wwqBvRSgYCmSpM5bDTvV7q9HUnddvWLEthbF4fBQ6qeFvPQnqAIbiMBgT3RXNg5hqhYEdAIbQb3ufqVa44w0ndM8L7HwjdD5MsUS4LMocV1qMY1ZjjLdC19TotfWE4jAYF1GWQhPvADCcftv7GGfhiqBYbUkraswRt3BdlFNNiONiKPRKDbaeYJxF2XLCUmgAGA7b+5AX/WK1pcV5Acvz4ZKg00z8uOx1qoknEccFUtikBltPMM6ibjlhKTQADI7tfcgL5gXIo6CtUv42v60bjdZUK4FJOmK5eAq7/YStJxhnbDkBgOQx1iIviFXkUdhpJjMH5iQtXrNVyqVlnyeWi6mwKzXCliux9QTjoNdyPLacAMBoMNYiL4hV5FFY3PqP+zHLqSYobFKj13IlIO9YjgcAyWOsRV4Qq8ijsLjtPJWHU00gFXj7CcuVMM6IbwBIHmMt8oJYRR4Rt4iqsCs1WK6EcUZ8A0DyGGuRF8Qq8oi4RVSFTWpILFfCeCO+ASB5jLXIC2IVeUTcIgqnkhrGmP8i6dckvW6t/YX2Y6dJ2itpraQXJV1nrX0zqzYCAAAAAAA3uFZT479J+lTXY9OSHrPWfkzSY+2PAQAAAABAwTmV1LDW/o2kI10Pf1rSPe3375G0NdVGAQAAAAAAJzm1/STEWdbaVyXJWvuqMebMrBsEAEARrZ3eH+v5L+65MqGWAAAALMpDUiMSY8zNkm5uv59xa4BoiFvkDTGLPCJukTfELPKGmEWW8pDUeM0Yc3Z7lcbZkl4PepK19i5Jd0nSFVdc0er1DWt1y9FAcELUuCVm4Yo4Yy3gCsZa5A3zWuQNMYss5SGp8bCkmyTtaf/70DDfrFa32rFvVo3mgiTJzje0Y9+sJNGZ4CRiFgCSx1iLPCJukTfELJLgVKFQY8x9kp6WtM4Y8xNjzGe1mMy43BjzA0mXtz8e2MyBuaVO5Gs0FzRzYG6YbwskhpgFgOQx1iKPiFvkDTGLJDi1UsNae0PIpy4b1c94Zb4R63Ega8Qs8i5ucUnEN8jfmCKeyzHWIo+IW+QNMYskOLVSIw1rqpVYjwNZI2YBIHmMtcgj4hZ5Q8wiCYVLakxtWadKubTssUq5pKkt6zJqEdAbMQsAyWOsRR4Rt8gbYhZJcGr7SRr8AjRU3EVeELMAkDzGWuQRcYu8IWaRhMIlNaTFzkTHQZ4QswCQPMZa5BFxi7whZjFqhUxqAABQdBRwBQAA46BwNTUAAAAAAMB4IKkBAAAAAAByiaQGAAAAAADIJZIaAAAAAAAgl7xWq5V1G0bOGPOGpB9HeOrPSvqnhJszCFfbJRWvbf9krf3UiL9noBhxmxWXX/s4xuH36Pc7pBK3jsZsXl/fore7aGNtnl5v2hqsKDHr6utPu+Lx25Xn+YHrf1vXjEu7IsXsWCY1ojLGPGetvSjrdnRztV0SbSuycfn7jsPvMQ6/Q1Ly+reh3cWSp78bbS02V/+mtCseV9sVh6u/A+2KJ6l2sf0EAAAAAADkEkkNAAAAAACQS0VPatyVdQNCuNouibYV2bj8fcfh9xiH3yEpef3b0O5iydPfjbYWm6t/U9oVj6vtisPV34F2xZNIuwpdUwMAAAAAAORX0VdqAAAAAACAnCKpAQAAAAAAcomkBgAAAAAAyCWSGgAAAAAAIJdIagAAAAAAgFwiqQEAAAAAAHKJpAYAAAAAAMglkhoAAAAAACCXSGoAAAAAAIBcIqkBAAAAAAByiaQGAAAAAADIJZIaAAAAAAAgl0hqAAAAAACAXCKpAQAAAAAAcomkBgAAAAAAyKWxTGps3769JYk33kbxlhrilrcRvqWCmOVthG+pIW55G9FbaohZ3kb4lgpilrcRvkWyKuoT02CMWSdpb8dDH5H0B5L+vP34WkkvSrrOWvtm2Pc5cuRIco0EEkLcIm+IWeQRcYu8IWaRN8Qs0ubUSg1r7Zy1doO1doOkj0t6R9K3JU1Lesxa+zFJj7U/BgAAAAAABeZUUqPLZZJ+aK39saRPS7qn/fg9krZm1ioAAAAAAOAEl5Ma/07Sfe33z7LWvipJ7X/PzKxVAAAAAADACU7V1PAZY06SdLWkHTG+5mZJN7ffT6hlwGgRt8gbYhZ5RNwib4hZ5A0xiyw5mdSQdIWk71prX2t//Jox5mxr7avGmLMlvd79BdbauyTdJUlXXHFF5EqpKJ5a3WrmwJxemW9oTbWiqS3rtHVjNoMvcYsoiFnkjUsxKxG3yB9iNh7XxpwiImaLyZW+52pS4wa9v/VEkh6WdJOkPe1/H8qiUci/Wt1qx75ZNZoLkiQ739COfbOSxH9+cBIxi7whZvNv7fT+2F/z4p4rE2gJ0B9jDpANl/qeczU1jDGTki6XtK/j4T2SLjfG/KD9uT1ZtA35N3Ngbqnj+RrNBc0cmMuoRUBvxCzyhpgFkCbGHCAbLvU951ZqWGvfkXR612P/rMXTUIChvDLfiPU4kDViFnlDzAJIE2MOkA2X+p5zKzWAJK2pVmI9DmSNmEXeELMA0sSYA2TDpb5HUgOFMrVlnSrl0rLHKuWSprasy6hFQG/ELPKGmAWQJsYcIBsu9T3ntp8ASfKL1rhQpReIgphF3hCzANLEmANkw6W+R1IDhbN1o+E/OuQKMYu8IWYBpIkxB8iGK32P7ScAAAAAACCXWKmBsVOr22XLoC45/ww98cIbmS+LAsLsrM3qvmdf1kKrpZLn6YZN5+jLW9dn3SwgFDELIC2MN8BgitR3SGpgrNTqVjv2zS6dmWznG/rGMy8tfd7ON7Rj36wkkdiAE3bWZpfF6EKrtfTxuP7Hg3wjZgGkhfEGGEzR+g7bTzBWZg7MLSU0wjSaC5o5MJdSi4De7nv25ViPA1kjZgGkhfEGGEzR+g5JDYyVV+YbI30ekLSFVivW40DWiFkAaWG8AQZTtL5DUgNjZU21MtLnAUkreV6sx4GsEbMA0sJ4AwymaH2HpAbGytSWdaqUSz2fUymXNLVlXUotAnq7YdM5sR4HskbMAkgL4w0wmKL1HQqFYqz4xT85/QR54RdrKkp1auQfMQsgLYw3wGCK1ndIamDsbN1oSFogV768df3Y/ieD8UTMAkgL4w0wmCL1HbafAAAAAACAXHJupYYxpirpTyX9gqSWpP8gaU7SXklrJb0o6Tpr7ZsZNREAAAAAADjAuaSGpK9L+o619hpjzEmSJiV9SdJj1to9xphpSdOSvphlIzGcWt0uq3tBnQuMK2IdeUPMAsgTxixg9PLWr5xKahhjfkbSr0r6LUmy1h6TdMwY82lJn2g/7R5JT4qkRm7V6lY79s2q0VyQJNn5hnbsm5UkpzsLEBexjrwhZgHkCWMWMHp57FdOJTUkfUTSG5L+qzHmQknPS/pdSWdZa1+VJGvtq8aYM7u/0Bhzs6Sb2++n12LENnNgbqmT+BrNBc0cmHO2oySFuB1v4xjrxOx4G8eYlYhb5A8xG824jll5RMyOjzz2K9cKha6S9EuS/thau1HSUS1uNenLWnuXtfYia+1Fp59+epJtxJBemW/EenycEbfjbRxjnZgdb+MYsxJxi/whZqMZ1zErj4jZ8ZHHfuVaUuMnkn5irX22/fEDWkxyvGaMOVuS2v++nlH7MAJrqpVYjwN5Rawjb4hZAHnCmAWMXh77lVNJDWvtP0p62Rizrv3QZZL+XtLDkm5qP3aTpIcyaB5GZGrLOlXKpWWPVcolTW1ZF/IVQD4R68gbYhZAnjBmAaOXx37lWk0NSfodSfe2Tz75kaR/r8Xky/3GmM9KeknStRm2D0Py92LlqaIuMAhiHXlDzALIE8YsYPTy2K+cS2pYaw9KuijgU5el3RYkZ+tG43THAEaFWEfeELMA8oQxCxi9vPUrp7afAAAAAAAAREVSAwAAAAAA5BJJDQAAAAAAkEvO1dSAG2p1m6viMEDa6CPIG2IWgOsYp4DRKVJ/IqmBFWp1qx37ZtVoLkiS7HxDO/bNStLYdgQgDvoI8oaYBeA6xilgdIrWn9h+ghVmDswtdQBfo7mgmQNzGbUIcAt9BHlDzAJwHeMUMDpF608kNbDCK/ONWI8DRUMfQd4QswBcxzgFjE7R+hNJDaywplqJ9ThQNPQR5A0xC8B1jFPA6BStP5HUwApTW9apUi4te6xSLmlqy7qMWgS4hT6CvCFmAbiOcQoYnaL1JwqFYgW/eExRquUCcdFHkDfELADXMU4Bo1O0/kRSA4G2bjRjG/TAKNBHkDfELADXMU4Bo1Ok/kRSY8wV6XxiYJToO8gbYhaAyxijgPjoN9GQ1BhjRTufGBgV+g7yhpgF4DLGKCA++k10zhUKNca8aIyZNcYcNMY8137sNGPMo8aYH7T/XZ11O/OgaOcTA6NC30HeELMAXMYYBcRHv4nOuaRG2yXW2g3W2ovaH09Lesxa+zFJj7U/Rh9FO58YGBX6DvKGmAXgMsYoID76TXSuJjW6fVrSPe3375G0NcO25EbRzicGRoW+g7whZgG4jDEKiI9+E52LSY2WpL82xjxvjLm5/dhZ1tpXJan975mZtS5HinY+MTAq9B3kDTELwGWMUUB89JvoXCwUutla+4ox5kxJjxpjXojyRe0EyM3t95NsX+oGrXpbtPOJ82ic4zZvuvvZZz5u9MQLb9B3uhCzbgj6f2H3tvWM9yGIW+TNuMWsPxbd/shhvflOU5J08ioX761iUOMWs0mLcn3HtVx0XqvVyroNoYwxuyT9VNLnJH3CWvuqMeZsSU9aa0NTVFdccUXrr/7qr1Jq5egEBbekZVVvpcUM3e5t6wnodHhp/aC8xm2e+X3OzjfkaXGZmC/n/SyVuCVm01erW+16+LDmG81lj+c8XiXGWqesnd4f+2te3HNlAi1xGjEbIuxirfskB2ksxq68YX7ggKC+4EnafvG5+vLW9dk1zE2RYtaplRrGmFMlTVhr326//0lJfyjpYUk3SdrT/veh7FqZjLAje04pT4RWveU/AGBw3X2uO71LP4NrgiZBPuI1n+ImDwZJHAySoAAG1esIyl4nOTB2oUiC+kJL0r3PvKSLPnwa/WEArq37OkvS3xpjDkn6H5L2W2u/o8VkxuXGmB9Iurz98VgJG+j9JXrdqHoLDCeoz3Wjn8El/WKWeAWQtV6JC05yABaFxXxL4rjWATm1UsNa+yNJFwY8/s+SLku/RemJO6BT9RYYTpQ+Rz+DS/rFLPEKIGu9EhdrqhXZgM8zdqFowvqCRJJvUE4lNYosLLirlbLeO35ixf7DpKvedu+HvOT8MyiaiNzoV3ypVrea8Dwt9KgpRHVppKlXzPqf61UBi3gF4IJeiYupLesCa2pkNXYNWog/DS63DcOb2rJOX9h7MPD/9SSTfEnGVdYxS1LDEUEDfbm0WBel0VxQqX0BZlIIkqD9kN945qWlz9v5hqYeOCRJDLBwSlARRX8/77eee0nP/OjNnokMv1hoGv0M8NXqVlMPHFJzYTE2/TH2uR8f0be/a3X0WO9tUqsny7rtqguIVwCZ65W42LrR6LkfH9F9z76shVZLJc/TZz5uMhm7gua6X9h7UM/9+EjmhRp71SXpTnaT9Mgnvy/c+8xLyxIb5ZKno+8d13nT+xNJOvSKq2FiKkrMdj43idglqZGxzhf2Q5WyJjwtTWCbC62li7OFVmvZfwpJilJroLnQ0u2PHGZwhUmt+6YAACAASURBVDP6FVF86odHen59yfP01esuJG6RutsfObyU0PA1F1rLkslBSL4BcNHJq94vcn/qSSWVSxP6wt6D2vXwYR09dnzp5sJCq6UHn7eZFEZ0uVBjv4KqcS4g8f+zd/9BcpT3ueifnlELzQpbI2Gw0RsEhPIViSKjjXUCjm6lQLnXCkdG2QiDCsspn7q+Jqmcc3IEnE0WR4kkHxLtycYGV+69OReXUyEXhSw/5LEIyZFdFr6uKBYVyOx6j2JUuTYg/EIZYjQy1g5oNNv3j5ke9fT02/32TPf0j3k+VVusZmdnetmn33377ff9vsPnvrYzDKC22Oi5PnpgYiM2X72m89zymImfvHOhc+0X9e/VL1cA+sqUcxdBN68iwHFmdyiDGkKINVJK/yuKEeT+xbq36HMbRoXoSlUq13i52UVM2bhSkvwa1DCWLIt5paGys6sqCO3HAHB8amv0B0VE1CevmwutG3Xqfu4wdz9xXmyq5mzahRqT7A8EFVTlLjLp5Xdt53V9NDF+cabSluljPf2BKH+vfrkKkylnv9ue4az7nnFmN/LdT4QQW4QQ3xVCnBRC3CiE+DqA54UQrwohPhL1+2WZzowItziLx9gnYlhBI39EcbEzO+iABsBCZTRcg2aXeSWitOmnXwsMpzCis831uwgDEEmfYhCq9t1+XHV8SR83BZ8DftdHce8O5Jcrv0xVqrLzb3ffJehccr9nnD9jHFu6PgjgTgD/O4BnAByQUv40gF8F8CcxvF9m9fMLjLMjG/aPkdH+LxtXSkKlKnHf4/N9daDcWGSRhmnQ7BoA80pEqdPvhckwBmnD9HENoOtCbtgmt61HySx2PWag1a/eMn0MBcP7+4qG4gs0NDrngOo5QYNZg7rl+svhTojd//XLzv2HFzrnQ5jzyKtvHefPGMeghimlXJBSfhvAm1LKvwcAKeU/AeCtJYewv8C4L7zCDkLYo3OqE4GNK8WlUpWYfGLet+inLlEu4eDOjZyySUMRRXZ337SOeSWi1OnnwmRYNxXCDLjYS1CSMjEucHDnRgjH/0/7L4as1bGk+PMRRZ+IBqNzDqie4zWYFdX5sbey0FOU1AA6hXr9suOcXaJ7Hqn61nH+jHEMajhf837X15bH8H6Z5fWLdbOHBYZx4RV2EMJubFUnAhtXisv+IyfRUP1VD2HLdWtwfGorLxBpaAbNbsksJF6Zn4jIi06/1iwYWD1mwsBwbyqEHXAZxpIYPxPjAsentqJcMrW/R3BZYuKCzgG/C3jnYFaU50elKnsGNIDWQNmzL74JIDg79vkQdB6VzCIe2rVJ2beO62cE4ikU+vtCiDEp5aKUsmI/KIS4DsBfxvB+mWX/Ap27htxy/eV49sU3E9lFJMwghPOkFIq1WGxcKS5+RXVLZhEHd24MLB76wStW4tBnWOaHhisouyvMgrJwqFkwcHDnh+I6NCKigaStX+vktdWsWTBwwbLg1f1NS92ioE0EbFxGmw7uc8Bv9xPV90d9fswcPaWsfWEPVnidH072+eD1PLtYqO6ObHH8jEAMgxpSyiOKx78H4I+jfr+si+sXq+Ks/FweM2FZwNl6o3PS6Y5rGI7Tw29PcqKoOLPrp95oYs/sHIpGa79v91aZq8dM7LttA2dn0NCEye57VxRRMos9HQvmloiyYNj9Wi/ONtc5sNJ1IWb3ERpWzw4OWenD2jcVi4bRtUQg6f//oy4N54CTX9+jPGZi04GvBd5wueX6y7Fl+lhnxxPb6jET2z90ZWfgMskMxralqxDifwIwCeBq5/tIKbkHXULc2ww57wbqjgTbFhtLmHxyHoD3yHxSI/GUT17bxAVpWkCzaWH1mKk9Qk4UtbDZ/eHb5/H+9yzHmpXL2Z4SEYXkbnNlrY5HT5zueZ5ltfqyQGtAI+zd5mFZPWZ6zt5bPWb23FT02jKUyG93k7OLDSy5HisYwKrSxb7zLddfjqdekJ2cOQcAf/LOBcz+46udG4hJZjC2QQ0ATwD4bwC+BHuDaoqUeyTaHlVWDS70u9WWSqNpdfYVTtuoJOXH3sqCZ4dE19jyZaj+wUcjPCIiPf1m94dvn8fL09tjOCIionzrt69rD2gcnxrOvVe7D2/PtGhalueAyr7bNmDyyfmuWadm0cC+2zZ4/qz2jA32yUeL85rQveTlmstKeM21lbEBYIVZQL3hHtIAlqzuvvOW6WPKc8qrRlhSGYxzUOOClPLPYnz91PMadIjqF+w1Ej355DxgXQyYrNVxz+wcnn/lLTwwsbGvokeqehm2pAspUX61Mv4dzwY3DGaUhsnZUSUiGgVx9nfDGqTtHUa7XalK7D9ysmuGtF3Tzusut99s6Htm5zzfg/2e4UhL7t3XhM5syVq9J9cGWruoHfK56eLMUD95SqIPFPmghhBiTfvTp4UQvwXgKwDetb8upXwr6vdMI69BB2dDNeiJ4DU6664dALRGng+dOI3NV69BWTGFTaVoGDg+tbWzhspLWgopUb5UqhL3zM4pCxvZSopRZidmlIZFN7dERHkRd393mAy0fp4ojs/r537+lbcCZ+953eVWzYZWLStgvyd+Qbn3en5U54H7tRbPXwg1O8ne9cRvWYozQ37PUwm7o2YU4tjS9QUAzwP4FFo1Nf6h/Zj9uC8hRFEIURVC/E3739cKIZ4TQvyLEGJWCJGJbWH9poTZJ4JsTwWyT4RKVWq/fj/7bYfdYdUeOZ7cth5moTecZtHIRCElyp7feXI+8MLQLBiBAxoFA8woDY1ObnV88IqVEbwKEVH84u7vDpPdXx6U1889+cS89nJE3T6+1/ahWSlymnV+uXeL8jzweq0wN6xtr9Xq2td3Ols1u4XZUTMqkQ9qSCmvlVL+NICfaX/e+QDwsxov8Z8AfNfx7/8K4EEp5QcBnAHw6aiPOUqVqvSd2WBXhtU9EVTvUQg5AvZarY6zIYuB2luyTowLzNxxQ9de2avHTMx8/IbUjrZTtp33mHXkptNgfuHOTcwoDY1OboN88IqV+Pq9Nw9+MEREQxBnf7cfQXeIg74exdINz9nUHrUHVHRnWkyMCxzcuRGiXIKBVr/94M6N7PcMgSonXo/3ex7Y15TXTj2DLdPHOjM0oqiPuLZc0r6+c+ZMV5jnRiXOmhr/AODnNR7rEEL8FIDtAP4QwL1CCAPAVgCfaD/lEQD7AaSyVodOlfu15VKoE8F+XWfxl3PnL4QeAbMbSN3pQ+6RXhYCpWHZW1nQel5Q/2Dl8iIzS0Oz+0vfHvg1Vi4vckCDiDKjUpU926Ha+unvDnIcQbWMPnnTOjwwsbHzb9UNyEGWbkRRUynsTAv2z5OhWtJfHjN7HuvnPPBa3rJHUUOlH7JWx5bpY5jcth5z+4KL6Ttz5nfzHkhutlAcNTU+AEAAKAkhxoHOdrbvBTAW8O0PAfgdAO9p//syADUp5YX2v3/Qfu1UCho9s3/JqgbPqyH1K/6iy8DFKfjuQRf7j1HZVSk3zWseKb8qVTnQTic2A8Af/trGwOcRRWH3l76N498brFwUM0tEWVKpStz3uPeSO7vfGaa/O8hx+N1QLBjAJ27sHtBA+/jc3xfmYsxd18C97WU/0radLKmp7i3bjzvzUWjvbuPmdx70MyPD3kVnzCx0tiv2o6oDElT/w+vcScOWyHHM1NgG4N8B+CkAX3A8/jaAz6q+SQjxMQBvSClfEELc3H7Ya46YZ4yEEHcDuLv9eeiDjoLfqJX7l6zbkEYxzWj3Teu6wpWVgk2jIA25TYtBt261lcwCDu78EHMdE2a2WxQDGuWSif07NjCzMWJuKWvSnFl7IEE1a9gCQvd3+xXUT15VMnsGNAD/XUWCeN1F77f/UiwY+Pwd+VjOnebMRk21pP9svdGTD6/zRHUeDDLbp2lZKJlF/NHOjXji+dNafRNnYdpKVeLA0ye7ZqCE3ZEnSZEPakgpHwHwiBDidinlUyG+dQuAHUKIfwtgBVozOx4CUBZCLGvP1vgpAK8p3vdhAA8DwK233ppI8fmiYiTO3kXEFiYMUUzRczbmnKaWLmnIbRpENaDx0C7W0IgbM3vR3srCQAMa5ZKpNe2TBsfcUtakNbP2DA2/ZdDOmmxAvBc/QRd/fkUU++0TR1XXAEBuBjSA9GY2DqodQSxAeX4UDQNLlqU8D3TKGASxBymOT23F3soCHnvu1cCSBa/V6r7vHWZHniTFWVPjaiHEva7HzgJ4QUrZsyhISnk/gPsBoD1T4z9LKXcLIZ4A8HEAf43WjipfjfGYB6IKjdfjumHoZxsdoqx57LlXB36NcslMXQNL+TZobvfv2BDRkRARxS9ohgYw/JpsqhuKcYqqJohoF2uk7PFagmFT5XHJsvDS9Hbla0Y1WGbn84GJjXhgYmNgDYy15VLge0ddBycOcWzpatsM4DfRqoEh0JqOdDOALwkhfifE6/wuWkVD/z+0amx8OeLjjIxfRWW7am1Y/Wyjo8Oroi5REnZ/6dsDd0gKBi8QabgGze2W69awM0tEmRJ04VM0jKHvvhHUDo+ZhUj6u85+c9gdCL1w69Vs62dHkKBaMlHdxHa/j9+1pJ3DoEGLfurgDPtaM86ZGpcB+Hkp5U8AQAixD8CTAH4JwAsA/lj1jVLKbwL4Zvvz7wP4hRiPMzJ+DauqGIuOFWYhsmlugPdawH6PjWgQURVY5NatNEyD5nbLdWtw6DMfifCIiIji53fhUzKLQx3QsGsP+CkYQKNpdS4W++3v6tRICIMFQfPBnoV07dQz3gUfHYIGsfx2EnIqtJ+kKgPq9T7OZWDOgZOiYeD2D7d+Br86Hv0MwCVxrRnnoMY6AOcd/24AuFpKWRdCvBvj+yZGBCwV8VqTBKiLwnzwipX4wZl3tAY0igbQ9DgTtly3pucxv/2S2cDSMOytLODQidOBjXcQs2j07KdNFJdBBzMMtAo3exWtIyJKO9WS6GHP0NCpPVAutbbWdO8a2E9/98DTJyO5uTjsgR8ajqBSAc7BA5tzh5HymIlavRHYJzYLBlZesky5E6bfYJlX4d6mZeGpFyQ2X71GuZym30LmSVxrxrn85K8AnBBC7GvP0jgO4DEhxEoA/xzj+yZGZ6mIe5Tbbpi9ToZ/eeOcViP68vR2fO/g9p4BDNXdwGHtG07kxS4KOsiAhoFW480BDRqWQQc0RLmEB3dt4oAGEWWWVz+3ZBbx+TuH+7fYbxmMKJfw0K5NmNv3UeUOFWH6u5Wq9C02GgYHNPIp6PrPHjywl184r/0stIrZ6kz+mbnjBmWmDQDHp7b65itooMFeTmP3se3zqJ/MJnGtGdtMDSnlfxFC/B1au5oYAH5TSvl8+8u743rfJKmm9zi51yQNWhTGWcdDdzqzakQxyn3DiVQGLa4oyqWu3YSIhmHQAQ1mloiyLi1bOaoujOwLO1sU/d2gJS66WBQ0v9znRcGjeK1z8KCfaz87P6prTJ1MBw00RFnUN4lrzThnagBAFcATAA4DeEMIsS7m94tdUNGTiXGB41Nb8dCuTT2jdmbRwLl3L3R976BFYe668arQ36MaaWfBIoqLfd5cM/WM1lrUoqIGlwEwpzRUlarEz/z+3/X9/cwsEeWFc8p8UgMagPrCSKdAoru/69evj6Kf7vWelE6DFLa0r/9emt6OJUU/1946tZ9M2fkZ5BpO97yJQhLXmrHN1BBC/EcA+wD8EEAT6NQ/+VBc7xm3MEVP3KN25TETP3nnQmcdlKzVce/jPTvbaisaBu668aq+pjKnZaSdRkOlKjH5xDwaS/oLTgoFAwULXd9j1yNgTmlYKlWJPbN67bQBYFnBYGaJKJfSVGTea/1/UIFEr/6u388EoOvzIOWSiZWXLMNrtTpWlUwYBlBbbLCPnRFR5ls1S6E8ZobKlJM9Y2iQazjd8yYKSVxrxlko9D8BWC+l/FGM7zFUYYueOKfxbJk+1rMmT+ca772XFPGe0vLIAxH3vuFEts8e/k6oAQ2gVa185fIirhiLPvtEuj57+Dvaz7UALF9WYGaJKJfSUmTeni1SbzRRbE/zDyqQqDo+rwKg9s9kf67D3lae7X12RZlv1eCBZelnys09yOJ3TKoZVcMeaBj2tWacgxqvAjgb4+sPXb9FTwaZvvb2u018boIdY8qmSlVisaHaeMrfufNN/OGvMfuUjH6yy8wSUV6loci819aq9p3msO2uXwFQWatDsQrW03tXmGz3My7KfLtrLBYNA/VGc+AddHQGWYJmnOT5pnacNTW+D+CbQoj7hRD32h8xvl/s+lmLZIerXxaiK1JENGwHnj450Pcz+5SUfrPLzBJRHg1zPb6K3930fl5LxUBrqYAu1Y4UlB1R53tiXHTqSujUktMVNMgS5TmSNXEOapwG8HUAywG8x/GRWf0UPRl0dxOAW61Sdulsg+beitiJ2aek9LuFHzNLRHmUhiLzUd5N9/seC4BlwXebTifuHph9ceQ7imtAt6CspWFGVVLi3NL1AAAIIVZKKc/F9T7D1M9apChCxMaS8qhgAJ+4cR0emNiITQe+1imi68TsUxptuW4NTr72NjNL5HDN1DOhnv/y9PaYjoTikIYi81FuE6l6LdvZegMP7trU9fNec1kJ//C9t+C8786dTfIhjnz7XQMaQKeg7JnFRqc+jB+drCWxlWpaxLn7yUcAfBnApQDWCSFuAPAbUsrfius9h0FnLZKzQIvXXsXAxa1gbCWziJ9ft4qNJeVKuWR6XvgZaN0FefbFN1GpSuzfsWFoFZmJdPhl947N63AHwMwS0UgZZD1+FNvBRrl7g9drOa0tlzx/3rRsa0vRi7rehGqAwS5sa+fI/jfQ26+wrxf9iuE6DXOHk7SJc/nJQwC2AfgRAEgp5wH8Uozvl7hKVWLTga9hz+wcZK0OC/Ac0CiZRey+aR1EuQQDraAe3LkRhz7zETy4a1PP42wsKQu89vfev2MDzEJvuS2r/eEsYHRw50Zmn4ZOtS+9X3aZWSIifXZ9ObtvbP/tt9tbXRPjIrJ2d2Jc4PYPCxgeFUH9LgInxgWOT23FS9PbcXxqK9t86mH3K7wKzpbMIm65/nLP8wHo7Vc8uGsTXg6RtSjPkayJc/cTSClfFaLrf2K0C4tSxF1tViVopC3PVWkpvypVickn5jtbt8paHZNPzGPmjhtaHz4zl+wCRuwc0LB5VQm/Z3YOz7/yFh6Y2AgAuO/xeWaWiGgAUW6XGVU/eW9lAYdOnIb71uPqMRP7buP2rNQfd7/CQvdsi1uuvxyPPfdqrP2KUb2WjHVLVyHELwKwhBDLAfw2gO/6fYMQYgWAbwG4pH1sT0op9wkhrgXw1wDWAPgnAL8upTwf47GHplMMpt9tp4jSbv+Rk50BDVtjycL+Iycxt++jncxfq1hzPQoFjCh9vNptC8ChE6ex+eo1mBgXuGd2zvN7mVkiIj1pK15YqUrPAQ0AGFu+jP106puqX2Hf1L7/8IKydgb7FYOJc1DjNwF8EYAA8AMAXwMQVE/jXQBbpZQ/EUKYAP5eCPF3AO4F8KCU8q+FEP8NwKcB/Fl8h67Hua5OZ7OefkelidKsUpWetQcAdB63zxXVeTIKBYwoXSpVqSwSZ6E1UMfMUtqELcZJlAZJFi/0qoHh17bzwpJ0eWXLbwBv/5GTvjfA2a8YTJy7n/wrgN3Ox4QQe9CqtaH6HgvAT9r/NNsfFoCtAD7RfvwRAPuR8KCG7nITNzaWlCf2eeBHtbOJbVQKGFF66OS2Vm8oc8vMEhHpu+X6y/HoidM9j7917l1UqjK2m31eSwyD+u68sCQdXtmafGIehtEqhO+2SlF83MZ+xeDiLBTq5d6gJwghikKIOQBvAPg6gO8BqEkpL7Sf8gO0Zn8kqt+9h9lYUp7onAd+jfgoFTCi9Bhk73hmlogonGdffNPz8Xpjqa+CobpUtTyKXtVB0ap9wAtL0uGVrcaShSWPAY2SWfQsSGsrGgb7FRGItVCoB59faYuUsglgkxCiDOArAH7G42k9kRFC3A3g7vbnAx5msH5mXHAUjtyGnduoDTLzyABwfGprdAdDQ5H1zAL955aZza485JZGS9YzW6lKHHj6JM4sqm9sAK1Bhvsen8c9s3ORb5GqauubloWSWezZOnP3Tet4YTmArGc2jDD9iJ9ftwrHv/eW8uufv/OGrtxx2+D+DHumhk7pCQCAlLIG4JsAbgJQFkLYAzA/BeA1j+c/LKXcLKXcfNlll0VxrL7Czrjg3T3yMuzcRm2QmUectZRNWc8s0H/2mNnsykNuabRkObOVqsTkk/OBAxq2pmUNtNWriqrNtvvk7q0z7V2vqD9ZzmxYYfoDfgMaq8fMngGNKLY/HkWRD2oIId4WQvzY4+NtAGsDvvfy9gwNCCFKAP4XtHZMeRbAx9tP+xSAr0Z93GHdcv3l2s8tl0xu/Ue5NLltPUpmseuxwOlY4KwlSpZXboMws0REemaOnkKjqX0fs4tdVD8KXm29cyfC41Nb8dL0dvbRKbR++hFuBoB9t23oesxv+2PyF/nyEynlewb49isBPCKEKKI14PK4lPJvhBD/DOCvhRAPAKgC+HIEh9q3SlXiqRf0R8zO+tQUIMoyuxPgnCan2lHCxj3gKWnO3MpavbOHvAozS0Skb9Ci+FEV1ffqo3AqP0XB3Y/oh+V4HVvatj/OkmHX1PAlpfwOgHGPx78P4BeGf0S9KlWJ+x6fV+4x7IVTlinP3J2GINU/+Gjch0QUyM6tTnvOzBIR+XPWASgYhm+7WjQMLFmW8nlR9psnxgUHMSgWdra2TB/ra2BDeOQ8ye2Psy5Vgxppt7eygEMnTusXBgGnLFP+hTkvtly3JvbjIQpSqUrsP3LSd2ce2wevWDmEIyIiyi53PyBooNgujOjeFhNgv5nSJ6hwp84NvWLBQNOxNYoq55Pb1vOc6NOwC4VmVqUq8ajmhVvJLHQKD7E4KOXZ3sqC9nlhFoBDn/lI7MdE5GdvZQH3zM5pD2h8/d6b4z8oIqKMqlRlqBt+5dLFwogT46KnYCf7zZQmOoU7g2ZRlMwCPn/HDVo55znRP87UCGCPzgVNKzKLBmY+fgNDRyMh7KylklnEwZ2sKk7J2v2lb/tWIbfZeWV7TkTkb+boKe2+gAHgYzdc2fUYl4dQmqkKd+6ZncPM0VOY3LYet1x/OR49cVr5Gu80lkLlnOdEfzio4cNrWpxSf0WeiTJH98LQXjPLwlyUBmFyywENIiI9YWoJWACeekFi89Vr2MZSJvgtLbFnbaww/Rc+sB7GcHBQw4fX6JxKY8nCzNFTbKQp1/ZWFrQuDA1cXDNLlDTd3HKGBhFRN796As4p+Lrs7SnZzlIWlMdMnFlUL1etN5q+14qshzE8HNTwEbaSLbfboTyz62fo2H3TOnZYKBV0c8ttW4mIurlnLNt3pm33PT7f1+uyv0xZUKlKnNWov6XCmZ/DxUENHwbCrSrh9CLKK7tQbhADrQGNByZYP4OSp5vbTzKzREQ9VPUEfu8rC1g83+x75TX7y5QFB54+iSWNkJdLJt69sNSzYwkHNIaLgxoeKlWJ33lynlu3EgG48Q+/jh++fT7weSuXF/GHv8YGnNJBN7dbrlvDAQ0iIg+qGRXnzustzfbC/jKlme4GETYDQK3eQLlkYoVZQG2xwVpyCeGghkulKnHfE/Ndewl7MQsGLl2xjOGlXPvQvv+OH78b3HnZct0abtdKqcHcEhENbm25FHopthcWDqcsCLVBRJt9tVirN1Ayi3hw1ybmOyEc1HCZOXoqcEADAGbuYBFEyrf/9Qvf1Low5NR9ShPmlogoGpPb1oe+yPOyZFl4aXp7REdFFL1KVeK+x+fRtPTm6ZdLJmquehssgpssDmq46IxIl0smA0u5tvtL38a/vHFO67m8MKS0YG6JiKJj93X3zM4N9DqsoUFpZs/Q0B3QANAzoGFjEdzk+G+sO4KKhhH4nP07NgzhSIiSo7P9JdC6202UFswtEVG0JsYFxACDEqyhQWnnVRA3iOp6kQN4yeFMDYdKVQaO0pkFcJYG5ZruvvOcvk9pwtwSEUUrbNFEN8EaGpQwO8Ov1erKmi79zK5oWhZKZrFnxxMO4CWHgxptlarE5JPB+23P3LFpCEdDlIy9lQUcCtgC872XFPGdA78ypCMiCsbcEhFFy+4XN5rhN27ldpaUBu7Cn7JWx/2HF/D8K2/h2Rff7Ax0lMdMnFn0Xk6iYg/YBQ2Y0PCkalBDCHEVgL8E8AEASwAellJ+UQixBsAsgGsAvAzgTinlmSjf+8DTJwMb7i3XrWFYKZcqVYn9R04q1wjaPnjFSnz93puHc1BEAZhbIqJ46PSLnVaPmdwRkFLFa1lJvdHEo46bILJWR8EAzKLRlfeCAaj2jbBnZEyMC+Y8RVI1qAHgAoD7pJT/JIR4D4AXhBBfB/DvAHxDSjkthJgCMAXgd6N8Y78RuoIBfOJGTlmmfNLdworbX1KaMLdERPHRvXO9vGjgjz/OHQEpfXSXlSxZwIqCgSves6Jr1gWAzvKromGgaVlcUpViqRrUkFK+DuD19udvCyG+C0AA+FUAN7ef9giAbyLiQQ0/3z/IbagonypViXsen0NQwWdRLvHCkFJDd+s15paIKF6Xv2cFL/AoldaWS9r1YBYbS1jteowzMbIltbufCCGuATAO4DkA728PeNgDH1cM81h0C9ARZUmlKjH5xHzggIYBsPARpYbu1mvMLRFR/8olU+t53MKS0mpy23qUzKL282WtDgsXa2/w+i9bUjVTwyaEuBTAUwD2SCl/LETwKJkQ4m4Ad7c/j/R4Zo6e4kgdxSLO3AY58PRJNFQLBtsMALtvWsf8U0eSmQVauQ1acsLcklvSuSUKK4nMOneKWKU5qMEtLMmWtnbW7gPYmQ5TELTeaPL6L2NSN6ghhDDRGtA4JKU83H74h0KIK6WUrwshrgTwhvv7pJQPA3gYAG69WKMZCQAAIABJREFU9dZQpZqDRuI4Ck1xGSS3g6hUZWDDvnrMxL7bNrBBpy5JZRbQyy0APLhrE3NLXZLMLVE/hp1Zd52ioALMALewpG5pbGftJSR2vsPg9V+2pGpQQwhhAPgygO9KKb/g+NIRAJ8CMN3+71ejfN+Zo6d8v85RaMqboMyXSyaqf/DRIR0NkZ6g3AKtOhoc0CAiCsdrpwg/LJhIWRI23wCv/7ImVYMaALYA+HUAC0KIufZjn0VrMONxIcSnAZwGcEeUb+pXRMYsGByFplypVKV/5osG9u/YMMQjIvJnT4kOKvjFu4ZERP0Jc1f6kzdxR0BKL+cyKnsnk7CzLtifyJ5UDWpIKf8ereXQXn45jvesVCUMAF5zpAwAM3dwmyrKj6Dpd4YBzHBrNkoR3a1bedeQiKh/qnoDZgFYslrbWRYNA3fdeBUHNCi13H0Gu+inXz0NUS7hlusvx7Mvvtk1EML+RLakalAjCTNHTykHNLgum/LGb/pdySzi4M6NzDylStCUUeaW0uKaqWeSPgSivqk2lFp5iYm5fVyOStng1WeoN5q4ZFkBJbPY9TX2H/Jl5Ac1VNOZLYAhp9zQmb7Php3SRCeznJ1BRNQf9xR9VWHQsxoFQ4mS5Myyqjrp2XoDD+7a1LMshf2H/BjpQQ2/pSeCxWEoJ3Sm77O4IqWJbmaPT20d4lEREeWD1xR9VX+YxRIpzXSXqK5t93PZ182vkR7UOPD0SeXSExaHoaxjcUXKGmaWiCg+fm2sBfQMbLCtpTTwKvxpD07o7GrCHI+GkR3UqFSlsmAMl55Q1rG4ImUNM0tEFB+dNtZCq43l9HxKC1XhT6B1rea3q4kBMMcjZGQHNWaOnlJ+jUtPKOt0Rq45fZ/ShJklIooP21jKIlXhz5mjpzAxLrC2XPKcecQsj55C0geQFL+RPU5RoqwL2o+bU/EobZhZIqL4sI2lLFLl1n58ctt6lMxi19eY5dE0soMaqsJH5ZLJKUqUeX6FvUS5xJ1OKHWYWSKi+LCNpSxS5dZ+fGJc4ODOjRDlEgwwy6NsZJefTG5b37O2sGQWsX/HhgSPiigaqnyzoae0YmaJiOLDNpaySJVb50wM7mpCwAgPajir5rIgEuUN801Zw8wSEcWHbSxlEXNLukZ2UAPgyB7lG/NNWcPMEhHFh20sZRFzSzpGtqYGEREREREREWUbBzWIiIiIiIiIKJNStfxECPHnAD4G4A0p5c+1H1sDYBbANQBeBnCnlPJMUsdIREREREREROmQtpkafwHgV1yPTQH4hpTygwC+0f43EREREREREY24VM3UkFJ+SwhxjevhXwVwc/vzRwB8E8DvDu+oiIiIiCiLrpl6JvT3vDy9PYYjISKiuKRtpoaX90spXweA9n+vSPh4iIiIiIiIiCgFUjVTYxBCiLsB3N3+3Pe5larkfseUCrq5ZWYpLdjWUhaFyS1RGrCtpaxhZilJWRjU+KEQ4kop5etCiCsBvOH1JCnlwwAeBoBbb73VUr1YpSpx/+EF1BvN1vfV6rj/8AIA8GSiodPJLTNLacK2lrJIN7dEacG2lrKGmaUkZWH5yREAn2p//ikAXx3kxWaOnuqcRLZ6o4mZo6cGeVmi2DCzlEXMLRFR/NjWUtYwsxSHVM3UEEI8hlZR0PcJIX4AYB+AaQCPCyE+DeA0gDsGeY/XavVQjxMljZmlLGJuKcv6KS5J4bCAZzTY1lLWMLMUh1QNakgp71J86Zejeo+15RKkx0mztlyK6i2IIsXMUhYxt0RE8WNbS1nDzFIcsrD8JFKT29ajZBa7HiuZRUxuW5/QERH5Y2Ypi5hbIqL4sa2lrGFmKQ6pmqkxDHYBGlbcpaxgZimLmFsiovixraWsYWYpDiM3qAG0TiaeOJQlzCxlEXNLRBQ/trWUNcwsRW0kBzWIiIiIKFtYwJWIiLyMXE0NIiIiIiIiIsoHDmoQERERERERUSZxUIOIiIiIiIiIMomDGkRERERERESUSYZlWUkfQ+SEEG8CeEXjqe8D8K8xH04/0npcwOgd279KKX8l4tf0FCK3SUnz7z6MPPwcQT/DUHKb0sxm9fc76sc9am1tln7fPFZvo5LZtP7+eVzh2MeV5f5B2v/fpk1ejksrs7kc1NAlhHheSrk56eNwS+txATy2UZaX/795+Dny8DPEJav/b3jcoyVL/994rKMtrf9PeVzhpPW4wkjrz8DjCieu4+LyEyIiIiIiIiLKJA5qEBEREREREVEmjfqgxsNJH4BCWo8L4LGNsrz8/83Dz5GHnyEuWf1/w+MeLVn6/8ZjHW1p/X/K4wonrccVRlp/Bh5XOLEc10jX1CAiIiIiIiKi7Br1mRpERERERERElFEc1CAiIiIiIiKiTOKgBhERERERERFlEgc1iIiIiIiIiCiTOKhBRERERERERJnEQQ0iIiIiIiIiyiQOahARERERERFRJnFQg4iIiIiIiIgyiYMaRERERERERJRJHNQgIiIiIiIiokzioAYRERERERERZRIHNYiIiIiIiIgokzioQURERERERESZtCzpA3ASQlwF4C8BfADAEoCHpZRfFEKsATAL4BoALwO4U0p5JqnjJCIiIiIiIqLkpW2mxgUA90kpfwbATQD+vRDiZwFMAfiGlPKDAL7R/jcRERERERERjbBUDWpIKV+XUv5T+/O3AXwXgADwqwAeaT/tEQATfq+ze/duCwA/+BHFx9Awt/yI8GMomFl+RPgxNMwtPyL6GBpmlh8RfgwFM8uPCD+0pGr5iZMQ4hoA4wCeA/B+KeXrQGvgQwhxhcfz7wZwd/vzIR4pUf+YW8oaZpayiLmlrGFmKWuYWUpSqmZq2IQQlwJ4CsAeKeWPdb5HSvmwlHKzlHLzZZddFu8BEkWEuaWsYWYpi5hbyhpmlrKGmaUkpW5QQwhhojWgcUhKebj98A+FEFe2v34lgDeSOj4iIiIiIiIiSodUDWoIIQwAXwbwXSnlFxxfOgLgU+3PPwXgq8M+NiIiIiIiIiJKl7TV1NgC4NcBLAgh5tqPfRbANIDHhRCfBnAawB0JHR8RERERERERpUSqBjWklH8PwFB8+ZeHeSzUrVKVmDl6Cq/V6lhbLmFy23pMjLMIEA0PM0hZxexSnjDPRET5kKf2PFWDGpROlarE/YcXUG80AQCyVsf9hxcAILPBp2xhBimrmF3KE+aZiCgf8taec1CDuniN2M0cPdUJvK3eaGLm6KlMhp6yxy+D9tfzMMpM+cPsUp4wz0RE+aBqz/fMzmHm6KnMteGpKhRKybJH7GStDgutEbvJJ+Yha3XP57+meJwoaqqs2aPKzszeMzuHa6aewZbpY6hU5XAPlMiF2aU8CZvnvZWF4R4gERFp8buOs68Bs9QX4aAGdXiN2DWWLOXz15ZLcR8SEQB11oqG0ZNZO7F2JztLDTLlD7NLeRI2z4dOnGaOiYhSKOg6rrFkYf+Rk0M6msFxUIM6wsy8KJlFTG5bH+PREF00uW09Smax67GSWUTTUg+6Ad3ToomSwOxSnoTNswUwx0REKeTVnrvV6o0hHc3gOKhBHWFmXhzcuTFT66wo2ybGBQ7u3AhRLsEAIMqlzr+DcJkUJYnZpTzpJ8/MMRFR+jjb8zxgoVDqmNy2vqsKrooolzigQUM3MS66clepSpx790Lg93GZFCWN2aU8cebZLi6uqr0FMMdERElTbd1qf4x/7ms4s9g7K2P1mJnA0faHMzWoY2Jc4PYPCxQNQ/kcs2hw2QklrlKVmHxyPnBaHJdJUdowu5QXdpb9BjSYYyKiZHltBOEu5Lzvtg0wi93Xf2bRwL7bNgz5aPvHQQ3qqFQlnnpB+q71Xrl8GWdpUOIOPH0SjWZvTsfMQs+0aOaV0oTZpbxQZblggDkmIkoJr40g3IWcJ8YFZj5+Q1c/ZObjN2Sq/ebyE+rwCr3b2QwVjKH88poiBwCLjSX889TWIR8NkT5ml/JCleUlC3h5evuQj4aIiLyo6hrZhZztgQv3Utms4aAGdegU8+LaWMoC1dpBojTbMn2MmaVcYJaJiNJhbbmkXCbot3wwa7j8hDqCBizMAutpUDqUS96Fi8ol03Pt4P2HFzpT7IiSpMouAGaWMoVZJiJKv8lt66GqlmgAuWmfOahBHUH7FV+6gvU0KB3279gAs+AqaFQwsH/HBs9lVPVGEzNHTw3zEIk8eWXXCzNLaccsExGl38S4wO6b1nl+zV6Ckgcc1KAOe79ilZpi/SzRsE2MC8zc4SpodEeroJFqGZXO8iqiuHllV4WZpTRjlomIsuGBCfX1XV7aZ9bUoC4T40K55zzraVCaqAoaqdYOMr+UFu7sbpk+xsxSJjHLRETZIHLeP+agBvWY3LYe9x9e6JrCz73mKSuYX8oaZpbyglnOv2umngn9PdwNhyh5eW+fOagxwlQ7RNh3Xbh7BKVB2J1MmF9KC93sMrOUBTp5ZpaJiNLF2XavKplYYRZQW2zkrn3moMaIsneIsEfr7ArlwMXppHkJOWVXUE5VmF9KWtjsMrOUZmHyzCwTEaWDu+2u1RsomUU8uGtT7tppFgodUdwhgrKAOaWsYnYpT5hnIqLsGaW2mzM1ckZ3ujN3iKAsYE4pq5hdyhPmmYgovVTXf6PUdnOmRo5UqhKTT85D1uqw0Joeumd2DnsrCz3PVVW6zUsFXMq+vZUFWIqvlcfMoR4Lka69lQVcd//fMruUG2yLiYjSy15i4rz+m3xyHj/z+3+nbLvzeL3HmRo58ntfWUCj2RvfR0+cxuar13TN2Mh7BVzKtr2VBTx64rTy65aqlSZKUFBuAWaXsmX3l76N4997S/l15pmIaLjcszIWz1/oWWLSaFqe14RAfq/3OFMjJypViXPnm8qvu9dOTYwLHNy5EaJcgoHW3sUHd27MXdEYyqa/es7/wvBsvTGkIyHSF5RbgNml7KhUpe+ABsA8ExENk9esjDOL+u1w0TBye73HmRo5ceDpk75f91o7xQrllFZLAXf/8jhtjrKtUpWBuQWYXcqGSlXivsfnA5/HPBMRxcs5M6NgGGgOMEVuybJye+3HQY0cqFRl4CgdOx6UFZWq9P16XqfNUXbZd06CMLuUBXaegzrOzDMRUbzcW7IOMqAB5Pt6kMtPciBoWx6zYLDjQZnhl2cDyO20Ocoury3T3LjEj7JCJ88rlxeZZyKimOm0xwBQLpmdkgKrx0zPC3yzmO/rQc7UyBivLXv8tuUZMwv4o50fYseDMqFSlZA+eX5w1yZmmVLHL7MFAF9gbikjgtpgANhy3Roc+sxHhnRERESjw32dF9QeA61Zc/t3bOjqZ1SqEvuPnEStXfdo9ZiJfbdtyHVfhIMaGbK3soBDJ053tueRtTrumZ3DsgLQWOp9frlkYm7fR4d6jERh2Q24rNVh+DyvZBZy3RhTtjhz6+cTN61jbinVdNtgoNWvuGPzuqEcFxHRKHEvNdEZ0CgaBm7/cG+NRPvf9gDJ2PL8X/Jz+UlGVKqya0DDZsF7QMMsGNi/Y8MwDo2ob84qzgCU+2kDwPmmFVhvg2gY3Ln1M/uPrzK3lFph2mAAqNUbuP/wAjNNRBQx3aUmTk3LwlMvyJ422WuXlLy33RzUyIiZo6cCOxtOl65YxruDlHphGvDmkhVYP4ZoGMLkttFkbim9+ulE1xtNZpqIKGJ+5QT8eLXJXm173tvuVM1FEUL8OYCPAXhDSvlz7cf2A/gMgDfbT/uslPJvkznCZOiscXWrhdizmCgpYRvwfht8oigxt5QX/WaTmSYiipZuDQ0v7jZZ1Ubnue1O20yNvwDwKx6PPyil3NT+GLkBDZ2tAt0KhpHrKUaUD2G3lsrzVlSUHcwt5UW/2WSmiYiiNbltPUpm0fc5hqLw0aqS2fVvVRud57Y7VYMaUspvAXgr6eNIk36mhgKtNVaTT85zYINS7ZbrL9d+bt63oqLsYG4pL8Jk2VYyi8w0EVHEJsYFbv+wunRAsWCgtMz70t092OE1QJL3tjtVgxo+/oMQ4jtCiD8XQqxO+mCGKWiaUNEw8Mmb1qHgMXLXaFo48PTJmI6MaHDPvvhm8JPaZj5+A+vEUCowt5QXYbIMAKJcwsGdG5lpIqIY+LXJzSULi167Q6C37MDEuMDBnRshyiUYGI22O1U1NRT+DMB/Qaso938B8HkA/5v7SUKIuwHc3f58mMcXq6D1VUuWhQcmNuLRE6c9v36GtTVSLa+51aW7tk+US7luiLNk1DMLMLdZxNx6C7O+WpRLOD61NcajISdmlrKGmR2czs3sptW7dYTXspKJ8d6tXvMs9TM1pJQ/lFI2pZRLAL4E4BcUz3tYSrlZSrn5sssuG+5BxihofVXBMHDt1DNDPCKKUl5zq0tnbR+n76fLqGcW0Mtt3qd5Zg1z6013fTXzPHzMLGUNMzu4oDa5aVk914UGWlu2bpk+NtJlB1I/qCGEuNLxz18D8D+SOpa4VaoSW6aP4dqpZzrBtKcPrR4zPb+naVm+W72WS97fR5S0SlXi3LsXgp8YZi9johjZbbSs1aGo1dVx+4dH6w4JZY92GwzmmYgoSl7XfEDrZrbpVVOgzV5GItqDHwYudpNlrY77Dy+M7MBGqpafCCEeA3AzgPcJIX4AYB+Am4UQm9D6nb0M4DcSO8CYVKoS+4+cRK1+camIrNVx3xPzAC5OH6pUJWaOnsJrtToKiulHTmbBwP4dG2I9diIdzuyuLZcwtryAf3njnNb3NpYszBw9xQ41JcLOrnsZYNBYW9haBUTDoMpzEOaZiCga9s6W9kYQslbHPbNz2DM7h3LJhFk00Fjq7WXYM5ft60L7JotTvdEc2T5zqgY1pJR3eTz85aEfyBC5g+3UXLLwe19Z6ATTuTbKb8mJgdb0JTv4REnyarzDyvO+2pRefu1zEGaW0oZ5JiJKntfOlvYQhvMGdw/XOIeqXR7V9jpVgxp547477TXIcODpk74djHPnvb+mKiDKQl6UNv1uS+yU5321Kb0GyS4zS2nDPBMRJa/fQQf3zGXVteCottepr6mRVfYdEVmrw4L3OqdKVfa9O8ko7j9M2TToiDFzTUnpN7vMLKUR80xElLxBBh2c7TivBbtxUCMmXndE7HVOzucEUZWKGcX9hymb+mm8i4bBXFPi+skuM0tpxTwTEQ2HqhAo0BqMCCo2ruJsx3kt2I3LT2Kis85J567JL163Rvm1Udt/mLJpctt6TD45j0ZTfxuTJcvCS9PbYzwqomCT29Zjz+yc9vMNgMv/KLWYZyKi+HnVkrv/8AKAi9duYdpim9csDF4LXsSZGjFR3RFxPl5WbNPq9PKPRrPYC+VMyG1ZR3U9IGUbc0t5wjwTEYWnM1tfaLavhgHOwtDEQY2Y6KxzCtiRFcDoVrCl/Jg5espzayo/o7oekNJFZ4mgbZTXsVI2MM9ERPHTma3vdZ3oVjKLePDOTXhpejuOT23lgEYADmrERGed01m/bXvaeKeEsi7swFy5ZLLhplTQzW7RMHgHhVKPeSYiip/ObH37OtEP2+FwWFMjRkHrnFRb8dh4p4TyQJXzcsnEuxeWuqbolcwi9u/YMMzDI1IKaqOBVmbZ8aAsYJ6JiOI3uW19V00NQF0PY+boKc92WZRLbIdD4kyNBHlNPbKr4XLtFOWFainW/h0bWLWZUs0ru2bBwOoxk5mlzGGeiYjiF2ZXEm7LGh3O1EiQHe6Zo6fwWq2OteUSJretz2SHolKVufg5KHpBOY8zJ8wlDSKpNpq5pTjElWfmlYiom+6uJGm8Fsxqm85BjSGwwyFrdRQNA03LgnCEJAtB8RO0dRGNNmfjuKpkYvH8BdwzO4eZo6dibSiZSxqUu+2WtXqn2CJzS1nh7qDecv3lePbFN/FaBHlmXomI1Pza37UpvBbMcpvO5Scxs8Nhr5dqtrc8sUNSqcokD09bpSqxZfoYrp16Blumj3Udt87WRTSanPm3ANTqDZxZbMBC/OeAKpd7Zudw3f1/i72VhVjel/IhqbbbL7fjn/taZv5mUDq422BZq+PRE6e7/j1InplXIiJvcbe/cQh7Ted3fajSz/fo4EyNCHlN1/EKh83+wx/3HeugYwx630pVYvKJ+c62nLJWx+QT8wBao3aqwmNBBckoX8LmH7jYUMYx/dmv0n/TsvDoidN49MTprllTNHpUbWJQ2z1oblXv65fbM4sN7Jmdw/OvvIUHJvyrptNocudq8fwF3zYY0MvzIHk98PRJ7LttA9tYIhoJzlmeQdztb9JLP3S2owVax7n/yEnUHDt5ylod98zOYc/snLJvHedMEA5qRMTrl+QcCPAzrKk9/QZp/5GTPT9HY8nCZw9/BxPjorOkxq1oGD2PUT6pBr508h92y1ev93bn+p7ZOYwtL+Lcef/OvP38rEyto2ipsvP8K28FdkYGya3X+9oXf+UxE2cW/bf7PnTiNDZfvYZ5pS5e7bAuvzyrzpM9s3PKv/9OZxYbbGOJaCS420sddvubhqUfql2ynNvR+v2M9l8D1bH7zQQZ9Gfk8pOIeP2SdC7obMNYrtHvMhHnKJzTYmMJlapUdmiCOjqUH6qBLx2q/bx1eeXaAnDufBNmUW9gjculRpMqO4dOnEYhIDqD5FY1C+TMYgM/eedCYG6t9msQOXm1w7r88qw6TwD9v/NsY4loFATNUPZSHjOV3zvstlNnNxbdn9Hr2HVngvSDgxoRieKXEcVr9PP6g7zvzNFTEIrOkOpxyh/VwFeQKLat8svvyuXLtHMY9/lH6aP6nVsA/K4NB82tX9YaSxZWLl8WONONeSW3uNrhqLLGzBJR3vXTztljw3Fe8OvS2Y42zPG4n6saQB/0BicQ46CGEOIbOo/lRRS/jCheo5/XtwDfQi2r2yOIXl6r1bnHMvXFb9/uMPzOm7P1Bo5PbcWW69YM9DqUT/38zouGMXBug973bL2Bz995g+9sEeaVoqDTDutmLc7ZTUREWdBPO3e2PSAd5wV/GBPjAsentuKl6e04PrUVE+Oiq7hnGO5jj/OaMfJBDSHECiHEGgDvE0KsFkKsaX9cA2Bt1O+XFl6/JC+iXMJDuzYlMgjgd4x+FXi3f+hK5WuuLZe0RvUo31QDX2NmwTPrD+3a1GkoB+V33pTHTFSqEv90+qzva3AQbjRNblsP1XVYuWR6Zvfzd94wcG6D/l7YU1FVszWYV/ISVzus078pl0zf2UXMLBGNAtVF+0O7NilnDtsX/mm9SezexUV3kaPXscd5zRhHodDfALAHrQGMF4BOn/HHAP7PGN4vFexfhl2xdlXJxLnzF9BoXvzV279c93OHVd3W+b5eRWBUu7E8++Kbnq9n4OIFZZr2WKbh23fbBkw+Od+Vd7No4I92fghAvFmfGBf47OHvYLGx1PM1y1Kv/SsaBpYsK5Hq0pQOE+MCz7/yFg6dON31R7pkFrF/xwYA8WTXfo17Zuc8Owd2br3qI0QxU4TyKa522H7efY/PK2toGIa6jhJ3mCKiURF0jecusOm88E/q+jBIP3VCVo+Zyl2v4rpmjHxQQ0r5RQBfFEL8Rynln0b9+mnite3O8amtvl+3f4lJDQLY73vt1DPKkTZ3xVq/dedJn2iUPDvnjabVqYTv7sTGnROvAQ2gtcb8rGKd+ZJl4aXp7XEeFqWYs31eVTJhGEBtseHZVsdhYlxgz+yc59eCcst2l9zibocnxgXuUeQVgHLHHgPo6hcREeWF6jpPdY2nM2iRxpvEujU0DCDRgZjYtnSVUv6pEOIXAVzjfB8p5V/G9Z7DpLPtThqDaQvaNtC5vY5qex8WAiX3edC0rJ4ZSYO+vs6Itd+2wh9YtSJweyoaLe7c1uoNlMwiHty1aeDchtljnrmlKETRDuvkVtUXANRZZl6JKI/63X41zdeGKn5tv02USz0D2GH6Q1GIs1Do/wPgTwD8zwD+Tftjc1zvN2xp2HanX5WqxE/euRD4PHtkLq1rvCh5cZ4H7jV8fnVf/LYVZn7JLa7chskswNxSNAbNs25u/bJnD6Q4Ma9ElFdZvg4MS6eukrutD9sfikJsMzXQGsD4WSllf5ump1watt3pZwSsUpW+62Kd7DssaV3jRcmL8zzw+4Phzt7K5UWcO9+73q9cMplf6hFXbsNkdm9lQfk6ol2A2X5N5pb8DJpnndzurSzgsedeVb6GvdSFeSWiUZCG60CVsNeHQc8Pqqs0ZhYwc/QU7pmd63x/mP5QVOIc1PgfAD4A4PUY3yMxqqk4w5pq2c+0J/t7dAY0AOCW6y/vfJ7F6VIUvzjPA90/GHsrC54DGgBw7vwFVKqS+aUuceU2TGYfPXFa+Tp228vcko5B8xyU26C8Aq3MMq9ENCqSvg5UCXt9qPt8VaFTs2ig0bQ6/y/s71cVFo1z0CeOLV2fFkIcAfA+AP8shDgqhDhif0T9fklJemqwagRsz+wctkwf85zeE7Z6rWrXEyJbnOeB6g9DwTBw7dQznZz73T1sNK1cTgWkwcSV2ygyC7DtpXAGzbMqtxaALdPH8FfP+Q9oAMwsEY2WpK8DVcIui1E9/77H57v6LYD3dqwrly/r2fmq3mgqt/iOc9AnjpkafxLDa6ZO0lOD/Ua6ZK2Oe2bn8Pwrb+GBiY1a3xP2PbJs2IVr8izO82By23rP0V57ppGd86B5R3nIMTMbrbhyy8xexMwOz6B5VuUWQGBxOFseMgswt0SkJ+nrQBVVWyxrdWyZPtZzrKrnO/stzpkb7hl51049o/z+kllUbl8bhzi2dP1/o37NtEpyqmVQJVoLwKETp7H56jWdY9SpXut+j7gk1XHot1oxqcV1Hrj/YBQ8quvrLKRKw1TAQbLOzMYjjtwysxe/n5kdrkHy7MxtmD6CU9Yza78Gc0tEutK45E51rWcAPUtE/J7vZM/cAHrbwlUlEzWPLejLJRP7d2zIze4nbwshfuz6eFUI8RUhxE/H9b60Rx/ZAAAgAElEQVSjQqcSrQV0TTdSTZX65E3rhjqFKomKuLZRqlacBxPjAsentuKl6e1Y0qwF45T0VMAoss7MZoszs7r1i5yYWUqCndt+5CGzAHNLRNnnda1noPeGij1Qccv1lwdeTwKtmRde7apilQkMo7s/dHxqa+wDQLENagD4AoBJAALATwH4zwC+BOCvAfx5jO87Epzrmvw4R9+81kId3LkRD0xs9Hw8rvAl2XFIc7Vi8reqZPp+veBqWOPOsY4oss7MZlOlKqH4W9/hXnPKzFKSdDILtDrIK5cXh9Jf0BFVn4K5JaKs87rWU91eaVoWnnpB4vYPC6we8+9jA97tam2xd5aG3+NxinP3k1+RUt7o+PfDQogTUsrPCSE+G+P75orflEp72tP4576GM4rwuDvNqqlSw5xClWTHIa3ViqmXO/uN5pLv869cVer7TmNcosg6M5sdzswWDMN3qUnRMPC9g/92aMemi5kdLczsRcwtEeWB+5puy/Qx5RKTeqOJZ198E2PLlymvJZ3c7Wqa2s04Z2osCSHuFEIU2h93Or4Wfk7uCNKdUuk3GtbP9Oe4qYI+jBMgrdWKqZtX9lXbttrSeDctiqwzs9ngzmxQ25vGthlgZkcJM9uNuSWiPAoqWSBrde0+tLtdTVO7GedMjd0Avgjg/0JrEOMEgE8KIUoA/oPXNwgh/hzAxwC8IaX8ufZjawDMArgGwMsA7pRSnonxuBPlvmvi7kTYU3+cI3B+RV6ClqckwavS+rBOgLRWK6bg7AdJ4920KLLOzKbXIJlNY9sMMLN55TXrM+w273nOLMDcElE+eLX3B3duxJ7ZOc/nFw0DH1i1IrBgqFe7mqZ2M7ZBDSnl9wHcpvjy3yse/wsA/weAv3Q8NgXgG1LKaSHEVPvfvxvVcaaJu/K2qoPsHk2b3LYek0/Oo9Hsfr5ZMFJ5hyHpEyCN1YpHnW72VdJ6Ny2qrDOz6TNIZtOaV4CZzSPVrh5hBjRGIbP2azG3RJRVqvb+4M6Nyu9pWpbn4LBZMHDpimWoLTZ829W0tJuRD2oIIX5HSvnHQog/hccyEynlb6u+V0r5LSHENa6HfxXAze3PHwHwTeR0UEP3ron7jrQdpANPn+ysh7K30klDyLyk5QSgdNDNfrlkYuUlyyBrdRTbd8ZFyu+mMev5pJtZO6dZySvAzOaNqpBmUTG7iJklIsomv8LJQjGzX5RLid9wjkIcMzW+2/7v8xG93vullK8DgJTydSHEFV5PEkLcDeDu9ucRvfVw6axnUt0t4R/0bMpDbqOgm/00D9SNCma2RTezSe8MQS2jnFtVVpuWhZJZ7Fm2wcymwyhnlrKJmU2eX+HkB3dt8l2ql/VrycgHNaSUT7f/+wgACCFWSinPRf0+Hu/7MICHAeDWW29NZzWrAKraGEXDwJJlZXLULAnutWS3XH85nn3xzVSOPOYht1EY9ezvrSzgsede7dwdvevGq/DAhHqqYJKY2RZmNjuZBUY7t6qsCkdtjTT+fYwaM0sUL2Y2ear23gJw3+PzuOmnV+PlH9Vz2ebHVlNDCPERAF8GcCmAdUKIGwD8hpTyt0K+1A+FEFe2Z2lcCeCNqI81LVTFrnjXRJ/XWrJHT5zufN1eWwaA/09TZJSzv7ey0JXRpmV1/p3mDveoY2aZ2azwK6SZ9TtzupjZ/Ltm6pnQ3/Py9PbUvg9RP7zae1vTsnD8e2/hkzety2W7F+eWrg8B2AbgRwAgpZwH8Et9vM4RAJ9qf/4pAF+N5OhSaGJc4ODOjRDlEgy07qKMQgc5Sjrr3O21ZZQeo5z9x557NdTjlA7MrP7jlKxRzqqNmSWiUeBs71Xy2u7FuaUrpJSvutZU+V5tCiEeQ6so6PuEED8AsA/ANIDHhRCfBnAawB3xHG06jMpdk7jo7rOs+zwanlHNvmrXjLA7wNDwMbN6j1PyRjWrNmaWiEaF3d6rZhXltd2Lc1DjVSHELwKwhBDLAfw2LhYR9SSlvEvxpV+O+uAon1RrybyeR5QGfjsQEKURM0tZw8wS0agZtXYvzuUnvwng3wMQAH4AYFP735QBlarEluljuHbqGWyZPoZKVSZ9SFomt61HySz6Pke1gwxRGFGdI3fdeFWox4n6xcxS1jCzRET9GbV2L7aZGlLKfwWwO67Xp/h4FdvMSnFNr32W07z7CWVTlOeIXawpS1X5KXuYWcoaZjY/0lpcs5/jIsqKzVevwV+dOI0lx2OF9uN5FPmghhDiT9HaOcaTlPK3o35PipZXsU27uGYWBgNGfe0wxS/qc+SBiY3sXFOsmFnKGmaWiKh/M0dPdQ1oAMBS+/E8XifFMVPjecfnB9Aq9kkZoiqiyeKaRC08RyhrmFnKGmaWiKh/o9aGRj6oIaV8xP5cCLHH+W/KBlWxTRbXJGrhOUJZw8xS1jCzRET9G7U2NM5CoYDPMpS8ymqBTSevYpssrklh5OE88MNzJJ/ynFtmNn/ynFeAmSWi0RRV2z5qbWicW7qOnCwX2HTyKrbJ4pqkKy/ngR+eI/mT99wys/mS97wCzCwRjZ4o2/ZRa0PjKBT6Ni7O0BgTQvy4/bkBwJJSvjfq90yLrBfYdGKxTepXns4DPzxH8mUUcsvM5sco5BVgZolotETdto9SGxpHTY33RP2aWTFqBVmIvPA8oCxibilLmFciovxh294/Lj8ZUKUqO9N6CoaBptVbRqTfgiz2a8taHcX2a4ucTx2i7FMVJioYBipVmVh2neeq1xS8oK9Tvqlyu6pkJnA0LX6ZZF5HW9baWeaViPIubDvn9fxVJRO1eqPnuXkt7hklDmoMwL3uyWtAAwBuuf7yyF477NoqdiRo2Ca3re/Krq1pWdgzO4fPHv4OLjGLqC02hpbJoDWKXl+ffGIeB54+OdTjpORMbluPySfm0Vjqbsdr9QZ+9vf/LlWZBeD5tedfeQvPvvgm2/sRENTO/t5XFrB4vjnUHKgy+/wrb+GpFyTzSkS5pVMLw3lNtsIsoN5Y6ny/rNUx+eQ8mku915IFAIvnL+DaqWfYVvqIe/eTXPNa9+Rl9h9fDV251u+17bVVQewTTNbqsHDxBMtbhXRKl4lxgYM7N6JoGJ5fX2ws4cxiY6iZ9FujqPp6Y8ka+nFScibGBS5d4T3On7bMqr526MRptvcjIqidPXe+OfQcqHL52HOvMq9ElGtB/Uz3NZlzQMPWaFrwGNPAEsD+qAYOagxAd31To2lpDUKEeW2d9w46wYjiMjEusKSYueQ2jEwGrVHUOZ947uRfbbF3yqeXpDOr+pr7jGNm8023nR1WDlS5VM1iZV6JKC+C+pm6N8J1sK30xuUnfapUpbKGhhd32IPqZajWy9p01lax2AzFRWdZU3nMxBnNi8R+M6m7vEp1PtnnUdD5NuhxUjoE5SXuzIZZDqg6FjuzOnnt9zgpPYLqquj2Q+JuYwF1ZosD9JWIiNIgqC0MqnOk+zdbF9vKXhzU6EOlKjH5xLz2H2mgexBCp16Gar0sAJTMIia3rdd6T78LOaJ+6Kwb3FtZ0L44BPrLZJi9vG+5/nI8euJ0z2vY9W78zrdBj5PSIahGxf4jJz2Lc6mEzUKYvFaqEj9550LPa5hFo9P2u/NqoPfOdz/HSenhl5nnX3nLs01TibuN9cvsrn9zVVdNDYB5JaLs0GkLb7n+chw6cbqnXWtaFu59fE77vcyC0VXbi22lPi4/6cP+Iyd7isn5cXZEgeB6GXtm5zBz9BRu/7CAaIfWXjcryiUc3LlRq0DM5Lb1KJnFrsd0B0SIVHTWDYbpbPebyTDLq5598U3P1/ib+dexZfoY7pmdwyXLClg9ZsIAUC6ZMIvda9V57mSbKi/7j5zE/YcXQg1o9JOFMHmdOXrK82/MyuXLul7L+Xdh903r2N7njF9m09bG+mV289VrcMmyi93N1WMm80pEmaHT733qBek5+ADAs06GlzGzgF2/cBVEuQQD/NseFmdq9CFM53f1mIl9t23oGoTQmTIka3U89YLUHsDwYn8fdz+hKOmsG/RTLpkwDAy8k0SY5VWq59bqjc75XKs3UDKLeHDXJm5BmEN+GQgSRWajyqt7lp/duZkYF9h89RpmNkf6zWza2lj3rKJ3GkvYfPUa5pWIMmFY9TIWG0ue135sK/VwUCOA88JmVbujoOvl6e2ej+uu3683mjjw9MmBgjsxLhh8ioR9LqgGnO11g0GDdnP7PhrJ8YRZXhXmnJs5eqpz3vDcyb6g3OqIIrNR5LVoGMq7Rcxsfgya2TS1sX6ZPT61lXklolTzq11kt4VR1rdw/k238W+7Hi4/8eHefqdWb4SqE6DitSxE5cxig9v2UOKc54JK07Jw/+EFlMfMoRxTmOVVdu0MHSy+lB86uR2WKPKqquPEzOYHM0tElA52e+zVjjnbwqj7vWwf+8NBDR+DTCda7RNwe395d70Mv+MgSpLuuVBvNH23xfQ7L8Jynkf22kPVci1VTQ0vLL6UH1FMCY0qs1HkVfW3gpnNj0Ezm7Y2lpkloqxStcdFw+hqC0PsG9HxyZvWda4D3dg+9ofLT3z0e6fELBrYd9sG3zX57qlElarEnlnv6rgcsaOkOLce1mWhNVq65HrcPi+i5K4bYw8AujvduucQiy/lQz+59RJ1Zu123z6+e9pFod3rY1V5tWtoODtZzGw+RJHZuNpYZpaIRo3fNqxNy8I9s3PYf+Rkq35RiFqLQGtHkwcmNvbsqgKwfRwEBzUUwiz5KJdMrLxkWVfdjT2zc13b8PhthWY/ptpSkCN2lASvxlbXErrPi6gLGzkvAHTOM9V67ziPkZIxSG6B1h2YJctKNLOqvIr2MbFgWL4Mktm48mofFzNLRKPGbpP92GUJ+mFf13FDh2hxUENh/5GT2s89W29gbt9Hezom7tlIXsVfut5zxwaO2FFqDDoN2j4votbPeTa5bb3nubV/xwb+8ciZQXO7ZFl4SVHkuV9hM6vKq93ZYWbzZZDMxpFXgJklotFUqUrc9/i8sh7QoNzXdWwfo8NBDQ+Vqgw1+maPuOl0TPymwXPEjtJk0GVPcc0w6uc847k1OtKY27CZZV5HyyCZTUs7y8wSUdb5FQYdRJwz6ugiDmp4CFOY0wA6I246HZOgDghH7CgtymNm37v9OM+LQblr0+isOfc6z3hujYZBchvFzDivWkr9/G1gXkeHbrvmFmU76+S3ltyJmSWivIhzhsZ7S8uw7zbODI4bBzU8hOlc7L5pXSekQZ1pLiWhrKhU5UADGs7zot/3V63ldv7bC8+z0TVIblePmQN1OipV2VMXya49wL8N5OeW6y/HoydOh/qeKNpZN68MqzCzRJQXUc/QcPdTzyw2fOsqUjQ4qOFg/0HXtXJ5EZuvXtP597s+UzUFpxxRirnvLr/59juhvn/l8iIWzzf7nlrnfP9VJRPnzl9Ao9n6k+D+E2Oh9w+G/W+eZ6Nl0NwC/WfGL7NO9UYTlywr9OwAwcyOrkFzO0hmVLuy6RQrZWaJKA/c7eDi+QsDb//u5DU0ElRXkQbHQY22fqqPnzvf7Bp5W2y4N7G86PjU1oGPkSgO7uyHnQb90K5NA8/KcL6/zl1Cu2PNtdujK8nchs3s2XoDD+7axHoDNFBuo25rnbuY6NTQeHDA96f0uWbqmaQPgWioBu072MolEx+74Uo89tyr2jM8Bq35Rf44qNHWb/VxjrxR1g1Seb9cMgfOfj/vL8olDhSOuCRzG/a915ZLrDdAAPrPbVxtrd2HCepsi3aGiYiybNAd0my1egNPvSBDLVmJq7AztRSSPoC0GGT0zP7ecsn0/LrqcaKk6RaEU/nYDVcOfAxhzz2u5aakcxsms8wr2fZWFvrObZxtrT17SIUZJqK8iGq2RNEwQg2OsB2NX2YGNYQQLwshFoQQc0KI56N+/fJY/wMPdmdg/44NMAtG19fMgoH9OzYMdGxEcahUJSafmB/oNZ56QaJSlQO9hs7ItX1WiXIJB3du5B3DEWZPHR3EoLnVvduyesxkXglAa0AjbDFQpzjbWns5VMks9nyNGSaiLKtUJbZMH8O1U89gy/QxrIrgRrNZMAJnaJgFA6vHTBhg33VYsrb85BYp5b/G8cI/eWfwLQC5TztlyczRU2gsDVbpOYrlV5Pb1vfUszELBi5dsQy1xQbPI+oSxdTRQXPLzFJYjz336kDfH1dba/dh2H8horzxqp9RdN187selK5ZhbPky5cw7FlNORtYGNWLjU+PTkwF4/tHnumnKiqim4A36OuxMUxhpyC0zS2HprLs2ACwrGp676ADxt7XsvxDFI2xB1pent8d0JKPF6yZIc8CbeQBQW2xg320bPAeJOSMjOVka1LAAfE0IYQH4v6WUDyd1ICxSSHmwtlwaqC6B83UGxc406UpLbplZCqNoBE9XtgDMfPwG3Pf4vOdz2dYSEekbdCBY1W6vdRRO5s2N9MjSoMYWKeVrQogrAHxdCPGilPJb9heFEHcDuLv9eagXDrNOlYVeKEqD5LZf9v7cYS4M7al0qqnLNDqSzOxrtTpWmPqloJhbsg07t87MriqZKBgWFBMwOoqG0ekQM7OURFtLNIi0ZNZufweZk1Eyi7j9wwJPvSCVbTEHidMlM4MaUsrX2v99QwjxFQC/AOBbjq8/DOBhALj11lu1cxxULPGDV6zE4vkljsJRLPrNbb/c6wt1mEWDa66pI+nM1jXXCjK35DTM3LozW6vr1ey668arAHB5E7UMu60lGlQaMttPP9cA8IvXrcHLP6r3tLmbr17DtjgjMjGoIYRYCaAgpXy7/flHAXwuitf2K5ZYMgv4+r03R/E2RKkQVGTR3n7Y7oSvHjOx77YNXHNNidEpDMrcUproZLZkFnD+goWmZaFoGLjrxqvwwMTGzteZWSKi8MIWEy8aBj5/5w3K9pZtcXZkYlADwPsBfKU9lWkZgL+SUv73KF7Yb73VO2GrhxKlXND6wrP1Bl5igSpKEZ01scwtpYlOZt9pLDGzROQpbGFRgMVFbWHraCxZFgctciITgxpSyu8DuCGO1/YrOhdFUS6iNAkqssjMU9roFAZlbilNmFkiomSo2l+/op+UD/oV13Jqctt6mB57FtvrsYnyZHLbepTMoufXWIiO0sgvswBzS+nDzBIRJcOr/S2ZRdx141Wej7Mtzo9MzNSI28pLlnUV8nKvxybKOncl/hVmAWcWG52Ra8HiR5QyXpmtLTawqmTCMFr7xLNoF6WNndt6o9lpX8vMLBFRbJz9hbXlEm7/sMCzL77Jop8jZqQHNbwq5JbMIgc0KFe8KvGXzCIe2rWJOadUUmX2QWaWUsyd26ZloWQWsX8H+xRERHFwt7uyVsdTL0gc3Lmxp91l0c98G+lBDa8KufVGEzNHTzH0lBvMOWUNM0tZxNwSRaefYpk0etjukm2kBzVUhbzCVs4lSiN7Oh5zTlnBzFIWMbdERPFxLy9xLhtRta9sd0fPyA5qVKoSBoDeOrishEvZ57W0yo05pzRhZimLmFsiovh4LS+5//ACgNZyEtVuJ2x3R8/I7n4yc/SU54CGAbASLmWe13Q8J1Z8prRhZimLmFsiovj4LS8B1LudsN0dPSM7U0M1LckCuAaLMs9v2h13OqE0YmYpi5hbIqL4BC0vsdtX7mpCIzuooZquJDhdiXLAL9/Hp7YmcERE/phZyiLmlogoPjrLS7irCQEjvPyE05Uoz5hv+v/bu/souar7zPdPdamAaohpYTOJ+dmOMNdLxLJAMpr4RbkZi2RZYTC4A7Gxr52Jncx4ZlbiRIRorvD1DMJhLpqlJNizkngucV6XiS0MpANRHJEVkeUb2eAgt2RZMZqbxLx4Q8bYonGMGmi16v5RdZrq0jmnzqk+b7vO97NWL0ml6updXU/t3r3P3r/tGzILH5FbAMgPfSySqu1KDZYrYZyRb/iGzMJH5BYA8kMfi6RqO6khsVwJ4418wzdkFj4itwCQH/pYJFHb7ScAAAAAAMBvTGoAAAAAAAAvMakBAAAAAAC8VMuaGjOzjoIz8AqZhY/ILXxDZgEgf/S1yFrtJjVmZp1uvOeI5hcWJUlubl433nNEkngzoZLILHxEbuEbMgsA+aOvRR5qt/1k975jS2+iwPzConbvO1ZSi4B4ZBY+IrfwDZkFgPzR1yIPtVup8eTcfKrbgbKRWfiI3MI3ZBa+W7Njb9lNAIair0UeardS44KpdqrbgbKRWfiI3MI3ZBYA8kdfizzUblJj+9a1areay25rt5ravnVtSS0C4pFZ+IjcwjdkFgDyR1+LPNRu+0lQgIaKu/AFmYWPyC18Q2YBIH/0tchD7SY1pO6biTcOfEJm4SNyC9+QWQDIH30tsla77ScAAAAAAGA8MKkBAAAAAAC8xKQGAAAAAADwEpMaAAAAAADAS0xqAAAAAAAALzU6nU7ZbcicmT0t6bEEd32FpG/n3JxRVLVdUv3a9m3n3E9k/JihUuS2LFV+7dMYh+cx7DkUktuKZtbX17fu7a5bX+vT601bw9Uls1V9/WlXOkG7fB4fVP17WzXj0q5EmR3LSY2kzOxh59ymstsxqKrtkmhbnY3L93ccnsc4PIe8+Pq9od314tP3jbbWW1W/p7Qrnaq2K42qPgfalU5e7WL7CQAAAAAA8BKTGgAAAAAAwEt1n9S4vewGRKhquyTaVmfj8v0dh+cxDs8hL75+b2h3vfj0faOt9VbV7yntSqeq7Uqjqs+BdqWTS7tqXVMDAAAAAAD4q+4rNQAAAAAAgKeY1AAAAAAAAF5iUgMAAAAAAHiJSQ0AAAAAAOAlJjUAAAAAAICXmNQAAAAAAABeYlIDAAAAAAB4iUkNAAAAAADgJSY1AAAAAACAl5jUAAAAAAAAXmJSAwAAAAAAeIlJDQAAAAAA4CUmNQAAAAAAgJeY1AAAAAAAAF5iUgMAAAAAAHhpLCc13ve+93Uk8cFHFh+FIbd8ZPhRCDLLR4YfhSG3fGT0URgyy0eGH4Ugs3xk+JHIWE5qHD9+vOwmAKmRW/iGzMJH5Ba+IbPwDZlF0cZyUgMAAAAAAIw/JjUAAAAAAICXmNQAAAAAAABeYlIDAAAAAAB4iUkNAAAAAADgpVVlNwB+mJl12r3vmJ6cm9cFU21t37pW0xut7GYBiZFh+IjcwifkFb4hs8B4YFIDQ83MOt14zxHNLyxKktzcvG6854gk0fHDC2QYPiK38Al5hW/ILDA+vNl+YmbXm9lRM/uamX3GzM4qu011sXvfsaUOPzC/sKjd+46V1CIgHTIMH5Fb+IS8wjdkFhgfXkxqmJlJ+kVJm5xzb5DUlPSecltVH0/Ozae6HagaMgwfkVv4hLzCN2QWGB9eTGr0rJLUNrNVkiYlPVlye2rjgql2qtuBqiHD8BG5hU/IK3xDZoHx4cWkhnPOSfo1SY9LekrSs865+/vvY2YfMrOHzezh73znO2U0c2xt37pW7VZz2W3tVlPbt64tqUXjg9wWgwxnh8wWh9xmh9zmj7xmi8zmj8xmi8yiTI1Op1N2G4Yys9WS7pZ0naQ5SZ+TdJdz7tNh97/iiis6n//85wtsoX/SVnuucXXoRlFfiNyeLsvc1SzDheSWzJ4u65zVKLf0tSXKKmc1yqtEZr0wLJM1y6zE+AD+SZRZX04/+XFJ33DOPS1JZnaPpLdKCp3UQLxRqj1Pb7Rx7+RRMVlXJSfDyFselfTJLfKWZW7JK6okSbbJLDAevNh+ou62kzeb2aSZNST9mKSvl9wmb1HtGT4gp/ANmYWPyC3GFdkG6sOLSQ3n3EOS7pL0FUlH1G337aU2ymNUe4YPyCl8Q2bhI3KLcUW2gfrwZfuJnHM3Sbqp7HaMgwum2nIhHXpcteca7jlEyUbJaVLkGXnIK7PkFXnKI7dkFlUwLNvkFBgfXqzUQLbSVnsO9iS6uXl19NKexJlZV0BrUVd5VSUnz8hLHpklr8hb1rkls6iKuGyTU2C8eLNSA9kJZqH7Z6e3XHy+du87puv3HDpttjpuTyIz2shLWE6jrqKkudpCnpGXPDJLXpG3JLmlj4VP+vM6NdnSmasm9Oz8wrLsbt61n5wCY4RJjZrqr/Y8rDp01N7DsCV9PmC5oT+SVCUPy+/1ew7p4ceO65bp9afd38c9tmTWH6NmdtueQ7r5vqO66ap1yz7fx7xKZNY3cbmN6mO37TkkC3ltfc2sRG59Frx2bm5eDUmd3u3PnFhQu9XUbddtWPZaRo1hfcgpgNMxqYGhV1Wi9iQ21P0hMr3RvBkI5HHkIsoVlt+OpDsefFybfvC8ZZN3u/cdWxroDMqiVkceyOz4Ccus1B1897+2M7NOE42GFjunp7aqeZXI7LiJ6mOl5a9tcF/f+tgAufXX4Gs3mMHBFRgzs27ZxEe/qucUQDhqatTMzKzT5l37deGOvdq8a79mZt3Qqyrbt65VI+T/O+oOYHzal8jxXuMnKr9BPqXle7zDZFGrIy9kdvzEXQkMXtsgs2ETGlXOq0Rmx82wK9fzC4vaee9Rb/vYALn1V9REcb/+HMdNvm25+PwMWwagKExq1EjU5MO57Vbo/YPZ6umNFtn5Pzk379VAwOdlsQgXlV/ppdc1bsBjU23des36yl6JI7PjJy6zUnS/KknNRqPSeZXI7LgZlldJmptf8LaPDZBbfyV5jfpXYMTdf+9Xn8qkTQCKxfaTGomafDirNaF2q7ns/wavqky1W5qbXzjtMS+Yans1EMjzmFCUoxG2jKgneF2jrh42JB3YcXkOrcoOmR0/cZmV4vvVU51O5X85JLPjZVheYz9X1e9jA+TWX1GvXaD/xJO4VRpSdxsgAP+wUqNGogbJcycWdO1lpmZv5NJsNHTtZcsLiT734snTPq810dD2rWsjf+BXcSCQ1zGhKM9czAAkGMREjcmrmNFBZHb8xGW21ez2q1OT4VfHo26vEjI7XuLyKnUze/YZzfGuOd0AACAASURBVND/8yGvAXLrr7DXLvi5b1NtXXuZaee9R7VtzyFvi9wDiMekRo1E/QJ3bruluw+6pb3bi52O7j7olmpi7N53TAuLp89rn3PWKk1vNK8GAtMbTbdes1421VZD/iyLRbRhExNRV2UaUiUzOojMjp/YzPbCGlJKI/b2KiGz42Xo5G9H6kQE04e8Bsitv8Jeu9uu26BHd12p7VvX6u6DLnS1cZipBNutAFQP209qZPvWtcuqQ0vdX+zCOvr+StFxKzykZGfcV0mSIxfhj+1b1+r6PYdCJy6CTIbpyJ+K9mR2vIT1xYGFUx3t3ndMz0YMwKNurxoyOz7i8ip1M7twKnz2wpe8Bsitv6JeuyRFRAOtiYZ2Xr0u66YBKACTGjXSP/kweI53mOCXwST7TBkIoCzTG03b9hwK/T83Ny+LyK95sPUE4ynoK0fJrQ9bpjBegrzuvPdo4qvdAfKKsg2r79boDYarfkEOQDy2n9TM9EbTgR2Xy6basRMa0kuDkTy2l4QdLQuMqhlRya7ZaJS+PYqsI8z0RqtsbsksBk1vNJ19ZvR1sKl2i34WpYl7/YdNrJ17Vkvf2HWlDuy4nAkNwGOs1KipYTPX/YORrLeXBEfLBssBg6Nl+78WkMZixMbtxb6TIsrYHkXWEaeKuSWziBI3bgiW7NPPomjDXv9h26d82yIFIByTGjUVd/yVhQxGstxeEnW0bFDDA0hr2BaTsrZHkXXEqWJuySyiRI0bptqtpWzQz6Jow17/IAM33Hk4dCKZLVLAeGBSY0wEZ28nvUISNnPdbjVHrvSd5utHXe0ZtnoEiMpZVJ63XHy+Nu/aX1oBW7KOuL6xirkls0jbz77j0lfSz6I0Ua+zm5vXzKxbNrERlt/g6Hdfit0DCMekxhgYZelllkub0379JIVHgUFJctaf5y0Xn6+7D7pSlyST9Xobltkq5pbM1hv9LHwTt/J4WH8bbLNm+xLgPyY1xkDU0rud9x6N7ZDDljYPzlZvufh8PfDI07ETH2mXfkZd7SmqoBj8FJWzm+87upTZc9stTU229OTcvD7z0BOnLTUtekkyWa+3nfceje0b+/vbc9stnXjxpD794OOnPU6RuSWz9TYss4Pjhs279ofef9ueQ7r5vqO66ap1ueeWzNbb9q1rtf2uw1pYPH1ryWDfGTbujcpw1bcvfXTmyNI4p9lo6L1verVumV5fdrOA0jCpMQailt7NzS8sLb1LIuwKTf8AO2r2Ou3SzzILN8JfUVdinjmxoGdOdAt99R83GFWEscglyWS9vmZmXeTxl0/2lkX397fDjsosKrdktr6GZTbN7VK3b95+12FJ+V7xJrOIO85vWN/p4/alj84cWTY+X+x0lv7NxAbqikmNMRC39G5wpjlu32DYlfBBYbPXoyz9LKtwI/zVbDQiJyrSKHpJMlmvp937jkX+3wVT7UT97eDnFIXM1tOwzAb6xxETQ/rlhcVOIVe8yWx97d53TAunojM40WjEXuDzcfvSZx56IvJ2JjVQVxNlNwArF7fEsn+mObgy6Obm1dFLKy+C87yTzkoHxZf6v36Z59OjHrKY0CCXKEpcf7rl4vNTXQUktyhCXCaD/M3MOm2/6/DSOCJJv1zlK97w37B8LXY6y8a6g3wcw8YdBx71PIFxx6TGGJjeaFo92Qr9v/6Z5rjaF4P3Hab/B8T0RtOt16yXTbXVUPc4wlFPUQHCzMw6NVbw+eQSRYvrT+8+6DQV0WcPIrcoSlRmV0++dGTrzfcdDa1dMMrjAllIkq/+se4gH8ewzUb0iChuAgcYZ2w/GRM3XbVuaKGsYfsGw4ptRUlSfAnIyu59xyK3zLYmGrFLTyXpG7uuzL5RQIy4/nR+YVFnroq/prCSI7aBUUQV3LzpqnVL/w7qF4UJ64tbzUalr3jDf0nHrnErOnwbw773Ta8OLSot+VHkFMgDKzXGRJKZ5qjZ7OD2sMd4/5tfE/k1WVKKosRlbfe7LpXFXKmJ+z8gL0F/GuXZ+YXIFXbNRoMJDRRupVesd7/rUk21X8r06smWdv/UpeQYuRrMbdQqhnFaMXTL9HrG58AAVmpUXFxhz0HDZpqTHHsW9hgPPPK0d0WU4L8kxehsqr2U2cHTJKTq74vFeAnrry2mCF1Un8yEBooSltkDOy6PvP9UuxV6QspUu+Xd1W74LWp8XJexwC3T6xmfA32Y1KiwsCNWw45UDe47bPIjzbFn/Y83Ndk6bVnpOP6AQHUMZj9sQqOh7nti8679p53i4+bm1Ww0lu2jZbCNPEX119deZtrz5SeW9Z+tiQaZRenixhhS+Fhh59XrtP1zh0/L886r1y17XI5XRZ7Csnv9nkPatueQbKqtay8zPfDI015nMMn7KMnFSqAumNSosLjCnoPHtCad/Bh2JWVm1mnnvUeXXYkJ9tC2WxN6fuGUtz8g4I+o4y6DY10beulYejc3r217DulzDz+uO/7dWyQp8fsByEpUf/1nh5/SYJXbxU5naQDebDT05teu1vHnXiSzKFRUZnfee1QvnDwVm8fgl62zWhN64eQpbdtzSDfceVhvfu1qfeXxZ8kychWW3f4xwd0Hndcr3sLG9dv6fma8902v1i3T61NdrATGHZMaFTassGcgamBy831HU3VsYUv2+j2/cEq3XbeBzhK5i8r+qU5HqydbocXqDvzDcX105ogeeOTpRJOBQJaiMhu2VL+/luJip6MD/3D8tPuQWeQtTWb78xh8fHTmyLJihWQZRRlWM2J+YVE33HlYkp+TaVEXdqTu+yx43wUTGz4+RyBrTGpU2AUxe7H7RXXuz5xY0Mysi+zsBpe2nXjxZGz16I7EwASFiMq+FF99/zMPPaFTEee3UzgLeYrL7KjILPKUNrPBdr9gzPDUs8k/lywjS0myu9jpeLFKKGybSZL3y2ceekK3TEcXowbqhkmNCku6V24q4sq1FD0JEba0LQkfBiaDPyC2XHy+93sr62b71rXaftdhLSwun6CIP7i1O4iJK8yYpSz3jX905og+89ATWux0li0thT/SHImdFJlFnqLGGC+cXFTUKdlB35p2Am/ULJPZ+gl7zR9+7Piy125wy16UMlcJJclu1PbxuHF9IKzWGFBnTGpUWJK9cjOzTt97/mTkY0QNPOKWtsWpekXlsB8Q/ctj2d/rj8XF9D+wm41GIYWz0tSxGSZsCXf/0lL4YXqj6eHHji97LVeCzCJvUWOMbXsOZfp1Rs0yma2fsNf8l/cc0qm++wTbnDZfdJ4e/c683Nz8sjpbg8q4GJe0CG/YyW7zC4s6c9WE2q1m7Dg96uhaoK4mym5AUmY2ZWZ3mdkjZvZ1M3tL2W0qwvRG04Edl+sbu67UgR2Xn/aDfPe+Y8uqkIf56MyR024bpZNvSJWvqJxksqb/dAFU0857jy4bxCT13je9+rQz622qnXnBsLgivml95qEnUt2O6vqzw0+N/LmbLzqPzKJwYWMMW+HFi6yyTGbrJ+w1jxoLPPiPz+jAjsv16K4rddt1GyJ/yS/jYlxcEd7tdx2Wm5tXR9GrLZ6dX1gax0R575tenWWTAe/5tFLjE5L+wjn3U2Z2hqTJshuUhzRLLWdmXaIloHc8+Lg2/eB5yx4naj9i1Bn0UncWvOqrG5JO1viwjaZu+rM/yqLKs89o6o4HH9cDjzyt7VvX6sCOyzNvYyBpEd8kogY1LC2tvsH+OqrvHNScaGixbzL67DOaetem1+Tav5LZeksztkizlardmtCLJzu5bOkgs/WT5rVd7HROO9I9LLcnXjwZW18uD2mK8Ia5YKq9rAAoW6eA4byY1DCzl0n6UUkfkCTn3IuSXiyzTXlIs9QyuG8SYQU+o5bo77x6nXbvOxY64bHSqzdFSFr4rOrbaOpm2Mk7/VoTDZ1z1irNnVhYqply90Gn514s7gjBpEV8k2iGLD8Nbkd1jVqXaPVkS1de8krdfdAtfe5zLy6SWeQm7TaO/m0pcbluTTR06zWXkFlkZpTitYNZ3nnv0WWTB8+cWCh82/FKCkeHbde6ZXo9kxjAEL5sP3mtpKcl/b6ZzZrZp8zs7LIblbU0Sy3T1sQYnDWOW6K/fetatVvNZffPen93XsLaPsiX51InafK8+12Xava/vH1puXTcEa55yfI9ErWElKWl1Za2D7aptj5+3QbN/pe3k1kUapRtHMG2lDjnnLUq118SyWz9hL3mw35R6c/y9EbT2Weefr226G3HUdmNk9fWQ6AuvFipoW473yjpw865h8zsE5J2SPrPwR3M7EOSPtT7eymNXKk0Sy3TLr8Mu7IRdbZ1kgKlVRXW9iqffjIOuc1C0jyHXVTLcolyUlm+R4KrL74sLSWzXSvJF5ktXp1zu5K8xW1JHXY6w0qR2fplNuo17z/9JEx/lsvoXwdFPY/BVSSBRkO67d0bKjM2HVUdM4vqaHQ82E9oZj8g6UHn3Jrev/93STucc1eG3f+KK67ofP7zny+whdnYvGt/5LaPwSsmUfcN05poaPe7LvW+syxJYWtTfc1tFtLkud1qLruSkeZ9UyOF5JbMphskB9mN2+JHZvNXt9yupI+cmXWRp6E0JN12nf+/iK0AmS1YkixXeUwwM+u0/XOHQwv8D45tcsT4AL5JlFkvtp845/5J0hNmFqw5/DFJf1dik3KRZqnl9q1r1Wom65fyXiIKrFSSbUOBwWWkPm+Xgr+iMttuTWj1ZCv0c4LsklkUKW3eZmadNu/arwt37NXufce0+aLzQu8X1OsCipIky0X1r/3vk8279mtm1g39nOmNpt3vujS0lgsn8wEr48v2E0n6sKQ7eief/KOkD5bcnsylXmqZcJHNXM5LRIGVCjJ+831HEy1p7l9G6vN2KfgrKrPzC6cUd1Hhybl5MotCpclbWFHR489F12XnJDEUKUmWi+hf0xbfHXwO10esfuL9BIzOm0kN59whSZvKbkfeoupcDNq971jo8rUwnPQBH0xvNO3edyzRpMZgppO+b4AsRWV2fmEx8rSFILtkFkVKM7YIKyo6LM9AUZJkOe/+Na74bpKvm+XJPgC6vJnUqLPgfHk3Nx85sIjCkmZUXZDvJ+fmEy0+ItOogv5+Ocxip6OGli+oI7uooiR9MHkGXhK1osLNzS/V9AjG69a3UqT/5wbvp/GzZsfe3L/Go7tCy0lCTGpU3uAStzQTGg1J117G1UBU12C+h1k92dJNV60j0yhV0tx2pKWBq7HFBBWUpg8mz0BX1EqLhrR0ezBeD7amPPzYcd190C2913g/AdliUqPiwpa4JdWR9MAjT2fbICBDafM9eQZFb1G+NLkNBqxlV90HwqTtg8kz0C1GOjgZOLjyot/8wmLokbS8n4DseHH6SZ0lKRoUdwYKRYdQZWnzSZ5RBeQW42KUbJJn1N30RtOt16yXTbXVUHdiYtg66qiV1ryfgGywUqPiopa4BYIZ3o0fuz+0wOK57ZY279pPhX1U0rB8h92/KP37zHnvoF9Vc0tmkVbaLAefkwXyWj/j9JoPFiMNamlEaTSksHkNioMC2WBSo+LClrgFgqJCM7NO33v+5Gn/P9GQnnvxpObmu5MdaY6cAooQl+9BrWajsCJaKzmuDeMvTW6LKv5GZjGKsCxPSDoVcf+s8kxe62fcX/O4nwutiW7R0ME5jSLHNUiniKKfyBaTGhUSN4M9ePpJs9FYOj7quRdOhh7v2ulIC4vLb09z5BSQlahsR+U7zNkF1tNY6XFtGB9J+uUojYZ06zXrC8kMmUUSYXm+9Zr1S7ed227pu88vhBYHyDLP5LV+xuU1D3sPSS89v2Ac019jY7HTUcgwvdBxDTDuCp3UMLMzJV0raU3/13bOfazIdlTRsBnsoNMLu1+UqP197N9DkZJme9iV72DFURGi3iO8d+olyZXFuNymOKxqxcgshonK863XrNeBHZcv/X/YL19Stnkmr/UzDq952Hto++cOS42XLiIudjpqTTSW3Rb1nnq2wHENMO6KLhT6p5LeKemkpOf6PmovbgY7MDPrdMOdh0c+DSXA/j0UaVi2k+a62YgriZutqPcI7516ictu0tz29+F5IrMYJirPO+89qs279mvbnkOF5Zm81s84vOZh76GFU53TVkWH3RbGp+cOVF3R209e5Zz7iYK/ZqGSFkEavF/Uigs3N68Ld+zV1GRL33v+ZOTS/KSK2t+NeuvPd9yKoeCqR5JcrzT7aQqUhe2N5b0z/tL0y0lzu5KrkGQWcdLkY2bWReZ5bn4h8Uq4YXlO2ibyWj9Rx6CueXm7tIL2aQuXZrmqhLwD2Sp6UuOLZrbeOXek4K9biLBladfvOaRtew7J+jrLNFtIpO42krCTTZJoqDsTPA6VpuGHwXxHmWg0tG3PocSPayu4opG2QFl/zQTeO/WQtl9OumJu1CtxZBZx0uQjuG8W4vKcpk3ktX6mN5oefuy47njw8aWLHR1JB/7h+NJ9iiwemraPnZl1moip+5WGkXcgc4VMapjZEXX7rlWSPmhm/yjpBXV/5+445y4poh15C1uWFnR9/Z1l2P1Wor8Y0aCOpAM7Ls/sawHDJM13moHBSq9ojFKgbPC4Noy3rPtlaWW5JbOIkyYfWWV7WJ7TZpa81s8DjzwdOV4NFFU8NE1e06wqHcam2ozLgRwUtVLjHQV9nVINW5YWdJZZF0XqqNtJhl1ZXMnVbWAUeRT9WmnF/XEoUIZ8VS23ZBZx0uQji8wkubJMZjFM0iwUkZk0ec1y0pv3A5CPQgqFOucec849JumW4O/9txXRhiIkWWYcLLPMUjDYaLeay25nvx7KkEe+V3rFZhwKlCFfVcstmUWcNPlYaWZWT7Z0YMflQ/NMZjFM0iwUkZkkeZ2Zddq8a//Q7YhZfF0AK1P06Sfr+v9hZk1JlxXchtyETSwMuiBiAmJUwcTF9EbTrdesl0211VB3QJ3VefJAGnnke6WiJv22XHy+Nu/arwt37NWGm+/Xxo/drwt37NXmXfs1M+tW/HXhj6rldlhm1+zYq4tu/HOtIa+1lOZCxkqy3Wo2dNNV64bfMaZNWy4+Xxtuvl9rduzVmh17tfFj95PXMRdMBgz+PN2+dW33uNMYRV2QG/YeCracJJnQWD3Z0vvf/JqlU9qajYY2X3QeFxuBAhVVU+NGSR+R1Daz7/Zubkh6UdLtRbShCP2Fr9zc/Gm1LvonICTphjsPj7Q/L3jcweWg7E9FFQwWgGs0os9oDxOV7yzbdMFUW1suPl93H3RLS0r7q/8XWawM1RCWkWeee0EnFk4l+vysc5sks8HPD/JaP2kKbY465lg92dJNV61LnKmozO758hNa6Psh8MyJBW2/6/Cyz8H4iCvAKanbWfZpTjT0fWeu0rPzC4UWjB32Hkqz5eT5hUXdMr1et0yvX3Z72tNVgDys2bE39ec8uuvKHFqSr0ImNZxzt0q61cxudc7dWMTXLMvgxEazVyk5bAIizckP/YKBM4WGUFX9E2wXpuhM0w6iR22TJG3etT92wFJUsTJUx2BGkmY3r0r2aTJLXusn6kJG1C9S1yccc6wkz2GZXQiZ1V5Y7JDXMRVVgPPm+47qu/MnT5tYWzzV0dlnrtKhm95eZDMlxV8MTFP7Yn7hlGZmXegpP2QcKEZRKzXe2Pvr5/r+vsQ595Ui2lGEwRnqxU7ntBUageYKjoai0BB8cUFEEdswk2esKmwAkOQ9xPus3pJkt9loFDbBPCyP5BVxV8nLyHNcJsnreIp6XZ85sRB6e9znlCnN2EUSk3RAyYo6/eTXe3+eJWmTpMPqLkC7RNJDkn6koHbkLmqG+oY7D+vhx47rgUeeXrp6spKjoSg0hKqJujq4fevaZYPsOEUObJIMWHif1UNcdoetqMviiL+khmWWvOLm+45GHlNZRp7jMktex1PayYDgc4oW9PtRq6rTjF2kak7MAHVS1OknW5xzWyQ9JumNzrlNzrnLJG2U9PdFtKEoUR35YqejTz/4uNzcvDq9+8WXSupqtyYoNITK6y+oFeT7xnuOLC3HvPayZFcvihzYDCuex/usHqKy+9GZI9q979jQzy/y2Oy4zJLXepuZddr4sfsjr4Y/OTev6Y2ms8+ILxiadZ6jCkO2mg3yOqbSFqYto+8aLAI6WJ8oGLv0F+APioBGYZIOKFdRKzUCFzvnlqoFOee+ZmYbCm5Dpvqv8J3bbqX63GHXQ1oTDd16zSWSkhUDA8oSt0Jp255DCSfw0g9sVlKEa7BI2LntlhoNae5EscXKUK6o7H76wceHfm7azK60aFzSmk2oh/4rzYOFyQcFv3C1mhOSwq88h+U5q8zuvPfoUjHmPGsnoXyDP1snz2jquRfDMzfRUCkn9cUVAe2vT9RfE2Nwa1c/JpWB8hU9qfF1M/uUpE+r+/P3/ZK+XnAbMjPYwfWfnjCKdmtCZ7Waob9U8cMfVRa17DK4+jFsAm+q3dLOq9MNcuP2jqeZ2OC9VW8rWTKcZjCeRV6D+5JZDOZpWB8b/ML1bMw4ZTDPZBajCl7zj84ciZ0gftlZrVKyMUp9IiaVgWorelLjg5L+o6Rf6v37C5I+WXAbMpPmuKckzjv7TG3funZpdjtY+kxHiaobZQ9tYKrdGqnqedQV9qhiXRythjCjZtem2qnyQ16RpTTjj6n2S784RuU9LM9kFqPoz8Gwyba4SbY8jVqfiAk6oLoKndRwzj0v6bbeh/eyLgoUXAVZ6VURoGhpC2oF2q2mdl69bqSvGfX+C7s9qyuOGD+jZHeUpcbkFVlKOv5ot5p6x6Wv1OZd+5e22bWaDS0sdpbdJyzPZBZpxW3RCFNWHYq4fr8hacvF5xffKAArUtSRrnc6595tZkcUskrSOXdJEe3I2kquToeZaCjVVRGgKgb30E4kOK54qt3SOy59pXbvO6br9xyKvLIXdfUv6v0XNkhKe8UR9RG8/jfceTjRyQ+TrQmd2ZrQ9XsOLZ0oMbhkn7wib0nGH0Efe/dBt2ybbGuiodWTLc2dWFiqJdSfZ6mbwah3A5mFFN7XpVlBVGYdisGtJP06ku4+6LTpB89bVk+DVUhAtRVy+omkWTP7l5J+UtJVIR9eSlvhuV9Y4cRTESMIjomCb77vrFUKKXi/JKihcfdBF3piSiDuVJWw918WVxxRL8FgNelRlvMLp/TMiYXQzJJXFGX71rVqRnSywSkNZ5+5Snu/+tRpv2QunOpo8oxVuu26DXrh5PI8b//cYW2/63DkhAmZhRTd1yW90DfZmiilQGi/4NjWsFNNggk5Kb5fB1AdRU1qvFzSJyR9WdIfSvr3kt4g6Z+dc48V1IbMTW80vfE15470uR11f7FLgmOiUHWDP/Tn5hciJ+mk7j7auCt7gWFX//qPW7OpduQgaWoy/L0WdTvqYfBYvyQGY92fWfKKojz82HEthnSyE1p+PGXcEa9heV041Vm2NaUfmUUgqq8bduyp1F2V/H9fc0npKx2C/j9qQjuYkEsyVgFQvkK2nzjnfkWSzOwMSZskvVXSz0r6HTObc869voh2ZGFwCdqo20+Cs+CTnJjCMVGoup33Hk1Vk+CCqXaiK3vD7pO0aFfURfiEF+cxptLmNkqQR/KKPCUpwHgq4WPF9cFhGpIO7Lg88v/JbL0MO/EszqlOd7tf3LbTIgzbKhNcUGQVEuCHolZqBNqSXibp3N7Hk5IeKrgNI/vozBFdv+fQsiVoSQzOWwfLN5N0iP1Vy4GqmZl12nDz/amOM25NNLR969rIFUgXTLU1M+u0edf+VHu640RVWC+r8jrKE2RrzY69qY/hjroGGWR2IuIqJXnFSg2OP1YiGIOkyeWw+5LZ+ojr65Ja7HRK38oRNwbv32YVN1YBUB2FTGqY2e1mdkDSHklvkfRFSe9yzm1yzn2wiDas1Mys0x0PPj7SYOKtF50XuuR4WIe4kpMhgLwFSzfT/mJ4zlmrlvayhtUY2HLx+bFbAkYpLsagBNJo200CNtXW+978mtjMhl2lJK9YqZWMP6TuxZGwMUjSumBJMkxm62HYlo1RlLWVIyqbzUZj2TarNPWQAJSnqCNdXyPpTEn/nyQn6ZuS5gr62pmIqwQ+zKPfmQ9dthl2pFRD3T3bRnVlVFyaKuf95np7vAdPTElSPX3U90XYe41BSf2Mmtn+pfebfvC8xJkdHBwnRV7RbyXjj+DiSFgG406ACCTNMJmth1H70GHK2MoRldnBvEeNVRifA9VSVE2NnzCzhqR16tbTuEHSG8zsuKQvOeduSvI4ZtaU9HD3Id07cmtwiJV0uFGfS0cJn436nui/OhJWY+D6PYdCP6//F8u0x6vxXoNUfGZPdTojHQlIXtFv1NwmmQQO8nzhjr2hEyeLnU7k8cWDjyOR2XGX1+RDnit6ovreNJlNWg8JQHmKWqkh51xH0tfMbE7Ss72Pd0j6YUmJJjUk/ZKkr6tblyM3YR3gSoqCdiRt3rU/tLOko0TVRQ0IRnlPJF3GHPa4waAnWP4aXF1xc/O6fs8hbdtzKHYQz3utXrLqx8vKLHmtp6xyG9QuSpqhuK8R1D4gs/UW1NLIcuuJlO+KnrC+98Z7jkh6Ka9kFhgPRdXU+EUz+6yZPSHpC+pOZhyTdI2k8xI+xqskXSnpU7k1VNHnUW+5+PxEe0+jcK41fBR3Pvv2rWsjCyeGSbOMOW7/atjy12CIxfsMUnb9eNwRlv3ILLKQ5fhj4VQnVZ2CJPU1yGx9ZVlLI6rGSx44jhWoj6JOP1kj6S5JP+yce61z7qedc7/tnDvsnEt6AtnHJf0nJT+xbCRRHeADjzytW69Zv3QU6yjoSOGbuAHB9EZLvM+73Wrq1999aaKBy/RGW3qvhQ16hi1/5X2GYf34MO1WUx+/boMO7LiczKIwScYfDXV/KWw1h08pp9kqMJjhYchsvaykHlG/oMbLgR2X6xu7rkzcx46K41iB+iiqpsYvr+TzQB5c2QAAGttJREFUzewdkr7lnDtoZm+LuM+HJH2o9/eRv1ZUR+fm5pftKU17jOWwx0c9ZZXbvMS9Hzbv2h/5eVPtls4+c9XIe6vjloQmWYrN+yw/Vc+sNLwfjzNqMVoyW22+5/b6PYd0wVRbt123QdMbbdk2lagtAWnrFPRnePOu/WS2ZFXK7CivdUPSbddtKLXOyrCtgchWlTKL+imspsYKbZZ0tZn9a0lnSXqZmX3aOff+4A7Oudsl3S5JV1xxxcjr4+IGn/178XZeve60qsmtiYbUkBYWo788HSn6ZZXbvES9HxpS7JGrUdX2sxBWsXwQ77P8VD2z0ui5zWsZNJktn8+5lbRsO4q0fAJisG6AtPI6BWS2fFXKbFQ2p9qtyAt8U5Ot0mtWcCpPsaqUWdRPUdtPVsQ5d6Nz7lXOuTWS3iNpf/+ERpaG7SudX1jUDXce1sOPHddZrZe+fVPtlna/61Lt/qlLl7aohC27oyOFT6LeD1E/qfLeHystXyYt8T7D6aqWWzKLJJLUtQjb9jFs+9MoyCz6RdUN2nn1OrUifpMIFg/NzDpt3rVfF+7Yq8279hdaiyWP9waAavJlpUZhgo7u5vuO6pkT4bPPi52OPv3g48tue+HkqaXPH+UIP6BqgvzOLyyq2VveHHdVpki8zxBllNwWkRkyizhhuY3i5uY1M+uWZSaPK+JkFoH+40/d3LyajYbmFxa1896jWoiodPfs/MLQ00eKajtZBcafd5Mazrm/lvTXeX+d56N66Qj9xRMDdKTw1eBAJBhgD5vQYMCCMo2aWzKLMkXlNg6ZRVH6J7SmJltqTTS0cGp439qRdMOdh0/Lc9h4GQBWyovtJ0W7+b6jI1V5pmgWxsWolc4lquKjPKPmlsyiTKPklsyiCIPHDD9zYmFpQiOJqAk6xssAssakxoCZWRe57WQYimZhXAyrej8MAxaUYSW5JbMoy6i5JbPI20oucMRhvAwga0xqDBj1ygdFszBOmo3BsnDpMGBBGVaSWzKLsoyaWjKLvOUxccZ4GUAemNQYkKYDDwYiVFPGuEmypzsKAxaUZdTcklmUaZTUklkUIauJs2ajwekjAHLlXaHQvMWdEz9oarKlm65aR+eMsWMJ3wcTDen/eNNr9MAjT6+oKj6V9ZGFpLmVpNWTLc2dWCCz8MZKMyuRW6SzfevaZUVsR9FuNZnIAJA7JjUGbLn4/NOOa43yzImFwiuQA1mKGuBu37pW2/Yciv3cM1dN6L9de8mKs1+FI9/gl7JzS2Yxiqjcrp5sDa3l9fHrNtDXonDTG00PP3Zcn3noiZFWwhkTZwAKwqRGn5lZp7sPulSfw9FU8FXcAFfqrsKIK3J+7JYrMmlHWCEy3leIUoXcklmkFZfbKy955dCLKVnkitwirWBcnHZCg9UZAIrGpEafUas8U4EcPoob4ErxvxhahgXqot4/vK8Qpgq5JbNIa1hu45BblGWUcXGz0WBCA0DhKBTaZ9Qf7FQgh4/iBrhx74WsC9RFvX94XyFMFXJLZpEWuYWP0o6L262mfv3dlzKhAaBwTGr0Obfdiv3/qXZL7VZz2W1UIIevogay57Zbkf+XxxWY7VvX8r5CYlHZnGg0NDUZ3odnnVsyi7TiJhSK6m/JLdJKM+HFCg0AZWJSo2dm1um7z0cX6mq3mtp59Trdes162VSbo6ngve1b16o10Tjt9rn5Ba15eTt08JvHFZjpjcb7ComF/WImdY9zffbEglrN5ZnOI7dkFmltufj80NvnTryoLRefX0h/S26RVlRuB7FCA0DZqKnRs/Peo5F7sQerN9NpYxxMbzTdfN/R0Kr7B/7huCZbE5kcIZi0LbyvkESQk+v3HNJgl31K0qnFTiG5JbNI44FHng69/bkXF3XHg4/rrRedp0e/M5/7UavkFmn82eGnht5n9WRLN121jlyhstbs2Ft2EzJT1HMZ5es8uuvKHFqSHJMaPXPz0as0Duy4vMCWAMWYmXWxxwieWDiljhq6LYOjBIGsBMdixtXif37hFLlFZczMOrmY2gQdSV/8h+NkFqXrP3b43HYrdmwcmDxjFbkFUDq2n6jbiQN1EhwvOEzS6vxAEYLcxv2CKJFbVEfSvrYjkVmUqr9/7Sj+Yl8/Ts8BUAVMaoiBBOonzTFtDFhQFeQWviGz8MUox7dKnJ4DoBqY1FD8QGJ1RDV9wGdpBs8MWFAV5Ba+IbPwxSiTapyeA6AqmNRQ/EDipqvWFdgSoBhJB88NJa9+DuSN3MI3STPbmmjwyyFKlSSrEw1pqt3i9BwAlcOkhqKPtmyG3AaMg7BjMdutpjZfdJ76U9+RdPdBR90ZVAK5hW/CMtuaaJw+vmC4gZJFHZfdrznR0M6r1+kbu67UgR2XM6EBoDKY1FD3iLNzzjr9IJjFUx3qbWAsTW803XrNetlUe9kVl0e/M3/aqRIUXURVkFv4Jiyz55y1SosDZ8gvLDLeQLkGs9psnD7TRk4BVBVHuir+aEsKd2Hc9B/ZdsFUe9kxgtfvORT6ObwPUKbBzG7funbZFUJyi6qJy+yFO/aGfg55RZUsdsIPzianAKqo9is1hh23RuEujJPBI9vc3LxuvOfI0jL9qLzzPkBZhmVWIreoFvpZ+Ggwt1HIKYAqqv2kRtwRVlR1xrgJy3v/Mv2omgW8D1CWYZmVyC2qhX4WPkpypCs5BVBVtd9+EreMjqrOGDdReQ9uD/Iet9QfKNKwzErkFtVCPwsfxY2HGxI5BVBptZ/UmJpshdbTsKk2HTfGRrC/O2pJaf9y0umNRvZRujSZlcgtqmFm1mmi0QitR0A/iyoZrPsSNx4+sOPyEloIAMnVelJjZtbpe8+fPO32VpPz4jE+gn2ybLOCL8gsfBTkNmxCg8yiSgb7WDc3r9ZEQ61mQwuLL+WX3ALwRa0nNXbvO6aFU6cPPs4+YxVXUDA24vbJGstJUUFkFj6Kym2z0WA7KyolLKsLpzqaard09pmr2BYFwDu1ntSI2j/47Hz48a6Aj6Jy3pBYUopKIrPwUVRuT3U6/GKISokb/x666e0FtwYAVq7Wp59wrBrqgJzDN2QWPiK38AVZBTBuaj2pwbFqqANyDt+QWfiI3MIXZBXAuKn19hOOVUMdkHP4hszCR+QWviCrAMaNF5MaZvZqSX8k6QcknZJ0u3PuE1k8NseqoQ7IOXxDZuEjcgtfkFUA48SLSQ1JJyXd4Jz7ipl9n6SDZvaXzrm/W8mDDp7RzSw1xgn5hm/ILHxEbuELsgogL2t27E11/0d3XZnp1/diUsM595Skp3p//2cz+7okkzTypEbYGd033nNEkujg4T3yDd+QWfiI3MIXZBXAOPOuUKiZrZG0UdJDK3mcsDO65xcWtXvfsZU8LFAJ5Bu+IbPwEbmFL8gqgHHmxUqNgJmdI+luSducc98d+L8PSfpQ7+9DHyvqjO6o24E8pM1tUuQbeSGz8BG5hW+yzixZRd7y6meBJLxZqWFmLXUnNO5wzt0z+P/Oududc5ucc5te/vKXD308zuhGFaTNbVLkG3khs/ARuYVvss4sWUXe8upngSS8mNQws4ak35X0defcb2TxmJzRjXFGvuEbMgsfkVv4gqwCGGe+bD/ZLOmnJR0xs0O92z7inPvzUR+QM7oxzsg3fENm4SNyC1+QVQDjzItJDefc30hqZP24nNGNcUa+4RsyCx+RW/iCrAIYV15sPwEAAAAAABjEpAYAAAAAAPASkxoAAAAAAMBLTGoAAAAAAAAveVEoNGszs47qz/AKmYWPyC18Q2bhI3ILoO5qN6kxM+t04z1HNL+wKElyc/O68Z4jksQPAFQSmYWPyC18Q2bhI3ILADXcfrJ737Gljj8wv7Co3fuOldQiIB6ZhY/ILXxDZuEjcgsANVyp8eTcfKrbgbKRWfiI3MI3ZBY+Irfw2Zode8tuAsZE7VZqXDDVTnU7UDYyCx+RW/iGzMJH5BYAajipsX3rWrVbzWW3tVtNbd+6tqQWAfHILHxEbuEbMgsfkVsAqOH2k6BoElWi4QsyCx+RW/iGzMJH5BYAajipIXV/ANDZwydkFj4it/ANmYWPyC2Auqvd9hMAAAAAADAemNQAAAAAAABeYlIDAAAAAAB4iUkNAAAAAADgJSY1AAAAAACAlxqdTqfsNmTOzJ6W9FiCu75C0rdzbs4oqtouqX5t+7Zz7icyfsxQKXJbliq/9mmMw/MY9hwKyW1FM+vr61v3dtetr/Xp9aat4eqS2aq+/rQrnaBdPo8Pqv69rZpxaVeizI7lpEZSZvawc25T2e0YVNV2SbStzsbl+zsOz2McnkNefP3e0O568en7RlvrrarfU9qVTlXblUZVnwPtSievdrH9BAAAAAAAeIlJDQAAAAAA4KW6T2rcXnYDIlS1XRJtq7Nx+f6Ow/MYh+eQF1+/N7S7Xnz6vtHWeqvq95R2pVPVdqVR1edAu9LJpV21rqkBAAAAAAD8VfeVGgAAAAAAwFOrym5AGczsJyR9QlJT0qecc7tKaMOjkv5Z0qKkk865TWZ2nqQ9ktZIelTSu51zz5hZo9fefy3phKQPOOe+kmFbfk/SOyR9yzn3ht5tqdtiZj8j6aO9h73FOfeHObRrp6R/J+np3t0+4pz7897/3Sjp59T9nv6ic25f7/bSX2/fmNmrJf2RpB+QdErS7c65T0Tloqx2JmFmTUkPS3LOuXeY2YWSPivpPElfkfTTzrkXy2zjMGY2JelTkt4gqSPpZyUdk2evRZZ8z6ivuSSL6fmYVV/ySR7zFTZWLakdicepFWjXTkWMUwtqk3f9zTBRz6ncVnUN9pVlt0cK7xedc18qt1WSmV0v6d+q26Yjkj7onHs+q8ev3UqNXvh+S9IVkl4v6b1m9vqSmrPFObeh74fEDkl/5Zx7naS/6v1b6rb1db2PD0n6ZMbt+ANJg+f/pmpLr7O8SdKbJP2wpJvMbHUO7ZKk23rftw19Exqvl/QeSet6n/PbZtas2Ovtk5OSbnDO/ZCkN0v6+d73LSoXVfZLkr7e9+//pm6GXifpGXUnwqruE5L+wjl3saRL1X0+Pr4WWfI9o77mkiym52NWfckneczf4Fi1DH+g5OPUIv2BEo5TC+RjfzNM1HOqgsG+sgrC+sVSmZlJ+kVJm3oTgE11f2/LTO0mNdT9hfvvnXP/2LvK8FlJ7yy5TYF3SgpWN/yhpOm+2//IOddxzj0oacrMXpnVF3XOfUHS8RW2Zaukv3TOHe/N/P6lwjv6lbYryjslfdY594Jz7huS/l7d17rKr3dlOeeeClbgOOf+Wd0O0RSdi0oys1dJulLdGWv1VhpdLumu3l18eA4vk/Sjkn5XkpxzLzrn5uTZa5E1nzPqay7J4mh8y6ov+SSP9ZFynFqYlOPUQvjW3yQR85xKNdhXVkFMv1gFqyS1zWyVpElJT2b54HWc1DBJT/T9+5sq543RkXS/mR00sw/1bvt+59xTUvcNLOlf9G4vo81p21JkG3/BzL5qZr/XtxqkCu0aS2a2RtJGSQ8pOhdV9XFJ/0nd5YqS9HJJc865k71/+5CH16q7jPX3zWzWzD5lZmfLv9ciNx5m1NdcksUV8iSrvuSTPOYvbKxaFVV+ncPGqYXzpL9JZeA5lW2wr6yCqH6xVM45J+nXJD0u6SlJzzrn7s/ya9RxUqMRclsZR8Bsds69Ud1tET9vZj8ac9+qtFmKbktRbfykpIskbVD3TfHrFWnXWDKzcyTdLWmbc+67ZbcnDTML9rke7LvZxzyskvRGSZ90zm2U9Jz8WjaaK98y6nkuyeIK+JBVz/JJHvOXZqyKrqhxaqF86G/SqtJziugrq6CS/WJvcu+dki6UdIGks83s/Vl+jTpOanxT0qv7/v0qZbz8JQnn3JO9P78l6U/U3Sbxv4JtJb0/v9W7exltTtuWQtronPtfzrlF59wpSb+j7vet9HaNIzNrqfvD4w7n3D29m6NyUUWbJV3dK3T2WXWXT39c3S1TQZFkH/LwTUnfdM4FVyXuUvcHlk+vRS48zajPuSSLI/Ioqz7lkzzmLGKsWhWVfJ1jxqmF8ai/SSziOZXptL7SzD5dbpMkRfeLZftxSd9wzj3tnFuQdI+kt2b5Beo4qfG3kl5nZhea2RnqFim5t8gGmNnZZvZ9wd8lvV3S13rt+Jne3X5G0p/2/n6vpH9jZg0ze7O6S3aeyrmZaduyT9LbzWx1bzbu7b3bMjVQS+Qn1f2+Be16j5md2avS/jpJX1YFXm8f9fZQ/66krzvnfqPvv6JyUTnOuRudc69yzq1R93Xf75x7n6QHJP1U726Vfg6S5Jz7J0lPmNna3k0/Junv5NFrkQdfM+pzLsniaHzKqk/5JI/5ihmrVkUlX+eYcWpRX9+b/iapmOdUmoi+MtOVB6OI6RfL9rikN5vZZO/1/DFlXMC0dke6OudOmtkvqPsLd1PS7znnjhbcjO+X9CfdQrBaJemPnXN/YWZ/K+lOM/s5dV/8d/Xu/+fqHqH69+oeo/rBLBtjZp+R9DZJrzCzb6p7ismuNG1xzh03s19VdxJBkj7mnFtR8aSIdr3NzDaou/T1UUn/vvf1j5rZneq+cU9K+nnn3GLvccp+vX20WdJPSzpiZod6t31E0bnwyf8p6bNmdoukWfWKKVXchyXd0ZuY+0d133cT8v+1WIlxy6gvuSSL6Y1DVquaT/KYn9CxahkNSTlOLbtdoePUAo1DfzMo9Dm54k+W8UVYv1gq59xDZnaXukeCn1T358jtWX6NRqdThW2RAAAAAAAA6dRx+wkAAAAAABgDTGoAAAAAAAAvMakBAAAAAAC8xKQGAAAAAADwEpMaAAAAAADAS0xqeMjMbjOzbX3/3mdmn+r796+b2S/HfP4XE3yNR83sFSG3v83M3jpKu1FPZva9nB//A2Z2Qd+/o7J7sZl9ycxeMLNfybNN8FuFMvs+M/tq7+OLZnZpnu2CvyqU2Xf28nrIzB42sx/Js10YL4M57uXuN4d8ztVmtmPIfd5mZn8W8X/bzGwyfWuBroS/l32kd6Rp2Of/tZlt6v39I323rzGzr+XZ9nHCpIafvijprZJkZhOSXiFpXd//v1XSgahPds6tZFLibcHXBiriA5IuGHYnSccl/aKkX8u1NcBwH1CyzH5D0r9yzl0i6VeV8ZnuQAofULLM/pWkS51zGyT9rKRPDbk/sCLOuXudc7tW8BDbJDGpgZVI8nvZXznnfirBY31k+F0QZlXZDcBIDki6rff3dZK+JumVZrZa0glJPyRp1sy2S3q3pDMl/Ylz7iapOxPunDun98b7TUn/St3B84Sk33POBTOJHzazqyS1JL1L0vOS/oOkRTN7v6QPO+f+3/yfLsaNmZ0v6X9Iek3vpm3OuQNmtrN322t7f37cOfffe5/znyW9T9ITkr4t6aCkRyVtknSHmc1Lekvv8ZZl1zn3iHPuW5K+ZWZXFvAUMWZKymz/qroHJb0qv2eIcVNSZvuvtJ8tqZPfM0SdxOT5A5I2Oed+wcwuknSHpKakz0v6ZefcOb37n9O7Uv4GdXP9fkkfVney7gEz+7ZzbktxzwhjJMnvZc+Y2decc28ws7ak35f0eklfl9SWJDPbJaltZockHZX0f0lqmtnvqDsx4iS90zk3X9xT8wcrNTzknHtS0kkze426If+SpIfUHWhskvRVdVdUvE7SD0vaIOkyM/vRgYe6RtIaSesl/Vu9NFAJfNs590ZJn5T0K865R9X9gXKbc24DExpYgU+om6N/KelaLb+ad7Gkrepm9yYza/WW5V0raaO6ud0kSb0JuIclva+XyaCjX5bdIp4Qxl7Zmf05dQfpQFKlZNbMftLMHpG0V93VGkBS7d7WpUO9X+w+1vd/cXnuv88nevd5cuD/Nqq7KuP16k7obe5N5j0paQsTGhhVwt/LXuz7lP8o6URvFeZ/lXRZ73F2SJrv9bPv6933dZJ+yzm3TtKcutlHCFZq+OuAum+ct0r6DUnW+/uz6i6DenvvY7Z3/3PUfWN8oe8xfkTS55xzpyT9k5k9MPA17un9eVDdAQ6QlR+X9HozC/79MjP7vt7f9zrnXpD0gpl9S9L3q5vVPw0G02Z235DHJ7vIWmmZNbMt6k5qUJ8AaZSSWefcn0j6k96FlF/ttQNIYr63dUlSt6aGepNris9z4C2Spnt//2Mt3276ZefcN3uPe0jdi3p/k2XjUWvDfi/r96OS/rskOee+amZfjXncbzjnDvX+flDd3CIEkxr+CvZvrVd3mdMTkm6Q9F1Jv6fuSo1bnXP/T8xjNIZ8jRd6fy6KrCBbE5LeMriErjdYeaHvpiB7w7I6iOwia6Vk1swuUfeK5BXOue+kfEzUW6n9rHPuC2Z2kZm9wjn37ZSPDQyKy3MSYZkHsjLs97JBSbfmDea2vYI2jjW2n/jrgKR3SDrunFt0zh2XNKXuLPWXJO2T9LNmdo4kWde/GHiMv5F0rZlNmNn3qzsRMsw/SxqcGQfSul/SLwT/MLMNMfeVulm9yszO6mW6vy4GmUQRCs9sbynrPZJ+2jn3P9M3GTVXRmb/NzNr9P7+RklnSGIyDllIkucH9dLy/PckfFzGEMjCsN/L+n1B3dpFMrM3SLqk7/8WzKxVQHvHDrOU/jqibnXdPx647ZzeFZH7zeyHJH2pN4v9PXWLIn2r7/53S/oxdWcU/6e6+7+eHfJ175N0l5m9UxQKRTKTZvbNvn//hrqnkPxWb8ndKnU7+P8Q9QDOub81s3slHZb0mLr7u4Os/oGk/zFQwO40ZvYDvc97maRTveO3Xu+c++6oTwxjqxKZlfRfJL1c0m/3+vGTzrlNMfdHfVUls9dK+jdmtiBpXtJ1zjmKhSILSfK8TdKnzewGdWu6DBvTSt1TpT5vZk9RVwMrEPt7WXCRueeTkn6/l+VDkr7c93+3S/qqmX1F3UKhSKjR6fCzps7M7Bzn3PfM7OXqvqk2O+f+qex2AYP6sjqp7mDmQ865r5TdLiAKmYVvyCx81svtvHOuY2bvkfRe59w7y24XgPyxUgN/ZmZT6i4R/VUmNFBht5vZ6yWdJekPGWjDA2QWviGz8Nllkn6ztwVqTpy+A9QGKzUAAAAAAICXKBQKAAAAAAC8xKQGAAAAAADwEpMaAAAAAADAS0xqAAAAAAAALzGpAQAAAAAAvMSkBgAAAAAA8NL/D9P6DrKGVtYlAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Histogram on the diagonal \n", - "g = sns.PairGrid(fish1)\n", - "g = g.map_offdiag(plt.scatter)\n", - "g = g.map_diag(plt.hist)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 414, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Show groups with different colors using \"hue\"\n", - "g = sns.PairGrid(fish1 , hue='Species')\n", - "g = g.map_offdiag(plt.scatter)\n", - "g = g.map_diag(plt.hist)\n", - "g = g.add_legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 415, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "g = sns.PairGrid(fish1 , hue='Species', palette=\"husl\")\n", - "g = g.map_offdiag(plt.scatter)\n", - "g = g.map_diag(plt.hist)\n", - "g = g.add_legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 416, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Changing histogram styling\n", - "g = sns.PairGrid(fish1 , hue='Species')\n", - "g = g.map_offdiag(plt.scatter)\n", - "g = g.map_diag(plt.hist , histtype=\"step\", linewidth=2)\n", - "g = g.add_legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 417, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Plot a subset of variables\n", - "g = sns.PairGrid(fish1 , hue='Species' ,vars=[\"Weight\" , \"Height\" , \"Width\"],height=5, aspect=1)\n", - "g = g.map_offdiag(plt.scatter , edgecolor=\"w\", s=130)\n", - "g = g.map_diag(plt.hist , edgecolor ='w', linewidth=2)\n", - "g = g.add_legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 418, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Plot a subset of variables\n", - "g = sns.PairGrid(fish1 , hue='Species' ,x_vars=[\"Weight\" , \"Height\"],y_vars=[\"Weight\" , \"Height\"],\n", - " height=6, aspect=1)\n", - "g = g.map_offdiag(plt.scatter , edgecolor=\"w\", s=130)\n", - "g = g.map_diag(plt.hist , edgecolor ='w', linewidth=2)\n", - "g = g.add_legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 419, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6kAAANYCAYAAAAmEasPAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3Xt83FWd//H3XDKTW29pkhZPqKHQUtqES4OUVoqirND1Ci5osaXeFouyAhV1W39of+5D6rqsuv5Q2eKyCvUCeFlcrUoLBSvQlqYFrHJphd5OoUkaIM11MpffHzOTTtKZyeQyM99JXs/HI49MzpyZOdD5fs/38/2ciysSiQgAAAAAACdw57sBAAAAAADEEaQCAAAAAByDIBUAAAAA4BgEqQAAAAAAxyBIBQAAAAA4BkEqAAAAAMAxCFIBAAAAAI5BkAoAAAAAcAxvtt7YGHO3pPdIarLW1sXK7pN0ZqzKZEmvW2vPNcbUSnpO0gux57ZZa1fGXtMg6YeSSiRtlHSjtTaSrXYDAAAAAPIna0GqooHlHZLuiRdYaz8Uf2yM+XdJbyTU/5u19twk7/N9SddJ2qZokHq5pN8N9uEf+chHIj/+8Y+H1XAAwJjiytUH0fcAAGJy1veMRVkb7mut/aOk1mTPGWNckq6W9NN072GMOUXSRGvtk7Hs6T2SPpDJ57e2Jv1oAACyhr4HAICRy2YmNZ3Fko5aa/cmlJ1mjNktqU3S/7HWbpVkJB1OqHM4VgYAAAAAGIPyFaQuVf8s6iuSZlhrj8XmoP6PMWaekqfJU85HNcZcp+jQYBlDLAsAyD76HgAARlfOg1RjjFfSlZIa4mXW2h5JPbHHjcaYv0marWjmtCbh5TWSjqR6b2vteknrJWnJkiUsrgQAyDr6HgAARlc+tqC5VNLz1tq+YbzGmCpjjCf2eKakWZJesta+Ium4MebC2DzWayU9mIc2AwAAAAByIGtBqjHmp5KelHSmMeawMeYTsac+rJMXTLpY0rPGmGck/VzSSmttfPWJ6yX9QNI+SX9TBiv7AgAAAAAKU9aG+1prl6Yo/2iSsl9I+kWK+jsl1Y1q4wAAAAAAjpSP4b4AAAAAACRFkAoAAAAAcAyCVAAAAACAYxCkAgAAAAAcgyAVAAAAAOAYBKkAAAAAAMcgSAUAAAAAOAZBKgAAAADAMQhSAQAAAACOQZAKAAAAAHAMb74bAAAYH4LhoLqCXRnXL/GWyOummwIKCcc5gNHAWQEAkBNul1ttgTat275u0LqrF6xWWVFZDloFYDRxnAMYDQSpAICccLvcqiiu0LHuY9rTsidlvfrKelUUV8jtYkYKUGg4zgGMBs4MAICc8Xv8WtWwKm2dVQ2r5Pf4c9QiAKON4xzASBGkAgByxu1yq66yTnWVdUmfr6+s17zKeWRXgALGcQ5gpDg7AAByKl2WhewKMDZwnAMYCYJUAEBOpcqykF0Bxg6OcwAjwRkCAJBzybIsZFeAsYXjHMBwEaQCAHJuYJaF7Aow9nCcAxguzhIAgLxIzLKQXQHGJo5zAMPBPqkAgBEJhoPqCnZlXL/EWyKv29uXZVk6ZynZFSBHhnu8DhfHOYDhIEgFAIyI2+VWW6BN67avG7Tu6gWrVVZU1ve33+PXmgVrFI6Es9lEADEjOV6Hi+McwFARpAIARsTtcquiuELHuo9pT8uelPXqK+tVUVzRL5PidrkVioTkcXly0VRg3BvJ8TqSz+Q4BzAUjLkAAIxYuj0R41LNR+PCFcitkRyvw8VxDmAoCFIBACOWak/EOFb1BJyD4xWA03H2AQCMinTZGVb1BJyF4xWAkxGkAgBGRarsDFkZwHk4XgE4GWcgAMCoSZadISsDOBPHKwCnIkgFAIyagdkZsjKAc3G8AnAqzkIAgFGVmJ0hKwM4G8crACciSAUAjKp4dmbpnKVkZQCH43gF4ETefDcAAOBMwXBQXcGujOuXeEvkdUe7Fb/HrzUL1igcCWereQCGIdlxHVFE/3TeP6k33KtgINjvucTjGgByhbMOACApt8uttkCb1m1fN2jd1QtWq6yorN9rQ5GQPC5PNpsIYIhGclwDQK4QpAIAknK73KoortCx7mPa07InZb36ynpVFFecNEyQABVwnpEe1wCQC5x5AAApJduiYiAWWwEKC8c1AKcjSAUApDRwi4qB2LICKDwc1wCcjrMPACCtdFkXsi1AYeK4BuBkBKkAgLRSZV3ItgCFi+MagJNxBgIADCpZ1oVsC1DYOK4BOBVBKgBgUAOzLmRbgMLHcQ3AqTgLAQAykph1IdsCjA0c1wCciCAVAJCReNZl6ZylZFuAMYLjGoATefPdAABA4fB7/FqzYI3CkXC+mwJglHBcA3AabpcBADLmdrkVioTItgBjCMc1AKfJWibVGHO3pPdIarLW1sXK1kr6R0nNsWprrLUbY8+tlvQJSSFJn7XW/iFWfrmk/5DkkfQDa+3Xs9VmAMDgPC5PvpsAYJRxXANwkmwO9/2hpDsk3TOg/FvW2tsTC4wxcyV9WNI8SW+StNkYMzv29Hcl/Z2kw5KeMsb82lr71yy2GwAAAACQJ1kb12Gt/aOk1gyrv1/Sz6y1PdbalyXtk3RB7GeftfYla21A0s9idQEAAAAAY1A+Jh/cYIx51hhztzFmSqzMSDqUUOdwrCxVOQAAAABgDMr16r7fl/QvkiKx3/8u6eOSXEnqRpQ8iI6kenNjzHWSros9HmlbAQAYFH0PAACjK6dBqrX2aPyxMeYuSb+J/XlY0qkJVWskHYk9TlWe7P3XS1ovSUuWLEkZzAIAMFroewAAGF05He5rjDkl4c8rJO2JPf61pA8bY/zGmNMkzZK0Q9JTkmYZY04zxvgUXVzp17lsMwAAAAAgd7K5Bc1PJb1dUqUx5rCkr0h6uzHmXEWH7O6X9ClJstb+xRhzv6S/SgpK+oy1NhR7nxsk/UHRLWjuttb+JVttBgAAAADkV9aCVGvt0iTF/5Wm/tckfS1J+UZJG0exaQAAAAAAh8rH6r4AAAAAACRFkAoAAAAAcAyCVAAAAACAYxCkAgAAAAAcgyAVAAAAAOAYBKkAAAAAAMcgSAUAAAAAOAZBKgAAAADAMQhSAQAAAACOQZAKAAAAAHAMglQAAAAAgGMQpAIAAAAAHIMgFQAAAADgGASpAAAAAADHIEgFAAAAADgGQSoAAAAAwDEIUgEAAAAAjkGQCgAAAABwDIJUAAAAAIBjEKQCAAAAAByDIBUAAAAA4BgEqQAAAAAAxyBIBQAAAAA4BkEqAAAAAMAxCFIBAAAAAI5BkAoAAAAAcAyCVAAAAACAYxCkAgAAAAAcgyAVAAAAAOAYBKkAAAAAAMcgSAUAAAAAOAZBKgAAAADAMQhSAQAAAACOQZAKAAAAAHAMglQAAAAAgGMQpAIAAAAAHIMgFQAAAADgGASpAAAAAADHIEgFAAAAADgGQSoAAAAAwDEIUgEAAAAAjuHNdwMAwMmC4aC6gl0Z1y/xlsjr5tQKYHzhXAlgNHF2AIA03C632gJtWrd93aB1Vy9YrbKishy0CgCchXMlgNGUtSDVGHO3pPdIarLW1sXK/k3SeyUFJP1N0sesta8bY2olPSfphdjLt1lrV8Ze0yDph5JKJG2UdKO1NpKtdgNAIrfLrYriCh3rPqY9LXtS1quvrFdFcYXcLmZRABh/OFcCGE3ZPEP8UNLlA8o2Saqz1p4t6UVJqxOe+5u19tzYz8qE8u9Luk7SrNjPwPcEgKzye/xa1bAqbZ1VDavk9/hz1CIAcB7OlQBGS9aCVGvtHyW1Dih7yFobjP25TVJNuvcwxpwiaaK19slY9vQeSR/IRnsBIBW3y626yjrVVdYlfb6+sl7zKueRGQAwrnGuBDBa8nmW+Lik3yX8fZoxZrcx5jFjzOJYmZF0OKHO4VgZAORUugwBmQEAiOJcCWA05GXhJGPMlyQFJf04VvSKpBnW2mOxOaj/Y4yZJ8mV5OUp56MaY65TdGiwjCGWBTB6EjMEifOtyAyAvgc4gXMlgNGQ8zOFMWaFogsqfSS+AJK1tsdaeyz2uFHRRZVmK5o5TRwSXCPpSKr3ttaut9aeb609f+rUqdn6TwAwTiXLEJAZAH0P0B/nSgAjldMg1RhzuaQvSnqftbYzobzKGOOJPZ6p6AJJL1lrX5F03BhzoTHGJelaSQ/mss0AEDdwvhWZAQA4GedKACOVtbOFMeankp6UdKYx5rAx5hOS7pA0QdImY8zTxpg7Y9UvlvSsMeYZST+XtNJaG1906XpJP5C0T9EMa+I8VgDIqcQMAZkBAEiOcyWAkcjanFRr7dIkxf+Vou4vJP0ixXM7JSVfJg4AciyeIVg6ZymZAQBIgXMlgJHIy8JJAFDI/B6/1ixYo3AknO+mAIBjca4EMFzc1gKAIXK73ApFQmQGACANzpUAhouzBgAMg8flyXcTAMDxOFcCGA6CVAAAAACAYxCkAgAAAAAcgyAVAAAAAOAYBKkAAAAAAMcgSAUAAAAAOAZBKgAAAADAMQhSAQAAAACOQZAKAAAAAHAMglQAAAAAgGMQpAIAAAAAHIMgFQAAAADgGASpAAAAAADHIEgFAAAAADgGQSoAAAAAwDEIUgEAAAAAjkGQCgAAAABwDIJUAAAAAIBjEKQCAAAAAByDIBVA4QoF890CAEChCYeGVg4g5whSARSmcEjyeLmoAABkLhyW3J7o70zKAeQFQSqAwhTsljbeEv0NAEAmUvUd9CmAoxCkAig84ZB0eKe04y7JNpJNBQAMLhyWjuyK9h1Hdp/ImqYqB5A3BKkACk+wW3p4bfTx5rXc+QYADC7YLW26Nfp4060n+o5U5QDyhiAVQGGJZ1HtrujftpFsKgAgvXi2NLHvOLI72nckLSebCuQTQSqAwpKYRY0jmwoASCcxWxoXz5o+/NXk5QDyhiAVQOEYmEWNI5sKAEhlYBY1Lt53TJt3cjnZVCCvCFIBFI5kWdQ4sqkAgGSSZVHjNq+VFq+SPL7+5WRTgbwiSAVQGFJlUePIpgIABkqVRY2zjVLTc9J5y04uJ5sK5A1BKoDCkC6LGkc2FQCQKF0WNe7Rr5NNBRzGm+8GAMCgwiGpo0Uqq5ZmX56+bkeL5C2W3J7ctA0A4EzhsNTZnFnfEQxIl90m7dvcv7yzRfLWSG7yOkAuEaQCcL5Qr+Qvlz7wvczrE6QCwPgWCUnFk6Ur1w8oj0SfG+jsD0lnX538fRh8COQUQSoA5ysqjv4AAJApT5HkmZTvVgAYBm4LAQAAAAAcgyAVAAAAAOAYBKkAAAAAAMcgSAUAAAAAOAZBKoD8CCdZWREAgGygzwEKCkEqgNwLh6NbxITD+W4JAGCso88BCg5BKoDcC3ZLG2+J/gYAIJvoc4CCQ5AKIOs6A0GFg73qDASjd7KP7JJ23CUd2c2dbQDAyKQbytuvz3laCgUzex3GvM5AUG1dsWsTOI433w0AMHZ1BYI62NqpsiK3aqaWq/VYu3xlLnk33RqtsOlWacVvJF9pfhsKAChMiUN53UlyL8HuaF8jSYe2S7WLTtwcTfc6jFnxa5N7nzyg5vYeVZX7tXxhrWZUlKjER2jkFFk9Ko0xdxtjmowxexLKKowxm4wxe2O/p8TKXcaY7xhj9hljnjXGzE94zYpY/b3GmBXZbDOA0dHRE9R19zbqQ/+5TWaCS9p4i8wEl3oO75bsrmgl20g2FQAwfOmG8sazqHaX5PFJZ/9DrG4XQ4DHqfi1yWXf3qoN2w/qD385qg3bD+qyb/9R193bqI4esqpOke1bRz+UdPmAsn+W9LC1dpakh2N/S9ISSbNiP9dJ+r4UDWolfUXSAkkXSPpKPLAF4ExdgaBWbmjU1r0tuudjDdLhndGhVrZRZRMGHL6bbuUiAQAwdINNH0nMop63XDr61xPDftss007GmcRrk2S27m3Ryg2N6mL4ryNkNUi11v5RUuuA4vdL+lHs8Y8kfSCh/B5rbcRau03SZGPMKZIuk7TJWttqrX1N0iadHPgCcJCDrV3aurdFk0uKVD+9WK6H10qSXJvXSlNqpZKKE5XJpgIAhiMxCB14w3NgFnXxzdJjXz9R118eLedG6bgRvzZJZ+veFh16rStHLUI6+RiEP81a+4okxX5Xx8qNpEMJ9Q7HylKVA3Cg49296u4N6farztavrr8wmkVNHN5rG6WP3N//RVwkAACGIjEIlU6+4Zksi5pY99U/S+ct40bpGBdfHOl4d6+eevmY3K7BX3PPE/vVFWBRrXxz0kzxZF+bSJrykxhjrjPG7DTG7Dx27NioNg5Ael2BoF54tU3/+rvn9b1H9+mFV4+rdrKnL4vaZ/NaqXou2VSMGfQ9QB4kBqFx8Rue6bKocY9+XVq8imzqGBW/Jrntt8/p8z9/Rv/6u+dVf+pk/fELl+jCmRVpX9vcHlCQ65G8y8cSVkeNMadYa1+JDedtipUflnRqQr0aSUdi5W8fUP5osje21q6XtF6SlixZkjSQBTD6OnpOnufx608PyKLGJWZTf3DpiXJW+kWBou8BcmxgFjUufsPTNKTOoibWbXoumk3deXf0dTMWstLvGJDsmkSSNmw/qMWzKnXHNfN1w092adtLA2ckRlWV++Tle5B3+fgX+LWk+Aq9KyQ9mFB+bWyV3wslvREbDvwHSe8yxkyJLZj0rlgZAAdIthDBwLmoJ4lnU+v+QZp9efSnrErqbCGbCgBIL1kWNW7TrVK4V5rwJmnOe6S3ffHkLGoc2dQxJ5PFkW6+72ndftU5KYf+XruoViU+TxZbiUxkNZNqjPmpolnQSmPMYUVX6f26pPuNMZ+QdFDSVbHqGyX9vaR9kjolfUySrLWtxph/kfRUrN5XrbXJb30AyLmDrZ0ndQZ9K/oOvHMdZxsVsY2KfOD7cgcHLFAQCclZMxEAAI6RKosaZxulV56Rrlwf/fvI7vR1yaYWnM5AUMFQRF6PS6UD9jXNdHGk5uM9umROtR5+rqnfc4tnVapmSsmotxlDl9Ug1Vq7NMVT70xSNyLpMyne525Jd49i0wAMUTAcVFdCQBmORBQKRzSpLKwtX1ig1o6A3ujslcft0mnVHoV27Eh7gnFtXivXiv+Viidlv/EAMMYMPCcPpsRbIq87H7O8Rlm6LGrcpi9Hp49Ig9d99OvS1T+Sdm9g2kmepQs+pWiW9GBrp+598oCa23tUVe7X8oW1mlFRohKfV52BoO59cn9Gn/WLxsNaUje9X5C6eFal7lzWkPSzkXv8KwDIiNvlVlugTeu2rxu07hnTV6useHJ0GG86HS2St1hyM6wGAIZiKOfk1QtWq6yoLAetyrJwWOpslsqqB+9feruk3vbM6gYD0mW3Sfs2R6edeGvIpubQYMGnNPg80zuXNSgUjqi5vSejz2xuD2hW9QRdNm+6qsp9unZRrWqmlBCgOgj/EgAy4na5VVFcoWPdx7SnZU/KevWV9aoonqzw3A8oPPcDfeUuueR2JVmuO9jDXWsAGKKhnZMr5HaNgaArEpKKJ58YypuWS3JPitaNRGJTSdI4+0PS2Vef+BymneREJsGn1+0adJ7pyg2N+t5H5quq3J/R51aV+zSzqky3X3W2vG43c1AdiCAVQMbckSJ95uybdP0jn0xZ5zPn3KSugEfzvrZD4YR1Th+6+WLNnjYhB60EgPHB7/FrVcMqffwPH09ZZ1XDKvk9mV24O56nSPIwRWSsyGSRo3jw+fi+weeZtnX3avnCWm3YfnDQz752Ua0mFBcNq93IDW4TAcjYgWOdmjlxjuoq65I+X19Zr9MmnKmDx7p0yZzqvnIWIgCA0ed2uVVXWZf2nDyvct7YyKJizMl0kaP9xzr7XVOkcueWv+nUihItnlWZth7XJIWBsxaAjHQGgrrnyQP63iMHtLL+xqR1VtbfqO8+ckA/jy1IILEQAQBkUzybmsyYyqJiTBnKIkf37TjYd02RTlN7QJJ057KGlIEq1ySFg38hABkJBMNqbu/Rlueb9el3LFJdZV2/eVD1lfU6Y9IcfXLnE7pkTrVmVU/QQzddrJoKFiIAgGxJzKYOPCeTRYVTBUNDW+RoYgZDc6vKfXLJpVK/R+uXN+hQa5fueXK/mtsDqir3afnCWp06pUSlfq5JCgFnLgBpdQWCev7VNr149Liqyv0KhMJJs6nxLGogFFZVuU8zKko1e/oEAlQAyLJk2VSyqHAyr8c1pEWO2rp7B6137aLavgWQSnxezZ4+QV9cMkdffd88ve/cN2nzc69q3cbn9MKrx9UVCI6o/cg+rh4BpJS46t6lZ1Xr028/Qxu2H9T9O22/bGpiFlWSrn7LqSplpTwAyImB2VSyqHC6Up8380WOFtbqN88eSVsn2TzTjp6gPv3jXSfNe703YeXgMrKqjsXZC0BSnQNW3Xvk+SZVT/Rr8azKk7KpiVnUxbMqdXpVufxFBKkAkCuJ2VSyqCgEM4awyNHH3nrakOaZZrpyMBlV5+L2AYCT9PSGtPdoe7+Tezgi3fLAM7rjmvm6+b6n+7KpS+cs7cuicmcSAPIjnk1dOmcpWVQUhBKfV3cua0gZTMavKb61+UX92b6h2686R01tPfrlrsN980w/2FCjN00ukdfdfxf2TFcOPvRaF9vjOZQrEokMXqsALVmyJPK73/0u380ACtLRtm4Fe3v1rv94Qh0D7jJeOLOir6M41Nqh959Xowd3H9ZZp0xikSQ4lWvwKqODvgf5FI6E5Xa5+34XjHBIcg9h9M1Q68PRugLBkxY5unZRrWqmlKilPaCLv7FFkuR2SZfMqdaSuumaWFyktu5e/W7Pq9ryfJN+f9OJvdg7A0Hd9tvnMhpKvGzBDH3p3XP75rKOspz1PWMRV5MA+ukMBOVzS9OmTtBtV8zVjfc92+/5bS+16uJvbNElc6r17vrpOvJ6hy6ZM00TS9gUGwDyye1yKxQJyeMqoAAuHI4GnOGw5M4gsB5qfThefJGjNe8+S6FwRF63WyU+jzoDQa1/7G999cIR6eHnmvTwc00nvcc9T+zvCzaHunJwMByWVEDHzDjB0Q2gn2Aoosm+kLTxFr137hSVJcmMxjuKVfc/q+9teUlFHk4lAOAEBRWgSlKwW9p4S/R3NuqjYJT6vJpQXNSX1RxesDn0lYO93OxwJP5VAPRTWuSSDu+Udtwl15Fduu2KuWnrX7uwNlvDZAAAY1k4LB3ZJe24SzqyO/r3aNZHQRtusBlfOTgTidvWwFkIUgH04w33yPXwWkmSa/PalNlUKbbqXkVJ0ucAAEgr2C1tujX6eNOtg2dHh1ofBW0kweZQVg6GM2UUpBpj3ppJGYACFw5Fs6h2V/Rv25gym5psyXcAADISz4om9Ddps6NDrY8xYbjBZnzl4KFsWwNnyfRf5v9Jmp9BGYBCFuyWYlnUONfmtXrfiv/VM2+tlX29W1XlPl39llN1elU5W80AAIYnMSsat+lWacVvJF/pyOtjTMh0m5pkwWaZ36v1yxtSrhxMgOpsaf91jDELJS2SVGWMWZXw1ESxDBYwtgzMosbZRsk2auXF5+uVtoBOmVSsSSVF8hdxCgAADMPArGhcPDs6Y2H/lXuHWh9jykiCzVQrB8P5BruF4JNUHquXuNNtm6R/yFajAORBkixqnGvzWlWt+F9NKJnAyR0AMDLJsqJxybKjQ62PMWekwSZZ08KT9l/MWvuYpMeMMT+01h7IUZsA5FqqLGqcbZTLNqrkzUxFBwCMQKqsaNzA7OhQ62NMI9gcPzI9mv3GmPXGmIeMMY/Ef7LaMgCjqjMQVE+gV52B4MlPpsmi9tm8lpUUAQAjky4rGpe4cu9Q6yPvOgNBtXWluN4AMpTp7YgHJN0p6QeSQtlrDoDR1hUI6mBrp154pU3vO69Gv959WGeeMkkzKkpU4vNGs6gdLVJZtTT78vRv1tEieYslN0N+AQBDFA5Lnc2Z9TedLZLXDLF+DdnUPIpfb9z75AE1t/eoqtyv5QtrT1xvAEOQ6TcmaK39flZbAmDUdfQEtXJDo7a/1Kptn18obbxFFy36P7rw3/6kBTMrdOeyBpW5g5K/XPrA9zJ701AvQSoAYOgiIal4snTl+szqh3oHrx8OSa8fkHzl0ffPeJAgRlP8emPgCrwbth/sW4GXHQEwFIOt7lsRe/i/xphPS/qVpJ7489ba1iy2DcAIdAVOBKh3r5gvf9Mz0o675D/jfbrqfKMfbz+klRsatX55g0pKp+a7uQCAsc5TJHkmDf01qW6MhsPSwSekH75b+ujG6LxU5Fz8eiPZFjGStHVvy4nrDTKqyNBgt5saJe2UtELS5yU9ESuLlwNwqIOtXdq6t0VLL6jRRbUTVPbYWklS2WNr9blLZsjncWvr3hYdeq0rvw0FACCZcDgaoIbDyZ9PnK/KvNS8iV9vpMP1BoYqbZBqrT3NWjsz9nvgz8xcNRLA0HQGgrr3yf3yedz6wqUzpYPbTqyMaBvlb3pWV51vJEn3PLFfXQGmmgMAHCbYLW28JXnwOXDV3/gqv6kCWmRF/HojE1xvYCgyyrkbY65MUvyGpD9ba5tGt0kARioYiqi5vUdLL6hRqTsobfmXfs+XPbZWn7vql3pgp1Vze0DBcFgS80wBAA4RD0J33CXNveLkLWaSrfrLnqk5F7/eyATXGxiKTGeXf0LRlX0/Evu5S9IqSY8bY5ZnqW0AhqmsSJpRUaovXDpTrsM7Tt5fLiGbWlXuk5fVEAEA+RJOkl1LN5Q31d6pg2VTk30ORsTrcamq3J9RXa43MBSZflPCks6y1n7QWvtBSXMVXUBpgaQvZqtxAIYhHJLHW6RVl54RzaI+elvSavG5qSsW1arEx11NAEAeJJt3OthQ3nR7p6aamzrY/FYMS6nPq+ULazOqey3XGxiCTIPUWmvt0YS/myTNjq3u2zv6zQIwbLE5PMWuXrnsUyffaY6zjSpt+bPeXFGS2/YBABCXbN5pqqG8we7UWdS4VNnUdPNbMSIzKkq0eFZl2jqLZ1WqZgrXG8hcpkHqVmPMb4wxK4wxKyQ9KOmPxpgySa9nr3kAhiQckg7vlHbcJdeR3dIrz6atXrzlK/JFAjlqHAAACRLnncYDy7RDeZ+Wgl2ps6hxqYbowAsJAAAgAElEQVQHJ34ORk2Jz6s7lzWkDFTj+6SWsv0MhiDTb8tnJH1Q0lsluSTdI+kX1tqIpEuy1DYAQxXslh5eG3286cvSh38a7djDwdSv6WyRvDX9F6QAACDbBs47XfGbE4+TObRdmmSksmpp9uXp3zuxb0v2OSyuNKrK/F6tX96gQ61duufJ/WpuD6iq3KdrF9WqZkoJASqGLKNvTCwY/XnsB4ATxbOoiXN4ju2VLrtNavpr/7rT6iT/xOgtJ0mKhJT5wAoAAEYo1bzT8urUQ3lfe1lyuaUr1p/ov9KJhKKrqiT7nIGrBWPESnxezZ4+QWvefZZC4Yi8bjdzUDFsaYNUY8yfrLUXGWOOS4okPOWSFLHWTsxq6wBkLjGLGrfpy9K1D0q/+KQUaD9Rbhq4kwwAyJ9U804//GPJ45NCSaai7PqRdHTP0PqvQCdb1eQYWVOMhrTfImvtRbHfE3LTHADDMjCLGhe/Y7z0p9KT3+3/HMN8AQD5kG7e6dG/RkcA7duc+vWZ9l+DbVVDNhVwrIxvdRhjLpI0y1r738aYSkkTrLUvZ69pADKWLIsat3mttOJ/pSvXn/wcw3wBALmWbguZLV+L9llnX53+PTLpvwbbqoZsKuBYGQWpxpivSDpf0pmS/luST9IGRRdSApBPqbKocbYx+vPmt0b3iAMAIF8y2kLm6ZFnOTPdqoZsKuBImWZSr5B0nqRdkmStPWKMYQgwkCXBcFBdwa7MKodDKjm8I/3BHM+m+spGoXUAgHSGdA6XVOItkdc9Tubxpctuxo1GljNXnwMgKzI9IwastRFjTESSYvujAsgSt8uttkCb1m1fN2jd1ResVlnx5MGX4+9okbzFZFMBIMuGdA5fsFplRePksiocljqbh76FjFM/B0DWZBqk3m+M+U9Jk40x/yjp45Luyl6zgPHN7XKrorhCx7qPaU/LnpT16ivrVVE8We66K6W6Kwd/41AvQSoAZNnQzuEVcrvGSYAUCUnFk5OvkZCq/nDWTcjV5wDImsG2oLlJ0uOSvi3pEkltis5L/bK1dlP2mweMX36PX6saVunjf/h4yjqrGlbJ7y2RxstdeAAoEBmfwz3+HLYqzzxFkmfS2PkcAFkz2G2jGkn/IalJ0pck9UraIqkxy+0Cxj23y626yjrVVdYlfb6+sl7zKueNnzvwAFBAOIcDwPClPTNaa2+x1i6SNF3SGkmtig713WOM+WsO2geMa/E78cmMuzvwAFBgOIcDwPBkevuuRNJESZNiP0ckbc9WowBEpboTzx14AHA+zuEAMDyDzUldL2mepOOKBqVPSPqmtfa14X6gMeZMSfclFM2U9GVJkyX9o6TmWPkaa+3G2GtWS/qEpJCkz1pr/zDczwcKTbJ5TdyBB4DCwDkcAIZusNV9Z0jyS9oryUo6LOn1kXygtfYFSedKkjHGE3vfX0n6mKRvWWtvT6xvjJkr6cOKBstvkrTZGDPbWhsaSTuAQpF4J35Pyx7uwANAAeEcDgBDN9ic1MslvUVSPHD8nKSnjDEPGWP+7yh8/jsl/c1aeyBNnfdL+pm1tsda+7KkfZIuGIXPBgpG4rwm7sADQGHhHA4AQzPoPqnW2oiiCyW9LumN2M97FA0UvzLCz/+wpJ8m/H2DMeZaSTslfS42rNhI2pZQ53Cs7CTGmOskXRd7PMKmAbnRGQgqGIrI63Gp1Jf8kIzfiV86Zyl34AGHoe/BYDiHo9Blcq0CjKbB5qR+VtIiSW9VdPuZxyU9KeluSX8eyQcbY3yS3idpdazo+5L+RVIk9vvfFV1J2JXk5ZFk72mtXS9pvSQtWbIkaR3AKXp6Q3q9q1evvtGttu5eHWjp0FtOm6oZFSUqSdIB+D1+rVmwRuFIOA+tBZAKfQ8ywTkchagrENSxjoCOvN4ll8ulSCSiN00u0dQyX9JrFWC0DPbtqpX0c0k3W2tfGeXPXiJpl7X2qCTFf0uSMeYuSb+J/XlY0qkJr6tRdHVhoGD19IZ0rCOg5uM9fQHq3DdNUpnfo29uelE3XTpbZf7+h6fb5VYoEpLH5clTqwEAw8U5HIWmKxBSW3dQR9t69Ounj6ilo0cXnV4pM7lUHYGQguGIJhQX5buZGKPSBqnW2uSbe42OpUoY6muMOSUhEL5C0p7Y419L+okx5puKLpw0S9KOLLYLyKrOQFAvHj2un+88rOb2HlWV+3Xl/BpVT/TrR0/s16fedrq+vflFrfq72SfdpeTiBgAKF+dwFIqe3pC6e0O65YFntHVviy6cWaHbrzpHR9t69P1H9/Vdvyxf+GbNqCglq4pRl5dvlDGmVNLfSfpUQvE3jDHnKjqUd3/8OWvtX4wx90v6q6SgpM+wsi8KVUdPUCs3NGrr3pZ+5Ru2H9TiWZX61ofO1X8+9jetWFSrQ691afa0CXlqKQAAGK8CobA++7PdfQHqHdfM1833PZ3y+uXOZQ0njQADRiIv3yZrbaekqQPKlqep/zVJX8t2u4Bs6goEddPPduvzf3eGdh14XR2BYL/nt+5t0c33Pa11V9ar+XiP9tg3dOqUUpX4uPMOACgw4ZDk9gxehox1BoJSRApFIopElLVFjHp6Q3q5pUNb97bI7ZJuv+qcpAFq3Na9LVq5oVHrlzeQUcWo4ZsE5EBPb0gHWjv13rOn6+wZU3XbFXN1433PnlRv696WvgC1trJMwXBYEh06AKCAhMPRYDQcltzu1GXISFcgqOb2HpX6vLKvdemBnYcShtvWplxwcbi6gyHd/9QhSdI75lSrqa0nZYAat3VvCyPAMKo4SwBZ1tET1LaXj+m19m69Z+4UaeMteu/cKSpL0aH8ovGwaivLNLG4SF46cgBAoQn1Sr//ohTsPlEW7JY23tK/DIPq6Anqm5teVKnPq5vve1rv/+7j2rD9oP7wl6PasP2gLvv2H3XdvY3q6AkO/mYZft4bXdGgWJIur5uuX+46nNFr73liv7oCzMjD6OAKGMiizkBQN/xkl+pOKdfCM6rlarPSjrvkOrJLt10xN+lrmtsDmlhcpFMmFTPUFwBQWMIhqcgvBQPSkd3RzGk4LB3ZJe2460QZBtUVCOr6HzdqxaLajIbbdgWGH6h2BoJ962bsb+lQVblfkjSxuKgvYB1Mc3sgNgIMGDmCVCBLeoMhHWzt1IyKEk31S9p4i1zFEyWPT67Na1NmU6vKfaqe6NekEpZ1BwAUmHjGdPEq6eGvRv8Odkubbo0+v+lWKdiV3zYWiIOtXfJ53EMabjtQZyCotq7e6HzWJLoCQb3wapt+2XhY+5rbtXVvi+7dtl/LLnyzJKmtu7cvYB1MVbmPEWAYNXyTgCzoDATV3B7QT7cf1BcunSkd3hm9g/zqn6Xzlkm2MWU29eq3nKoppT75i8iiAgAKSDh0or9rek6aNldqOxLNotpd0Tq2UTryNNnUQXQGgrr3yf3DHm4bDz5v++1z+vzPn9Ftv31OL7x6vF+2taMnqOvubdRl396qYp9HD8TmoT78XJOmlPm0eFalfr/nVV05vyajz792US0jwDBqCFKBUdbRE9Sn7m3UHvuGzpperlJ3UHr4K9EnH/169O5yimzq4lmVOr2qXMUEqACAQhPslh5eG3386NelxZ+T/GUnsqhxZFMHFQxF1NzeM+ThthFF+gWfqeav9vSG+m2Jl/g54Yh048926zsfPk+BUFjVE/1aPKsy7WcvnlWpmiklI/uPBhIQpAKjqCtwYh/U9p5eXXFOtVyvPN3/DnLTc0mzqewzBgAoWPEsamJ/17JX6jh2oiyObOqgvB6Xqsr9QxpuW13uk6Sk+7HHxeevBkJhPb7vRJ2Bn7PtpVZd/+NGrbuiXt29Yf2/peelDFTj1y/Z2A4H4xdBKjCKDrZ29nUM3YGgfOo9cVc5bkA29X1zK7TppsX6z+UEqACAApWYRY175F+ksqmSx3dyfbKpaZX6vFq+sHZIw21XXnK6DrV2ZTR/df+xTl0yp7qvLNnnbHupVYu/sUXrfvecnjn0uu64Zr5++9mLtGzBDF02b7qWLZihh26+mOsXZAVBKjBKovNHDkiSfB633l9fLdeRp5PfQU7IpupIo2ZWlXEHEgBQmAZmUeNs44m1GAYimzqoGRUlQxpuO7G4SPc+uT+j975vx0EtqZve9/cjzzcl/ZxwJDpHdcV/P6XzvvqQ/rDnVX1xyRzdftXZ+tK752r2tAlcvyArCFKBURKfPyJJSy+oic1FXZu88oBsqifEvnEAgAKVLIsal9DfnYRsalolPq++/5EG/eiJ/frWh84ddLhtJKIhzV+dWHxiF4FwRLrlgWfSfs5bz6jUp952uiYUF2lCcRGLJCGruPUBjILOQFB+jzR9YrF8Hre+cOlMuV5Jclc5zjZKzS9Kl90m7dssdbRI3mLJzQkfAFBAwqFoX5dpfzdQR4vk8UseLkml6PVEMBSR1+NSqc+rMr9Xq/5utlraA/rWh86Vfb1LDzx1SM3tAVWV+3TtolrVTClRqc+rzkBwSNvFtHX39ivb9lKrbvjJLt1+1TlqauvRL3cdTvo5QC7wTQNGoCsQ1MHWTr3wSpved16N/nHxaZIi6bOocVu+Jl37a6nuyujfoV6CVABAYQl2S5u/nL7Olq9J1z4onXGp1PWa1H70xHO+8miAGg5L43iPzfj1xL1PHlBze4+qyv1avrBWMypKVOLz6tSKaBA6q7pcX1wyR5Lkdbv7ZTPj81g3bD846Oddu7BWv3n2yEnl215q1cXf2KJL5lRr+YVv1rmnTpbf6yFripwjSAWGqaMnupLv9pdate3zC6WNt+iUd/5frX7XTLk6X5XKqqXZl6d/k65WaWLNuO6YAQAFKhyWOlsy6+/aj0pPfk/a+V8nyjw+6aZnpY23SJd+VfKVZre9DhW/nhi44NGG7Qf7rfyfSRZzRkWJFs+qTLt40uJZlaqpKNGn3na6dh96/aS64YgUCIb1ltoKFkRC3vDNA4YhcauZZQtOlb/pGWnHXQqf+QH531QvdTRLF92c/k0qZkaHOEVCYno4AKDgREJS8WTpyvVJnpMU6pFaX4r+3dEiVc7uH8yecal09C/SjrukuVdIMxaOu5u2idcTycS3jFm/vEElGQSpJT6v7lzWkPI9B24Xs355gw61dumeJ/cztBeOwrcPGIaDsSXefR63Vl0yQ2UP3ChJKnrkywouf1ChitkKBCM61t6j3nBERW6XqicWy+91y+N2nXijolLJU5TiUwAAcDBPkeSZlPy5UK/UK6n6rBNl1WdJ5y498bfbI/3ovdHHm26VVvxm3GVTD2a4Zcyh17o0e9qEjN6zzO/NOPgs8Xk1e/oErXn3WQqFIycNIQbyhSAVGKLoVjP7JUlXn2+iWdSEzct7Du7Wur9M1ittPfrUxTN15rSJ8nk56QMAxpF0AawUHSp88Il+/aeO7B5X2dTE64nB3PPEfn3p3XMzvpYYavBJ1hROMz7OAsAo6AwE1dbVq95QRKdMLlaxN5ZFfWxtv3plj63VqktmaOuLLfqvP+2X2y0CVAAAEgW7o9nTRJtujZaPE4lb1w2muT2g4DD2lC31eeVxu9QbCqszEBzy64F84bYJMIhkK+5d/ZZTdc0Fp6rkyI6km5f7m57VVecbueSSd5zcEQYAICPhsHQkybY14yyb6vW4hrRlzFCvJwZbMRhwMr6hQBqpVty7f+dhNf7zIhU/+pWkryt7bK0+d9UvdayHZdsBAOgnWRY1bhzNTR3SljGLaod0PZHpisGAU43921TAMHWmWXHv6vON3K88nXbz8tKWP+vNFSVZbiUAAAUkVRY1Lp5NHcbQ1kIU3zImncWzKlUzJfPriUxXDGb4L5yMIBVIors3pL1H25Oe4PtW9B0wF3Wg4i1fkS8SyFILAQAoQOmyqHHjaG5qfMuYVIHqwC1jpBNrZKQKMjNdMXhfU7u6e0PDbzyQReT5gQE6A0HteLlVm/96NOnzV59vVB58PbPNyztbJG/NuJhbAwBAWuGw1NlM/zlAplvGZDLHdCgrBt//1CFdOneaFpxWwRxVOA7fSCBBPIMaCIZTr7gXDunp5oh03tclSVPKfDptapnkklxS/31Qpehm5wxaAACMd5GQVDxZunJ95vXHSf852JYxmc4xTXv9MkBze0CBYHhIe7ACuUKQCsQkZlDPnTE55Yp7G546og1PHen7e9mCGfrSu6ezQBIAAOkMtncqku5Xmskc0+t/3Kg7lzXo6UOvD2nF4Lbu3iHvwQrkwvi4PQVk4MCxzr47kL/f86qunF+T0euGuuIeAABApjKZY+rzuHXgWKc2bDuQ8fXLBxtq9Ls9rw57D1YgmwhSAUltXb0KBMOqrSzV4jMq9egLTaqe6B/1FfcAAAAylW6OqdslXXpWtW6/6myt/vuzdLy7Vy6XNC3D65eqCX5teb5pWHuwAtnGcF+Ma8kWIfjIhW/Wo5+/RHf/6WV960Pn6ub7nk56BzPZinsAAACjJRiKJJ1jeuHMCt1+1Tk62tajX+06rE1/Paqqcr+uf9sZ8nndumPpebrhp7tTXr9860Pn6oaf7FI4wogwOBNX1xg3guGguoJdfX+HwhHtazquN7qCumTuxL7yI22vaVKvV5995+n6zsP7tO7KejW19eiXuw73rbh39VtO1RlV5SplI2wAQAoD+53BlHhL5HXTr+AEr8d10hzTC2dW6I5r5ie9iR5fSOmOa87TncsatK+pXQ/sPNR3/fLBhhpVTfDrhp/s0raXWhkRBsfiTIhxw+1yqy3QpnXb1w1a95aGf9avdh/Rxy86TW//ty1625nVWlI3XROLi+TzujV72gQVF3HXEQCQ2lD6ndULVqusqCwHrUIhKfV5tXxhrTZsPygpOsT39qvOSTnKS4oupHTDT3br9qvO0WmVZbp07jQFgmG1dffqji37tOX5JoUjjAiDs/GtxLjhdrlVUVyhY93HtKdlT8p69ZX18rkmaN3GJ7RwZqW+8t55+tO+Y3r64Ot9GVQCVADAYIbS71QUV8jtKrB5geGQ5KY/zLYZFSVaPKtSW/e26B1zqtXU1jPoQkpb97boyOtd2vTXo7pmwQw1tfXojy82y+t265oLZpy0ByvgNAV2NgRGxu/xa1XDqrR1VtbfqO8+ckCBUFgbth3QgplT9cH5RpfOnabZ0yYwxBcAkLFM+p1VDavk92S2bYhjhMPRAJVVYbOuxOfVncsatHhWpS6vm65f7jqc0et+0XhYM6vKdPE3tui7j+7TpXOn6V8/WK8vvXtu9HqGABUORpCKccXtcmve1Hmqq6xL+nx9Zb3OmDRHD+y0kqIbXXcFQpoxtVQX1FaQQQUADInb5VZdZV3afmde5bzCy6IGu6WNt0R/I+vK/F6tX96gxWdUJV1IKZnm9oBqp5bpmgtm6IuXz9EFp1VocqmPRZJQEArsjAiMXJHLp1Xn3ZT0ucQsqhTd6Pq0yjLNmT6RDCoAYFjSZVMLNot6ZJe04y7pyG6yqTlS4vNqQon3pIWUUqkq92n2tAlkTlGQCFIxJgXDQR0PHE/60x1s17ypZ510V3tgFlWKLss+saQo180HAIwB8b6oo7cj6Sie+sp6zZ06Vx29HToeOK5gOJinlg5RsFvadGv08aZbyabmUHwhpUzEr2HInKIQcUsFY9JgKype9KaLdMO5N2jl5pV9ZQOzqCzLDgAYicS+KFm/c8O5N+jBfQ/q8SOPF87qvvEsqt0V/ds2RrOpMxZKbnIfuZC4kFIqXMOg0HE2wZiUuKLiY4cfO+nnGzu/oZmTZvbd1R6YRWVZdgDASCX2Rcn6ndMmnaZ/2/lvau1uLZzVfROzqHFkU3MqcSGlZLiGwVhQAGdDYHjSzQHqDffqB3t+oJvmR+emrpp/kw4dC+jq82v00M0X6z+XN6iMOagAgBGK90Xxfuf6c66XJF1/zvW66893qTfcWzjzUgdmUePi2VTmpuZMfCGlh266WMsWzNBl86Zr2YIZXMNgzOAbjDErcUXFZPvT7X1trz43f5WWzlmqeRNmyD+1VGfXzGXuBgBg1CT2Rb/a+yt9su6TWjpnqc6YfIZu3HJjYa3umyyLGrfpVmnFbyRfaW7bNI6V+LyaPX2C1rz7LIXCEXndbq5hMGYUwBkRGIZwSFL6bOpn531C/uc3as2CNfI/+q9yH3laJV5XLlsJABgHBmZT1yxYU4BZ1FDyLGoc2dS8KfV5NaGYBZIwtpBJRUELhoPqCnb1L4xEJJer73d8RcXEbGp9Zb3mTT5Dng3XKHT8FXl2b5BeeYa7wAAwjiXtU9Io8ZbI6x78UmpgNrWmvEb/s+9/CieLGg5LwZ7UWdQ4sqkARglBKgraYKv4SslX8l11zqflf36jVHuRPAcel05/R/SJzhbJW8MKhQAwDmXSp8QNdTXeeDb143/4uL7Z+E1JBbRHaiggtb8qlVVLsy9PX5d+FMAoIEhFQUq8211eVK4V81aoo7cjaV2XXJo7dW5fNrW+sl7zps2Xu7JeOvvqk18QCYmR8AAw/iSuxnvmlDP19lPfnrReWVGZyovK+/U7g2VVB66TUFBZ1Nf2S6+9LP397ZJ/ojTYzJhx3o92BoIKhiLyelwpV9jt6Q2pOxhWJBJRSZFHoUhk0NcA4wlHAQrSUO5233L+LQqGg313sFc1rJLfWywVMRwJANBfPOP5+/2/V+3EWt2+8/ZBX5NpVjUxm1owWdRgt/Tg9dG5qKaB4bxpdAWCOtjaqXufPKDm9h5Vlfu1fGGtZlSUqCQWePb0hhQIhfVyc4ee2t+q9577Jh081qn7dx5K+RpgPMrbt98Ys1/ScUkhSUFr7fnGmApJ90mqlbRf0tXW2teMMS5J/yHp7yV1Svqotalm7mM8SLzbnWzl3rj6ynqVFpWq3Feuusq66Eq+hXDnGgCQF/GM53d2f0d+jz+jfibTPU7j710wfdHALWfiiyPNWMhw3gE6eoJauaFRW/e29CvfsP1g376lXrdLnYGQPvuz3eoNhXXHNfN1831Pp30NW8lgvMr3GeYSa+251trzY3//s6SHrbWzJD0c+1uSlkiaFfu5TtL3c95SOI4rUqTPnH1T2jrXn3O9Ono75Pf45ff4oyv5FsKdawBA3vg9fn32vM/229c0laFmRAuqL0q25cymW6Pl6NMVSB6gxm3d26KVGxoVDEd043279fi+Ft1+1TlJA9SBr+kKBLPZdMCx8h2kDvR+ST+KPf6RpA8klN9jrY1Ya7dJmmyMOSUfDYRz7G/p1MyJc1RXWZf0+frKep1ZcaamF0+VOxK9gx2KhJx/5xoAkFfxjOeLr72oWZNnpe1nhpoRLZi+aGAWNY6tZk5ysLUrZbAZt3Vviw61dqrI49Y75lSrqa0ns9e8lvlq08BYks8zZETSQ8aYRmPMdbGyadbaVyQp9rs6Vm4kHUp47eFYGcahzkBQb3QFtGHbAX3vkQNaWX9j0nrXn3O9Orpek/+pHygcW2TJ42IPMQDA4DLJpg53XmlB9EXJsqhxZFP7dAaCuvfJ/RnV3bDtgJbUTdflddP1y12HM3rNPU/sV1cgNPwGAgUqn0HqW6218xUdyvsZY8zFaeomW0cuMrDAGHOdMWanMWbnsWPHRqudcIiuQFAvvNqm2377nNq7g2pu79H9O63qYvugJurLohaVy71lnVxHnuauL4CsoO8ZmwbLphbM6rzDkSqLGkc2tU8wFFFze09GdZvbA6qZUqK3za4e0muC/H/GOJS3M6u19kjsd5OkX0m6QNLR+DDe2O+mWPXDkk5NeHmNpCNJ3nO9tfZ8a+35U6dOzWbzkWMdPUFdd2+jLvv2Vm3YflAdgaCqyqN3r/1ya9XZn+5Xvy+L+sfbpVBALu76AsgS+p6xKzGbetP8/msgFMzqvMORLosaR78qSfJ6XH3XI4OpKvdpzvSJ+suRN4b0Gi+LVGEcysu33hhTZoyZEH8s6V2S9kj6taQVsWorJD0Ye/xrSdcaY1zGmAslvREfFoyxL9mCBH/4y1F95MI36+rzjXxdzaqrOLPvLnd9Zb3mTZ2n6cVT5G5vim48XlYV3WCcu5EAgAzFs6k+t0/1lfX9+5mxnEXtbJbKqqP9Z6of+lVJUqnPq+ULazOqe+3CWt39p5e1YdsBXTm/JrPXLKpVia8AhocDoyxf61pPk/QrY0y8DT+x1v7eGPOUpPuNMZ+QdFDSVbH6GxXdfmafolvQfCz3TUYuBMNBdQX7LxLQGQjpoxdN10cvmt5X5pJ0yhTpXfMq9XRzj6omu3TTeTfrk5s+oZvnr9Lk4sna/+oxBS78V82qLpfHHRsxPs43GAcADI3f49cXL/iiQuFQvz1OFZGOB45n9B4l3hJ53QWylUgkJBVPlq5cn3n9cd6vzqgo0eJZlWkXQlo8q1KnTC7WHVv2SZLWvm9eRq+pmVIy6u0FCkFezpjW2pcknZOk/JikdyYpj0j6TA6ahjxzu9xqC7Rp3fZ1g9Y945R/1gWnTdc/3tOo7S89r0e/sEhL5yyVKZ2l/9r6kp74W6vuuGa+POwxBgAYpvhqvB63p98ep63drRn1VasXrFZZUVkOWjpKPEWSZ1K+W1FQSnxe3bmsIeU2NPE9T3+246DCsRVVbnngmZT7pCa+ptTHNQzGJ775cBS3y62K4oqMNk/3Ribo3x96Ud9f1qBDrZ166qU2rVmwRg/uPqzFs6v1kQW1KiVABQCMUHw13vgep+FIOOO+qqK4YmwOC0Y/HrdLdy5r0OHXOnXvkwfU3B5QVblP1y6qVc2UEoXDEe3Y39pXf9tLrbrhJ7t0+1XnqKmtR7/cdbjvNVe/5VSdXlWuMq5hMI7x7Yfj+D3+viFVqaysv1HffeSAfrz9kP778Zf12XfO0pXza9QRCOiSOdM0saQohy0GAIwHfVlVlyejvmpML64ESdF1Mw62RgPTlo4evfX0Sv3TO2ep2OuWz+uR2yXtP9ahNw9p/CwAACAASURBVLp6T1osadtLrbr4G1t0yZxqLambronFRWrr7tUzh17XrOoJefovApyBIBWO0xUI683lc1RXWZf0DnV9Zb3OmDRHn9z5hCQpGJa+uWmvLq87RTVTSnPdXADAOBLPqsYXVUrXV43ZxZUgKbrzwMAhvr/fc1S3PvgX/ePi03TTpbN13b3R5y89q1qffvsZ2rD9YL/3CEekh59r0sPPNfWVPXTzxSyWhHGPMyccpTO2ku93Nr2slfU3Jq0Tz6IGQidWFGRxAQBArsWzqcmQRR3bku08EOd2SSsW1fZ7/pHnm1Q90a/FsyrTvi/XM0AUQSryJhgO6njg+Ek/H71out4xb5LOm1aXdPP0MybN0QM7bV8ZiwsAAHIp3n919HZo3tR5SfuquVPnqqO3Q8cDxxUMB/PUUsR1BoJq6+pVZ2B0/i0OtnalXJn3HXOq1dTW0+/5cCS6WNK3PnRuykCV6xngBI4C5M1gK/k2hS7SDefeoJWbV/aV3TR/lZ566bgumVPdb0ECTugAgFxJ7L8uetPJfdUN596gB/c9qMf/P3t3Hh9lee///zVLZrKCCQmgFyBag6yKxKrQg1ttK9XW1tYFJejPthatp1XrqZXW1tpF67H29NtNsXoKolY91S6n7ltLC6KAqChWPBYCFwIJASFkksksvz/umWQymUkmyWQyCe/n45EHydzX3HMPWa7rc3+u63Nt/8fQq+47zCSuGa1vaqWq1E/t7IlMqCiiqI9jh+ZgiPtWbU57/MzpY3l03bYuj3dXLEnjGZHO9Jsgg6anSr4rt6/kL5/9S/t6nxmVMzii7Gi2vb+XL809guoxpYws8g3ClYuIyMEssf+6bc1tXfuqkUdw1fNXMblisqr7DqJUa0YBlq+ua89a9qWCbigcpb6pNe3xEYUFaY8nF0uaOKqESWPKVPBRJIn+asqgckcL+MoxV6c81hZp4zcbfsPVs5zji2Z8jf965l9c+/Dr/OFVi8flyuWlioiItIuvR433VVccewUAVxx7BXe/cTdtkTatSx1E3a0ZBVixqYFFy9cS6MP0X6/H1aVSb6J9LV0r+SaKF0u67hFnPFPg0XBcJJl+K2RQbdkd4MgRk7us54nbtGcT00fNYP7k+Z3Woi6YfTilhbrrKCIigyOxuu9jmx6j+pBqp6865Cj+8O4fVN13kHW3ZjRuxaYGtu4J9PrcxT4vtbMnpj3+5IYdnDtrXEbnWjhnoir5iqSgv5wyaJqDIZat2syvnt+StpLvF6d9hWff3M3iExe3V/SdW13JBG01IyIigyw5m7r4xMXKouaBntaMJlq2cjOBYLjXrzGhoihtASRV8hXpPwWpMmjiazoeXmOpHjklbSXfxY+9xV1/fZdH1tiOynd9WEMiIiKSTcnZ1P/e8N/KouaBntaMJqpvChKKRHpumKTI5+XOBTUpA9FIFJau3Jz2OKiSr0hP9Jshgya+piMYjjjZ1JqvcdULX2o/Hq/k+2/VlWxtDPCnf/8IE8qLFaCKiEjeiGdTL3vqMu5YewegPVIHW09rRhNVlfrwuvt2M6HE72VJbQ1bGwMsW7U5ZaXeno6LSGr67ZCcag6GCIWjeD2u9jUdy1fX8fAay5Wnz+lUHfGoQyZT7o4wc0I5IwoLKC9RJV8REckvidnUeP+lLOrgShxfpOJ2OXuZnjl9LHOrq4gS7fNrFfm8TBpbxuKzphCORPG63Z3WmPZ0XERS019QyYlAMMQ/d+zjR3/ZyH/8z2v86C8b+eeO/YyvKOJLc4/oyKbG1qYumvE1fvLke3zspyv49h824C/Qj6qIiOSneDYVlEXNF+nWjJ50ZAV/+8ZpXHHqUayv28t3/rihfUzSl0q/ccU+L2WFBWkD0J6Oi0hnyqTKgMtknzKApSu3cOXpc9or+X5xzUqt2RARkbwXz6bOnzxfWdQ8EV8zmjj+OOnICn5x0SyueWh91vdOFZHsckWjfZ/ikM/mzZsXfeKJJwb7Mg56gWCIy+9Lv08ZOMUD7qqtYVtjgI3vf8A5x43jj69uY8phI7VmQ0SyIWebKqvvOXhFohHcLnf7v5IfAsEQWxsD3LdqM/9+RjVff/i1HsckS2prKNLYQ/ovZ33PcKTfQBlQme5Ttm1PgEljyxhXUURLWxsfn3aopsSIiMiQ4Xa5CUfDeFzqu/JJfE3ot8+eyubdBzLeO3XSmLIcXaGIpKJbfTJg+rJPWbHPS2GB1myIiMjQowA1f4WjUe5btSWjtn3dO1VEskdBqgyI5mCI1rbIgO9TJiIiItKTXOydKiLZo+m+klWBYIi6xmbuW7WFT0wfm5N9ykRERES6k6u9U0UkOxSkStYkV/Hdsa+FK089Ku0+ZYkWzpmoKb4iIiIyIHraOzXRwtkak4gMNt0mkqwIBLtuM/P827sYPcKfcp+yRHOrKxlXXjTQlygiIiIHsXR7pyaaW13JyOKCfu2ZKiL9p0yq9FooEiIQCnR6rDkY5tJ/G8ul/za20+Pb9+3h5/OP5d8fTF3yXfugiohIrqTqv7pT5C3C61b/NFwU+bz8+uIarrg/9dZ4c6sr+ekFM7nqgXXcfM50VfgVGUT6yyu95na52Rfcxy2rb+mx7XU13+R/1lpuOXcGu/a18ui6bdQ3Bakq9bFwzkTtgyoiIjnTm/7rhhNvoKSgJAdXJQOtORgiFI7icsHDr2xNOSb5XM04qsr8XPXAOl56r5FlKzfzrbOm9nvab/y1vR6XxjsivaDfFuk1t8tNRWEFu1t2s6FhQ9p2Mypn4HOVcduTb/Cjx9/mtMmjuXTORKabkRR6PVrvISIiOdWb/quisAK3S6uihrLEYo71Ta1ceepRvLy5kR8+vpHTJo9m3vSxjCgsYF9LG7944V1eeHsXkajz3I4Kv30bqyS/dlWpn9rZE5lQUUSRglWRHum3RPrEFS3gK8dczRXPfzFtm68cezW/fH4LwbBTxv25jbs4dEQhxx9eoQBVREQGhd/j59qaa7nsqcvStrm25lr8nswqwUp+Si7mCPCxqWOoKvUTiTpjkuc27kr7/P5U+E312gDLV9e1L3Mq8WsILtId3SKUXmsOhrhi+TqOHDGZ6ZXTU7aZUTmDmaOn8/u1ttPjquIrIiKDye1yM71yerf917TKacqiDmGpijkCPLlhB+fOGpfROfo6Xkn32nErNjWwaPlaFWYS6YH+Akuv1e1uZs6R5dz1Yh2LZnwtZZtFM75Gw/4IH0mooqcqviIikg/i2dRUBiyLGgln/5ySUl1jIGWQmItdB9K9dqIVmxrYuifzAl4iByMFqdIr+1vaeGfHPr50SjVRoHrklC53o2dUzuCokZO59++bmTfdqfarKr4iIpIv0mVTByyLGomA2+P8KwOqORjivlWbUx6LROG6R17jpxfMTBuo9me80t1rJ1u2cjOBoG5ciKSjiEF6JRSOcvpRI+Dx67j6lG/zsxfrWHTc17jqhS+1t1k042v88vktNDS1ce7oMp6+5mRV8RURkbySam3qgGVRQy3w7HfgjJvBV5z980u7UDhKfVNr2uMvvdfIVQ+s4/bzjmX3gSCPvLI1a7sO9PTaifpbmElkuFMmVXqlqMBFwc718PLd+He93iWbGs+iPrLGUlXq44jKEiaNKVOAKiIieSU5mzqgWdTt6+Dlu2H7q8qmDjCvx0VVafc3Gl56r5GTb3uB17fu5fp5k7n9vGP41llT+z1eyeS14/pTmEnkYKDfDumkpa2FPS170n4EIk00m6ns+ca7BMdP5RufOKLT2tR4FjUYjrBg9uGMKCoY5HckIiLDTSgSYn9wf/tHU7CJvS17037sb93f6et9rfvYH9wPUdrXpl5bcy1EYX9wP6FIFovahFrgmRudz5+50fm6N7SWtVeKfV5qZ0/ssV0kCiceOYqywgLKCguyUtQx09cGFZIU6YnSW9JJgaeA3S27ueXlDDY6P+EGRnu87dnU+ZPnc9TIyXxxzUrmVlcyoVxTmkREJPvcLjf7gvu4ZbXTV/3bYf/GHDOH2165LWX7dMe9Li/fnv1t5k+ez8SRE7lhxQ38xwn/QUlBSXYuNJ5Fteucr+1aJ5s6YTZkkkVLXMuqrFvGJlQUMbe6stsCRgNVzHEwX1tkOFGQKp143B7KC8sz2ui8vLCcggcu4upzfsvPXqzje+cs5luPvc6JR1Y4RQe0B5iIiAwAt8tNRWFFe1+1cvtK/jL+L2n7ru6OjyoexY0n3cjNq25mV2AXFYUV2Zvym5hFjXvmRrjkfzNbm6q1rH1S5PNy54KatFvBDGQxx8F8bZHhRL8h0kWB28fVs67mi09/MW2bq2ddjX/nW/CvFyjZ/QaTx47nb+/sZOHsiYwvL1aAKiIiAyqx8FFbpI3fbPgNVxx7BV957itd2saPp+rbHtv0GONKx/GHd//Ako8tyV7hpOQsalym2dTEtaxTP5t59lUAKPF7WVJbw9bGAMtWbW4vjnT+h8dz6Mgidh8I4nY5QWWuXru/hZlEDib6ayedHGgN8dUH1jOjcka3G51Pr5yO5/7zAPA//10umFnFrAkVHD12hAJUEREZcMmFjx7b9BjVh1Sn7bs27dmUsm9ri7Rxx9o7mFwxObuFk1JlUeMyWZva37WsQpHPy4RRxZwxdQyfm2WYOeEQfvbcJk780bOcfNsLXH7fWg60ZnH9cdJrTxpbxuKzpmStMJPIwURBqrQLBEMsWr6WJ97cyTvvB7h61tUp27VnUQONzgN2Le7311OqAgAiIpJD8Wwq0CmbmspXj/tqp/bJsrr9TLosalw8m5qu0m+6tayqDNwrgWCILy1bw6X//QqX37eW6x55nec27iISdY6v2NTAouVrCQQHJlAFp5hStgoziRxMFKRKu7rGQPv6iSvvfzXlHefkLGo73eUVEZEcyzSbGt9exuP2dGqffDwnWdS47vrNdGtZ1c/2SuK4Jp0VmxrYuieQoysSkUwpSBUAmoMh7lu1uf3rb555NP5QsEs29epZV+Pfuw3GnwCTzuz4KKmC5gbd5RURkZxKlU1N7rsSs6SpsqlZz6I210PJ6M79ZPJHun6zp7Ws6mczkjyu6c6ylZsJBLXVj0g+0cR4ASAUjnLKpFE8vGYbBR43Z08tx/27i5lx0YNMr5zOhoYNHVnUbeuJfubXuNwppq5Ew+jeh4iI5EpiNnVDwwY27dnE12u+3qnvSsySJrfvcxY1Ena2h0kWDYOvDGZfBcGmrsd9pTBmWsdzk/vNntayZloZ+CAXCkepb2rNqG19U5BQJAJoSq5IvlA0IQCUFMDHph3GeccbbvnsVFx2LfzrRfw7N7bfkW5fi7p0Huzc4HS0hSM7f3gKBvmdiIjIwSYxO5q89jRVlrSn4z1K3L80kpSBc3lg11uw9Gx48MKuH0vPhl0bnUA2ud/s71pWaef1uKgqzez7WlXqw6vKySJ5Rb+RApEInkgbPH4d1502gbOnluN67iYAPPd/nhmVM5g/eX6ntaiuZ2/S2hgREckL8ezo/MnzO609jX+dnCVNbt/rLGqoBR6/DkKBjmA18Vhf16P2dy2rtCv2eamdPTGjtgvnTFRhI5E8o+m+B7twCCIhqHsJXr6bER/+Mq6or2MtDeDfu43FJy4mXP+OsxY17kADeAtTT3cSERHJIb/Hz+ITFxOJRlJ+3VP7jCXvX7r/fTj6k84U3Ei483rU7jTXg3d8x96nyWtZu31uA3jHad/UHkyoKGJudWW3xZPmVlcyrrwoh1clIplQkHoQag6GCIWjFBe48Hq9TpD6wvcB8Gz8A5Hjv0DTmf+PaMJzCkNBQgWHUHTOr3C5Eg6E2xSkiojIoHO73ISjYTwuT8qve2qfseT9S89fCtvXw4QTIRoB/yFw7pLuzxEFXDj9r9sXeywMhRk8t/0cB0cNiPiYxetx9XqP0SKflzsX1LBo+dqUgerc6kruXFCjvUtF8lDOfyuNMeOBZcBYIAIssdb+zBhzE/AloD7WdLG19vHYc24AvgCEga9aa5/K9XUPB4FgiLrGZu5btYX9LW3817mT4Omb4IyboP4dp9HzP8A1YQ7N5bP4+fPvUt8UpKrUx8I5xYwrr8ClP+QiIpKnkgPOngLQXgeoqfYv3bURdm6Ew46FZ78LZ9zcc2GjYDM8+x2nLbEg1VMAnpG9u55hLHHMUt/USlWpn9rZE5lQUURRL8YiJX4vS2pr2NoYYNmqzQnjmomMKy9SgCqSp1zRaLTnVllkjDkUONRau84YUwasBT4DnA80WWtvT2o/FXgQOAE4DHgWmGSt7bZW+Lx586JPPPHEQLyFIelAa6jTncT/d8ExfGrke7iWfRou+TPs3wGPfslpbGrgkv+lGR/hSBSv2621GiIylLl6bpId6nuGuWAzLD2rc2EjUwMXPwI73oRln4JLH4cJs9NPxY1EoG4l/PasntsepJLHLIni2c8Sf++Dy+ZgSOMayaWc9T3DUc7/Klpr37fW+eturd0PbARMN085B/idtbbVWvsv4F2cgFUyFAh2/mNf4vN2Ko7EszfB0fOcar3QXj2w2OumrLBAf8hFRETSVd7d8YZT0fe57zpf91TYKHm6sIogdZI8Zkm2YlMDi5avJRAM9frcxT6vxjUiQ8Sg3rozxkwEjgNWxx66yhjzujHmXmNMebwZsDXhadvoPqiVJFsbA5x8VAU+j/Ptbt9iJnG60vZX4eyfdjxJHaeIiEiHdJV3j6uFba907VNTbROTarqwtpTppK4x0G2hI3AC1a17Ajm6IhEZDIMWpBpjSoHfA1dba/cBvwY+BMwE3gd+EmuaKlWeco6yMeZyY8waY8ya3bt3D8BVDz3NwRBvv/8BXzqlmvOON12zqHFpsqnqOEVEuqe+5yCQLovq8cHca+DFH3V+vDdbzOimcLvmYIj7Vm3OqO2ylZsJBLtd+SUiQ9igBKnGmAKcAPV+a+2jANbandbasLU2AtxNx5TebcD4hKePA7anOq+1dom19nhr7fGjRo0auDcwhITCUc6cMgqevJ6vnzaB286d1jmLGqdsqohIn6jvOQh0l0Xd+Vb6PjXxRm+6QFc3hduFwlHqm1ozalvfFCSk/zORYSvnQaoxxgXcA2y01t6R8PihCc0+C2yIff4n4EJjjN8YcwRQDbycq+sd6ooLXPgKiyAUxN+wgU9OOaRrFjXu2Zucvd6mfsbZo62kytmLTZ2AiIgcrJL3L41/TD4bTrke/npr6ucl3+hNF+imanuQ8npcVJX6M2pbVerDq4JTIsPWYNTd/ghQC7xhjFkfe2wxMN8YMxNnKu9m4MsA1to3jTEPA28BIeArPVX2lQ7eSCs8/k2Yey0l9ZuIpsqixtm1zl3eT/4nNL4HFUeCx3/Q7MUmIiLSRXz/0s8ugXCr0z+CcyO3/p899KmvOtV7IXUWNVXbgzjwKvZ5qZ09keWr63psu3DORBVAEhnGch6kWmv/Tup1po9385wfAj8csIsaokKREIFQN4UDolFo2QfVHwOiFI0/Ee+ys7s/6bM3OVvSjJ7ifF1Q7OzdJiIiMoh67POSFHmL8LqzMMyJ718aboM2OvpHtwce/WL3z33mRrjkfzs+z6RtT3usDnMTKoqYW13ZbfGkudWVjCsvyuFViUiuaQfjIcztcrMvuI9bVt/SY9sbxk6jJBTomK7UnQMNMHKc0wGLiIjkgV71eSfeQElBSd9eKBJO3f/Fg1VwpgB/sDWzPrUtAG1NmbVtbgDvuIM6m1rk83Lngpoe90kt9mkIKzKc6Td8CHO73FQUVrC7ZTcbGjakbTejcgYVBaW4Q61w1h1EPQW0RVxEolDgceN2gSs5tx1uU5AqIiJ5o1d9XmEFblcfAr1IxOn7IpHuA8VIyOk4ay7teGz0FGjeA007nK/HTAf/CKedeyScuySza9ASG0r8XpbU1rC1McCyVZupbwpSVepj4ZyJjCsvUoAqchDQb/kQ5/f4ubbmWi576rK0ba6d8WX8z34P3n8Nzl+K66FavLWP0kohHq3nEBGRISKjPq/mWvyezIrvdBFqgWe/A2fc3DHtNlVmNRKCRy7pvMbU1MD5S+Hej0M46Hyt6bt9VuTzMmlsGYvPmkI4EsXrdmsNqshB5OC+VTcMuF1upldOZ3rl9JTHZ1TOYNohR+F+dblTmGHXRhgzFff29RR5Uy0NFhERyU8Z9XmV0/qeRd2+Dl6+u2NLmMTManK7VFvJ7NoIxy3o+Fpby/Rbsc9LWWGBAlSRg4yC1GHA7/Zxbc21KY9dO+PL+P92u3NXF+DFW2HutfDczSp3LyIiQ048m5pK/7KogY7iRvEtYUIt8Ph1mW8lE+9jPb7O5xERkV5RkDrURSK43R6mj5ra5c5ypyxqnF0L9e/AjM9rD1QRERly0mVT+5dFDTtZz3h2NJ4F3We7ZlZ72kqm/h34xI+037iISD8oSB3KImHnDu2T1+PHzbXHXNnpcJcsatwLP4SZF0HhyFiBBhERkaEjVTa111nUSEL/lyo7+syN4C91sqKJmdWetpKJ97HnLnE+1NeKiPSaCicNVZEI4HLu6IbacG99heljnWzqhoYNzh3lUVNwNy1JXfK+eTeMOLjL3IuIyNCUmE1t7/N6k0XttNY0CtvWpF5juuMNZ43pmnth33bwFmS4lYz6WBGR/lCQOlSFWqDtgLO29PP3wMML8Z+wiGuP+xqXPfMlrp31Nfz7d8KJi2DMtNTbyajMvYiIDFGJlX57nUVNrOJLFJ67KXW7F291Kva+uhzeegyO/4K2khERyQH99RyKIhFnncz7rzv7sO18C+w63H+6iuml45k/eT7TSsbhvvt0WHq2U23QV+ZMOUr88BQM9jsRERHpk3g2df7k+b3Posar+LbuT51FjUus2Pv8D9L3p6k+1MeKiPSZgtShJBxy/g21OOtk/vpjmHsN/PXW2PEg/r/9hMUnLu68FlXVBUVEZCiLpF7T6ff4nT6vt1nUZ24EXyn4StJnUeMSK/aqPxURyQlN9x0qwm3OXdlI2Mmi7q1zsqih1k7rY9xNOwm/9Sc8Tbs6r5lpbgCv1seIiMgQk7h+NKkPc7vchKNhPK5u9tCMhDuWvCRW5z33N07fmMka01ArHFcLa+5xKv1OmK3+VERkAClIHQoiYSdA3fAoTPqEk0V94QcwZgY0bIKaSzva+krxVB0NXh8UlHRej6r1MSIiMtQkrh/1FXc53H2AmhTgxrOoHh8ceQrU/7NzHxrnK4Wqo52ANhp1+tpIbDbTMzfCJf+b8lpERCQ7FKTmu/g2M89+F06+Hj6w8MFW5y6wXQfrlnZ9zoJHYe9WePdZ+OR/qsKgiIgMTYnrR6d+tncZzEjYyYDGA1xvYUcW9fgvOBnRB85P//zEvjQunnHV7CQRkQGlIDWfhdvA5XY60ngHPXoy/OHL3T/vhR/CJX+GY2KdrzKoIiIyFCXuS9qbDGYk4vzbHuCeC4cd25FFnXsNPLyw+3O88ENY+CeomgLB/U52VbOTRERyQkFqvopP8Q0e6Oigt74MI8dpjzYRERn+EtePglNpt6f1oPH1p+EgRCMJ/edqINKRRU2q55BWcwO8+aizFhXg0se1HlVEJAcUpOajcJvTwTa84wSp8Q56z7+AKJzyTWja0fV5ussrIiLDRWIWNS5dNjUSBlyx9adhp/+rW+30nx4fHPP5jsxpJAQt+2Hej50tZeJGT4XCEc4Mpvg5d77ZsRa1u9cXEZGsUpCabyLh2BTf1+CwY2DppzqOrVsKOzfAhQ/Cits7d5xxWoMqIiJDXXIWNS5VNjVeHKmtBZ7+Lnz0e87N3he+7xw/rrZz5rR5N4w4DH53YefzmxpY+Een6CBA3Upnr/GeXl9ERLJOQWo+CYcg3ApEnX+3r0/dQTf8Ez76XSip7MiaJlIGVUREhrJUWdS4xGxmYnGk02+EqMvpA7e90tF/RkIdlfBHTwG3z5mplKp/ff81GH+iE+Rm8voiIjIgFMnki0gYPF6nY7SvwfgPp+8gn70JfEXONCRfKRSO7PzhKcjppYuIiGRNuixqXDybGV9/us86xZG2rYHTFjv96Is/6mi/bik8eKHz8eiXobDMCWpTeeY7znKb7a9m8PqR/r1PERFJS0HqYIuEnX9DLfDk9U6AGQmmzqLG2bXOOpptrzjPExERGS66y6LGPXNjR7/pL3XWne540wlaE7OoycZM69jCLRW71ul/t67O7PVFRGRAaLrvYGrfZDzs3JUNtcG2dU4WNXEtaiov3uqsTT3Q4Oz9lmrar4iIyFASiUBzfWaVdw/UO/3mjjdg1iUw6+KuWdREmW4988yNTv9q16au/RCnvVJFRAaMgtTBFGqBF34Ap30LnrsZPn8P7PonHNidWQcdaoHiUU6nrCBVRESGumgYCg+Bc5d0PBYJw94tcMjhHX1dYuXdF2+F+Q85N2z370jffx51BoSCmfev5y7pPkiNX68mpYmIZJ2C1MESX3NzWI2TRR0zHXa+5WRGR30Izry163N8xc7zPD5wxR5ze6GgMKeXLiIiMiA8BeAZ2fF1JOJU2f3tWR17lELXyrste+HALthb5xRISuWwWU6QO+/HEI1CYI9zo7e5seu2bi43uAvAV5LVtyciIplRkDoYwiGnMMMLt8BFD8Hyc50s6sML06+TAac8/oUPQtsBbTMjIiLDWyTs9JfP3ex8Ha+qG/88zuNz1qX+7qKe+9CFf4S//hheXtLx2PnL4N6PO/1yYttL/hfwZfUtiYhIZhSk5lo45FTxbW6A4y+D99c7WdTEPdy6E2pxtp7RFCMRERmu4jUbcMHYY2Dy2fD892HfdifrmRiMHlcLwQOZ9aHNu51z7a3reCzcBp/4Ebz7bFJbrTkVERksClJzKRJ29j996pvw0Ztg0idg2adgzIyOPdzifKUwZiq07nemHRWUANHYQZe2mRERkeEr1OJsE3PK9c5HaRV8UOdkTB9LaY5plwAAIABJREFUqvwb3wd19lVQdbSzlGbkeCgd68w8ilfRB2eab+HIjv42vo3bMRfAMed3vQ7dEBYRGRQKUnMlEnY+tq1x9nOb+x+we1NHKfx1S7s+Z8Gj0Piec3d33m1QOsa5s6wAVUREhqr4/qZpj8dqNrx8N1R/HMqPgH/9FU69Aba/1nVK77qlHX3ogkdh71ZY899Ov7np6a4Z0mSf/E8toRERyTMKUnMhvuF3JAjP3eTcufWX9LwP3As/dNbPTPssuGKVkhSgiojIUNW+9VokfVCYuE/qi7fChffDhBPB5YEXvt/9+V/4IdQ+BhNPdl7nyFNg7IzObSqOBI+/owAhKGMqIpJnFKTmQqgltsH4WucO8Lm/yXybmeZGZw2qx6cAVUREhrb4NN4zbnYq1ieLZ1Hj2VK71tkHdfQ0pxpvJv1mYI9T++GDbc7XqYLSgmL1qSIieUxB6kCLRJx1pf4SJ4sKTgXBaMSZYlRQAsH9zjoZcILZgpLOnalLU3xFRGSIS5zGO/WzznYyydnUxCxq3Iu3wkWPOP3gvB9D8x7w+qBsrDN1OHigo62vxOlH3QXODd44BaUiIkOKgtSBEl9zE2qBokOg7qWOO8N/vLKj3SV/dv5d9cuOx7Q+RkREhpvEADS+nUxiNjU5ixpn18L2tTDCwDtPwcyL4YlvwDm/gPs/3bl9fOuYVFlaEREZMhQFDYT2NTdhJ4saaevIoiZ79ianUz13ScdH4cjY+hgREZFhINU03u2vdtRsgNRZ1LgXb4XiCjjmPNj9Lnz2Lng/RRGlVOcVEZEhR0FqtkXCTkf75PUdWdT4WtRU7FrnI14GP/6haUkiIpKvIr28kZoqAH3mRudxSJ9FjYuvTW3Z51TJj4bTB7SJ5xURkSFJQWo2RSKAy+loQ209Z1Hjnr1JHaqIiAwNiRV6M22fdhpvLOvZXRY1Lp5NnXkRbOshoFU2VURkSNOa1GyJhCHU6mwc/tzN8Pl7oKgc9u/IrBrhgQbwFna/d5yIiEgupdrTtKcKvcm6C0CfuREufRya6zPrK4PNzmwj+0r37VKteRURkSFDQWo2xDOo+yw0vgdjpgNuaD3gdO5n/aT753sLnX1Qw20KUkVEJD+k2tM0kwq9yefoaRrvni1QNgY+8yvnsWg0/ewitxdwOdV6e9zCrQG8KkIoIjIUKUjNhlCLk0H1l8KKnzhZ1B2vQdWU9M9J3mqmoAQKCnNyuSIiIj1KlTHtqUJvqnP0NI33j1d0nCfcBm3N3dRlcDnLaI45z/lweZybvOlEw2hlk4jI0KMgtb8iESeDGg46G4ePme5M+127tOfnaqsZERHJR6kyppC6Qm+6bGokkvk03njW01MAnpHZfS8iIjLkKEjtr1CLk0EF+NNVMGYGNGyCmks72vhKYcy01FN5dZdXRETyTaqMafzzRN1lU6NhKDwEPvNr2PkmBJu6tknsH9UfiohIjILUvogXkkjOotrYHeZ1KbKolz7e89odERGRdFIVMRqQ10mxp+m+7dC0I32F3lT9m6cAXGVQtxKWnp3+9dQ/iohIEvUIvZVYSCKeRS2ugL/e2v3ztG+biIj0VW+3femP5HWkHh/4S/q2L2kma1LVP4qISBJlUnsrXkjiYz/oyKJ6/b1bc6O7xSIi0hu93falr1JV4z2uFt5/ved9SZOzoX1Zk6r+UUREUJDaO/HOe+1SOP1GJ4v66nKnWFLiGtREyetRteZGRER6o7fbvvRHqizq3Gvg4YXdPy/V2tT4mtRzl2T22uofRUQkZsgEqcaYM4GfAR7gN9baHubXDoB4531cLXxgweuDbWucj+6oiq+IiPRVb7d96at0WdRQa9+yoarUKyIifTQkglRjjAf4JfAxYBvwijHmT9bat3J2EfHOe8cGOH8ZvPY7ZVBFRGRgpSpi1N22L/2Rav1oJNS5Yn131epBfZ2IiGTFkAhSgROAd6217wEYY34HnAPkLkhNzKKGWpVBFRGRgZcqcByIbGq69aNNO2Htbzu3Vd8mIiIDbKgEqQbYmvD1NuDELo2MuRy4PPZ59l498U528j6oY6aDfwS40jxXd5VFRIa1nPQ9iQYim6r1oyIikkeGSpCaKgSMJj9grV0CLAGYN29el+N9lngne93SzvugmpqBWx8kIiJ5Lyd9T7JsZ1O1flRERPLIULkNug0Yn/D1OGB7Tl453Z3suPgd7VzsXSciIgcH9T0iInIQGypB6itAtTHmCGOMD7gQ+FNOXlkbkYuISK6p7xERkYPYkJjua60NGWOuAp7C2YLmXmvtmwP+wtqIXEREck19j4iIHOSGRJAKYK19HHg8py+qQhIiIpJr6ntEROQgN2SC1EGhQhIiIpJr6ntEROQgp1uvIiIiIiIikjcUpIqIiIiIiEjeUJAqIiIiIiIieUNBqoiIiIiIiOQNBakiIiIiIiKSNxSkioiIiIiISN5QkCoiIiIiIiJ5Q0GqiIiIiIiI5A0FqSIiIiIiIpI3FKSKiIiIiIhI3lCQKiIiIiIiInlDQaqIiIiIiIjkDQWpIiIiIiIikje8g30BIiIiIiIikhljzLeAi4AwEAG+bK1dnaVzPw5cZK3dm43z9ZWCVBERERERkSHAGDMbOBuYZa1tNcZUAr5snd9a+8lsnas/FKSKiIiIiIgMDYcCDdbaVgBrbQOAMWYz8BBwWqzdRdbad40xVcCdwITY41dba/9hjCkFfg4cD0SB71lrfx87z/HW2gZjzALgqzhB8Grgytg57kl43r3W2p9m+00O2yD19ddfbzDGbBmAU1cCDQNw3sGi95O/htN7Ab2ffDec38+T1tozc/GiA9j3ZGK4fA+Hy/sAvZd8NVzey3B5HzA838tA9T1PA98xxrwDPAs8ZK39a+zYPmvtCcaYhcB/4WRcfwb81Fr7d2PMBOApYApwI/CBtXYGgDGmPPFFjDFTgAuAj1hr24wxvwIuBt4EjLV2eqzdIQPwHnFFo9GBOO+wZYxZY609frCvI1v0fvLXcHovoPeT7/R+hr7h8p6Hy/sAvZd8NVzey3B5H6D30ofX8ABzcbKmXwa+CdwEnG6tfc8YUwDssNaOMsbsArYnPL0KmAy8CFxord2UdO7NOFnSC4HFwK7YoSLgQZygdw3wOPAX4GlrbSTb73HYZlJFRERERESGG2ttGCfIfNEY8wZwSexQYvYx/rkbmG2tDSSewxjjSmqfzAUstdbekHzAGHMs8AngK8D5wGV9eBvd0hY0IiIiIiIiQ4Ax5mhjTHXCQzOB+DKTCxL+XRX7/GngqoTnz0zzeKfpvsBzwOeNMaNjxyuMMYfHCjW5rbW/x5kyPKv/76orZVJ7b8lgX0CW6f3kr+H0XkDvJ9/p/Qx9w+U9D5f3AXov+Wq4vJfh8j5A76U3SoGfx9aChoB3gctx1p/6jTGrcRKR82Ptvwr80hjzOk7s9zdgEfCD2OMbcLay+R7waPxFrLVvGWO+DTxtjHEDbTiZ0wDw37HHALpkWrNBa1JFRERERESGsMSqvIN9Ldmg6b4iIiIiIiKSN5RJFRERERERkbyhTKqIiIiIiIjkDQWpIiIiIiIikjcUpIqIiIiIiEje0BY0IiIiIiIi+ccDnLUv0LYgFIlWet2uhhFFBcuBv+BsGzNsqXCSiIiIiIhIfjm1ORh6ZPPuZv8DL20pq29qparUz8UnHb7/8FHFrcU+73nAi305sTEmDLwBuHCC3austSuzd+n9pyBVREREREQkf5x6oDX0l0XL1xav2NR129O51ZXcuaCmucTvPYs+BKrGmCZrbWns808Ai621pyS18VhrBy1bq+m+IiIiIiIi+cHTHAw9ki5ABVixqYFFy9cW31Vb80ixzzuW/k39HQHsATDGnAp8F3gfmAlMNcYsAL4K+IDVwJXW2rAx5tfAh4Ei4H+std+NnWMz8ABwGlAAXA7cAhwF/Ke19s5MLkqFk0RERERERPLDWVt2N/vTBahxKzY1UNfY7Ac+2YfXKDLGrDfGvA38Bvh+wrETgG9Za6caY6YAFwAfsdbOxAmGL461+5a19njgGOAUY8wxCefYaq2dDawAfgt8HjgJuDnTC1SQKiIiIiIikgf2BdoW3P/SlrJM2i5ftaVsX6Cttg8vE7DWzrTWTgbOBJYZY1yxYy9ba/8V+/yjQA3wijFmfezrI2PHzjfGrANeBaYBUxPO/6fYv28Aq621+6219UCLMeaQTC5Q031FRERERETyQCgSraxvas2obX1TkHAkWtmf17PWrjLGVAJVsYcOJBx2AUuttTckPscYcwRwHfBha+0eY8xvgcKEJvE3EEn4PP51RvGnMqkiIiIiIiJ5wOt2NVSV+jNqW1Xqw+N2dT8vuAfGmMk4W93sTnH4OeDzxpjRsbYVxpjDcdaxHgA+MMaMAeb15xpSyUkm1RgzHlgGjMWJoJdYa39mjKkAHgImApuB8621e1I8/xLg27Evf2CtXZqL6xYREREREcmVEUUFyy8+6fAzl6+u63HK74LZh+8fUVRwXx9epig2fRecbOklsWJInRpZa98yxnwbeNoY4wbagK9Ya18yxrwKvAm8B/yjD9fQrZxsQWOMORQ41Fq7zhhTBqwFPgNcCjRaa281xnwTKLfWXp/03ApgDXA8EI09tyZVMJtEe+uIiAg4HXCuqO8RERHoe9/jaQ6Gdnz5vrWV3RVPmltdyV0LauqL/d5D6V9137yUk+m+1tr3rbXrYp/vBzYCBjgHiGdFl+IErsk+ATxjrW2MBabP4Czw7dbFF1/cUxMREZGsUt8jIiL9FC72ec+7c0FN89zq1MtN4/ukFvu95zMMA1QYhMJJxpiJwHE4++yMsda+D04gG5/vnPwUYGvC19tij6U69+U4e/GQnK4WEREZCOp7REQky14s8XvPuqu25pEtu5v997+0pay+KUhVqY8Fsw/fP6G8uCUWoL442Bc6UHIapBpjSoHfA1dba/dl2JmnSpWnnE5lrV0CLAGYN2+eplyJiMiAU98jIiID4MVin3fslENHfPIbZ06uDUeilR63qyG2BvVxhmkGNS5nQaoxpgAnQL3fWvto7OGdxphDY1nUQ4FdKZ66DTg14etxDOO7BiIiIiIiIjiB6J9HFBX8ebAvJNdysiY1tjnsPcBGa+0dCYf+BFwS+/wS4I8pnv4U8HFjTLkxphz4eOwxERERERERGWZytU/qR4Ba4HRjzPrYxyeBW4GPGWM2AR+LfY0x5nhjzG8ArLWNwPeBV2IfN8ceExERERERGe78hEM/ATLbQHUYyMl0X2vt30lfhvmjKdqvAb6Y8PW9wL0Dc3UiIiIiIiJ5KhL+Ah7vtUTC7+L2/Lq/pzPGhIE3cGLBjTj7pDb385yXAsdba6/q7/VB7jKpIiIiIiIi0jt+Qi038/h1EGr5PtnJpgastTOttdOBILAo0ycaYzxZeP0e5XwLGhEREREREclAJPwFtq3x8/LdMOXTfg7/yGXZyKYmWAEcA2CMWQB8FfDhbBd6pbU2bIxpAu4APgF83RjTCvwMKAFa6ZgZe5gx5kngQ8Bj1tpv9PWilEkVERERERHJP04W9bmbSgF49qbSLGZTMcZ4gXnAG8aYKcAFwEestTNxKgtfHGtaAmyw1p4IvAw8BHzNWnsscAYQiLWbGTvHDOACY8z4vl6bglQREREREZF8E8+i2nXO13Yt2LV+IuHL+nnmImPMemANUIezC8tHgRrgldixjwJHxtqHcbYSBTgaeN9a+wqAtXaftTYUO/actfYDa20L8BZweF8vUNN9RURERERE8kvnLGrcszeVcsmfv4+v5F6cqbZ9EYhlS9vFtgxdaq29IUX7FmttOPa5C4imOW/i9YTpR6ypTKqIiIiIiEg+Sc6ixmUvm5rsOeDzxpjRAMaYCmNMqkzo2zhrTz8ca1cWmzacVQpSRURERERE8kfqLGpcltemAlhr3wK+DTxtjHkdeAY4NEW7IM66058bY16LtSvM1nXEabqviIiIiIhIvkiXRY2LZ1P7WOnXWpsy+LXWPoRTFKnb9rH1qCclNftt7CPe5uzeXlciZVJFRERERETyQ/dZ1LgByKbmE2VSRURERERE8kEk/AUONJRRMhomndl92wMNZXgLv4Db86vcXFzuKEgVkQHXHAwRCkfxelwU+/RnR0RERAZX3o5NQq1RfCWrOeeXvWhfPLDXNAjy6DsiIsNNIBiirrGZ+1Ztob6plapSP7WzJzKhooiifOoQRERE5KCQ92MTX/Gv8RX3ep3pcJMH3wkRGY4OtIZYtHwtKzY1dHp8+eo65lZXcueCGkr8+hMkIiIiuaGxydCh74KIZF0gmLoTiFuxqYFFy9eypLYmP+5aioiIyLA2VMYmgVDgipZQy/xM2xd6Cx8s8hYNu8yrRocikpHerN2oawyk7QTiVmxqYOueAJPGlGXzMkVEREQ6aQ6G2BcIcc7Mw/B73Tz/9i4i0a7t8mFs4nP7XI1tjSfe8vItvp7a3nDCDcERvhG/6+1rGGPCwBs4seBG4BJrbbMxZqW1do4x5lTguv5uI9MfClJFpFu9XbvRHAxx36rNGZ172crNfOusqRT5PNm9aBERETnopRrDXHnqUdz06Wlc98hrvPReY5fnDPbYxOP23FNeWH7z7pbdozY0bEjbbkblDMoLy/d73J57+vAyAWvtTABjzP3AIuAOa+2cvl119ilIFZG0+rJ2IxSOUt/UmtH565uChCIRQEGqiIiIZE9PY5hfXDSLqx5Y1yVQzYOxSavf4//O1bOu/vEXn/5i2r1Sr551dZPf478RyGzQld4K4BgAY0yTtbbTaxpjPgwsAT4H7AR+DszAiSNvstb+sZ+vn5J7IE4qIkNfpms3AsFQp8ddLrjy1KO4/bxjOGPKaNyu9K9RVerD69afIREREcmeQDDEXX/7P86ZeRhLamu6jElWbGrgmofWc/t5x3YZp+TD2MTj9twzo3JG6/TK6SmPz6icwfTK6a0et+fe/ryOMcYLzMOZ+pvq+BzgTuAca+17wLeA5621HwZOA/7TGFPSn2tIR6NDEUmpN+tKwekQ/rljHz9+4m1+9eK7rK/by5WnHsXfvnEaJx1ZkfL5C+dM1FRfERERyapQJMopk0azvm4vv1+3LeWYZMWmBur3t3La5NGdnpsnY5N4NrUp1cEsZFGLjDHrgTVAHZBqyvAUnAzqp6y1dbHHPg58M/bcF4FCYEIfr6Fbmu4rIl30Zl3pinfqMYcU9XpKzdzqSsaVF2XxqkVERORgd6A1xJX3r8toTPL7tduYN30sz23cBeTX2CSWTb15euX00sS1qVnKoravSe3G+zhB6HHA9thjLuBz1tp/9uO1M6JMqoh0kem6UrcLPjXzsB6nBSdPqYmvZ+2pSrCIiIhIpjJZqpQ4JqlvCjKisADIy7FJymxqFtei9mQvcBbwo1i1X4CngH83xrgAjDHHDdSL5813QUTyh9fjoqrU32O70yePZscHLRlNC248EOR7n57GiUeOYlx5UT51AiIiIjIMZLpUKT7Nt6rUxyHFBTx9zcl5OTZJzqZmay1qpqy1O40xnwKeMMZcBnwf+C/g9ViguhkYkG1q8us7ISJ5odjnpXb2RJavruu23ZnTx/LwK1szOufDr2zlm/MmUxq7YykiIiKSLb1ZqhSf5nuMOYTDRxXjLxj0NajpdKr0m60sanIF3+THrbUv4qw5JbYedVpCsy/357Uzpem+IpLShIoi5lZXdttmfHlxr7abSbFvtoiIiEi/9XYLvPHlxYyrKMrnABXoqPQ7f/L8nGZRB5uCVBFJqcjn5c4FNWkD1bnVlUw5dERG04IhP0q6i4iIyPCU6VIlcMYkUw8bkXfTe9No9Xv831l84mJytBY1LwyJ74yIDI4Sv5cltTVsbQywbNVm6puCVJX6WDhnYvvajUymBUPelHQXERGRYahXY5LZEykbQsuPPG7PPaFI6ENet/egyKKCglQR6UGRz8uksWUsPmsK4UgUr9vdKdiMTwvurlBBPpV0FxERkeEp4zFJxZAbk7R63d6vD/ZF5JLm3olIRop9XsoKC7pkQzOZFpxnJd1FRERkGNKYZPjQd0hE+qU5GALgrtoatnUzLVhERESkv5qDIULhKF6PK+X4IpOlSpL/9F0SkR6l6hACwRB1jc3ct2oL9U2tjC718+VTP8T18yYDdJkWLCIiItJXgWCILY3NLI+NO6pK/dTOnsiEiiKKkgLPnpYqSf5TkCoiaSUHolWlfi4/5UOMKvGxaPnaLms+7ltd1z6VRp2BiIiIZMOB1lDKccfyhHFHib9rWKOs6dClNakiktKB1hCX37eWT/zXCpavruOpN3fywMt1uF2k7CjiVmxqYNHytQRi04BFRERE+qo5mDpAjdO4Y3hSkCoiXQTSdAinTx7Nrn2t3VbNA6fD2LonMJCXKCIiIsNca1uYTTubNO44CClIFZEu6hoDKTuEM6eP5dF12zI6x7KVmwkEw9m+NBERETlI7A208ciarRm11bhjeFGQKiKdNAdD3Ldqc8pjIwoLqG9qzeg89U1BQpFI9i5MREREDhrNwRA7PmjRuOMgpSBVRDoJhaNpO4R9LW1UlfozOk9VqQ+vW39iREREpPdC4ajGHQcxfSdFpBOvx5W2Q3hyww7OnTUuo/MsnDNRFX5FRESkT7weF1saDmQ+7pitccdworrMItJJsc9L7eyJLF9d1+XY82/v4qZPT+PkSZX4PG7OnD6WEYUF7Gtp48kNO3j+7V1EojC3upJx5UWDcPUiIiIyFCXvyV7s8/LhI0ZR4vcwt7qy2+JJc6srGVehccdwoiBVRLqYUFGUskOIROHev/+LX19cw6Zd+/mfNdva90+98tSjuOnT01i6cjNXnzFJe5OJiIhIj1LtyV47eyITKoqYOKqY25/+Jz+9YCbXPLQ+ZaAa3ydV447hRd9NEemiyOflzgU1XbahOenICq487ag+bagtIiIikuhAa+ot7xLHFNd+7GjueOaf3HLuDHbta+XRdduobwpSVerj/A+P50NVpRp3DEOuaDQ62NcwIObNmxd94oknBvsyRIa0QDDE1sYAy1ZtpuFAkB98ZnraO5lxc6srWVJbQ5HuaEr+cOXqhdT3iIhkJhAMcfl9XQPURPExBcDWxgCr/7WbiZUljCgs4NCRhYwsKsBfkLfrUHPW9wxHGkWKSFpFPi+Txpax+KwpAGxtbM54Q+1JY8pycYkiIiIyBKXbkz1R4phi0tgyxlUUEY5E8brdKpI0zOUkSDXG3AucDeyy1k6PPfYQcHSsySHAXmvtzBTP3QzsB8JAyFp7fC6uWUQ6FPu8sf1Tt2TUftnKzXzrrKnqQERERKSL7vZkT5Y4ptC604NHrr7TvwV+ASyLP2CtvSD+uTHmJ8AH3Tz/NGtt97daRGRAdbd/arKODbUVpIqIiEhnGlNIT3KyT6q19m9AY6pjxhgXcD7wYC6uRUT6prv9U5NpQ20RERFJR2MK6Uk+fMfnAjuttZvSHI8CTxtj1hpjLs/hdYlIgvj+qZlYOEcbaouIiEhqGlNIT/IhSJ1P91nUj1hrZwHzgK8YY05O19AYc7kxZo0xZs3u3buzfZ0iB734/qndmVtdybhybagtBw/1PSIivacxhXRnUINUY4wXOBd4KF0ba+322L+7gMeAE7ppu8Rae7y19vhRo0Zl+3JFDnrx/VPTdSraUFsORup7RER6T2MK6c5gf9fPAN621m5LddAYUwK4rbX7Y59/HLg5lxcoIp2V+L0sqa1p3z81vqH2wjkTGVdepM5EREREMqIxhaSTqy1oHgROBSqNMduA71pr7wEuJGmqrzHmMOA31tpPAmOAx4wx8Wt9wFr7ZC6uWUTSS9w/VfuViYiISF9pTCGp5CRItdbOT/P4pSke2w58Mvb5e8CxA3pxItJnusMpIiIi2aAxhSTKh8JJIiIiIiIiIsDgr0kVkRxpDoYIhaN4PS7drRQREZEBofGGZIN+ckSGuUAwRF1jM/et2kJ9UytVpX5qZ09kQkURReo8REREJAs03pBs0k+MyDB2oDXEouVrWbGpodPjy1fXtZd2L/Hrz4CIiIj0ncYbkm1akyoyTAWCqTuMuBWbGli0fC2BYCjHVyYiIiLDhcYbMhAUpIoMU3WNgbQdRtyKTQ1s3RPI0RWJiIjIcKPxhgwEBakiw1BzMMR9qzZn1HbZys0EguEBvR4REREZfjTekIGiIFVkGAqFo9Q3tWbUtr4pSCgSGeArEhERkeFG4w0ZKApSRYYhr8dFVak/o7ZVpT68bv0pEBERkd7ReEMGin5SRAZJczDEvkAbzQNQSKDY56V29sSM2i6cM5Einyfr1yAiIiLDT+L4ReMNGSiqBS2SY7naR2xCRRFzqyu7LWYwt7qSceVFWXtNERERGZ7SjV/Ga7whA0BBqkgO5XIfsSKflzsX1KQtCx9/vWJtsC0iIiLd6G788qW5R2i8IVmnnxaRHMl0H7EltTVZy6iW+L0sqa1ha2OAZas2U98UpKrUx8I5ExlXXqQOQ0RERLrV0/jl7hX/AuCu2hq2abwhWaKfGJEc6c0+YpPGlGXtdYt8XiaNLWPxWVMIR6J43W6tCREREZEetbaF2by7ucfxy90r/sV5x4/XeEOyRoWTRHKgt/uINbW0Zf0ain1eygoL1GGIiIhIjw60hlj13m7uf2lLRu3j+6BqvCHZoCBVJAd6u49YayhCYACq/oqIiIj0pDk2xTcYimgfVBkUClJFcsDlolf7iLWGIjQeCA7wVYmIiIh01hYKsyU2xXdfS5v2QZVBoZ8kkQF2oDXE3SveY/6JEzJq/7macTy3cSd2b4BAMDzAVyciIiLiONAaYvsHLe1TfJ/csINzZ43L6LnaB1WySUGqyACKV8T7xfPvMq68mLnVld22n1tdSVWZn3/8327cLpemzYiIiEhOxMcsRGmf4vuoGBT+AAAgAElEQVT827sYPcKf0fhF+6BKNilIFRlA8Yq+kSisr9vDz+cfl/YP/dzqSn56wUyue+Q1Kkt8RKJRTZsRERGRnIiPWVrD4fYpvpEoXPfIa/z0gpndjl+0D6pkm36aRAZIckXf+17agikv5pZzZ7BrXyuPrtvWvo/Y52rGUVXm56oH1vHSe41cf+ZkRpf5NW1GREREBtz+lrb2MctTb+7k4pMOZ/nqOgBeeq+Rqx5Yx+3nHdtl/LJg9uFMqChWgCpZp58okQGSXBHv+bd38b1PT+OGx96gwONm3vSxjCgsYF9LG7944V1eeHsXkahzR/KwQ4ooK9Svp4iIiAycQDBEXWMzLW0dY5afPfsO/99HjmBudWX7/qgvvdfIybe9wGmTR7ePX3xeN0eMKsFfoBvqkn0aBYsMgAOtIdZv3dupIl4kCl9/5DV+fXENX/3dq1z3yOtdnje3upL/d+FxFBZ4lEUVERGRAXOg1VmDumJTA7efd0z7mCUUgTue/id3LqhpPw7OOOa5jbt4buOu9im+ClBloChIFcmyeOEBv9fNlace1T5dBpw7kVfcv5afXXgce5qDLF+1pX3KzAUnTGDiqGIKPG4K9UdfREREBkh8rBIPQJ/csKPTmOXef2wG4NcLatja2Mz9L23pPMW3vJhiv8IIGTj66RLJsnjhAbcLbvr0tE7TZcAJVGff8hynTx7NwtkTOaKyhBFFXgq9Ht2RFBERkQEXH6vEPf/2ri5jlnv/sZllqzbz1Y9Ws3DO4fi9zhjlsJGFFHg1XpGBpdKhIlmUWCypu4p4kSg8u3EXd694j4oSHyOLfApQRUREZMAlF3aE9GOWUATueGYTH//pCr79hw1UlvoVoEpOKJMqkkWhcLRTsaTuKuKd/+HxfKiqlBJNlxEREZEcSR6rxHU3Zlk4ZyLjyotUxVdyRj9pIj1oDoYIhaN4Pa4e/zh7Pa5OxZIgdUW8fS1tvLZ1L9Wjywby0kVERESAjvGMy0WXsUpc8pilenQZH6oqobSwIMdXKwc7BakiacTLst+3agv1Ta1UlfqpnT2RCRVFFKUJVot9XmpnT+xULAk6V8SLe/qak1XBV0RERAZU8nhm7lGVnfZBTZY4Znn6mpMVoMqgUJAqkkJiWfZEy1fXtZddTzdNd0JFUZdiScnmVlcyrrwoq9csIiIikijVeOaZt3byt2+cprGK5DUVThJJklyW3e2CM6aM5vbzjmFJbQ3nzDyMu/72fwSCoZTPL/J5uXNBTZdiSXHxIFfrOkRERGSgBIIh7vrb/3HOzMNYUlvD7ecdwxlTRgPpCzvGaawig00/eSJJEsuyn3RkBbefdyw797Xy2Lpt7dN+z501jnAkmvYcJX4vv1l4PHsDbez4oIV9LW1saTjACUeOUuEBERERGXBR4ILjJ9DQ1Mq+ljZ27WvhylOP4qZPT+O6R15rL5LU1BJiecI+qCqSJPlAP30iCRLLsp90ZAW/uGgW1zy0vtfTflOvZz2c8eXp17OKiIiI9FcwFCYUifLOzv38z5rON9hHj/CzdOVmfnHRLK56YB0n3/YC3/v0NK6fNxkAr9utehmSFzRaFkkQDEWob2rF7YLbzzs2ZYAat2JTA4uWr2VJbU2nwLM/61lFRERE+ioQDBOORrmim3HITy+YyV1//T9uP+9YTr7tBf7+7m4+c5yhTAWSJI9oTapITCAYYv3WvVSV+jl98mh27WvttqAAOIHq1j2BTudIFaAmtl+0fG3a9awiIiIifREIhmhuC6UMUONWbGrgmofWc8mcidTvb+W0yaOpKvXhdSskkPyin0iRmLrGAMtf2sK5s8Zx5vSxPLpuW0bPW7ZyM4FguP0cvQ1sRURERPpr94EgOz5oyWgcUr+/lQ32A+ZNH8vCORM1xVfyjoJUETrWoj7/9i5Gj/AzvryY+qbWjJ5b3xQkFIl0Ws/ak8TAVkRERKQ/moMhtu8N8GCavU+T/X7tNiZWljC+vFjbzEheUpAqAoTCUeqbWolEnbLsk8aWUVXqz+i58Wky8XNkIh7YioiIiPRXKBzF5XL1ahwyorCAqYeNUBVfyUsKUkUAlwuuPPUobj/vGEr9/z979x4eVXnuffw7h8zkQDCEcNCFiK2hCIkCUREralt3leq21dYDLajbuj1UapXat4VWa+2r8lp7du9aaN1Vqba1lXrCWkBUulVQwAMeaqwisJBDQA2Qw2RmzfvHykpWJmsmM2EyM0l+n+vKlczMmpmVCzLPc6/7ee47yG9Xv8Ps4w9L67nOMplgwJdxYCsiIiJyIJoiUax4nIMPKs5oHnLwQcUqliQFS5dOZFDzahXztVOOYOTQMEUBPzOqq1Lu7ZhRXdWxTKY0FGTO9HEsSWOpjfZ/iIiIyIFInMPMOKKKrxx/WFrzkPOOPZSDShSgSuFSkCqDVk+tYu748hR+ccEUrv7DBs9A1Wkn414mM7ayJKPAVkRERCRTXnOY5a/v4Jn/86m05iEfHzGEcJEulkvh0npDGZTSaRUz974NRC2LhefU8uCVJzB72lhOmzSa2dPG8vdrT+LXc7r3Oy0JBblzdh0zqqs8X9crsBURERFJV1OSOYxTV+On50/ucR6ifu1S6PQ/VAaldFvFvP9RC69s+ZBTJozk26dPAB8E/f6US3XLwkEWzaljy55m7nluE7v2RRgxJMSFJ4xjTEUJcewBRoGqiIiIpKs5EmV/JMbOvcn7uD//zh7m3ree2889mr0tUX7//Hud85Dp4xhTWaL5h/QLOflfahjGXcCZwE7TNGva77sR+E9gV/thC0zTXObx3NOBnwMB4DemaS7MxTnLwJVJq5g/vbCFC08Yx/cffo22mMWvvlKX1l7SklCQ8aPLWXDGkcSsOD7gw+Y2bl32Bjvb977OmT6OsZUllGiwEBERkRQi0RiRWJxozOK+599Leezz7+zhpNtW8YOzJvGt0ydAHELB1BfYRQpNrmbHvwPuAO5JuP+npmnenuxJhmEEgP8C/g3YCrxgGMbDpmm+3lcnKgNfpq1iNjXsZ+UbOwG4Ysk6Fs2pSzuwLA0Fe9z7qmU3IiIikkxLW4y2mMXc+9Yz5/jD0prDWHH4x9u7+cIUg3IVSJJ+KCd7Uk3TfAbY04unHge8bZrmO6ZpRoA/AJ/P6snJoJNpq5jGlraO26vrG9jyQXPa75XO3tcrlqyjORJN+zVFRERkcNjfGuWj5ja+9vv1rK5voLGlTe3uZFDI9//cuYZhvGIYxl2GYQzzeNwAtrhub22/z5NhGJcZhvGiYRgv7t69O9vnKgOE0yomHV+sG8PjG7d3ue+eZzfRHIml9fzNe5rS2vu6ZU/6ga+IFBaNPSLSF5ojUX79zL8wP+iso/G3jds5Z+qYtJ6vdnfSn+UzSP0V8HFgMvA+8GOPY3we98WTvaBpmotM0zzGNM1jhg8fnp2zlAHJaRWTyozqKkaUh1n15s4u9+/aFyFqWT2+h733NfW+Ecc9z6Uf+IpIYdHYIyJ9YfOeZsZWlvLg+q0d9z355k5GDg2nNYdRuzvpz/IWpJqmucM0zZhpmhawGHtpb6KtwKGu22OAbbk4PxnY0mkV89PzJ3PdAy9jJVwWSXf5TCRqZbT3NRLtOfAVERGRgc8p8ji0uKjLXCKTNjOq4iv9Wd7+9xqGcbBpmu+33zwb2Ohx2AtAtWEYhwMmcAHw5RydogxwyVrFfLFuDCPKw8y9bz3Pv9N9K3W6y2d8vsz2vvq81g2IiIjIoOMUefTag+puM7OzsZUH129VmxkZcHLVguZ+4BSgyjCMrcD3gVMMw5iMvXx3E3B5+7GHYLea+ZxpmlHDMOYCT2C3oLnLNM3XcnHOMji4W8W0RS02bPmQO1a9zao3d3bLoEJmy2eKg37OO/ZQlqzZ3OOx5x83lnAw31vERUREpBA4RR7/tnE7XzvliG5zCafNzKcmjGRmzWiGFhcx+dAKRg4tztMZi2RXToJU0zRnedz92yTHbgM+57q9DOjWP1Ukm0pDQQjBseMq+e0/3k0aoCZbPtMUiRKNxQkGfB2Ph4sCHF5VxozqqpTFk2ZUVzFueCnhIhU3EBERGczc84krTvk4p/xoFTeeNclzLmHFYeUbO1n5xk5mVFdxYg/7VEX6E60FEHFJtgT4whPGMWZY9+UzzZEom/c0ce9z77FrXysjhoSZM30cYytLKAkFCQX8/OKCKVz9hw2egeqM6ip+ccEUigLKooqIiAxW3vOJw/jf73yGXz/9L356/mSu/eNLSecS2oMqA40vHk9aLLdfmzlzZvzxxx/P92lIDnllMw/09WJWnKDf77kHdX9r8h6ozoBRFg7SHInR2NKG+UFzl30jX6wbwyEVJQwtLlKJeJG+lbMd3xp7RCRTPc0nfnHBFH75ZD2XnHi49qD2L6o2cgD0P1r6vZ6ymb2V6gO/OZJ8QAG79+kVS9axaE5d+znEiQ4Nc9bkQ/D7fFjxOCPLw5QXBxWgioiIDFJNacwnrv7DBn71lanc9vibjKoo4azJh3DY8DJKQwHKi4tyfMYiuaEgVfodJ2MaCvqJWXHPD/clazZ3yWZm2+Y9zSn3mYI9sGz5oJnxo8opCQUxQkGGlYVSZmdFRERkcGhpi1G/Y19a84ltH7Xw3TMnEolZmkPIoKCNcNJvNEei/HN7I7c89gb/5y8vsy/F8hjozGY2R6JZPQ+nd1k67nl2E82RWMft0lCQci3vFRERGbSaI1H2trTx/Du7eeDFLWk9555nN2HF0RxCBg1lUqVfSNyvceqRI9m8uymjbGa2OL3L0rFrX4SoZWF3UBIREZHBbH9rlF8/8y9OGT+SSNTSfEIkCWVSpeB57f88vWY0D67fmtbzE7OZB8rpXZaOEUNCBP36MxMRERnsnPnM2MpSHly/lcaWNs0nRJLQ/3YpeF77P4cWF/Xi6mN2lIaCzJk+Lq1jLzxhnJbliIiICJv32CvAnDnM3zZu55ypY9J6ruYTMtgoSJWClmz/Z76vPo6tLGFGD02zZ1RXMWZYSVbfV0RERPqffS1t3Pvce0DnHObJN3cycmhY8wkRDwpSpaAl26+RydXH848biz/LnapKQkHunF2XdGBRY20RERFxRFz1LJw5jBWH6x54mZ+eP1nzCZEE+h8vBcnpffpRs3fG9Mk3d3LjWZOYUV2VsnjSjOoqRpaHaWmzCBdld5lMWTjIojl1bNnTzD3PbepsrH3COMYMU2NtERGRwa45EuW9PU0MLS7qmM8kzmHm3ree2889mp2NrTy4fmvHfOK8Yw/liBFDKO2DVnoihU7/6+WAOX1LgwFfVgIzdyXfU48cyddOOYIlazZ3Oca5+njHl6dy7R9f8gxUZ1RX8dPzJ/PQBpNzjzn0gM/LS0koyPjR5Sw440j1PxUREZEOLW0x1ry7h0jUYsLB5Vw643DuW7vZcw5z0m2r+NSEkcysGc3Q4iJCQT/jR5VTnOUL7CL9hYJU6TUn23nvc++xa18rI4aEmTN9HGMrSyjpZbCaWMk3Vcb0+Xf2dFx93L0vwgMvbum4+vjFujGMKA8z9771fPeMiYSDfbuyXVlTERERcTRFory1Yy8rXt/hmiMdxnPzP8M3/rChyxzGnUF9afOHXDh9HGMqSxSgyqCmmbX0SmLfUseSNZs79k+U9WJ5SmIl354yps+/s4cFS1/ljllT+fSRI4nG4jS2tHHHqrdZ9eZOPnlEFeOGl2Z9qa+IiIiIl57mSL/6Sh1X/n4dz7+zp0sG9dBhpUwYXU5JKEAoqHmLDG4KUiVjXn1L3VbXN3DFknUsmlOXUUY1WSXfZFcbRwwJMWf6OCpKi/j1M//i8KoyhhYXAeADTqyu4ufnT6EooPpgIiIi0vfSmSNd/YcNLL7wGG57/E12ts9nPj5iCIdUlBAKKkAVAQWp0gtefUsTra5vYMsHzYwfVZ7260Zdle8SJV5tHDe8rH2vhp+2WJwzag/mvjWbO5bUfPOzn2BsZSlBv09ZVBEREelzrW0xNu1uSmuOZH7YzJzph9HYEsWKx6koLWJIOKi6FiLtFKRKRpJlO73c8+wmvnvGxLQ/cIMBX8rep1YcVr6xk5Vv7GT2tLFcf+ZE2mLxHpcdp9dNVURERKR39rdGeWHTHla8viOt45c89x4XnjCOooCfsZWllIYCuqgu4qJ1kJKRVNnORLv2RYhaVtqvXRoKMmf6uLSOvfCEcVhx7wDV4Sw7bo5E0z4HERERkUw4S3yT9Xb3smtfhE0N+ykpCjCsLKQAVSSBglTJSE/ZTrcRQ0IE/Zn9FxtbWZK0obVjRnUVh1WWZrTsWERERCTb3Et8G1u8e7t7GTEkRCjoZ0xlSR+foUj/pCBVMpJptjPTvRUloSB3zq5LGqg6S3hj8XhGy46bI7GMzkNEREQklf2tUZ57Zze/f/49AP62cTvnTB2T1nPPO/ZQjv/YcLWwE0lCQapkLN1s55hhmV8dbI5E+dmKt7j1nFoevPIEZk8by2mTRjN72liWfu0Ebj2nlp+teCvjJTWZLDsWERERScVrie+Tb+5k5NBwWnOkI0YMUR9UkRQUpErG0s129ubq4OY9zSxe/S4n3baK/3rqbSaPreCLUw0mj63gjlVvc9Jtq1i8+l1ao1afLjsWERERScbZcuRe4uv0dv/p+ZN7niP1ope8yGCivxDplbJwkEVz6tiyp5l7ntvU0bf0whPGMWZYSa8CVHflYHclXy/LX9vOnOmHsWTN5h5ftzfLjkVERES8uOcrf9u4na+dckTHfCRVb/fZ0w9rr+Sr6bdIT/RXIr1WEgoyfnQ5C844kpgVJ+j3H1AwmEnl4H/8azfnTB3DjOqqlMWTervsWERERMSLe77y5Js7ufGsSV3mI4m93YcWFxEK+jl8eJmq+IqkSWsg5YCVhoKUFxcdcLYyk8rBVWUhAn5fny07FhEREfHinq8kW+LrrAi77oFXuPf59zh2XKUCVJEMaPYuBcOpHJzuEt5wUYAwZH3ZsYiIiEgyifMVLfEVyT79xUhBcSoHZ7KEN9vLjkVERERSSZyvaImvSHZpua8UlAOpHJytZcciIiIiqXjNV7TEVyR7lEmVgtMXlYNFREREsknzFZG+o78eKUhawisiIiKFTvMVkb6hIFUKmq5CioiISKHTfEUku7QnVURERERERAqGglQREREREREpGApSRUREREREpGAoSBWR/suK5fsMRERkoNCYIlIwtMtb+kRTJEo0FicY8KmYgPQNywJ/oP27rreJiEjmnPlKcdBHqCioMUWkQOivULKqORLln9sbueWxN/jWn1/mlsfe4J/b99IciQL2YNDY3EZT+22RXou2wLLr7O8iIiIZaG2LsaOxhfod+3jF/BCrrRmWXUc82pzvUxMRlEmVLNrfGuWKJetYXd/Q5f63d+3j5xdM4b09TSx57j127WtlxJAwc6aPY2xlCSXKtEqmLAu2rYe1i2Hi2TB2uq58i4hIWpoiUd7asZc/v7iVXftaOaNmNEXb34S1i4l84vMwdjrhIs1NRPJJszrJiuaId4B6/McquePLU7nugZc5/WerWbJmM0+8toMlazZz2s+e4bJ717G/VVnVQSGbe32iLbD8evvn5dcrmyoiImnZ3xrl8nvXcd6dz3NYZTH/qN/NiYcPIbDyBgDCT36fWKSpYwWYiOSHglTJis17mrsFqH4f3H7u0Vz7x5e6PeZYXd/AFUvWaTAY6Nz7R7PxWtvWw/aN8G8/hO2vwrYN2XltEREZsJojUebet56Tjqjky8eN4T9PrubWsycS3vkymOvtg8x1FO96lcbmtvyerMggpyBVkkp3/2hTJMq9z23qdv+nJ4xkZ2Nr0gDVsbq+gS0faA/IgBZtgX+tyk7G08miTpkDn7wapsxWNlVERHq0ZU8TX/3kYfznydV86zOHwbLrOHPiMMpW39zlOP/y6zmoKEpzRNV+RfJFQap001Pxo0TRWJxd+1q73X96zWgeXL81rfe859lNNEdiKqyULYVURt+yoNGEj3/K/n4gGU93FnXGtXbhpBnzlE0VEZGkWtti7NkfIeCLc+L4UbB1HaW7Xoa1i/FtWw+jJnV9grmOoh0v40Njiki+5GRXuGEYdwFnAjtN06xpv+9HwL8DEeBfwH+Ypvmhx3M3AXuBGBA1TfOYXJzzYJWs+NGSNZuZUV3FnbPrKAt3/W/j88GIIeFurzW0uMgzePWya1+ExuY2fvlkvQorHahCa80SbYHwkPaA8pv27VCpHUj7A5m/lpNF3fG6XTip+rOd2dSLHrVfW0REBHu116aG/RxaEebjw4L2WPSZ7+Nb8kUAfCtuhPPuhg1LIBbpeF5gxQ34L3oEKMrPiYsMcrmawf4OOD3hvuVAjWmaRwFvAfNTPP9TpmlOVoDat5IVP3Ik7h91Mq4PbTA599hDux3f2NLmGbx6GTEkxOq3d6mwUjYUUmsWJ4v6/it2QLn91fZsaizzPaqJWdSnF9r3P7VQ2VQREenGKZL0pxc2U14csvedrl1sjxVO9tRcBzvfsC92upnr8G17SWOKSJ7kJEg1TfMZYE/CfX83TdOJPp4HxuTiXCQ5r+JHiVbXN9CwL8L+1iiX3buO0362mhsefo3hZSFmVFd1OfZvG7dzztT0/lm/WDeGxzdu93w/FVbKgLs1SyEEbE4W1R1QhofY9//t25kF0olZVFeRi44JhvamiogIdgb1iiXrWPPOHnv/aetHsMKu4MuKG+2Lm4GQfdu52OncdmhMEcmbAlgLCMAlwONJHosDfzcMY51hGJfl8JwGlWTFjxL5fVASCnTJuFpxuO6Bl/np+ZO7BKpPvrmTkUPD3YLXRDOqqxhRHmbVmzs9H1dhpQwUUmsWdxbVHVBufxU+MiEaST+Qtixo2gXlh8DJ3+4Meh1PLYSTvwPlB0NTQ/6DcxERyZvWthj1O/axur6BLx83htLmHfYqHK+Lm87tXW/BabfA+NM7v8pGaEwRyZO8b/YzDOO7QBT4fZJDPmma5jbDMEYCyw3DeLM9M+v1WpcBl7X/3CfnO1AlK36U6NMTRmJ+2D3j+vw7e5h733puP/dodja28uD6rezaF+GJjdv51VfquPL33suIZ1RX8dPzJzP3vvVY8eTve8+zm/juGRMpCWW4h3EwcbKo7kF42wYYOz0/e1MTs6iOpxbCBb+3r1r/+VKYs7TnfaTxGBRXwDmL7N/J+R0d5jrYXW8/bkXt4wvmGpwMdBp7RArLh81tPPDiFkIBP9/6zGH4/G3w14Q8x1MLu+5FXXUz0TkP4as5l4Df1/VYjSkiOZfXINUwjIuwCyp9xjRNzxDFNM1t7d93GoaxFDgO8AxSTdNcBCwCmDlzZoqQRxIFA7609o+eXjOaB17Y4vnY8+/s4aTbVvGpCSOZWTOa6pHlfHxEGUOKgyyaU8eWPc3c89wmdu2LMGJIiDnTx1FRWsTc+9bz/Dt7PF/TsWtfhKhlAQpSk3JnUR35KibkZFH3vOMdUG5/FYYaMGpieoF0oAgCB0Gkqfvv6Fh+g/27Fh+Uvd9DJA0ae0QKR1MkyvaPWti1r7Uzi7pvu/dY5GRTX7wLzHUEtr+CL18XdkWki7z9FRqGcTrwbeAs0zSbkhxTZhhGufMz8FlgY+7OcvAoDQWZM31cj8f1VLHXisPKN3Zy3QOv8N9P/QtntlYSCjJ+dDkLzjiS2889iu+eMZFxw0u5Y2V9jwEq2IWVgho0kkvMojqcbGqulyoly6I6nloIpZV2NnXlTektS072Ozry9buKiEjBiMbiNLa0MXposZ1FLavs3IuaKGEvqi/f22REpENOZv2GYdwPPAd8wjCMrYZhfBW4AyjHXsL7kmEYd7Yfe4hhGMvanzoK+IdhGC8Da4HHTNP8Wy7OeTAaW1nS4/7RUNCfUcXexMCyNBSkvLiIklCAcFGA2WkExgAXnjBOS31T8cqiOnI96FoWtDXBjtdSB5Q7XrcnBqMmpRdcpvodHZpgiIgMasGAj/ca9nPpiePsLKq70F6ixL2o2oMqUjBystzXNM1ZHnf/Nsmx24DPtf/8DnB0H56auJSEgtw5uy5pG5oZ1VUc/7HhHHxQCUvWbO7x9dIJLJ3AOFVV4RnVVYwZVtLzLzBYpZthzNUSpngMioph1c2pj1t1M8x+0P65p2XJTuGkspH2RCKVpgYIjtFyLRGRQag0FOS4w4djDPHhi1V234uaaNXNdm2EiZ+HQBh8aA+qSAHIe+EkKSxlYe/9oxeeMI4xw0ooLgpkNbBMJzC+c3YdpSH9V00q3QzjRY9CMGz3J+1LvgA07U4/oISeA2l34aR0aIIhIjJ4xKIQ6JwnjBtegu/DdyEQSG8sav4Qyqrs1T2Boj4+WRFJh2b+0o17/2jMihP0+7tkRLMdWPYUGCtATSGTDGNbs52ptKy+zTJ6BZRxC3x+2P2OXcDC0VBvV+OF1NlUp3CSiIiImxWzA1Qr1nERNhRvhTf+CqNqoO5i7+eFhsDICRCP2xlUBagiBUWzf0kqVXCY7cCyp8BYksgkw+gPwLLr4NSb+rbab2JAaVnQth9W/gBmfAtW394ZmDqcAFtLdUVEJBPRFljxfTj1BxAqs8ec/Q2w9UX7K5WZtymDKlKgFKRKr/VFYKmsaYbSzTBaFmx+FtYuholn57Z3ajwG77/c/t5f6Oxlmup4LdUVEZGeWDE7EF27GI48Cw77pL1yp6TrxduYFSeOvd20Ww9UBagiBUkzQTlg7oq9UqDc+1ZzXQE31uZ67xsAn93LNNmXJgsiIpKOaAusvNH+ecWN9u1AUbdxJVBaQbC0gkBphcYckX5CQarIQJdY/TfdfqJWLH/vLSIikowV68yiuscXc112xi4RyTsFqSIDnVf1356yqZZl72E90GCyN+8tIiKSjDM+ubOoDiebKiL9noJUkYEsWQ/VnjKa0Ra7yNKBDPa9fW8REZFkoi3w6p/tcT/hNe4AACAASURBVMRrfFE2VWRAUJAqMpCl6qGaLKPpBJdrFx9YMNmb9xYREUnGstp7ak9LPr4omyoyIChIHYSaIlEam9toiqSosCr9X7JMpiNZRjMbRZZ6+94iIiIubW1tnXOWaAtsWQM7Xk89viibKtLvKUgdRJojUf65vZFbHnuDb/35ZW557A3+uX0vzQpWB6ZUmUxHYhCarUJHvXlvERGRds2RKDs+aqKoqIhHXt7Kite2EzM3wFHnwtMLUz9Z2VSRfk9NKQeJ/a1RrliyjtX1DV3uX7JmMzOqq7hzdh1lYf13GDAsC5p2QdlIGH966mObGiA4xu6bmqzQ0UWPQqi0b99bREQEe84y9771/Pjs8bDsBmae8D27x+mra2DoqPTGl/0NECy2iyyJSL+jqGQQaI54B6iO1fUNXLFkHYvm1FES0n+JASEeg+IKOHsRtH4EO16DUTUQHmp3M/c63iJ1oaOx09MLJp33djVS7/F4LeoQERE65yyHVZYQ3vkyrF1MWd1lsHc7fLAJGuqh7uLOJ4yaBKEhQLz7i8XaFKSK9FOKSAaBzXuakwaojtX1DWz5oJnxo8pzdFbSpwJFEDgIIk3wwEV24GnUpc6IRppSFzpKN5vqvLeIiEiGNu9pZs07e/j5F6dT9sA3IBAiXFoOD19uj2Xr7+76hJ7GNhHpl5S+GOCaIlHufW5TWsfe8+wmmiMqNDBgZLK/VIWOREQkz5w5y3nHGHYW1VwPU+bA+69ofBIZZBSkDnDRWJxd+1rTOnbXvghRfcgPHMn2l3oVk1ChIxERybNoLM4HTRHmfWosZU/fCIEQzLi250JJGp9EBhwt9x3gggEfI4aE0zp2xJAQQRWwGRiSZUa99peq0JGIiBSAYMDHaRNHdWZRj/kqRFs1PokMQgpSB7jSUJA508exZM3mHo+98IRxlIRUYKDXrFjhFGiItcHKm7wfS9xfmqzQUTwOPo8qSyp0JCIi2RRrg0ARpaEgnztyGMF7b7Tvt6JdCyWFhtA2YiIvbW1k0iEHUZo4Z9H4JDJgKEgdBMZWljCjuipl8aQZ1VWMGVaSw7MaYCzLDlAtK/9Xca0YFIXtiodb1nR/PDGb6lXoyPk9CuH3ERGRgcuK2eOQFQN8BLZv6FwFtP7uboWSIl9+hI0NY5j0saGgjgQiA5Zmn4NASSjInbPrmFFd5fm40ye1VB/2vRdtgWXXFcaeGOdcZsyz9/N46Wn/TiH9PiIiMnC5x5toC74e6iOUPX0jFx83SnMWkQFOf+GDRFk4yKI5dWzZ08w9z21i174II4aEuPCEcYwZVqIP+wPh7P9cuxgmnp1+P9E+OZeYfQV67WIYPxNOuwXeXuF9bLL9O4X0+4iIyMBlxWDri/Z4c+RZYByT1v5TX9NuCJZobBIZwDKOTAzDWGma5md6uk8KT0koyPjR5Sw440hiVpyg3689qNngroybST/RvjqXFTfYP6+6GS56BI46L/nxXvt3Cun3ERGRgSvaAitvtH9ecaM9ZiXUR4hZceKADwj4XXUStP9UZEBLO0g1DKMYKAWqDMMYhv15ATAUOKQPzk36iLKmWZSsF2li9jEXRZUsy37vLufyUmaZ0HR/HxERkd5wxkMni+oeb8x1cNgnu4yXupQuMjhlMuu8HFgHTGj/7nw9BPxX9k9NpB9Ipxepu6gStBeHyNO55OI1RJKIWlH2Rvam/RW1ovk+ZRHJUMq/89ZG9kab7O+RvewNBolOvajzyStu1HgjIkAGmVTTNH8O/NwwjK+bpvnLPjwnkf4h3V6kzhLcU2+CYHHfVAHOpC9qX76GSAp+n5/GSCO3rrm1x2PnT5tPWVFZDs5KRLIpo7/zY66jzO+aiibJporI4JPxuk/TNH9pGMYJwDj3803TvCeL5yVS+Lyyjg5nL2ew2FWE6Bw45GhY8X07YM3mPs90zqWn98vGa4ik4Pf5qSyuZHfLbjY2bEx6XG1VLZXFlfh9uigi0t9k9HfuK8K/4d6uDzh7U0O6SCUymGU8AzAM417gduBE4Nj2r2OyfF4ihS1Z1tHhZB9jkc7Ab8sa+761i+3vzvLfXJ1LqvfLxmsMUFqiml3hQJh5dfNSHjOvbh7hQDhHZyQi2eD+rCROz3/nk+cSfuZ2e5x0c7KpfbU1RkT6hd5U0DkGmGiaZjzbJyPSb6TKOjqWXw9zlsL2jXa/0qO+BH+6sPOxbGUm0z2XVO+XjdcYoLRENbv8Pj81VTXUVNV4Zllqq2qZVDVJWVSRfsb9WRn0Bfne9O+l/jsfNh7/hiXeL6Zsqsig15sgdSMwGng/y+ci0j9YFjTtSquXG/sbYMoce29NNGIHrJC9fZ6ZnEuqvqgH+hoDmJaoZp+TTb3kiUu6PaYsqkj/lPhZObx0OFcefSVXrbyq27Hz6q4l/NpD8PFPJ3/B/Q2ddRxEZNDJpAXNI0AcKAdeNwxjLdDqPG6a5lnZPz2RAhSPQXFFt15uXY8BWj+CHa9BPA6nfAdKh8OU2fDiXfYx2chMpnMuiccnrvLPxmsMcKmCKoeCq/Qly6YqiyrSv7k/K5fWL+XSmku9/86HT8JffjhM/HzqF4y2DrrVOyJiyySTenufnYVIfxIogsBBqY+JNMEDF9l7PI+7DHwBWHYdzJgHG5bYe3CykU1N51xy8RoDnJaoZp9X4K9AX6R/8/v81Ayf1PFZ+ZuNv+mWTZ1Xdy3hv98A4z9rry6adoUCURHpJu0ZlWmaT6f66suTFOlX3EWIAiE7i7r1Bbtg0s437GyqQz1I+41UBX8UXGXOHfiDAn2RAcGyCH9kMq/2cgCW1i+luqK669/50MPxr78bnloIR50L214alEX5RCS13lT33WsYRmPC1xbDMJYahvGxvjhJkX7FXYSo7mI7i/rULfbtpxba2dRAyL49iKvm9jeJQZVDwVXvuQN/BfoiA0C0Bf9DV1HTHpi2WW0d2VRoz6KuWti5mmjnG7DleV2sFZFuejOr+gnwLcAAxgDXAYuBPwB3Ze/URPohdxGiCWfCp75nZ1Gd1i7OoKxsar/klU1VcNV7TuA/a8IsBfoi/Z2zimjLGsLP/LhbNnXWhFmdWVTHUwth8lfsony6WCsiLr2p7nu6aZrTXLcXGYbxvGmaNxmGsSBbJybSL7mLEPmDELc6s6iOpxbCBffDvp3g9NQchFVz+6PEvanKoh64cCDMgmkLsOKaoIr0a65VRP4N91Jz0jc7PiuXvbvM/jt/4bfdK/pGW6CsalAW5ROR5HoTpFqGYZwH/Ln99pdcj6l3qvQfViz7pe3dRYhibbBlTWcW1WGug4Z/2ntViysgPBR8aIDuJ9wFf5RFPXB+n59YPEbApzYTIv2OM466azEAxCJ2NvWoy7lk1deZPGIy0WgrwdovQe2Xur9OIGSPnyIi7XozI/4KMAfYCexo/3m2YRglwNwsnptI37GszoG1r8TaOvemJlpxI5RUwF8utQfm4oM0QPcTWqKafQpQRfoh9zjqrsXQzr/hXmral/lOHD6BoBWzxzqvL41/IpIg40yqaZrvAP+e5OF/HNjpiORItAVW3ACn3tQ3pe8Tryoncvamjpp44G1oJOe0RFVEBj1nHP23/+s93rVnUxec+ROsHa/Z2dLKj2usE5G0pB2kGobxf0zTvM0wjF/isazXNM2rs3pmIn3FCSDXLoaJZ/dNgOhxVbmbpxbCeXfDny+FOUvVJ64f0RJVERnUnHF03d3w6euTjnf+DfcSGzaOwJuPwXm/s8dGjXUikoZMMqlvtH9/sS9ORCSrUu03dQeQy6+Hix7N7qDprvA7/vTUx0Yj9v4cFU7qdxSgisig4h5XnXF0yhxo2pNyvAu897/29pZIE/hDECzWWCciPUo7SDVN85H273cDGIZRZprm/r46MZFec++TSRwIE5fhOn1Ks5lNdSr8nv3r9mJIPTjqfCCuwkkiIlKYEus4OOPoqFpo/gDO+mV6hQj9RRrrRCQtGX9KGIYx3TCM12nPrBqGcbRhGP+d9TMT6a1oCyy7zrv3qNcy3Gz3KXUKIZVUQOnwnr+Kh6pwhIiIFC73uOoeR9ffDYs/BfdfAMGS9MY7jXUikobeXMr6GXAasBvANM2XgZN6epJhGHcZhrHTMIyNrvsqDcNYbhhGffv3YUmee1H7MfWGYVzUi3OWwcK933Tbhq7Ve5MVM3KyqWokLiIi0pV7XG3cpnFURHKiV+stTNPcknBXGmsa+R2QuGHhO8BK0zSrgZXtt7swDKMS+D4wDTgO+H6yYFak235Td4Y0VTGjbGdTRUREBgJn7AyEIFymcVREcqI3QeoWwzBOAOKGYYQMw7iOzqJKSZmm+QywJ+HuzwN3t/98N/AFj6eeBiw3TXOPaZofAMvpHuyKJN9valnptYTRVWAREZFO7rFzyhx4/xWNoyKSE70JUq8ArgIMYCswuf12b4wyTfN9gPbvIz2OMQB35nZr+30iXaXab5pOSxhdBRYREenkzqLOuBaeXpj6eI2jIpIlmbSgAcA0zQbgK31wLsn4PO7r1qcVwDCMy4DL2n/uy3OSQpNqv2njNggWpdcSRq1gRCRDGntkQHKPq8d8FaKtGkdFJGfSDlINw/glSYJDANM0r+7F++8wDONg0zTfNwzjYGCnxzFbgVNct8cATyU5h0XAIoCZM2cmPVcZgFJlSl9fag+w5yxK77VUHl9EMqCxRwYk97hqRaGhHuoutm+HhsCoScnbzmgcFZEDlEkm9UXXzz/ALmZ0oB4GLgIWtn9/yOOYJ4BbXMWSPgvMz8J7y0DR037TJ/8vjD0hu71QRQaBqBWlOdrc43HxeBwrbhH0B4knv5bZoSRYQtCf8UIeEcmC1mhrGn/XcbBicN7dlLz7D8J/vdJuN+N28TKNqyLSZ9KeJZim2fHpZBjGNe7b6TAM437sjGiVYRhbsYPchcCfDMP4KrAZOLf92GOAK0zTvNQ0zT2GYfwQeKH9pW4yTTOxAJMMZunuN73oUQiV5uacRAYAv89PY6SRW9fc2uOx84+bz+qtq/nHtn+kPm7afMqKyrJ1iiKSoaA/yP62/dy6Nr2/63J/kr6mGldFpA/19lJ2xsuZTNOcleShz3gc+yJwqev2XcBdmb6nDAKWBU27tE9GpA/4fX4qiyvZ3bKbjQ0bkx5XW1XLsOJhPLbpMV7a+VLK4yqLK/H79Dcoki8Bf4BhxcPS/LuuIPDmo8nHV42rItJHtN5K+rd4DIortN9UpI+EA2Hm1c3jkicuSXrMvLp5hANhrp5ydVrHiUh+hQNhrpl6DZf+/dKkx1wz9RrCBOCsX6R+MY2rItIHMimctJfODGqpYRiN7T/7gLhpmkOzfXIiPQoUQeCgfJ+FyIDl9/mpqaqhpqrGM+tSW1XLpKpJBPyBtI5TFlUk/wL+ALVVtSn/XmuqaggUFUNRcR7OUEQGu7RnC6ZplpumObT9K+j6uVwBqojIwOVkU724s6PpHici+edkU71cM/Ua/b2KSF7pkraIiKTkzqa6JWZH0z1ORPLPnU1168iiJmsvIyKSA5oxiIhIj7yypF7Z0XSPE5H888qmKosqIoVAQaqIiPQoMUuaLDua7nEikn+J2VRlUUWkUGjWICIiaXFnSVNlR9M9TkTyz51NVRZVRAqFglQREUmLkyWdNWFWyuxouseJSP452dRZE2YpiyoiBcMXj8d7PqofmjlzZvzxxx/P92mIiAwoVtzC7/N3fD/Q43LEl6s30tgj/VHMihHwBzq+i0hW5GzsGYjyPnMQEZH+w+/zE4vHegw80z1ORPIv4A8QtaIKUEWkYGj2ICIiGQn40pvIpnuciORf0B/M9ymIiHTQJ5KIpCVqRWmONqd9fEmwRJMeEZE+os9kERnI9GklImnx+/w0Rhq5dc2tPR47f9p8yorKcnBWIiKDkz6TRWQgU5AqImnx+/xUFleyu2U3Gxs2Jj2utqqWyuJK7UUUEelD+kwWkYFMn1gikjZ3/8tk1BdTRCQ39JksIgOVglQRSZvT/7Kmqsbz8dqqWvXFFBHJEX0mi8hApU8tEclIqiv3umIvIpJb+kwWkYFIQaqIZCTZlXtdsRcRyT19JovIQKRPLhHJmNeVe12xFxHJD30mi8hAoyBVRDKWeOVeV+xFRPJHn8kiMtDo00tEesV95V5X7EVE8kufySIykChIFZFeca7cz5owS1fsRUTyTJ/JIjKQBPN9AiLSf4UDYRZMW4AVt/J9KiIig54+k0VkoNBlNhHpNb/PTywe0xV7EZECoM9kERko9Ckm6bFi+T4DKVABXyDfpyAiMnBlOP7qM1lEBgIFqdIzywJ/wP4uIiIiuaHxV0QGKQWp0rNoCyy7zv4uIiIiuaHxV0QGKQWpkpplwbb1sHYxbNugq7kiIiK5oPFXRAYxBamSWrQFll9v/7z8el3NFRERyQWNvyIyiClIleScq7jmevu2uU5Xc0VERPqaxl8RGeQUpEpy7qu4Dl3NFRER6Vsaf0VkkFOQKt4Sr+I6dDVXRESk72j8FRFRkCpJeF3FdehqroiISN/Q+CsioiBVPCS7iuvQ1VwREZHs0/grIgJAMN8nIHlmxexG4W6pruI6ll8PFz0KodK+O7csi1pRmqPNaR9fEiwh6NefiIiI9E7KcSceB5+vy10lBAgOwPFXRCRTmoEPZpZlB6iWBX5/531Nu6BsJIw/PfXzmxogOKbzuQXEa2IQ9AVpjDRy65pbe3z+/GnzKSsq66vTExGRQSKTcackOKTfj78iItmgIHUwi7bAihvg1Js6r8jGY1BcAecsSu814jEKcdW43+fvNjEI+oJ8b/r32N2ym40NG5M+t7aqlsriSvy+wvu9RESk//D7/FSEK9IadyrCFfjj9PvxV0QkGxSkDlbOvpe1i2Hi2TB2un1FNlAEgYPyfXYHzO/zU1lc2W1iMLx0OFcefSVXrbwq6XPn1c0jHAjn4jST0tJkEZH+y/0ZbsUtfnTSj3j7w7eTHn9w2cEE/UH8eR57REQKhWa1g5V732lv9rd47WUtMOFAmHl187jkiUs67ltav5RLay6lpqrG86p2bVUtk6om5T2L6pUJTkZLk0VECksmn+HfOvZbjCwZSZG/KAdnJiLSPyhIHYwSqwc61QKdbKrnc1xBqdde1gLk9/mpqarpEpC2WW38ZuNvkmZTCyGLCskzwYm0NFlEpPBk8hk+rHgYfp9fn+MiIi76RByMvKr3puq95g5Knecvu65f9GpzsqluS+uXUl1RTU1VTZf7CyWL6vA690SFElSLiEhX6XyGXzX5Kop8QYri8RydlYhI/1AYs3HJnWQ92FL1XnMHpe69rP2gV5s7m+pos9pY9u6ybpOHQgv4vM7drdCCahER6ZTOZ3jtiFr80Rb85vqCH09FRHJJs9vBJlUPVK9sapeg9CWINnfdy9pPs6mTR0ymZnjn5KFQA75UV+ILLagWEZGuwv5Q0s/wjizqqltg+ff6xXgqIpIreZ2RG4bxCcMwXnJ9NRqGcU3CMacYhvGR65gb8nW+/V6yLKrDK5vqDmq3rLEfT9zLWuBXfxOvZtdW1TKxaiLhYGcAWKgBX7Ir8YUaVIuISCd/rI2aYeM9P8M7sqjr7u4346mISK7kdYZrmuY/TdOcbJrmZKAOaAKWehy62jnONM2bcnuWA0iqLKrDnR11B7WBEBz1pcz2shYQd0bSCUidAHDWhFkFHfB5ZVMLNagWEZF2lgWxVsIv/JZ5tZd3eejrU77emUWNRew7+8l4KiKSC4VU3fczwL9M03wv3ycyIFkxaNoFZSNh/Ompj21qgOCYrkHtlDmw4/Xke1lTVQZOwqsXqA8fUSvqebzf58fn83W5L93+oMkC0nAgzIJpC7DihXv1OrFKsbKoIiL51RptTdLLOg74On+2olD7JSaFh3b5DJ88cjJ+K4a/8f2uY7Iz/hZw5XwRkVwopCD1AuD+JI9NNwzjZWAbcJ1pmq95HWQYxmXAZe0/98lJ9kuWBXELwhVwzqLO+52x1D2mdjwW65pFnXEt/OlC79fvTZ9VvPvInXjIiZxgnMBtL9zW4/Mz7Q/qFZD6fX5i8RgBX//p+aosqkhh0dgz+AT9Qfa37efWtWn0sj5uPuUN/2Je7eVcsurrzJs8l5A/hC/eBl/47+5PiMdQyRARGewKIkg1DCMEnAXM93h4PXCYaZr7DMP4HPBXoNrrdUzTXAQsApg5c6bquTtibbDyBvj097sGkpEmWHEDnHoTBMOdfVCdx3rKojp6mU316iP37LZneezQx/qkP2iygLTQA1RIngkWkfzT2DP4BPwBhhUPS68PariCwO9PpObKf9if4eWHwfN34j9kCow9XllTEREPhfLJOBNYb5rmjsQHTNNsNE1zX/vPy4AiwzCqcn2C/ZYVg6IwRCNdizIktpLB1/0xdxb16YWp36eXe2kS91u2WW38ZuNvuPLoK1M+r7fZxP4QkCbjZIKVRRURyb9wIMw1U69Jecw1U68h/OZj0LyH8DM/tj/Dn7mdwN8XqKKviEgKhRKkziLJUl/DMEYbhuFr//k47HPencNz69+cHqcz5sHKmzoHRPd+0+XXQ/Nu78emzIFoa+de1mRfZSPsvTQZVib0ql67tH4p1RXV6g+awMkED7bfW0SkEAX8AWqralOOVTVVkwi8+RiMPx3/vh3EXn8Y/76dBzRuiogMBnlf7msYRinwb8DlrvuuADBN807gS8CVhmFEgWbgAtM0tZwqHVYMtr5oZ0urPwujJrYvyz2+aysaZ7nuIXX2sl93gaWq8bC/AU68tvvrV34MAuGu+1l7sZfGvd8SumZTr1p5VbfjB/OezP6cCRYRGVBiUcItjVwz9Rou/ful3R6+Zuo1hFv3w/GdK4MCACd83b7hjKHagyoi0k3eg1TTNJuA4Qn33en6+Q7gjlyf14AQbYGVN9o/P7UQzrsbHrwSvvLH7q1knlpoFz+KtkJxQoGlVIpKIVB0QKeZWL0W7Gzq5Udd3uU+GLxZVBERKSCWBYEggVcfpPbYiz3HqpqqGgKxNhh5ZPLXycIYKiIyEOU9SJU+4mRR3dnSnW9A3UWwdZ13K5kta+DQ4yBUnvNCDl7Z1Ka2pi73QWcW1at9TSrptqoREREB7zZpHawYfPgeTLmAeFsTt598O4tfWcxf6v8CtGdRmxthyIiuRQlFRCQtmrUPVO4squOZH8PsP8M9Z3k/58kfwuwHwRcAf3Gfn6KbVy/QUWWjGFU2Kml/0MT2Nclk2qpGRETEq01aMvOnzefQ8kOB9izq8EkEfn++vXIppPFHRCRTClIHosQsqmPUJPu+VK1kzBftVjKWlddsqnvfqdd9Xu1rvNjl/4exv20/oIyqiIgkl5g9HRZOr81MZbCM2qpawFXR973V9rh62CeVTRURyZA29vUnViy947yyqE4rmcT7E626xe6rGov05gwPiFcv0FT9QRPb13iZO3kuD739EPNXz6cx0qi9rCIikpSTPZ2/ej7zV8/n4bcfZu7kuSmfM6/2csKrFlIzfBKzJsyys6iPthcbXHGj2syIiPSCUkr9hWXZV2JTZTidINYrW5rYSiaVpt1QPjpv2dQF0xZgxa2U94F3wSW32qpaDj/ocOY+OZcJlROoLK5UkCoiIkklrtJ5dtuzPHb2YynHmUnDj8T/0SLC5noWTFtA7N3VMO7EzoP2N0CwWNlUEZEMKEjtL6ItsOIGOPUmCJV2f9wJYiP77eO6PR6Fhno45j/AqIOdb0JoCJQOswsquTW8BW1NMLw6L3tTY/FYl1YrXvc5EgsuuV159JUsfnUxbVbboG5bIyIi6XOPKz22RJv6DcJ7d8BpNxNo+oho0x6C+OELvwJc3fJibQpSRUQyoCC1P7Asu6/p2sUw8Wx7z2hihjPaAv9cBmOO9c6W7tsB634HR5xqB59r7oQzfgJ/uMB7j6pRBxc+BFYo59lUr2A0WX/QZNnU2qpajqg4gm+s+oba1oiISNoSx5Wl9Uu5tOZS75ZoZWPw/3wyjK6FC+4n+PDX7YvCM2+Dg8YoMBUR6SUFqf1BtKWzr+ny6+1+pu5sqhPEvvsMHDoNzl4EvmQv5gOrDc6+E7a9lLqI0vsv269X4FuXvbKpyqKKiEhvpZNNnVd7OeFnbrdrOJjrYHe9PbY6NR2UPRUR6bXCjj6kMwB19zvdtsG+3+EEsevvhr9cau99KT4oyddQKB1ut5nxWhbstvwGe5AtcO6r3tCZRf3r239VFlVERDJjxexxZfikjnFlaf1Sqiuqu4wzkyqOwL9hSefzlt9gj62lw+2votxulxERGUg0cy907iyqY/n1ndUCE4PYUZOgKJy6ErBlQdOuzmXByb7KRkBTQ9eAuEC5K/0qiyoiIr3SUaQwRvgjk3m1lwN0ZFOvmXoNAPOO/hrhN5fBxz/dL8dMEZFCp+W+hSwxAHU42dSx0+1g9aOtdosZsNvMLLsOTv1B8gbi8RgUV8A5i9I7j3iMQr+e4W5V84nKT2gvqoiIZMaK2VXwV9wAp/4A/yPXUPPFRR17Ues/qOebdd+0W6KNmoq/qhaOOq/76/SDMVNEpNApSC1k0ebuWVTH8uvh4mXQaMLRF8CWNYAPdrxuF1g68qzkDcQDRRA4qPenldDsvCclwRKC/r7/r+a0qnn3o3eVRRURkW6Sjl/x9kq8rY1Q/W/Q8gHMvJmSd//BvNrLuWTV17l60lcJN31gt0Rra7G30IiISJ9QkFqorJidLTXX21nST18PT/6wsyDD9lch1grhIXbmdMY8wAd/mmM/vuJGuOiR5NnUA+A0O791za09Hjt/2nzKirJ/Dl6cVjWjy0bbV7qVRRUREZe0x6/NjzD/uPmUvf8Hag7/uj2mVBxB4C+XE5u1hMD2N2DstJxXvxcRGSwUpBYq917UKXPgk1fDB+/Ci3d13veRCR9tsTOndf8Be7d3LbBkrkueTU32imCGwgAAIABJREFUtmlmSYeFh3U0O0+mtqqWyuLKnAaKAV+gI6NqxbUvSEREuo5taY9foSH4rSjhZ37MgjN/gvXotfDeagJb1sL2jXDI0d59y0VE5IApSC1EVgz2txc2mnAmnPxtO1t68ndg3077mJO/DVjw8FV2prW0Eh6e2/V1epFNTfcq84mHnMi1ddfy1Se+mvSYfC23dTKqyXqriojI4OIe20485ETmTp7LFSuuSHr8vMlzCb/wW/jkN/D/1/HEho0j4FTyfWohXHC/XSQpOEbZVBGRPqAgtRC1tcCHW6DuYqj8ODS8ZWdLJ36hs9hRWzO8/6qdOT3mq/D+K6kLLKWZTfX7/FQWV/Z4lbkx0sidR9zZrbm5I99FixSgioiIwz223fbibTx29mOpx6/yw/Cv+jyMPhpOvZHA2yvsSr6OaAuUValIkohIH9Ena6GxLHh/A9x9JvzpQgiVdPYzXX4D4LMzp8FiWHWz/fOMa+Hphd6vt/yGznY1aXK3c0nm6ilXpzxORYtERKSQOGOW007myqOv9Dxu3uS5hJ+53a4BsepmmPxl+wKx+6ukwh5/A0U5/i1ERAYHBamFxmkpExoCs/5oV+t17zPdtgF8/vY9p+vtvanuYxKZ62DbSxn1bXPauThNyxM5WdKAP+B5XL6zqCIiIon8Pj81w+0xa2n9Uqorqr3Hr/LD8DtLe50xNFRuV/N1fylAFRHpM4oiColldbaU+fdfwNjju2dIV95kB7Irb+w5i+pYfn1Ws6nuLKnXccqiiohIwbFihIOps6ldsqiOXoyhIiJyYLQntZBEW+yWMn/7NnzmRnjvue4Z0lGTYOuLnXtRo612gaXxp6d+7QwLPLizqe49O4lZ0sTjlEUVEZGCFG3B/9YT1Iz/bEc29dKaS7uOXxVH4N+3s/uYqiJJIiI5pSC1UDhZ1D3v2D/HIrDqh12PcTKnf7qw/TlRaKi3Cyy5hYbYwWxisaQMCzw4WdJLnrik4z6vLKn7OGVRRUSkoFgx+/vWdXDosYRjUebVXcslT3y1I5t61cqrmDf1GsJ7d8CU2fbxiWOpiiSJiOSMgtRC4WRRV/8YZt0PW9Z2z6JOmdM1c7pvB6z7nffrfe5HMDTzq76JfVInDZ/U5SrzxOET2d+2v+PxkmAJQX+Qmqoau9m5sqgiIpJjSXt8x+Pg80HcgvIR9j7SWAs1lZM6sqmXH3W5PX4NHYf/kWvtC8COXo6lIiJyYBSkFgLLgrYm2PEaHHw0+ALw1C0ex7kyp6EhMOITsG29PQh7ZU97cdU3sU+qu5/c3Mlzeejth/jfbf8LwPxp8ykrsnuwhgNhFkxbgBVPv0CTiIhINqTb4xtg/rHfZnTzB8yb8g0uWf6fNEX22ePX9lftLGpoCIycYI+tgbAyqCIieaAgtRDEY1BUDE/fZmdRm3Z77zNNzJyedjO89Xd48bf27YuXtfdE7f1gmtgn9dltz/LY2Y8xa8IsDj/ocOY+OZc2q43aqloqiyu77E2NxWPqTyoiIjmXbo/v2qpaKgNhAo99i5ozfsSsCbMYVTSE2BuPEnj5/s4s6szb7D6oajMjIpIXClILgS9gl7gfVQMfmbB3G5z1S2jcBhVjYefrUDUedv0TIvs6n9dQ33VZ0vLr4aJHIVR6QKfj3mPqVEC8/vjruem5m2iz2gDvvakKUEVEJF+86igkmjf1G/a+06MvILx3R0cG1e8PwLQruq5IUoAqIpI3ClILQbTFbi3zpd/aRZEOngL+InjzMZj4eXj9IZj+NXjuDu/nuzOuB1iB0NnX496LurR+KWOGjOGvb/8VoMveVGdPqoiISK4k24PqHrsS1VbVMmno4R37Tv3+ILGjzifwyh87L/hqD6qISEFQdJFvlmXvKx1VAzteh+0b4bx74c+XdAato2q77kX1qtzrdgD7Z5x9Pau3rO7Yi9pmtfGTdT/pOMbZm3rSoSd17EkVERHJlWR7UN11FBLNm3qNvQJo6hx7vykQGDUJDj/JLq7k0B5UEZG8U5Caa1asa4CZmEWdMsde1usEreZ6+2v93Z3PycLe02ScfT2PbXqM22bc5tkn9fCDDufOV+7kC9VfUCVfERHJuWR7UJ06Cp49vssM/FvXwltPwIt32Q8YdXDRIxDSBVcRkUKiCCOXLMsOUC2r83bTLqg9F6IRKD8ETv42PP3/7H6oTy/0fp3l10O0hagVZW9kb9pfUff+1RTCgTBXT7m6o3+c25VHX8niVxdz9ZSr1Q9VRERyJnHMI27XR3Bz6igkjl3zai8n/MztsOpWOPk7MOFMe6tM2QjY39DZS1VERAqCMqm5FG2BFTfAqTfZxY3iMQiVw7gZ4PPD2b+G91/qmkX1Yq6DbRvwjz0+/ZL7rnYxPfH7/NRU1fCLDb/g0ppLu/RJPaLiCBa/ulj9UEVEJKcSl/gGfUG+N/173bKmS+uXdhu7JlUcgX/DEohFYHc9nH2n/bMj1pZ6G42IiOSUooxccfaerl0M2zbYt30Bu3Lvf0+D5//bDlRX3pQ6i+pYfj3+aGvHcqentz6d9GtPy54u7WLS4ZVNVRZVRETyxb3E9+mtT7Nyy0p+9fKvumVNnWzqNVOvAVxZVCcoXX6DPf6WDu/8KirO9a8jIiIpKEjNlWiLvUwXOpbrdtwXCMEp82Hz83YWNdra2Sc12VfZCGhqIOwPdVvulMirXUxPnGzqWx+8RXVFNbMmzOKIiiN4+8O3lUUVEZG8cNrMOJbWL6W6opqaqpoux9V/UE9tVQ2zJsxi0vAj8e/b2W387Nh6IyIiBUfLfXPByaI6y3fNdXYP1GCRHYyevtBeZrTqh10r+SYKDYGRE+wrwO3Lkvxxi5qqmtQl93sZVLqzqU6fVGVRRUQkX5wLqM6Y596DetXKqzqOu3ryVYSbPujog8qU2Z3V8a0oBMKq4isiUsD06ZwL7iyq4/WlEB5q92Q7+gK7cEPZSNi3A9b9zvvruTugpdEunR8qh+KDIFDU7cqyW2+yqA53NvV/Nv6PsqgiIpJ3PWVTnX6ogSe+S+z1h/E/tbBzDG3da4+9oVIIFOXpNxARkZ4ok9rXErOojqdvg+Mug1f/DNWnwUebO7OnoyaBP2gv+w2V2q8RCIHTxs1f1OUKcOKVZceBZFEdTjb1kicu4X9O+x9lUUVEJK/8cagZ9olu2dSrJl/FlSuuZF7dtYR9QfjsDwkUlcG4T3Z/EQWoIiIFTSmxvuaVRQW7H+rWF+Co8+CRuXD/BZ1fD1xsB6H/dRzcPwviUdj1FoQPsgs8FA/tNsB6ZVMPJIvqcALgWRNmKYsqIiL5EXO1UIu2EH7hN8yrvbzjrqX1Szl6xNH2WDXkUPxt++GXdbDzNSiuUJEkEZF+RhFHX0qWRQ2E7Aq+779iB5+Jj5vrYOcb9h4a5+e2/RAIJi304M6mQnayqI5wIMyCaQuURRURkdyzYu3jX6xjXPWvupUa1xLfCZUTCPn89lj11P/rHENX3GhfLBYRkX5FQWpf8sqiBkIw64/2Ut7JX7GLJXl5aiHMmGcf/8yPYezxsOw6iDYnfTt3NjUbWVSH3+cnFo8piyoiIrllxeyxdNl1XavixyKEn/lxRzZ1Xu3lFK39DbGWD/G/8id7DD35O1B+sF3zwYrl+RcREZFMaE9qX7EsaNrV2UrGUf1Ze39M8x5o+Gf3LKrDXGdnWU+7xb69bYPdY3Xi2TB2Ovi7B4x9uTQ34FOTcxERyaFY1O4f7h7/hozsGDf9G+6l5qRv2mNexRH47/6S3cbt1Bvh7RV2QHv2nXZ/1FhbR1V8EREpfApS+0o8Zu+DOWdR+22g9SN7P0wwbFcXXPH91K+x6ma46BH7yXf/u33f8uvhokftgkoenKW5Vlz930REpJ+yLHuJb/MHXXuMX/B7e4VRLNKRTV1w5k+wHr3Wvm/VzXDhw1Bzjv0cfxGEy/P3e4iISK8oSO0rgSIIHNR5O9IEG5dC3UV2Rd8xx3bPsnppa4Fdb3TtsbptQ8psaiweU+ZTRET6r2gz/PNxGDKq6/i343V7hdHbKwDw79tB7PWHCezb2TmeNu+BoWM8x0gREekfFKTmgmXZgeXU2XZF33efsYPUL/wKtq5t73va3mQ8cTmSP9B9X2sP2VQFqCIi0m9ZFmx7CcZOgz9d2PWxVTfDRQ/blfHbBQA+dnLX41xt2kREpP8piCDVMIxNwF4gBkRN0zwm4XEf8HPgc0ATcLFpJtvMWYCiLbD1RTsIfeoW+6rwjo0wZyn8axWsudM+7uJlXTOklgWbn/Wu/psimyoiItJvRZthyxqI7Esy/r3UPv7pgqyIyEBVSBHOp0zTnJwYoLabCVS3f10G/CqnZ3YgErOo7mVLW1+AT33X3l8DdobUXSo/WY9Vr2NFRET6OyeLetS58PRC72OW36DxT0RkgCukIDWVzwP3mKYZN03zeaDCMIyD831SaXGyqL6AnUV1W3ULEIdjLrFvOxlSy0reY9XhPlZERGQgcLKoO15PY/xTWxkRkYGqUILUOPB3wzDWGYZxmcfjBrDFdXtr+32FLVkW1ZEqm5oqi+pQNlVERAaKdLKoDmVTRUQGtILYkwp80jTNbYZhjASWG4bxpmmaz7ge93k8J554R3uAe1n7z31zpplI3IvqZdUt9t7UmbfBW3+z72trhrZ96VX/bWqAoKoYiojkS8GNPf2Vk0UtH5Xe+Le/AYLF2psqIjIAFUSQaprmtvbvOw3DWAocB7iD1K3Aoa7bY4BtHq+zCFgEMHPmzG5BbE5ZFjTtgrqL7Qq+qZYtbX0Bjp7V2dcNH/gP6uyx2hNVMRQRyZuCGnv6K2fl0QeboKHeHjsTjTzSbuc2ZATseQeKSiDWpiBVRGQAynuQahhGGeA3TXNv+8+fBW5KOOxhYK5hGH8ApgEfmab5fo5PNTNWG5RWQdxKnkV1rLoFLnwIQuXKiIqIyMAWi0IgYfoRbba3sJjrYf3d3s8z6uCC++1AdVQNWFEFqCIiA1Teg1RgFLC0fYlUELjPNM2/GYZxBYBpmncCy7Dbz7yN3YLmP/J0rumxLAiGIeaHxm1pLtvdA0OLUUZUREQGLCv2/9u7+2C5yvqA49+bmwQ0QWJBQH+IqAVH0BokpQaKjSOl4KAoWhunvuBLKY5oKdqp2iKInSnTVimV+hKUCczgu6jUIYXAOL4gGJuAolDrC1j5BYFIeQ0I96V/nLPkZLN7797k3t1z9n4/M3eye/bZ3efJc/b37O95zp5TJKgT49sSzImJ4tDdXsbKsUdgyd7FeRwWL5n7+kqSBmJkcnI4j0w6/vjjJ9etWzeYN390K1z9AXjpB2FyrBiM7/0lLHvG1LO+i54Io4v6V09Jmh86nddgTgx07GmCRx+Cq8+CYz64Lckcfwwe29r7azhWSmqGvo09w8hlu9nWunTMhgvhjhth8VK462ZYswruuqU4pHf3PTv/OehKkobVxHhxMsENFxbnY2hdQmZ0Ufdx0bFSkuYlk9TZVr10zDXnbH/fS8ZIkuarsUfgmrOL21ef7XgoSerKJHU2tVZRW2fy3fdQuH3jtvuPX4B8YnB1lCSp31qrqNXxsLqaKklShUnqbKqumo4uhqP/Gq45a/syrqZKkuab6ipqi6upkqQuTFJnS/sq6mFvgDtv3vH6qK6mSpLmk/ZV1BZXUyVJXZikzpZOq6jfPLdzWVdTJUnzRadV1BZXUyVJHZikzoZeV1FbXE2VJM0H3VZRW1xNlSR1YJI6G2ayitriaqokadhNtYra4mqqJKnNwkFXoPEmJmDr3bBkHzj4OPjdY2Ds0W33p7J1CyzcHxY4VyBJGjIT4/DQlt7Gw4e2wMLdYcFof+omSao1k9RdNTkOuy+Dk9aUG0Zg4jF45cc6lx8ZhZGR7Z/vgrYkadiMPwa7Le0+HnYqb5IqScIkddeNLoLRPQddC0mS6mXR7sWfJEkz5BKeJEmSJKk2TFIlSZIkSbVhkjrbPI2+JGnYOdZJkuaQSepsmpgoTvrg9U8lScPKsU6SNMdMUmfT2CNwxXu83pskaXg51kmS5phJ6myZmIDNm2DDhbD5BmeYJUnDx7FOktQHJqmzZewRWH9mcXv9mc4wS5KGj2OdJKkPTFJnQ2tmOTcV93OjM8ySpOHiWCdJ6hOT1NlQnVlucYZZktR01bP4OtZJkvrEJHVXtc8stzjDLElqsupZfB3rJEl9ZJK6qzrNLLc4wyxJaqrqWXwd6yRJfWSSuiu6zSy3OMMsSWqi6ll879/sWCdJ6iuT1F0x1cxyizPMkqSmaY1vo4thtyWOdZKkvlo46Ao01sQEbL0bluwDBx83ddmtW2Dh/rDAOQFJUs1VjxJa8VZ49CHHOklSX5mk7qzJcVi8B6w8DR59cNv2xUth30OLk020l3fhWpJUd9WjhCbGYMtPi7Gu09jWzrFOkjQLTFJ31sgo3HUzXHzCjo+dfAUcsNLZZElSs7Sfa2HTxcUfOLZJkvrGkWZneaZDSdKwcWyTJNWASerO8Ky+kqRh49gmSaoJk9Sd4Vl9JUnDxrFNklQT/iZ1pjyrryRp2Di2SZJqxCR1pibHYfdlcNKa3su7YC1JqjPHNklSjZikztToIhjdc9C1kCRp9ji2SZJqxGlQSZIkSVJtmKRKkiRJkmrDJFWSJEmSVBsmqZIkSZKk2jBJlSRJkiTVhkmqJEmSJKk2TFIlSZIkSbVhkipJkiRJqg2TVEmSJElSbZikSpIkSZJqY+Eg3zwing5cAuwHTABrMvP8tjKrgK8Bt5abLsvMc/pZT0mSJElSfww0SQXGgHdn5qaI2APYGBHrM/PmtnLfzswTBlA/SZIkSVIfDfRw38y8IzM3lbcfAG4BYpB1kiRJkiQNzqBXUh8XEQcChwHf6/Dwyoj4AbAZeE9m/rjLa5wCnFLenqOaSpK0jWOPJEmzqxYnToqIpcCXgdMz8/62hzcBz8jMFwAfBb7a7XUyc01mrsjMFXvttdfcVViSpJJjjyRJs2vgSWpELKJIUC/NzMvaH8/M+zPzwfL2FcCiiNi7z9Xc3sT4QN9ekjQPOfZIkuaJgSapETECfBq4JTM/0qXMfmU5IuIIijr/pn+1bDMxAQtGi38lSeoHxx5J0jwy6N+kHgW8AbgpIm4st70fOAAgMz8BvAZ4e0SMAQ8DqzNzchCVBWDsEbj6A3DMObD4iQOrhiRpHnHskSTNIwNNUjPzO8DINGUuAC7oT42mMTEBmzfBhgvhkFfBASthwcCPmJYkDTPHHknSPOMoNxNjj8D6M4vb688s7kuSNJcceyRJ84xJaq9aM9nFZV0hN8LmG/x9kCRp7jj2SJLmIZPUXlVnsluc0ZYkzSXHHknSPGSS2ov2mewWZ7QlSXPFsUeSNE+ZpPai00x2izPakqS54NgjSZqnTFKn020mu8UZbUnSbHPskSTNYyap05lqJrvFGW1J0mxy7JEkzWMDvU5q7U1MwNa7Yck+cPBxU5fdugUW7u+16yRJu8axR5I0z5mkTmVyHHZfBiet6b28i9OSpF3h2CNJmudMUqcyughG9xx0LSRJ84ljjyRpnnPqVZIkSZJUGyapkiRJkqTaMEmVJEmSJNWGSaokSZIkqTZMUiVJkiRJtWGSKkmSJEmqDZNUSZIkSVJtmKRKkiRJkmrDJFWSJEmSVBsmqZIkSZKk2jBJlSRJkiTVhkmqJEmSJKk2TFIlSZIkSbVhkipJkiRJqg2TVEmSJElSbZikSpIkSZJqY2RycnLQdZgTEXE38Ms5eOm9gS1z8LqDYnvqa5jaAran7oa5PVsy87h+vOkcjj29GJY+HJZ2gG2pq2Fpy7C0A4azLX0be4bR0CapcyUi/iszVwy6HrPF9tTXMLUFbE/d2Z7mG5Y2D0s7wLbU1bC0ZVjaAbZFO/JwX0mSJElSbZikSpIkSZJqwyR15tYMugKzzPbU1zC1BWxP3dme5huWNg9LO8C21NWwtGVY2gG2RW38TaokSZIkqTZcSZUkSZIk1cbCQVegKSLiOOB8YBT4VGaeO+AqTSsing5cAuwHTABrMvP8iDgb+Avg7rLo+zPzivI57wPeCowD78rMK/te8SlExG3AAxT1G8vMFRHxO8DngQOB24DXZub/RcQIRZ+9DNgKnJyZmwZR704i4jkU9W55FvABYBkN6Z+IuAg4AbgrM59Xbptxf0TEm4C/L1/2HzLz4n62o6VLe/4ZeDnwKPBz4M2ZeW9EHAjcAvykfPr1mXlq+ZzDgbXAE4ArgL/KzL4fttKlPWczw/2rLvGvS3s+DzynLLIMuDczlzehf3ZGt7jeVmYV8DXg1nLTZZl5Tj/r2YtO8bzt8VrH8JZusTwz/7VSZhU17ZOZxPEOz61F7K7Up+cY3uG5tzHF/thPM43dbc+tRbyu1KfnuN3hubdRnz7p9p26kZ+VJnAltQcRMQr8O3A8cAjwuog4ZLC16skY8O7MfC7wIuAdlXqfl5nLy7/WF9RDgNXAocBxwMfKttfNS8p6t4LVe4FrMvMg4JryPhT9dVD5dwrw8b7XdAqZ+ZNWHwCHU3wJ+0r5cFP6Z21Zl6oZ9UcZ4M8C/gA4AjgrIp485zXvbC07tmc98LzM/D3gf4D3VR77eaWfTq1s/zhFG1vtHdR10tZ2ee+e96+axb+1tLUnM/+s8jn6MnBZ5eG698/OmCquV3270vZaJENdtMfzqlrH8JZpYnlVXftkLb3H8cfVLHa3rGVmMbzdVPtjP62lx9hdVbN43bKWmcXtdnXpk26xt6mfldozSe3NEcDPMvMXmfko8DngxAHXaVqZeUdr1jkzH6BYVYgpnnIi8LnM/G1m3gr8jKLtdXci0JqRuhh4ZWX7JZk5mZnXA8si4qmDqGAPXkrxhfqXU5SpXf9k5reAe9o2z7Q//gRYn5n3lLOP6xlQ0tCpPZl5VWaOlXevB/af6jXKNj0pM68rV+cuYdv/QV916Z9uuu1ftYl/U7WnXHV7LfDZqV6jTv2zM3YirjdZk2J4Sy+xvFZmGMerahO7W2YjhtfBDGN3VW3idctsxO06mCL2NvKz0gQmqb0J4FeV+7fTsC8F5aFvhwHfKzedFhE/jIiLKrM5TWjnJHBVRGyMiFPKbftm5h1QBBFgn3J7E9rTsprtg3RT+wdm3h9NaRfAW4B1lfvPjIgbIuKbEXF0uS0o2tBSx/bMZP9qSv8cDdyZmT+tbGtq//SkQ1yvWhkRP4iIdRFxaH9r1rNO8byqKfteVXssr2pCn7R0i+NVTeyf9hheNd3+WAedYndV0/qkU9yuqmWftMXeYf2sDJxJam9GOmxrxO+XACJiKcXhFKdn5v0Uh0w9G1gO3AF8uCzahHYelZkvpDiU5R0R8eIpyjahPUTEYuAVwBfLTU3un6l0q38j2hURf0dxuM+l5aY7gAMy8zDgDOAzEfEk6t+eme5fdW9Py+vYPjloav/0pENcr9oEPCMzXwB8FPhqv+vXo+nieaP6qkMsr2pKn8xE0/qnPYa3m8n3i0HoFrurGtUn7Bi329WuT6aJvd00rV9qwSS1N7cDT6/c3x/YPKC6zEhELKL4MF2amZcBZOadmTmemRPAhWw7ZLT27czMzeW/d1H85ucI4M7WIWDlv3eVxWvfntLxwKbMvBOa3T+lmfZH7dtVnvDgBODPy0NEKQ+L/U15eyPFCTkOpmhP9XCyWrVnJ/avJvTPQuAkKievaWr/9KJTXK/KzPsz88Hy9hXAoojYu8/VnFaXeF5V+32vzXaxvKopfVLRLY5XNaZ/OsXwdj3sjwM1ReyualKf7BC329WtT7rE3qH6rNSJSWpvvg8cFBHPLGdKVwOXD7hO0yqP9f80cEtmfqSyvfqbnlcBPypvXw6sjojdIuKZFCer2NCv+k4nIpZExB6t28CxFHW/HHhTWexNFGdQpNz+xogYiYgXAfe1Dsmome1mEpvaPxUz7Y8rgWMj4snl4UvHlttqoTxT4t8Cr8jMrZXtT2mduCoinkXRH78o2/RARLyo/Ay+kW3/BwO3E/tXE+LfMcB/Z+bjh/E2tX+m0y2ut5XZryxHRBxBMdb/pn+1nN4U8byqKTG8peuqUBP6pE23OF5V69jd0i2Gt5XpZX8cqClid1UT4nXLDnG7qm59MkXsHZrPSt14CZoeZOZYRJxGsUONAhdl5o8HXK1eHAW8AbgpIm4st72f4mxvyykONbgN+EuAzPxxRHwBuJnikJh3ZOZ432vd3b7AVyICin33M5n5nxHxfeALEfFW4H+BPy3LX0Fx6YKfUZxt8c39r/LUIuKJwB9T9kHpn5rSPxHxWWAVsHdE3E5x9rpzmUF/ZOY9EfEhisEV4JzM3JkTRuyyLu15H7AbsL7c91qXMnkxcE5EjFGcHv/USr3fzrZLnKyj+2+g5lSX9qya6f5Vl/jXqT2Z+Wk6/w6w9v2zk7rF9QMAMvMTwGuAt5dtfxhY3W31aIC6xfNT4fF21D6Gt3SK5W1tqW2fzCSOR8QKis/S2+oUu1tmEsMj4mkUl2h5GV32xwE0AZhZ7K62o47fV2cSt+vcJ3SPvY38rDTByORkLWKkJEmSJEke7itJkiRJqg+TVEmSJElSbZikSpIkSZJqwyRVkiRJklQbJqmSJEmSpNowSZVqKCLOi4jTK/evjIhPVe5/OCLOmOL53+3hPW6LDheTj4hVEXHkztRbktR8EfFg2/2TI+KCaZ7zioh47zRlVkXE17s8dnp5KR9JMkmVauq7wJEAEbEA2Bs4tPL4kcC13Z6cmbuSZK5qvbckSb3IzMsz89xdeInTAZNUSUBxcVxJ9XMtcF55+1DgR8BTI+LJFBe1fy5wQ0T8DfBaiguVfyUzz4JiFjwzl5YJ7gXAHwG3UkxMXZSZXypf+50R8XJgEcUFqB8BTgXGI+L1wDsz89tz31xJUhNExFOATwAHlJtOz8xrI+JkYEVmnhYRzwYuBUaBdcAfrc+lAAACjUlEQVQZmbm0LL80Ir4EPA/YCLweeCfwNOAbEbElM1/SvxZJqiNXUqUayszNwFhEHECxqnkd8D1gJbAC+CHFiudBwBHAcuDwiHhx20udBBwIPB94W/n8qi2Z+ULg48B7MvM2ii8f52XmchNUSZqXnhARN7b+gHMqj51PMUb8PvBq4FMdnn8+cH5ZZnPbY4dRrJoeAjwLOCoz/60s9xITVEngSqpUZ9dSJKhHAh8Borx9H8XhwMeWfzeU5ZdSJK3fqrzGHwJfzMwJ4NcR8Y2297is/HcjRUIrSdLDmbm8dae1SlrePQY4JCJaDz8pIvZoe/5K4JXl7c8A/1J5bENm3l6+7o0UE6nfmc3KS2o+k1Spvlq/S30+xeG+vwLeDdwPXESxkvqPmfnJKV5jZJr3+G357zjGA0nS9BYAKzPz4erGStI6nd9Wbjv2SOrIw32l+roWOAG4JzPHM/MeYBnFDPV1wJXAWyJiKUAU9ml7je8Ar46IBRGxL0ViO50HgPZZcUmSAK4CTmvdiYjlHcpcT3EoMMDqHl/XsUfS40xSpfq6ieKsvte3bbsvM7dk5lUUh1FdFxE3AV9ixwH+y8DtFCuxn6T4Xet907zvfwCvKn+LdPSuN0OSNETeBayIiB9GxM0UJ9trdzpwRkRsAJ7K9OMOwBpgXYefpUiah0YmJycHXQdJcygilmbmgxGxF7CB4iQVvx50vSRJw6m83unDmTkZEauB12XmiYOul6Tm8HcA0vD7ekQsAxYDHzJBlSTNscOBCyJiBLgXeMuA6yOpYVxJlSRJkiTVhr9JlSRJkiTVhkmqJEmSJKk2TFIlSZIkSbVhkipJkiRJqg2TVEmSJElSbZikSpIkSZJq4/8BkO0erLzPtOgAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "g = sns.PairGrid(fish1 , hue='Species' ,x_vars=[\"Weight\" , \"Height\"],y_vars=[\"Weight\" , \"Height\"],\n", - " height=6, aspect=1 , hue_kws={\"marker\": [\"o\", \"^\", \"v\"]})\n", - "g = g.map(plt.scatter , edgecolor=\"w\", s=130)\n", - "g = g.add_legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 420, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Using different plots on the upper and lower triangles\n", - "g = sns.PairGrid(fish1 ,vars=[\"Length1\" , \"Height\" , \"Width\"],height=5, aspect=1)\n", - "g = g.map_upper(sns.scatterplot , edgecolor=\"w\", s=130)\n", - "g = g.map_lower(sns.kdeplot)\n", - "g = g.map_diag(sns.kdeplot , lw= 2)\n", - "g = g.add_legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Regression Plot" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Regression plot is used to plot data and a linear regression model fit." - ] - }, - { - "cell_type": "code", - "execution_count": 421, - "metadata": {}, - "outputs": [], - "source": [ - "# Recover default matplotlib settings\n", - "mpl.rcParams.update(mpl.rcParamsDefault)\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "code", - "execution_count": 422, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
SpeciesWeightLength1Length2Length3HeightWidth
0Bream242.023.225.430.011.52004.0200
1Bream290.024.026.331.212.48004.3056
2Bream340.023.926.531.112.37784.6961
3Bream363.026.329.033.512.73004.4555
4Bream430.026.529.034.012.44405.1340
\n", - "
" - ], - "text/plain": [ - " Species Weight Length1 Length2 Length3 Height Width\n", - "0 Bream 242.0 23.2 25.4 30.0 11.5200 4.0200\n", - "1 Bream 290.0 24.0 26.3 31.2 12.4800 4.3056\n", - "2 Bream 340.0 23.9 26.5 31.1 12.3778 4.6961\n", - "3 Bream 363.0 26.3 29.0 33.5 12.7300 4.4555\n", - "4 Bream 430.0 26.5 29.0 34.0 12.4440 5.1340" - ] - }, - "execution_count": 422, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "fish1.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 423, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Plot the relationship between two variables\n", - "plt.figure(figsize=(7,7))\n", - "sns.regplot(x=fish1.Weight , y=fish1.Height)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 424, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Plot the relationship between two variables and use a different color\n", - "plt.figure(figsize=(9,9))\n", - "sns.regplot(x=fish1.Weight , y=fish1.Height , color='#FF6600')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 425, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(9,9))\n", - "sns.regplot(x=fish1.Weight , y=fish1.Height , color='#FF6600' , marker='>')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 426, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Use 50% Confidnce interval\n", - "plt.figure(figsize=(9,9))\n", - "sns.regplot(x=fish1.Weight , y=fish1.Height , color='#FF6600' , ci=50 , truncate=False)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 427, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "#Fit the regression model using log(x)\n", - "plt.figure(figsize=(9,9))\n", - "sns.regplot(x=fish1.Weight , y=fish1.Height , color='#FF6600' , logx=True)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 428, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAikAAAIaCAYAAADlfd0dAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3XuUnPdd5/n3U7euqr6rpVZbj2TLsuzIlzix40SJ7QglQBJzMWQJOc4ODCzDWhyYhdlh2GU5BzOIPWeGXRbGwzCz8gCHEJaYTAjEgYQkE0coDrET2XFsK1Ysuy279ejSUt+76/48z/7xq+qq7q7qru6ue31eJ326qrq6+pEUd3/69/t+vz/L931EREREWk2g2RcgIiIiUo5CioiIiLQkhRQRERFpSQopIiIi0pIUUkRERKQlKaSIiIhISwrV64Vt294H/DkwBnjAY47jPGrb9g7gr4D9wHngo47jzNTrOkRERKQ91XMlJQf8quM4twLvBn7Jtu3bgF8HvuI4zs3AV/L3RURERFaoW0hxHOeS4zjP5W8vAC8DNvBjwMfzT/s48OP1ugYRERFpXw2pSbFtez9wF/AMsNtxnEtgggww2ohrEBERkfZSt5qUAtu2+4C/Bv6V4zjztm1X+3kPAw8DxOPxdxw8eLB+FykiIiIN88ILL1xzHGfXRs+ra0ixbTuMCSj/n+M4n8k/fMW27escx7lk2/Z1wGS5z3Uc5zHgMYAHHnjA/8IXvlDPSxUREZEGsW37jWqeV7ftHtu2LeBPgJcdx/n9kg89AfxM/vbPAJ+t1zWIiIhI+6rnSsp9wE8DL9q2/Xz+sd8A/j3wKdu2/wXwJvCTdbwGERERaVN1CymO4zwFWBU+/P31+roiIiLSGTRxVkRERFqSQoqIiIi0JIUUERERaUkKKSIiItKSFFJERESkJSmkiIiISEtSSBEREZGWpJAiIiIiLUkhRURERFqSQoqIiIi0JIUUERERaUkKKSIiItKSFFJERESkJSmkiIiISEsKNfsCRETa3cmzk5w4Nc7ETIJ9w3GOHTnA0UOjzb4skbanlRQRkW04eXaSR544w+RCiqFYmMmFFI88cYaTZyebfWkibU8hRURkG06cGicctIhHQliWeR8OWpw4Nd7sSxNpewopIiLbMDGTIBYOrngsFg5yYSbRpCsS6RyqSRGRrlLr+pF9w3EmF1LEI8Vvp8msy97heC0uV6SraSVFRLpGPepHjh05QNb1SWRy+L55n3V9jh05UMMrF+lOCiki0jXqUT9y9NAoxx+8ndH+KHPJLKP9UY4/eLu6e0RqQNs9ItI1JmYSDMXCKx6rtn5kvW2io4dGFUpE6kArKSLSNfYNx0lm3RWPVVM/ojZjkeZQSBGRrrHV+hG1GYs0h0KKiHSNrdaPqM1YpDlUkyIiXWUr9SNqMxZpDq2kiIhsQG3GIs2hkCIisgG1GYs0h7Z7RESqoDZjkcbTSoqIiIi0JIUUERERaUkKKSIiItKSVJMiIlKi1qcki8jWKaSISNfYKIAUxt+Hg9aK8ffHQUFFpAm03SMiXaGa83c0/l6ktSikiEhXqCaAaPy9SGtRSBGRrlBNANnqKckiUh8KKSLSFaoJIBp/L9JaFFJEpCtUE0A0/l6ktai7R0S6wtFDoxzH1KZcmEmwt0J7scbfi7QOhRQR6RoKICLtRds9IiIi0pK0kiIikqdpsyKtRSspIiJUN+xNRBpLIUVEBE2bFWlFCikiImjarEgrUkgREUHTZkVakUKKiAiaNivSihRSRETQtFmRVqQWZBGRPA17E2ktWkkRERGRlqSQIiIiIi1JIUVERERakkKKiIiItCSFFBEREWlJCikiIiLSkhRSREREpCVpToqItKyTZyc5cWqciZkE+4bjHDtyQHNMRLqIVlJEpCWdPDvJI0+cYXIhxVAszORCikeeOMPJs5PNvjQRaRCFFBFpSSdOjRMOWsQjISzLvA8HLU6cGm/2pYlIgyikiEhLmphJEAsHVzwWCwe5MJNo0hWJSKMppIhIS9o3HCeZdVc8lsy67B2ON+mKRKTRFFJEpCUdO3KArOuTyOTwffM+6/ocO3Kg2ZcmIg2ikCIiLenooVGOP3g7o/1R5pJZRvujHH/wdnX3iHQRtSCLSMs6emhUoUSkiymkiIjmkYhIffk+5DKQy0I2U/WnKaSIdLnCPJJw0Foxj+Q4KKiIyOblsisDSTYDbhb8zb+UQopIlyudRwIQj4RIZHKcODWukCIilbm5YhBZDiXpLYWRShRSRLrcxEyCoVgYgIVUlstzKVI5j9euLvGhP/hHfv2BWxVWRLqZ75cEkUxxdcTz6v6lFVJEuty+4TiTCylcz+fCTJKcZ34NsoBXry7xbz79HX7vI29TUBHpBoWtmkIQyWUgl2va5SikiHSpQrHsK1fmWUy7+L6/HFAAQgGLgGWxmNbWj0jH8bwyYSQDXg33ampAIUWkC5UWy143GOPaYprL82kAAhYELYtQMIDv+/kVFo2iF2lbLbY6shkKKSJdaHWx7K7+KLPJLOmsRzgYIGBZgNmKDgYsjaIXaQeltSPZdPF2i62ObIZCikgXKi2WLdjd38PETBLX8/Et803N82GoJ6xR9CKtxnOLKyPLgSTb7KuqOYUUkS5UKJYtrKQAhIIBbhntw7Isxq8tAXBwZ1zdPSLNtmK7Jh9IXHfjz+sACikiXWD1RNn3HNjBp59zSGRyxMJBklmXrOvzmz98mwKJSDPlMpBJN7zVt1UppIh0uHITZT/9nMNH7rb5xvg0F2YS7NUofJHGKoyJL10dqfEgtE6gkCLS4SpNlP3G+DSffPjdTb46kS5QWtCaSZswkssokFRBIUWkw5Urko2Fg2orFqmHQiApXR1RINkyhRSRDleuSDaZddVWLLJdpVs2WiGpi0CzL0BE6uvYkQNkXZ9EJofvm/dZ11dbschm5TKQWIC5a3DtIlw+D1cvwuw183hWAaXWtJIi0uGOHhrlOKY2RUWyIlVyc2ZlpLBCkk239VC0dqWQItIFjh4aVSgRqcT3VwaSTKpr5pC0OoUUkRa0eq6JVj5EaqjQZaM6kpankCLSYsrNNXnkiTMcBwUVkc3yPLMyUtiyyaS7ejhau1FIEWkxpXNN5pNZri2mSec8fvnxb/MfH7pLQUVkPYXW30wqP7m1886z6SYKKSItpjDXZD6Z5eJckgAWwQAsZXJbWlHR1pF0LM8r1pAUVktU3NpRFFJEWkQhTFxdSHNtIQ1AAItAwMLzIRoKEA5anDg1XnXI0NaRdJRctrhCUlgxkY6mkCLSAkrDxNhAD85sipznEw4AfgDfh139PZueFFtpJP5mgo5IU5R23BRWSdRx03UUUkRawOowARYTMwmyHvSGLHb199AfDZPI5DY1KVYj8aVt5LLFrRsdtid5CikiLWB1mBiIhdlHjAuzScYGo8TCwS1NitVIfGlJhfNtSmtJtErSPTZRzKyQItICyoWJUDDAzbv6GO7t2fKk2GNHDvDIE2dIZHLEwkGSWVcj8aXxPLdYS1IIJVol6Wy5LMxdNUcGzEzC7CTMXjVvC9NVv4xCikgLqBQmfvOHb9tW7YhG4ktTlA5Ly6TUBtyp3BzMTZkAUggiM5PFIFKDIKqQItJAldqB6xkmNBJf6mr11k0mpWFpncTzTOAoDSEzkzBzBeanzb//ZlnVP1UhRaRBNmoHVpiQtlCY4FrYtsmktHXT7nwfkosmeBQCSOH93DXI5Tb/mhYwMAJDu/JvozA8am4PjMBfvq+ql6lbSLFt+0+BHwEmHce5I//YvwX+Z+Bq/mm/4TjO5+t1DSKtRO3A0pbcXMkqiWaTtLVcphg+pgthJB9I0smtvWb/UD58jK4MIoM7IRTe+PM3UM+VlD8D/hPw56se/wPHcX6vjl9XpCWpHVjawnI9ST6YbOW3aGke34fFWZi+UgwhhdtbrROJ9xeDyI7dJoQM74ahnRCK1PyPUKpuIcVxnFO2be+v1+uLtJuN2oEbPb5e4/IFWDkwLZ1UPUm7yGVNger05XwIuVwMJJn05l8v0lNcCRkeNSFkOB9Ios0bWdCMmpR/adv2PwdOA7/qOM5ME65BpOHWawdu9Ph6jcvvYsurJEmdCNwOUksmeExfyr+/bN7mpjZftGpZMDhSDCA78u+HR6F30Hy8xTQ6pPwX4HcwC06/A/w/wM+Ve6Jt2w8DD+dvN+r6ROpmvQ6ejz32dEPrVU6cGifrukwt5si4HpFggIFYSPUxnWa58yZZ0nmjKteWs7xFkw8gU5eKKySJhc2/Xk8MdoyZ8LGjJJAM7qpJnUgjNTSkOI5zpXDbtu3/CvzdOs99DHgM4IEHHtB/VdIRKnXwNLpe5dzkAnOJLIGARTBgkfN8ri1kyLpb+IYoraM0lKSTOhW41XieadudvlQSRC7D1GUTIDej0D0zvBtGxmB4rBhI4v0tuSqyFQ0NKbZtX+c4zqX83Q8DLzXy64u0qkaPr8/kPLAgkP9GZlngWb55XNpLJq2VklbjeWba6tRlmLpYsjpyZfOD7UKh/EpIPoTsuK64StJmqyJbUc8W5E8CR4Gdtm1fAH4LOGrb9tsx2z3ngWP1+voi7aTR4+vDQYtkFjzPx7KKW9uRYGf89tXRsmlIp4p1JQolzeN5Zo7I1CUTRqbyKyQzVzbfFdUTK66IjIzlQ8l1MLADAoH6XH8bqGd3z8fKPPwn9fp6Iu2s0ePrb9k9wOvXFllIFWtS+qNhbtzZV5evJ9uQyxY7b9R90xy+DwszJohcy79NXTLbNpsNI/F+E0BGrlsZRnoHOmaLppY0cVakRTRy4mxh5WZsMKSDB1uN5+YDSX6lRHNKGmtpvrgqcu1iMZhstq23dyAfRPJvhWAS0y8Cm6GQItKFdPBgC/H9lSslmujaGJmUqRW55uRXRxy4dmnz3TTxfth5nVkN2bmnGEqivfW57i6jkCLSpXRWUBPlMpBKFrtwVFZSP4Ui1msX4aqTDyOOqSXZzN97NJ4PIfkgUggkWhmpK4UUkTanybFtYHm1JAGphLZw6iW1lA8jF/KB5IJZHdlMR004kl8N2WOCSOEtrpqRZlBIEWljmhzbwjyvGErSCXXh1JLnmZHwVy+YIDLpmNuLs9W/hmWZlt6RPbDTzocRu+u7aVqNQopIBe2wQqGTlVtMLmu2b1JLZuVEuWT7MqmS1ZH82zUHsptYHekdMAFkl50PJLYJKF0wZ6TdKaSIlNEuKxQ6WbnJVmzjJDc/qEuKfN901lydgMmJ4pbN7GT1YS8YNCsjhTBSeB/vr+ulS/0opEhXq7Ra0i4rFI2eVCuAmytu4ajodWsKxayTF/KBZMLc3kxnTe8A7NpbDCKje81k1kCwftctDaeQIl1rvdWSiZkEQQvGry4uDzvb2RdpuRWKRk+q7VrZtAkmqYRahDfLc814+EIYufKmWSWpdu5IoXZkdF8+jOTf9w7U97qlJSikSNdab7WkvyfEK1cW8Hzzi3LOdbkwk+SW3a21bKx5J3VS2MZJLZlg4rrNvqL24OZM/cjkBEy+Wdy2qbabKRwxKyOj1+dXSfaaGSShSH2vW1qWQop0rfXqOXzfxy1ZxvcB14eFVOvVHGjeSY2oG2dzCoHkyhsmjFx50xS0Vhvo4n2wa5/ZphndZ94Gd6mzRlZQSJGutV49x3NvzhC0TDjxfbPibAFXF7XU31HUjVMd1zVj4iffgMtvmFWSq5sIJP1DxSAyer153zekuSOyIYUU6Vrr1XMc+4tnCQYsgiW/1bk62K0zqL5kfZ5nOmouv2FWSQorJdVu2QyOmBCy+/rito3qR8QCgmEIhSBYffRQSJGOV6mDZ716jhtH4rx6dQnL87Ess5ri+XBwp7pm2lJpfYmmvRb5vhmAdvm8ebvyBlx+0/x9VWNwxASRsRvyKyR7NSa+WxVCSDC4MowUbm+x60ohRTraRvNOKtVz/PoDt/JvPv0dFtM5XM8nGLAY6gnz6w/c2vg/hGye7+e3cRImnGgVzEglTO3I5deLwWSpyrbfgWHYfYNZIdl9g1ktUSDpLsGgCR6hcD6ArLpdBwop0jDNmOC61XknRw+N8nsfeZu6ZtqJ7xcLX1NLKnx1XVPIevk8XMqHkukr1X1uvN8EkbHrYWy/WSXRlk3nKw0hgeDKABIMNaWGSCFFGqJZE1y3M5FVXTNtoBBMkkvqyFmYKQaSS6+bFZNqJuBGevIrJDeYbZux/dA/rKLWThQIVFgFyW/RtOC/uUKKNESzJrhqImsHUjAx4WNyIh9IxuHi69UdrhcImIP0xvbDdTeaUDI8prbfThGw8nUhoXwdSCGI5ENIG/47K6RIQzTrjJntTGRthwMGu0a3B5PFuXwYea24SlJN++/AjpJAsh9279NgtHa3vCUTqVlxaitTSJGGaNaKxlYnsrbLAYMdL500wSS12D3BxPPMkLSLr8LFcRNK5qY2/rxwGHbvN4Hkuhvhuv3QO1jvq5VaW70asvp2C27J1JNCijREM8+Y2UptSbscMNiRsmlILppw0g3j6DMpuHR+ZSip5lyboV0mjOw5ANcdMOPjO/A36Y5UqA1ZXR9SKFiVZQop0hDNPGNmK9s2zdqe6lqelw8mi9UfPNeulubAec1s3TivmdoSf4NVolAov21zIB9KbjQdONK6ym3LhMJtWxvSLAop0jDN6JbZ6raNCm4boLTOJLXUmSPpfd9Mb3XygcR5FWavbvx5fYPFFRL7oDl0r05zKGQbgsFi8AiVDDALRbpuW6Ze9P966Whb3bZp5vZUR+v0AljPg+nLcOGceXPObTwszQJ22iaU7LnJvB8Y0Q+5VlEuiBTu69+o7hRSpKNtddummdtTHWd5+utS5w1Z8zwzMG3ilXwoedUMk1tPYevGvgn2HDRbN1Gt0DVVaY1IoU4kFNaKSAtQSJGOtp1tGw1z26blzpwOGkvveXB1AibOwYVXTChJb3DOTU/UrJDYB83b7uvND0BpLIt8fciqENKhrbudQiFFOpq2bRosl4XEgimA7YTOnBUrJfnVko1CSbzPhJG9N4N9sxmepkLJxiktUi2EkkIwkbajfzXpaNq2aQDPM6sliYX278zxfZi+ZELJm98zoWSj7Zvefth7iwkle2+GHWPaIqi3wiyR0Oo3bc90GoUU6XjatqmDQgFsYtG8b+cyk7lrMPE9E0re/J4JW+vpHYB9t5hgsu9mGBrVD8Z6KRStalWka+lfWkSql0mZYNLOE2CTi/lActa8bTTNNd5vQknhTaGk9kKrt2fy77VN1vUUUkRkfW7O/GBPLFZ3qm6ryWXMjJI3zsKbL8PkhfWfH42XhJK3aPumViyKWzThiLZopCoKKSJSXioBiXlIJZt9JZvj+3DVgTe+a1ZKnFchl6v8/HDYFLhe/xa4/pCZWaLf4LeutIsmVBJKNFdEtkAhRUSKPNfUZCQW1v/B3mqW5k0gOf9deOPl9etKLMscvnfDrWal5LobVeOwFYWVkdJVEYURqTH9lykipisnMW+2ddqh1MR14dK4CSXnv2vOv1nPjt1mleSGW00HTk+sMdfZKUKh4upIOKJtGmkYhRSRbuX7+VqTNmkdXpjJh5Izpr4ks868kmjcBJLCW/9w466znQUCJoSEI/lQogJWaS6FFJFu4+bM9khiobUnwXouXByH18+YYHLVqfzcQMBs2+y/DW64DUb36Qfreiwg3FNcESkEE01elRajkCLSLTJpWJpr7ROHEwsmkIy/ZApf15vuOjAM+283wWTfW7SFU0kwWFwZKV0lEWkDCikinS65aFZOWnFLp9CJ8/qLJphcfr1ygAoGzbj5G+8wwUStwSstr46sCiNaUZI2ppAi0okKXTpL8613hk4ua8bOj78I4y/Awmzl5/YPmVBy4x1mbkkk2rjrbGFPn5/hE6cv8cZ8jl07BvjZI7fwfXfYzb4skZpTSJGmO3l2khOnxpmYSbBPZ+tsTzYNSwuQXGitLZ3kIrz+Erz2gmkRrrSqY1mw5wAceKvZytm5R6slhc6aiFkl+cfXZvnNp+YIB3uJDQR5M+nym59/heOhsP67kY6jkCJNdfLsJI88cYZw0GIoFmZyIcUjT5zhOObMHQWYKqUSpt5koxN6G2nuGrz6HXjtO2biq18hNfXE4Mbbi9s4sb7GXmerKAxBC/esu13z/379BcJBi3jEfPuOR0IkMjlOnBrXfxvScRRSpKlOnBqv+A0XWDfAdD3PK9abtMK4+kJ9yWvPm3CyXjfO0E44cCfcdCfsucnUm3ST0kAS6SkGkipWjSZmEgzFwisei4WDXJjZ4LRmkTakkCJNtd433PUCTFeHlFZqIfY8uPQ6vPptE0wqHdZnYVqEb3qb2crpsKLXZ8anePz0BJfnkowNxnjonn0cPjBSfEIonA8jPcWVki3++fcNx5lcSC3/dwGQzLrsHY5v948h0nIUUqSp1vuGq98YV2mVFmLPhQvn4Nzz8OrzJjCVEwrBvkNw8G1w4A7oHWzsdTbIM+NTPPrkOcJBi/5omKtLWX735Jv86/gg999mm3BSw/kjx44c4JEnzpDI5IiFgySzLlnX59iRAzX7GiKtQiFFNq2WdSLrfcM9cWpcvzH6vgklzW4hdl2Y+B6ce86smCSXyj8vEjWB5ODbTOFrp3fjWPAXz15ihh6mEhaLfhArFKE/GuKPTk9x/9031/xLHj00ykcuzPLHT73OUsalNxLk5++/sbtXF6VjKaTIpmxU6LpZRw+NchxTm3JhJsHeVaFns78xdkyhreflW4jnmtdCXAgmrzxnVkxSFVaw4n1mG+fg202bcChc/nllbLhN0mqCwXwdSXR5++af5s8xnw4SwMIKgO/6TC1lyLkVVpi26eTZST79nMOu/h6uz/938ennHO7cO9Se/18XWYdCimxKPepEjh4aLfu5GwWY1WodoJoilzXBJLkIXhP2dDwPLrwC33vWBJNKKya9A3DzXebNvmlL2xmrt0mml9I8+uQ5fgVaI6gErGLrbyGYlDktOeuaf6dAwNSYWBbkXI+ZZI77f/fJmodl1WpJN1FIkU3ZTp3IVlY5KgWYctr6m3eh3qRSKKgnzzMnCn/vWbNqklgo/7y+IbjlbhNMrrtx25NMHz89QThoEQ2bfy/zPsfjpyeaE1JC4ZIVknznTRUioQDJjIvn+1gWuJ6P60HA8usSllWrJd1EIUU2ZaudBY1Y5WjLb97pJCzONn6+SaFd+Oy34JXTMD9T/nmFYHLL3TC2v6Yj1i/PJemPrvz36gkFuTKXrNnXWFc4Aj3RfDCJbrm49ebRfs5PLTKfzJFxPVzPJ2hBNBzEsqyah2V190g3UUiRTdlqZ0EjVjna6pt3agkW5xpfDDt3zQSTs9+CqcvlnxPvN6HkLffUZMWkkrHBGNNL6eWVFIB0zmX3YB0OCiycaxMpDSW1+XMV/psYGwwRCwd5+fI8ActiZ19xJaaWYVndPdJNFFJkUzZbJ1LQiFWOtvjmnVw04SSbaezXfOU5ePmbcHG8/HOi8XwweQfYNzfkULqH7tnHo0+eA3L0hIKkc+bf66F79m3/xS1WBpJItG5zWVb/N9EbCRGPBBko+f97LcPyVv8bFGlHCimyaZupEyloxCpHS3/zTi6ag/QaNRk2lzVn5Xz3GfO+3NC3cNh05Rx6J9xwa9mi0Ho6fGCEX8HUplyZS7J7O909paGkJ2ZWTRo4LK70v4nC1mY9w/JW/hsUaUcKKdIQjVrlaLlv3qkELMw0ZuXE9+HKG3Dmafje6fItw5Zl5pfc+k4zlj5SXXFovRw+MLL1UFLYvumJ1XWlZLNaOiyLtBmFFGmIrvvGnUnD/FRjak4WZ81WzplvwPSV8s+5bj/c+i64+W7TPtyOIvWpKamHlgvLIm1KIUUapiu+cWfTZlun0uCzWnFzMP4ivPQNOH+m/AnDA8Nw62G47TAM767v9dRDOD+jpCcGkVhLhxIRqQ+FFJFayGVMOKn3nJOpi/DiP8HLz5T/WpEes1py22GwD7bXD/ZQyISRnvwWTg3PuxGR9qSQIrIduazZbkks1u9rZFKmO+elr8PF18s/Z+/NcMd74OBdTa8zqVogYLZtonHzvsw4/XY55qBdrlOk3SikiGyFm8uvnCzU70TiyQl44Wtmpkm52paBYbjtPXDbu2FoZ50uooYKHTiF7ZsNwlS7HHPQLtcp0o4UUkQ2w83lV07qFE4yaTMB9oWvweU31348EDAnDN9xH1x/qPW3c0JhiBZCyeaKXdvlmIN2uU6RdqSQIlINN2fO1lmar084mboI3/mamWuSKTMif8dueOv9pkMn3l+HC6iRgGUCSTRuVky2MXulXY45aJfrFGlHCiki68llzYTYemzruC689jw8fwounFv78VDIHOb31vtNEWyLzAFZIxwxgSQar+kQte0MAGxkjUhbHccg0mYUUkTKyabz4aQO3TpLc2Y754WnzMrMasOjcOd7TYdOrK/2X3+7arhasp6tDgBsdI1IWxzHINKmFFJESuWyZkJsPcLJ5Tfg218102BXj6m3LFNr8rYjsO8trbdqUphX0sCR81sdANjoGpGuG1Qo0kAKKSJgQsPirFnlqOW2juvCuedMOLl0fu3He/vhre+Ft94H/cM1/MLbFAxCT7zpM0u2MgCwGTUiXTGoUKQJFFK6mGY75CUWYH66/CF8W5Vaghe/Dt8+acLPantuhLveBwff3vCD/cpabg+Om26cUKTZV7RlqhER6Rwt8N1RmkGzHTDtvnPXanv43+xVeO5Jc47O6tcNBuEt98Dbj8LYDbX7mltlkS947TX1JS0y4XW74Vk1IiKdQyGlS3X1bAfPhfkZs4JSK5deh9NfhlefX7tdFO+Ht70X7jzS/MP9WjSYFNQiPKtGRKRzKKR0qa6d7VDLrR3Pg9dfMuHEeW3tx3fugbvfD4feWXbke8MErPw2Tty8b+EBcLUKz6oREekMCildquv27bNpmJsqP15+s1wXvvct+NaXYOry2o/vvw3e8QNwfRO7dAqFr4U24VbrFqqga8OziJSlkNKlumbf3vNgYRqWarC1k8vAS/8Ep/+7WY0pFQiYFZN3/ADssrf/tbYi0lMMJeE2OWS1edYSAAAgAElEQVRwla4LzyKyLoWULtUV+/a12trJpOD5fzQFsavrWCI9ZiLs3e9vfAtxaX1JHYeqNVLXhGcRqUr7f1eTLevYfftabe2kEvD8SRNOUqu2G2K9cNf74e1HTEhoFAuzjRPrbfn6kq3oivAsIlVTSJHO4XmwOLP9QwBTS/DcV+HbT0J61WF//UNwzw/C7feaVZRGifSYLqEyHTntPO+m0rVv9/rb+e9ERIoUUqQzpJbM6onrbuM1EmbV5LmvrF2FGRyBwx+CWw83blslFIZ4n1mpqdAd1M7zbup17e38dyIiKymkSHtzcyacrN6O2YxMyqycPPvfIZ1c+bHhURNODr2zMTNFAgGzlRPrr2qlpp3n3dTr2tv570REVlJIkfa1NG86d7wt7u1kM6bm5PSX1x4ouGM3vPuH4JZ3NKbuoyea387p3VS7cDu37Nbr2tv570REVlJIkfaTy8Dsta0XxrouvPR1ePrzJuiUGtoF7/lhM76+3uEkGDTBJN6/5S2kdm7Zrde1t/PfiYis1FmtAdL5FmfhqrO1gOJ5cPZb8PHfhq88vjKgDI7AB34KfvYRuPVd9QsoFmY7Z2QMdl9v2pa3UeNy7MgBsq5PIpPD9837dmnZrde1t/PfiYispJUUaQ/bXT1542U49RkTcEr1DphtnTvurW9BbDhiVkxivTWtbam2ZbcVu13q1W6sNmaRzmH5/nZ6NRvjgQce8L/whS80+zKkWZbmYX5qa23FVx342t/A+e+ufLwnBu/6oDmROBypxVWuFbAg2mfCSSPblVcp7XYpHZD2kbttvjE+3VLBRUSarxG/1Ni2/azjOPds9DytpEjrcnMwe3XtrJJqLM7C1z8H330aSoN4KGymw97zA/UbwrY806S3JYatlet2ubqQ4o9Ovsbe4ZjadEVkWau18CukSGtKLsLctc137mQzplvn9Jcgmy0+bgG3vQfu/ZH6jK8PWBDLr5q02Lk55bpdFlI5cp6nNl0RWaHVWvgVUqS1eJ4JJ6tbgjfi+/DKs6buZGF25cf23wbv/XB9Dv5rsVWTcsp1u6RzHj3BlderNl2ppVasg5KNtVoLv0KKtI500mzvbHZq7JU34Kv/DS6Or3x8lw1HfgJuOFS7awSzKhPthd7BptaaVKvcoX3BgEU0HGT86iIZ1yMSDDAQC7F/pK/ZlysdoNW2DKR6rdbCr5Aizef7Zijb4vzGzy2VXISvPwEvPrWyqDbeB/f+KNxxX21XNwIBs2rSO9BWJw6XdrucuzJPxvUJBiymE1kCFoSDFhnXY3Ihw8feuaPZlysdoNW2DKR6rXYSeft8p5XOlMua1ZPNtBZ7nhnG9tRnV47DDwTgrveZluKeWO2ucYvTYFtJ4QfDI0+cYTBocWk2SdAyJT9Z1ycWDtIfDfGN8Wl+ucnXKu2v1bYMpHqt1sKvkCLNk1oyAWUzxbGX34AnPwmX31z5+I23w9GPwPDu2lxbIGBWZOL9EKpTi3KDlf52m/V8wqEAvgehoMWBXX34vq8fIlITrbZlIJtTi5PIa0UhRRrP983ck6WF6j8nnTRbO9/5x5VbO4MjcPQn4aY7a3Nt4YjZzon1te2qSSWlv91GggFyno9lQcb1AP0QkdpptS0DaV8KKdJYW9neOfc8fPWvYHGu+FgoBPd8AN71gdqsdERjphC2lttELab0t9td/T1cnE3h4RMJBjQ6Xmqq1bYMpH0ppEjjpJMwM2lqSqqxMANP/hW89sLKx/ffBu/7KAxv8xueBcT6oW+gY7Z01lP6221fT4iRvjDTS1li4QCj/VH9EJGaaqUtA2lfCinSGIuzMD9T3XM9D174Gjz1tytXXOL98L6fhFvesb2tmEKXTt9gTc/RaXWrf7vdP9LHv/uwgomItC6FFKkvzzPbO6kqCzJnr8KX/gIunFv5+J33w/0/tr1R9sEg9A2ZepMGDF5rxWFW+u1WRNqJQorUTy4D05OmDmUjngfPn4Svf3blOPsdu+EH/xnYB7d+HaGwWTVpYDGshlmJiGyfQorUx2bai2euwBc/sXJirGWZotjDP2RCxlaEI8Vw0mAaZiUisn0KKVJ789MrO3Eq8X1Te3Lqr1eunuzcAx/8adh9w9a+figMA8P1O+W4ChpmJSKyfXULKbZt/ynwI8Ck4zh35B/bAfwVsB84D3zUcZwqqyml5Xluvv4kufFzF+fgS5+A898tPhYIwLs+BIc/tLWx86GQqTmJ92/+c6uwmRoTDbMSEdm+elYP/hnwoVWP/TrwFcdxbga+kr8vnSCXgWsXqwso574Nn/g/VwaUkTH4H/93uPdHNh9QgkEz1G3X3roGlEeeOMPkQmpFjcnJs5Nln3/syAGyrk8ik8P3fc0hERHZgrqFFMdxTgHTqx7+MeDj+dsfB368Xl9fGiidNAEll1v/eZkUfPHP4XP/FZJLxcff8X74Z/8HjO7b3Ne1MDUnu/aaKbF1LIotrTGxLPM+HLQ4cWq87POPHhrl+IO3M9ofZS6ZZbQ/yvEHb1c9iojIJjS6JmW34ziXABzHuWTbtr5jt7vEAsxdWzmqvpzJC/D3f2yGuRX0D8EH/zlcf2jzXzfWC/3DWy+q3aSt1Jio3VdEZHtatnDWtu2HgYfzt5t8NVLW3LWNz9/xfXPezqnPrFxpOXQPvP8hiG6yRiPSAwM7IBLd/PVug2pMREQar/4TrVa6Ytv2dQD59+U39AHHcR5zHOcex3HuGRkZadgFShU8D6YvbxxQUkvwxAl48lPFgBKOwIf+OfzQz20uoIRCMLzLdP40OKCAakxERJqh0SspTwA/A/z7/PvPNvjry3blsmbLJptZ/3mX34C/+6+mHblglw0//PNmQFu1AgHTsVPnmpON6MA0EZHGq2cL8ieBo8BO27YvAL+FCSefsm37XwBvAj9Zr68vdZBJmxWU9Q4I9H148Sn46qfAdYuP33UU3vvhzdWQ9PabupMWOV9HNSYiIo1Vt5DiOM7HKnzo++v1NaWOkotmBsp6BbLZDDz5OJx5uvhYTxQ++DNw8G3Vf61Ij2kpDvds+XJFRKT9tWzhrLSQhRlYmF3/ObNX4XOPwVWn+NguG370YRjaVd3XCQRMUWydZp2IiLSjrR5W2oqHnG5WowtnpZ34vgkfGwWUN87CX/7uyoBy22F46NeqDyjxPhit3zA2EZF2tNlBktv9vFajkCLleS5MXYLEYuXn+D58+6vwmT+EVH5eSDAIP/AxM/8kHNn46wQCppB2aFfL1J6IiLSKzQ6S3O7ntRpt98hauSxMXzHvK3Fzpv7kxX8qPtY3CA8eg7H91X2dWK+pPVE4EREpa6uHlXbKIacKKbJSJmUCynodPEvzpr3Yea342NgNJqD0DW38NQIBE05ifdu/XhGRDrbVQZKdMoBS2z1SlEqYLZ71AsrUJXj8/14ZUG59F3z0X1cXUHqipqBWAUVEZENbHSTZKQMotZIiRioBM1fWbzG+cM5MkC3Un1jA/T8O9/zgxoPWLGBgxAxlExGRqmx1kGSnDKBUSBEzvn5mcv2A8r3T8A8fLw5oC0fgh/8FHHjrxq8f6YGhnRCqopBWRERW2OogyU4YQKmQ0u02GtLm+3D6y/C1vy0+Fu+HD/8i7L5h49fvGzRTY5s40l5ERNqTQko3Sy7CzNXKH/c8OPnf4Pl/LD62Yzd8+JdgcOf6rx0IwPAo9MRqc60iItJ1FFK6VWIBZq9V/rjrwhc/DmdPFx/be9B08ER713/tnqiZexLU/71ERGTr9FOkG20UUHIZ+Nwfw+svFR97yzvMgLaNDgjsHzLbOyIiItukkNJtFudgfrryxzMp+Nv/Yjp5Ct52BN73UbOFU0nAguHd2t4REZGaUUjpJouzMD9T+ePJRfib/wSX3yw+dviDcO+D6xe+hsKwY1TdOyIiUlMKKd1io5OMl+bh0/8Bpi4XH3vvj8M7P7D+60ZjMDS6/iqLSJvohFNjRTqJfrJ0g6X5zQUUC3NI4EYBpW8AdowpoEhH6JRTY0U6iX66dLpUAuamKn88sQB//WhJQLHgQz8Ld7638udYmOFsAyO1vFKRpuqUU2NFOklVIcW27a9U85i0mGwaZtf5LTC5CJ9+FK5dMvctCx74WXMWTyWFAtl4f00vVaTZJmYSxMIrT+Rux1NjRTrJujUptm1HgTiw07btYczv0AADwJ46X5tsh5vLn2ZcYZTsckC5aO5bFnzoZ+DQOyu/ZjBohrmFe2p/vSJN1imnxop0ko1WUo4BzwKH8u8Lb58F/qi+lyZb5vvmLJ7COTurpZZMQLnqmPsWZgbKeisooTCMXKeAIh2rU06NFekk666kOI7zKPCobdv/i+M4f9iga5LtmpmETLr8x7IZMwdldUC57XDl14v0mBWUQLDyc0TaXKecGivSSapqQXYc5w9t274X2F/6OY7j/Hmdrku2an7aFMuW47rwd38MF0sKAX/wp+C2d1d+vZ6o6eDRAYHSBTrh1FiRTlJVSLFt+xPATcDzQGEPwQcUUlpJctFMlC3H8+BLn1g56v77fgLuuLfy60Xj5pBABRQREWmCaoe53QPc5jhOhSpMabpMGmYrnGjs+/C1z8DL3yw+9q4Pwju+v/LrxXrNIYEKKCIi0iTVzkl5CRir54XINnguzFwxa1vlfOtL8OyTxftvvRfue7Dy68X7tIIiIiJNt1EL8ucwP/r6ge/atv1NYLki03GcdX7SSUP4vmk1rtTJ8/I34anPFu8ffBt8/8cqB5B4vxnUJiIi0mQbbff8XkOuQrZu7lrlTh7nNVOHUrDvFvihn6vcpaOAIiIiLWSjFuR/bNSFyBYszUNisfzH5q7B504UV1hGxuDBY2beSTnxvi0FFB3IJiIi9VJtd88Cayse5oDTwK86jqPDLRotk4L5CmfypJPwt/+5GGBivfDjvwg9sfLPLxTJblLhQLZw0FpxINtxUFAREZFtq7a75/eBi8BfYsZ/PYQppP0e8KfA0XpcnFRQGHlfrlDWc+Hv/6R4YGAwCA/+AgxWWCWJxrYUUGDlgWwA8UiIRCbHiVPjCikiIrJt1YaUDzmOUzqS9DHbtp92HOe4bdu/UY8LkwoKI+89r/zHT34azn+3eP8Hfwrsm8o/tydqDgvcYhfPxEyCodjK7SMdyCYiIrVSbUjxbNv+KPDp/P2PlHxMs1Maab1C2Re/Ds+XlBEd/lDlcfeRnm0FFNCBbCIiUl/Vzkn5Z8BPA5PAlfztn7JtOwb8yzpdm6y2XqHs5AR89a+K92++C97zI+WfGwyaOSiBav/5y9OBbCIiUk/Vnt0zDvxohQ8/VbvLkYoy6cqFsqkEfO4xyOXM/Z3XmUMDy4WQgGUOCwxWu4hWmQ5kExGRetpomNv/5jjO/2Xb9h9SZlvHcZxfrtuVSZHvm22echtrvg9f/DjM5QNMpAd+9GHzfjULs8UTLvOxLdKBbCIiUi8b/Tr9cv796XpfiKxjcRaymfIfO/1leO3F4v0P/LQJIuUM7qzchiwiItJiNhrm9rn8+48D2Lbd6zjOUiMuTPJyGRNSyrlwbuXI+7vfD7fcXf65fYNmoqyIiEibqHaY23uAPwH6gOtt234bcMxxnF+s58UJMFthm2dpDv7+j812D8CeG+G9Hy7/GtEYDOxY98tocqyIiLSaaqsn/wPwQeAJAMdxvmPb9pG6XZUYi3Pl2419H774CVhaMPdjvfDDP2+6dlYLhTYc1qbJsdu3UchTCBQR2byqe1Adx5lY9VCFY3elJnJZWJwp/7EXvrZyYNsP/Rz0D699ngUMjVY+UDCvdHKsZZn34aDFiVM67aAahZA3uZBaEfJOnp2s6uMiIlJetSspE7Zt3wv4tm1HgF+mWFQr9TB3Dbwy+zwzV+DUXxfv3/1+uOHW8q8xuLN8l88qmhy7PRsdD9ANxwdopUhE6qHakPILwKOADVwAvgT8Ur0uquslFiCdWvu458I/fByyWXN/ZAzu/7HyrxHvq7pQttaTY7vtB9ZGIa/TQ6C2C0WkXqod5nYNM3VW6s1zYX66/Me++UW4dN7cDgTggf8JQuG1zwtHKh8oWMaxIwd45IkzJDI5YuEgyaxb9eTY1YHkPQd28OnnnK76gbVRyOv04wO6YaVIRJpjo2FuZYe4FWiYWx3Mz5Q/PPDyG/D054v37/0RGN239nkBC4Z3bepMnq1Oji33G/QfnXyNHb1hBmNRoDt+YG0U8rYTAttBp68UiUjzbLSSUjrE7beB36rjtUgmZbZ6Vstl4B/+rBhe9twI93yg/GsM7oRQZNNfeiuTY8v9Bu16PnOJLDv7osvP6/QfWBuFvE4/PqDTV4pEpHk2Gub28cJt27b/Vel9qTHfL462X+2f/g6mr5jb4Qh86GfLn8sT74dYX90ucbVyv0H3hAKkcisbv7rhB9ZGIa+Tjw/o9JUiEWmezRyDW3HbR2pgab786PvJC/DsV4r3v+8j5eeehMIwOFK/6ytj33CcZHZlIOmPhggFAjoZuYscPTTK8QdvZ7Q/ylwyy2h/lOMP3t6xoUxEGmf7R+HK9rm58jNRPA++8sniVNm9N8Nb71v7PAvYMbqpOpRaKPcbdCQU5JeOXs83xqc7cmtDyuvklSIRaZ6NCmcXKK6gxG3bns/ftgDfcZyBel5c15ibKj8T5aWvw6XXze1AAH7gY+WDSJV1KOu1Bm+lbXi9WotmVVTX+s8oIiLNY/l+6+/iPPDAA/4XvvCFZl9GfaQSxXqTUkvz8Ge/DemkuX/4Q3Dfg2ufF+uF4Y1/0JZ24pTWDRx/8HaAih9rpx/i3fBnFBHpBLZtP+s4zj0bPU/bPc22UGH0/am/LgaUoZ0mpKwWDFY9D2W9WRZAR8y56IY/o4hIN1FIaabkYvli2TfOwsvfKt5//0Plt3MGR8p3+axy8uwkz705g+f7RIIBdvb1MBALL7cG+7DcpbOQynJ1IU0653JhJsnJs5Nt80N8vXkdpX/G1R8TEZHWtJnuHqkl3y+/ipLLwpOPF++/5R2w/7a1z4vGINq74ZcpbIFYmEKinOtzcS7JfDK73Bpc6NJZSGW5OJsi5/kELAvLoq0OwivXbbT6z1juYyIi0poUUpoluQi53NrHT38ZZvKhIBI1LcerWcBAde3GhS2QscGo+UTzP64spJZbg48dOUDW9bk8lwJ88MH1wfd8Ls4m+eXHv90WQaXw5yjX/rzex0REpDUppDRDpVWUpXn41peK9+9/EPoG1z6vf7j8mT1lTMwkiIWD9EfD7BmKEgpYeL6P77NcNFqYc+GTb+WywBRUWwQDsJTJtcWKynrzOjTLQ0Sk/agmpRmW5sB11z7+9OeLNSojY3DnkbXPCYWht0xwqaB0ZHl/NEx/NEwik2O0P7riB/TRQ6Pcff0wkwsps6LiBwgELDwfoqEA4aDVFkWm683r2OwsD7Usi4g0l1ZSGs3zYHFu7eMzV+DFp4r33/vh8kWxQzs3NbRtM9scheemcx5Y/vKKy67+nq4rMi3U8kwupFac5tzqq0kiIp1EIaXRFmfLn3L81GeLj+89CDfesfY58T5Tp7IJm9nmKDw3HgmS83xCAYs9Q1H6o+GuKzItbWe2LPO+sJokIiKNoe2eRvJcSMyvffziOJx7vnj/yP+wdrUkYMHAji192c1scxw9NMp/fOiuFYPPurHIdHU780Iqy+R8ivNTCT722NPa+hERaQCFlEZanF07/t734Wt/U7x/y90wtp9nxqd4/PQEl+eSjA3G+Ikjd3D/WLAhl7neuPtuUVrLU2jN9vGJhgLLWz/Hoav+TkREGk0hpVE8DxILax8ffxGc18ztQADue5Bnxqd49MlzhIMW/dEwV5dy/MaXJzgeH1zzQ7FexZ3dfmBc6eGJk/MmoADs7OvRtFoRkQZRTUqjJBbWrqJ4Ljz1t8X7d74Xhkd5/PQE4aBFNGzqIbLxQcKhwJp6CBV31k9pLU/aNZN69wzGGMhvAXVbIbGISDMopDSC75u249XOPA1Tl83tSA8cfgCAy3NJekJmaydnBUmE4mV/KKq4s76OHhrlkw+/m3ft38HYYHQ5oICm1YqINIJCSiMkF9fORXFdeKbkZOd7PgC9AwCMDcZI58zz58P95iXK/FAsDGormE9muTyX4pvnp/nYY09rRaVGNK1WRKQ5FFIaYalMR88rz8L8tLkd64W737/8oYfu2UfW9ZnPWSQDPRV/KJaeRzOfzHJxLknG9egJWtr6qSFNqxURaQ4VztZbOrn2pGPfh299sXj/7UfNdk/e4QMj/ArwRy8mmJvPVuyuKS3uvLaYBsDCYnQgquLOGuv2QmIRkWZQSKm3crUor78E1y6Z2+EI3HV0zVMO37aXw/ePVXzZQldPIpMjk/NIZl2ioQCjA2b4Gqi4U0RE2ptCSj1l05BKrn285BDBN+y7+Q9PnFueh3LXvkG+PTHH88k4YyPny66gFLp6wkGLsYEoyaxLOucxGA8vBxRozeJOnYcjIiLVUk1KPZWrRXFeXZ6Lspj1+HeTe5heStMfDXNhJsHHv/Em5+Y9envjFetKynX1DMfDTC9lW7q4Uy3TIiKyGQop9eLmTFfPaiWrKF8LHyDZ0788D2UpnSNgwYVMpGxL8cmzk3zssaf55vlpLs0mWUhll19rZ18P/T3Bhhd3Fq7p/t99csOOIrVMi4jIZmi7p14SC7BqdhtXHRh/ydy24PORO5bnoQBkXZ9UsIclv/hYoa6kdIsnGgqQcT0uzqbYM8TyAYA37x7gkw+/uwF/OKP0mkpXRiqNi199Hg6obkZERCrTSkq9lFtFOf3l4u2Dbye0a8/yPBSAcNBiOhAnEiz+sxTqSkpXIXb2mU4gH5/J+VTTtnY2uzJS2jJd0Ip1MyIi0hoUUuohk4ZcbuVjc9fg7LeK99/5weV5KKmsqSMJxuKkCDMQC62pKykd3DYQC7NnMEYkGCDt+k2b27F6mBysvzKioWgiIrIZ2u6ph2SZgwSf/YqZjwJw/Vt4JtHH46cnmE9mSGZ9wGcuvosH7xzj8nxmzenD+04VT+UFE1RCQYvR/mhDt3hKlZ4UXLDeyohOVxYRkc1QSKk134fk0srHMin47tPLd1/ac5hHnzxH1vVI53wCFqSsCOFYlGffnCu7KlI6uC0WDpLMuk1fhdjKNWkomoiIVEvbPbWWToLnrXzslWfNFhDAyBh/MtFDOJjv5gFCAYu5UB/zyVzFmo5WHM3eitckIiKdQysptVauYPbFrxdv33Efl59L0R8Nk3V9gvlVlEwwgut65FyP596c4f7ffXLNsLNWXoVY3cgkIiKyXVpJqSXPg9SqrZ6rDlw6b24Hg5yO38xiOsdrVxfxfJ+cB7PBXnzf/GM4syksaIthZxrOJiIi9aSQUkuppbVLCi8+tXzT2fkWfv/rF4mGgwQsC4AEQWbcIOmcR9r1yXnmBRbTuZYfdqbhbCIiUk8KKbW0ehUll4GXv7l891Pp6wkHLXb09jDa30PIslgIxNa8TM7zuTibYiGVbelhZ5ttQRYREdkMhZRa8dy1hwm+8m1TSAswOMK3ciPLE2b7omECwQCZUBQL6AkFCFj5l/J9LAuuLqRbetiZhrOJiEg9KaTUSqJMwexLJQWzb72PeE+EN6eWGL+6yMT0EtNuiLRn4QNZ1yOfUTA7Pj6pXPPbjNdz7MgB5pNZzl1Z4OVLc5y7ssB8Mtuy1ysiIu1FIaVWVm/1TF+BC6+a25bFs71vYTqRIeeBBaSyHvNWdPnpnm/eAkDAAteD3kio5Vt6fQALLMsCS10+IiJSO2pBroVchmfOXuTx0xNcnksyNhjjV8Ivsr/w8Zvu5C/OzNEfDRELB7m2kCZLgGSgZ8XLFH7A7+7vIRIKtnxAOXFqnMFYmOsGi3U1iUyOE6fGW/q6RUSkPSik1MBTL7zBf37yHOGgRX80zNxigoXXn2Ix7tPXE4K33sfl/75AfzRMNGwxk8iwiKlF8TErJ17JEsSNO/u2PC7+5NlJTpwaZ2ImsWbOSq3pVGMREaknbffUwCefeoVw0CIaNq24b029SZ+XZCaRgf4huOE2xgZjzCQyTEwvkcx6LAaiywGlJxQkGgoQCli8+8AIn3z43VsOKI2cW6LCWRERqSeFlO3yPKZm5pe7dgDePncGC4us68Ed90IgwF37BpleypJ1fTJWiKxVXMTy8XF9n2DA2lbRaaPnluhUYxERqSeFlO3KJLluMEo6Z1YUYrkk+5cm8PEJBwNw+70AfHtijpG+MOGgRSIYw4LlluOs6xGwLH7p6E3b2ppp9NwSnd0jIiL1pJqU7UoneeiefTz65Dkgx51L4+B7+D70XH8QBnYAcHkuyVAswlC8h1B0lMG0y+R8irTr8679O2pSO7JvOM7kQop4pPjPWu/tl1Y+T0hERNqbVlK2K53i8IERfuX9N7Ojt4cDM+cIBQKM9kcZvevdy08bG4yRzrmkglF8K0B/NMx1QzHetX/HlmtQVtP2i4iIdBKFlO1wc5DLAnD4wAh/8OOHeGBgln3DcdPVc/Dty0996J59ZF2fKTdctwCh7RcREekk2u7ZjvSqMfivvwRuvttllw1DO3lmfGp5fkpPJIwXibGYzLJ3g/bgrbYSa/tFREQ6hULKdpSElGfGp1j43Jc4ML1IOBgge/PNXB2f4tGS+SnX/ChLGZff+bE71g0ShVbicNBa0Up8HBRARESka2i7ZzvyIeWZ8Sn+01deZt/sa4ApVn3k5TD/9nNnyLre8vwUYr1VtQQ3upVYRESkFWklZauyafA8AB4/PcGt6QuEPTMHZTI4gBMYgpxHZilDJBggFouSDUSIhf0NW4I1yVVERKRJIcW27fPAAuACOcdx7mnGdWxLyVbP5bkk70ucJ+ea2fbf7tkPlhmC4vlwbSHNzr4hoLqW4Ga0EouIiLSaZm73vM9xnLe3ZUCBFSHluoEeDi6MLx8Q+Hx0PxbmtBzj8s8AABY7SURBVGOArOezFOipuqNHrcQiIiKqSdka34dMavnuz12fJeqa+zOBOG8EdwIQClgELcgQZCpN1S3BaiUWERFpXk2KD3zJtm0fOOE4zmNNuo6tyaSg5NTiO5LnWeyPcnEuyfM9+/Eti1DAMjs+vsWesZ186tfev6kvoVZiERHpds0KKfc5jnPRtu1R4Mu2bZ91HOdU6RNs234YeDh/uxnXWFm6pIDV8+DV5+nrCbFnMMZ49CYilkXO8wlZFoOxEL/0wNuad60iIiJtqinbPY7jXMy/nwT+BnhXmec85jjOPY7j3DMyMtLoS1xfurjVw+XzsDgHQN/QID/xo+/j1j2DjPb3cOueQX7th97K993RYiFLRESkDTR8JcW27V4g4DjOQv72B4Djjb6OLfNcyGaK91/9TvH2gTs5fHAXhw/uKj7WP9S4axMREekgzdju2Q38TX4LJwT8peM4/9CE69ia1aPwX32+ePvmt7NGrLe+1yMiItKhGh5SHMcZB9q3SKN0q2d+GmavmtvhMFx/aOVzwxEIRRp3bSIiIh1EE2c34eTZST79pW8yNTPP2GCMYzuvsTedYyaR4Wx4D5//zBkeumcfhw/ka2i0iiIiIrJlmpNSpZNnJ3nksy8xv7BEfzTM9FKa577xTS7Pp8h5HhcH9jG9lObRJ8/xzPiU+aSoQoqIiMhWKaRU6cSpceIBl1g4iGVZRMMhbkg4eL5PwLKYiNtEw+YgwMdPT0CkB0LhjV9YREREylJIqdLETIKBoLd8vze3xK7cPL4POSvIxehuAHpCQa7MJSGqc3ZERES2QyGlSvuG47iZ9PL96xMOWOYcwYvRMdyAKe9J51x2D8YgEmvWpYqIiHQEhZQqHTtyACuXIZU1h/7tWZggYFkELIvXesbwfZ9U1hwE+NA7rzfbPSIiIrJl6u6p0tFDo8TedyOPf+tNrswluSV7mbGBKAAzO/azmMqyezBmuntu3dvkqxUREWl/CinVymU4fOMODt+4A5KL8F8+AYQgEOB//akPrlw56dFWj4iIyHZpu6daJfUoXDhXvD12w9qtnZ5oY65JRESkgymkVCtXcl6P82rxtn3zyucFg5oyKyIiUgMKKdUqXUmZeKV4e++qkKKtHhERkZpQSKlWYSUllYBrjrltWbDnwMrnRbTVIyIiUgsKKdXIZcDzze2Lr0H+JqP71q6caCVFRESkJhRSqpEtqUcpLZrde3Dl80JhCKphSkREpBYUUqqRrdDZs/eWlc+LahVFRESkVhRSqlFYScmk4Mqb5rYF2DetfJ5G4YuIiNSM9ibWcfLsJCdOjeNePo890MPP701yu58vSNlpQ7S3+GQLFc2KiIjUkFZSKjh5dpJHnjjD1NwiQz1BppfSPPPUN1lM58wT7FX1KOEeCOivU0REpFb0U7WCE6fGCQctBsNgWRbRcIib0heZSeS3fjQfRUREpK4UUiqYmEkQCweJeFkAgl6OfelJsq5nnrB6JUUhRUREpKYUUirYNxwnmXUJ5UPKSGYWy3cJBwMwOAK9A8UnByyz3SMiIiI1o5BSwbEjB8i6Pm46he/7DCSu4vswHI/AyHUrnxyJmumzIiIiUjMKKWUUunpSqRRzSymuLaa5kTlG+6P09YRgZM/KT1DrsYiISM2pBXmVQldPOGhxfX+I3mCErOtzX2+Gvlz+r2v1SkpYpx6LiIjUmlZSVil09cQjISK+SzQcIhy0uPrGG8Un7Vy1kqJ6FBERkZpTSFml0NUDEPLNTJTegEdvcsY8wbJgx+7iJ4TCmo8iIiJSB/rpukqhqwcg6Jv3A4kpIsF8YezQLgiVbO9EtIoiIiJSDwopqxS6ehKZHAHPJZXNsSM1Zbp6oEw9ikKKiIhIPSikrHL00CjHH7yd0f4oiWSaHb09fHR/0HT1gEKKiIhIg6i7p4yjh0Y5evMOuJKvPfmbfyp+sLRo1kKdPSIiInWilZRKXLd4e/pS8faOkpWUUERD3EREROpEIaUSL3/acSYFc1PmtmXB8GjxOdrqERERqRuFlEoKKynTl4uP7dhtWo4L1NkjIiJSNwoplbj5lZRrF4uP7dCkWRERkUZRSKnEy6+kTJXUo+wsCSkWK+eliIiISE0ppFRSWEmZKllJKT1YMNyjolkREZE6UkippFCTcq1kJaV0RorqUUREROpKIaUSNwvpJCzOmvuBAAyVdPZoq0dERKSuFFLK8VzwWVmPsmMMgsHifa2kiIiI1JVCSjnlOntKt3oCllZSRERE6kwhpZzlGSml9SirimZFRESkrhRSyim0H5eupJS2HyukiIiI1J1CSjll24/V2SMiItJICinluC6klmBpwdwPhWBwV/HjWkkRERGpO4WUcrzcyq2e4d2mBRnM+2CoOdclIiLSRRRSynHdVePw7eJtbfWIiIg0hEJKOW52ZUgZUdGsiIhIoymkrOb74PmVZ6SEwo2/JhERkS6kkLKamzXvS2ek7CyZkRJUSBEREWkEhZTVXBeSi5BYNPfDYejfUfy4VlJEREQaQiFlNTcHC7PF+wMjKzt7AvorExERaQT9xF3NcyExX7zfO1i8rVUUERGRhunagR8nz05y4tQ4EzMJ9g3HOXbkAEcPjZqVlKWSkBLvL95WSBEREWmYrlxJOXl2kkeeOMPkQoqhWJjJhRSPPHGGk2cnTU3KipWUgeJtDXETERFpmK4MKSdOjRMOWsQjISzLvA8HLU6cGjfbPStWUhRSREREmqErQ8rETIJYOLjisVg4yIWZBOSylVdSQpEGXaGIiIh0ZUjZNxwnmXVXPJbMuuwdioHnrQwppSspIa2kiIiINEpXhpRjRw6QdX0SmRy+b95nXZ9fuP8G84Ry2z0BCwLBtS8mIiIiddGVIeXooVGOP3g7o/1R5pJZRvujHH/wdr7v5vzQtqUy2z3a6hEREWmort2/OHpo1LQcl0oumhbkVMLctyyI9ZnbKpoVERFpqK5cSanIdSGxULwf6ytOmFVIERERaSiFlFJebp3OHg1yExERaSSFlFKuW74eBRRSREREGkwhpZSbq9x+rO0eERGRhlJIKbXm3J6S9mOFFBERkYZSSCm1eiR+YbsnqK0eERGRRlNIKXBz4LNquyd/ArLqUURERBpOIaXAzY/JL21BXl5J0VaPiIhIoymkFHg5877stFmtpIiIiDSaQkrB8kpKmcJZhRQREZGGU0gpcHOQy0A6Ze4HAtATN7e13SMiItJwCikFqzt74gMmqFgopIiIiDSBQkqB55UvmtXpxyIiIk2hkFKq3CA3raKIiIg0hUJKqbIzUhRSREREmkEhpVTpSkqftntERESaSSGlVLn2Y233iIiINIVCSinVpIiIiLQMhZRSiVXTZi00yE1ERKRJFFJKrR6Jr9OPRUREmkYhpVTpnJT4gDp7REREmkghpSCTgmzG3A6FIBLVVo+IiEgTKaT8/+3df4xl5V3H8ffsAmspv6oUbL+AbM3WupZmKwQpSMUYkTW02BrrorHYHyIGtE3bpKUaaYqJRFORpBVL6YaSlCL9QUrNViCN8QcsgtCmlJIafqyyX5AfLoVdkJLdnf7xnMOcvXNn2KEz9zw75/1KJnPvmXvvPPebc+f5zPM855zWjqdmbr/8UJiacrpHkqQeGVJa407ktnJlP22RJEmGlBc80xlJaQ8/nrI8kiT1xV64tcd0TxNSVlgeSZL6Yi/cGncitxVO90iS1BdDSuuZcSMphhRJkvpiSGntsSblYFgxVY7wkSRJvTCktPY42+yhjqJIktQzQ0pr9OgeQ4okSb0ypABMT48snD3YI3skSeqZPTHAc8/Arp3l9gGrypcjKZIk9cqQArD9+zO3XziRm4tmJUnqkyEF4JluSGlOie9IiiRJvdqvj18aEWcAlwErgSsz85I+2vGCp5+cue05UiRJqsLER1IiYiXwKWA9sBY4OyLWTrode9jRDSmHlu8unJUkqVd99MQnAvdl5gOZ+TxwLXBWD+2YsWPkRG7gSIokST3rI6QE8FDn/tZmW392jFk460iKJEm96mNNyrjDZqZHN0TEucC5ze2lbdF216RIklSbPkLKVuDozv2jgIdHH5SZVwBXAKxfv35WiFlU3ZEUQ4okSVXoI6TcAayJiNVAAhuA3+mhHTO6IykHHlLGejxPiiRJvZr4wovM3AlcANwI3Atcl5n3TLodL9i9e/bCWUdRJEnqXS/nScnMTcCmPn73LP+/A6Z3ldurXgb77W9IkSSpAh7CMnbRrGWRJKlv9sY7PCW+JEk16mW6pyrHvA4u+Ft4+P6yPgUcSZEkqQKGlANWwatXw48dCM89W7Y5kiJJUu8cMhjHkCJJUu8MKeM43SNJUu/sjcdxJEWSpN4ZUsaZsiySJPXN3ngcp3skSeqdvfE4TvdIktQ7Q8qoKRxJkSSpAvbGoxxFkSSpCoaUUYYUSZKqYEgZ5VSPJElVsEce5UiKJElVMKSM8hwpkiRVwR55lNM9kiRVwR55lNM9kiRVwZAyypEUSZKqYI88ypEUSZKqYEgZZUiRJKkKhpRRTvdIklQFe+RRjqRIklQFQ0qXFxeUJKka9shdnshNkqRq2Ct3OdUjSVI1DCldTvVIklQNe+UuR1IkSaqGIaXLkCJJUjUMKV1O90iSVA175S5HUiRJqoYhpcuRFEmSqmGv3OVIiiRJ1TCkdDmSIklSNeyVuwwpkiRVw165y+keSZKqYUjpMqRIklQNQ0rLgCJJUlUMKS3Xo0iSVBV75pYjKZIkVcWQ0nIkRZKkqtgztwwpkiRVxZ655XSPJElVMaS0HEmRJKkq9swtR1IkSaqKIaVlSJEkqSqGFEmSVCVDiiRJqpIhRZIkVcmQIkmSqmRIkSRJVTKkSJKkKhlSJElSlQwpkiSpSoYUSZJUJUOKJEmqkiFFkiRVyZAiSZKqZEiRJElVMqRIkqQqGVIkSVKVDCmSJKlKhhRJklQlQ4okSaqSIUWSJFXJkCJJkqpkSJEkSVUypEiSpCpNTU9P992GFxURjwP/vcgvezjwxCK/5nJgXWazJrNZk/Gsy2zWZLyh1+WnMvOVL/agfSKkLIWI+M/MPKHvdtTGusxmTWazJuNZl9msyXjWZe843SNJkqpkSJEkSVUacki5ou8GVMq6zGZNZrMm41mX2azJeNZlLwx2TYokSarbkEdSJElSxfbruwF9iIgzgMuAlcCVmXlJz02aiIg4Grga+ElgN3BFZl4WER8D/gB4vHnoRzNzU/OcC4H3ALuAP8nMGyfe8CUWEVuA7ZT3uDMzT4iIHwf+ATgW2AK8IzOfjIgpyr7z68CzwO9n5l19tHspRcTPUN5/6zXAnwOHMaB9JSI2AmcCj2Xm65ttC943IuIc4M+al/2LzPzcJN/HYpujLn8NvAV4HrgfeFdmfj8ijgXuBb7XPP22zDyvec7xwFXAy4BNwPsyc58c3p+jJh9jgZ+XofZPcxncSEpErAQ+BawH1gJnR8Tafls1MTuBD2bmzwInAed33vulmbmu+Wo/RGuBDcDPAWcAf9fUbzn65ea9t4cEfgT4RmauAb7R3Iey36xpvs4FLp94SycgM7/X7g/A8ZRO9/rmx0PaV66ivJ+uBe0bTai5CPgF4ETgooh4xZK3fGldxey63Ay8PjPfAPwXcGHnZ/d39pnzOtsvp9Sqrdvoa+5LrmJ8+/f68zLw/mmswYUUyh+J+zLzgcx8HrgWOKvnNk1EZj7S/meXmdsp/93EPE85C7g2M3+QmQ8C91HqNwRnAe1/u58DfqOz/erMnM7M24DDIuJVfTRwgn6F0snMd0LFZbmvZOa/AttGNi903/g14ObM3JaZT1I68325Mx5bl8y8KTN3NndvA46a7zWa2hySmZub0ZOrmanlPmeOfWUuc31eBts/zWWIISWAhzr3tzJ/R70sNUOwbwT+o9l0QUR8OyI2dv7LG0qtpoGbIuLOiDi32XZkZj4CJdwBRzTbh1KTrg3AFzr3h7yvwML3jSHVpvVu4Oud+6sj4psR8S8RcWqzLSi1aC3Xuizk8zLEfWVeQwwpU2O27ZNzoC9VRBwEfBl4f2Y+TRly/WlgHfAI8InmoUOp1SmZ+fOUIdbzI+LN8zx2KDUBICIOAN4KfLHZNPR9ZT5z1WBQtYmIP6VMLX++2fQIcExmvhH4AHBNRBzCMOqy0M/LEGqyIEMMKVuBozv3jwIe7qktExcR+1MCyucz8ysAmfloZu7KzN3AZ5gZph9ErTLz4eb7Y5R1FycCj7bTOM33x5qHD6ImHeuBuzLzUXBfaSx03xhMbZoFwmcCv9sugG2mNP6vuX0nZVHtayl16U4JLbu6vITPy2D2lb01xJByB7AmIlY3/yVuAG7ouU0T0Rx98Fng3sz8m8727pqKtwHfaW7fAGyIiFURsZqysO32SbV3EiLi5RFxcHsbOJ3y/m8Azmkedg7w1eb2DcA7I2IqIk4CnmqH/peps+lM9Qx5X+lY6L5xI3B6RLyiGe4/vdm2rDRHpXwYeGtmPtvZ/sp2EXVEvIaybzzQ1GZ7RJzU/G16JzO1XBZewudlsP3TXAZ3CHJm7oyICyh/JFYCGzPznp6bNSmnAL8H3B0R32q2fZSygnwdZVhxC/CHAJl5T0RcB3yXMnx7fmbumnirl9aRwPURAeXzcE1m/lNE3AFcFxHvAf4H+K3m8Zsoh5jeRzni5V2Tb/JkRMSBwK/S7A+NvxrSvhIRXwBOAw6PiK2Uo3QuYQH7RmZui4iLKR0QwMczc28XWFZpjrpcCKwCbm4+T+2hxm8GPh4ROymH257Xef9/xMwhyF9nz3Us+5Q5anLaQj8vA+6fxvKMs5IkqUpDnO6RJEn7AEOKJEmqkiFFkiRVyZAiSZKqZEiRJElVMqRIWhQRcWlEvL9z/8aIuLJz/xMR8YF5nn/rXvyOLRFx+Jjtp0XEyS+l3ZLqZUiRtFhuBU4GiIgVwOGUq7y2TgZumevJmfmjhIzT2t8tafnwPCmSFkVEvBq4PTOPiojjgA8BrwJ+m3Jys0cpF+N7H/AOyom/rs/Mi5rn78jMg5qA80ngl4AHKf9MbczML0XEFsqVh98C7E85kdpzlKvu7gIeB/44M/9tMu9a0lJyJEXSomiugbQzIo6hjGpsplxl+03ACcC3KSMeayjXMFkHHD/mgo5vB44FjgPe2zy/64nmgpCXAx/KzC3A3wOXZuY6A4q0fBhSJC2mWygBpQ0pmzv3b6Vct+Z04JvAXcDrKKGl6xeBL2bm7sz8X+CfR37+leb7nZQwI2mZGty1eyQtqXZdynGUi6k9BHwQeBrYSBlJ+cvM/PQ8rzHucvVdP2i+78K/YdKy5kiKpMV0C3AmsK25RP024DDKlM1myoXT3h0RBwFEccTIa/w78JsRsSIijqQEmxezHTh4kd6DpEoYUiQtprspR/XcNrLtqcx8IjNvAq4BNkfE3cCXmB0uvgxspYzEfJqyruWpF/m9XwPeFhHfiohTf/S3IakGHt0jqToRcVBm7oiInwBuB05p1qdIGhDncyXV6B8j4jDgAOBiA4o0TI6kSJKkKrkmRZIkVcmQIkmSqmRIkSRJVTKkSJKkKhlSJElSlQwpkiSpSj8EdNQrtzXpNfQAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Change the color and width of regression line -> line_kws={\"color\":\"#FF5722\",\"lw\":3}\n", - "plt.figure(figsize=(9,9))\n", - "sns.regplot(x=fish1.Weight , y=fish1.Height , logx=True , line_kws={\"color\":\"#FF5722\",\"alpha\":0.8,\"lw\":3})\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 429, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "#Fit a regression model for a categorical variable\n", - "sns.lmplot(x=\"bmi\" , y=\"charges\" , hue=\"smoker\" , data=insurance , height=8,aspect=1.2)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 430, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "sns.lmplot(x=\"bmi\" , y=\"charges\" , hue=\"smoker\" , data=insurance , height=8,aspect=1.2 , \n", - " scatter_kws ={'s':90 , 'alpha' : .4} , palette=[\"#FF3333\" ,\"#00CC00\"])\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 431, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
agesexbmichildrensmokerregioncharges
019female27.9000yessouthwest16884.92400
118male33.7701nosoutheast1725.55230
228male33.0003nosoutheast4449.46200
333male22.7050nonorthwest21984.47061
432male28.8800nonorthwest3866.85520
\n", - "
" - ], - "text/plain": [ - " age sex bmi children smoker region charges\n", - "0 19 female 27.900 0 yes southwest 16884.92400\n", - "1 18 male 33.770 1 no southeast 1725.55230\n", - "2 28 male 33.000 3 no southeast 4449.46200\n", - "3 33 male 22.705 0 no northwest 21984.47061\n", - "4 32 male 28.880 0 no northwest 3866.85520" - ] - }, - "execution_count": 431, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "insurance.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 432, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 432, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Plot the levels of the third variable across different columns\n", - "sns.lmplot(x=\"bmi\", y=\"charges\", hue=\"smoker\", col=\"sex\", data=insurance ,height=6,aspect=1 )" - ] - }, - { - "cell_type": "code", - "execution_count": 433, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 433, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "\"\"\" Facet along the columns to show a categorical variable using \"col\" parameter and \n", - "Limiting the number of columns using \"col_wrap\" \"\"\"\n", - "\n", - "sns.lmplot(x=\"bmi\", y=\"charges\", hue=\"smoker\", col=\"region\", data=insurance ,height=7,aspect=1,col_wrap = 2)" - ] - }, - { - "cell_type": "code", - "execution_count": 434, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 434, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Facet along the columns and rows to show a categorical variables using \"col\" and \"row\" parameter\n", - "sns.lmplot(x=\"bmi\", y=\"charges\", row=\"smoker\", col=\"region\", data=insurance ,height=4,aspect=1)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Heat Map" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "A heat map is a data visualization technique that shows magnitude of a phenomenon as color in two dimensions. The variation in color may be by hue or intensity, giving obvious visual cues to the reader about how the phenomenon is clustered or varies over space." - ] - }, - { - "cell_type": "code", - "execution_count": 435, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
GermanyFranceMexicoBangladeshBrazilIsraelEgyptColombiaIraqJamaica
2004202043912259266091727882393456617962237
2005222644292837417196924462496642422261945
20062767400228444014118126252190653517881722
20072449429032392897174624012356535724062141
20083833453228562939213825623347545235432334
\n", - "
" - ], - "text/plain": [ - " Germany France Mexico Bangladesh Brazil Israel Egypt Colombia \\\n", - "2004 2020 4391 2259 2660 917 2788 2393 4566 \n", - "2005 2226 4429 2837 4171 969 2446 2496 6424 \n", - "2006 2767 4002 2844 4014 1181 2625 2190 6535 \n", - "2007 2449 4290 3239 2897 1746 2401 2356 5357 \n", - "2008 3833 4532 2856 2939 2138 2562 3347 5452 \n", - "\n", - " Iraq Jamaica \n", - "2004 1796 2237 \n", - "2005 2226 1945 \n", - "2006 1788 1722 \n", - "2007 2406 2141 \n", - "2008 3543 2334 " - ] - }, - "execution_count": 435, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "canada1 = canada.loc['2004': , ['Germany' , 'France' , 'Mexico' , 'Bangladesh' ,'Brazil','Israel' , 'Egypt' , 'Colombia' , 'Iraq','Jamaica']]\n", - "canada1.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 436, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(16,9))\n", - "ax = sns.heatmap(canada1)\n", - "plt.yticks(rotation=0)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 437, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA14AAAIMCAYAAADl6X26AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3X+8ZXdZH/rPZPKDYEohQn7wJBiQVBJ+JRAgNS0gWAtICdwKBmsIkOt4ayjmClp+eEut0KaKwdRS2pEAyS0lyeWHpL6iiFG0uUokxmiEaBsxknkYE5VAgkhCcnb/2Gv0GM6Zc85k1uw1c97vvNYre3/X2mt915pz9j7Pfr7fZ22ZzWYBAABgPActugMAAAAHOoEXAADAyAReAAAAIxN4AQAAjEzgBQAAMDKBFwAAwMgEXgAAACMTeAEAAIxM4AUAADAygRcAAMDIDl50B9by6hO+a7boPkzVmx5816K7MFk/85WHLboLk3XUbOuiuzBpH/jqHy26C5P1ysMeu+guTNrtB9236C5M1msefvuiuzBZP/xnf2fRXZi0o7cctuguTNp/uOXyLYvuw0Z87c8/O/rf9Yc8/DGTvSYyXgAAACObfMYLAAA4ACxt7pEBMl4AAAAjk/ECAADGN1tadA8WSsYLAABgZDJeAADA+JZkvAAAABiRjBcAADC6mTleAAAAjEnGCwAAGJ85XgAAAIxJxgsAABjfJp/jJfACAADGt3TfonuwUIYaAgAAjEzGCwAAGN8mH2oo4wUAADAyGS8AAGB8yskDAAAwJhkvAABgdLNNPsdrzcCrqo5PcmmSY5IsJdne3RdV1ZFJLk9yQpJbkrysu++oqi1JLkrygiRfSfLK7r5+2f4ekuSmJB/p7tfs3dMBAACYnvUMNbw3yeu6+6Qkpyc5r6pOTvKGJFd394lJrh6eJ8nzk5w4LNuSvOt++/vxJL+2F/oOAADsL5aWxl8mbM3Aq7t37spYdfddmWerKsmZSS4ZNrskyYuHx2cmubS7Z939ySQPrapjk6Sqnprk6CS/tFfPAgAAYMI2VFyjqk5IcmqSa5Mc3d07k3lwluSoXZsluXXZy3bMX1oHJfmpJD/8APsMAADsb2ZL4y8Ttu7Aq6qOSPKhJOd395272XTLCm2zJD+Q5KruvnWF9fc/1raquq6qrrt16bb1dhEAAGCS1lXVsKoOyTzoen93f3hovq2qju3uncNQwtuH9h1Jjl/28uOSfD7J30/yD6vqB5IckeTQqvpyd78h99Pd25NsT5JXn/Bdsz04LwAAYEqW7lt0DxZqPVUNtyS5OMlN3X3hslVXJjknyQXD/z+6rP01VXVZkmck+dIwFPGfLdvnK5OctlLQBQAAMIaq+pbMK7Pv8pgk/yrJQ5N8X5I/G9rf1N1XDa95Y5Jzk9yX5LXd/bGh/XmZV3PfmuTd3X3B7o69nozXGUnOTnJjVd2wqyOZB1xXVNW5ST6X5KXDuqsyLyV/c+bl5F+1jmMAAAAHsgnMweruP0xySpJU1dYkneQjmccs7+juty/ffqjmflaSxyd5ZJJfrqq/N6x+Z5J/lPmIv09V1ZXd/ZnVjr1m4NXd12TleVtJ8twVtp8lOW+Nfb4vyfvWOjYAAMBInpvkj7r7T6pqtW3OTHJZd9+d5I+r6uYkTx/W3dzdn02SYbTfmUn2PPACAAB4wKZ3n62zknxg2fPXVNUrklyX+X2M78i8Yvsnl22zY2hLvr6S+zN2d7ANlZMHAACYquXV0Ydl2yrbHZrkRUn+v6HpXUm+OfNhiDszvw1WsnrF9tXaVyXjBQAAjG8fzPFaXh19Dc9Pcn133za87q/vYVVVP5vk54enq1Vsz27aVyTjBQAAbDYvz7JhhsPtsXZ5SZLfHx5fmeSsqjqsqh6d5MQkv5XkU0lOrKpHD9mzs4ZtVyXjBQAAjG8ic7yq6sGZVyP8/mXNP1FVp2Q+XPCWXeu6+9NVdUXmRTPuTXJed9837Oc1ST6WeTn593T3p3d3XIEXAAAwutlsGjdQ7u6vJPnG+7WdvZvt35bkbSu0X5X5rbTWxVBDAACAkcl4AQAA45vADZQXScYLAABgZDJeAADA+CZSXGNRZLwAAABGJuMFAACMzxwvAAAAxiTjBQAAjG9pGvfxWhQZLwAAgJHJeAEAAOMzxwsAAIAxyXgBAADjcx8vAAAAxjT5jNcR2broLkzWFmHzqh61NPkf7YX5jq1fWnQXJu0Kv1ir+ouDNvc3lWs5JFsW3YXJesR5T110Fybr6B/7k0V3YdK+lHsX3QX2JnO8AAAAGJO0AAAAMD5zvAAAABiTjBcAADA+GS8AAADGJOMFAACMbja7b9FdWCiBFwAAMD5DDQEAABiTjBcAADA+N1AGAABgTDJeAADA+MzxAgAAYEwyXgAAwPjM8QIAAGBMMl4AAMD4zPECAABgTDJeAADA+MzxAgAAYEwyXgAAwPjM8QIAAGBMa2a8qur4JJcmOSbJUpLt3X1RVR2Z5PIkJyS5JcnLuvuOqtqS5KIkL0jylSSv7O7rh33dl+TGYdef6+4X7d3TAQAAJknGa033Jnldd5+U5PQk51XVyUnekOTq7j4xydXD8yR5fpITh2Vbknct29dfdfcpwyLoAgAANoU1A6/u3rkrY9XddyW5KUklOTPJJcNmlyR58fD4zCSXdvesuz+Z5KFVdexe7zkAALD/mC2Nv0zYhuZ4VdUJSU5Ncm2So7t7ZzIPzpIctWuzJLcue9mOoS1JHlRV11XVJ6vqxQEAANgE1l3VsKqOSPKhJOd3951VtdqmW1Zomw3/f1R3f76qHpPkV6rqxu7+oxWOtS3zYYo5detj85iDjllvNwEAgCkyx2ttVXVI5kHX+7v7w0PzbbuGEA7/v31o35Hk+GUvPy7J55Oku3f9/7NJPpF59uzrdPf27j6tu08TdAEAAPu7NQOvoUrhxUlu6u4Ll626Msk5w+Nzknx0WfsrqmpLVZ2e5EvdvbOqHlZVhw37fHiSM5J8Zi+dBwAAMGWbfI7XeoYanpHk7CQ3VtUNQ9ubklyQ5IqqOjfJ55K8dFh3Veal5G/OvJz8q4b2k5L8l6payjzgu6C7BV4AAMABb83Aq7uvycrztpLkuStsP0ty3grtv5HkiRvtIAAAcADY5HO81l1cAwAAYI9NfCjg2DZUTh4AAICNk/ECAADGt8mHGsp4AQAAjEzGCwAAGJ+MFwAAAGOS8QIAAMY3my26Bwsl4wUAADAyGS8AAGB85ngBAAAwJhkvAABgfDJeAAAAjEnGCwAAGN9MxgsAAIARyXgBAADjM8cLAACAMcl4AQAA45vNFt2DhZLxAgAAGJmMFwAAML5NPsdr8oHXcbNDFt2Fybrji4cvuguTdZBc7qru/trWRXdh0g4/6NBFd2GyHjzbsuguTNptW+5ddBem69DDFt2DybptdveiuzBp92Vz/6HOgWXygRcAAHAAkPECAAAYmRsoAwAAMCYZLwAAYHSzJeXkAQAAGJGMFwAAML5NXlxDxgsAAGBkMl4AAMD4VDUEAABgTDJeAADA+FQ1BAAAYEwyXgAAwPhUNQQAAGBMMl4AAMD4ZLwAAAAYk4wXAAAwvpmqhgAAAIxIxgsAABifOV4AAACMScYLAAAY39LmnuO1ZuBVVccnuTTJMUmWkmzv7ouq6sgklyc5IcktSV7W3XdU1ZYkFyV5QZKvJHlld18/7OtRSd6d5PgksyQv6O5b9vI5AQAArKiqHpp5TPKEzGOSVyf5w2w8tjknyY8Ou31rd1+yu+OuZ6jhvUle190nJTk9yXlVdXKSNyS5urtPTHL18DxJnp/kxGHZluRdy/Z1aZKfHPb19CS3r+P4AADA/m62NP6yPhcl+cXuflySJye5KRuMbYYk1FuSPCPzuOYtVfWw3R10zYxXd+9MsnN4fFdV3ZSkkpyZ5NnDZpck+USSfzm0X9rdsySfrKqHVtWxSR6W5ODu/viwry+vdWwAAOAAMYGhhlX1kCTPTPLKJOnue5LcU1UbjW2eneTj3f2FYb8fT/K8JB9Y7dgbmuNVVSckOTXJtUmOHoKydPfOqjpq12ZJbl32sh1D23FJvlhVH07y6CS/nOQN3X3fRvoAAACwhx6T5M+SvLeqnpzkt5P8YDYe26zWvqp1B15VdUSSDyU5v7vvrFp1v1tWaJsNx/qHmQdun8t8DOUrk1y8wrG2ZZ7Ky3MO+pY88aBHrrebAADABM32QTn55XHEYHt3b1/2/OAkT0nyL7r72qq6KH8zrHAlq8U2q7Wval2BV1UdknnQ9f7u/vDQfFtVHTtEhMfmb+Zr7ci8eMYuxyX5fJJDkvxOd3922OfPZT5n7OsCr+HibE+Sn/im7118ThIAAJi85XHEKnYk2dHd1w7PP5h54LXR2GZH/mZo4q72T+yub2sW1xgqeVyc5KbuvnDZqiuTnDM8PifJR5e1v6KqtlTV6Um+NKTtPpXkYVX1iGG75yT5zFrHBwAADgBLs/GXNXT3nya5taq+ZWh6buYxyUZjm48l+Y6qethQVOM7hrZVrSfjdUaSs5PcWFU3DG1vSnJBkiuq6tzMhw6+dFh3VeblFm/OvOTiq4aTvK+qXp/k6iGY++0kP7uO4wMAAOwt/yLJ+6vq0CSfzTxeOSgbi22+UFU/nnlyKUn+za5CG6tZT1XDa7LyGMZkHiHef/tZkvNW2dfHkzxprWMCAAAHmPWXex9Vd9+Q5LQVVm00tnlPkves97jruY8XAAAAD8CGyskDAADskQncx2uRZLwAAABGJuMFAACMbx/cx2vKZLwAAABGJuMFAACMzxwvAAAAxiTjBQAAjG8i9/FaFBkvAACAkcl4AQAA4zPHCwAAgDHJeAEAAKObuY8XAAAAY5LxAgAAxrfJ53gJvAAAgPFt8sDLUEMAAICRyXgBAADjcwNlAAAAxiTjBQAAjG+Tz/GafOB1x5bNnZLcnSMefM+iuzBZj/jyonswXf//wUcsuguTdtxW7zmrucv78W49yCCSVX3tVz656C5M1jdtefiiuzBpd+W+RXcB9prJB14AAMD+b7bJM16+ngMAABiZjBcAADA+GS8AAADGJOMFAACMb2lzF2mS8QIAABiZjBcAADA+c7wAAAAYk4wXAAAwPhkvAAAAxiTjBQAAjG42k/ECAABgRDJeAADA+MzxAgAAYEwyXgAAwPhkvAAAABiTjBcAADC62SbPeAm8AACA8W3ywMtQQwAAgJHJeAEAAONbWnQHFmvNwKuqjk9yaZJjMr9c27v7oqo6MsnlSU5IckuSl3X3HVW1JclFSV6Q5CtJXtnd11fVtyV5x7JdPy7JWd39c3vxfAAAACZnPUMN703yuu4+KcnpSc6rqpOTvCHJ1d19YpKrh+dJ8vwkJw7LtiTvSpLu/tXuPqW7T0nynMyDsl/amycDAABM02xpNvoyZWsGXt29s7uvHx7fleSmJJXkzCSXDJtdkuTFw+Mzk1za3bPu/mSSh1bVsffb7Xcl+YXu/speOAcAAIBJ21Bxjao6IcmpSa5NcnR370zmwVmSo3ZtluTWZS/bMbQtd1aSD+xBfwEAgP3R0mz8ZcLWHXhV1RFJPpTk/O6+czebblmh7a+vwpD9emKSj+3mWNuq6rqquu5/Ln1+vV0EAACYpHUFXlV1SOZB1/u7+8ND8227hhAO/799aN+R5PhlLz8uyfLo6WVJPtLdX1vteN29vbtP6+7T/t5Bj1zfmQAAANO1tA+WCVsz8BqqFF6c5KbuvnDZqiuTnDM8PifJR5e1v6KqtlTV6Um+tGtI4uDlMcwQAADYRNZzH68zkpyd5MaqumFoe1OSC5JcUVXnJvlckpcO667KvJT8zZlXLnzVrh0Nc8SOT/Jre6PzAADA/mHqVQfHtmbg1d3XZOV5W0ny3BW2nyU5b5V93ZKvL7QBAABwQFtPxgsAAOCBmfgcrLFtqJw8AAAAGyfjBQAAjG6zz/GS8QIAABiZjBcAADA+c7wAAAAYk4wXAAAwupmMFwAAAGOS8QIAAMa3yTNeAi8AAGB0hhoCAAAwKhkvAABgfDJeAAAAjEnGCwAAGJ05XgAAAIxKxgsAABidjBcAAACjkvECAABGJ+MFAADAqCaf8XrBV+9ZdBcm6/AjXZvV/NlXF92D6TpktugeTNsjDnrQorswWQ/yXd1uPfHuRfdgurYcsnXRXZisZ/3VonswbVcf7n3ngDLbsugeLJSfZgAAgJFNPuMFAADs/8zxAgAAYFQyXgAAwOhmS+Z4AQAAMCIZLwAAYHTmeAEAADAqGS8AAGB0M/fxAgAAYEwyXgAAwOg2+xwvgRcAADA65eQBAAAYlYwXAAAwutls0T1YLBkvAACAkcl4AQAAo5vKHK+q2prkuiTd3S+sqvcleVaSLw2bvLK7b6iqLUkuSvKCJF8Z2q8f9nFOkh8dtn9rd1+y1nEFXgAAwGbyg0luSvKQZW0/3N0fvN92z09y4rA8I8m7kjyjqo5M8pYkpyWZJfntqrqyu+/Y3UENNQQAAEY3W9oy+rKWqjouyXcmefc6unxmkku7e9bdn0zy0Ko6Nsk/TvLx7v7CEGx9PMnz1tqZwAsAANgsfjrJjyS5/13F3lZVv1dV76iqw4a2SnLrsm12DG2rte+WwAsAABjdbDb+UlXbquq6Zcu2Xcevqhcmub27f/t+XXtjkscleVqSI5P8y6F9pRTabDftu2WOFwAAcEDo7u1Jtq+y+owkL6qqFyR5UJKHVNV/7e7vHdbfXVXvTfL64fmOJMcve/1xST4/tD/7fu2fWKtvawZeVXV8kkuTHJN5Sm57d180TCq7PMkJSW5J8rLuvmON6h8/kfmYyoMyHwv5g929ySv6AwDAgW/RVQ27+42ZZ7dSVc9O8vru/t6qOra7dw5xzIuT/P7wkiuTvKaqLsu8uMaXhu0+luTfVtXDhu2+Y9d+d2c9Qw3vTfK67j4pyelJzquqk5O8IcnV3X1ikquH58nfrv6xLfPqH6mqb808ynxSkidknsp71jqODwAAMJb3V9WNSW5M8vAkbx3ar0ry2SQ3J/nZJD+QJN39hSQ/nuRTw/JvhrbdWjPj1d07k+wcHt9VVTdlPnnszPxNiu2SzNNr/zLLqn8k+WRV7ar+Mcs8pXdo5uMiD0ly21rHBwAA9n+z2TTu45Uk3f2JDMMDu/s5q2wzS3LeKuvek+Q9GznmhoprVNUJSU5Ncm2So4egbFdwdtSuzbJClY/u/s0kv5p5ELczyce6+6aNHB8AAGB/tO7Aq6qOSPKhJOd395272XTFKh9V9dgkJ2U++aySPKeqnrnKsf66Gskvb5EUAwCA/d1safxlytYVeFXVIZkHXe/v7g8PzbcNQwgz/P/2oX216h8vSfLJ7v5yd385yS9kPmfs63T39u4+rbtP+/bZ0Rs9JwAAgElZM/AaqntcnOSm7r5w2aork5wzPD4nyUeXtb+iqrZU1ekZqn8k+VySZ1XVwUMg96wkhhoCAMAmsDTbMvoyZeu5j9cZSc5OcmNV3TC0vSnJBUmuqKpzMw+qXjqsuyrzUvI3Z15O/lVD+weTPCfzaiGzJL/Y3f99b5wEAADAlK2nquE1WXneVpI8d4XtV6z+0d33Jfn+jXYQAADY/02pquEibKiqIQAAABu3nqGGAAAAD8hsaXNnvAReAADA6GazRfdgsQw1BAAAGJmMFwAAMLrNPtRQxgsAAGBkMl4AAMDopn6D47HJeAEAAIxMxgsAABidGygDAAAwKhkvAABgdO7jBQAAwKhkvAAAgNGpaggAAMCoZLwAAIDRqWoIAADAqGS8AACA0alqCAAAwKhkvAAAgNFt9qqGkw+8tm7Z5DnJ3fg7x39t0V2YrCNuX3QPpuu6g+9edBcm7RE5ZNFdmKwv575Fd2HSDp0ZRLKaL/3OPYvuwmQ98yV3LLoLk3bNLx656C7AXjP5wAsAANj/qWoIAADAqGS8AACA0W32OV4yXgAAACOT8QIAAEa32UvmCbwAAIDRGWoIAADAqGS8AACA0SknDwAAwKhkvAAAgNEtLboDCybjBQAAMDIZLwAAYHSzmOMFAADAiGS8AACA0S1t8jsoy3gBAACMTMYLAAAY3ZI5XgAAAIxJxgsAABidqoYAAACMSsYLAAAY3dKiO7BgawZeVXV8kkuTHJP59dre3RdV1ZFJLk9yQpJbkrysu++oqi1JLkrygiRfSfLK7r5+2Ne/T/Kdw65/vLsv37unAwAAMD3rGWp4b5LXdfdJSU5Pcl5VnZzkDUmu7u4Tk1w9PE+S5yc5cVi2JXlXklTVdyZ5SpJTkjwjyQ9X1UP24rkAAAATNcuW0ZcpWzPw6u6duzJW3X1XkpuSVJIzk1wybHZJkhcPj89Mcml3z7r7k0keWlXHJjk5ya91973d/ZdJfjfJ8/bq2QAAAEzQhoprVNUJSU5Ncm2So7t7ZzIPzpIctWuzJLcue9mOoe13kzy/qh5cVQ9P8m1Jjn9AvQcAAPYLS/tgmbJ1B15VdUSSDyU5v7vv3M2mK+X4Zt39S0muSvIbST6Q5DczH8a40rG2VdV1VXXdx3PbersIAAAwSeuqalhVh2QedL2/uz88NN9WVcd2985hKOHtQ/uO/O1M1nFJPp8k3f22JG8b9vnfkvyvlY7X3duTbE+S3zj2n842dEYAAMDkTD0jNbY1M15DlcKLk9zU3RcuW3VlknOGx+ck+eiy9ldU1ZaqOj3Jl4bgbGtVfeOwzycleVKSX9pL5wEAAEzYZi+usZ6M1xlJzk5yY1XdMLS9KckFSa6oqnOTfC7JS4d1V2VeSv7mzMvJv2poPyTJ/6iqJLkzyfd294pDDQEAAA4kawZe3X1NVp63lSTPXWH7WZLzVmj/auaVDQEAgE1madoJqdFtqKohAAAAG7eu4hoAAAAPxNLE52CNTcYLAABgZDJeAADA6Db7PaJkvAAAAEYm4wUAAIzODZQBAAAYlYwXAAAwuqUtqhoCAAAwIhkvAABgdKoaAgAAMCoZLwAAYHSqGgIAADAqGS8AAGB0S5u7qKGMFwAAwNhkvAAAgNEtZXOnvGS8AAAARibjBQAAjG6z38dL4AUAAIxusxfXmHzgdf3Bhy+6C5P1qD/duuguTNbJ93510V2YrBee8BeL7sKk/eytj1x0FybrIdP/yFiob/9B78mr+drvbfbvuVd30PFHLboLk3Z37ll0F2Cv8SkKAACMzg2UAQAAGJWMFwAAMLrNPuhYxgsAAGBkMl4AAMDoNntVQxkvAACAkcl4AQAAo9vsVQ0FXgAAwKZQVQ9K8utJDss8Fvpgd7+lqh6d5LIkRya5PsnZ3X1PVR2W5NIkT03yF0m+u7tvGfb1xiTnJrkvyWu7+2O7O7ahhgAAwOiW9sGyDncneU53PznJKUmeV1WnJ/n3Sd7R3ScmuSPzgCrD/+/o7scmecewXarq5CRnJXl8kucl+U9VtXV3BxZ4AQAAm0J3z7r7y8PTQ4ZlluQ5ST44tF+S5MXD4zOH5xnWP7eqtgztl3X33d39x0luTvL03R1b4AUAAIxutmX8ZT2qamtV3ZDk9iQfT/JHSb7Y3fcOm+xIUrs2T3Jrkgzrv5TkG5e3r/CaFZnjBQAAHBCqaluSbcuatnf39uXbdPd9SU6pqocm+UiSk1bY1a77Pa8Uzs12074qgRcAADC6fVHVcAiytq+54XzbL1bVJ5KcnuShVXXwkNU6Lsnnh812JDk+yY6qOjjJ303yhWXtuyx/zYoMNQQAADaFqnrEkOlKVR2e5NuT3JTkV5N817DZOUk+Ojy+cnieYf2vdPdsaD+rqg4bKiKemOS3dndsGS8AAGB0E7mP17FJLhkqEB6U5Iru/vmq+kySy6rqrUl+J8nFw/YXJ/l/q+rmzDNdZyVJd3+6qq5I8pkk9yY5bxjCuCqBFwAAsCl09+8lOXWF9s9mhaqE3f3VJC9dZV9vS/K29R5b4AUAAIxut5UnNgFzvAAAAEYm4wUAAIxuaZ332TpQCbwAAIDRTaS4xsKsGXhV1fFJLk1yTObXa3t3X1RVRya5PMkJSW5J8rLuvqOqHpfkvUmekuTN3f32Zft6XpKLkmxN8u7uvmDvng4AAMD0rGeO171JXtfdJ2V+c7HzqurkJG9IcnV3n5jk6uF5Mi+z+Nokb1++k6Fk4zuTPD/JyUlePuwHAAA4wC3tg2XK1gy8untnd18/PL4r8xuMVZIzk1wybHZJkhcP29ze3Z9K8rX77erpSW7u7s929z1JLhv2AQAAcEDbUFXDqjoh87r31yY5urt3JvPgLMlRa708ya3Lnu8Y2gAAgAPcbB8sU7buwKuqjkjyoSTnd/ede3CsleqYrHh9qmpbVV1XVdf9zuzze3AoAACA6VhX4FVVh2QedL2/uz88NN9WVccO649Ncvsau9mR5Phlz49LsmJU1d3bu/u07j7t1C2PXE8XAQCACVvaMv4yZWsGXlW1JcnFSW7q7guXrboyyTnD43OSfHSNXX0qyYlV9eiqOjTJWcM+AAAADmjruY/XGUnOTnJjVd0wtL0pyQVJrqiqc5N8LslLk6SqjklyXZKHJFmqqvOTnNzdd1bVa5J8LPNy8u/p7k/v1bMBAAAmaepVB8e2ZuDV3ddk5flZSfLcFbb/08yHEa60r6uSXLWRDgIAAOzv1pPxAgAAeECmXnVwbBsqJw8AAMDGyXgBAACjW9rkOS8ZLwAAgJHJeAEAAKPb7FUNZbwAAABGJuMFAACMbnPP8JLxAgAAGJ2MFwAAMDpzvAAAABiVjBcAADC6pS2L7sFiCbwAAIDRuYEyAAAAo5LxAgAARre5810yXgAAAKOT8QIAAEannDwAAACjkvECAABGp6ohAAAAo5p8xuuGrV9ddBcm64ydf2fRXZisgw/a7KOIV/e+W2vRXZi031z6i0V3YbKO2frgRXdh0r545R2L7sJk/eUXD1t0FybruG89YtFdmLQ7c/uiu8BetLnzXTJeAAAAo5t8xgsAANj/bfbxSDJeAAAAI5PxAgAARqeqIQAAAKOS8QIAAEa3ufNdMl4AAACjk/ECAABGp6ohAAAAo5LxAgAARjfb5LO8ZLwAAABGJuMFAACMzhwvAAAARiXjBQCnsKUgAAAZ3UlEQVQAjG5pk8/xEngBAACj29xhl6GGAAAAo5PxAgAARrfZhxrKeAEAAIxMxgsAABidcvIAAACMas2MV1Udn+TSJMdkHqhu7+6LqurIJJcnOSHJLUle1t13VNXjkrw3yVOSvLm7375sX+9J8sIkt3f3E/byuQAAABM1M8drTfcmeV13n5Tk9CTnVdXJSd6Q5OruPjHJ1cPzJPlCktcmefsK+3pfkuc90E4DAADsT9YMvLp7Z3dfPzy+K8lNSSrJmUkuGTa7JMmLh21u7+5PJfnaCvv69cwDMwAAYBNZ2gfLlG2ouEZVnZDk1CTXJjm6u3cm8+Csqo7aW52qqm1JtiXJ47c+Jo866Oi9tWsAAIB9bt3FNarqiCQfSnJ+d985XpeS7t7e3ad192mCLgAA2P/N9sF/U7auwKuqDsk86Hp/d394aL6tqo4d1h+b5PZxuggAALB/WzPwqqotSS5OclN3X7hs1ZVJzhken5Pko3u/ewAAwIHAHK+1nZHk7CQ3VtUNQ9ubklyQ5IqqOjfJ55K8NEmq6pgk1yV5SJKlqjo/ycndfWdVfSDJs5M8vKp2JHlLd1+8N08IAABgatYMvLr7miRbVln93BW2/9Mkx62yr5dvqHcAAMABYWk27TlYY1t3cQ0AAAD2zIbKyQMAAOyJzZ3vkvECAAAYnYwXAAAwuqVNnvOS8QIAABiZjBcAADC62SbPeAm8AACA0U39BsdjM9QQAABgZDJeAADA6BTXAAAAYFQyXgAAwOg2e3ENGS8AAICRyXgBAACjU9UQAACAUcl4AQAAo5vNzPECAABgRDJeAADA6NzHCwAAgFFNPuP1hdk9i+7CZH3LG79p0V2YrFve/tlFd2Gy7r338EV3YdIO3bJ10V2YrAfFtdmdhzztwYvuwmT94eWuzWp2vPXP89BD7150Nybr0K2HLboL7EWqGgIAsBCCLtg8Jp/xAgAA9n+zTT7HS+AFAABsClX1niQvTHJ7dz9haPvXSb4vyZ8Nm72pu68a1r0xyblJ7kvy2u7+2ND+vCQXJdma5N3dfcFaxxZ4AQAAo5tIVcP3JfmPSS69X/s7uvvtyxuq6uQkZyV5fJJHJvnlqvp7w+p3JvlHSXYk+VRVXdndn9ndgc3xAgAANoXu/vUkX1jn5mcmuay77+7uP05yc5KnD8vN3f3Z7r4nyWXDtrsl4wUAAIxuNptExms1r6mqVyS5LsnruvuOJJXkk8u22TG0Jcmt92t/xloHkPECAAAOCFW1raquW7ZsW8fL3pXkm5OckmRnkp8a2ressO1sN+27JeMFAACMbl/cx6u7tyfZvsHX3LbrcVX9bJKfH57uSHL8sk2PS/L54fFq7asSeAEAAKObajn5qjq2u3cOT1+S5PeHx1cm+W9VdWHmxTVOTPJbmWe8TqyqRyfpzAtwfM9axxF4AQAAm0JVfSDJs5M8vKp2JHlLkmdX1SmZDxe8Jcn3J0l3f7qqrkjymST3Jjmvu+8b9vOaJB/LvJz8e7r702sdW+AFAACMbgrl5Lv75Ss0X7yb7d+W5G0rtF+V5KqNHFtxDQAAgJHJeAEAAKObeDn50cl4AQAAjEzGCwAAGN0U5ngtkowXAADAyGS8AACA0U31Pl77iowXAADAyGS8AACA0S2paggAAMCYZLwAAIDRbe581zoCr6o6PsmlSY5JspRke3dfVFVHJrk8yQlJbknysu6+o6oel+S9SZ6S5M3d/fbd7WevnxEAAMDErGeo4b1JXtfdJyU5Pcl5VXVykjckubq7T0xy9fA8Sb6Q5LVJ3r7O/QAAAAe4pcxGX6ZszcCru3d29/XD47uS3JSkkpyZ5JJhs0uSvHjY5vbu/lSSr61zPwAAAAe0Dc3xqqoTkpya5NokR3f3zmQeVFXVUXu4n5XWb0uyLUkefdCjctRBj9hINwEAgImZekZqbOuualhVRyT5UJLzu/vOPT3gevbT3du7+7TuPk3QBQAA7O/WFXhV1SGZB0vv7+4PD823VdWxw/pjk9y+h/sBAAAOcLPZbPRlytYMvKpqS5KLk9zU3RcuW3VlknOGx+ck+ege7gcAAOCAtp45XmckOTvJjVV1w9D2piQXJLmiqs5N8rkkL02SqjomyXVJHpJkqarOT3JykiettJ/uvmpvnQwAADBNm32O15qBV3dfk2TLKqufu8L2f5rkuBW23d1+AACAA9hskwde6y6uAQAAwJ7ZUDl5AACAPTH14hdjk/ECAAAYmYwXAAAwus1eXEPGCwAAYGQyXgAAwOjM8QIAAGBUMl4AAMDozPECAABgVDJeAADA6GYyXgAAAIxJxgsAABjdkqqGAAAAjEnGCwAAGJ05XgAAAIxKxgsAABidOV4AAACMSsYLAAAY3Waf4zX5wGvnvXctuguTtfS//mTRXZisv/zqoYvuwmQ96757Ft2FSfudwwwEWM1Xct+iuzBpt/z3LYvuwmTda4DNqh518hcX3YVJe9gf1qK7AHvN5AMvAABg/2eOFwAAAKOS8QIAAEZnjhcAAMDIDDUEAABgVDJeAADA6Db7UEMZLwAAgJHJeAEAAKObzZYW3YWFkvECAAAYmYwXAAAwuiVzvAAAABiTjBcAADC6mft4AQAAMCYZLwAAYHTmeAEAADAqGS8AAGB05ngBAAAwKhkvAABgdEsyXgAAAIxJxgsAABjdbJNXNVwz8Kqq45NcmuSYJEtJtnf3RVV1ZJLLk5yQ5JYkL+vuO6rqcUnem+QpSd7c3W8f9vOgJL+e5LDhuB/s7rfs9TMCAACYmPUMNbw3yeu6+6Qkpyc5r6pOTvKGJFd394lJrh6eJ8kXkrw2ydvvt5+7kzynu5+c5JQkz6uq0/fCOQAAABM3m81GX6ZszcCru3d29/XD47uS3JSkkpyZ5JJhs0uSvHjY5vbu/lSSr91vP7Pu/vLw9JBhmfbVAQAA2As2NMerqk5IcmqSa5Mc3d07k3lwVlVHreP1W5P8dpLHJnlnd1+74R4DAAD7naVNnnNZd1XDqjoiyYeSnN/dd+7Jwbr7vu4+JclxSZ5eVU9Y5Vjbquq6qrruy/ninhwKAACYEEMN16GqDsk86Hp/d394aL6tqo4d1h+b5Pb1HrS7v5jkE0met8r67d19WnefdkQeut7dAgAATNKagVdVbUlycZKbuvvCZauuTHLO8PicJB9dYz+PqKqHDo8PT/LtSf5gTzoNAADsX5Zms9GXKVvPHK8zkpyd5MaqumFoe1OSC5JcUVXnJvlckpcmSVUdk+S6JA9JslRV5yc5OcmxSS4Z5nkdlOSK7v75vXkyAAAAU7Rm4NXd1yTZssrq566w/Z9mPofr/n4v88IcAADAJjP1OVhjW3dxDQAAAPbMhsrJAwAA7Anl5AEAABiVjBcAADA6c7wAAAAYlYwXAAAwuqnfZ2tsMl4AAAAjk/ECAABGN1PVEAAAgDHJeAEAAKMzxwsAAIBRyXgBAACjcx8vAAAARiXjBQAAjE5VQwAAAEYl4wUAAIxus8/xEngBAACjm0rgVVXPS3JRkq1J3t3dF+yL4xpqCAAAbApVtTXJO5M8P8nJSV5eVSfvi2MLvAAAgNHN9sGyDk9PcnN3f7a770lyWZIz98LprUngBQAAbBaV5NZlz3cMbaOb/Byv3+xf3bLoPuxSVdu6e/ui+zFVU7o+T7tw0T3426Z0baZoStfnmYvuwP1M6dpMjWuze1O6Pk9cdAfuZ0rXZoqmdH3etugO3M+Urs3+6N57evS/66tqW5Jty5q23+/fbKU+7JPJZzJeG7Nt7U02Nddnda7N7rk+q3NtVufa7J7rszrXZvdcn9W5NhPX3du7+7Rly/0D5R1Jjl/2/Lgkn98XfZt8xgsAAGAv+VSSE6vq0Uk6yVlJvmdfHFjGCwAA2BS6+94kr0nysSQ3Jbmiuz+9L44t47UxxvTunuuzOtdm91yf1bk2q3Ntds/1WZ1rs3uuz+pcmwNAd1+V5Kp9fdwtU7mRGQAAwIHKUEMAAICRHbBDDavq6CTvSHJ6kjuS3JPkJ7r7Iwvt2IRV1X1JblzW9OLuvmVB3ZmUqpol+a/dffbw/OAkO5Nc290v3IP9vSjJyd19wd7t6QO37OdgS5L7krymu39jLx/j2Ulev5FrV1WfGF5z3QaP9b4kP9/dH9zI68Yw1rWtqncnubC7P1NVtyQ5rbv//IHud1+rqi939xEj7v9fJ/lyd799rGOMZYX358v25vtHVZ2S5JHD8JvJqKpjkvx0kqcluTvJLUnO7+7/ucK2J2T+u/6EvXDcT2SF95spv3ev19i/Z1M15nlX1WlJXtHdrx1j/xw4DsjAq6q2JPm5JJd09/cMbd+U5EXrfP3W7r5vxC5O1V919ymrrayqg4cJiZvRXyZ5QlUd3t1/leQfZV4JZ49095VJrtxbndvL/vrnoKr+cZJ/l+RZi+3SAWPNa7sn7z/d/X/uvS7uHzbh+/Ru35/3glOSnJYFzHlYzfBZ/pHMP8vPGtpOSXJ0kq8LvPaFib9377FN+Pu0Vw0B+oa+FGRzOiADryTPSXJPd//nXQ3d/SdJfqaqtia5IMmzkxyW5J3d/V+Gb+DfknkW45SqekGSX0xyTeZZs99N8t4kP5bkqCT/rLt/q6qenvm3cYcn+askr+ruP6yqV2Ye6D04yTcn+Uh3/0hVnZvkCd39fydJVX1fkpO6+4fGvCB7ajiP70zyoCTfMHzb99EkD0tySJIf7e6PDt80/kLm1+tbMw9Kzuzuv6qqxyb5z0kekfm3/C/t7j+qqh9O8rLM/x0+0t1v2acnt3G/kPm1+GCSlyf5QJJ/mCRV9Q1Jfibz+4QenORfD9flhzL/9351VT1xeM3TMz/v07r7NUN29j8necxwnH/e3b8xvPbVQ9u7u/un98lZ/m0PyTxjnKo6Ihv/t39akoszD1yvSfL8+38bvZvfocMz/507OfOqQ4cve813ZP67eFiSPxpe8+WquiDz37t7k/xSd79+eMkzh+t5TJIfmUL2K3/72j47y95/kpxcVT+X+X1GHpTkou7ePvz+/Zvh9YcnObS7H72n2cCpqqpjk1ye+TU6OPPfif9RVV9OcmGSf5zkdVX1nCT/JPNr8RtJvr+7Z1X1zUnemfl7zleSfF93/8ECTmV0w2fVhUn+PMn1mb+PvCjJHyb51u7+s6o6KPNA5fQkb0/y1SSPzzyA+aEkv5T5z9XhVfUPkvy77r58X5/LCr4tydfu91l+Q1VtqaqfTPL8zG96+tb797eqHpTkXZkHk/cm+aHu/tXhM+3FSbYmeUKSn0pyaJKzM8+ovaC7vzDs5nur6j9k/nP46uEz/5X5m/fuf5LkR4fX/0XmfxfcNsaFGMN633eGbV+V5I3Dtv8zyd3d/ZpF9PuBWONz7IH8zffsDKM4hmP8TOY/e7MkP9bdH6qqd2WeuT08yQf3g795GMGBOsfr8Zl/AK3k3CRf6u6nZf4L8H1DHf9k/gfxm7v75OH5Y5NclORJSR6XeY3/f5Dk9UneNGzzB0me2d2nJvlXSf7tsmOdkuS7M/9j/Lur6vgklyV5UVUdMmzzqsx/uafg8Kq6YViWD8n8+0nO6e7nZP6B/ZLufkrmH4o/NXwrmSQnZh7IPj7JF5P806H9/UP7kzP/w3zn8IfziZlf81OSPLWqnjn2CT5AlyU5a/hAf1KSa5ete3OSXxl+rr4tyU8OwdhPJ3lsVb0k83/n7+/ur9xvv/8hya8N1+cpST5dVU/N/GfjGZl/CHxfVZ064rktt+vn4A+SvDvJjw/te/Jv/94k/1d3//3Mg+6VrPY79M+TfKW7n5TkbUmemiRV9fDM/9j59qEv1yX5oao6MslLkjx+eM1blx3j2Mx/d1+Y+Rcvi7LatU2+/v3n1d391Mw/vF9bVd/Y3Vd29ylD5uN3M/8j+kD0PUk+Npznk5PcMLR/Q5Lf7+5ndPc1Sf5jdz9tCOYPz/zfN5lXHfsXw/V7fZL/tG+7P4rl7883VNV3D+9F/yXzLzT+QeaBZrp7Kcl/TfLPhtd+e5LfXTb89ITMM63fmfmXPgdl/rt3+fDzNYWgK5kHRr+9Qvv/kfnnxpMzP7efHIL15c5Lku5+YuZflF0yXK9d+/2ezH/n3pb5+8ypSX4zySuW7eMbuvtbk/xAkves0I9rkpw+vPayJD+y4TNcvDXfd4Zr+2NJzsh8tMfJK+9qv7C7z7EH+jffLv9P5n9nPnH4LPqVof3N3X3asP9nVdWT9vrZMXkHasbrb6mqd2b+y3NPkj9J8qSq+q5h9d/N/I/Ge5L8Vnf/8bKX/nF33zjs49NJrh6+Tb0x8w+uXa+/pKpOzPybjUOWvf7q7v/d3tnFWFVdcfw3ReuUgKMlWu3faGMiMWmTJq1WjRahfjxUEyWKn2kgJTWltVoTY+sbKaaa9oE2RoxCiNW0BNoqQZqKH6BYOkqt6CiIMZVYXVGsZkTEQIzQh7WOczhz73Avzp2597J+L1zOOfvOPvucvffaa/3XvrYjym8BTjKzNyWtBS6W9ApwePE32oB6UpbHSh7AHuDXsUjaCwj3moK3V2Eg/Rv4mqTJgCxy68xsN3wWsbgQ2BTXT8Kfw/pRvqdRw8wGwit2NcPlOBfiC+oiwtILnGhmr4SHdAC4x8w21Pjq7xGTfUg9doTX+SEz2wUg6UE8urapRvnRpiyHOwu4X9I3aP7ZHwVMtqEcpj8xZBiXqdeHpuGL0qLtB+L4mfjEv0ESuLe5H/gQn1SXSPobsLr0N1aGMbolIozjRb22heHjzw2xYAf3QJ+Ce9WRdEt8111jVO+x5l/A0nBQrSy9W58Cfy1dNyPaYiLwZdxpsQ538Pw53g/wyGinM2x8Dtnd66X3ZhlwXXxeinv2f4dHzssOvhXRH16T9DpuZHYS5wDLYrzcLukp3JE6ULnmTgAz2yrpDWBqnFtnZjuBnZJ2AA/H8Zdwo7hgWZRfL+nIGNPKnAAsj4XJF4FtdB6NjDvHAU+a2f8AJC1nqC07jQPNY5/H5is4H/9BXgDMbDA+XiHpOtz2Ph6fxwaGF0+6mW5deG1myOOOmf00vOTPAf/FPaFrygUiTLyr8j17Sp/3lv6/l6G2W4AP4jPDKH+yTvlPS2WW4N6TrbRPtGskyu1yLe5V/baZfSJP5C+8iNX7/RI+yNWiB5ez3DPKdW01q/Aow3RgSul4D3CZmb1ao8wpwEfAV5v4O/XabUwxs/7oO8cA32d0nn2VkfpQrd+76MGdAVdXT4QM5Dx80rseX9RW69eObQulfhbj0fnAWWb2cUgJe+PcecAsfGHalYShOw2PyDwg6bdmdj+wO4ztQkq2CJd9vSnfOKMXj958UMeJ1G3UfZejTbaHHPMMhqJfMLxftevvymwGLq9xvJE+PNI1jcztcOB2uhPf1GZV9Nn5DdSr3Who3KF935FmadSGORibr6CHSnuFsupm4HQzG5Rv+tRbo2zS5XSr1HAt0CtpXunYxPh3DTCvkPpJmhqSsIOlj6FNFuY0UsDMnsU9SdcQHrUOog94NwasGcBJI11sZh8Cb0m6FEDSEZIm4s/hh6GFRs6xLa77aLAU+FWNKOUa4GeFZKGQBUrqw6UL04AppUhrmSdwWR2SJkg6Eo/8XSppYryfM4GnW3FDIyHpVDwX4n2af/aDuEf5zDh0VZ1L6/Wh9YSxGFGhwhP9DHC2PHeQaKOp8S71me/K9nNcitS2VNq2Sh8wGMbPqXiUr9gkaBFwhfkmL11J3Oe7ZrYYzxH8Vo3LCqPlvXj2l8NnY842SbPiu3okfXMMqj0ebAVODgMQXNpeZgkuOVxh+2+cMEvSF+S5cCfj+WA7gcktrm+zrAWOkOdCAyDPGx3E5fsTJB2Dj68bK2XL48dU4ET8Ppvhyih/Di4d21E5Xx67Zjf53e1IzXEHl9VPl8sOD8cdP51KU/NYnfIHsvkexR1/AEg6Gs8T3IUrWr6C5ycmhyBdufAys3148uy5krZJ2gj8AfgFPhFtAZ6X9DKuj/88kb/fALdL2oAbUY2yAthQCkF3Cn8ETpP0HD6pNZKw/gNcvjCAJ8AfZ2aP4tKz/gjj/4X2m/SHYWZvmdnva5xagEsOBuK9KnJ3FgKLzLc+ngvcUWOBeSMumXoJl+l93cyeB+7DjYln8c01xkJmCKVcEnyDg9lhtB3Ms58L3CupH/cCVg0XqN+H7gYmxXtzC2FYhdxlDrAszj2DS6UmA6vj2FPATc3d9phQr22rPAIcFveyAL9H8PueAjwU39M2O9CNMtOBFyRtwtULw/qcmX0ALMblYStxeWLBtcBcSS/iUZNLWl3hMaCa43VHLL5/Ajwi6R/AdvbvY6twGXdVWfEq3kf+judg7gbW4ZsrvCCpuoAbF2IunwlcIOk/If+aj88dA3ie41p8w5x3KsUXARNiXF0OzDGzPTTHoKR/4nlwc2ucn49LWp/GNzfpdGqOO2b2Nn6v/cDj1M+hb1vkPwGzh4Obx8o0YvPdBhwt6eUYg2aY2Yt4qsBm3IFbK+0gOQTo2bevW6LHnYWk1cBCM3tivOuSJK1C0iQz+yg+/xI43sxuHOdqJUnXUPSxiLbfBbxmZgvj3Gn4PPPd0vX30Sa/a5d0Jirt7DjedWmUiHovNrPvjHddkkObbs3xalvkybkb8R2mctGVdDsXSboVH2veoEE5bpIkDfMjSbPxzR024SqOwtExj/1zu5LkkEPSj4EbcAl6kowrGfFKkiRJkiRJkiRpMV2Z45UkSZIkSZIkSdJO5MIrSZIkSZIkSZKkxeTCK0mSJEmSJEmSpMXkwitJkiRJkiRJkqTF5MIrSZIkSZIkSZKkxeTCK0mSJEmSJEmSpMX8H4/xmMan2h38AAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Changing the limits of the colormap\n", - "plt.figure(figsize=(16,9))\n", - "ax = sns.heatmap(canada1,vmin=0, vmax=8000)\n", - "plt.yticks(rotation=0)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 438, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Plot a heatmap for data centered on 4000 with a diverging colormap\n", - "plt.figure(figsize=(16,9))\n", - "ax = sns.heatmap(canada1,center=4000)\n", - "plt.yticks(rotation=0)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 439, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Changing cmap \n", - "plt.figure(figsize=(16,9))\n", - "ax = sns.heatmap(canada1,vmin=0, vmax=8000,cmap=\"YlGnBu\")\n", - "plt.yticks(rotation=0)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 440, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(16,9))\n", - "ax = sns.heatmap(canada1,vmin=0, vmax=8000,cmap=\"coolwarm\")\n", - "plt.yticks(rotation=0)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 441, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Add lines between each cell\n", - "plt.figure(figsize=(16,9))\n", - "ax = sns.heatmap(canada1,vmin=0, vmax=8000,linewidths=.1)\n", - "plt.yticks(rotation=0)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 442, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Annotate each cell with the numeric value using integer formatting\n", - "plt.figure(figsize=(16,9))\n", - "ax = sns.heatmap(canada1,vmin=0, vmax=8000,annot=True, fmt=\"d\")\n", - "plt.yticks(rotation=0)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 443, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Annotate each cell with the numeric value using decimal formatting\n", - "plt.figure(figsize=(16,9))\n", - "ax = sns.heatmap(canada1,vmin=0, vmax=8000,cmap=\"YlGnBu\", annot=True ,fmt=\".2f\")\n", - "plt.yticks(rotation=0)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 444, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(20,11))\n", - "ax = sns.heatmap(canada1,vmin=0, vmax=8000,cmap=\"YlGnBu\", linewidths=.5, annot=True ,annot_kws={'size':14} ,fmt=\".1f\")\n", - "plt.yticks(rotation=0)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 445, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Turn off the colorbar -> cbar=False\n", - "plt.figure(figsize=(20,11))\n", - "ax = sns.heatmap(canada1,vmin=0, vmax=8000,cmap=\"YlGnBu\", linewidths=.5, \n", - " annot=True ,annot_kws={'size':14} ,fmt=\".1f\" , cbar=False)\n", - "plt.yticks(rotation=0)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 446, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Force the aspect ratio of the blocks to be equal using \"square\" parameter\n", - "plt.figure(figsize=(20,11))\n", - "ax = sns.heatmap(canada1,vmin=0, vmax=8000,cmap=\"YlGnBu\", linewidths=.5, \n", - " annot=True ,annot_kws={'size':14} ,fmt=\".1f\" , cbar=False ,square = True)\n", - "plt.yticks(rotation=0)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 447, - "metadata": {}, - "outputs": [], - "source": [ - "sns.set(rc={'xtick.labelsize':17,'ytick.labelsize':17,'axes.labelsize':20})" - ] - }, - { - "cell_type": "code", - "execution_count": 448, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(20,12))\n", - "plt.rcParams['figure.facecolor'] = \"#a1c45a\"\n", - "plt.rcParams['axes.facecolor'] = \"#a1c45a\"\n", - "plt.rcParams[ 'axes.labelsize'] = 20\n", - "plt.rcParams['xtick.labelsize'] = 15\n", - "plt.rcParams['ytick.labelsize'] = 15\n", - "\n", - "ax = sns.heatmap(canada1,vmin=0, vmax=8000,cmap=\"YlGnBu\", linewidths=.5,annot=True ,annot_kws={'size':14} ,fmt=\".1f\")\n", - "plt.yticks(rotation=0)\n", - "plt.text(4,-.2, \"Heat Map\", fontsize = 50, color='Black')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Facet Grid\n", - "\n", - "##### Multi-plot grid for plotting. A FacetGrid can be drawn with up to three dimensions − row, col, and hue." - ] - }, - { - "cell_type": "code", - "execution_count": 477, - "metadata": {}, - "outputs": [], - "source": [ - "# Recover default matplotlib settings\n", - "mpl.rcParams.update(mpl.rcParamsDefault)\n", - "plt.rcParams[ 'axes.labelsize'] = 10\n", - "plt.rcParams['xtick.labelsize'] = 10\n", - "plt.rcParams['ytick.labelsize'] = 10" - ] - }, - { - "cell_type": "code", - "execution_count": 478, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
agesexbmichildrensmokerregioncharges
019female27.9000yessouthwest16884.92400
118male33.7701nosoutheast1725.55230
228male33.0003nosoutheast4449.46200
333male22.7050nonorthwest21984.47061
432male28.8800nonorthwest3866.85520
\n", - "
" - ], - "text/plain": [ - " age sex bmi children smoker region charges\n", - "0 19 female 27.900 0 yes southwest 16884.92400\n", - "1 18 male 33.770 1 no southeast 1725.55230\n", - "2 28 male 33.000 3 no southeast 4449.46200\n", - "3 33 male 22.705 0 no northwest 21984.47061\n", - "4 32 male 28.880 0 no northwest 3866.85520" - ] - }, - "execution_count": 478, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "insurance.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 479, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Facet along the columns to show a categorical variables using \"col\" parameter (univariate plot on each facet)\n", - "g = sns.FacetGrid(insurance, col=\"sex\")\n", - "g = g.map(plt.hist, \"bmi\", edgecolor ='w', linewidth=2)" - ] - }, - { - "cell_type": "code", - "execution_count": 480, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Facet along the columns and rows to show a categorical variables using \"col\" and \"row\" parameter\n", - "g = sns.FacetGrid(insurance, col=\"sex\" , row = \"region\" , height=4, aspect=1)\n", - "g = g.map(plt.hist, \"bmi\",edgecolor ='w', linewidth=1)" - ] - }, - { - "cell_type": "code", - "execution_count": 484, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "g = sns.FacetGrid(insurance, col=\"region\" , row = \"sex\" , height=3, aspect=1)\n", - "g = g.map(plt.hist, \"bmi\",edgecolor ='w', linewidth=1)" - ] - }, - { - "cell_type": "code", - "execution_count": 482, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAABKUAAAJOCAYAAABm7rQwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3XlYlXX+//EXoqKlqZVaHFyRRSRX3BcsM7dJy2WytJ9ZqWWWjo6OY0rqWE0LmF8bS6uxzUZbRp1cytRyySWtXMrGLc2lQtFQkQCF9+8Pv9zfMECBw30An4/r8vI693be53O4X5zz5tyf42dmJgAAAAAAAMBFpXxdAAAAAAAAAK48NKUAAAAAAADgOppSAAAAAAAAcB1NKQAAAAAAALiOphQAAAAAAABcR1MKAAAAAAAArqMpBQAAAAAAANfRlAIAAAAAAIDraEoBAAAAAADAdTSlioCPPvpIbdu2VY0aNRQTE+PTWvr27VvgGmJjYzVq1CgvVZR3LVu21CuvvOKz+y/KFixYoPr16/u6DBRRZJF3kUU5I4uQE3LIu8ih7HnjuUXJRx55F3mUPfKIplSR8Je//EU9evTQli1bNG7cOF+XU+wtW7ZMAwcO9HUZPlccgn/UqFG6//77fV0G/hdZ5F1k0QVFNYtojBVN5JB3Xek5tGHDBnk8Hp06dcrXpeTK4/Hoo48+8nUZuAh55F3kUdHNI183xkr77J4hSTp79qwSEhIUHR2tG264wdfl+My5c+dUpkwZrxzruuuu88pxgCsJWXQBWQT4Djl0ATnkHefOnfN1CSjGyKMLyCPvII9yV+I+KbVkyRJ16tRJwcHBatCgge666y4lJyc76xcsWKDo6GjVrVtXHTp00Ouvv+6se++99xQSEqLvv//eWTZx4kS1a9cuyzG8ZcOGDQoNDZUk/fGPf5TH49GGDRskSVu2bFHv3r0VHBysqKgoTZo0KUsNLVu21AsvvKDHHntMISEhatGihT7++GOdOHFCgwcPVkhIiDp16qTt27c7+5w8eVLDhw9Xs2bNFBwcrE6dOmnRokW51piWlqZp06apWbNmqlevnv7whz84NRaEx+PRm2++qcGDB6tevXqaMWOGJGnPnj269957FRISokaNGunRRx/VyZMnnf2SkpI0YsQI1atXT02aNNGcOXN+19m9+K/yR48edcYkLCxMw4YN0/Hjx531sbGx6ty5s95//321bNlS4eHhevjhh5WUlFTgx5mTxMREjRgxQjfddJOCg4PVtm1bLViwwFn/3XffqV+/fs7P8bhx43T27FlnfXbd7Pvvv9/5SG7fvn115MgRTZ48WR6PRx6PJ8u2n332maKjoxUSEqIBAwYoPj7eud+goCBnzBMTExUUFKShQ4c6+86cOVO33367c/tSz1lO52RsbKzee+89ffzxx06N3vjZKirIIrKILMp/FmXK7TyRpCeffFLt2rVTcHCwWrdurWeffTbLC79vv/1Wffv2VWhoqMLCwtS1a1dt375dGzZs0OjRo3X69GmnrtjY2AKNZVFEDpFDxSGHMj89sG7dOnXr1k3BwcHq2bOn9u3bl2W7N954Q23atFHt2rXVvn17vf/++1nWXzyOf/7zn9WvXz9JUkREhDweT5ZLl8xM06ZNU4MGDdS4ceMsGTBlyhQNGjTIuf3KK6/I4/Fo5cqVzrL27dvrrbfecm7ndj6lpaXp8ccfV5MmTVS3bl21bNlSM2fOlHThOZKkBx54QB6Px7ld0pBH5BF5lL88kqTTp09r3LhxatiwocLCwtSvXz99++23zvqDBw9q8ODBatSokUJCQtS9e3etXbs2yzFef/11tW3bVnXr1lWjRo00ZMgQSReuXNm4caNee+015zXR4cOHCz6YeWElyM8//2w1a9a02bNn26FDh2zXrl02d+5cS0pKMjOzt99+25o0aWJLly61H374wZYuXWoRERG2YMEC5xhDhw617t2727lz52z16tVWq1Yt+/rrr3O8z02bNlm9evVy/Tdjxoxs901NTbV9+/ZZYGCgLV261OLj4y01NdV27dplISEhNmfOHNu/f7998cUXdtttt9moUaOcfVu0aGERERH25ptv2v79+238+PEWGhpqAwYMsP/85z+2b98+u//++y06OtoyMjLMzOzHH3+0l156yXbu3GkHDx601157zWrUqGFffvmlc9w+ffrYpEmTnNuPPPKI9ezZ0zZt2mQHDhywl156yerUqWP79+/PcUyef/55GzlyZK7PVWBgoDVs2ND+9a9/2cGDB+3w4cP2888/W2RkpD311FO2d+9e27lzp/Xv39/69u3r7PfnP//ZWrRoYWvXrrXvvvvOHnjgAQsNDc1Sc4sWLWzOnDlmZpaRkWG33Xab3XHHHbZ9+3b78ssvrUuXLtanT58s9YaEhNiDDz5o3333nW3atMkaN25sTz/9dI71Hzly5JLP+7hx43Lcf8KECda5c2fbtm2bHTp0yNasWWMff/yxmZklJydb06ZNnXrWrVtnrVq1yjKmFz9PZmaDBw92tjl58qQ1a9bM4uLiLD4+3uLj483MbP78+VarVi276667bNu2bbZjxw6Ljo62Rx55xBmvyMhIW7JkiZmZffTRRxYZGWkNGzZ07ufuu++2J5980szsks9ZbudkUlKSDRs2zAYMGODUmJqamuOYFSdkEVmUOTZkUf6yyOzyzpPp06fbF198YYcOHbKPP/7YGjVqZP/4xz+c9TfffLONGDHC9u7da/v377f//Oc/9s0331hqaqq98sorFhYW5tSVeX6WFOQQOZQ5NkU9hz7//HMLDAy0Hj162IYNG2z37t125513Ws+ePZ1tli1bZrVq1bK5c+favn377OWXX7YaNWrY+vXrcx3HpUuXWmBgoO3bt8/i4+Pt1KlTZnbhuQ0LC7PY2Fjbv3+/vfvuu+bxeGzNmjVmZvbxxx9beHi4paenm5nZ/fffb5GRkfa3v/3NzMzi4+MtMDDQ9u7da2aXPp9eeukli4qKsk2bNtnhw4dt8+bNtnDhQjMzS0hIsMDAQJs/f77Fx8dbQkJCjmNVXJFH5FHm2JBHec+jjIwM69Wrlw0aNMi2bdtm+/fvtylTpliDBg3s5MmTZmb2zTff2Jtvvmm7du2y/fv329///nerW7euHTlyxMzMtm3bZjVq1LCFCxfa4cOHbefOnfbqq6+amdmpU6fs9ttvt7Fjxzqvic6fP5/rz4m3laim1I4dOywwMNAOHz6c7fqoqCjnF0Cm6dOn2+233+7c/uWXX6xZs2Y2fvx4a9Sokb3wwgu53mdycrJ9//33uf7L/GHJTmJiogUGBtrnn3/uLHv00Udt7NixWbbbvHmzBQUF2a+//mpmF07qESNGOOszfzk+++yzzrKtW7daYGCg8yYgOwMHDrQpU6Y4t38beAcOHDCPx2M//fRTln3++Mc/2lNPPZXjMS838GJiYrIse/bZZ+3uu+/Osuzo0aPOyXvmzBmrVauWffjhh876U6dOWXBwcI6Bt2bNGqtRo4ZzQpqZ7d692wIDA51fZM8//7wFBwfbmTNnnG3+9re/WY8ePXKs/9y5c5d83o8fP57j/oMGDbI//elP2a57++23LSIiws6ePessW7lypQUFBdmxY8fM7NJvBC8eh0zz58+3wMBAO3DggLNs7ty51qhRI+f2gw8+aI8//riZmcXExNiUKVMsMjLSdu/ebefOnbOQkBBbvXq1mV36ObvUOTly5EgbPHhwtuuKM7KILDIji7Ibh0yXk0WXc55cbNasWda1a1fndmhoaJY3NRfXEB4enuOxijtyiBwyKx45lPkmcO3atc6ylStXWmBgoPMc9+zZ83c/B0OHDrWBAwc6t7Mbx8xjJyYmZlnep08fu+OOO7Is6969u/NHt1OnTllQUJBt377dMjIyrEGDBjZz5kzr3r27mZktXLgwT3k1ceJE69evn9OEuFhgYKAtX748hxEq/sgj8siMPMpvHq1bt87CwsIsJSUlyzZt2rSxt956K8fH0rFjR/vnP/9pZmZLly61sLCwLGN5cQ0Xv55zU4maUyoiIkLt2rVTp06dFB0drejoaPXo0UOVK1fWiRMn9OOPP2rMmDEaO3ass096eroqVqzo3K5cubJiY2N1zz33KCoqSiNGjMj1PsuXL686dep49XHs3LlTBw8e1MKFC51lZqaMjAwdPnxYISEhzuPNVLVqVUlSeHj475YlJCSoWrVqSk9P14svvqgPP/xQP/30k9LS0pSWlqarrroqxzrMTO3bt8+yPC0tTVWqVCnw42zUqFGW2zt27NCGDRucx/dbP/zwg1JSUnTu3Dk1adLEWX7NNdcoODg4x/vYu3evAgMDs1wyEhoaqkqVKmnv3r1q3LixJKlGjRqqUKGCs021atV04sSJHI9bunTpAj3v/+///T8NGTJEO3fuVHR0tLp06aLmzZs7NdevXz/L89K8eXNlZGRo//79zvOaX+XLl1ft2rWd29WrV1dCQoJzu3Xr1po3b54kadOmTRo7dqwOHz6sjRs36vTp00pJSXFqvdRzFh0dneM5WZKRRWTRxcii38stiy73PFmyZIleffVVHTx4UGfPnlV6enqW8Rs6dKjGjh2rDz74QO3bt9cf/vCHLPdZkpFD5NDFimoOZfrtc1i9enVJF7LA4/Fo3759GjBgQJbtmzdvrtdeey3LsovHMTcXf9FBtWrVnAy65ppr1KBBA23YsEGlS5dWqVKlNHDgQMXGxiopKUkbNmxQq1atnBovdT798Y9/VP/+/dW+fXvdfPPNuvXWWxUdHX3ZtRZ35BF5dDHyKKvc8mjnzp06e/asIiMjs2yTkpKiH374QZKUnJysuLg4rVy5UvHx8Tp//rxSUlJ09OhRSVKHDh0UFBSk1q1bq2PHjrr55pvVrVs3lS9f/rJrLEwlqinl7++v+fPna+vWrVqzZo3mzp2rZ555RkuWLHEG/LnnnstywmTu91ubNm2Sv7+/4uPjlZycnCUQL7Z58+ZLfovAo48+qscee+yyH0dGRoYGDhyY7beS/fbELV36/54+Pz8/ScoyEV3msoyMDEnS7Nmz9corr2jKlCkKDw/XVVddpSeeeCLHidcyMjLk7++v5cuX/26Mrr766st+PDm5OGjNTJ07d9aECRN+t2316tWzXEd+8X45MTNnHHJb/tuxlC6MXea4Zefo0aPq2LFjjuslqXfv3nrmmWeyXXfLLbfoiy++0MqVK7V+/Xr1799fgwYNUkxMTI41Z9b12/9/63In0Lt4skI/P78sY9i6dWvFxMTowIED2r17t1q2bKkffvhBmzZt0unTp9WwYUPnl8OlnrPczsmaNWteVr3FEVlEFmW3jizKKrcsynzMuZ0nX375pYYPH64xY8aoY8eOqlixohYvXqw5c+Y4244ZM0Z33HGHVq1apU8//VSxsbGaNWuWunXrdlk1FmfkEDmU3bqimEM53a+kLPd7ce3ZPZ6c3sRfzv1d/Dhbt26tjRs3qmzZsmrVqpUqV66s0NBQbdmyRRs3btSDDz6YpcbczqebbrpJmzZt0urVq7V+/Xo99NBDateuXZH8ZtLCQB6RR9mtI49yvr/fPs6MjAxVq1btd/NWSVKlSpUkSX/729+0Zs0aTZo0SbVr11a5cuU0dOhQpaWlSZIqVKigjz76SBs2bNDatWv1/PPPKzY2VsuWLXOO4UslqiklXXgCmzdvrubNm+tPf/qTWrRooeXLl2vYsGG64YYb9MMPP6h379457r9lyxa99NJLev311/XUU09p4sSJzgRv2WnYsKFWrFiRa015/VTITTfdpN27d3u9u79582Z16dJFffr0kXThB/zAgQPZdr0lKTIyUunp6Tpx4oQrky5GRkZq2bJlqlGjRrZBULt2bZUpU0bbtm1zgv/MmTM6cOCA89eqi4WGhuro0aM6evSos8+ePXt0+vTpHB/35ahevfoln/fcflFKF76B4q677tJdd92lFi1aaNq0aYqJiVFoaKjef/99JScnO2G2ZcsWlSpVSnXr1nX2/e2EwOnp6dq9e7fatGnjLCtTpozS09Pz/NjCw8NVpUoVzZgxQxEREapYsaJatWqlF198UadOncoy1pd6zqTcz8myZcvmq8bigCzKGVlEFl1K1apVL3mebNmyRUFBQRo5cqSzLPMvgr8VHBys4OBgDR06VMOHD9eCBQvUrVu3Ep0/mcihnJFDRSuHLqVevXrasmWLM1GwJG3dulX16tXLdb/MRkB+zvXWrVtr/vz5Kl26tPOJlFatWmnx4sX6/vvv1bp1a0mXl1fShTHo1auXevXqpR49emjAgAH65ZdfVKVKlXy/ZitOyKOckUfkUW5uuukmHT9+XKVLl1aNGjWy3eaLL75Qv379nD+6nT17VkeOHMmyTenSpdWhQwd16NBBo0ePVv369fX555+re/fuKlOmTK7NvsJWoppSX331ldavX6/o6Ghdf/31+uqrr3Ty5EnnB3vMmDGaNGmSKlasqJtvvllpaWnasWOHEhMTNWzYMCUlJWnkyJEaPHiwbrnlFnk8HnXv3l233nprlm8b+63C+Gjo8OHDdfvtt2vChAm65557dNVVV2nfvn1au3atpk2blu/j1q5dW8uWLdOWLVtUuXJlzZkzR8ePH8/xxA8ODlbv3r01cuRIxcTEKDIyUidPntTnn3+u8PBwderUKd+1ZOe+++7TO++8o+HDh+vhhx/Wtddeq4MHD2rx4sV67rnnVKFCBfXr10/Tpk1T5cqVdf311+v5559XqVKlcvxrfvv27VW/fn09+uijmjJlis6fP68JEyaodevWefpI5cUK+tHQ5557Tg0bNlRoaKjS0tK0cuVK53no3bu3YmNjNXLkSI0ZM0YnTpzQpEmT1KdPH+fjvm3bttWUKVO0cuVK1a5dW3PmzNHp06ez3EeNGjW0efNm9erVSwEBAbr22msvqzY/Pz+1atVK//73v51vZYiIiFBaWprWr1+vBx54wNn2Us/Z9u3bcz0ng4KC9Nlnn2nfvn269tprVbFiRa997awvkUW5I4vIostxqfOkTp06Onr0qBYvXqxGjRpp1apVWr58ubP/r7/+qmnTpqlHjx6qWbOmfvrpJ23fvl3du3eXdCF/zp49q3Xr1qlBgwYqX758kfkYuzeQQ7kjh4pODl2Ohx9+WA899JAiIyPVrl07ffLJJ1q+fLnmz5+f635BQUHy8/PTypUr1alTJ5UrV+6yP0nSqlUrJSUl6ZNPPtG4ceMkSW3atNGQIUN03XXXOd/OJl36fJozZ46qV6+uBg0ayM/PT0uWLFG1atWcTygEBQVp/fr1at68ucqWLVvipjkgj3JHHpFHuWnfvr2aNWum+++/X48//riCg4P1888/a/Xq1eratasaNWqk2rVra/ny5ercubP8/Pz03HPPZWkyffLJJzp06JBatmypypUra9WqVcrIyHAusaxRo4a+/vprHT58WFdffbUqV66sUqVKFWyg8qBENaUqVqyozZs369VXX1VSUpI8Ho9iYmJ0yy23SJLuuecelS9fXi+99JKefPJJXXXVVQoPD3c+fhsTE6OrrrpK48ePlySFhYVpwoQJGj9+vKKionTjjTe68jgiIiL0wQcf6JlnnlHv3r1lZqpVq5Z69uxZoOOOGjVKhw8f1oABA1S+fHkNGDBAXbp00ZkzZ3LcJy4uTjNmzNDUqVP1888/q0qVKmrWrJkzpt50ww03aNGiRXrqqac0YMAApaamKigoSB07dnROiieeeELjx4/XoEGDVLFiRT388MP66aefVK5cuWyP6efnp3/+85+aOHGievfurVKlSqljx44F+sXhDWXKlNHTTz+tw4cPq1y5cmrZsqVmzZol6cIv0Xnz5ikmJkY9evRQuXLl1KNHDz3xxBPO/v3799euXbs0cuRIlS5dWkOGDMnyyQRJ+vOf/6y//OUvatu2rVJTU7P9BEFO2rRpo2XLljl/BfTz81PLli21cuVKtWjRwtnuUs/Zpc7JAQMGaOPGjerevbvOnj2r995773ePozgii3JHFpFFl+NS50mXLl00ZMgQPf7440pLS1OnTp00atQoxcXFSbpw2ccvv/yikSNHKiEhQddee626deumMWPGSLow/8O9996rhx9+WL/88otGjx7trCsJyKHckUNFJ4cuR9euXTVlyhS9/PLLiomJUY0aNRQXF3fJ1ww33nijxowZo6efflqjR49W37599cILL1zWfV5zzTWKjIzU0aNHnQZUixYtlJGR8btPf1zqfLr66qv1j3/8QwcOHJC/v78aNWqkt956y3kuY2JiNGXKFL3zzju64YYbtHnz5rwOUZFGHuWOPCKPcuPn56e33npLzzzzjPNHwqpVq6pVq1a6/vrrJUmTJ0/W6NGj1atXL1177bV65JFHlJSU5ByjUqVKWr58ueLi4pSSkqI6deroH//4h8LCwiRJw4YN06hRo9SxY0elpKRo06ZNOX4qqzD4WW4XewL5EBsbq8OHD1/2L/2CSE5OVrNmzRQTE6O777670O8PQPFBFgHwNXIIQFFBHqGoKlGflELJ980332jfvn1q3Lixzpw5o+nTp0u68BdzAHALWQTA18ghAEUFeYSCoCmFYufll1/W/v37VbZsWd10003697//fdlzlACAt5BFAHyNHAJQVJBHyC8u34PXbdiwQadPn1bXrl19XQqAKxhZBMDXyCEARQV5hKKKphQAAAAAAABc5973/AEAAAAAAAD/K09NqdjYWHk8niz/Gjdu7Kw3M8XGxqpp06YKDg5W3759tXv3bq8XDQAAAAAAgOItz5+UCgsL09dff+38W7VqlbNu1qxZmjNnjqZNm6alS5eqatWquvvuu5WUlHTZxzcznTlzRlxVCMCXyCIAvkYOAfA1cghAYctzU8rf31/VqlVz/l133XWSLgTWq6++qscee0zdu3dXeHi4XnjhBf36669auHDhZR8/KSlJ4eHheWpkAYC3kUUAfI0cAuBr5BCAwlY6rzscOHBATZs2VdmyZdWkSRONHz9etWrV0qFDh3Ts2DFFR0c72wYEBKhVq1baunWr7r333myPl5qaqrS0NOc2gQfAF8giAL5GDgHwNXIIgNvy1JRq0qSJZsyYobp16+r48eP6n//5H/Xq1UurV6/WsWPHJEnXX399ln2qVq2qI0eO5HjMF198UXFxcfkoHQC8hywC4GvkEABfI4cAuM3PCnCBcHJystq0aaOHH35YTZs21R133KGvvvpK1atXd7YZO3asfvzxR82bNy/bY2TXjY+KitJ///tfVaxYMb+lAUCekEUAfI0cAuBr5BAAt+X58r3fuuqqqxQeHq4DBw6oa9eukqTjx49naUolJCT87tNTvxUQEKCAgICClAEABUYWAfA1cgiAr5FDANyW54nOfys1NVV79+5V9erVVbNmTVWrVk1r16511qelpWnTpk2KiooqcKEAAAAAAAAoOfL0SampU6eqc+fO8ng8SkhI0IwZM5SUlKR+/frJz89PDz74oGbOnKk6deqoTp06mjlzpsqXL68777yzsOoHAAAAAABAMZSnptRPP/2kRx55RCdPntR1112npk2b6sMPP1RQUJAkafjw4UpJSdGECRN06tQpNWnSRO+8844qVKhQKMUDAAAAAACgeMpTU+qll17Kdb2fn5/GjBmjMWPGFKgoAAAAAAAAlGwFmlMKAAAAAAAAyA+aUgAAAAAAAHAdTSkAAAAAAAC4jqYUAAAAAAAAXEdTCgAAAAAAAK6jKQUAAAAAAADX0ZQCAAAAAACA62hKAQAAAAAAwHU0pQAAAAAAAOA6mlIAAAAAAABwHU0pAAAAAAAAuI6mFAAAAAAAAFxHUwoAAAAAAACuoykFAAAAAAAA19GUAgAAAAAAgOtoSgEAAAAAAMB1NKUAAAAAAADgOppSAAAAAAAAcB1NKQAAAAAAALiOphQAAAAAAABcR1MKAAAAAAAArqMpBQAAAAAAANfRlAIAAAAAAIDraEoBAAAAAADAdTSlAAAAAAAA4DqaUgAAAAAAAHAdTSkAAAAAAAC4jqYUAAAAAAAAXEdTCgAAAAAAAK6jKQUAAAAAAADX0ZQCAAAAAACA62hKAQAAAAAAwHU0pQAAAAAAAOA6mlIAAAAAAABwHU0pAAAAAAAAuK5ATamZM2fK4/EoJibGWZaamqqJEycqMjJS9erV03333acff/yxwIUCAAAAAACg5Mh3U2rbtm2aN2+e6tevn2X5E088oeXLl2vWrFlatGiRzp49q0GDBik9Pb3AxQIAAAAAAKBkyFdT6uzZsxoxYoSeffZZVa5c2Vl++vRpzZ8/XzExMerQoYMiIyM1c+ZM/fe//9W6deu8VjQAAAAAAACKt3w1pSZMmKBOnTqpQ4cOWZbv2LFD586dU3R0tLPshhtuUFhYmLZu3ZrtsVJTU3XmzBnnX1JSUn5KAoACIYsA+Bo5BMDXyCEAbiud1x0WL16snTt3atmyZb9bd/z4cZUtWzbLp6ckqWrVqjp27Fi2x3vxxRcVFxeX1zIAwKvIIgC+Rg4B8DVyCIDb8tSUOnr0qGJiYvTOO++oXLlyl72fmcnPzy/bdSNGjNDQoUOd20lJSYqKispLWQBQYGQRAF8jhwD4GjkEwG15akrt3LlTCQkJ6tatm7MsPT1dmzZt0uuvv6558+YpLS1NiYmJWT4tlZCQkGOYBQQEKCAgIJ/lA4B3kEUAfI0cAuBr5BAAt+WpKdWuXTutWrUqy7LRo0crODhYjzzyiAIDA1WmTBmtXbtWPXv2lCTFx8dr9+7dmjhxoveqBgAAAAAAQLGWp6ZUhQoVFB4enmXZVVddpSpVqjjL+/fvr6lTp6pKlSqqUqWKpk6dqvDwcLVv3957VQMAAAAAAKBYy/NE55cyefJklS5dWg899JBSUlLUrl07TZ8+Xf7+/t6+KwAAAAAAABRTBW5Kvf/++1lulytXTtOmTdO0adMKemgAAAAAAACUUKV8XQAAAAAAAACuPDSlAAAAAAAA4DqaUgAAAAAAAHAdTSkAAAAAAAC4jqYUAAAAAAAAXEdTCgAAAAAAAK6jKQUAAAAAAADX0ZQfyeXYAAAgAElEQVQCAAAAAACA62hKAQAAAAAAwHU0pQAAAAAAAOA6mlIAAAAAAABwHU0pAAAAAAAAuI6mFAAAAAAAAFxHUwoAAAAAAACuoykFAAAAAAAA19GUAgAAAAAAgOtoSgEAAAAAAMB1NKUAAAAAAADgOppSAAAAAAAAcB1NKQAAAAAAALiOphQAAAAAAABcR1MKAAAAAAAArqMpBQAAAAAAANfRlAIAAAAAAIDraEoBAAAAAADAdTSlAAAAAAAA4DqaUiWUZaQX6eMBAAAAAPKmMN6X8V4PvlTa1wWgcPiV8lfKZ8OUkbinwMcqVTlU5TrO9kJVAAAAAID88ub7PIn3evA9mlIlWEbiHmWc2OHrMgAAAAAAXsL7PJQkXL4HAAAAAAAA19GUAgAAAAAAgOtoSgEAAAAAAMB1NKUAAAAAAADgOppSAAAAAAAAcB1NKQAAAAAAALguT02pN954Q7feeqvCwsIUFham22+/XatXr3bWp6amauLEiYqMjFS9evV033336ccff/R60XCXX/lqsox0rx7T28cDAAAAAADFS+m8bHzjjTfqr3/9q2rXri1Jeu+993T//ffr448/VlhYmJ544gl98sknmjVrlq699lpNmTJFgwYN0kcffSR/f//CqB9uKFtJfqX8lfLZMGUk7inw4UpVDlW5jrO9UBgAAAAAACiu8tSUuu2227LcHj9+vN566y199dVXuvHGGzV//nzNmDFDHTp0kCTNnDlTzZs317p169SxY0evFQ3fyEjco4wTO3xdBgAAAAAAKAHy1JT6rfT0dC1ZskTJyclq1qyZduzYoXPnzik6OtrZ5oYbblBYWJi2bt2aY1MqNTVVaWlpzu2kpKT8lgQA+UYWAfA1cgiAr5FDANyW56bUd999p549eyo1NVVXX321Xn31VYWGhurbb79V2bJlVbly5SzbV61aVceOHcvxeC+++KLi4uLyXjmKrcw5qvxKee+STm8fD1cesgiAr5FD+VfQ1wG8jgAuIIcAuC3PTang4GCtWLFCp0+f1rJlyzRq1Ch98MEHOW5vZvLz88tx/YgRIzR06FDndlJSkqKiovJaFooT5qhCEUQWAfA1cij/CvK6gtcRwP8hhwC4Lc9NqbJly6pOnTqSpEaNGmnbtm169dVX1bNnT6WlpSkxMTHLp6USEhJyDbKAgAAFBATko3QUd8xRhaKELALga+RQwfC6Aig4cgiA20oV9ABmprS0NDVs2FBlypTR2rVrnXXx8fHavXs33XUAAAAAAABkkadPSj399NO65ZZbFBgYqKSkJC1evFgbN27UvHnzdM0116h///6aOnWqqlSpoipVqmjq1KkKDw9X+/btC6t+AAAAAAAAFEN5akolJCToscce07Fjx1SxYkXVr19f8+bNU4cOHSRJkydPVunSpfXQQw8pJSVF7dq10/Tp0+Xvz8SRAIC88cbEw0xeDAAAABRdeWpKxcbG5rq+XLlymjZtmqZNm1agogAAKOgXIjB5MQAAAFC05XmicwAA3MLExQAAAEDJVeCJzgEAAAAAAIC8oikFAAAAAAAA19GUAgAAAAAAgOtoSgEAAAAAAMB1NKUAAAAAAADgOppSAAAAAAAAcB1NKQCAV1lGuq9LAAAAAFAMlPZ1AQCAksWvlL9SPhumjMQ9+T6Gf1AnBURN9GJVAAAAAIoamlIAAK/LSNyjjBM78r2/X6UQL1YDAAAAoCji8j0AAAAAAAC4jqYUAAAAAAAAXEdTqghhcmAAAAB3+ZWv5pXXYAU9Bq8DAd8rjPOQcxvIHXNKFSHemBxYYoJgAACAy1a2UoFfg2W+9srvMUpVDlW5jrPzdd8AvMdb78cyFTQbcjoeUJLQlCpiCjo5sMQEwQAAAHlVkNdgma+9vPE6DoBvefM89nY28D4PJRGX7wEAAAAAAMB1NKUAACWSt+aJkZgPAgAAACgMXL4HACiZvDBPjMRcLwAAAEBhoSkFACjRmOMFAAAAKJq4fA8AAAAAAACuoykFAAAAAAAA19GUAgAAAAAAgOtoSgEAAAAAAMB1NKUAAAAAAADgOppSAAAAAAAAcB1NKQAAAAAAALiOphQAAC6wjPQidRwAAADA10r7ugAAAK4EfqX8lfLZMGUk7sn3MUpVDlW5jrO9WBUAAADgOzSlAABwSUbiHmWc2OHrMgAAAIAigcv3AAAAAAAA4DqaUgAAAAAAAHAdTSkAAAAAAAC4jqYUAAAAAAAAXEdTCgAAAAAAAK6jKQUAAAAAAADX5akpNXPmTHXv3l2hoaFq2LCh7r//fu3bty/LNqmpqZo4caIiIyNVr1493Xffffrxxx+9WjQAAAAAAACKtzw1pTZt2qRBgwbpww8/1L/+9S+dP39e99xzj5KTk51tnnjiCS1fvlyzZs3SokWLdPbsWQ0aNEjp6eleLx4AAAAAAADFU+m8bDxv3rwst6dPn66GDRtqx44datWqlU6fPq358+drxowZ6tChg6QLn65q3ry51q1bp44dO3qtcAAAAAAAABRfeWpKXez06dOSpMqVK0uSduzYoXPnzik6OtrZ5oYbblBYWJi2bt2abVMqNTVVaWlpzu2kpKSClAQA+UIWAfA1cgiAr5FDANyW76aUmWnKlClq0aKFwsPDJUnHjx9X2bJlnSZVpqpVq+rYsWPZHufFF19UXFxcfssAAK8gi5ATv/LVZBnp8ivl7+tSUMKRQwB8rbjlEL+fgeIv302pxx9/XN99950WLlx4yW3NTH5+ftmuGzFihIYOHercTkpKUlRUVH7LAoB8IYuQo7KV5FfKXymfDVNG4p58HcI/qJMCoiZ6uTCUNOQQAF8rbjlU0N/Pv8XvasA38tWUmjhxolasWKF///vfCgwMdJZXrVpVaWlpSkxMzPJpqYSEhBzDLCAgQAEBAfkpAwC8hizCpWQk7lHGiR352tevUoiXq0FJRA4B8LXimEMF+f38W/yuBnwjT9++Z2Z6/PHHtXz5cr377ruqWbNmlvUNGzZUmTJltHbtWmdZfHy8du/eXaQ77AAAAAAAAHBXnj4pNWHCBC1atEj//Oc/VaFCBWeeqIoVK6p8+fK65ppr1L9/f02dOlVVqlRRlSpVNHXqVIWHh6t9+/aF8gAAAAAAAABQ/OSpKfXmm29Kkvr27ZtleVxcnO666y5J0uTJk1W6dGk99NBDSklJUbt27TR9+nT5+zMBHQAAALJiomLvfaECYwmgKCiMLCLfSq48NaWOHj16yW3KlSunadOmadq0afkuCgAAAFcGvkhAXvlChVKVQ1Wu42wvFwYAeefNCegl8q2ky/e37wEAAADewBcJXOCtCZsBwNfIM1yuPE10DgAAAAAAAHgDTSkAAAAAAAC4jqYUAAAAAAAAXEdTCgAAAAAAAK6jKQUAAAAAAADX0ZQCAAAAAACA62hKAQAAAMWcX/lqsoz0Ah2joPsDKH68kR1AQZT2dQEAAAAACqhsJfmV8lfKZ8OUkbgnz7uXqhyqch1nF0JhAIq0AmbHxfyDOikgaqIXCsOVgqYUAAAAUEJkJO5Rxokdvi4DQDHjrezwqxTihWpwJeHyPQAAAAAAALiOphQAAAAAAABcR1MKAOBgoksAAAAAbmFOKQCAo6ATXTK5JQAAAIDLRVMKAJBFQSa6ZHJLAAAAAJeLy/cAAAAAAADgOppSAAAAAAAAcB1NKQAAAAAAALiOphQAAAAAAABcR1MKAAAAAAAArqMpBQAAAAAAANfRlAIAoJjwK19NlpFe4ON44xgAAABAQZX2dQEAAOAyla0kv1L+SvlsmDIS9+TrEKUqh6pcx9leLgwAAADIO5pSAAAUMxmJe5RxYoevywAAAAAKhMv3AAAAAAAA4DqaUgAAAAAAAHAdTSkAAAAAAAC4jqYUAAAAAAAAXEdTCgAAAAAAAK6jKQUAAAAAAADX0ZRCsedXvposI92rx/T28QAAAAAAQFalfV0AUGBlK8mvlL9SPhumjMQ9BT5cqcqhKtdxthcKAwAAAAAAOaEphRIjI3GPMk7s8HUZAAAAAADgMnD5HgAAAAAAAFxHUwoAAAAAAACuy3NTatOmTRo0aJCaNm0qj8ejjz76KMt6M1NsbKyaNm2q4OBg9e3bV7t37/ZawUUJk2EDAIArGa+FAABAQeR5Tqnk5GRFRETorrvu0pAhQ363ftasWZozZ46mT5+uunXrasaMGbr77ru1du1aVahQwStFFxXenFzbP6iTAqImeqEqAAAAdxT0tRCvfwAAuLLluSl1yy236JZbbsl2nZnp1Vdf1WOPPabu3btLkl544QU1btxYCxcu1L333luwaosgb02u7VcpxAvVAAAAuKsgr4V4/QMAwJXNq3NKHTp0SMeOHVN0dLSzLCAgQK1atdLWrVu9eVcAAAAAAAAoxvL8SancHDt2TJJ0/fXXZ1letWpVHTlyJNt9UlNTlZaW5txOSkryZkkAcFnIIgC+Rg4B8DVyCIDbvNqUyuTn55fltpn9blmmF198UXFxcYVRBgBcNrIIgK+RQwB8jRwC4DavNqWqVasmSTp+/LiqV6/uLE9ISPjdp6cyjRgxQkOHDnVuJyUlKSoqyptlAcAlkUUAfI0cAuBr5BAAt3m1KVWzZk1Vq1ZNa9euVWRkpCQpLS1NmzZt0oQJE7LdJyAgQAEBAd4sAwDyjCwC4GvkEABfI4cAuC3PTamzZ8/qwIEDzu1Dhw7pm2++UZUqVeTxePTggw9q5syZqlOnjurUqaOZM2eqfPnyuvPOO71aOAAAAAAAAIqvPDeltm/frn79+jm3p0yZIknq16+fXnjhBQ0fPlwpKSmaMGGCTp06pSZNmuidd95RhQoVvFc1AOB3LCNdfqX8fV0GgGKE3ADgFvIGQHby3JRq06aNjh49muN6Pz8/jRkzRmPGjClQYQCAvPEr5a+Uz4YpI3FPvvb3D+qkgKiJXq4KQFFWkNwgMwDkRUFfp1yMDAJKhkL59j0AgG9kJO5Rxokd+drXr1KIl6sBUBzkNzfIDAB5VZDXKRcjg4CSoZSvCwAAAAAAAMCVh6YUAAAAAAAAXEdTCgAAAAAAFEl+5avJMtK9ekxvHw/5x5xSAAAAAACgaCpbyasT5ZeqHKpyHWd7oTB4A00pAAAAAABQpHlzonwUHVy+BwAAAAAAANddUU0prhvF5eCaZQAlmTczjmwDAABAQVxRl+958zpU/6BOCoia6IWqUORwzTKAksxLGUe2AQAAoKCuqKaU5L3rUP0qhXihGhRlXLMMoCQj4wAAAOBrV9TlewAAAAAAACgaaEoBAAAAAADAdTSlAAAAAAAA4DqaUgAAAAAAAHAdTSkAAAAAAAC4jqYUAAAAAAAAXEdTCgAAAAAAAK6jKQUAAPLMr3w1WUZ6gY/jjWMAAACgeCrt6wIAAEAxVLaS/Er5K+WzYcpI3JOvQ5SqHKpyHWd7uTAAAAAUFzSlAABAvmUk7lHGiR2+LgMAAADFEJfvAQAAAAAAwHU0pQAAAAB4RUHniWOeOQC4snD5HgAAAACvKMhcc8wzBwBXHppSAAAAALyGueYAAJeLy/cAAAAAAADgOppSAAAAAAAAcB1NKaCY8fYEoEwoCgAA/MpX4zUBAMB1zCkFFDMFmUD0YkwoCgAAJEllKxX4NYZ/UCcFRE30cmEAgJKMphRQDDGBKAAAKAwFeY3hVynEy9UAAEo6Lt8DAAAAAACA62hKAYWMORoAAAAAoGgorPdnvOfLHy7fAwqbF+ZoyMRcDQAAAABQAF58f5aJuXrzj6YU4BJvzAPFXA0AAAAAUHDM01s0cPkeAAAAAAAAXEdTCgAAAAAAAK4rtKbU66+/rlatWqlu3brq2rWrNm/eXFh3BQAAAAAA4BOFMXn6lTJxeqHMKbV48WJNnjxZTz31lJo3b6633npLAwcO1GeffSaPx1MYdwkAAAAAAOA+L0+efiVNnF4oTalXXnlF/fv31z333CNJmjp1qtasWaM333xTf/3rXwvjLgEAAAAAAHyGydPzzuuX76WlpWnHjh2Kjo7Osjw6Olpbt2719t0BAAAAAACgGPL6J6VOnjyp9PR0XX/99VmWX3/99Tp27Njvtk9NTVVaWppz+8yZM5KkpKQkb5cmSUopW0cZVxX82kx//xt0/syZInm8olwbxytaz22psnWU/r/nXHFXoUIF+fn55Xt/t7OosBTkZ8MbP1/e+hmlliujlpKUQVLxzaH8PodF5eexoMeghqJTQ0nLBF8o6jnkrdewUtF+zV5Yx6TGK6fG4p6HeckiPzMzb975zz//rGbNmmnx4sWKiopyls+YMUMffPCB1q5dm2X72NhYxcXFebMEAFeg//73v6pYsWK+9yeLABQUOQTA18ghAEVBXrLI602ptLQ01atXT7Nnz1a3bt2c5TExMfr222/1wQcfZNn+4m58RkaGfvnlF1177bUF6vIXhqSkJEVFRWnr1q2qUKGCr8vxGcaBMchUlMbB238ZLKpZVJTG3JcYhwsYh6I1BldKDklFa9x9hTG4gHEoWmNADl15GAfGIFNRGoe8ZJHXL98rW7asGjZsqLVr12ZpSq1du1ZdunT53fYBAQEKCAjIsqxSpUreLsurKlSoUKC/QJQUjANjkKkkjENxy6KSMObewDhcwDiUjDEobjkklYxxLyjG4ALGoWSMATlUfDEOjEGm4jYOhfLte0OGDNHIkSPVqFEjNWvWTG+//baOHj2qe++9tzDuDgAAAAAAAMVMoTSlevXqpV9++UXTp0/XsWPHFBYWprfeektBQUGFcXcAAAAAAAAoZvwnT548uTAO3LhxYw0ZMkSjRo3SwIEDS0xDyt/fX61bt1bp0oXSzys2GAfGIBPj4D7G/ALG4QLGgTHwFcadMcjEODAGvsK4X8A4MAaZiuM4eH2icwAAAAAAAOBSSvm6AAAAAAAAAFx5aEoBAAAAAADAdTSlAAAAAAAA4DqaUgAAAAAAAHAdTSkAAAAAAAC4jqYUAAAAAAAAXEdTCgAAAAAAAK6jKQUAAAAAAADX0ZQCAAAAAACA62hKAQAAAAAAwHU0pQAAAAAAAOA6mlIAAAAAAABwHU0pAAAAAAAAuI6mFAAAAAAAAFxHUwoAAAAAAACuoykFAAAAAAAA19GUAgAAAAAAgOtoSl1hNmzYII/Ho1OnThXoOB6PR4cPH/ZSVXmzYMEC1a9f3yf3XRy0bNlSr7zyiq/LAC6JPCr5yCMUdeRQyeWt5xZwA1lUcpFFl0ZTCsVOz549tW7dOl+X4XPFIfgPHz4sj8ejb775xtelAIWCPLqgKOcRjTGUdOSQ1LdvX8XExPi6jFzFxsaqc+fOvi4DKDRkUdHNoqLeGCvt6wJwZTh37pzKlCnjlWOVL19e5cuX98qxAFx5yCMAvkYOeYc3xxG4EpFF3kEWFcwV80mpJUuWqFOnTgoODlaDBg101113KTk52Vm/YMECRUdHq27duurQoYNef/11Z917772nkJAQff/9986yiRMnql27dlmO4U2Zf3X+5JNP1L59ewUHB2vIkCFKTk7Wu+++q5YtWyoiIkITJ05Uenq6s98HH3ygbt26KTQ0VI0bN9YjjzyihISEXO9ry5Yt6t27t4KDgxUVFaVJkyYV+HFl/jVo/vz5at26terUqSMzk5lp1qxZat26tYKDg3XrrbdqyZIlWfZdsWKF2rZtq+DgYPXt21fvvvtuls5udn+Rf+ONN9SmTRvVrl1b7du31/vvv59lvcfj0TvvvKMHHnhAwcHBatu2rVasWFGgx3gpuf3MZWRkaPr06WrWrJnq1Kmjzp0769NPP3X2za6b/c033zgfyd2wYYNGjx6t06dPy+PxyOPxKDY21tn2119/1ejRoxUaGqrmzZvr7bffdtYNGTJEEydOdG7HxMTI4/Fo9+7dkqTz588rNDRUn332mSRd8jlLTEzUiBEjdNNNNzlju2DBAklSq1atJEldunSRx+NR3759vTW8xRp5lDPyqHAU1TySpJ9++kkPPfSQIiIi1KBBAw0ePDjLpQfbtm1T//79FRkZqfDwcPXp00c7d+7McozY2Fg1b95cderUUdOmTTVp0iRJF/5ieeTIEU2ePNmpDReQQzkjhwpH3759NWnSJE2bNk0NGjRQ48aNs2SFJB09elSDBw9WSEiIwsLCNGzYMB0/ftxZn904jhw5Uhs3btRrr73mnOe/zZAdO3aoW7duCg4OVs+ePbVv3z5J0unTp1WjRg3t2LFD0oXXOw0aNFD37t2dfRctWqQmTZo4ty+VVxs2bFCPHj1Ur1491a9fX7169dKRI0e0YMECxcXFadeuXU6Nma+VrnRkUc7IosJR1LIo04oVK9S1a1fVrVtXrVu3VlxcnM6fP++snz17tjp16qR69eopKipKf/3rX3X27Fln/ZEjRzRo0CBFRESoXr16uvnmm7Vq1SodPnxY/fr1kyRFRETI4/Fo1KhRXh3TArMrwM8//2w1a9a02bNn26FDh2zXrl02d+5cS0pKMjOzt99+25o0aWJLly61H374wZYuXWoRERG2YMEC5xhDhw617t2727lz52z16tVWq1Yt+/rrr3O8z02bNlm9evVy/Tdjxowc958/f77VqlXL+vfvbzt37rSNGzdagwYN7O6777Zhw4bZ7t27bcWKFVa7dm1btGiRs9+//vUvW7VqlR08eNC2bt1qf/jDH2zgwIHO+s8//9wCAwMtMTHRzMx27dplISEhNmfOHNu/f7998cUXdtttt9moUaNyHdPAwEA7dOhQjuuff/55q1evnt1zzz22c+dO+/bbby0jI8Oefvpp69Chg3366ad28OBBmz9/vtWpU8c2bNhgZmaHDh2yWrVq2dSpU23v3r22aNEia9q0aZaa58+fb+Hh4c59LVu2zGrVqmVz5861ffv22csvv2w1atSw9evXZ6m3WbNmtnDhQvv+++9t0qRJFhISYidPnszxMYwbN+6Sz+GRI0ey3fdSP3OzZ8+2sLAwW7Roke3du9emTZtmtWrVsv3792f7PJmZ7dy50xn31NRUe+WVVywsLMzi4+MtPj7eOXaLFi0sIiLC5s6da99//73NnDnTgoKCbO/evWZm9tprr9ktt9ziHLdz584WGRlpc+fONTOzLVu2WM2aNZ3jXeo5mzBhgnXu3Nm2bdtmhw4dsjVr1tjHH39sZmZff/21BQYG2tq1ay0+Pj7X8b5SkEfkEXn0f3mUnJxsbdu2tdGjR9uuXbtsz5499sgjj1j79u0tNTXVzMzWrVtn77//vu3Zs8f27NljY8aMsUaNGtmZM2fMzOzDDz+0sLAwW7VqlR05csS++uore/vtt83M7OTJk9asWTOLi4tzagM5RA65n0NmZn369LGwsDCLjY21/fv327vvvmsej8fWrFljZmYZGRl222232R133GHbt2+3L7/80rp06WJ9+vTJdRxPnTplt99+u40dO9Y5z8+fP+88tz169LANGzbY7t277c4777SePXs6x+vSpYu99NJLZmb2zTffWEREhNWuXdtOnz5tZmZjx461hx56yMwunVfnzp2z8PBwmzp1qh04cMD27NljCxYssCNHjlhycrJNmTLFbr75ZqfG5OTkHMfqSkEWkUVk0QWffvqphYWF2YIFC+zgwYO2Zs0aa9mypcXGxjrbzJkzx9avX28//PCDrVu3ztq3b2/jx4931t97773Wv39/27Vrlx08eNBWrFhhGzdutPPnz9vSpUstMDDQ9u3bZ/Hx8Xbq1Kkcx8cXroim1I4dOywwMNAOHz6c7fqoqChbuHBhlmXTp0+322+/3bn9yy+/WLNmzWz8+PHWqFEje+GFF3K9z+TkZPv+++9z/ZfbyTZ//nwLDAy0AwcOOMvGjRtnwcHBTlCbmd1zzz02bty4HI+T2RTI3OfiwHv00Udt7NixWfbZvHmzBQUF2a+//prjcS8n8GrVqmUJCQnOsrNnz1rdunVty5YtWbYdM2aMDR8+3MzMnnzyySwNEzOzv//977kGXs+ePX/3GIYOHZol6AMDA+2ZZ57JUovH47HVq1fn+BiOHz9+yefw3Llz2e57qZ+5pk2b/u4XXvfu3e2vf/2rmV36TWB245CpRYsWNmLECOd2RkaGNWzY0N544w2z/9/evYdFWef/H3+NIAOECQkeQC1PiIonRNMCMdQOblr5tTLTKDO1Msufa5tIHli3rg54wotKXSsLc2tdNVstsxPWpW58O2hunlpbC9sQzQMaoMz9+4Mvs42COsxw3zDzfFwX1+Xc9z33/Z7PjC9m3tz3Z4yKX3IxMTHGkSNHjF9++cW48sorjQULFhjjx483DMMwFi1aZPzud79zjtPFnrO0tDRjypQpVT7OgwcPGtHR0cbOnTurXO+PyCPyiDz6bx698cYbRnJysuFwOJzblJaWGm3btjU+/vjjKus9e/asERsba2zatMkwDMN48cUXjaSkJKOsrKzK7fv06WMsWbKkynX+ihwih8zOIcOo+CB46623uiwbMmSI8ac//ckwDMP45JNPjFatWrl8mNyzZ48RHR3tbDJUNY6V+37yySddllU+t3l5ec5lmzdvNqKjo53P5ezZs4177rnHMAzDWLp0qfHAAw8YN9xwg7F582bDMAwjKSnpkvPq6NGjRnR0tPND/Lmef/55Y9CgQdWOjz8ii8gisqjiubztttuMRYsWudzvr3/9q9GzZ89qH8fbb79tdOnSxXl74MCBLk2sqmr47Xu5usQv5pTq3LmzkpKSNHDgQKWkpCglJUW/+93vFB4eriNHjujQoUOaOnWqpk2b5rxPeXm5GjVq5LwdHh6urKwsjRo1SomJiZo0adIFjxkSEqI2bdp4VHdISIiuuuoq5+2oqCi1atVKl112mXNZZGSkjhw54rz9zTffKCsrS7t27dKxY8fkcDgkVZyCGBsbe94xdu7cqe+//15r1qxxLjMMQ/Rjb+AAACAASURBVA6HQz/88IM6dOhQ4/pjYmLUpEkT5+29e/eqpKREd911l8t2Z86cUXx8vCTpu+++U/fu3V3W//a06ars379fd999t8uy3r17689//rPLst+eThoaGqqwsLALnjYbGRmpyMjICx67Ohd6zZ08eVL/+c9/1Lt3b5f7JCYm6p///GeNjlfV8SvZbDZFRUU5XydxcXGKiIjQ1q1b1bBhQ3Xu3FnXX3+9li9fLknaunWr+vXrJ+nSnrN77rlHDzzwgHbu3KmUlBTdcMMN5z02/Bd5RB5J5FHl62THjh36/vvvz3s9lJaW6vvvv1dKSoqKior03HPP6bPPPlNRUZHKy8v166+/qqCgQJJ08803a9myZerXr5+uu+46paamavDgwQoM9Iu3ODVCDpFDkrk5VNUxJalp06bOY+7bt0/R0dEul9nGxsaqcePG2rdvn3r06CHp/HG8mN9mULNmzSRJR44cUUxMjPr166dVq1bJ4XBo27ZtSkpKUkxMjLZt26auXbvqX//6l/M90aXk1R133KG7775bycnJSk5O1tChQ53HxPnIIrJIIotiYmK0Y8cOff3111q0aJFzG4fDoZKSEv36668KCQnRZ599puzsbO3bt08nT55UeXm5SkpKdPr0aYWGhmrs2LGaPn26PvnkEyUnJ2vIkCEux6zL/OIdW0BAgFatWqX8/Hx98sknevnll/XMM8/onXfecU7G9txzz533HysgIMDl9rZt2xQQEKCff/5Zp0+fdgnEc23fvl2jR4++YF2PPPKIJk+eXO36cydLs9ls573JttlszlA7ffq07rrrLqWkpCg7O1tNmjRRQUGBRo0apbKysiqP4XA4NHr0aI0dO/a8dZ7OvREaGnresSRpxYoVat68ucu6oKAgSRVha7PZXNYZhnHRY1V1n3OXVTWelTVV5Q9/+IP+9re/XfC4H3/8cZXjdKHXXERExEVrbtCggXNZpd9eU3wxF3qd2Gw29e3b19mU6tevn+Li4lReXq5vv/1W+fn5GjdunKRLe85SU1P1j3/8Q5s3b9ann36qkSNHKi0trU5+80RdQB6RRxJ5VPlYHQ6HunXrpuzs7PPuV/lGb8qUKTpy5IjmzJmjli1bKigoSMOGDdOZM2ckVbw28vLytGXLFm3ZskXp6el64YUXtHr1aiYdrQY5RA5J5uZQpQs9X1XVWNXyc8fxYqpqUFces2/fviouLtbOnTu1fft2TZs2TdHR0Vq0aJG6dOmiyMhI54f/S8mr+fPn6/7779dHH32kt99+W88++6zeeOMN9erVy62a/QVZRBZJZFHlvqdOnaqbbrrpvG3sdrt+/PFH3XPPPRo9erSmTZum8PBwff7555o6darz/dCoUaOUkpKiDz74QHl5eVq8eLFmzpxZ5WuorvGLppRU8ULr3bu3evfurSlTpqhPnz7auHGjJkyYoObNm+vf//63hg8fXu39P//8c73wwgt65ZVX9NRTTykjI0MLFy6sdvtu3bpddJK28PDwGj+equzfv19Hjx7V9OnTnf8Jv/766wvep2vXrtqzZ4/HfzG4FLGxsbLb7SooKHD+1elc7du314cffuiy7GKPoX379vr888+dE7hJUn5+vtq3b+9RvdOmTdPEiRMvuM2F/vp1sdfcP/7xD+dE4JL0v//7v87Oe+Wbm8LCQufrZNeuXS77DwoKcplA0R39+vVTbm6uGjZsqN///vey2Wy6+uqr9eKLL6qkpMR51sSlPGeV9d55552688471adPH82dO1czZ850/pK50C8Wf0QeVY08qp6v5lHXrl21fv16RUZGVvshYvv27Xrqqac0cOBASRV/VT569KjLNiEhIbr++ut1/fXXKy0tTSkpKdq9e7e6du2qhg0b1jgrfRk5VDVyqHqe5tDFxMbGqqCgQAUFBc7na+/evTpx4sRFzwpp2LBhjd5rXH755erSpYtefvll2Ww2xcbGqlmzZtq1a5c2b97skouXkleSFB8fr/j4eD3yyCMaOnSo1q5dq169etW4Rl9HFlWNLKqeL2ZRfHy8vvvuu2qf76+//lpnz57VrFmznH8sXL9+/XnbxcTE6J577tE999yjp59+WitXrtTYsWOdn8nq6vshv2hKffHFF/r000+VkpKiyMhIffHFFzp69KjzRTV16lQ9+eSTatSoka677jqVlZVpx44dOnbsmCZMmKDi4mI9+uijuu+++5SamqqYmBgNGTJEgwYN0tChQ6s8pjdODXVXTEyMgoKC9PLLL2vMmDHas2ePFixYcMH7PPTQQxo6dKjS09M1atQohYaGav/+/crLy9PcuXO9Wl9YWJgmTJig2bNny+FwqE+fPiouLlZ+fr5CQ0N1xx13aPTo0VqyZIn+9Kc/aeTIkdq1a5fefPNNSed32is9+OCDmjhxouLj45WUlKT3339fGzdu1KpVqzyq15NTQy/2mps4caKysrJ05ZVXqkuXLnrzzTe1a9cu51/frrrqKkVHRysrK0uPP/64Dhw4oJdeesnlGC1bttSpU6e0ZcsWdenSxa2vYe3Xr59mzpypwMBAXX311c5lmZmZ6tq1q/PN1qU8Z88995y6deum2NhYlZWVafPmzc7HGRkZqeDgYH300Udq0aKF7Ha7Lr/88hqNqa8gj6pHHlXPV/No+PDheuGFF3Tfffdp2rRpatGihQoKCrRx40ZNnDhR0dHRuuqqq7R69Wp1795dJ0+e1Ny5cxUcHOzcx1/+8hc5HA717NlTISEhWr16tYKDg51vJFu1aqXt27frlltukd1u1xVXXFGjcfQl5FD1yKHqeeOSmQtJTk5Wp06d9Mgjj2jOnDk6e/as0tPT1a9fv/MuGzpXq1at9OWXX+qHH37QZZdd5lZToV+/fvrzn/+sG2+8UTabTeHh4erQoYPefvttZWZmOre7WF6dPXtWubm5Gjx4sJo3b67vvvtO//rXv5zfPNyqVSsdPHhQ33zzjaKjo3XZZZfJbrfXbLB8BFlUPbKoer6YRVOmTFFaWpqio6N18803q0GDBvrnP/+p3bt36w9/+IOuvPJKnT17VsuXL9fgwYP1+eef67XXXnPZx8yZM5Wamqq2bdvq+PHj+uyzz5wNwJYtW8pms2nz5s0aOHCggoODXS43tVoDqwswQ6NGjbR9+3aNGTNGycnJevbZZ51PmlRxqtvzzz+vN998U4MGDXJ+xWXr1q0lVTzBoaGheuKJJyRJHTt2VHp6up544gn99NNPlj2uczVp0kTz58/XO++8o+uuu06LFy92fi12dTp37qzVq1frwIEDGj58uG644QY9++yzatq0aa3U+Pjjj2vKlClavHixBgwYoFGjRun99993jnXr1q21ZMkSbdiwQYMHD9aKFSucp89Wnj56rhtvvFFz5szRiy++qNTUVL3++uuaN2+errnmmlp5DJfiYq+5+++/XxMmTFBmZqYGDRqkjz76SC+//LLatm0rqaLLnpOTo++++07XX3+9cnJy9Pjjj7sco3fv3hozZowefPBBde3aVTk5OZdcX1xcnK644gp17tzZ2YDq27evysvLXf4qKF38OWvYsKGefvppDRo0SMOHD1dAQICzlsDAQP3xj3/U66+/roSEhHpx+mhtI4+qRx7VjrqcRyEhIfrb3/6mmJgYjRs3TgMGDNDUqVNVUlLizKZ58+bp+PHjuuGGGzR58mSNHTvW5c1o48aNlZubq1tvvVWDBg3Sp59+qldeecXZfPr973+vH374Qddee626du3q8Xj6AnKoeuSQdWw2m5YvX67GjRtr+PDhGjlypFq3bq0XXnjhovedMGGCGjRooAEDBqhr167OOecuxTXXXKPy8nKX8al8T/Tbs0YullchISHav3+/xo8fr+TkZD3++OO67777NGbMGEnSkCFDNGDAAN1xxx3q2rWr1q5d68bo+CayqHpkkXWsyKIBAwbo1VdfVV5enoYMGaKhQ4dq6dKlatmypaSKM6lmzZqlnJwcpaamas2aNZo+fbrLPhwOh2bMmKEBAwbo7rvvVtu2bfXUU09Jklq0aKGpU6fq6aefVvfu3TVjxgw3R6V22YxLuRgUOEflJJCtWrWq9WMtXLhQr732mvLz82v9WADqH/IIgNXIIQB1AVmE+sgvLt9D/fLKK6+oR48eioiI0Oeff64XX3xR9957r9VlAfBD5BEAq5FDAOoCsgi1haYU6pwDBw5o0aJFOnbsmKKjozV+/Hg98sgjVpcFwA+RRwCsRg4BqAvIItQWLt9DjWRlZWncuHFq3Lix1aUA8HPkEQCrkUMA6gKyCPURTSkAAAAAAACYzq1v38vKylJMTIzLT48ePZzrDcNQVlaWEhIS1K5dO40YMUJ79uzxetEAAAAAAACo39xqSkkVX7X55ZdfOn8++OAD57qcnBwtWbJEc+fO1d///ndFRUXprrvuUnFx8SXv3zAMnTx5UpzABcBKZBEAq5FDAKxGDgGobW43pQICAtS0aVPnT5MmTSRVBNayZcs0efJkDRkyRHFxcVqwYIF+/fVXrVmz5pL3X1xcrLi4OLcaWQDgbWQRAKuRQwCsRg4BqG1uf/vegQMHlJCQoKCgIPXs2VNPPPGErrzySh08eFCFhYVKSUlxbmu329W3b1/l5+drzJgxVe6vtLRUZWVlztsEHgArkEUArEYOAbAaOQTAbG41pXr27KmFCxeqbdu2Onz4sBYtWqRbbrlFH374oQoLCyVJkZGRLveJiorSjz/+WO0+Fy9erHnz5tWgdADwHrIIgNXIIQBWI4cAmM2jb987ffq0rrnmGj344INKSEjQrbfeqi+++ELNmjVzbjNt2jQdOnRIubm5Ve6jqm58YmKidu/erUaNGtW0NABwC1kEwGrkEACrkUMAzOb25Xu/FRoaqri4OB04cEA33nijJOnw4cMuTamioqLzzp76LbvdLrvd7kkZAOAxsgiA1cghAFYjhwCYze2Jzn+rtLRU+/btU7NmzdS6dWs1bdpUeXl5zvVlZWXatm2bEhMTPS4UAAAAAAAAvsOtM6UyMzM1ePBgxcTEqKioSAsXLlRxcbFuv/122Ww2jRs3TtnZ2WrTpo3atGmj7OxshYSE6Lbbbqut+gEAAAAAAFAPudWU+umnn/Twww/r6NGjatKkiRISErR+/Xq1bNlSkvTQQw+ppKRE6enpOn78uHr27KmVK1cqLCysVooHAAAAAABA/eRWU+qFF1644HqbzaapU6dq6tSpHhUFAAAAAAAA3+bRnFIAAAAAAABATdCUAgAAAAAAgOloSgEAAAAAAMB0NKUAAPg/hqO8XuwTAAAA8AVuTXQOAIAvszUIUMnHE+Q4ttcr+2sQHqvgAS95ZV8AAACAr6EpBQDAbziO7ZXjyA6rywAAAAB8HpfvAQAAAAAAwHQ0pQAAAAAAAGA6mlIAAAAAAAAwHU0pAAAAAAAAmI6mFAAAAAAAAExHUwoAAAAAAACmoykFAAAAAAAA09GUAgAAAAAAgOloSgEAAAAAAMB0NKUAAAAAAABgOppSAAAAAAAAMB1NKQAAAAAAAJiOphQAAAAAAABMR1MKAAAAAAAApqMpBQAAAAAAANPRlAIAAAAAAIDpaEoBAAAAAADAdDSlAAAAAAAAYDqaUgAAAAAAADAdTSkAAAAAAACYjqYUAAAAAAAATEdTCgAAAAAAAKajKQUAAAAAAADT0ZQCAAAAAACA6WhKAQAAAAAAwHQ0pQAAAAAAAGA6mlIAAAAAAAAwHU0pAAAAAAAAmI6mFAAAAAAAAEznUVMqOztbMTExmjlzpnNZaWmpMjIyFB8fr/bt2+vee+/VoUOHPC4UAAAAAAAAvqPGTamvvvpKubm56tSpk8vyWbNmaePGjcrJydHatWt16tQppaWlqby83ONiAQAAAAAA4Btq1JQ6deqUJk2apGeffVbh4eHO5SdOnNCqVas0c+ZM9e/fX/Hx8crOztbu3bu1ZcsWrxUNAAAAAACA+q1GTan09HQNHDhQ/fv3d1m+Y8cOnTlzRikpKc5lzZs3V8eOHZWfn1/lvkpLS3Xy5EnnT3FxcU1KAgCPkEUArEYOAbAaOQTAbIHu3mHdunXauXOnNmzYcN66w4cPKygoyOXsKUmKiopSYWFhlftbvHix5s2b524ZAOBVZBEAq5FDAKxGDgEwm1tNqYKCAs2cOVMrV65UcHDwJd/PMAzZbLYq102aNEnjx4933i4uLlZiYqI7ZQGAx8giAFYjhwBYjRwCYDa3mlI7d+5UUVGRbrrpJuey8vJybdu2Ta+88opyc3NVVlamY8eOuZwtVVRUVG2Y2e122e32GpYPAN5BFgGwGjkEwGrkEACzudWUSkpK0gcffOCy7P/9v/+ndu3a6eGHH1Z0dLQaNmyovLw8DRs2TJL0888/a8+ePcrIyPBe1QAAAAAAAKjX3GpKhYWFKS4uzmVZaGioIiIinMtHjhypzMxMRUREKCIiQpmZmYqLi1NycrL3qgYAAAAAAEC95vZE5xcze/ZsBQYGauLEiSopKVFSUpLmz5+vgIAAbx8KAAAAAAAA9ZTHTam//vWvLreDg4M1d+5czZ0719NdAwAAAAAAwEc1sLoAAAAAAAAA+B+aUgAAAAAAADAdTSkAAAAAAACYjqYUAAAAAAAATEdTCgAAAAAAAKajKQUAAAAAAADT0ZQCAAAAAACA6WhKAQAAAAAAwHQ0pQAAAAAAAGA6mlIAAAAAAAAwHU0pAAAAAAAAmI6mFAAAAAAAAExHUwoAAAAAAACmoykFAAAAAAAA09GUAgAAAAAAgOloSgEAAAAAAMB0NKUAAAAAAABgOppSAAAAAAAAMB1NKQAAAAAAAJiOphQAAAAAAABMR1MKAAAAAAAApqMpBQAAAL9gOMotvT8AAHAVaHUBAAAAgBlsDQJU8vEEOY7tdfu+DcJjFTzgpVqoCgAA/0VTCgAAAH7DcWyvHEd2WF0GAAAQl+8BAAAAAADAAjSlAAAAAAAAYDqaUgAAAAAAADAdTSkAAAAAAACYjqYUAAAAAAAATEdTCgAAAAAAAKajKQUAAAAAAADT0ZQCAAAAAACA6WhKAQAAAAAAwHQ0pQAAAAAAAGA6mlIAAAAAAAAwnVtNqVdffVWDBg1Sx44d1bFjRw0dOlQffvihc31paakyMjIUHx+v9u3b695779WhQ4e8XjQAAAAAAADqN7eaUi1atND06dO1YcMGbdiwQddee63Gjh2rPXv2SJJmzZqljRs3KicnR2vXrtWpU6eUlpam8vLyWikeAAAAAAAA9VOgOxtff/31LrefeOIJvfbaa/riiy/UokULrVq1SgsXLlT//v0lSdnZ2erdu7e2bNmiAQMGeK1oAAAAAAAA1G9uNaV+q7y8XO+8845Onz6tXr16aceOHTpz5oxSUlKc2zRv3lwdO3ZUfn5+tU2p0tJSlZWVOW8XFxfXtCQAqDGyCIDVyCEAViOHAJjN7abUt99+q2HDhqm0tFSXXXaZli1bptjYWO3atUtBQUEKDw932T4qKkqFhYXV7m/x4sWaN2+e+5UDgBeRRfWL4SiXrUGA1WUAXkUO1W22kKYeZw/ZhbqOHAJgNrebUu3atdOmTZt04sQJbdiwQY899phWr15d7faGYchms1W7ftKkSRo/frzzdnFxsRITE90tCwA8QhbVL7YGASr5eIIcx/Z6bZ8BLQfKnpjhtf0B7iKH6rigxh5lT4PwWAUPeKkWCgO8hxwCYDa3m1JBQUFq06aNJKl79+766quvtGzZMg0bNkxlZWU6duyYy9lSRUVFFwwyu90uu91eg9IBwHvIovrHcWyvHEd2eG1/tsYdvLYvoCbIofrB29kD1CXkEACzufXte1UxDENlZWXq1q2bGjZsqLy8POe6n3/+WXv27KG7DgAAAAAAABdunSn19NNPKzU1VdHR0SouLta6deu0detW5ebm6vLLL9fIkSOVmZmpiIgIRUREKDMzU3FxcUpOTq6t+gEAAAAAAFAPudWUKioq0uTJk1VYWKhGjRqpU6dOys3NVf/+/SVJs2fPVmBgoCZOnKiSkhIlJSVp/vz5CghgQse6whsTbDJJJwAAAAB/UZc+Q9W1/QCecqsplZWVdcH1wcHBmjt3rubOnetRUag9nk4OzCSdAAAAAPxJXfoM5Y0ve+EzHeoStyc6R/3HBJ0AAAAAcOnq0meoulQL4CmPJzoHAAAAAAAA3EVTCgAAAAAAAKajKQUAAAAAQC2xhTSV4Si3ugygTmJOKQAAAAAAaktQY69MUB7QcqDsiRleLAywHk0pAAAAAABqmacTlNsad/BiNUDdwOV7AAAAAAAAMB1NKdRr3ro2m2u8AdSG2pxDgtwCAABAfcfle6jXvHFtdoPwWAUPeMmLVQHA//HSHBLnIrcAAADgC2hKod7z9NpsAKht5BQAAABwPi7fAwAAAAAAgOloSgEAAAAAAMB0NKXgFm9O2sskvQAAAAAA+C/mlIJ7vDRpb0DLgbInZni0n8p9AAAAAACA+oemFGrE00l7bY07eLyfyn0AAAAAAID6h8v3AAAAAAAAYDqaUgAAAAAAADAdTSkAAAAAAACYjqYUAAAAAAAATEdTCgAAAAAAAKajKQUAAAAAAADT0ZQCAAAAAACA6WhKAQAAAAAAwHQ0pQAAAAAAAGA6mlIAAAAAAAAwHU0pAAAAAAAAmI6mFABAhqO8Xu0XAOobW0hTjzKRPAUA+KJAqwsAAFjP1iBAJR9PkOPYXq/ts0F4rIIHvOS1/QFAvRbUuMZZS54CAHwVTSkAgCTJcWyvHEd2WF0GAPg0shYAgP/i8j0AAAAAAACYjqYUAAAA6g3mVgIAz3g6x10l8hjewOV7AAAAqDdqOi9TQMuBsidm1FJVAFCPeDDHXSXmuoO30JQCAABAvVKTeZlsjTvUUjUAUD8xxx3qAi7fAwAAAAAAgOloSgEAAAAAAMB0bjWlsrOzNWTIEMXGxqpbt24aO3as9u/f77JNaWmpMjIyFB8fr/bt2+vee+/VoUOHvFo0AAD+zFsTlFaFSUsBAL6C32lA3efWnFLbtm1TWlqaevToobNnz+qZZ57RqFGj9PHHHys0NFSSNGvWLL3//vvKycnRFVdcoTlz5igtLU3vvvuuAgICauVBAADgV7wwQWlVmLQUAOBLvPG7ki9JAGqXW02p3Nxcl9vz589Xt27dtGPHDvXt21cnTpzQqlWrtHDhQvXv319SxdlVvXv31pYtWzRgwACvFQ4AgL9jglIAAC7M09+VfEkCULs8mlPqxIkTkqTw8HBJ0o4dO3TmzBmlpKQ4t2nevLk6duyo/Px8Tw4FAAAAAAAAH+LWmVK/ZRiG5syZoz59+iguLk6SdPjwYQUFBTmbVJWioqJUWFhY5X5KS0tVVlbmvF1cXFzTkgCgxsgiAFYjhwBYjRwCYLYaN6VmzJihb7/9VmvWrLnotoZhyGazVblu8eLFmjdvXk3LAACvIIsAWI0cAmA1cgiA2Wp0+V5GRoY2bdqkt956S9HR0c7lUVFRKisr07Fjx1y2LyoqUlRUVJX7mjRpknbv3u384TI/AFYgiwBYjRwCYDVyCIDZ3DpTyjAMZWRk6N1339Vbb72l1q1bu6zv1q2bGjZsqLy8PA0bNkyS9PPPP2vPnj3KyKj6GwvsdrvsdnsNywcA7yCLAFiNHAJgNXIIgNncakqlp6dr7dq1Wr58ucLCwpzzRDVq1EghISG6/PLLNXLkSGVmZioiIkIRERHKzMxUXFyckpOTa+UBAAAAAAAAoP5xqym1YsUKSdKIESNcls+bN0933nmnJGn27NkKDAzUxIkTVVJSoqSkJM2fP18BAQFeKhkAAAAAAAD1nVtNqYKCgotuExwcrLlz52ru3Lk1LgoAAAAAAAC+rUYTnQMAAAAAAACeoCkFAAAAAAAA09GUAgAAAAAAgOloSgEAAAAAAMB0NKUAAAAAAABgOppSAAAAAAAAMB1NKQAAAAAAAJiOphQAAAAAAABMR1MKAAAAAAAApqMpBQAAAAAAANPRlAIAAAAAAIDpaEoBAAAAAADAdDSlAAC1whbSVIaj3OoyAAAAANRRgVYXAADwUUGNZWsQoJKPJ8hxbK/XdhvQcqDsiRle2x8AAAAAa9CUAgDUKsexvXIc2eG1/dkad/DavgAAAABYh8v3AAAAAAAAYDqaUgAAAAAAADAdTal6gsmCAQCAL+A9DQAAqMScUvWENyYLZnJgAABgNU/e0/BeBgAA30JTqh7xdLJgJgcGAAB1QU3f0/BeBgAA38LlewAAAAAAADAdTSkTMHcCAAAAAACAKy7fM4Gn80ExfwIAAAAAAPA1NKVM4sl8UMyfAAAAAAAAfA2X7wEAAAAAAMB0NKUAAAAAAABgOppSAAAAAAAAMB1NKQAAAAAAAJiOphQAAAAAAABMR1MKAAAAAAAApqMpBQAAAAAAANPRlAIAAAAAAIDpaEoBAAAAAADAdDSlAAAAAAAAYDqaUgAAAAAAADCd202pbdu2KS0tTQkJCYqJidG7777rst4wDGVlZSkhIUHt2rXTiBEjtGfPHq8VDHibLaSpDEe5x/vxxj4AAAAAoK7z1mcoic9R/i7Q3TucPn1anTt31p133qkHHnjgvPU5OTlasmSJ5s+fr7Zt22rhwoW66667lJeXp7CwMK8UDXhVUGPZGgSo5OMJchzbW6NdNAiPVfCAl7xcGAAAAADUQV74DCXxOQo1aEqlpqYqNTW1ynWGYWjZsmWaPHmyhgwZIklasGCBevTooTVr1mjMmDGeVQvUIsexvXIc2WF1GQAAAABQL/AZCp7y6pxSBw8eVGFhoVJSUpzL7Ha7+vbtq/z8fG8eCgAAAAAAAPWY22dKXUhhYaEkKTIy0mV5VFSUfvzxxyrvU1paqrKyMuft4uJib5YEAJeELAJgNXIIgNXIIQBm82pTqpLNZnO5bRjGd6rXUQAAELpJREFUecsqLV68WPPmzauNMjxmOMplaxBgdRkATFCXswiAfyCHUJ3KCYU9eV/K+1pcCnIIgNm82pRq2rSpJOnw4cNq1qyZc3lRUdF5Z09VmjRpksaPH++8XVxcrMTERG+WVWPemLgtoOVA2RMzvFgVgNpQl7MIgH8gh1AtDycUZiJhXCpyCIDZvNqUat26tZo2baq8vDzFx8dLksrKyrRt2zalp6dXeR+73S673e7NMrzK04nbbI07eLEaALWlrmcRAN9HDuFimFAYtY0cAmA2t5tSp06d0oEDB5y3Dx48qG+++UYRERGKiYnRuHHjlJ2drTZt2qhNmzbKzs5WSEiIbrvtNq8WDgAAAAAAgPrL7abU119/rdtvv915e86cOZKk22+/XQsWLNBDDz2kkpISpaen6/jx4+rZs6dWrlypsLAw71UNAH6KOUEAAO5iTioAQF3ldlPqmmuuUUFBQbXrbTabpk6dqqlTp3pUGADgfN6Y6+5czH0HAD6OOakAAHVUrXz7HgCg9nh7ThHmvgMA/8CcVACAuqaB1QUAAAAAAADA/9CUAgAAAAAAgOloSgEAAOCSGY5yq0sAAAA+gjmlAAAAcMk8mTCbL1YAAAC/RVMKAAAAbqnphNl8sQIAAPgtLt8DAAAAAACA6WhKAQAAAAAA09lCmnplrkJvzXfIvInm4/I9AAAAAABgvqDGHs1VKP13vkJP9iFJDcJjFTzgpRrfHzVDUwoAAAAAAFimpnMVSv+dr9CTfcA6XL4HAAAAAAAA09GUAgAAAAAAgOloSgEAAEnem2y0KvVtv76MMQMAAHUFc0oBAIAKXphstCremoD0XExIWjOePMeVzyUAAIA30JQCAAAuvD1RKBOQ1j01fS4qn0sAAABv4PI9AAAAAAAAmI6mFAAAAAAAAExHUwoAAAAAUKfwpQyAf2BOKQAAAABAneLpF2/wxQxA/UBTCgAAAABQ53jyBRl8MQNQP3D5HgAAAAAAAExHUwoAAABAtWwhTT2e34f5gfwHzzUAd3D5HgAAAIDqBTX2aH6fBuGxCh7wUi0UhrrI07mgJOaDAvwJTSkAAAAAF+XJ/D7wL56+VpgPCvAfXL4HAAAAAAAA09GUAgAAAAAAgOloSgF1jDcmh2SCSQD+wBuTL1eHHAUAAKh9zCkF1DGeTg7JZKIA/IaHky9XhxwFAAAwB00poA5iIlEAuHRkJgAAQP3E5XsAAAAAAAAwHU0pAAAAAAAAmI6mFOAFtTnZLgAAAAAAvog5pQBv8NJkuwEtB8qemOHFwgAAAAAAqJtoSgFe5Olku7bGHbxYDQAAAAAAdReX7wEAAAAAAMB0tdaUeuWVV9S3b1+1bdtWN954o7Zv315bhwIAAAAAAEA9UytNqXXr1mn27NmaPHmy3nvvPfXp00ejR49WQUFBbRwOAAAAAAAA9UytNKWWLl2qkSNHatSoUerQoYMyMzMVHR2tFStW1MbhAAAAAAAAUM94vSlVVlamHTt2KCUlxWV5SkqK8vPzvX04AAAAAAAA1ENe//a9o0ePqry8XJGRkS7LIyMjVVhYeN72paWlKisrc94+efKkJKm4uNjbpdVISVAbOULLa3z/gIDmOnvypEf78cY+qMV/amkQ1Ebl//f/yJ+EhYXJZrPV+P51PYt+y9PX2bm89fplv+bsk/3W/n5rmqP1KYdqOmaejrmV96d26+7vr+9NrFBXcqguvCeuS+/P61It3tqPL9ZCVnmPO1lkMwzD8ObB//Of/6hXr15at26dEhMTncsXLlyo1atXKy8vz2X7rKwszZs3z5slAPBDu3fvVqNGjWp8f7IIgKfIIQBWI4cA1AXuZJHXm1JlZWVq3769XnrpJd10003O5TNnztSuXbu0evVql+3P7cY7HA798ssvuuKKKzzq8teG4uJiJSYmKj8/X2FhYVaXYxnGgTGoVJfGwdt/GayrWVSXxtxKjEMFxqFujYG/5JBUt8bdKoxBBcahbo0BOeR/GAfGoFJdGgd3ssjrl+8FBQWpW7duysvLc2lK5eXl6YYbbjhve7vdLrvd7rKscePG3i7Lq8LCwjz6C4SvYBwYg0q+MA71LYt8Ycy9gXGowDj4xhjUtxySfGPcPcUYVGAcfGMMyKH6i3FgDCrVt3HwelNKkh544AE9+uij6t69u3r16qXXX39dBQUFGjNmTG0cDgAAAAAAAPVMrTSlbrnlFv3yyy+aP3++CgsL1bFjR7322mtq2bJlbRwOAAAAAAAA9UzA7NmzZ9fGjnv06KEHHnhAjz32mEaPHu0zDamAgAD169dPgYG10s+rNxgHxqAS42A+xrwC41CBcWAMrMK4MwaVGAfGwCqMewXGgTGoVB/HwesTnQMAAAAAAAAX08DqAgAAAAAAAOB/aEoBAAAAAADAdDSlAAAAAAAAYDqaUufIzs7WkCFDFBsbq27dumns2LHav3+/yzalpaXKyMhQfHy82rdvr3vvvVeHDh2yqOLa8eqrr2rQoEHq2LGjOnbsqKFDh+rDDz90rveHMThXdna2YmJiNHPmTOcyfxiHrKwsxcTEuPz06NHDud4wDGVlZSkhIUHt2rXTiBEjtGfPHgsr9g1kETlUHX/MInLIGuRQBbLofP6YQxJZZAVyqAI5dD5yyHdyiKbUObZt26a0tDStX79eb7zxhs6ePatRo0bp9OnTzm1mzZqljRs3KicnR2vXrtWpU6eUlpam8vJyCyv3rhYtWmj69OnasGGDNmzYoGuvvVZjx451vqD9YQx+66uvvlJubq46derkstxfxqFjx4768ssvnT8ffPCBc11OTo6WLFmiuXPn6u9//7uioqJ01113qbi42MKK6z+yiByqij9nETlkPnKoAlnkyp9zSCKLzEYOVSCHXJFDPpZDBi6oqKjIiI6ONrZu3WoYhmEcP37cuPLKK421a9c6t/npp5+Mli1bGh999JFFVZqjc+fOxsqVK/1uDIqLi41rr73W+OSTT4z/+Z//MZ588knDMPzntfD8888bgwYNqnKdw+EwevToYSxevNi5rKSkxIiLizNWrFhhVol+gSyq4K85ZBj+nUXkUN1ADv2Xv2aRP+eQYZBFdQE59F/kEDl0rvqaQ5wpdREnTpyQJIWHh0uSduzYoTNnziglJcW5TfPmzdWxY0fl5+dbUmNtKy8v17p163T69Gn16tXL78YgPT1dAwcOVP/+/V2W+9M4HDhwQAkJCerbt68efPBB/fvf/5YkHTx4UIWFhS5jYLfb1bdvX58bA6v5exb5ew5JZBE5ZD1/zyGJLPL3HJLIIquRQ+QQOeR7ORRodQF1mWEYmjNnjvr06aO4uDhJ0uHDhxUUFOQMwkpRUVEqLCy0osxa8+2332rYsGEqLS3VZZddpmXLlik2Nla7du3ymzFYt26ddu7cqQ0bNpy3zl9eCz179tTChQvVtm1bHT58WIsWLdItt9yiDz/80Pk4IyMjXe4TFRWlH3/80YpyfZI/ZxE5VMHfs4gcsp4/55BEFknkkEQWWY0cIofIId/MIZpSFzBjxgx9++23WrNmzUW3NQxDNpvNhKrM065dO23atEknTpzQhg0b9Nhjj2n16tXVbu9rY1BQUKCZM2dq5cqVCg4OvuT7+do4pKamOv/dqVMnJSYm6pprrtFbb72lhIQESTrv8fraGFjNn7PI33NIIoskcqgu8OccksgicqgCWWQtcogcIod8M4e4fK8aGRkZ2rRpk9566y1FR0c7l0dFRamsrEzHjh1z2b6oqEhRUVFml1mrgoKC1KZNG3Xv3l3Tp09X586dtWzZMr8Zg507d6qoqEg33XSTWrdurdatW2vr1q1avny5WrdurcjISL8Yh3OFhoYqLi5OBw4cUNOmTSVV/GXit4qKis7r0KNm/D2L/D2HJLKoKuSQufw9hySyiByqGllkHnKIHCKHquYLOURT6hyGYWjGjBnauHGj3nzzTbVu3dplfbdu3dSwYUPl5eU5l/3888/as2ePEhMTzS7XVIZhqKyszG/GICkpSR988IE2bdrk/Onevbtuu+0257/9YRzOVVpaqn379qlZs2Zq3bq1mjZt6jIGZWVl2rZtm0+PgRnIoqr5Ww5JZFFVyCFzkEPV87csIoeqRhbVPnKoeuQQOST5Rg5x+d450tPTtXbtWi1fvlxhYWHO6zIbNWqkkJAQXX755Ro5cqQyMzMVERGhiIgIZWZmKi4uTsnJyRZX7z1PP/20UlNTFR0dreLiYq1bt05bt25Vbm6u34xBWFiY83r1SqGhoYqIiHAu94dxyMzM1ODBgxUTE6OioiItXLhQxcXFuv3222Wz2TRu3DhlZ2erTZs2atOmjbKzsxUSEqLbbrvN6tLrNbKIHKpEFpFDViGHKpBF5FAlssh85FAFcogcquSLOURT6hwrVqyQJI0YMcJl+bx583TnnXdKkmbPnq3AwEBNnDhRJSUlSkpK0vz58xUQEGB6vbWlqKhIkydPVmFhoRo1aqROnTopNzfX+S0H/jAGl8IfxuGnn37Sww8/rKNHj6pJkyZKSEjQ+vXr1bJlS0nSQw89pJKSEqWnp+v48ePq2bOnVq5cqbCwMIsrr9/IInLIHb4+FuSQNcihCmTRpfGHcSCLzEcOVSCHLo0/jIMv5pDNMAzD6iIAAAAAAADgX5hTCgAAAAAAAKajKQUAAAAAAADT0ZQCAAAAAACA6WhKAQAAAAAAwHQ0pQAAAAAAAGA6mlIAAAAAAAAwHU0pAAAAAAAAmI6mFAAAAAAAAExHUwqWGjFihGbOnOnVff7lL39Rp06dvLpPAL6LHAJgNXIIgNXIIViFphR8zrBhw7RlyxarywDgx8ghAFYjhwBYjRzCpQi0ugDA20JCQhQSEmJ1GQD8GDkEwGrkEACrkUO4FJwpBcuVl5drxowZ6tSpk7p06aJnnnlGhmFIkq6++motWLBAkydPVocOHdSnTx+99957OnLkiO677z516NBBAwcO1Ndff+3cH6eJAnAXOQTAauQQAKuRQ7ACTSlY7q233lJAQIDWr1+vP/7xj1q6dKlWrlzpXL906VL17t1b7733ngYOHKjJkyfr0Ucf1fDhw/Xuu+/qqquu0qOPPuoMTABwFzkEwGrkEACrkUOwAk0pWC46Olpz5sxR+/btNXz4cI0dO1ZLly51rk9NTdWYMWPUtm1bTZkyRcXFxerevbuGDh2qdu3a6aGHHtK+fft0+PBhCx8FgPqMHAJgNXIIgNXIIViBphQsl5CQIJvN5rzdq1cvHThwQOXl5ZKkzp07O9dFRUVJkuLi4s5bVlRUZEa5AHwQOQTAauQQAKuRQ7ACTSnUeYGB/52PvzIkGzZseN4yh8NhbmEA/AY5BMBq5BAAq5FDqA00pWC5L7744rzbbdq0UUBAgEUVAfA35BAAq5FDAKxGDsEKNKVguUOHDmn27Nnav3+/1q5dq+XLl+v++++3uiwAfoQcAmA1cgiA1cghWCHw4psAtWvEiBEqKSnRzTffrICAAI0dO1ajR4+2uiwAfoQcAmA1cgiA1cghWMFm8H2NAAAAAAAAMBmX7wEAAAAAAMB0NKUAAAAAAABgOppSAAAAAAAAMB1NKQAAAAAAAJiOphQAAAAAAABMR1MKAAAAAAAApqMpBQAAAAAAANPRlAIAAAAAAIDpaEoBAAAAAADAdDSlAAAAAAAAYDqaUgAAAAAAADAdTSkAAAAAAACY7v8DCIl34mzAw8kAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Changing color of bars\n", - "g = sns.FacetGrid(insurance, col=\"region\" , row = \"sex\" , height=3, aspect=1)\n", - "g = g.map(plt.hist, \"bmi\" , color = '#F39C12',edgecolor ='w', linewidth=1)" - ] - }, - { - "cell_type": "code", - "execution_count": 485, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Bivariate function on each facet\n", - "g = sns.FacetGrid(insurance, col=\"region\" , row = \"sex\" , height=3, aspect=1)\n", - "g = g.map(plt.scatter, \"bmi\" , \"charges\")" - ] - }, - { - "cell_type": "code", - "execution_count": 490, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Changing size of dots -> s = 80\n", - "g = sns.FacetGrid(insurance, col=\"region\" , row = \"sex\" , height=3, aspect=1)\n", - "g = g.map(plt.scatter, \"bmi\" , \"charges\" , color = '#FF6600',edgecolor=\"w\", s=80)" - ] - }, - { - "cell_type": "code", - "execution_count": 492, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Show groups with different colors using \"hue\"\n", - "g = sns.FacetGrid(insurance, col=\"region\" , row = \"sex\" , hue=\"smoker\" ,height=3, aspect=1)\n", - "g = g.map(plt.scatter, \"bmi\" , \"charges\" , edgecolor=\"w\", s=70)" - ] - }, - { - "cell_type": "code", - "execution_count": 493, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 493, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Showing legend -> g.add_legend()\n", - "g = sns.FacetGrid(insurance, col=\"region\" , row = \"sex\" , hue=\"smoker\" ,height=3, aspect=.9)\n", - "g = g.map(plt.scatter, \"bmi\" , \"charges\",edgecolor=\"w\", s=70)\n", - "g.add_legend()" - ] - }, - { - "cell_type": "code", - "execution_count": 495, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Use a custom palette\n", - "pal1 = dict(yes=\"#ff7315\", no=\"#8cba51\")\n", - "g = sns.FacetGrid(insurance, col=\"region\" , row = \"sex\" , hue=\"smoker\" ,height=3, aspect=1, palette=pal1)\n", - "g = g.map(plt.scatter, \"bmi\" , \"charges\",edgecolor=\"w\", s=70)\n", - "g.add_legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 498, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "pal1 = dict(yes=\"#ff7315\", no=\"#8cba51\")\n", - "kws = dict(s=80, linewidth=1, edgecolor=\"w\")\n", - "kws1 = dict(height=3, aspect=1,palette=pal1)\n", - "g = sns.FacetGrid(insurance, col=\"region\" , row = \"sex\" , hue=\"smoker\" , **kws1)\n", - "g = g.map(plt.scatter, \"bmi\" , \"charges\",**kws)\n", - "g.add_legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 500, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Use different markers for each level of the hue variable\n", - "pal1 = dict(yes=\"#ff7315\", no=\"#8cba51\")\n", - "kws = dict(s=70, linewidth=1, edgecolor=\"w\")\n", - "kws1 = dict(height=3, aspect=1,palette=pal1 , hue_kws=dict(marker=[\"^\", \"v\"]))\n", - "g = sns.FacetGrid(insurance, col=\"region\" , row = \"sex\" , hue=\"smoker\" , **kws1)\n", - "g = g.map(plt.scatter, \"bmi\" , \"charges\",**kws)\n", - "g.add_legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 502, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 502, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "g = sns.FacetGrid(insurance, col=\"region\" , row = \"sex\" ,height=3, aspect=1)\n", - "g = g.map(plt.bar, \"smoker\" , \"charges\",edgecolor=\"w\" , color = '#8cba51')\n", - "g.add_legend()" - ] - }, - { - "cell_type": "code", - "execution_count": 503, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
#NameType 1Type 2HPAttackDefenseSp. AtkSp. DefSpeedGenerationLegendaryTotal
01BulbasaurGrassPoison4549496565451False318
12IvysaurGrassPoison6062638080601False405
23VenusaurGrassPoison808283100100801False525
33VenusaurMega VenusaurGrassPoison80100123122120801False625
44CharmanderFireNaN3952436050651False309
\n", - "
" - ], - "text/plain": [ - " # Name Type 1 Type 2 HP Attack Defense Sp. Atk \\\n", - "0 1 Bulbasaur Grass Poison 45 49 49 65 \n", - "1 2 Ivysaur Grass Poison 60 62 63 80 \n", - "2 3 Venusaur Grass Poison 80 82 83 100 \n", - "3 3 VenusaurMega Venusaur Grass Poison 80 100 123 122 \n", - "4 4 Charmander Fire NaN 39 52 43 60 \n", - "\n", - " Sp. Def Speed Generation Legendary Total \n", - "0 65 45 1 False 318 \n", - "1 80 60 1 False 405 \n", - "2 100 80 1 False 525 \n", - "3 120 80 1 False 625 \n", - "4 50 65 1 False 309 " - ] - }, - "execution_count": 503, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "pokemon.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 510, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Limiting the number of columns using \"col_wrap\"\n", - "g = sns.FacetGrid(pokemon, col=\"Type 2\" , col_wrap=3 , height=2.8, aspect=1)\n", - "g = g.map(plt.scatter, \"Attack\" , \"Sp. Atk\",color = '#FF6600',edgecolor=\"w\", s=70)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Joint Plot\n", - "\n", - "#### Joint plot is used to draw a plot of two variables with bivariate graph and univariate graphs in the margin." - ] - }, - { - "cell_type": "code", - "execution_count": 627, - "metadata": {}, - "outputs": [], - "source": [ - "# Recover default matplotlib settings\n", - "mpl.rcParams.update(mpl.rcParamsDefault)\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "code", - "execution_count": 628, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
agesexbmichildrensmokerregioncharges
019female27.9000yessouthwest16884.92400
118male33.7701nosoutheast1725.55230
228male33.0003nosoutheast4449.46200
333male22.7050nonorthwest21984.47061
432male28.8800nonorthwest3866.85520
\n", - "
" - ], - "text/plain": [ - " age sex bmi children smoker region charges\n", - "0 19 female 27.900 0 yes southwest 16884.92400\n", - "1 18 male 33.770 1 no southeast 1725.55230\n", - "2 28 male 33.000 3 no southeast 4449.46200\n", - "3 33 male 22.705 0 no northwest 21984.47061\n", - "4 32 male 28.880 0 no northwest 3866.85520" - ] - }, - "execution_count": 628, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "insurance.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 629, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 629, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# scatterplot with marginal histograms\n", - "sns.jointplot(x=\"bmi\", y=\"charges\", data=insurance , height = 10)" - ] - }, - { - "cell_type": "code", - "execution_count": 630, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 630, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Regplot with marginal distplot\n", - "sns.jointplot(x=\"bmi\", y=\"charges\", data=insurance , height = 10 , kind=\"reg\")" - ] - }, - { - "cell_type": "code", - "execution_count": 631, - "metadata": {}, - "outputs": [], - "source": [ - "sns.set(style=\"white\", color_codes=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 632, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 632, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.jointplot(x=\"bmi\", y=\"charges\", data=insurance , height = 10)" - ] - }, - { - "cell_type": "code", - "execution_count": 633, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 633, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Resid Plot\n", - "sns.jointplot(x=\"bmi\", y=\"charges\", data=insurance , height = 10 , kind=\"resid\")" - ] - }, - { - "cell_type": "code", - "execution_count": 561, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 561, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# \"ratio\" adjusts the relative size of the marginal plots\n", - "sns.jointplot(x=\"bmi\", y=\"charges\", data=insurance , height = 10, ratio=2)" - ] - }, - { - "cell_type": "code", - "execution_count": 517, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Change the color of the joint plot\n", - "g = sns.jointplot(x=\"bmi\", y=\"charges\", data=insurance , height = 10 , color = '#FF6600',edgecolor=\"w\", s=90 )" - ] - }, - { - "cell_type": "code", - "execution_count": 518, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.rcParams['figure.facecolor'] = \"#E5E7E9\"\n", - "plt.rcParams['axes.facecolor'] = \"#E5E7E9\"\n", - "plt.rcParams[ 'axes.labelsize'] = 20\n", - "plt.rcParams['xtick.labelsize'] = 15\n", - "plt.rcParams['ytick.labelsize'] = 15\n", - "g = sns.jointplot(x=\"bmi\", y=\"charges\", data=insurance , height = 10 , color = '#FF6600',edgecolor=\"w\", s=90 )" - ] - }, - { - "cell_type": "code", - "execution_count": 521, - "metadata": {}, - "outputs": [], - "source": [ - "# Recover default matplotlib settings\n", - "mpl.rcParams.update(mpl.rcParamsDefault)\n", - "%matplotlib inline\n", - "sns.set(style=\"white\", color_codes=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 541, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 541, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Replace the scatterplot with a joint histogram using hexagonal bins\n", - "sns.jointplot(x=\"bmi\", y=\"charges\", data=insurance , height = 10 , kind=\"hex\")" - ] - }, - { - "cell_type": "code", - "execution_count": 542, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 542, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Replace the scatterplot with a joint histogram using hexagonal bins\n", - "sns.jointplot(x=\"bmi\", y=\"charges\", data=insurance , height = 10 , kind=\"hex\" , color=\"#fb9224\")" - ] - }, - { - "cell_type": "code", - "execution_count": 540, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 540, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "\"\"\" Replace the scatterplot & joint histogram with kde plot\n", - " in the margins and the interior into a shaded countour plot \"\"\"\n", - "\n", - "sns.jointplot(x=\"bmi\", y=\"charges\", data=insurance , height = 10 , kind=\"kde\" , color=\"#FF6600\")" - ] - }, - { - "cell_type": "code", - "execution_count": 580, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 580, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Create Space between the joint and marginal axes\n", - "sns.jointplot(x=\"bmi\", y=\"charges\", data=insurance , height = 10 , kind=\"kde\" , color=\"#FF6600\", space=2)" - ] - }, - { - "cell_type": "code", - "execution_count": 609, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 609, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Set Axis limits \n", - "sns.jointplot(x=\"bmi\", y=\"charges\", data=insurance , height = 10 , kind=\"kde\" , \n", - " color=\"#FF6600\", space=2, xlim=(0,50),ylim=(-3000,70000))" - ] - }, - { - "cell_type": "code", - "execution_count": 589, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 589, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Change formatting of marginal graphs\n", - "sns.jointplot(x=\"bmi\", y=\"charges\", data=insurance , height = 10 , kind=\"kde\" , \n", - " color=\"#FF6600\" , marginal_kws={'lw':5})" - ] - }, - { - "cell_type": "code", - "execution_count": 613, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 613, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Change formatting of marginal graphs\n", - "sns.jointplot(x=\"bmi\", y=\"charges\", data=insurance , height = 10 , kind=\"kde\" , \n", - " color=\"#33CC00\" , marginal_kws={'lw':5 , 'color' : \"#FF3300\"})" - ] - }, - { - "cell_type": "code", - "execution_count": 615, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 615, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.jointplot(x=\"bmi\", y=\"charges\", data=insurance , height = 10 , kind=\"kde\" , \n", - " color=\"#33CC00\" , marginal_kws={'lw':5 , 'color' : \"#FF3300\" , 'bw' :.3})" - ] - }, - { - "cell_type": "code", - "execution_count": 624, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Changing background of marginal graphs\n", - "g = sns.jointplot(x=\"bmi\", y=\"charges\", data=insurance , height = 10 , kind=\"kde\" , \n", - " color=\"#33CC00\" , marginal_kws={'lw':5 , 'color' : \"#FF3300\"})\n", - "g.ax_marg_x.set_facecolor('#f8fab8')\n", - "g.ax_marg_y.set_facecolor('#f8fab8')" - ] - }, - { - "cell_type": "code", - "execution_count": 539, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 539, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Defining Axis Labels\n", - "(sns.jointplot(x=\"bmi\", y=\"charges\", data=insurance , height = 10 , kind=\"hex\" , color=\"#a0c334\")\n", - " .set_axis_labels(\"$BMI$\", \"$CHARGES$\"))" - ] - }, - { - "cell_type": "code", - "execution_count": 538, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.jointplot(\"bmi\", \"charges\", data=insurance, s=70, edgecolor=\"w\", linewidth=1, height = 10 , color=\"#58b368\",\n", - " marginal_kws=dict(bins=15, rug=True))\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Joint Grid\n", - "\n", - "#### Grid for drawing a bivariate plot with marginal univariate plots." - ] - }, - { - "cell_type": "code", - "execution_count": 639, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#Add plots using default parameters\n", - "g = sns.JointGrid(x=\"bmi\", y=\"charges\", data=insurance, height = 10)\n", - "g = g.plot(sns.regplot, sns.distplot)" - ] - }, - { - "cell_type": "code", - "execution_count": 650, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtMAAALECAYAAADKJ7wSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3Xt41OWd//9nQjgjIEIABRFR8IAIFYtKFwRaQRBtabVbXKnW2q3tqrUru9Zj7dav1lJ12y1uV1t/HttiVRBF1KqAigekKKIWPKByKIEAEginHOb3x82QA5NkMsnMZ5I8H9eV65P5MId7kpC85p73/b5zYrFYDEmSJEn1lhv1ACRJkqSmyjAtSZIkpcgwLUmSJKXIMC1JkiSlyDAtSZIkpcgwLUmSJKXIMC1JkiSlyDAtSZIkpcgwLUmSJKXIMC1JkiSlyDAtSZIkpcgwLUmSJKXIMC1JkiSlyDAtSZIkpcgwLUmSJKXIMC1JkiSlKC/qAUhqJoq3wu6i1G/frjN0PLjxxiNJUgYYpiU1jt1F8O4zqd/++PGGaUlSk2OZhyRJkpQiw7QkSZKUIsO0JEmSlCLDtCRJkpQiw7QkSZKUIrt5SGqY0r2w+RP4bBl8+mbo6rGnGMpLobwsfAC0agOt20JeG2jTEdp3hQ5docPB0LpdpE9BkqRU5cRisVjUg5DURBRvgY8Ww8evwvp3YcPfYdNHIThXl5MLuXmQ2ypcLt0DsfLE99u2E/Q+Dg7/Ahx6fDge/gVDtiQp6xmmJdVs7y74+/PwzpPwwSL4x/vhfG4e9Dwaeh0bPnoODOcKVkK7g6BNJ8hNUEVWVhpC9d5i2Pn5vo8tsH0TlOyEjR9WbPzSqnUI2H2HwZGnwIDTwsYuNXHTF0lSBAzTkqravR2WPRY+3nsOSnaFmeOjR8GAkXDUSDjiZGjToertNn/asE1bjjwFPnoVdm0LZSOFq2Hzx1D4CZTtDTPdhxwRAnafoXBwH8jJqbj98ePhkH6pP74kSSmwZlpSqGte+SK8el8I0Xt3QrfDYeTFcOJkOHp0qHdOt5ycfXXUQ6Hv0HCurBQKP4YN78M/3oMVT4WZ8k7doe8XoN9J0M0QLUmKhmFaak6Kt1aUSSRjdxG8OQteux+2fBZKJUb8C5z6bTjy1Kozv1FplRfKSHoOhBPPCTPna9+Cz/4Gf/8rvP8sdO4NWz6FsZdDl15Rj1iS1IJY5iE1J8mWWuwohPefCwsJS/dAjwEwcAyM+xG065TaY+/dFeqqU3XkKfDxa/W7zZ5iWLMsLIos/CgsdjxhEoy5HI4Zmx0vBiRJzZoz01JLUrQB3p0Pq18PQbPfyTBobEWtcaws9brnI09pvHEmq21HOOpL4SP/KHjvWVj8B3j7CTh0cHhx8MWp0KZ95scmSWoRDNNSS1BUAMvnhj7QrfJg0Bg49oxQn9xcdOsHoy+F0y4Kz3XxH+CB78LjV8M//SuMOP/ARZOV2Q1EkpQCw7TUnO0qCov1PnwptJo77gw49su1t5hrqvYWV5SJtOsMY66AglXw7tPw9M3wwq/h2K/AwNGJ+1cfP94wLUmqN8O01ByV7A410e8/B2Uloa3dCZOaZ4iuSU4O9BoUPjZ9FF5UvPVYWLR4wlmhNCS+oYwkSSkyTEvNSVlpWAS4fG7o1HH4F+DEr0LnnlGPLFo9BsDYK0KoXvYYLHk4bEYz9KthUxgXKkqSUmSYlpqDWCwsunvkx6Enc4+jQv1w9yOjHll26TEAvnIVrFsObz0OL/0ufK1O/lbUI5MkNVGGaamp27AS/nx56GTR4ygY/QM4bIizrTXJyYE+J4ZuHx+9Am/PDjXVW9fAeXc0r0WZkqS0M0xLTdXu7fDUz+H5O0KXim/+GgZPDOULqltuq1BLfvhJ8PacsHHNiqfga78Im9bk5kY9QklSE+BfC6mpicXgjT/CjcfAs7fBKRfAz1bB2MtC2zvVT9uOoRf1D5+A/KPh/u/AbafBJ29GPTJJUhNgmJaaknXvwK9Oh99PDVtoX/0aTPs9dM6PemRN36GDYfrLcNH9sPkTuPWL8MD3YMfmqEcmScpiTmNJ2aR4a+jCUd2eYvjrr+DV+0J7u6/dAiedF0oVNn9acb29uzI31uYoJyfM9J94Njz5M3jhv0P3j6/fBqdeaOmHJOkAhmkpm+wuOnA773XvwBsPw86tcPQ/hVZ3bTvC+3898PZRbOndHLXvAuf+Ck67EB66FO6/GF75A5x/Fxx2QtSjkyRlEadZpGy1qwhevhsW/A+0bgtnTIcvnh+CtDLjsBPgqkUw7Q+w4e/w82Hwl6tg946oRyZJyhLOTEvZJhYLLduWPQqle2HI2XDceBcXRiU3F0ZeFEo/Hv8JPPcrePPPcN5/w7Cv2YJQklo4Z6albFL4MTx/O7z+AHQ5FCZeH7YBN0hHr9MhcMH/wX8sho6HwO++Dv9zFmz6OOqRSZIiZJiWskF5GTw7A349AbasgRH/Al/5d+jSK+qRqboBp8I1b8K5t4et2286PvT7LtkT9cgkSRFwukuKWuFquPfb8OFLcNwZcMyXwwI4Za9WefDlK0NHlUeuhCeuD+8mfGsmHDsu6tFJkjLIMC1FJRYLHSJm/QhycuHC+8KOfO89G/XIWqay0qptBpP19V/CF86F2T+BO78MJ38rdALp0rvxxyhJyjqGaSkKRQXwwCWwfC4MGgPfvhcO6ZdamFPj2FsMH7+W2m2PGQf/9hQsvCt8LH8ylOmcckHoBV6Xdp2h48GpPbYkKVKGaSnTlj0OD34Pdm+Hc++AsZe7GUhTFw/ivY+DidfBkj/Ckz+FV34f2hl271/77Y8fb5iWpCbKMC01ttp2MZx7A/zt0dC/+OI/Qs+jYeuaiuu4g2HT17knjL0CPlsKS2fBM7+outmOJKlZMUxLjS3RLoZb18HLv4PtG2HwpNDurvDj8FGZOxg2Dzk50G84HHp8KOVZ+QKsWQbDvgH9R9ibWpKaEcO0lE6xGHy8OLzt36YDjPsx9BwY9aiUKa3bh44f/U+FJQ/Bq/eGDXm++K3QR1yS1OQZpqV0Kd0DbzwMq1+DXsfCad+B9p2jHpWi0K0vnPEf8OHL8Nbj8NR/wbFfgRPOgrw2UY9OktQAhmkpHT5fDy/9HxRtCIFp8CQXGbZ0Obmh9WHfYWGr+PeegbVvwakXRT0ySVID+Nddamx/+wvMvwX27oBxV8CQyQZpVWh3EJx6IYz9EZTuhWd/Ac/+0h0UJamJ8i+81FhKdsP934W/XAXdj4CJ14fyDimR3sfCpBtDPfWC38KtX4Q1b0c9KklSPRmmpcawdR386vTQV/j0fwuzjm4Jrrq0aQ+nfhum/R6KNsItJ8O8m8NujJKkJsGaaamhPloM//t12LMDvv8YHP6FA1vjSbU5ejRc/jTMuR7mXAdLH4Fv/Aryj0ru9u6gKEmRMUxLDfHS3fDHH4atwK/8a+gr7Jbgqq+9xbD6jVBf37lXaKX4mzNh2Ndh4Ol196V2B0VJioxhWkpF6V748xWw6H/huPHw3T8aZtQ4jjg59CJ/9T5480+wfgWcMs2yIUnKUtZMS/W1bQPcPjYE6fH/CZc9ZZBW42rfBcZcBsP/GQpWhr7Ua5dHPSpJUgLOTEv18ckSuOtrULwlzEaf/M9Rj0jNVU4ODBoDPQfB4t/Dwt+GPtVfONeNXiQpizgzLSXrtQfhl/8ErfLgPxcbpJUZXQ+F8VeHHRM/WARP/9y6fEnKIoZpqS7lZfCX6XDvBXDkqfCTJdB3aNSjUkvSqjV84Rsw7sqwucszt8K786G8POqRSVKLZ5mHVF3xVthdFD7ftQ3+9G/wwUthEdik62HvztpnBvfuysw41fL0OgYm3QBvPAhvPQ7r34XT3I5ckqJkmJaq210U+kRv+wcsnAnFm2HEv8CAkfD3F+q+/ZGnpH+MarnadoQvfQ8+fjV0+3jqZ+Hc2MuiHpkktUiGaSmRtcvDboZ5rWHcj5PfPEPKhJwcGHAa5B8dFif++fIQrv/5N9DpkKhHJ0ktimFaqiwWgwW/DTPS3frCqEuhY7eoRyUldlAP+Mp02PQhvPBrWPkCnP87GHpO1COTpBbDBYhS3N6dcM+34NlfQr/hIaQYpJXtclvB2MvhmjehS2+466vwhwtgx+aoRyZJLYJhWgLY8hnc9iVYOgvG/weMvNhevmpa+p4IP3kDzvopLPkT/PRYeOPh8G6LJCltDNPSBy/B/xsOmz6CH86F0T8INalSU9OqNUy+Ea5dCt2PhN+fD78+EwpXRz0ySWq2DNNquWIx+OudYWvwDgfDT16HEyZFPSqp4foMgf94JSxI/OgV+Onx8NTPoWR31COTpGbHMK2Wadc2+L9z4ZErQ4C++vXQw1dqLnJbwZh/g5++BydMhCeuhxuPhWWPW/ohSY3IMK2WZ81boazjrdnw9V/CpY9Dh65Rj0pKj2594V//Alc+H/pR/+8UuPMrYcMXSVKDGabVcsRi8PLv4dZTQueOf18AZ1xlfbRahmPGwnVvhdKPz5bCf50If74i7PgpSUqZfabVMuzdCQ//AF69D479MnznIeicH/WopMZRVlr7FveVDZkcdvN87lfw4m/g9YfgqzeHDjat/JMgSfXlb041P8Vbw5bgcZs+CkF646rQj3fsFVCyq+bwsXdXZsYpNZa9xfDxa/W7zdGj4JD+8P6z8ND34a93wFf/Hwz7mu/WSFI9GKbV/OwugnefCWUdH74ESx8JPaPHXA69j4P3/1r77Y88JTPjlKLWrS9c8mdY+zbM/gn87uvQfwR87VYYdHrUo5OkJsGaaTVPu7fDorvgjYegxwCYeF0I0pKqyskJ249fvxym/R4+Xwe3j4HfTIQ1b0c9OknKeoZpNT9/fwGe+lnoVvCFc0NpR4eDox6VlN1a5cHI78DPVsGU20LZyM3DwtbkbvoiSTWyzEPNR/EWmPUjeO0B6HoYjP0RHHxY1KOSsluixYvDz4Pjx8PCu2DxvWF78pPODX2ru1b7P9WuM3T0xaqklsswrebhrdnw0KWwozDURvccGLZWllS72hYv9h0Gk/vDu0+HtQdLZ8GAL8HgMyve7Tl+vGFaUotmmFbTtnVdmI3+21+g71C4/OnwR/7dZ6IemdQ8dOgKJ38LjhsPK54Oi3o/eiV0Azl+QtSjk6TIGabVNJWVwgu/hrk3QnkpnPNzGP8fYTY62X67kpLXsRuMOD/MRK+YB6sWhGC98QM4+2fQpVfUI5SkSBim1fSsWhh2blv7NgyeGHZ063Fk1KOSWoZO3eGUaWFW+p2n4JXfw2v3h01fzpgO3Y+IeoSSlFF281DTUfAB3DUFfnV6WGz4r4/Cvz1pkJaicFA+nHYRXPk8nHIBvHw3XH8U3PttWP9e1KOTpIxxZlrZqfIuhjs2w8KZYfarVZsw+zXyYmjdDrZ8duBt3cFQypzu/eGCu+GsG8MW5S/9X/i/OvRrcOZP4IiTox6hJKWVYVrZaXcR/O0xeP85WPkClO2FI0fCiWdD+y6h1KMm7mAoZd7BfeC8O2DitWE9w4u/gbceh2PGwbgfhQ4gua2iHqUkNTrDtLJP8dbwx3jhXVCyCw4/CYZMhi69ox6ZpOoS9akeeTGcdB68/iC8+v/BbydDt8NDrfVJ54YXxHH2qZbUxBmmlT22roPn74BFv4M9O6DPiSFEH9w36pFJqkltfaq7HwmTboQ1y2DlizDv5/DMbdD/FBh0etgAxj7Vkpo4w7Sit+atMBP9+oMQK4fh/wwj/iVxPbSkpiW3FfQbHj62fBZa6q1+FT5cBD0HhdaWIy+G1m2jHqkkpcQwrWiUlcCyx0Nd5YcvQ5sO8KVL4IyrwoKmzZ8apqXmJl7qMWxK+H+/aiH88YfwxPVw8lQ47UI4/AuQkxP1SCUpaYZpZdb692DxvfD6A1BUEN4G/savQost3+qVWoa2nUKf6mPPgHYdwyYwL98NC/4Heh0T6q2HnweHHh/1SCWpToZppd/Oz2HJn0KI/uQNyM2DEybBl77rCn+pJcvNDduSn3JB+D3x5p/Dx7yfw1M/g97HwYnnwJCzoP8If1dIykqGaaXH9kJ4dz4sfQTeewZK94T6yInXwdCvhl3UALauTXx7e0VLLUuHrjDqX8PHtg2w7LHw++PZ22D+LdDxkLBY8ZhxMPD0UA5mOYikLGCYVuMpL4MPFoU/gEsfgR2FoRa6/ykw4DTo1i/88ft0ad33Za9oqeXq0gtO/0H42Pk5vPds2Lr83fnwxsPhOgf3hYGj4Ygvho1h+g4NGzlJUoYZptUwZaUVAXrZY7B9I7RuD4PGQNc+0GcItGod9SglZatEfaqr6z8ifEy+CTZ9BB+/Cqtfg/eeC12AIJSPHXocHHpCqLU+dDD0GhRexNspRFIaGaZVf7t3hF0J33kq7HC2fVOYgT5hUtiQYfDEMCv97jNRj1RStqutT3VNDsqHIWfDP/8PtMqDT5aEjzXLwov7Nx6quG5ODnQ5NJSFHHLEvmN/6H5E6C7S9TBntCU1iGFaiRVvDVt6A8RisPHD0B921YLwR6tsbwjQg8bA4Enh2KZ9uP6OQmueJaVfeVkIy4d/IXzE7S6CjR9A4eqwLmPrGtiyBv7+AhT9I/xOq6zjIXDwYSFYd+0TjgdXO3boao22pIQM00qs8GN46W7Y8D6sfxeKN4fzXQ4NdYqHDoYeR4VZIQizQZVZ8ywp3eqa1W57EPQ6NnzElZXCzq3hRX+X3qE0rWhDaNW55TNYvQSKCw+8r9btoHNv6Nwz3K5zzzDT3XNgReju3NOOI1ILZJhW+OPyj/fCwsCPF8MHL0HByvBveW3DH6LjJ4QA3bFbtGOVpIZolQcH9QgfR54SwnjPgVWvU1YCu7aFxY87t8Kufcedn8OOTWHWe9fnYWa8stxW0LlXCNYH9wmz3N36huPB+z7v0tt1JFIzY5huSWIx2PaPEJzjH2uXh+28S/aVZXToCgNGhvZ1sVhYvNPKHxNJLUir1qF9Z7yFZyKxcug7LMxwF20Iv1uLCkIZSVFB+L264mnYu7Pq7XJyoFOPEK4POaIidMcDfqdKx7YdLS2RmgBTUlMXi4UgvKso1Anu2rbvF/qG0Kt123rY/EmoHdz8CZTsrrhth4PDbPOo70O/k6DfcMg/OmyksPlTFxBKUk1ycsM6kc/XhcsH5YePw06ouE789/POrVU/ireGWewN74e2f3t2JH6M1u1CqO7YDdp1hnYHVXy0rfR56/ahY0mrNpDXJhwrX85tFcab2wpyWoXf8Tmtqp5P5vOEt81N/9daynItLkyXlpayYcOG9D7IB4vgo8Xh81gszGDEYkBs3+VYxWUq/Vt5/Drl4W3G0r3huP9jL5SWQOmu0FFj9/bwS7j6W42Vdei6r57vKDjsdDj4cOh5VAjNHQ+pOutRCqxfHz7/fAMUbkv9a9BhY3S3j/KxG3p7x940b+/Yo7l9kxl7J2jTCdr0ha77Tg0cFX43x2Kwpxh2bglrU3ZsCZ/v2Fxx3LUNinfAlvXhunt2hHrxPTtrfdSM2R+8c8PnOZU+j4fu2s5Xv208pOfUdp85lUJ9TkXYr/x57r7rVD6f2yq0URz+zVB2k0a9evUiL6/FxawWKScWq76suXlbu3Yt48aNi3oYkiSpGXv++efp06dP1MNQBrS4MJ2RmWlJktSiOTPdcrS4MC1JkiQ1FlcOSJIkSSkyTEuSJEkpMkxLkiRJKTJMS5IkSSkyTEuSJEkpMkxLkiRJKTJMS5IkSSkyTEuSJEkpMkxLkiRJKTJMS5IkSSkyTEuSJEkpMkxLkiRJKTJMS5IkSSkyTEuSJEkpMkxLkiRJKWpxYbq0tJS1a9dSWloa9VAkSZJqZGZpGlpcmN6wYQPjxo1jw4YNUQ9FkiSpRmaWpqHFhWlJkiSpsRimJUmSpBQZpiVJkqQUGaYlSZKkFBmmJUmSpBQZpiVJkqQUGaYlSZKkFBmmJUmSpBQZpiVJkqQUGaYlSZKkFBmmJUmSpBQZpiVJkqQUGaYlSZKkFBmmJUmSpBQZpiVJkqQUGaYlSZKkFBmmJUmSpBQZpiVJkqQUGaYlSZKkFBmmJUmSpBQZpiVJkqQUGaYlSZKkFBmmJUmSpBTlpeuOH3nkER588MH9l9euXcs555zDl7/8ZW655Rb27NnDmWeeyZVXXgnA+++/z7XXXktxcTHDhw/npptuIi8vj/Xr1zN9+nQ2b95M//79mTFjBh07dqSoqIirrrqKNWvW0K1bN+6880569OiRrqcjSZIkHSBtM9Pnnnsuc+bMYc6cOcyYMYNDDjmESy65hGuuuYaZM2cyb948VqxYwcKFCwGYPn06N9xwA8888wyxWIxZs2YBcNNNNzF16lTmz5/P4MGDmTlzJgB33nknw4cP5+mnn+bcc8/l5ptvTtdTkSRJkhLKSJnHT3/6U6688krWrFlDv3796Nu3L3l5eUyePJn58+ezbt06du/ezdChQwGYMmUK8+fPp6SkhCVLljB+/Pgq5wEWLFjA5MmTATjrrLNYtGgRJSUlmXg6kiRJEpCBML148WJ2797NmWeeycaNG6uUYuTn51NQUHDA+R49elBQUMDWrVvp1KkTeXl5Vc4DVW6Tl5dHp06d2LJlS7qfjiRJkrRf2sP0n/70Jy666CIAysvLycnJ2f9vsViMnJycGs/Hj5VVv1z5Nrm5rqeUJElS5qQ1fe7du5clS5YwduxYAHr16sWmTZv2//umTZvIz88/4HxhYSH5+fl069aN7du3U1ZWVuX6EGa1CwsLASgtLaW4uJiuXbum8+lIkiRJVaQ1TK9cuZIjjjiCDh06AHDiiSeyevVqPv30U8rKynjyyScZNWoUhx12GG3btmXp0qUAzJkzh1GjRtG6dWuGDx/OvHnzAJg9ezajRo0CYPTo0cyePRuAefPmMXz4cFq3bp3OpyNJkiRVkbbWeABr1qyhV69e+y+3bduWW2+9lcsuu4w9e/YwevRoJkyYAMCMGTO47rrr2LFjB8cffzzTpk0D4MYbb+Tqq6/mrrvuonfv3tx+++0AXHHFFVx99dVMmjSJgw46iBkzZqTzqUiSJEkHyInFYrGoB5FJa9euZdy4cTz//PP06dMn6uFIkiQlZGZpGlyxJ0mSJKXIMC1JkiSlyDAtSZIkpcgwLUmSJKXIMC1JkiSlyDAtSZIkpcgwLUmSJKXIMC1JkiSlyDAtSZIkpcgwLUmSJKXIMC1JkiSlyDAtSZIkpcgwLUmSJKXIMC1JkiSlyDAtSZIkpcgwLUmSJKXIMC1JkiSlyDAtSZIkpcgwLUmSJKXIMC1JkiSlyDAtSZIkpcgwLUmSJKXIMC1JkiSlyDAtSZIkpcgwLUmSJKXIMC1JkiSlyDAtSZIkpcgwLUmSJKXIMC1JkiSlyDAtSZIkpcgwLUmSJKXIMC1JUkOUl0Y9AkkRyot6AJIkNUlFBbB8Lqx8EQaNgSGToXPPqEclKcMM05Ik1VdRAcwYBQWrwuU3HoaeA+GqRQZqqYWxzEOSpPpaPrciSMcVrIJ3noxmPJIiY5iWJKk+yktDaUciK1+E8rLMjkfN365tUY9AtTBMS5JUH7l5oUY6kUFjILdVZsej5m/PjqhHoFoYpiVJqq8hk0ONdGU9B8IJZ0UzHkmRcQGipMwrLw2ze1JT1blnWGz4zpMV3TxOOMvFh1IL5F8zSZljKzE1J517wsiL4dQLLe2QWjDDtKTMsJWYmiuDtNSiWTMtKTNsJSZJaoYM05LSz1ZikqRmyjAtKf1sJSZJaqYM05Iyw1ZikqRmyAWIkjLDVmKSpGbIMC0pc2wlJklqZizzkJR5BmlJUjNhmJYkScpmbTtFPQLVwjAtSZKUzdp3iXoEqoVhWpIkSUqRYVqSJElKkWFakiRJSpFhWpIkSUqRYVqSJElKkWFakupSXhr1CCRJWSqtYfqFF15gypQpnHnmmfz85z8HYPHixUyePJkzzjiDO+64Y/9133//faZMmcL48eO59tprKS0Nf7zWr1/P+eefz4QJE7j00kspLi4GoKioiO9973uceeaZnH/++WzatCmdT0VSS1RUAC/fA/d+OxyLCqIekSQpy6QtTK9Zs4Ybb7yRmTNn8sQTT/Dee++xcOFCrrnmGmbOnMm8efNYsWIFCxcuBGD69OnccMMNPPPMM8RiMWbNmgXATTfdxNSpU5k/fz6DBw9m5syZANx5550MHz6cp59+mnPPPZebb745XU9FUktUVAAzRsEDl8AbD4fjjFEGaklSFWkL08899xwTJ06kV69etG7dmjvuuIP27dvTr18/+vbtS15eHpMnT2b+/PmsW7eO3bt3M3ToUACmTJnC/PnzKSkpYcmSJYwfP77KeYAFCxYwefJkAM466ywWLVpESUlJup6OpJZm+VwoWFX1XMEqeOfJaMYjScpKaQvTn376KWVlZXz/+9/nnHPO4eGHH2bjxo306NFj/3Xy8/MpKCg44HyPHj0oKChg69atdOrUiby8vCrngSq3ycvLo1OnTmzZsiVdT0dSS1JeCitfTPxvK1+E8rLMjkeSlLXy0nXHZWVlvPnmmzzwwAN06NCBSy+9lHbt2pGTk7P/OrFYjJycHMrLyxOejx8rq3658m1yc11PKakR5ObBoDGhvKO6QWMgt1XmxyRJykppS5/du3fn1FNPpVu3brRr144vf/nLLF68uMpCwU2bNpGfn0+vXr2qnC8sLCQ/P59u3bqxfft2ysrKqlwfwqx2YWEhAKWlpRQXF9O1a9d0PR1JLc2QydBzYNVzPQfCCWdFMx5JUlZKW5geM2YML7/8MkVFRZSVlfHSSy8xYcIEVq9evb8E5Mknn2TUqFEcdthhtG3blqVLlwIwZ84cRo0aRevWrRk+fDjz5s0DYPbs2YwaNQqA0aNHM3v2bADmzZvH8OHDad26dbqejqSWpnNPuGoRTLsHRpwfjlctCuclSdonbWUeJ554It/97neZOnUqJSUljBw5km9961sceeSRXHbZZezZs4fRo0czYcIEAGbMmMF1113Hjh07OP7445k2bRoAN954I1dffTV33XUXvXv35vbbbwfgiiuu4Oqrr2bSpEkcdNBBzJgxI11PRVJL1blIPSN/AAAgAElEQVQnjLwYTr3Q0g5JUkI5sVgsFvUgMmnt2rWMGzeO559/nj59+kQ9HElKXXlpqO+W1CyZWZoGfwtLUlNTVBBa9618MSyIHDLZ8hNJiohhWpKakvhmMvEe2G88HBZGWs8tSZGwl5wkNSVuJiNJWcUwLUlNhZvJSFLWMUxLUlMR30wmETeTkaRIGKYlqSlxMxlJyiouQJSkpiS+mcw7T1Z08zjhLBcfSlJEDNOS1NS4mYwkZQ3LPCSpqTJIS1LkDNOSJElSigzTkiRJUooM05IkSVKKDNOSJElSigzTkiRJUooM05IkSVKKDNOSJElSigzTkiRJUooM05IkSVKKDNOSJElSigzTkiRJUooM05IkSVKKDNOSJElSigzTktSYykujHoEkKYPyoh6AJDULRQWwfC6sfBEGjYEhk6Fzz6hHJUlKM8O0JDVUUQHMGAUFq8LlNx6GngPhqkUGaklq5izzkKSGWj63IkjHFayCd56MZjySpIwxTEtSQ5SXhtKORFa+COVlmR2PJCmjDNOS1BC5eaFGOpFBYyC3VWbHI0nKKMO0JDXUkMmhRrqyngPhhLOiGY8kKWNcgChJDdW5Z1hs+M6TFd08TjjLxYeSGkcsFvUIVAvDtCQ1hs49YeTFcOqFlnZIalwx115kM8s8JKkxGaQlNbYyN4PKZoZpSZKkbGZXoKxmmJYkScpm5c5MZzPDtCRJUjZzZjqrGaYlSZKyWeneqEegWhimJUmSstnenVGPQLUwTEuSJGUzw3RWM0xLar5ctCOpOdhbHPUIVAs3bZHU/BQVwPK5FbsRDpnsboSSmi5nprOaYVpS81JUADNGQcGqcPmNh6HnwLDdt4FaUlO0x5npbGaZh6TmZfnciiAdV7AK3nkymvFIUkM5M53VDNOSmo/y0lDakcjKF+3VKqlpsmY6qxmmJTUfuXmhRjqRQWMgt1VmxyNJjWHXtqhHoFoYpiU1L0MmhxrpynoOhBPOimY8ktRQOwqjHoFq4QJESc1L555hseE7T1Z08zjhLBcfSmq6thums5lhWlLz07knjLwYTr3Q0g5JTV+xYTqbWeYhqfnK1iDtZjKS6sMyj6zmzLQkZYqbyUhKhWE6qxmmJSkT3ExGUqr2FIde0206RD0SJWCZhyRlgpvJSGqIbRuiHoFqYJiWpHRzMxlJDVX4cdQjUA0M05KUbm4mI6mhNqyMegSqgWFakjLBzWQkpapNBygwTGcrFyBKUia4mYykVB3c1zCdxQzTkpQpbiYjKRXd+sKG96IehWqQ1jKPCy64gEmTJnHOOedwzjnn8PbbbzN37lwmTpzIGWecwUMPPbT/uosXL2by5MmcccYZ3HHHHfvPv//++0yZMoXx48dz7bXXUloaNjtYv349559/PhMmTODSSy+luLg4nU9FkhqPQVpSfXTrB1s+C+3xlHXSFqZjsRiffPIJc+bM2f/Rq1cv7rjjDh5++GFmz57Nn//8Zz788EN2797NNddcw8yZM5k3bx4rVqxg4cKFAEyfPp0bbriBZ555hlgsxqxZswC46aabmDp1KvPnz2fw4MHMnDkzXU9FkiQpOt0OD8eCD6IdhxJKW5j++OPQwuU73/kOZ599Ng8++CCLFy/mlFNOoWvXrnTo0IHx48czf/58li9fTr9+/ejbty95eXlMnjyZ+fPns27dOnbv3s3QoUMBmDJlCvPnz6ekpIQlS5Ywfvz4KuclqUlzm3FJiewP09ZNZ6O01UwXFRVx6qmncv3111NSUsK0adM488wz6dGjx/7r5Ofns3z5cjZu3HjA+YKCggPO9+jRg4KCArZu3UqnTp3Iy8urcl6SmiS3GZdUm4P7hKNhOiulLUwPGzaMYcOG7b/8jW98g1tuuYVLL710/7lYLEZOTg7l5eXk5OQkfT5+rKz6ZUlqEtxmXFJd2rQPHT3sNZ2V0lbm8eabb/Lqq6/uvxyLxTjssMPYtGnT/nObNm0iPz+fXr16JXW+sLCQ/Px8unXrxvbt2ykrK6tyfUlqctxmXFIyeg1yZjpLpS1Mb9++ndtuu409e/awY8cOHn/8cX75y1/y6quvsmXLFnbt2sWzzz7LqFGjOPHEE1m9ejWffvopZWVlPPnkk4waNYrDDjuMtm3bsnTpUgDmzJnDqFGjaN26NcOHD2fevHkAzJ49m1GjRqXrqUhSejRkm/FsqK/OhjFILUXPfWE6Fot6JKombWUeY8aM4e233+arX/0q5eXlTJ06lZNOOokrr7ySadOmUVJSwje+8Q2GDBkCwK233spll13Gnj17GD16NBMmTABgxowZXHfddezYsYPjjz+eadOmAXDjjTdy9dVXc9ddd9G7d29uv/32dD0VSUqP+Dbjbzx84L8l2ma8vBR2bI6+vtoabynzeg6C3dth2z+g66FRj0aV5MRiLeslztq1axk3bhzPP/88ffr0iXo4klq66jXTcGDNdDy89jsZ7j6v9utmw3irKy8NLxwk1cv+zPLo/fTJLYL/PgN+/EJ4Eaus4W83Scq0yuGyrm3G4+G162Gw8/Oa66tHXpz+8RZvgb89mvwYnMGWGkdZGbTvGD7/aDF0PzJ83q4zdDw4unEJMExLUubUFC5r22Y8vkBx4GhYsyzx/a58MT1blO8f7wI46wZ47QEo/Di5MdilRGo8H70ChxwErVqH/2ud9rUNPn68YToLpHU7cUnSPvFw+cAlIVg+cEm4XFSpR36iGun4AsWNH0LfYSSUqL66vqovJqw83m3r4e0nwh/0ZMdglxKpceXkhheiRe6rkW0M05KUCamEy/gCRYBVC+DIU8LsbmU9B4aykFQVFcDL98C93w7H+B/qyuPNPyrMiic7hoZ0KZFUs4N6QtGGqEehaizzkKR0L5CrK1yOmAZ5rRP/+5DJIawWrIJ7p8FF98MnS+CzpQfWV9dXTaUY//la1fFu/BAGTwz/Hh/D6tdDwB4wEoZNqTqG+nYpkZSczr1gzd+grCSUfCgrODMtqeWqaVa2sVWeYa5uwEh49raaHz++QHHaPTDgtNBn9tRvw4X3hTrrhtQf1zRbvvrVquOtPCNduDoE8Heegm5HwPBvJh5D/EVAZQ2dRZdaus75oc/0jsKoR6JKnJmW1DJleoFc5RnmuJ4D4bATwjhisZofv7YFiqmqbbb8jT/C139ZMd5YLMxIf/ePsO6dEK7js+IduyW+j7q6lEiqv47dw3HHZujSO9qxaD/DtKSWqbYa5nS0mevcE/7zVVi/Aj58GTocHIL0vdMqdjQrWAXLHguzvYlCamOWR9RainE6dOl1YBg+5AjoPwJOuyi5sST7IsA+1FJyOu0L08XOTGcTf3tJyl7Jhqz6hrG6apjT2mZuXzAdMBJ+e1Yom6jso1dg6zoYe1n6Z3Frmi2Pl2LUFIaT+dpU/p7UdH37UEv1075z+H+1Y3PUI1ElhmlJ2SfZkJVqGGusBXLJhviaSkouvK+ixCOu77BQj9yjf3o3YoHkSzHq88KiPt87+1BL9ZOTCx0PcWY6yximJWWXZENWQ8NYfFZ24wcw8PTQ/q1kT3IL5Oob4msqKflkSXjs+Cx5z4GhjOLR6dD10PTMkFfXmPXY9fmeZLrMRmouOh3izHSWMUxLyh7lpfDpmyHgVpYoZDU0jHXuCdNfgZ1bYMV8+OT1EGzrUt8QX1tJyWdLYeJ1ITj3HRaCdLyGOtMt5BrjsZL9nkRRZiM1Fx27w5bPoh6FKrE1nqToVW5Rt/GjEEy79696ncqbfTTWpiCxMvjtZJh1RQjFD37vwF0Jq6vP5ivxMpCa2uINGgP9hsPAsSFAz70RNn/SNFvI1ed7UtfXxCAt1azTIbBnB5Tsjnok2scwLSla1bfZnnUF3H9x2BgkJ6fiepVDVmOFsfruSphsYKzev3rwmTX3XC7ZFUL9mmUw5By46e9hxryp1Q3X93tiH2opeYcPC73ejzwFDj8pnOt1DLTrHO24BFjmISlqNW4c8npFPXGikFVXJ4q6pFJqkMzCxURlIMeMhR+/AO/Or7rQL6cV/HJk1esu3Fcy0hTV53tiH2opeZ8tg51dwufb1odj6R7oeHB0Y9J+hmlJ0akt0K5ZBl/+MUz+KRw6+MC+yw0NY6l29KgrMCZ6cfD3fUG6+kK/l+9J/EKitl7T2SyZ70nlDiipLH7M5p7U2Tw2NR9tOoTj7qJox6H9/F8vKTq1BdqBp4cyj0W/q7ljRkM7UaQyu11bYKzPbHdt181kr+nGVtP3pLYOKMl877K5J3U2j03NTzxM79oW7Ti0n2FaUrRq22b7F6eGhXl1dcxIdcFaqrPbNW5mUo/Z7tqum8le0+lSPUg3pI1hJntS13d22X7ZyjTDdNZxAaKkaMUD7bR7YMT54fjDuXDPt6puZpJoYWB5aeM8/siLwwYqIy+uXwBKFOLrs7Cupuv2HwGrFtSvM0k6NfTrXN+Fno19+2RUXzRaW0eXTI9Nqswyj6zjzLSk6FWe6YUQaKpvsw0VpRI7Chv/bfXGasdWn9nu+HWXPRZKO6LuNV1dY5QvNLSndCZ6Uqc6u2y/bEWhVZvwc+XMdNYwTEvKHvHgMeh0eOOhA/990JjwByTb31avTy13555hseHWdaG049HpIUhH3SauscoXGrp1e2Nt/V6bVDcAysTYpOpycqB1B9jlzHS2sMxDUvaprVRi2WNN5231ZMNUx25hseGI8+GLU0OpS9QvDhqzfKGhPaXT2ZO6oRsA2S9bUWjTwZnpLOLMtKTsU1OpRKdDmu/b6g3tTNKYGrt8oaFtDNPZk7qhs8v2y1YU2rS3ZjqLGKYlZaeawmWi4JOTE2Z0idHkRR2kIT3lCw19sZDOFxsN3QAom14IqWVwZjqrGKYlZbeatqGOB5/u/eG7f4S1y8PCRfv8No6GBsyaNDRspiOsNtbsskFamdKmAxRviXoU2scwLalpqRJ8FsCk6+G3kzO/IDFRP+LmtANeSytfcHZZTUmbDok7HikSzeS3vqQWpXLwWXxvap0YUlW9XdwJZ0HrdvC3v2R2B7xMBPeWGDBbyvNMVnN6gdictN5X5hGLhTI3Rcr/IZKasFj6FiQmChE1tYv7wRzodQw8/f/SPzMexdbVBsyWxy3Ss8vhw6BXfsXlDe/De/NDS81ufaIblwDDtKSmLB0L5WoLETW2i3sq1GxfdH9F2E7HzHgqvZ+dWVR9uUV69vlsGezsUnF5+6Zw/HytYToL2GdaUmY1xhbglTVmn994iHjgkhAgHrgkXC4qqL1d3JplkNcGVr8OA08P59KxFXh9ej+nuj225Bbp2a9Nx3B045asYJiWlBmNFe6qh/H4Qrlp94RNT+q74Unl+6stRMRnwRPpOww2fRRCdY8B4Vxj74BXn81FantRUN/HVMvS0E1slBltOoSj7fGygmFaUvo1RrirLYzHF8pdeF84JhOkq9/ftg2wfkXi68ZDRE2z4P1HwKoFFaE6HTvg1Rbmqwf3hs4spuuFj7JffX7OFJ027cPRjVuygoV0ktKvtnBXU11x5VrfZGs4k/1DX9P9/XAuvPDrsEK+sniIiM+CL59bEZ77j4B7p0H+0XDMl6FD1/S1kEum93NDdy9sjHpZF681benqMa7Gs7/Mw5npbGCYlpRe9Q131YPYsCmphfHa1HR/HyyCERfAa/dXnK8eIjr3hC99F4Z9HVa/Cot+BxOv3bfdeXfoe2L9x5OsZHo/N3RRZkO/1i5ea/paWo/xpsiZ6aximJaUXvUJd4mC2OZPofDjxPedSvu72sL9qoXwrZnwpYvhw5dDeKgpRHQ8GAZPhOPGZ/at72R6P6c6s9jQWW1o/Bc+ikZL7DHelLTeF6admc4K1kxLSr9kO24kCmIfvQIDRia+31RqOGuqCe3eP+ymuPTPYbb5oPzkZuOiChq1PW6qizIbWi/r4rXmxyCdnXJbQV47w3SWcGZaUvol87ZxTUFs1QI4947GreGsPnObkwPf/WPmtyVPZw/o+MziiGmQ1zr52zWkXjYdfb8lJdamg2E6SximJWVGXW8b1xTEYjEoWNm4NZzVw/0Xp4ZNVzJVnpCJBXqpPkZD62VdvCZlRrtOsPPzqEchDNOSMq222cmagtjA0Y1fw1n5/oiFNnCJNHRb8uo+Xwe3j234DHhts9oNXQTYkK+1i9ekzGjbCXZuiXoUwjAtKZsk1a2ikUsF4vdXU3nC4SeFt1I7dmv4YxVvgTf/3PBuGXXNODfWIsBUv9YuXpPSr01H2L4x6lEIw7SkbFB5ljWqIFbTrPgRJ8NbjzdOqce6d+DTpYn/rbF6QDdGR47GYpCWGsfhw6BXftVzqxaEErjiraG7kCJjmJYUndpmWTMdxDodApfMgr//NWwLXnlDlgGnJR9Cq5dfxC+X7oWta8L9JpoBH9hIPaBdBFi3dC78lNLhs2Wws0vVc3t2hD7TxZsN0xHzt4mkaMRnWTd+AANPh0/egA9egq/fFk19bW4efLoE3nkKegwIx0enhwWQE6+tO4RWf2Ew+MzwB/DgvqG9X7zF30nfgHefhr+/UHHbngNhSIo9oHNywmOXllR07XARYGLuzKjmJL4LoosQI2eYlhSN5XOhrCSUKHz8WsVs8K5tqQWcxphtHDIZnv1l1dCaTAhNVH7RaxBcPh/+e3zV8y8MhCuegb89Gp7z4SfB8POS7wFdeca5e3+46P7QieS+C6sGRBcBVuXOjGpu2nYKR8N05AzTkjKvvBRWLghB8P6Lqwacl++Gf18IXXold1+NOdtYWwitLawnKr/ocmiY3S5YFWaPB54O+UfBxg9hxdPQuRf80/fg0MHJL26sPOOck5P461c5ILoIsII7M6q5aRcP03b0iJphWlLm5ebBF78VZqQTBZwVTyXf2aKxZxurh9CiAnj5nprDek3lF/lHwUeLK2aP47PvgyfCkadB7+Pqt5lKfGzxsF9UkFxvbIN0di3KlBpLm31hunhrtOOQ24lLisiRp4VwmUiyW0/XNtvYUPEgPWMUPHBJCOoPXBIuFxVUul4NW3Bv/DAsXIzPHj86PdzHo9Ph7vNSn02Kh/2vTA912Im4dXdVDd0mXcpG8ZnpXYbpqBmmJUWj48Gh9CGRZAJOXbONjREmkw3r8fKLyrath2FfDwsr0xH481obEOsj0ffIRZlqyuILEIst84iaYVpSdE48O7WAE69fTmeYrCusl5ZUXI6XX0y7B0acH45XPg/bNtTeV7qhgd+AmLxE3yMXH6opy2sDrdrATmemo2bNtKTo1LfrRKL2c5UX5A08PbSfG/q1A29b324ftfVrHjASnt3Xwi9eQ51owV/Xw9Lb8znZr18291XO5NhclKnmpm1Hw3QWyNLfrpJahPLS5ANOosWGx4yFH78AH74CPQdV9HNe9lhFyG1It4+a+jUfdkIYSyx24ILH6s8h3T2fa/v6ZXNf5SjHZpBWc9G2k63xsoBhWlLmpRKkEtUv//0FeHd+CKaJunr8+AW4YxxsWFn1fLJv71ef+R0wMgTpe6eFIA11t1fLVM/nREE6W/sqZ/PYpKbEmemsYM20pMxKpkNGdbXVL8eDeaJFfm8/Efo9Vz9fn8V/8ZnfafeGhT4zRkHh6qrXqav+OX4fF94XjukIjOWlVS+ns9NJQ2Xz2KSmpE1HZ6azgGFaUmalEqRqW2x41JdqDtofvRK2Bq8ulcV/ea1DCI7PSFeWqP65eriF9JQXxPtg3/vtcCwqyEynk1Rl89ikpqZtJ2ems4BhWlLmNCRI1dS54tDBNQftASNh00cHnq9r8V+iIFzbGAZPqricKNymS02z/Ds2Z2/bPHs+S/V3+DA48pQDP3oNgl3bYHth1CNs0ayZlpQ5tXXIqCtI1VR73LFbzYv8TjwbXvjvqvdT2+K/umq5q49h4Olw9Ch45tYQ6gefCbePzVwtcG2z/MOmwLO/TN/Cx4ZI96JMqbn5bBns7HLg+Z2fQ6wcPl8LB3XP/LgEZCBM/+IXv2Dr1q3ceuutvP/++1x77bUUFxczfPhwbrrpJvLy8li/fj3Tp09n8+bN9O/fnxkzZtCxY0eKioq46qqrWLNmDd26dePOO++kR48e7N27l2uvvZYVK1bQrl07ZsyYwYABCd7KlZR9GhKkaupcUVPIfeUP8IMn4INFsGpB7Yv/kl0U1+mQMIahU2DWj+DB74XSj0FjYHdR3dt71yXZVnHJbJGdiYWPqcjUokypuWu7b+MWSz0ildYyj1dffZXHH398/+Xp06dzww038MwzzxCLxZg1axYAN910E1OnTmX+/PkMHjyYmTNnAnDnnXcyfPhwnn76ac4991xuvvlmAB544AHat2/P008/zTXXXMNPfvKTdD4NSY0pHqQuewr+5e5wjAfWmsorqks0gx0P2t/8DXzwEtx4DDxxQzh+8FI4X9viv7efSByEl88Nn1cu33jnKfjbX+C1+ytqqPOPSm2Dlvhzrm95SDLlEplY+JiqdI8t2Z8lqSlrs29LccN0pNIWpj///HPuuOMOvv/97wOwbt06du/ezdChQwGYMmUK8+fPp6SkhCVLljB+/Pgq5wEWLFjA5MmTATjrrLNYtGgRJSUlLFiwgLPPPhuAk08+mS1btrB+/fp0PRVJ6fD5elj1IuzaHoJPTUGyvqFo2aNVQ24sFi6/9VjNtykvDTPXiaxaALuKqtYmvz3nwOtv/BD6Dkt8H4lKWPaH5wtDaK9vhxNIfgfEqOuQa/seNvbYMlmzLkVt/8y0HT2ilLYyjxtuuIErr7ySf/zjHwBs3LiRHj167P/3Hj16UFBQwNatW+nUqRN5eXlVzle/TV5eHp06dWLLli0J72vDhg0cemi1FliSsk/lcoqcHBh9aeI64x+/ACuerl8v6mRKHxKGtxw4YkTiWu4jRoRWeJVnrTd+CIMnVr3+qgVw9s+SK2Gp/DUYNKbmWfG6ykOyvVwi0xuz2L9aLU3b+My0YTpKaZmZfuSRR+jduzennnrq/nPl5eXk5OTsvxyLxcjJydl/rKz65cq3yc3NPeA28fOSmoDKi+YGng4fv5Y4SL45K4Sh+szUptopIrcVDJ6QeJb3+PEHtu1btSCspK98/VgM5t4YXgRMuwdGnB+OiYJc5a9B/lGwZlnicSUqD6k+y5utpRyp9BNvKPtXq6XJaxuOe3dGO44WLi0z0/PmzWPTpk2cc845bNu2jZ07d5KTk8OmTZv2X6ewsJD8/Hy6devG9u3bKSsro1WrVmzatIn8/HwA8vPzKSwspFevXpSWllJcXEzXrl3p2bMnGzdu5PDDD69yX5KyXPWZ49qC5GdLQ4/o+PWTXciX6gLHDt3govvhw5ehdA8cfhJ0Ozycrx5QY7GwC+Ll8+HDlw6cFa5te/TqX4NEs9xxlV8A1DXLG3UpR3W1BdtkF2PWR8rvSkhNWF6bcCzZHe04Wri0TOfee++9PPnkk8yZM4fLL7+csWPHcsstt9C2bVuWLg0LdObMmcOoUaNo3bo1w4cPZ968eQDMnj2bUaNGATB69Ghmz54NhIA+fPhwWrduzejRo5kzZw4Ab775Jm3btrXEQ2oKqs8c11Zn3H/EgT2ik9nUo3PPMDs8dWaYHZ46M1yua8b2oO7QfQAM/Rq07xrqrD98GWJlcOJXD5y1btUa2nepeVa4xlnwal+DRLPcUPUFQBSzvA0RxcYs9q9WS9SqdTiW7Ip2HC1cRmsjZsyYwS233MKECRPYuXMn06ZNA+DGG29k1qxZTJw4kTfffJMf/ehHAFxxxRW89dZbTJo0iYcffpgbbrgBgAsuuIC9e/cyadIkbr75Zm677bZMPg1JqYgvDOt3ckVwrC1IHnnagYv8kglFRQVwxzhY+gi0bh+Od4xLLnjGyuA3Z8IffxhC64PfC6E1VhbKNRKVb5SX1i+olZdWXTgYn+W+6H644O7E5SFNrXyherDNyQmX/+kS+OLU9AXbZBdkSs1FbqvwYZiOVE4slmhv3OZr7dq1jBs3jueff54+ffpEPRypZai8MKx7/xAcP1kSSjkGjYVjxsKyx8Plw0+Ck86D+74N7z9fcR/JLiR7+Z4wc1vdtHvqLi+o6bZTZ8Lwb4YNYsrLwh+v+i6uq3z9IWfD0V+Cd+cfWCISv/+48tLQmSJRGciI88OseDbOusa/52Ul4fv98WuhpGfg6WEznXTVdhcVZO+CTKme9meWW75Ln+4JNm2B0O9++DfhwnszOzjt5w6IktKv8sxq4eoQsgaeDpN/Cn2Gwt8eCTMr//S9sJNgx27wnYfqH4qSrZtNtDFKbbf96BXYug7GXhbGUN+uEYmu3/sY+M/XYcQ0yGtdcd3qwbghu0ZGKd5pZNc2+O3kqs/9uRnp67BRV8261NzktQnrPBQZW2BITV22b06RKKTGYuHcS/8X+qSOvBjG/2fYtbBjt3CdVLpU1FY3O+Rs2FFYcw/i2m7bdxh8vLiirCKZsovK35fq1+/eP2xY8/qDcN+FdfdDbuzyhUz9zHTuGXafjKJExSCtlqJVG8s8IubMtNRUZbqHb6qSnVmtrW1dfSTq5tFrEBw1su7Z5Jo6gfQfAY9Oh66Hhpnkmmaw16+AbRsOnFFfv6LiOjk5oezh/ouTn9lurH7SyfzMJLudeTLssCE1jsOHQa8aupa1OwhK92Z2PKrCMC01RU1tc4pU29WlIlHwHPo1WPZY3a3a4rdd9lgo7eg7LATpe6eF2fRBY0JJRqIXBzk5MOpS+NXoA78vP5wLL/w63EdtvbVraxvX0PKFun5m0vHirKmWqEjZ5rNlsLOGmmlnpSNnmYfUFKWju0M63/qPh9S6NjNpzMerXCLSvnPyrdo69wyLebodAe88FQJo4eqq4T9R2cWIC2DVwsTflw8WhX+H+m/SUl2qAbS2n5niLelrvWeHDSm9YrHwYl6RcWZaamoa+63zTJWLNPbCsGTKEfaXkNRzhrRjt7DYsEf/UNpRvWFZCJAAACAASURBVKwi4ez3FPjTvyUex6oF8M3fwMB9AbV918zO1tb1M9PjqPRtsJLtW55LTV4MMExHyTAtNTWN+dZ5FOUiDQ2LqYb/6qUmOTlhtnjolJpv07kXHD06HA/4twQvDmr7vnQ8OFy/vCwshHzhvw+s6x76tcatWY6r7Wdm4JiwOU0ijVXXbIcNKX1iMcix0CBKhmmpKWqsGuRMb/ncUA0J/5VnSNevCPXNqxaG2eTqobz640DNj1M5HA6ZDKdMg9Ztw+6OqxZA/tFVvy+5rQ6crR1ydlggueyx9L1DUNPPzJCzws9BIo09U26QltLDMo9IGaalpqgx3jrPtk4LyczINjT8x2dIt21IvFAwHpYb8jhHfSmE6BO/Cuf/L3ToFrYqr2ksp14YZqrrepHQ0Bnr2n5mMrlAVFLjipU7Mx0xw7TUVDX0rfNs6bSQbNlGY4b/d56sOSyfemFqj5No1nzhvkAcH3+iMJzbqvbwHu9E0hgz1jX9zFjXLDVtzkxHyjAtNXUNCb1Rz0jWp2wj2fBf1wxu8da6w3JNre++OJWw2CeBmgLx8rnQpXe4v0RhuK4XCZtWw9M3h8uNVdOe6GfGumapaSorhVat676e0sb3BaSWLNMt66qrb4u/mtqsDTknBPOadjeMKyqAWT8K/aMTiYfy6o/TvT/856thS/FE91+6t+ZAvGoBvDW75pZzte28OGBk2HmxsnTvHmiQlpqWkl1h4xZFxplpqaWLakYylbKNmsoRYmXJzXAvnwtb18JX/h1evrvmGfkqj7MAJl0Pv5184P3/+AVY8XToiNHvpMSz5n2HhX7VcYlqr2t6h+DI0+CPP0z+6yOpZSkvh9I90NYwHSXDtKQg08Es1ZrtROH/5XvqXjBYXgr9Toadn8PiP8AP5sCqRfDhIjhiBJx0btXgXflxFt8LXQ+DgaMrunQUrII3Z4VwvvNzOPKU2rcir6x6GK7pRcLKBaHtVX2+PpJajvjuh+06RTuOFs4wLSk6DanZrlwjncwM947NcPd5FY/1wq9Dn+lJ18Omj6BLgl7SAMQqQviaZTB4Ipz9s7DF+GdL4divwHvPwsKZcNH9sPr1cL1+J8PxE+A3Zx4YiBOF4YR9q0+v++uTjr7UkpqG/WHameko+RtYUnRS6SJRPTzWNcMdt3wubPwgnMs/Kswwv/4A9B0Kp3675sfbXlg1hMdLPOLBee3yUMrxxsOh1GTg6dBjACx/AgafeeDCoJpeLJSXAbGqz622r0+mdq6UlL3iYdoyj0gZpiVFK9ma7drCY00z3IPGwvxbQ+/n9StCMP34taozzMsehfZdEj/ep2/Cxo8Sl5B8sgSOOwN+PhT+fWHF4698MXz0HBh6TNf1YmF7IezcAivmwyevhzB+4tlVty6v/vWJYudKSdE5fBj0yj/w/GdtwjHR7zBljGFaUnaoK0jXFh6rz+AefToc/aWwZXfXPtCxG4z6Psw858D7+OHcAx87/ngDR8Oe4sRj+mxpWPhYXh5KPi66PwTsz5ZWhOb4Zi01vVgoKoDNn4TbVx7XczMODMaVb9vUdq6U1DCfLYOdCQLz2uXh2KZDZsejKgzTkrJfMuExPoM7dEpof/fQ9ypqlde/AwO+lPg+Plh0YLu9+ON1PSzMYNdUQjL0a9Dh4BDgC1aGcpGxlyd+YZDo3Kdvwj/er18wzradKyVFZ3dROHZKsMuqMsY+05KyQ3lp1WPl87WFx/KyqueWPQqv3V910V9e29CBI5FVC6reR+XHW7WgoktHZfG6547dQuC98L5w7NiNGjd1qa68FD5fH0pOkn1uUHtfart8SC3Lzi1AjuVdETNMS4pWUQEs+TOsexcWzDxwU5T6hMeagvfGD0P7u2Tuo/LjxWKhBGPa7+EbM2re2Ca3VXKbxlSWmwddD617A5lEatq8JlM7V0rKDsVboX1nd0CMmGUeUnOXza3TigrgV6PhgnsSd8yIh9ZkW+jV1Nlj1QKYOjP5NnyVH69wdaifHnEBfPM30PHgxM8jlQWB/YaHt2fr2x4wlS4okpqfnVtDqZkilaV/YaUmIJtDKjR+67R0PN/lc6HLoaHDRm11w/UJj4mCd/7R0KFr8vdR0+MlCtLx55HKgsDOPSGnVVgE+e4zFd08kvleRbVzpaTssXMrdOkd9ShavCxOAlKWagr9fRuzdVq6nm+8JCP/qNrrhuNhMdnwWD0IDxwDQyqF5mQDaLKP19AFgQd1Dx89BgA/qH8wNkhLLVMsFsJ07+OiHkmLV+8wvXfvXgoLCzn00EPTMR4puzWV/r6N1Totnc+3cklGbR0zDrhdEuGxriBcnwBa/brVN1dJdVv0hoxJkkp2QemefQufFaWkFiA+99xz/Nd//Rc7duxgwoQJnHPOOdx3333pHpuUfWoLqdmivt0vapPu5ztkMmxbX3PHjGPPgL9cFRb0FW85sNNHXeoKqPW5v+2F4bm/+NuwyPCluysWGbogUFKmFW8Nx/Zdox2HkgvTv/vd7zjvvPN49tlnGTp0KC+++CJz5sxJ99ik7NKYITWdGqt1Wiaeb+eeYffAz9fDj56Dc28PHTO+MSN00LjvQvjiVOh1DLz6//3/7J15XFT1/v9fw5ILiAqyuKAiApq4oCS5Aba5hbllaUl6TW/lNa+l1s+srt26LZfK/JZ6r3otrSwrM1dsUUQx18gtFUVxF8QNRSWB+f3x5njOnDnnzJl9Bt7Px8PHOMNwzud8znDm9Xmf1/v91l8pQxi/2nNrK2+UFALF+cAnacCySRSF/nw8Re1LCkVrSfoC9YofDMMwjuRa1XWrnkJnRMal6LJ5GI1GxMXFYf78+UhOTkZgYCCMRp21VBmmuuCo2/muQG/1Cy1cdbxB4UDicBK1e1cD7fuTF3DV61SFo3Y9YM6T+q0mco93fD/gyBZg70rx+Qf3WWdd0dNchRMCGYZxJSXn6ZEX7W5HV2Tax8cHa9euxZYtW9CjRw9s2rQJBoPB2WNjGM/DW27nOypS6qrjrSwHzu4HBs4kIX0qF2jXD5ixB7h2kToRSq85alYTweO9ZByJ5CXjSDg3bArsXEqv7fraOuuKtc1VWEgzDOMKSgrJ4uFf290jqfHoiky/9NJL+PjjjzF58mSEhoZi7ty5mDFjhrPHxjCehzfV93VEpNRVx+vjB6Q8RzYKacR4y3xg3DJKUBz4BjVQKT5OP1eqlKHm8T5eVXIurDVwYrfyGNQqb0ibq3jDXQmGYWoGgsWMcTu6xHRiYiI+/fRTlJRQD/ivvvrKqYNiGI/G227n2ztGRx+vUK9aXrc6b5OyED70M7B/LQnrMYsp8mw0AtE99HU/BCiqHBpNnRC1KoeoHZ+tzVUYhmEcQfMEIELijTYagdKLdPewXR+gdpD7xsbos3kcO3YM/fv3x4ABA1BYWIh+/fohPz/f2WNjGM/GG4S0I7H3eKVJf1lzqH34zq/p9cpy8kcrIQhhaYQ5PBZoc7/MXqGReBmZAFzIp32oVQ6x1HGwUTQ1V3lsNllnRs3nJEOGYVzDyVxqbiX8O/gTcKuEFvohLdQbSjEuQZeYfvPNN/HKK68gJCQE4eHhePLJJ/Haa685e2wMw1QX5F7mpROofXjDptRO/EaJZSEMkLDuOx14biVQUQHs/ta0EoeaxzsqiYS0kNj4wgbr/eT1qiLTqc8Boz8Dej7tOiFtbUlAhmGqN8J1LyLOveNgAOgU01euXEGPHj3uPH/iiSdw/fp1pw2KYZhqhpaXuX4TYMcXQNx92kIYoP8fWAf8oy0wb5AoxoUvFqXEyxc2UAJh15H0fOyXlNDYYyyJYqESh158fF13V8LaEn4Mw9QMhGtBOItpT0B3B8SysrI7FTwuXLiAyspKpw2KYZhqhB4vc8F2at4yZjFwZh+J5+ZdgJb3UNKh0UjCOjIB+HoSPZeKcWlnRyWPd+JwoPNQheRCD7bqeEu3TYZhXM+1QsDXnywejNvRFZkeOXIkxo4di4sXL+L999/HY489hhEjRjh7bAzDVAdullCyoBKChSMygYTxu92ocsboz4BuTwGFh4Ho7uRTTl8oCmsBQYwrNZHxJuGshDd022QYxj1cKwKCW3jfda2aoktMDxs2DJMmTUJaWhrKy8vxz3/+EyNHjnT22BiG8XZKCoH3ugPNOqhbOK6eNfU0C5U2AoJFK0ZoK4rSCmXxBAQxXt3K03lLt02GYdxDSRHQKMrdo2Cq0GXzOHv2LJo2bYonnngCAGAwGHD58mU0bMjZo4wO5CXQGO/CnvO3dxVw/jBFlMcspujzqVygVQ8gLhXIzwFGLTCNOMuFsY8vZayHxZiXpYtKopJ51a08nTd122QYxrUYKyky3aiaXfe8GF3fkCNGjEBRURECAwNhMBhw7do1+Pr6omHDhvjoo4/QuXNnZ4+T8UbkbZ07pLHX05uw9/xJo6vFxymyHJtKtoybl4EGzYAjm4HPx4tCWq1Enbx5THQPoFV3soG8uKl6fq4c0RKeYZjqR+llur5yZNpj0CWmu3fvjqSkJAwaNAgAsH79euTk5ODxxx/H66+/jm+++capg2S8EE6e8m4ccf7k0VWjkYTw4Y3AyDkUXRn6HhCbrK+7ojyxsLICiOxo96F6LN7UbZNhGNdxraqSRwiLaU9Bl2f60KFDd4Q0APTp0wf79+/H3Xffjdu3bzttcIwXw8lT3o2jzp9a3eem7YF3k+i5tSXqBItDTbA6CAsIW0r4MQxTPRHK4nFk2mPQJabLy8uRlyd+sebl5aGyshJlZWUoL+dmAowMTp7ybhx5/gJDKLo6cg7VfR6WIVblOH9YFOc1QRjbA88PwzACpRepLF69MMvvZVyCLpvHlClTMGrUKMTExMBoNKKgoAAZGRmYPXs2HnjgAWePkfE2OHnKu3HE+ZP7rds+BFw8CexbA3w3VfRIH95oWg+aYRiG0ebGFaBOA6Cq9wfjfnSJ6UaNGmH9+vXYtWsXfH190blzZ9SvXx/t27dHYGCgs8fIeCOcPOXd2HP+1PzW6QuBH981rRPNiyuGYRjLtOwKtGhJ/9/6P7J41A5y65AYEd2R6XXr1plFoVlIM6pw8pR3Y8/5U/NbF+ykah6ChYQXV6ZwCUmGYdS4q7bY7bD0EtC8MxDA5Yk9BV1X7ri4OKxatQpdunRB3bp177zeoEEDpw2MqQYotXVmvAdbzp+W3/rkbiDtH9ThkBdXIlxCkmEYa7h+AQgMdfcoGAm6xPQvv/yCzMxMk9cMBgMOHjzolEEx1QwW0t6NNefPkt86JplqRPNnguASkgzDWIPRCNwsAerUd/dIGAm6xPS+ffucPQ6GYaoLlvzWLKRFtEoQ9hjrnjExDOO5lJVSjX4W0x6FLjH9559/YtOmTSgtLQUAVFRU4OTJk5g8ebJTB8cwjBfCfnl9WCpByPYohmHk3LxKj3U4+dCT0CWmJ0+ejFOnTuHChQu4++67sWfPHnTt2tXZY2MYxlsx61bI9ejN4BKSDMNYS3kZPfrXdu84GBN0NW05ePAgli9fjvvvvx/Tp0/H0qVLcfXqVWePjWEYb+d6MbBlAbDoKXoUOncxhFqHSK5ywjCMIkJpUa4x7UnoikyHhYXBz88PLVu2RF5eHvr164dr1645e2wMw3gznFxnGbbEMAxjDUKdfm7Y4lHoEtN169bFqlWr0KZNGyxbtgytWrXCjRs3nD02hmG8GU6u0weXkGQYhvFqdNk8XnvtNRw8eBA9evSAj48PnnzySfzlL39x9tgYhhHwFM+x3nFYSq6rrHDcmKoLLKQZhrGEXy16FLzTjEegKzLdsmVLTJs2DQAwa9Yspw6IYWosSh3wPKWhh7Xj4OQ6hmEYx1OrqvP0revuHQdjgi4xvXv3bnz88ce4ePEijIJfB8CqVas0f++jjz7C+vXrYTAYMGzYMIwZMwZbt27F22+/jbKyMvTr1+9Oeb2DBw/ilVdeQWlpKRITEzFz5kz4+fnh7NmzmDp1Ki5evIioqChkZGQgICAAJSUlmDJlCk6dOoXg4GDMmjULoaHcEYjxQtSEqqd4jm0dR3w/7XrTjPVwy3GGqdnUCqDHMhbTnoSuq/Krr76K4cOHo23btjDoNL3v2LED27Ztw8qVK1FeXo7+/fujW7dumD59OpYsWYLGjRvjr3/9KzZt2oSUlBRMnToVb775Jjp16oTp06dj2bJlGDlyJGbOnImRI0diwIAB+OSTTzBnzhxMnToVs2bNQmJiIv773/9ixYoVeOuttzhqzngfakL1pV89x3NsyzhKCoFF6UD6QuD4duBULtC8C5A4nJPrbMFT7lAwDONe/O6if7e4CIQnocszfdddd2H06NFISkpC165d7/zTomvXrli8eDH8/Pxw8eJFVFRUoKSkBC1atEBkZCT8/PyQlpaGzMxMnDlzBrdu3UKnTp0AAEOGDEFmZiZu376NnTt3ok+fPiavA0BWVhbS0tIAAA8//DCys7Nx+/ZtmyeCYdyCmlA9u98zPMe2ep/3rgIObaCFwr41gH8deu1ApvPGWl0RFlxLxtFia8k4es5lBhmm5lBRAVw8Qf/qNAAuHqf/l15298gY6BTTrVq1sqmluL+/P2bPno0BAwagW7duKCoqMrFihIWFobCw0Oz10NBQFBYW4vLlywgMDISfn5/J6wBMfsfPzw+BgYG4dOmS1WNkGLehJVSPbqEIpBLO8hwrJRcK3mdrxiE9LqOR/r9lAT1y8qH1aN0ZYBimZpCfAxxYT//8agHnDtL/b5W4e2QMLNg8hMhvaWkpRowYcSeiLGDJMw0Azz//PMaNG4dnnnkGBQUFJjYRo9EIg8GAyspKxdeFRylqNhOj0QgfH11rA4bxDLSS9ILCyVvsKM+xltfWkoVAaCyidxycfOg4uOU4wzByagexiPYwNMX0q6++CgA4d+4c5s2bh5kzZyI/Px8ZGRl44403NDecn5+PP//8E23btkWdOnXw0EMPITMzE76+4oX/woULCAsLQ0REBC5cuHDn9eLiYoSFhSE4OBjXrl1DRUUFfH1977wfoKh2cXExIiIiUF5ejtLSUjRo0MDmiWAYt6AlVB3R0MOSUNaTXGjLOKwV4I6gOibn8cKEYRg5dYKAK2fcPQpGguY3j+CLHj16NEaMGIGuXbuiY8eOKCsrw4oVKzBgwADV3z19+jRmz56NpUuXAgB++eUXPP7443jvvfdw4sQJNGvWDKtXr8bQoUPRtGlT1KpVC7t370aXLl3www8/IDk5Gf7+/khMTMTatWuRlpaGFStWIDk5GQCQkpKCFStW4JlnnsHatWuRmJgIf39/R80Lw7gGS0LVnoYeeoSy3uRCrXEoiVhXdvar7sl57liYMAzjudQNBm5dZcucB6ErjHP58mWkp6cDAGrVqoXRo0djxYoVmr+TkpKCvXv3YtCgQfD19cVDDz2EAQMGIDg4GBMnTkRZWRlSUlLQt29fAEBGRgZmzJiB69evo127dnf29/rrr+Pll1/G3Llz0bhxY3zwwQcAgEmTJuHll1/GgAEDUK9ePWRkZNg8CQzjVvQIZjVvslYk1pJQ1mshkO5HOg5LItYVnf08pXygM+GW4wzDSAkMoXyUG5x86CnoEtMVFRUoLCxEeDhdvIuLi03qTasxceJETJw40eS1bt26YeXKlWbvbdOmDb799luz15s2bYolS5aYvd6gQQPMmzdPz/AZxjvQKzj1RGJ1CWUNC0GHgcD1YvX9WCNinWlF8JTygc6GW44zDCMQEEKP1y+6dxzMHXSJ6dGjR2PQoEHo1asXDAYDtm7deqcjIsMwLkSviNUSys27ADevAgHByhaCiDigdQ/t/XiCiK2JyXnV7XgYhrEeQUyXFrt3HMwddJW/GDZsGBYtWoS7774b8fHxWLhw4Z1KHwzDuBBryqQJQllKeCzQ8h7g9+/puWAhSF8AJD1Bj9O2AvvXqe/H1trTjsaWsn2eiFJJQm+kuhwHw3g6AcF0fSspcvdImCp0p763adMGbdq0ceZYGIbRwtpIbGAIMG4ZcOhn6kAYmQBEJVFnwuju4vuDwoFuT5l6pC3tx1MqTHhzct7V86Y+aG9NnKzuCaAM42n4+AKBocC18+4eCVNFNasjxTDVGGvLpPn4ATevAFfOAv51qRPhd1MpcaX/K1WRDRUhZGk/niJivTE5r6SQbDafpHl/4mRNSABlGE8kKJwj0x4Ei2mG8Sb0ilipSG7RBWjZlSLSRqP4fi0hZGk/niRivSU5r7IcuFkCLJ8GNGnvfs+5I/AE7zzD1ETqhQNnD3B5PA+BxTTDeBNaIlYoYacmkp/5Hji5S3z/lgXaQsiSWPY0EesJY1BCurCJ7gH0nQ6sUWl65U2JkzUxAZRhPAXhmn/lLBDayt2jqfGwmGYYb0MuYksKSRgf3gh0HUkXVyWRfGIX0LMqWqhHCOkVyyyY1Gt+Ky1s7k0HYpI9w3NuD9ydkWFcR/MEICJMfO53F7B9CXCpAEBPd42KqYLFNMN4K4KQloq1WgFAWany+/M2At1H0+9ZI4TsEUXVscW3FEvJd0o2iO1LgH7/zzM85/biKd55hqnunMwFbtQXn98qoceio+4ZD2NCNf6WYxgH4qmiUC7Wio4C8f31iWRnCiFHVnhQmntPOB+Wku/Uov9GI7D5P8D4b4CDP1GlldhU76yC4UneeYapSdSqB9xVF7iQ7+6RMGAxzTDaeHLZLyWxlpcFDHxDn0h2hBBSErWOqvCgNPcGX2DPCs84H5aS77Si/2Gx9L7ITkD3vwABDV0zZmfgad55hqkJGAyUhHjhmLtHwoDFNMOoo0cUOjpCas32lMSa0UhVO57PBI5utiySbRVCWosMR1R4UJv7MUuAz8fTcbqzDJve5Du16H/CECCwUfUSn9XpWBjGG6gfARSzmPYEWEwzjBpqojBvExCboj9irUcg2xoBVxJrvv5AnfrWiWRrhbTaIiMwxDEVHtTm/tTvwD0jxAWEu8qw6fWcsw2CYRhnERQBHPsVuHUNqF3P3aOp0bCYZhgl1CKPBgMQHqfPxqBXINtji7Ak1pwRLbQUeba3woNW1PdoNvDwa8DOpRSdBtxXhk2v55xtEAzDOIOgCHo8fxhomejesdRwfNw9AIbxSITIo5zYVCA/R11MCggCeck4EpZLxtHzkkLzbWqJUz0IYm30Z/TozKinJXtDZYUoMqVYk9ioNvcAtUQ/tYfOg4C7yrAJC5n0BUDSE/SotQBiIc0wjCO5I6YPuXccDItphlFFSRRG9yAxrYQgJgH9AlmPONWLK8SaltAVRK21IlOJ9g8rC/KoJJrb0GjxNXeWYdOzkKkst7wdPe9hGIaRUi+Urskspt0O2zwYRg0lC0WnwUDucm0bgzWd4byx8YUee4O91ob6EcCEVSScT+VSRDoqiZIrH5oK3LhMIt1T/MdKx6jH5uPJ1WIYhvFsfHyB4OZAIYtpd8NimmG0UBKFlsSklkBumQQcyARaJIq1iBOGAD9lkO9NaXv2IE9+dET1EWuS6uxZDNSpD5zeC/jXAfatAb6bCoTFeEclDD0+eEeVEGQYpuYS2ooj0x4Ai2mG0YNUuOkRk2qCu3kC8OlTwNgvgT0rqS50XG9g8i/A0Rxg70r7Kj4IYlka8ewwEIjpCexf57gIqCuS6oLCgaHv0TzfvgmMmm/dvLizsYue8oCOKCHIMEzNJjQaOJINVJQDvizp3AXPPMPYgiUxKRfcgk3h06fIX7soXTki2XmobeL0jnjOomoXn6TR9g0GIOVZ4IP7nBMBdXZ02BbR7m7rhB6bD4yOKSHIMEzNJjQaKP8TuFgAhLV292hqLJyAyDD2oCV4AkNIFMWkkE0hIxkIbgEc26YekbRVSAuVQ66epYi3sP3YVPX97dVZLcQTsEZI662i4iz0JGnqeQ/DMIwlhGTswsPa72OcCkemGcbRSCOjXUfSa0IUMqw1JdQpYSkiqWZbkNoF5NvX2l/eRvp5RJvq49H1FOuEniRNvXWqGYZhmicAEWHmr5ffpsf8X4Em8UDtICCgoWvHxrCYZhiHIk8q27kUeOlXUTQVHQXi++ur3qHkf5bbFuSWAvn2tfYXmQCsnglcOeO8pDdX+JaFfVhTRcXZ6PHVc3dEhmH0cjIXuFFf+We161Fn3uDmQLs+LKbdANs8GMaRyCOjRiOwYASVeUtfADRoCnQcqN3UpKQQ2LIAWDSatqVlW5DbBfKygFb3ituXP5fuLyqJfm5Ngxi93DmGp+jRGTYL+T5ulniWdUJPDWpXNtxhGKZ6EhQBlJx39yhqNByZZhhHUf6ncmS0+Diw5p/A6E/F6KhaRFIa2Y7rbep/FpDbFqR2AaORkhufXgqc2Udi+cpZ4IUNwP5MsnZIazY7oyW3K0q+Ke3jpwyqiuJp1gk9c8oeaYZhbCUoHDj1u7tHUaNhMc0w1qBkWxBsGCWF1CFR0cKRal5er9tocwGr5X+WIhW/SnaBkJYkmLuPEbffcyxtc/VMqtksCGlAPXJri03DFb5lpX2cP0zlBWuSdcKd5f8YhvEMgiKAsuvArevuHkmNha/CDKMHNd+yNEJqMJCQsxQZVduWJf+zFLn4VSshJxfIEW3IIy0V0kqRW1vLy7nCt6y1j70rqbygs2tguxt3l/9jGMZzCIqgR7Z6uA0W0wxjCS3bgjRCKlgsxiwmi0V+jnlk1JIFQto58cgmYOi/rbMtWBKPSlHsjoOBukH6jteSYHNFe3S9+6jOQpo7JzIMI8Bi2u1wAiLDWELNtrB3tXliXfFxEjo3LgPpi8yTyrQsEABFGCPiqKTeK7nA6T3AuGXAyDlA0hOUxGivaBKi2I9/ArS5H9j1FSXxbZ5Px3M4S3uMlojvp5zwGD/A9jHLEXzi8n3UhLJylj5DDMPULAJCqio/sZh2FxyZZhgttCwFeRuBnuPMXzcaSbD6+evflmCBCAqnJLpb14E5A0X7beCVogAAIABJREFUSGwq0Ko70GkwEBBszxGRYP7zBmDwAT7qY57EN24Z7VNqBZGOUSviW1JI0fn0hcDx7eT5bt4F6DwMWP8u0KSdYywJNbWsnCeV/9MDe7oZxvn4+FB0+iqLaXfBkWmG0cJSp7qm7S1HSCvL9W3Lx5fE6PfTze0jhzcC694Cfv/efLvWUFIIfPcS7Sv3O+UI57GtJN7VxqjF3lXAoQ0Und+3BvCvQ6/tXkZRdkd2JKyJZeW8pXOiK0ojMgwjUj8CKDnn7lHUWDhkwDCW0OpUFxCsXeZOniTWcRDw47/VPdDnDwHNOlCBfiXO7qfog3R/1kR6964CmrUHzucBJ3Yrvyc/h6Lg0gioHguFNGoqLACE5w2aUNvbwxvNK3vYG730FAHpKjy9cyJ7uhnG9QRF0DX99i13j6RGwmKaYSxhyVKgVElDqRNi0ihg+CzqiPj79xIx/AhgrKAI3uGNQMt7gAEzKEJcfFwch8EAJD8LvJ9im1ARxG5kAlCwnR6VkvhiewMJg4HQKOssFFqJgZEJFKkWsHdRUJPxdIuLp7R0Z5iaRP0mAIzAhXzKu2FcCotphtGDWuk5KWr1ohtFUYWPY9uAr/4mCkdhW4qRvLnUeOXdbqJ3OWkUtYy1VagIYnfnUqDLcPIvK0U4O1RF3G0pL6cWNY1KotrWgP2LAkbf59EdeJunm2GqC/WrKnoUHXXvOGooLKYZxhr0CAGpoDAYSEgvHqsuHNUieaf2AE9/RbWTY1OBhKEkxpXQK1Q6pFGSYWQnYMV080TBxOFAYIh1xytFHjWNTSVf+YIRjlsUuAJvSZzzNGHqitKIDFMTaZ4ARISp/7z8T2DtW8Dlk64bE3MHL/i2YBgvQyooYlMpIq0mHLuNVo/kHc0GHpoKtP0/IKAhvRbTS1motO6lT6gEhQMvbiIxO+wD4Pg2oLwM6DUeaNwWOLiBxLs9tgt51LSkEOj/imhJ6DTE/kWBs+BmKPbj6Z5uhvFGTuYCN+prvyekhak1kHEZLKYZxla0opeCoNDTElwayRPK4IW1pmTFZh3pdUHkRXVTsVHcS55rPeIvKJwi0JUVQGRHerx5FXivO7XkBhxjuxAEsZIlwROjl5w45xg83dPNMNWV0Gjg/EF3j6JGwmKaYaxFT/RSEBQndwOFR5WFY8sk4ECm2OSk4rborT6VS22/SwoBg68o8gT/dcFO2nbzLpSwOG8wRSSsEX/SToG5yymBJSaZPHd5WY63XUhFsjx6aTCQ/aPTEMfsSwlL1g1OnHMcnurpZpjqTFgMfS9V3AZ8/S2/n3EYXGeaYaxBiF4uGUcCWatuclA4EN+fosBKtaibJwCfpFGTkxc2AM9nkrf6u6m07c/HV3VTvAQUHaHfEzosXj4NdB9DAjAjWby1Z0snvMpyoMU9NNayUnqckk3C/fBGilw7GmGxkb4AeODvwMxDQOueZP9wdF1iPTWPLSXOOWMOagIspBnGdYS1pmsZJyG6HI5MM4w12BK9rB9hets7MoGqWyxKp6S8QxuoocmVs8rbPrCerB/SGs5l14Cc/ykLQGt9x9cvAvOHm9sbxiwGCg87TxAJ0cur551X2UOvdYMT5xiG8XbCYujx3EHKgWFcBkemGUYv9kQvg8JJ4MakUL1laTQZAC6fVd92wXbywkkpOgpE91B+v7XiT22BULCT2pc7m32r1Rco9qK1+JEjWE+kcOIcwzDegvA9ce4P946jBsJimvFubGmpbSv2tnL28SVvMAD0fJp+R3jesIn6tmNTqeyRlKtngU6P6G9lLkd4XWuBcHI3UMdC9rhetMbhLHuFtduWWk+SnqBHTj5kGMZbuKsuENyckxDdANs8GO/EXSXM7C37Fd8PuFVCbV/j+wMD3wBWvU6JhM27qDRRSaN/scnm1RGsaWWu9nqHgeqdEO21N1g6T860V9iybU6cYxjGm2l8N9k8GJfCYprxPtxZwkxLwFqqFnH1PPDBfebjfmGDOG6tkmJKIk9PK3Ppfj6837z83QsbqP2s8DpAr7dI1F9uTwm958mZdYlt3TYLaYZhvJGIttRHoLIS8GHzgatgMc14H+4uYRYYYt6UZMsC9ehrSSFwYhdQlK+SYJgpjlstMioIdWtbmUv3s2cllb+TimZh/9O2Ar9/T8dgT7k9KXrPkzPrEnPNY4ZhahJN7gZu3wQunaCKTIxLYDHNeBeWfLDOvD2vZFkAtKOvQnQ2NoXKzmmNG0Yxsi0cQ+kl4Mw+4OgW2p6lKLHW/OTnUIKK/OfC/nuMBUJbA6tnAt++KLb/tmWhYu15cqa9wputG97S1pxhGM8goqqKx7k/WEy7EL4HwHgX9iYB2opSfenvplG0Vx59LTpCyXuV5VUR6SNUfSMyQXnbsakUHRbqIF89T69fOQP8+imw+b+AXy0gog2wcKR2DWat+WnVA7iQb/66MG+V5bSvwxtFIS1gbTKgj596tZHoHvoi7I7Gm4S0ntrYDMMwcoSSeOybdikc8mA8B71ROGd6bNVQsiz416JOgVKEDoUnfgO2f0FdDqdkA58+BbS6V3ncTdsD73YjAbvjS/IvT/oJmPWAecQ7faHlKLHq/PQDNn5k+l7pvAlCfOdSsaW50A3R2oVKZTmJZqVxtOpOwtybxK0r4bbmDMPYSkAwXSe4oodLYTHNuB9rK3O42gerZlkoOgp0HCRWizAYSEgvHmsuhEZ/RoJ69GfA8e3ULjyuN9C6FzC7r2kkuH4TYK9CxLswj363vExbjArzk7ucrB13msQ8BYxaQLaR/Bzlees4iMT9kc00xvj+wOC3gUbRyvtSw8cPOH+IxL9wvMI4Cg8DkR2t215Nwt05AQzDeB7NE4CIMO33VJQDF08AIVHAyVz6f+0gIKCha8ZYg2ExzbgXW6Nw1vpg7fGeqpVYy8sCnpgHbKqKvsamAse2qYvg4BZ0rEmjgMf+D6gTBCwaDYS0BNo+IEaBw1oD+VuVx3IqF+g1XvuYSwpJyJZeAvzrUJOY76aSYM9IBh55E0hfBPj5m/+usYI6MyqdD2uoLAfufhD4dw8gqDF5tfetAbbMB55bSWPkKKs57swJYBjGczmZC9zQWfffrxZ11d2fCcT3ZTHtAtgzzbgXazrUKWFJWDjKeyrtjmcwkLju9wpQL0xs9HHPSBK7SpzKBbqOAEbNB4a+R5HlvE3AgBkU/S0rpccp2fT/6O7K22neBWgSr328GcmUROhXS6wyIkS+jUYSsUpCGrD/fEjnO3c58PefgV5/pezy9gMoMj67L42RfcDmuCsngGGY6kP9xnTNvXnV3SOpMXBkmnEfzo7COdJ7Klgn8jYB4XFkk8jPAX77loR2j7EkkA1QbxIiLaWX0ZOE5ZyB5uMbswQICgM2zDb3GycOJ0+cGoIYLjpCDWGs8ZaX/2nf+VCb74nrgEO/mEbIAffaFjy5SoY7cgIYhqk+1G9MjyXn3DuOGoSHfpswNQJndr8DHO89DQqnEndaAl1LCAnHs3cV+aLVLCGnfqeyRmMWk785L4u6EXaw4AuXLk6MRrJrjFksepbVtiF41ksKKWlQ6Xw070JRjoBgdSGqOt9rgAtH1UvyuSLaKozZXZ0zrcFTamN78oKDYRh16lV5q69dcO84ahB8pWTci7OicM6KelsS6JaEkDCusNbqlpCj2eSLDmlJCXvdx+gbq3xxUny8qsZ1KpD2DyAm2fx3pNHk0FbA5A3Aho/Mz0fLe8i2Ub8xbV8uRLXmu2C7cn1rV9gW7ojnLODh14BP0ryjSkZQOH1G3eGR9oYFB8Mw6tRpQNeN68XuHkmNgcU0416cFYVzRtRbr0DXSo6Ujiu+v/L4YnubCl9rxipfnBiNVK86PE75/cLiwGCgSiOL/2JagaN5FyBhMLUhb9WNEhp3fGkuROXzbTCI5fU6PgLs+sZ0v66wLUgXCnG9lWuCe2KVDL1i1hmRYy7LxzDej48PEBDCYtqFsJhm3I+zOtQ5OuptrUBXO5YOacBPGep1pztojM+SgLJmcSJdHAiVSA5vBIwA2vcHmnWk7RgrqRJJZAJZNgTkQlSY74rbZC85to0E+ZWzwOC3aJt7V7rOtiC9i6B1J8CTqmToEbPOjBxzWT6GqR4EhAClF909ihoDi2nGc3BGG2lro96WxKojBHpQOPDiJkpmHLcMOLZVve6zgDUCKjBE3+LEx4/sJFfPkdi8cprm69g24ORvJJ7TZgK531GjlagkSiCUIo/IT8kmb7WanaLzUNd5pKV3EYqOqt8J8KQqGZbErDMjx1yWj2GqD4GN1AMIjMNxqpj++OOPsW7dOgBASkoKpk2bhq1bt+Ltt99GWVkZ+vXrh8mTJwMADh48iFdeeQWlpaVITEzEzJkz4efnh7Nnz2Lq1Km4ePEioqKikJGRgYCAAJSUlGDKlCk4deoUgoODMWvWLISGhjrzcBhvRG/UW69Y1eOJ1nPrPSicKnNUVlADE63a0XoFlDWCW/reDg8DbR8kC8fHA8z3M2El4F8XeD/FvM24XIj6+lNrdHdHN+V3EfKyrK9u4mr0iFlnRo6dnRDMMIzrCGwElF2nf4zTcVqd6a1bt2LLli34/vvvsWLFChw4cACrV6/G9OnTMWfOHKxduxb79+/Hpk2bAABTp07Fa6+9hvXr18NoNGLZsmUAgJkzZ2LkyJHIzMxEfHw85syZAwCYNWsWEhMTsW7dOjz66KN46623nHUojKdTWW75PXpKui0ZR0JiyTjtOsiCQB/9mZh0aGs9a2FcWuPTU/vZmmOQv3fjxySk/vhReT9HNgO1AkgoS1ESooVHyG+txOGNtHhwFdLa4NLqJqPmA0lPUG1wT/ICW6oxDaO22HbE3ErnTMCTFhwMw+gjIIQeL51y7zhqCE4T06GhoXj55Zdx1113wd/fH9HR0SgoKECLFi0QGRkJPz8/pKWlITMzE2fOnMGtW7fQqVMnAMCQIUOQmZmJ27dvY+fOnejTp4/J6wCQlZWFtLQ0AMDDDz+M7Oxs3L5921mHw3gijmrIYmujEkEAWyvGrcFStFIQUNYcg/S9Qgv0HV+S1USJvCygTn2xOU3Sk8DENcBL20yFaGU5RUNadFHeTqyLo5vCXYT0BSSe+79CFVJ6Pm26EBLQsyhzNlpi1hUNXeRz5mkLDoZh9BHYiB4vs5h2BU4T0zExMXfEcUFBAdatWweDwWBixQgLC0NhYSGKiopMXg8NDUVhYSEuX76MwMBA+Pn5mbwOwOR3/Pz8EBgYiEuXLjnrcBhPw1ECVq9Y1cLeroHCOJTQI6Aqy6n0W1xvoNc4ejQY6D3yY5Afr5B4mJ9DHmklBBEsROSH/puSCr/6m+kixscP+GM90LKrsiDUSqx0Fkp3EQBT4emoRZkjsCRmnRE5ln/21OaMYRjvgcW0S3F6AuKRI0fw17/+FdOmTYOvry8KCgru/MxoNMJgMKCyshIG4ctf8rrwKEX+XPo7Pj7cHb3GoCZgc5cDiY9pdwmUYsknagl7k7ZKL1MC4o6lQFyqss/ZUtKjjx/VUN6zkhJO4vuTP3hRunnEUn68QpULLU9xi0QSmR3oThDeT1H2bweGkCj/KYOi3VfOAjdLgDpBVJpPuLi7A/k5kDZx8bRScFo+f0eWkrTksWePNMN4Ds0TgIgw/e83GoG76gIXTwIXT9BrtYOAgIbOGV8Nx6lievfu3Xj++ecxffp0DBgwADt27MCFC2JHngsXLiAsLAwREREmrxcXFyMsLAzBwcG4du0aKioq4Ovre+f9AEW1i4uLERERgfLycpSWlqJBgwbOPBzGU9ASsPk5wOUzwH0T9QsMNbHauhdFK9VELmB70lZJIYnfvCyKCKc8Q+L3x3+bCzk1ARUYIm5LqXrG00vJ1qB1vNIqF/KOiUIFj3mDqQHMvelA657aCXBxvYFjv9LrV88CBTup4UtkJ88QZ1IB2XUkCX5nJfQpJaNaUxtabb4cUUrSExcRDMOoczIXuFHfut+p25Cu5QfW0/N2fVhMOwmnielz585hwoQJ+PDDD9GtWzcAQMeOHXH8+HGcOHECzZo1w+rVqzF06FA0bdoUtWrVwu7du9GlSxf88MMPSE5Ohr+/PxITE7F27VqkpaVhxYoVSE6mZhYpKSlYsWIFnnnmGaxduxaJiYnw9/fXGhLjadjadEJLwAq1kEOj9IshuViNTQWatgdm9yURueMLbaFhbbk8NSEzZjG9riTkpALq5lWKwAvCOiaZajtLKcyjVuRRSaavV5bLjjeLxr9lPv2O0DGxVXcgphfwZiegspJ+178WiX8lhCh8hzSau0Xppse3aa77hZp83msFAGWlyu+1pxScPOLbcRBgrHB8bWh7FidcT5phqj+BjbiluItwmpheuHAhysrK8M4779x57fHHH8c777yDiRMnoqysDCkpKejbty8AICMjAzNmzMD169fRrl07pKenAwBef/11vPzyy5g7dy4aN26MDz74AAAwadIkvPzyyxgwYADq1auHjIwMZx0K42gc0XRCTcAKtZAbNLFODEnF6oFM4N1upmXgtISGtbfe1YTM8e0kZOVCTrrouF6sLcSlY87LEluRK825cLznDwNjv6T3l5eR5zkkCpj9kCikAYpidxykHYUPCndvp0GtBZp83p1Re1ou2HcuVV5cuCoKrBYd53rSDFP9CQgBzh+i7wUViyzjGJwmpmfMmIEZM2Yo/mzlypVmr7Vp0wbffvut2etNmzbFkiVLzF5v0KAB5s2bZ/9AGdfiqNvLgoDNXQ7cuExtrxs0AeYOoguHzdUNjDQmeT1lQFtoKN16t1bInMoFQqOpM6KSAE4Yok+ICwhzoDbnL2wA9q+j32lzH9DlURLCWxcB0d0pAW1ROkXnARLbT8wDNmlE4SvLLUevtebHViwt0JTm3ZG1p4VjkZ+f2FQqLejqxYXWfHA9aYapGQQ2ogBJ2XWgdj13j6Zawx0QGdfiyNvLQeFAx0dIUG9bTBaP0Z8Bq153fMtwg4E8tlAQ2Sa/rxIF1iNkIhOA03tp7EoC+OIJoPiY8n4FIS4IRqkgVJvzXcvoZ3lZQMqzwKwHtSPeYTFA3WDtKLz0+AwGEpNhrSkKLBX3jrQ86FmgKc27UHv6+Uzg6GbbEvrkx9LiHqBRlLgAcUcbcz3z4YhOngzDeDZC0vf1YhbTTobFNOM6HH17uaQQ+KC3csTVHnEmFxqNoiiZ7/TeqoREDQFoj5DpkEY1nIPCqXqGXADn5wCdhykL8dhUiszfvmkqCLXm/ORuEuAAlcdTEtyn9wGPvEnbav8wUK/q4qyVANchjSLdaTNpu6dyqSxeu77ANRWbij2WB70LNKV59/WnGtq2JPRZ8r4bje5pY65nPhxZFYRhGM8kQCKmG0W5dyzVHBbTjOtw9O1lNdFwINO+2+fyBL0BrypXy1ASgHqFzEu/Amf3A0e30PP4AUD9CPq5mgDOywIe/VBdiAeFA3f30S6FJ40Wt3kAyP6PdvT0WA6QvgjwMQCQee7U7BpB4SQoP7jPdM6y/wNMWAUUHdGeH2uwZoFmSUA66vNXsFO03ORlAYPfdl0U2Nr5sLcqCMMwnotQ8an0onvHUQPgwsyMa3FU0wlHNFvR4k7jik+BI9n6mrLoHVNJIVlTsv8D1AujYxeENKDeqMVoBAoPazf1UIsUh8dSZGJKNkVKy0rJaz5wJv1frWFLTCq1GV/0FLDxEzrua8Xicag1O9m/TmWhs56Eptb8WIO1XQEd1ZDEUsQ/7R90fkbNBxpFu66roC1dEllIM0z1xL82UCuQItOMU+HINONaHHV72WVJVEb9kT49Y9KbgKlkSYiIA9o+QE1QrIkoCnN+86pyhD19IT1Xip42ay9WNtnxJSUfjlkMVJQBH95PlUDkxxEYoj5nBdtNvd3y+dGDNBJeUkilAa2N/Nr7+bB0rmOSgegepvtxVRSY/dAMwwgENmIx7QJYTDOux1G3l10hGqwV7ZbGZMkGIghF+aKjw0CgdQ/T+tLWJO4Fhavv+2QulW97YQNZZITtt+5FtbblJQKPbqFkxPpNRDEtPY7OjwItuqh7u49sNn1N7zmTJ/vF9xOrjUibzcSmOqaOsyUsdqZ0UxTYHX5oR1ZmYRjGcQSGqieuMw6Dr36M+7BXWLhKNFgj2rXGVP6ncsS2URTQvKplt1woC4sOtfrSeu0CWraEgu1A6nN0PoT9ld0AvnxWrEoh5VQuRce7PUXP87JEwX14IxDammpVq3m7O6QBscnWnTO1iH76QnpdaDYTGk2JmK5IpPPkJD5X+aEdXZmFYRjH0qAJcGIn8OdNd4+kWsNimvFuXCEabBFNQRFATAo9VpYDO78GLhylW//SZMC43sCIOcC6fwHbl4h2CqlQ9vG1v6SgNRF2H1/gaDbQMpG6P8qJTAACw4Gz+8h/PfANMUIc25si1zkLTaPFkQmU8BjYyFS06z1neuprC/9u3zRPxHQWnp7E52whzS3JGcazaRhJj1dOu3cc1RxOQGSqB84WMmqJa5Xlpu8TBMbHDwOfj6fHD+4DGjYFVr0GNOtgmgzYIQ1Y8wbZLKZki+WLpAmOjkq21JP8WVII5G0CDv4MdBqk/P7WPYHAYGDlq9RtcvFYEs4RcVQCLyichHVGMrV2969Djyd3mYt2PehpdCPFHY1HPFFIOxutBR7DMJ5Bw2b0eJnFtDPhyDTjvbjDpymIJrXb21oR1JgUiuCOWQzUCwU+Gahdo/hOgqODki3lEfbY3qL4FY4pIxlo0AwY+Ykokk/tqYpUJwHtHgJultBxCNYOoR711M3kz5PaYoRosT1edq3jb96F5lyAE+1cA7ckZxjX0jwBiAjT/37fu4C76tB1+qcM4M8bQO0g542vhsNimvE+3O3TVLu9/eImqkuthLRD4arXgU5DLNsWpELZnmRLYdFRWU7z1Gkw+ZqPbqF5lC8EGjaj6PShDVTJI643NVwJjwV2f0sRaXm79WM5wNUzQO+JzvESqx1/4nDybzdoYvt+OHnOerglOcO4lpO5wI36+t/frg8Q0oL+H98P2LeWrpWMU+BvEMa78ASfplr0ef8aoOsIdZ/xvjX0/9Bo4NhW5W0LovvKGVOhbItALSkkcR/Rhron5ueQUG/WAfhsjJhcKF8ItEyi2toAieZDG+hfXG+g4yBzIS09vkZRog3GkV5ireO3dT/uXpR5O1yCj2G8g3b9gG1LgBO7gKgkd4+mWsKeacZzkfuRAff7NC3d3m7VXdlnHJVEVS8A4HaZcuMSgIRswmDlxYE1DUdKCoH3U8irPX84sHQCLTw+Hy9aTQxVHQ2F+evyKL3WdQSVtpOTlwXE99U+PrmHW4/AVTrPSmgdvy1COiMZWDKO5mXJOHoubTzDaCMscFzRjIZhGNu5+yG6tu9f5+6RVFs4Ms14HmoRQ2f7NPXc7rd0ezugoXkEtV1f4GgO0HWkGFEFyMcmj+p1edS0G6LiGHQc495VVAf62DbLdhKAhPCAV4GkUdSlsNW95lHHsBigbjAdX+5yinRHJpCQFjzU1tzi1zrPWufBEZFue6ujMISnVzNhGIYaabXuRdHpAa/y36oTYDHNeBaWbBxSIWswkCAMa02VJ2y9QFh7u9/S7W0lgZE4HOg81HSMUtEd3YOi2nmbgLhU66J7cvEpLDrCWpNtRAmphxsgUbz6DWDAa1RdZNMc5dJ2AQ3pGBIfAy6fIWvHd1NJSOu5xS+MVe08T1hF44hLdZ7tgpPnHA/PF8N4Nr3/Bvx3OHmnO6a5ezTVDhbTjGdhKWIoCNmK2yT2jm0jsXf5DAk0a8WXLR5svf5lucCQPxeSAS8cB3Z/Q1YMQZTquV2utgiQRs/j+ytH0aOSgOICWpCExQBtH6SL7NIJVOFjx5emjVD2rQHqNgAiO9LvBwQD900EQqP0Jf9Jx9p1JHDlrPJ53rsKuHqWbBfO8sJz8hzDMDWNToMouXzjbBbTToDFNOM56IkYCkL25lXgkzRTEfxThvXiSxDv0ih30VHLt/uDwmk89kYxc5cD694yfU2P3cDSIqBDGs2Hkl0jPBZonQxUGoGZh0hcbpxNGd+t7gX8aukrbaf3Fr98rLUCgLJS5fdKI+Za82BvBY6aljzHFUsYpmbj6w+kPAesmA6c2Ue9DRiHwQmIjOcgRAyVkEYMg8Kp2oS9iYiCeBcaqMT3J5EX35/ae6s1QykppNbfi9KBrYtsT1qzpxmLpUTMoHCq0HHlLDBuGTByDiWJPfoBteCeNxhYNokWJFfPAhtmiw1YjJUU9R81X19imaXFhHysRUfJNqJEZAJwIV99Hu7M/VP0aOvc15TkOUfNF8Mw3k+v8XSH8eu/K1dlYmyGQxWMZ6EWMYwfID53lOdVEO8pz5KI1GP1sLc0nzRCaKvdQO/xB4WTV7uyguwZje8GVs8Evn3RtOGKNBmxMA84+Rt5oqOSgO5jrOtUKI9+Ko01L4takCud56gkEvVK8+DosojVPXnOE8pIMgzjOQSGAIP+BXz5HLDra+Cex909omoDR6YZz0IeMRw1n5LS1r8jRtb0RrD1kDAEKNihP8pta2k+tQihnhbfcqw9fh9fErWb/0vCVh6RkLfkzs8B6tQXf9cSWtFPpbEajRTVn7DK9DyPWWzaWVE+D/aURdQqv1cdhTTg/jKSDMN4Hr3GAy0SgW9eoG62jEPgyDTjeQgRw05DgGV/p9rIUoE1Jdtxntc6QcCJ3co/k0e5bY2IW4oQaiUzqnldrT1+rSi4tKEMYH15O0vRT6Wx+vqTYJdGhksKgf6vqM+DrXNfExuzuLpiCXuyGcY78PEl2987ScDyl4An5rp7RNUCvvoxnkvud8C2xaavSZPSHNGy2hqrha22DEsVSpTsBpZEoC0dEdUEuNRaYe2CRE+9ZktjlXrh1WwXtsx9TbY5uKpiSU1drDCMN9PyHuCBFylJPbo7cO8od4/I62ExzXjoAx6iAAAgAElEQVQmeit7OMLzak2U19qIsDURQmu9wdYev5KoVWooo1cMWXNs1oxV7efWzr3exizeHFXVGrs182XLHNTkxQrDeDuD36b24p+PB5q0A5p3dveIvBov/QZhvBJrvrCtihjbGWUz+JJf9+gWsUFJ6570uhxrI8K2RAiVRGDREeDkbmoLK59Da45fb0MZPdhybPLXrPlMWDP3eoT+9WLvjarqiQjrmS97IsvcRZJhXEfzBCAiTP/7K8qBiye03zMsA5gzEJg3BJi+CwhsZN8YazAsphnnY+sXtqtqAe9ZQatzaYOS76ZSUpySKLA2ImxthFAuAhtFkdg/8Ruw/QvHCD9LDWX0Yus5svUzoXfuLQn968XeG1W1JiKsNF+WulDqmQPuIskwruVkLnCjvuO3O3IudUacOwSYlAncVdfx+6gBsJhmnIs9X9i2+IKtRRAFRqPYoERAKgqUIqh6xYI1xyEXgQYDCWm9pftcjS3nyBH2AL2LmIg4oH4TsRnP1bPUdTJ3ufdGVW2JCAsJnnq6UOqZA+4iyTDVg2YdgdGfAgtHAnMHA8/9APjXdveovA4ujcc4F3vLcwmRtdGficl6etAqhSbFUpm5m1cd1yRE73FIy+XFplLLdE8ucWbtOXJmyTbpeQ8KByb/AnQeRs14Og+j53WCbG+W425sbfQjLGCWjCMBvOcHqvdt7Xak2FLWkWEYz+Oex4FRC4E/fqQodfmf7h6R18GRacZxyKO3jrwVbE2pNmvtAwlDyFuWn0MCw2gkUdCuL/Bed+D8YXqfWgS1sgKAUZ/319pEwUojjSmutxhdFcaoNofS8+Cs5DpbI/XOsgconXcA+OA+0wj4ho+Al351bFTVlQmM0oiwwUCLLeFzoTX2E7uA2BSgQVP6/BQdpU6f9syBK+4cMQzjGnqMAW7fBJZOAP73JDD2S8CXJaJeeKYY+1ETsK6+FWyLfaCkkIRGcHMqF/Toh0DhYRIeh7NEIS0gvQ1+rRi4cQnYnwkUVHUR7DjQMWIiKBzo9hQAAxCbDOxZScmR8f2pe+CidPM5vHpeFDaxqXQMm+YATeIdl1xnbyk0Z3wmlM77vU8BXR41FZBGI73n9+8d48fXOxeOFtsd0oA29wFpM+muxalcoMPDtPhT4up5oCifovPC5+fTp4BW99o/B9W9iyTD1CRSnwNu36IuuZUVwF8+B+6q4+5ReQUsphn7sCRgXZVECFjvJb1WDFwsAM4dFKt4BIUDcfcBAQ2AvSuV93N4IzWUKc4nUSs99p8y7Pcy3xFpWcDDrwGfpJnP79NLgZCW4vtvXlV+X/pCOj9hMY4ZlyOS9hz9mdi7igRzbApFXC+dAB58geZPKiAXpQPFx8UIuD1RVT1z4awazEHhwLivgW9eBLYvoUXCji+B7P+Yn4srZ8yj8+GxwNNf0fPnVtKtXWExaOsYWUgzTPXgwRfo7/mbycBHD5GHOiDY3aPyeFhMM/ahpyGJK24F22IfuHHJXAyHx1Kb63qNtCOohYeplJ6jk9ikIi2uN0WklfZxZh81WykpBL6bBjRtr/y+41Ui6fBG9XFVlgMwqCdaCjiqFJotnwk160plBRCTDJRdBwp2knDuMgz4qI/5eX12BbBsshgBtyeqamkurF146I1eSwV6ZAJtT1gkFObRz3o+Te8tvQTs+lq5zGLtesCcR+j/QhWbI5tFewzDMDWX+ycB9RsDi0YB/+4JTFwHhLRw96g8GhbTjO3oFbCuuBVsrX2gsoLsGUqC6MB6EhdqEdT4AcDe1RTNVsIe769UpIW1Vt9HXhbQfQy937+W+vtO5dKxCJVK5F0W96ykbcUkk6jKnmtuCxGS+hzpddb7mZCKR6l1JaobENOTIs/SiPzVc4CPj2mkOi+Lfp63CUh5hjp+SdHr9ZaKeUtzoSW2lTpdlhRSbfOm7dWjQGoCfcxiet1Y5a9PGAoENKQF14nd5tuJTQUO/ChuR1rFJjbZfGHkzU1tGIaxjcThdJ2e8wjwbjcS1JEd3T0qj4WreTC2Y6kShqNqGevFmuoClZV0a1uJgu30cyGCmr4ASHqCHqdkA/UjgAaNKTKohK3eX7lIKzqqvQ+A3q/1vsgE4EK++bgEYfb5eBJlXzxDxfs7D6PXMpLJIiBUMjmwnkSY2lhsPbeWhLS0AsXn40k4dx4GNGwKfD/dPHLf6l4g7n6KUAsWjynZVKu7YDtZGj64T39VlpJC82oulj73gLbYzvkfbevKGfImRrQB/GoBm/8L/Popva6EmkAX7j4AdL6P/0qLxaNblD8XYa3VP/vSSh5Kx84wTM0hNgWYuoWu0xm9gIO/uHtEHguHGxj7cKUn2hLW2Af8/IGYFOVIdkwq3SLft4qOTymC2iKRukU58tjl0fW8LPL6qu3Dx5fe//l49fdFJVEDGvm4LAmzwxuBXcvEqPDOpVQFw9bjtSW6qTbGE7tpQeNfGygvA3qNowXFkU0UlZ0/XDl6e2I3jeNCvj5ripZVQ+tzL5wXpc9W8y40l4c3Ug3s5zPNLSlK3metaLhw9+HKGTrf2f8B7u5Dvx/RBmjcBmjXn+rJnt4DlF6kc6x1F4dbhTMMAwBN4+naP7sf8H/9gKcWUXCJMYHFNGMfnlYey5J9QNr9Lb6vsiBqngDcvAzsWAr8+G/1znIGX/JXH1hvfwKXQHw/cUxGI/lhn15Kt+yFEnnS+e2QRsmFi9JJMB7fTuIqJpVu2WfPpU6O0t/RI8wOb6T25cL/jUZgwQgSf0c3W9egRW8Snl4rxYmdZLXpNZ6qWZT9QRHoxz4CDv6kLMALdlJE+/v/R+9tnkgRWK3IuCVftNbnXnoeBcJjgYTBwHdT6Hn9JtRtU2kfe1cDPSViX8vG1DJJrP6yKB3o/wodV4c0YP07wKSfKIL/x3ogugfwwAsUCf8pQ31hZIs/nu0gDFM9adgMmLqZmrr870lq+PTQFCrPyQBgMc04Als90c788pWPQ6n727kDJIb3ryOB1uIeoEUX4L+PAvdPBtr3B76doi4g6jWif6HRAJ6z38ZSUkhiKH2hKIqbd6ELWVQSeaTl+5AuZrL/A3QdAXT/C3lmAWBohoLdpkqY7VxqWqc4L4tsAfvW0Puk/weo8slv3wIPTdN3rtWimy9sIE+z9H1SwR3fDzifRyJRSTy2uAdo3QOY9aDptm9eBYqPKY/l5G6gpAjY8QX9i4gDpm2lBi7y2ug+fvRYUihGvYXSeoDoi9b63B/ZYnoeIxPoHB78me6IHN5I856/VXm8eRuB7rLtqkXDY1MosTJvIy2sBEEcFA48MAX4UKHW9gsb1RcD1ibzOqtqCcMwnkPdBhRM+fQpYPk04PIpYPiHXMmnChbTjONwZmMVe5CLuloB5KetFQCsfoNaTIdGU1e4byaTaCrYTrfFAcsJdmqvKzWx0Xq+dxVwaIOYbBcaTa/VCdLev5aoU/udjoMo2e3IZrF+9eC3gTr1aZ7ufojE1f61FH0IaUmR79N76WKq57ypRTd3LaMoakCwuuBOXwi06KwsHlv3pAWQ9HWDAfjzBs3D1XOm4hcwXRg0igJGLQB2fkWNegQBf2QLlUMUnge3AM79YV5aT+4RV2qas3eluFgJjaZ9fzeVFnJCtL/oKNB5qP6kWaW7QO36AkdzyMMvvwMB0Gda6Rzs+QFIeVb5c2NNMq+77CAcBWdqGs0TgIgwx2+3opyalull0NtA7SBg4//RNWz4h/rbj9cOEgM91Qy+GjGOxdKXnDu+fOWiTuj+tn9tVRe4L8wjca2Tgd1f0/+tTbBTirQKQq3DQKpCsX+d6WIiMEQcg9DdUHjeoAlQL4wuRFrVHqwZo7HCtCzgsV+BmF5AXjaVmasdRMX7Ex+n5iB+tej2njWl3tSimyd30x2AmGRt7/bJ30yjuzHJ9O/UHuBItvj+RlEk9I9tA3IWUgMTqfiVescNBnrv4rHKAn7nUvXnYxYDS5627BGXilHpeQRMRf3Vs7So2TBb3W4h/3tSWjglDidRLu/CWXEb8PWnBi9GAGHRYpQ9Pwfo8TTlDgjbke5Lby6Eo8ol6oWj4ExN5WQucKO+u0dBtEgEbl4Bdn8LfHwESHmOglOWaNeHxTTDaKL3S87VX75Kou7SCapFnLNAvQtcZEfgy2ds64qnFmnd9RVFA5WaaGi1uG6dTFHXnV+RCE18zNQmoXbcWosa6XkQBKZSze30hSQgn/2BahJLUTtvQldJNZtGZAJVmojqpu3dvqsuzWVsKtlXOg8nK0OtQKB1L7Gltpo4fuZ7Eo1t7gP+rz8tUuJ6k+i2lHyp9PzMPrKG6GlgoCpGB9BiYOIaOv6AhrQg2buaji22Ny0GDL5UQUPt70nLZtFxEC2W9q4i4dxlOFlBsueJUfaLBSSklX5f2JelXAhntYZXg5MiGcZzaPMAUKcBsHUR5Rbd93yNbu7CYpqxH71fcq7+8gXMb1kbDMDoz0h8jVoAnD8EjFtGouvYVhJPMSqJe3rQirTe93cSckVHaExSr7JWi+vIjlTnEyALQ+ll4IHJyhcuuTBKGKLsC5aeh9hUbYFZvwmVlBOEpRSl2tUZyXSMU7LVK4wUHiYxp7aAiEwA9q0VPd31mwBfTwK2fUbnUNh2g6bqYz+xC2jeGbheTBFaQLt2tzT5Uul5fg4lPUpRW7QEhtDn6tDPpp7p7HnAgBkUWf/qb6L4TRhMYzu6hZIFm3UA1v2LIutqf0/lfwI3Lpv+7e1cSncv1BZGQjfMyRtMz5fa365WLoQzWsPLkc6vqxfiWmNhGIYi1LWDqPb/+neA3s9Tjk8NhK8MjP3o/ZJzxZevElKRKghHqTf5+A7qCNdrPAlpQDlxzxKWqmS0fZAep2TTGASv8mMfAWcPAHcFmEYDW3UXo6qCZ1n4vZ1f0a19qbiSCqNGURQF//VTKgknjTjKz4MegVmw3VRYCsjPm7Tus7zCiJDgmT0PGPIuRV5b3KMsuGOSSXwKx3v5DNDraeBoNglMYduV5cDm+cpjz9tIi4n/DhPtIuVl5AtXFfBr1J/L63RLFy3tH6ZyfQI+fsCV0xQNFxYGy6cBL24ybTKjJH6FOZA2Y5H+PV05A/z+Awnpug1Nfy82lXzwliLvf2TStvT87UrPr1xQOqs0ptmicKjrF+JqY2FrCcOIhMcCD00lD/XP7wO9JwKNWrl7VC6HxTRjH9ZGm91Rl1p6y7rSSCILMPcmXyuk0mE+vrZ9MWstFiITKHkv+RnqKCUVvAd/IsFbegnoNEiMBp7ZD6x5k27JT8k2tzJs+Mg0WikIIy3rw5RsipomDKESd361gFr1gLBY03EbDCS8kkZRVDoqiUSaFPl5qyynKLtA8XFTm0bjeOD8HySkBauL4Hcu2EleaiGp7s+bwMcD1Lv9Cdt+ZjlZI9QWaDAAI+dS+cLyMjq/YTHKPmXBV632XDhWtWjuhFUk1IPC6T1XzopR6aHv0f9P/mZ6Z6JWPVH8CnMu3LGQil+AHjsOEueu1zhKkJSiN/J+eCOQlK7/b1dNUDqjNKbS/B7ZbLk2tjNgawnDWKZBU+DBqcCGWcAvs8hDHdHG3aNyKdwBkbEPa7sgqnUVdPYXk3DLuscY9U5+sam2dy4UUOvCGJVEDTPyNpkL3m9epC/ppROAD3pT5NHHFwiOpIoWcb3JsqAWQRTGcKcldKq69SF3OZXQu14MRFe14w5uQT5sYdyNoqoakzwMbFtM3Qbj+wHD3qfzNegt4M2jwPTdsvNmIJ+0FGHB8uctoOU9dA6klTgEUbx3FdBzPP28QVOxBbh8/NJuf0YjNSDpqDLnbR8C3rsXeL0N2WiKj1MSqK8/8PefgRGf0Gdw5Bxg8i8U/e46EnhsNv38yll6Lv+MqkVzD2eRd/DKGdPukt9NBRaOpGh78XHaltChMaQl3bGISTZ9Pb4/eRKjJPPZuicligr7Vup8aU03TMFmo4RSt0yhE+WScfRc6Igo/G2N/owe7f1bVprf7UvI9623w6mj0IrcMwwjEhgCPDgFCAihKPXpPe4ekUvhyDRjP9ZGm22tS62FXj+jj6/4paxkLbBmu3oTt4TyZYmPi1FxLcErLR3XbTQlkC1/SXkMdyKIkqi4VnQyPwcY8Kqp1WDHl8DeH8hH+0cmNTSRdxEUuvJ1HAz8WUqiNH8rRXo7PUIC2MeXGuFsUpjbdn0AX436zYc3UtUSGIGmHfQ1lQmPpeYt8jmPTSXhfiATOH9YnKe8LHpf8TEq79egaVUU/AawYgbw4GSgeSfgy+coUj56EVlp5DYHtbEdzaayUb+rlKPbvw5InWAecVfrhBgeC4z9Elj/LkXTW3UH1r8nblOpQ2ZeFpU41NsNU8/frm4bl4M80krzazRSHsOLm4D9a1zTIModOR4M483UqQ88+CKJ6ex5dH1okejuUbkEFtOM/dh6q9cRX0TW+hkryylZQrGhxk9ASBRF7Cxt9+p54P0U/YlbicOp454BlgXv5ZPUgCR3Oe2/0yAS+kq3uKXR9A5p5LHuPZFK3Kk1PDn1u7k4OrSBBHLKs+RlVuzKtwponwbMekChCUhVI5a6wRRxP7pFnNvWPel1ALhWTJGLc38AHQcCw2eRWNy5lN67eibQMFL9ln6r7nTBvmckidDc74Am8eQ77jGWrAsndwNZc6jEHyDaJ+L7U7m4Y9soeS9tJv3/5G+0b/869Nk4tIGi0Uqfz5slYiUROZEJVO4uP8f8ZwAtQg5tMJ9brU6I+VuBp7+ihcb6d2kfO76gnwsdMscsBk7vA45V1cxuFG2+uFBLqrX0t+tqQalllWoST750Ry/EbRmLM60lDOPN1AoE7v87sPFjKlXqV4uuz9UcFtOMY3BGtNkStvgZffzoS1nw8oZGk5iKSgJgAD4bTa8rVVOYmkMlx07sAory1QVnz6er9uVrGtkWWjyHx1JUttNg8y9qgwHo9Vdgdl/TJLWXfrUcTQ8KB8Z9DXwzhZL1lN7frg/5sJXIz6HuiWriKS+LFhuKTUCqhHi9RkBFGUVS6wQB9cKBkBY0b4V55hHx8FjguR+orJLBR/Qo939FvbTc3lVUIzwmGWhzP0VAzh8igbNpDhDSCuj9N+CPn8gWIU3cbNaJFhNKnvIt84Hx31BEu11fcb/SFvTvp1CVDrXI76ENVK9bSYA170K2GTlanRCF5kELHqfnKc+a7rv4OJUunLoZSB5v+rfXYyzQaQhVqdn9jdioR14FRrPpjxsEpZ5ouauuMe7I8WAYb8e/Dl2Df/4Q2PwfqvIht2hVM1hMM47Fle3EbS2V1SGNxJ701r9Ssp60mkLREeDGJRKDsSnka1UiLwvo/ChQfstywlar7uZf1EmjRF+1gNEILBgBTFxLiXQndpI3OTaFoo1DM8gDLewvMoGiAWMWk0g7uRto1QOI7k4iPqaXGN2UEt0DMFaqi8GYVOD4NuXjzs8Buj4J3L4BfHg/RVtDo4ELx8h2kPUJCTnF87WGkjNTnxOPV35LP7oHCenPxpBglZ6n9IXAqteBy6fpvL/Zic7v85nUdlxaKePqORKkahabY7+SoD75O302pecwJpki2uvfpQXAvjWmdzYWpdNdgQ4D6UtELsCCm1dFlmVzW3QU6DxMu8KI0M1xUTod1+GNlEAa3YMi/IGh5r8rX2wK41BbbKr97bpaUCpFyzsNpsWZqxHGcnI3cPks0LAJLYo4+ZBhtPGvQyL6p3/T9f/BF909IqfCYppxPY4oNWXP7Wfpl3VJIQk5S6XEYlOB/Zn0eoOmVZ0TVapflJdRBFPw68oj5kHhJA6KjlCi22/f0pd1ZAIJlDVvmI+5+Diw9i0gshNdpIKb0z6jupElRK1RTNsHgOsXgd++Ab6aQD+XRrmFcbcfQIIuey4Qd79K5PUe4Nh25Tlt1Z0qdVwvpuM+f1g8v0eyAf9a2lUm/OuQNUSYb6Vb+nmbSFQaDKK4rLgNBDaiz1DBTtrXyzuA/z5K5QYvnzY9jrwsqu7x+wrz6hl5WSRQ41Ipmq40p2MW07lNeZY+N/51KVFx22KyfyQOB3zvMre6xPen1+N6A/em03wI+7x6lnznGz4yn/PWPcVoPUDJk3XqA8l/pXnxryX+TKk9vSPqMsvFbXQPOt+Hs2iubBGWlhbS0mj59WLR8qTXyuXoetBXzlK+Q1xvEtPOgOtYM9WN2lWWjx//Tde3tg/QtbUawn+5jGtxVKkpe28/C1/W5bfJ2qGENNktrDXdcgfME7/ulHfbQaLqwlFqCCO0swZMRYx0DkJbAc+uABrfTYL6Qr66PzqyE0Upr5yhBMUf3wcezaBoatERmTjMByrKKRJ7bKuY6AdQlPv5dRR9jWhDUeX8HPr9ll2Br58nIV6wE7h9k8RDgyaU/DbkXSA/naorCNsLjwXa9wd+eI2i2gIGA4n02kHK5ffuHFdV9PX2TZrvK2dMo57SqLvQwW9ROpUMHLNYLDUImIreG1fJOhLXWzx+o5EWK+0HiBFqod73wDfILpL7PXm81RZYMSm0/3FfU33yAz/SZyM2lT6Xh36m6h2xqRSxjk2tOm+ngdS/kUDOyyLbxRPzaF/1Gil7lw2+5HO+IyQfIcuMtDuitF29Unt6ObZ4nYUF4IXjZBlZOoHm0tq/XWsX0teL9V8vnFEP2hWl8biONVOdqdsQuG8S8OO7wBfPAK/s1td63MtgMc24Fkd2MbPl9rM8+mOxC19V047bZWJSnDTx6/h2KmEmr34ht4kAooiRzsGFY8A/O9K20/5BQrowT/m42jxA/2/dk0Ri03jqCtiqO/DydrJoHNlMom3kJ/T/vCxTAVp8nP6teYtqHyslUY7/Bti7Bug8mKLB2xbTuPq/Avz4Hu2/33Rg8zwSyPH9advd0oGgqsYlwgLjxC4aQ2QCtXDfMl+9ysTwj4CwaOCRN0UxoSZmxiwma4eSXUOIVp89QJFq+fHv+goY/I55ImV4LDBpPbDuHaBsn/LnR1hg5WXRHYg5T5pu46cM8lQD4qJr4UixI6S8ksemWKpPbaxQ9y5LX9NqV79zqanYs2axqRYVlb6euxxY95bpzwvzqBV6T5W/Xenv2yJM9V4vnCV6nd11ketYMzWBoHCgx9NU5WPJ01SlyGBw96gcCotpxnU4ujKANVVEtKI/aqK8Qxolq6UvEAX6Txn0PqE+8qB/kaCWf+EWHaFbw0Peo2S5vCyxpq98DqSl4aK6UaRy7JfUyOVoNvmj4/sDPgYSc1FJph5vIUFxUboo2tSitYK47zKMRJCSUMjbBNwznDovKok2oSX133+mbcxoBYS2FucoIo4i83If+oF1JFYP/EjHJfUah8UAXR417SIIqIuZU7lUl3rvStOfCfW7tY6/65OUZKhYh/t7ipo0vlu9ekqDJrRYULMH5eeItbAFsR/XW92nvXcVbWvoe1UdKjWErla7esEiI4i9hCF0e1Vrsan2d6HU4fHsfvP5AOiz3SKRrEcBDdW3ezjLOmFqzfXCGaLXFZVM3N0infEemicAEWHuHoXttLqXrmM/v0/Xe7XPd+0g8TriRbCYZlyHMyoD6KkiYin6ExhCYvT3781F+ehPTbcrF+8dH6HosJQ7UdnfRAvB4LepZJmPr/ocRPegyG9oa4r+5ueQl/j374Flk+gCNPZLUTAJSFtIa4k2QXBdOUMi9psXlOer7Bq1v7Yk2g6sJwH13EoSU8LiZNpWaneuVH5vzyqygnQeSnaY0/uAER+TlSQwxPT9WmLm+HbggRfMS+hp1e8+mUvnuUk8bbfNffQo3DkAyGrTMBJo95D6AisoHGjzoLo96NhWultwvUj0iVvqTOhfR6wEI60eorelttSSBIhiT2uxqfR3ERFHDWyELovC60KHxw2zTeerURTdsTiQSbag2FSy/Cj9/rhlpn53ATVhqvd64SzR6+xKJlzHmrGGk7nAjfruHoV9hMVQRaW1b9Hd3tBo8/e068NimmEs4qzKAFpfOkrRn4rblLgnj55Jv8CUbn0riXfpF66lVt6A+hw0bS+W7Lt6xryMWmEeCbXyMtPXpULNkmjrM43qgJ7YRY1NrCnhJmxDEG1Hssg/LL9dVydIvdZywXaq2nG9GDizj5K6YnvTAiLzHUpQadWdLqaW2rN/OxUY/C/TuYy6V/n4G0WRTcbXF9iykMbRZTjdWVgwQvS2N+9CZfFuXaMofOkloKTIvIqDlj2oeRc6jnMHqR75ji8p2VCetCo9FsEzHt8f+G4aVWqRl2fUaqkttSQBotjTWmwWHwf6vUKdyjbMAiorqQqLWtOZI9mUYCt8NgwG4OmlpncBrp6jxZhipZStpu3R5WNVQleZPCeKXmdWMuE61kxNw2AAuo8G1vyTriP9Z1BSdTWA24kzrsXV7cSVoj+C4P0kzbxF8vViithtWQAseooehbbJUqRfdNIW4lqR0b1VLYjlczCyqonMonSK2oW1JouHEse3U5KglKJ8Ko/Waxwl+qm1k45KotrLGckUOW77oHJ75gZN9LWkjkwgi4m8vbSlFvNCUpkw95+PA758Frh/EgnQr/4GbF5AQrTjIPX27HkbSQhPWFXVGvxJSipsIau2IJzvshI658sm0X6/eEb0vhsMtN2W95Bo3fEFVd8oKaL9XDlrfixqreOju1N5vuz/ULWL8FiyQrS6V+NYsmg+j26h6h6fjzcdG6DdUlvYhvBcLvbkwuzKGaqv/sd6SoJ9syrxNepe9YVQXhY12RlV9bl9+ivzBkBan938HFooyceuJUz1Xi/UzoW9otfZ1ytnjZthPBX/OkDXJ4CS89QVtprAkWnG9biywYtS9EdT8K4iMSVE3/QkBEm925VGsWW4nLyqqiARbcQ5SEona4c0UVEriimU5pJWEhk4k5LtykopIbDLMPInC/WYAXp/ZAJZUoxGqgxirBQbmpzYKXqY5w4CRn9muSW18H9h7nKXA4mPUVOQDmlkGajfRJvpX3wAACAASURBVCw9d/UsVYTIXW66XYOBuhEqtdN+PpO6K+5fJwpOwWdtNFYlU/4TeGoRWSQ2z6fFhnTssakUMb10Svmcn94ndhlclE52m4FvmDbOUfocKJWMa96ZkkOHvEcR8oId5C3/fQV1a5ywirpTHsky94xHJZEAFyL/cluNWkvtdn2BIzn0BdV1BPnutW6TXjljbsPYMBuY9CNwq4Q6gap99gIaUrJhWGuydcjvAlj67HYaDIRGWdcpVc/1wtYurHpw5vXKmeNmGE+lSTtauB9YR99nDZu6e0R2w2KacR/u6mKmZYXIy6KVsxQ9CUF1G9LPpS3D5Qjtsq+cEUWZnz89Sn2k8tJ7AkLEKjAYeGkbcPxXoH5T80oiW+aTgDuwjm7NxyRTF70Ns0lw3i4D7n6IRNO3U+gLfOQcYO2/SBwL1UqeXgqc2kPJgjGpQGxVS+rhH1EyjCBoBfJzgMtngPsm0jFN/oUsA/k5VMO64yPAxRPmdwq0Fjf719H4uj4JhMYAa2aKY7zz+ykUYTUayUrw8/tipZVTuWRNuHSK/NBKHMsB2g8UFzSPfwwc+kVfYph8UfRuN/GYQqPpfORtBtJeAwLDgDr1aIER34/mJfs/QOoEUVSnTjC1a8i90PL620Lb+dtl9Jk5+Auw/W/aJdbUbBz71wKN25ovRgDzaGlEGyDnf+ZNaCx9dgOCbRemestdOmuR7qzrlTu6xzKMu+n8KCU17/gc+P/sXXlcVGX/PYD7gqQIpKIICJorbqgoolaumJpWWmK+qe37+mt9663eFkuzskV9raxsc993QNBwCcUl2dw1UXPBXZH5/XF4vHfu3DszIArY93w+fQyYufPcZ+7MPc95zvd8b3+hzKd7XHObx+nTp9GvXz/s378fALBmzRrExsbi9ttvx7hx46487s8//8SgQYPQs2dPvPLKK8jLywMAHDx4EPfeey969eqFhx9+GGfOsPNcbm4uxowZg969e+Pee+/FkSNHrvWpCIob+XnX53WMW7WtBmhpC0YERWo2Bj3SV5EoG3HiABA/kZ35Er6gNSEsxvlWvCJlCsatXpuNsW/PrLTfXn6+YPs9aTKtEDYblU/TVIqZQE46FwY56SRwQZFUr0M6AVV9uR1vs1HBntCbNpHBH/H1bnseKFeJikHf1wDfYB6zRh3A24/EU/mMFQIjSGZVM5yPuzOPeN2P/Hdcd/qpgyLtn+dscbNzDZDyA3BsD1DFh/OtJ9LKa778Y55nu6HMnx4bTVJavjKwfSlwc2NHi4FCcBQXQCo3ObCV88Iws+tAvyhS6SxJkzmWvq/w5x8f4u9OHmR84ZYFQPlK/HdsNL2DeruGmlN1PRoJ7emjJO/fjwECW1JJ/95gWzJalPIuWts4spOBSjVI6uOmAIPH8loYXBD3V81Xe6y3P9NHWvZ379o17uxcS9JYVglpWR23QFAUVKrGnaqjO1m3UcZxTcn05s2bMXToUOzevRsAcP78ebz88suYOHEiFi5ciK1btyIhIQEA8Pzzz+P111/HkiVLYLPZ8MsvzGp98803MWzYMCxevBjNmjXDxIkTAQDjx49H27ZtsWjRIgwZMgTvvPOO6RgEpRDueJKLG0r9uf9bbi/Va2lOeJv2tCczCmYFQWq7XBHGHx8hYTx7nGTkngkaGdF7ogGSq7xL2tiMvswHfmSnRTXmqAeYRaz3Gm+eYz5WgLaNc7lA8hR+YY2/1d4rPOsl+wWFivpLm8c80MrV2QJ22UcsMLupDjD7ZWDmixyXXyPHuVNEUKVQmCq7C4HWg+zn/nCWo89ZQRH0bYt5Tg/8CAz5WJunJxbzcU170wN84gATO2oFaYR26wKON7Sztce5QhX6gcf8Cqz5hudiBneK5RRUgZ7Rm/95LK0gXUZT4fWpAwz7kmq6/hpR6SE+dTVCqk88UXPsTNnXL9oAjj3EyaKikrd2LajFyNaFLIiFIYXD259jfDbB9bVrZVu4XgtqgUBQ+hDcEajuz3uZLb+kR3NVuKY2j19++QVvvPEGXnjhBQBAWloaGjRogMDAQABAbGwsFi9ejNDQUJw/fx6tWrUCAAwaNAgTJkzAkCFDsH79enz++edXfn/ffffh+eefR3x8PH744QcAQL9+/fDWW2/h0qVLKF/+xqgMvWFx8pB5o5Dr1aTA06ug+cS79laAwAgSlyo1Sbzcqd53lnqwZSEVzvb3cfvfaE0I7sTfV/ejuudsq9cqS9eZP7VBOxKVHk+bE62UaYw002/H22wkoxUq8/nblrBTYJPbgMQv+XffhkC5isAjc1jMuLugI2C9FiwGtNlIWhO/Mp//3SlA3RZcXOjnPmIQn2Pl0fapw9dJX8UFT0gUCfiBrSSgxuvp8YVa+/WGkVxU+AY7vm7DSODQnzzexTPAmqls1e3hWfgUB6P/tf0w6yxqdY3ARhtHZgKLFfu8Yu+drebLeEZl5zDLfXam7Bsj1jy9aLdZOcF+XAHhjCssX4ntzlOm8bl/7+aCYH8aF79m9hFj23c9nMVV3shd/6Q1uEDgGp5e/OwnTwZ2bwAatnf9nFKKa/ppN6rFhw8fRu3ata/87Ofnh5ycHIff165dGzk5OTh+/DiqVauGcuXK2f3eeKxy5cqhWrVqOHbsGPz9b6Av5BsJuTmMYzucXbJNClS6h1LflLd1ywImE9zzmfOCIHWTdLZdvi+VCQkrxgERA82tCfVaaB7dZWN1iwmb+THNUkmc+VOb9gQWvM2Ei5Rp2t88PBhF17wPcP40vdUbf7Enl5OHArc+rbUv37IQaNFXS8X4331sDqPmLiuJXttje0jE6kVYR341jASyk4C5r9nPfcJE4NH5bOyxM9mx0FAlh6SvoidcdRnMXmNBVpOAHk/RS70rBWjcg/nR47rTqqJeN2kS8OQy4JPb+DzV8ObyJfvFVliMRvicESX9ogg2ElAzqGtEtQX3DwMq13D0QqfHA/1ep5ptlfvsquhPT2hzc4BvRtgvKsK700O/eW5BVGEMSX3il0D0Q+avbbr4tbh2jbgeXf+KSmavlgTf6IsEgaC40aANsH0xsGUe+xWUUVzXpXN+fj48dCZzm80GDw8Py9+rf/Uw/qx/jqenJP2VSqibZ1hXenbNcL2aFOjTPZS3VZHUwWNJ5Jr1cVTaTh6yJ9gRg6jAOsv8VYV8TywGslbzucGdSKT12/lWmdd2HtNyVE/XTyfZUQkZ34ygCpuVxOc2igHqNWf3wqO76M9t0Y/j9G0IjP4ZqFSdXQiXf0T/clgM/bdbFmgK+q4UoMuYArJVkBixb7O9yq2fu/DuwFuZLNz78WESQEXyPTz4GiFRwC09SdqMcw8AO5YDzfpx8aEfi1lyyM417FKYnWT+PmfGA7fcBlSvTcvBTfWAmS8w1m3PRlpGIgayEcqOlcChdMeGN/rFVo2b6WlW5NcVUVLXTfth7Kh4OIuLH/Weq06Kl845LthUdGBOBud1Xyo/Oz51tWPoc59Tpjkv+tMjbR7PV58EEtIJGNfDkdw+m8Br3tXit7AE8lp2/SsqmS0OEmy1SHg2wbGzp0AgIDw8gaZ9gKSvgYNbgOa9S3pERcJ1JdMBAQF2hYJHjhyBn5+fw++PHj0KPz8/1KxZE6dOncLly5fh5eV15fEAVe2jR48iICAAeXl5OHPmDHx8fK7n6Qjchbp5+tR1X0FzF86UJKu/Ne9nHfuW+BUJn6cX/8vNIdE1qnPLxgJPrQBWjLe2JgAkYJVrkJj7hpL86WPw9JnXzpS6/Dwqyi+uZXSf6qzYqAtwOZ/H73g/vcXvd9SOr9Rr1eLblm/eajtuCrDkfe154d2YAhISpb0vd41n4aMRHh5UsT/trZHn6r5UvbMSgZubUcXPTqb/1iq6LzSahLrLaKBWA5LNoEjr5JAuYzg+q26StRoAnf7F8SdNZiHjuh81gpw6i975bQVZp0a7hJ7wXzoHZK8FFr1j/R4ZkZvDfOoLZ/he9X+L5+FVXiNrt/TkY/XXvvq8+DYE7hpHddp4jKO7+N7e/SlTVlTsXmai1rreGLGm392oFcQ4whMHuLAyJbcLrOsZ1OJXT/zdmZdr2fWvqIp3cSnlVouEjb9yF0LfJVQgEGgIbMVErB0r2FisDOK6kumWLVti165d2LNnD+rVq4f58+fjzjvvRN26dVGxYkVs3LgRbdq0wZw5cxAdHY3y5cujbdu2WLhwIWJjYzF79mxER0cDALp27YrZs2fjoYcewsKFC9G2bVvxS5dG6G+ermKzCgNnSpIrlcmzHFtgb19KD29oNNMQJg/l9ra6mefmsBtd3eaON8lD6SR0z6xi8UR2MhDSma+VnUxF0khoLp6m39gu1i3GefGY2vLfuZYZ0mb+4McWcMz5eZrirqDU8SeX0WN7ONN1m3D9+6EnNlVvMrdvhMXwnBUBHPkdc69nvQzEvgF81td+zAlfMNN42xKS7fpt2Czly4EkiQHhJDKenkBFb/vFh/41YSNpNruegjsxdUPNi7oGjYp4k1u1c7pwhgsIM3Ie3An44zfz98hMTbUiaE8s5uLK29/8Oq3myzE27k6y+/UQx2OM/I7HVrnPKpLR04t/7zTSnJCqXZn107Uunc52izJWAZ1Hm/9NLX4LqzJfy65/RVW8i0Mpd7ZI2J0CHEgDfn3m+tWGCARlCZ5eFIs2zWTjrloNSnpEhcZ1JdMVK1bEe++9h8cffxwXLlxA165d0atXLwDA2LFj8eqrr+L06dNo2rQp4uLiAABvvPEGXnrpJXzxxRe4+eab8fHHHwMAnnzySbz00kvo27cvqlevjrFjx17PUxG4C6OtQnV1u+LXLEKTAmdKEuBcZVLP1Xt+s5OBOrdQ5W01SHudtHlA+YrWxV1pc1m01fVhJmCUK1jMtb2LvzcSgwZtSZY6xPG4h7NcF4/l57M9c7M+WqyeHjkZQPpK5vdWrWluKzi6i2kMpw47bzXefigTGZy9H816O5LXkCjOobGVeng3NisxG/O2JUDFKlSOF74N/PasRpgPpQN/zAA2/saGNGYFoXWbM63kwBbzosKDW7hAApwTOG9/nm9AON9Hr/Lm5DwkylyVt1JTrQha1moSNOM1vHMtz2nzXL5vLQfQ292gLa9VNTdq4RM53NBS28v8/41oEcvnqgWcq92ius2tF79FVZmvtkW32Y5TUcdSXEq5s2tM2b6uZ22I4MZD/QggwK+kR3HtcHMT7lymfA8061XSoyk0rguZXrlS287t2LEj5s6d6/CYxo0b47fffnP4fd26dTFt2jSH3/v4+ODLL78s3oEKrg30N09V+Bc5nFvUzjq1WcGZkuQd4Fxl0j9XKZS+DYE+LwMhXUiY9GkJqrjr5F+aT1mRVL2SVs6wK2J2A/b2p4IYEsX0hpYD6Nvdttj6JrzhJ9Z1tR5iHYOXmQjUa8XVvJWtoE4z4PwpxyYbCsGdgDb3MBLPGQ6lMz4ufZXWNfGW2wvaYP9lr7I7WyhkJdKvnDzFnMxkJ3NrPOELJodsWeBYJNn7Ffp9vxzoWFQ46mdNrQWcEzhvf+Cl9WwhvvQDx5SXlndwjo3qOGCuprpD0PTXoVqEGHcd4j/juXd9WLN2ABxXUT873v72dh2r3aKAcEYqVvamtWjTLPOC3KKozEXt+udsx8mzHBfHZmMJi7EeS3Eq5VbXmN72db1qQwQ3HvamAmdrlPQori0CW1GkuniOqVJlCJLdI7j2sLp5ukMGjCqUU6ISD7S9h55bY8FX+ip2qTM+94pnub95WsJnfejx9fRk4ZoiqfPecK6k5ecB8NBumvl5wNlcpkmobOC/tgL7NgID3jW/CYd25o34xAG2brYiwg3aAVVrObcVVK2pKeP+YZoy7xfK7nmt7nBNpE8eYhTd7nVAy1g2c5n/Fgv7Xv6DRF5Pnp2lTIR2ZtTd6b8tyH0U8MevHN+Ct1lIqciyIiancgCvCrSMpM1nUWLrwUwqObBNU6YB7RpMm0/7Qng3oMUdzO5OmszrJGu1LuWlIPHEZqPnVTUncUdNdUXQbPkkho2785xqNqAtxsq3vD9Ns3aoRVxRiLSC3q5jtlvUoj8QGmUfxdci1pwEFlVlLmzXP3d8zWFdzcfSKFr72UzVvlqlXH9O+u85YyINcPVWFoHgRkZwR2DX77ROtrunpEdTKAiZFlwfFOXmaaVCtR9G36deKfRtSHK3Y6V5sVZ4N6rHRpLjzLOcmQg8OAP4pKfjTfyZleZKWm6OtlXfsAO7LWYn81xCOgEjp5FMqSLCwAiuwp9PBtLm8HxV0Z2HJ7B6EmPdts8Duj5kHYO3fYlzWwEAeHgx1/rxRUwQ2baEfs6wGI1gWBVt5uYY8sF/0AoXd/3O1IwuY6gqqPl15pEPiwE+6gw8sdT87y37A6s+4c/N+vD11EJI+bL3pwHzXme0UpPb2DL8j9+AVRPYytw4/rR5/LfzaNoXLl/SpWZ004h/rSDaS3b+zvcoJIrdFwujphoJmocHd2Na9AfW/0TSX82X11i12iRdvg0du0ruS2XjFOVpP3Gg8CTP1fiMu0WXL7pfkFdUlVnBXWLpytecn8d4RTPLz8ZfaMPSj1H/fXK156CH+p5rNQj45Sn7fPmiEHSB4J8E/zBaz9Z+W+bItIfNZrZ3eeNi//796NGjB1asWIF69eqV9HAEZjCqUICmFM9/iwqUahJydBeJyotr7bfJ1XPipgDTRjGeSu+ZVo/rMprk20xFHPAOUM2PLZoVVMxb7L/tFS9n446bwt8D1uNU8Vn5lwtsH9OBvq9SSc27AFT2YZSd0YLQvB9J5ebZ5ucQeS8JUv5l4MMo4EgW8NI6YMow6/kNj+Fx9XFeqyexbbV+DvxCgca3kpiu+xE4uhu49Sn7Y/s2ZNOPfZtp7VBjho3xfX3fAMK7sgFMZgL/HhbD98SnLs+r8a3ApLu0pJDnEjVfttk822xMLumsi25T74unJ9D9KfrWj+8HJsby8eq400bxuWbHHzmN51y5hnsk8MQBYMMvwPG9QJcHgYwELqKMudFm41cYPJbqtE8dLlb8wx1JXlGykfPzuCtgRiCTJrNToxFxk537ffW2muJEfh7zuq2u7/u/1RJbvh+j1UIcyeY19e8/zefbbHFQnOeQm1M8BF3wj8YVzvLfUajne4PbPADWwSRMBN7bx++9MgIJZhaUPlipUGnzuN3//RgtvznyPuCx+dad5g5sAV5Y46hCqfbHrQbYt9XWI6g9LQEKvg353GZ9GKGnb4V+5hiL5pwlZYTFkEyZPWbrAv6/pxftGL1fZoTdjOfZ4CSwJb3P+jbP+9P4uyY9eLM2Q2AEFbKzx2jtUF0Enc3vtNGaCp2bA5w9ofm19XNw4QytH+UrAUd3coxfDyHhv/crzm+3x6kAZyZoYz59BPhiAEl2YCtg8zwWR0Y9ALS/l23BV39FtT0shv8+8COJ5R1vW7/Xap4Bvm/5l/n/6npqFA28vZOEdOkHJFvPJfKclN1hzK/Wx89aTRXeXbK1dREXQx1H8r384SHO7+a55sffvd7+WtS3aA8riCrUk7HcHF6DU0fYX4vOoH9O2jz6ovUtv135vdWcmuFa2ReUbcYMettEi1gWq6o28umr2IE0I8Fa1XZ4ras4B2NrdKVSu2qpLhAINLQexN3blB9KeiSFgtg8BKULzm7m+1KpOCkymLWarZaddZpTecR6GC0nuTnMjTYqV97+mk/ZmFQB2Fs+ti5x0RExhMdwp+2ztz8Jpnodva91fxq9wfVasHGMT10+xlXxU4O2mprsLNFDP79p8/h6d7ytdSA0m4OEz6mqAmwLe/kS58InkO3I/1zOcw9orHlIj+6iWp2dDPz+nf2Y46YAPzxon4H9XnsuBGIeY6ay5fhD+f9dxtjH4nl6AiO/BT653Tpq7uguYNWn1lFx+1JZkOeOennmeMF1bGMEoztFmXs3Uqn3qWPvt/VrxMY7ehQlG9nsOUs/tH/OtYyuuxq442s2s2u0GmSewgIUXzGgyyhO8UgLBG7DN5je6bXfALc/x3tHGYAo04LSBWcqVGAE1UQFRbrdVa4cXqvg90a1evBYErgvBgDBHTSPr2Ue9EKgdkN6nZ2N+3AW/9/ZOHNzqKRlGBYUytd67gRw1ydUcBWRVufwbAJw9wT7c1DFT7tTSJSdjcE4v/tSgXIVGG/X5Db7SDXjHOxKYfLGmF+B/ZtJkJe8Byz7CDh7nKr0lgUaaQVo+yhXwfxYSqFVuwv9/8PzCo+x3kkIiwGiHyTxVDsHp/+mT/nuz4Cti10r2pcuWB8/MIJz7ooc5eZwNyAwwpE8O5v/4E7AuePAwPepnid+xdxzM4LsbPfGCs58x3qopkZ6lLTf1/gZjZts7eHWq8Gq2NIMxbE4UAuUaaO5AJk2mj+7s0sgEAjM0XEE8Nd2Fv2XEQiZFpQ+KBVKD/2Wt4Jxi/dqCIC3P1WqRl010ndkJ8lo3BTaLqwUxcwEepwbtHY+7ox4ZllbjVMV+W2ey+JFI2w2erir1aJCqkd+Hj3OtYPNiWtYDJB3kWNQCwSrcSoocr07hUkffV9zrmpXqEJlN3uN9vvDmWxUo7bd9X7goEh78q4/Vu0Q7efsZOC25wvIUU0ttUGPgHBG9E0ZBvz6rD2xadSFyRxZq63H3n4ovdJ3fqAldyh4eNBj3fIO8/fFiLR5wLrvWRjasAMb0ig4m/96LYAvBwH/F8gEkbsnmNsDnO3eZMRTFTfCHfuGsoAseY/++eGTnBNX4/GvNQpjm9CT5Kv9bnAGdxcoAoHAfbS9m/cN/a5lKYfYPASlD8bt2rAYFrlNHmpfGd+sr/VzilLw4+lF4qQnHUoRfmMbSZmzpgzGiLHQLrQ5ZK5mAklQJBMcnlxKP212kv041/9MQrfzd/pjTbe1e2vENLwbm6hkJjFFQ/28/GP7c/API6FoEcvW0xnxwNPLgc3zgZ3JXECogk79/CqLyH1fUyFI/JLHsMryrXEzVenKPuaJHsY4vltuA3550no+FVQSC2Cf2rAvlXMdGs15TrPwIm+azcVHqMX7F9ypYFyNtN89l0ii9Nc2oMtD3C2Y94b5Nr4e+XnMJ382gUWVe//gIsT/C45FWXZGTQf2bwEy4/n69VrYR6j9/h2vt86jHF/DVYOQXWvpaXfnOR4evDZPHbFPa1k5wb0seFcWh2uBwqrJxZnWoce1bI0uEPyTUcWHO4wbfwGGfAx4lX6qWvpHKPhnwszX3OcVjVw3iqaCVqeZdgMvbPyeGcy8mX6N2AymYUfnvmSbrSCjOIZKZ5t7gEtnge2LgXotGTk2bQyQe5BReF1G2+dQBzTWUitU/Nvu9fTSBkWyWHJqHOP/AHtP8frp2s9PLmVEnEr8CO1cEIvny4Kzk38B42/TGp1kxJPM9XqZ5M7o123eD/jtOc597Jvmc9CsNzDrFdo2oh+0J89bFrLluS2fVgsVx1exGomNOh/jfKqf7RRED77nY6OBHk/TEjH7ZWDvBmuv8841QPkqQMc46+6G6fFAJW+NYFWrRSJ78pAhEtDCm6wSNTzLAd2eAD7tretuuKaAPG9mFF5gBH3lQW21PGezlukZ8WxsY0ZmlRXD7FpM/Aq4pafrTGiVtHLqKFNH9Mey2Ujow6KtEzyK4tsuKRTHd4MRpdVfLhDcCGg3jEX96asovJRyCJkWlG7ofc36/NYfHqSievEsld87P9AVUbl5EzOLFFMq1t6NwPGDwE11gMDWJDTbl9rn2DZox638T/toRMhmK0gRGEZrROXqwKAPNFUsclhBw5qahvMsRzuDIiZXmofEAH1fB07sBzb8bE88AZ3ntxsAG1XfXSnAib80u8eM57llH/UA21b/9Sc7GR5K15S1DT8Bz63mIuD4fhb59XlF64LXbiiw/kdz9b1ZH2DbMuD3b3msHcuB0T8DlaoD25aSPKevImFfOZ7npojX0ytIsDPjgfpt2BHyz+Wcv7AYbaF0RQGNZ7Rc5HAW6m1ZQNKnz4k2IjQa2PizThFOozWnfhtaML4cyDFt+InntnURX6fbY0DeefqkjS29Vb6xUZlt1oc2l8OZbMrStDfV31mvANFjuKhSXRqfXsH3qEJl7dj62MEW/UnAw2Mcz6lGANNsNs/VOlGqBVCfV6w7cF5RaOOpmH8eS9uM1ULEmcLqKvu5NKK4CW5xNXwRCAT2aN6HAse6H8sEmRbPtKBsIXUGva/PJmjxbHWbA+dOun8MdyLFThxkEeDfewsI03wqvEmTSHwCI0gmzp1kPJ0eylah4I7XMz/PMQ1EEfPkycxa3rfZ/HxO7Afu+5JeXxVX1zEO2LFC8ymnrwLyLjl2KQSoUD6bAOzewNjBbUtInpv2pmo6dQQj3V5cy8d/M4L+5A4jgNNHaa+oH8HjAMDfu5mNPfEO2jjW/ajFGY78TqvOzslgakmFSpyX1ncCKz9lN8e7P6UyrM8GnzaaKu/Z42yAU8mbpBgw9yIrr3PzPmy3/vdu4P2OQIWqQNRovn/KV+7hQdX94+7AonfZIGf3euZrN+ujRegppK+iN9lYfPZxN5L0F9cCbe7iXHuWB4Z9BtRpDtxUkHAyfDKQlcxFVdu7OW6H2MG/uHNgjKNT1++c17ig6Psa7SRjo3ktOiNyV67Fb6iS52S4VxhrxNVE6N1IcLcwUiAQFA7lK/GekDqDjc1KOUSZFhQvitJAwl3kXSSRMItnS5qkNT5xBldb01Z/f3oFkHuI/tbMRNouhn5G4ueOH9PVvDjbMg6KZL5x7Bv0OOu75Hl40NP7WT/ryDfVgrpceS12Tb2OWeTf+ulAcKR9cxl9e/K8i8BXdzqqcaOmk6w6Sz5RyRmKiO1MpjqbNJnHGPMrFwd6a4NSQNVY1biUEnzyLyq5CV9oOwcn9muNUma+yELA5xL53Gq1gKSv7cmgGvPhTMemMFbzmb3G8RwPZzKGz2zuRn7HXO3Vk7hb0H4YSjJWRAAAIABJREFUbxY+dXl9XTgDTDRpa68nZw7XZ0EnytG/UAl32wts087fWadKK2IuFgcN18JCIhAI+B25Zip389oMLunROIWQaUHxoLgLkfTkU3/sNncBB7dZNz5xtb3samva7O+HM0l09J39FNF5dB7/VTdTwP6G6s68qHO18sHWjyCB8mukEVZlC4gcTjLkrAmIvgV1g7YsglSvYyS+Hh70Ip85bm5vyFoNVA8wf739m3mOtUPcy7IG7IsNczJo2ekw3H5u1GONYz22h1+wnp4skFTq6olDwG3PUWU2vl+jpjN1JCjSngiqCDt3FgInDrD49bfnHM8vLIbKvmnTlyS2KveARsg9vaji7lrHTommcXfztW6OVtfvng3aY1whN4ePV3OgzzFX9h13ivTE4mAPIdKCa4n6EUCAX0mP4trjch7w9x7+v28wUL02xZbGPZwXQ5cwhEwLig5FAouzEMnBg9rbnhRVrFo0f6car7Ot6cg48787I0jblpAcnj7qSJoB1yq4/jmtBwNPLQcO7aAPtlxFzQdrs2mE9ZG59PcGd+IXzIK3zM9p70agz6tAnab2HSDLVeTrbF0AeJTTMq1V0ePeVCBlGlXf/m9pTVbUPLW9m6TbWDCXmQgMeA/YsYwtt50lnwCOxYYAkyjqNmMxpre/vQKqz2z28KBt5pOejvP7bALtKWbvl2prPuC/7MSYnczFyOEsVo8f2uF8IRD7b8AvjF/wQe2pDOvhF0qPuOnzN/G8Rn7HxJUrpNMGnPmbix8zZKwCOt0POzXZ6jHuZGCPjdYUeEWGlUffnQQPBWVxSJvP13c3JeNa7l4JBDcq9qYCZ/8B7cSNqNuClsXj+4RMC24wGElgo2imE+hRlEIkIyk/+RdwPteeFB3Osi40c7W9fC6XyQ1Wzy1X3nzr2hlB2p0CXBihEZSwGGD3OpLrqrWsVfBWA+3Pdedafmns30xyFxJFojnpLntbR2YiyWzP/wM2z6ZdIbiTReRbwTEqVtV+p9673MNcqNxUD8i/ZN3d0GhvCIqkkqosE8pvHNaNirZ/GBM9yleyUC37klQOnQg0bM/243pSHhgBzH+T6q9adCgFVP/eO1OQ92+27kaZlQj0+zewbTFboLceDAwZB+SkM1lj1sv2Nhg9wmIArwpUpMNjWCyZ8Ln9GC5d4OfB+HzfhloajRq/gmc5JqtYva7+ug7vptlaDmfxWtGr3K6gV7at1GizG5YZAb5yLeUAnUezdsFYWGv2+OsZo1ccEPIvEJQcgtqTTG9bwiL2Ugr5hhAUDlYqtJ5wKRQ2a9W4he0X6tgBqSj+TjXuj7qy8MvZc82sFqornhXBylpN+8Qjc4H9m1hUV68V1V0zpK9i22u9tWLkd8DU4Y7zev+39vMaGFFAGNOoMJ8/zcJI08i3TiS1+jmYMoyFdmdPsIV6o2ie85Es9+wNesvJyO9YjDjqJy25Y/nHfGzL/sAjc5i1vDtFS5tY8B/aLM4dB1Jn2y8UjEr13o0sdNSnUNRvy8e5asttRmgBJsAs+I/WDEC/W+DhxWvr0jl68I3zWbcF8H4HvhfrfqBHWR9DWL8NW7xfvmT/fnh40F4y8Q7793fZWG3BENSW0YWurutmvbnA3LNR2zmY94Z71grjzow+Mab9UPPPqhUBNn4PqLFa7Ua5s3t1vUiru69TVsm/QHAjoWYDoLofsHkO0PN5148vIQiZFhQOVp5NY2EZULhCJDMLhpkKrfydTywmiXW3CUPaPEbBGdW4kCgSIA8v2g/OnwIeXwSkr9QU4uBOJItWRCc3h+RtwVskjV0fYjFcgzYWBLwbt6y6jOY5eni4V7CnyObqyVRRb27CVtu719lH9iniemgHENjSfg5i3zRXn59bDfz6tPnc7UsFer7AXGg7y8kW4NH5JHdfDKC66hdKlXv5R8ATS+h5O5CmRfSpRUHcZKD1EEYeZSdplpaEL4BeLzFfOSsZSPlBIzLKk/5cIsnk4Szz+a3my/bnZu9Xo2jGKhrnect8ZokvGQs8PAt4ahnzsbOTgEYxJM7jb7VfLO5YCfy5jIuZyt70mJevBNRqQKtJ2nxG/kXcSXuJM6++tz+vwUfnUYHZnULi37yvffGhmQ/8mZXukTyzokGV9BJ5rzmRtiLAhY3Fs3p8RgKj+a4HaS0MOS5LGdoCwY0MDw9GmG5dyF25GjeX9IhMIWRa4D6ceY6NhWWFLUQyu9FbqdBe5enJdbeCXj9uvRpXO4Qxa+UqATk7mL+8L5U5y837kuxVqUFbg6eXeWqHh5fWaAWwb6Si5sGhwUkvYNMcer+b9eFN3cr3rFpdtxlCUp+TDtz5Pv82ZRgw4F2gyk1MgVBNWFSO8SNztePkXSTRsyLtGfFMvDAjpyFRVJhXjLMnk+eO09qSm6N1btyXynMK7sBj3tITmPEsFzL6OWjai92t0leR4IZ3Y5xeYASJsNmcjv6FXvIWsYy7O7rL0WbhH8Ys59NHgZHTaCnJSmTWdJNbgVUTHL3eAMfRvB8wciqQ8h0LAiMGMHZu9df8Mv97t+PzMuKBTiO5M6G/DmsEAF1GUXHOzdEi/MxeV13Dly8AC98F6jXnOWz4iYuSZxNI4KwI6dZF5p0SAUcVtjBFg1avlzbfPE7SeD76MZh9b3h4AP7h14e0FpYcl8UMbYHgRkWD9ryvrf8JuNVC9ClhCJkWuA9ncVhhMYxdu3Su6O16jTd6m41b2M+spMfVVIU2IUauxq3UuPRVVEjP/O0YZZY0iSphlRqOjWP0ZCFpsrWivPePAgK4QSvQatrLsYvhgS3WNpLwbtrr5V+2V5of+JE514lf83XSV2lkM2IgkPI9EDVKWwBEPUDiZYa0ecDtz5sTrfBuwPRHHUlo/TbAsb30tFmR3/2bGXe3fSmJdnAU0OoOWlqMnRxHfgdsW6TNoXFOdyznF+rSD0mCqtxEK8mWBfaK/OShQMyjVJajH+SCY85rbHrTrLf5+Yd3A4I7Ap/c7hg7N/I7qv/thjq+R652X2o24LXryg995hjHpxrf6JE6E2h/r5Piw3jHTolWKqy7rbWdLZwzVtEjbQaz+TD73riSGvO3dVOcwljEXKEw5FjahAsEpQs1ArgTmzpLyLTgBoGVsqVu1mZtjN2Fsxu9kcSqeK8TB0niG7QtWoxXywLS6Sypw4Ec6FqAO1PqK1Rhm+vOD2hJC0mTSRqUxSMjnt7q3v9nrRiq1/P0slcalVq5/CNgxcea2p42j627O4ywb4V98i8mVpimbLQClrxPRX1/GpujhEbz9+dP0SNtHJtPHRYbZiWZz192MncQ/vgNOJJNZT1iELBlnnknx6wkNopxJ1Zvy3yg4whg+ttsKKMUeWUl2ZcK1A5mQ5laDTjHHh7slKlvde4XSk98q4FsXWuVAHLmb1pk1k/XSJ+z3Rf99VmnOQtnti1ybJ2unn9gi2N9gEJ2MuBVkfYgq4SUXWu5I6Be25kK604usmc5oMsYXjOqyFEhvBuLDV0p3PprVf/5U6kx+zYByVOsU2Py8/meFUfMZmHIsWRoCwSlD41vA+I/A07/zV4BpQxCpgWFgytl62pvNM5u9OrnU0e55a5sGYER9Ml6eLGIqzDjruLtPKkDj1iP1dlNNzCCpFSRC0WEG7Rj8Z+yQygSsforKrh/LtPOSU8ijEpjxCB6mHNztJg6pbYDJLr129qTHWfFm6rwb+9GjmP/JkbHVa7BuX54NltQ70zWFOAvBgCPLeQCwQw71wCd/kXydPMtbFBSvpKTBcgmnnO5iq5j9RQJCo9h50HjMdVjWw0Ejh8AXkrhAmPvH8BDs5lNrbzJYTG0wfy1zXxcWYlA96foQR/1Ewl6YAS7UlYzud7Mrs/qviSQG3/T2n+r9zc/jwsJK/U6MIIqeZxF8WzDSCDxK20h664Ka/VZ1V9rLfrZE11FmKvWtP4esFLF9UWkZjsZ+iLmwAguXFStwNXYPopCjiVDWyAoXVA2va0L7XsRlBIImRYUHtej45ez4549Zt5h7tF51mQasB63s6QOV+fnTKmPvM+eAJz+25pE7EoBfnkagI0q64mDQEailmGtlEbfhkDXh4G131DJDIki0fhmBBuCNO1Nch3QmMVzeqjizYdmadaTsBhmVW9dBNz1CQsC8y5ynjJX08sd2oUe3nZDmeihV4CTvraevwbtCtph5wMB4VRYb7ndnNjUDgYGvEPCGtIZOHVYy4C22RyTPhQJspr/hpEsfGzeF9g0m1uEXw7k46w6HD4yF1hp4qkOiqS67VWe5Lt8Zc6BhydQM9AxDs7q+nxkDnBsn/b8fZvY1tuzHK+TgMaOKSCRw0ngti3i4uzReSSqelvL1DjG7qkF29VYFKxU7YdmcZdFv3A2+zydOGBeJKnIcNQDzq1RKjVG/14Xh1e5sOTYXTuMQCC4PqjTjMWHafOETAtuMJTEdue5U8DWxYWzZRhh/HvL/owpM95oG7TjjV+vIBojtcxuus36mrc1t1IMd68HWg2gx/fYHiqBO38n2fWAluNt1vr7SqJDPNXk9T/Tw+zXiGrwmv/Rt6vPJVbWkzZ30X6xbjrTSkI6AZ/3A/71gyMZXDGO59lhOL25qi15w0iSTDOi0moAFdPAVsCK8cCFUySFA961f3ztYODpgmSM+m2BzbPsM6D3biSZT51BsnXyoEaCjPMfEsX0DS8vkvK5r5EMe3iyIHHFeOsizMxEklcVm6fOo2lPLnT2rAcenMFFzE2BLErcNMue5OVftr4+ty8DfG4GfvuIv4ubrF2LLWJZUPrAjySVRzK1dugL3mIxbEBj4PJlkmpFyGc8z/f6yg7IVVgUzhyztro467Cojql8385UcVfWqF4vAxUqaakxClfrVS4KOZY24QJB6YGnJxDeXWsyVsogZFpwfVBcGbJHs4tuy7CC8UZbvw2J0pcD+fe6zYHNc0lEzSK1zG66xvPNu2hNIvZuZCxbs95sj23W1W/kdyzGtCKCm2YD3n6M5Zsax5SLB34kSd34q2YrGfhfoHYjqn8bftbacNePAGa+AIz6meO0IkQt+zuSufBuwNMruP2WmUiCHdwJGNedann0GBYq7jvE17p4Dng+mU1nMhKAfm8AE3oyEcRMuX9mFc/v7z0k2K3usJ5/gAuEz2PN57Dv69bJKZkJbOhSr4Wm/IZ2pvd911rgyE6eX836tHd4lQcObtXSXgAANufXZ72CAlKjKurtz/dry3zaNfK6OuZSq3PoMpoLsEvngOGTHElhUSwKuTnAqs+4iDGDOx0WzXzfHh5cAOXbCubJWRFzN6BSNeCDTo67A8XhVS4qORYiLRCUDgS1o+VN1UqVIgiZFlxbFKXxgRXxzs+jemvZkCPm6pSrqAfYTGX+m8Bvz/L3qtOfO5Fanl4m7dD70C5xJMu6+2JgBNNDAK6+rbbAnRXnKftBZqLmPd27kVnN+gYlAeEk2GZb8XFT6CnOu2D+GkodHPguFxeXzgFDPyfB9qnL+Ws9BMheQwW4+1NAy1hg7hv0SnsHAIcz2DRl0PuMc2szhHFHNepYLxRSC5TqilVZzLhqghYXB2jXi3rvrRYDWUnaQsnsfajfhj70mg2YG12pBncEvhmhNc/ZuYbzPOdVzVpkLF6zsr006krLTtxkjQAbC0o7jgDgAST/z/octi4k2Yz9Nz8LRnh48RrISrJfFHg4+WykzaOtpqjdRc1836rQUL/L0iIWaDmAiSwO1qgCsm9W7FqcXmUhxwJB2URQO/67ZwPg079kx2KAkGnBtYO72a6KULgi3p7lqL5aJQk06mJvyygsFCHwCy34hUUzlcOZWnc+Pem3Ot+nljObt+uDzov/Oo+yTnTYl0oyZrWQUAV3eu9pZiKJnx416rCAzoqw512g3cMM4d34r09d+rajRrEFu4KnF3D5IvOj67VgxvKl8yRyQe05tzvXkLSez6UV5sRBjtNZR8Nda4H29zGR40qGdQILUlJnatdLywEcQ2ai9RxW9uZWoVVDl5TvSVZrh1DhVp7tZn04p/oiyMOZ/K92sP110LyvRXJMfyraatGVNLmgyK8/0Kgzfevp8YwoVPNtTNLYl8pGOEmTqcyERDmSw7+2AfPfInn1DdZ2EIZPMvcd51/ma3h4cG6LUnhn9H0fzrS2JD2X6Nxy8eLvfM/XTWeBaUl7laWduKA0oH4EEOBX0qMoOVzOA6rU5PfdjhXaLp8elbztI0KvI+QbQnDt4CpVQE+ew2JIwBa9y9QAK+KtvKVxU0g896wnGW0RC4zrwedGDgfuGl/4D9Xpv5ld/Nd2kqdbbqfnWA+ltu35w747n7OmGptmA+3uYkrFyO847p1r6OUN6aR5gY9kU302I8uh0cyoPnnQOSEHCmLhQmkbOZJtT8r8QqmUm2FfKvODfRta5E13B6beD4R3tV6wHNpBwngkm9F8H3cF7pvkaN9Y/RW7WKbOYoHjxl+sVdGGHemnXj/dPsN62Thg0dt8zPrpXGTFT3SeilHdn6T+0bks8MxM0LzfqTNoJdGnolyZm00k9KFRBWQ7mGr1nj+AdSO068DDixnaxuszYpB9MotadHl4cGHycXeq4CO/40Jhd4p5ZJyezBvVYv3nqVlvEmNj3JzR4qCekxHPa8+rPPCv77kg0XcIdYfM6j+bJw5ybpx9/vWWi/w8eq71i6M7PzSvPbhekHbigtKEvanA2RolPYqSR7lKtBpuW+L4t6Y9hUwLbjC4ShVoNchcxdXHY5lV8eu9pRfPMHqtem0SaZuN5Hvn78BPj7m+AeoVJzNVOWkSExhWfUpV2C8U6PY48PUQraOfGveLv1uf7+4UJktkJpJoVPYBer9K28KGn0nglOJqVczXoA1J+Ypx9u3QAyOohC74j6ZghsVwO2xnimME3+EsRtRZ2RwCmtBK8cgcKqV7N9L/HBIF7FxLdX1qnNY4Rc3tmWNUI6v7UQ3duYbHGfk9rSNmpOrP5Vy43Po0sHK8tSoa2pmxdv+3nudfoQrn7NJ5vsd+oUDF6lwkpEzjuKyOoxJPln5A68HQz7mA27KQBLReS/ssaYCLiz6vasWATXvTnmLX4EWXKKPIuMr9Tp3FMavrWL/oCovh9Xo40zplRH0m/BppiyajWmy1K6L/PJmRb7PnxE3hfAR3BNre7ZhWYgX9Z7O6v7V3XE/qTx/VCGuDNtzBWPRuybfvlnbiAkHphFd5qtSlDEKmBdcGrlIFdq5xHo+liKmZmqb8zXmXSIrmvsbfW5ER4w3wzDEWS2Ul8fcRg6xV5czVwOtbtS57GYkslNMrfjkZ3JZ2ljm9ZQGVx2q+fO28C8AXJgVmo39mx8c/ZpKMGFXTK+3Qu7Glts1WQNaq8jg3N6aCPa6HObH6fjQXGCsnOJLNoHYsCvRrVNDqvDfV+j9+4+JERdSN+RWY8SKQk875U8WM4T2YPa0U15N/8b+O99MLnp9vPy+ZCUC/14DP+tIKs2MlFefsNcyzbtCOBOvLgVrG8aPzaGE4cwzo8Thzm/duZGOURtEky1Pj7BccQZH043qVp3JcrjzH/ecKYNoYYOS3fH+y13Cb8MW17KJ4dBfPY9R0tmvXN7+x8rZvW8LrNyOev/PwKLiO4wsKJG32iy5lb1Gk2uyYe1MZ2+ffCEj80rHo0FkKhz5uzmjVsLrm96YCtz/LxZW7RFpBfTbzLwO5h5z7r10tANyJxLtWFgxpJy4QlE54leO9tJRByLTg2sEqVaBZX+C358yfo+9yBzgvfFKkSKluVmREfwM0plgENAbWfENCZobMBJLYRe/wZzPFD6C/884PrS0YM19g0dzEO+g5vnDGSQTZKNoIDqRpftewGM0GUSsI6P8mz1dtxd/6NNDkNiCsK8mv2bH3p5Gsrv+Z/+5Y7phXHNKJx5h4Bxu1LH7XXqXNyWBr7fv/Bywfx4i4Cb14Tvn5Wha2KjzblwpsXwK8tI6KvlqAAHzdfZuBm+qT/D+5nKkf/o1YKLnwbeDXp+3bTKfNI5n1DwXG32ZNxMZGa8rwTfWA7LUkrlVrshiy1QAgMwnoMso8PeWJxVT72w/lvOnn0y/U2tu+O4XkXcUbqp2Blv2161i/6Dqcxb9XrKp5xlUChooz3L0OuHyB18PAD+x96q5SOPalslDRP9yxTsHZTkrMI1dXqOcsA1yReivCql9QW0XiXUsLhrQTFwhKLzw8+RktZRAyLbh2cJbtGh7DiBsj9J5Qdwqfmvfj45wVsKkb4Omj5ikWTy0jwTJT0UKiGC2nh5mCHh5Df+czK+n73JViT1IbddXIflhX67FmxAOdRrI9+q/PaGPNiGesXUA4lXEzBf7JpQXEKtv82DvXAMf3cWzlynOejW24Yx4lwa1Rh7aUdkMd5yU7GfCqwEI5VfSozslZFrZ+AaLv3Fc7hOd3+SI96uE9gD+X8rmdR2n52KpNeLt7rBdOu9fbE7ETB3iMyjWAbUtJFEOi+F+H4cDB7RapGatpd/D0AqaOsP+7IsBWjX5CojSFXp1/0iRth0RPMlVXygNbeL3sXGu/EGnWh6r6gv8AjbvbE2nAdQpHWDfzxI/iaJntShV29vl3lTetFtRmY7nWFgxpJy4QlE5cPMfOvEHtS3okDhAyLbi2sMp2ddY5cN8m+/gwMyhl6uBWbv2fOUZvrrMboJUS9scMJkOYjSe4EzD9Ucdj6m/4etLvUxdofy8QcScw6/80ktrkVo1AOyNjaqxmRMQ3BHhhDaPkTBX4hfSRWxXg1W/DcSz9ALjnMyDhC3tCYyS4mYlAv9cdPcSh0cwD3vuHZmdQ53TyL2uiu38LcMfbTBhp3pf+Y7V4ioxjbN5NdYGwLkBIB8bvGT3f9duwMHT2y47nB3CHoeeL9k1lylU0z2x+ZK5jgalC+ioq7bbLnIOdazRV3Vlb9haxHLezHRLje3viIOMGL5xhIo0xijFpEhvO1Kxvf0xFSJ2Ox8liVC1EC5vcURhV2Orz74ywqmvCaizXw4Ih7cQFgtKHozu1QvpSBiHTguKFlVplVHOcqVb3f+N+y2PfhmzksfcPqr9WN0BnStjejUDuYSqRymerUgzS4/kYVeimVNKQKODscXPSr3ymA99lUV12Mq0tpw6TPDgjP8ZGHnoicuY41fXsZPPz2JlMohox0PzYQe14Pg9Mp+f3kTmaF1yvosc8yt8370sCrFfg/cOAwJZMbXgmno1M9Od07qS16r4zmS3WD2zlAiasGxX4qr5Akx70ibe5Gzh1hIkYRvI7ajq9crtSnGdF+zUCejxNYn85j483JfebrY8TGMFFhFosjZoOvN+RX+Q2GxvoPLmE56G/XqrV0hYYRugtAlYkc/Uk67HuWc+FgSKvekJq9Ik7S+EwLkQzE7WGRK5i6IqqCpt9nq0Ia+NbgSo+5mO5VhYM4/eWtBMXCEofjmTR5lGrYUmPxAFCpgXFg6J4GC1VKxc3Q6VMGS0Fyqu7ez0JsvEG6EoJW/q+5rM9e5zFgo17sCAtc7V9F0HfEEbw6MdqTAeZ9QpQrzkTIlZ9at9GW5EfNdawblQRzcjDuVyStox4LhyssqaVJcVIrII7kSh/PYSe6G5PAgvfBfq+Yt6aumEk1VClUvd9jUpvg3aMHvqsL2Ph5rwG9H7J/pwemUNyZhXvp8h2SBQLHDNXU40d14Oqfg1/4Ng+c0K5bzM97B6etJhYxfddOM1zz07muYd25rWh92ur68jqOPqoQfXao35iRnfDSCZ6zHkdOLGfr6FPvSiMRUD/85nj1kQ8M4HvU9Jke/KqJ6TKJ24cj/66PHkI+Kirdr4rJzBK8u5P3YuUKk5V2IqwVvPlgs0MnuWsmx+ZZW67grPvLWknLhCUHuRf5r2jZn3aMksZhEwLrh5X62EszI0qP4/qquoueOIAY8UAXdJFjHl3OCslTBEnm03z2sZN5rhsl607IKpxG2/IrQeTNNZtRsU8MILjmfE8yea2JVQZ96ayMC0kCmho8IDpj6kiwxb/l2rpi79bqNp9gZWf2M9DcCeS1bdb0bZw2/P0Xd8/lbaC/m8B2xaxm+E9n3Ese9ZriSV9XmGzgD+DOPcL3maHwJ2/AynfAd0ete+2l7kaaHmHeVpIYEtN3V33I8f62AIG8Cvf9blca2U7K5ERc3VbAGf+pj9922KtBXzEQH7hftrHuV9bIbAVsOR92j0yVtEqFNSe1+wXA+wfm5XIxVAlby5+tizkzsO+zWxOo0+9KIp9IjcHmPGC84xsVUvgzDKiCGllb8cc98Y9mEajH5fNxg6ZYdGuyXBxqcLGro+FIaz5ebxGrSxZdq3dXcDd7y0h0gJBySMzgbuN0Q+V9EhMIWRaUHSom+L1jJHyLEcPq/LTelXQWn4f3aURYn13ODVOI/EIiSIB/XakPXHSE59DO6iYHs60T5XQN57RN+A4eYiE5vNY8/zehe+SVJavzPHM/w9w5/v25+gsMmzO64BfQdHkloVAdhLbqNePYErJqJ+1lA7VOnviHSTS/mFUlit787iXzgETevL8hk1kxF7859xKy4inSt20F/DlYC4GLudx3Ps38fg2GzDpbo4roDEXEfs2Acs+IkHNLGiKojo3ftrbMRlk2yISaIAWmsY9nBPK/WnMeFbNPKIeYGZ57iFg7r+5gDFei4cz+b4M+oANV9S5KQXeZgNCOnNBsGYq0LAD004m3UUbC0BVfc5rWmt2AEj4nK3Z9c1YimqfSJsHrPseeHUTF2LZyVrRpVEpB6wtI+dOsgC2QTvHRjmq2Y2Hh/37YDweYG7XuprCPLXDom/KoleB3SWsnuX4mdRbspRFKSfdWtE2g8TfCQRlA+dP8fMa0ASo16qkR2MKIdOCwkOveHUZc31jpHJzzImqUXls2ouP3brQ8ebdaiBwZBctEcvG0rLQvB8Vx5AoduS7eBZYPZmKpVknOnVu6oasLCYnDgBpC8wJ3YmDVHI3/MK0iNufpxpqoDUOAAAgAElEQVRrJFlWN/njB4B/fQes/4FRb60HA4M/BpInc2t861LAqyIVzKBIFhtuX0prx23PsXtfJW/71zmUzv8m9Ob4vcoDl85qWcbp8Vrs2v5NtKOopJJ1P3I+PurK6Dt9E5OVn9A+0P8twLM8izGNNguAx2p/Hwmehwe/KAMaA0kWynvjW4GqteyPUfUmxgGWr+Coaus7Vu5LZcvxYV9wcbF3IyPwTv9ND7jxmnp6BTD+ViA4ipneG3+2J6I5GVzUxTzM912fFFMY+0R+Hgn4swnA9mWc79Z3AkPGcXFSP8JRKTcjr6eP8jPgUxc4e8L8GspOtvfAG4/nyq5V2MI8sx2Wq23KEh7Da65GHS2NJmkS589dSPydQFB2sHk2m3S1vVvL7i9lEDItKByMqunJv+j1vV4xUu5k0waE0yf7cTfzLdy0eVpuNKBZInq+SPJZtznw1Z3OCXv9NsDZkySbyrs9bRTbcVfytm/hrSd0m+eQrD+9kuq5EVY3eU9PkmK7Ziw/FETiLaFKPfwrjiXhc2DJe5oHPLgTSVC5CkB1Xy2jU/86emtI+6Fag5G0eea+9Gq+JPE16nCxcSRLs9sAmn2gXguqwJ1GshW6mhOFwAjAN0jzpS94i6T5qeWcq12/U9kO6cR4uNDOVA6VX1jFrGXE81rUp6Q4i+kb8ytV6B3LOD9m19SOlSyy3LoImPkifdKxbzIFpWJVKuk71wAd4rgrUFT7hGc5oOsj5ovExxdx90K/EHGVcuEsenHnGp6vMcWleT/3bA+FKcwrjqYsZvD2J3FWY4i8t/DFgYVR2a9VYxiBQOAa6Su5a9jkNqDGzSU9GkvIN4SgcDCSWVfJFMV5I3KVTdt+KInYLbczGcKMIKXN501eD701JDDCOtpN300uqB2weRZf09sfuHwZ+NcPVJwz4jU1+5sRVL6NhG7FOFoBKtcgMYWN82R1k+/+FOf+cKZjssiWhTzOvk1AcCRj1LIKCiYbtKNCXbkGbR1Jk7kA6PYY0GU0CagiuGoeWg1kYeTNt/BxWUna2BXp7v5EAeGdq+VO6+02AK0dbYZwzrOTuehSc1KzAXcBWsQyoUP50lXnxL/+ZKrIpfPAhp+AHx4kKe/6sLagCQhnVGBlb6D9MHYp1F+LzroK/rmMc16uIu0YRnh4cMFk1knykTn0jjfrA7SMpSJs1cTFXZUzI8F8nOkrgbs+AsI6m2c1q8+W/rPhLHpRxSNWvYldOEM7A3Wa8fpYM9U924O7PueracriCsVRHOhKZb+WjWEEAoFr7FgBbPyF9S0tB5T0aJxCyLTAfZiRWZuNROihWSxcy4jntnjLWJK2tLnFdyNypiaFdAZ86gN/LWXjkgunzY+RsYrqsRkCI7TGIGbYlwr0fAGoWI3n3OoOqpVHdzHKy8qjmr7KnFRkJpKUb5rN/w+LYUFiywHA0g/tnxPamf7j5xLtG3r0f4utxqNGA8lTSOxy0mnJ8A2muvvbM8C//6TyefmSfcGgIriKBDfuzvdu42+cx3ZDC7zQqfZ5060HW7csHxtdoAp/69ilsEkPqr1bFpDw71jJ9/TyJcfOiakzGe928gBfr25zjlOp/cMnM3NbWRdeWMMiPuWnrVSD77fVe1k7hMSz9WDHayoshn50U3K5gCr7uh9oL3h4trXPO8yN3RmlrJtBNfHRE8fcnIJFkYHkqc+GswVuUDu2Z39wBrBrPdNaQqJIsA9uNR+DFeF15ZEualOWwuBqnutMZb/WjWEEgsKifgQQ4FfSo7h++H0aiXTjHsCg92lBdIXLeexYXFhU8nYvzcgJhEwL3IcVmT26i0Q6L48xauUr02t6KJ1/L84bkZWaFN6NNoDAViyy277Megu3bnPrVI/EL62j54I7sYhqyYfAsT1A9MO0kvjUpYJqRrx2r6MCaISHB1XjZR8D5StSjf3hQXq4n01wbPddryWV4on9zZuPVKsNrBxP8tv+PiZbKIIc3g3Yupiq9nOJ9ir5+un09j69kmSqbnN6nxXp3vk7sP5HzknXh3nMWkGu1XuVPqF/TO1gEuDxt5rbLi6ds+jsuARI+UFTpM3sG+o8Rk0H1n7LRUGd5oAHrIsZty4E4KGloOjHGhIFZK9xfB5gTwbVoihiEG0v6poHOPZmvc2PoYe7lgNFpK1Inv6z4RC9GMP3MPFL4LGFwMJ3tOvup8eo+j8yh15vY3FiUQjv1TRluZ6wUrjLUnGi2FD+GdibCpytUdKjuPaw2Wi33DQTCGzNBmhWO3/FhaY9hUwLrjOsyGyjaDYlWfguCZmeVADFdyMyqklhMXy9TwsU4nU/kNQ8sRhY/ZX5Fm7Vmo6KVNNetB/0+zdXwKbNJLoXbO/3BoZ+pm3NO/OoZifTU2tEu6HMyqzb3LHL39YFgHeAfbvv7YuB1neZ3+AzVwOVqtNbHBjBDocnDmgqsV8o22gbbQ96JXjOK1S//cN4c3bWEvz3aVwgdBlt3+ob0Ow2QZGMnVPw8KCCm2phv9m9nt0Pzf62fSnPQb1GWHeS/d6vsJlJ2hxgxDc8jxnPUw2uchPPqevD5u9laGcunnavA1aMp2Xlj99IPAMjaBXascJ1TB1Ahd23IRX3nHS+56p5zjdxtPn41HU8jh7uFva5Inn66zonHeg4gpYcRRTv/BA4km1+3WUkssX68f3ccfHwYNOeohLeojRlKSkYPdJloThRbCiCGw3nchm5emALLWlRD5SOz5obEDItKBzMtkab9aXV4OI5ql1WxLK4bkR6NWnbYi27WOFQOpCZxPi4P2aQIAVFMiHBWUOG0b/QNrBsrH3Tk8AIoNUAjv/kQSq1505qKRfOPKrBnZiLrCcVHh4kgmYq88jvuPV+9wTgxDN8Td+GLERb8Jb5fGTGs8q5RT8qpAkTGemmVOJLF/jv+VytODIzwZowK2uKT10uFBRhzskADmcDvV5iUd5f2x2TThq04xdiVkHDFDUnYTFMI7FSGLKTuBgwPb9EreGNdwBw//9IIrLXkBQ/mwCs/YbRdSrDWkURftqb57M3lfMUFEmiXKnAqrNjJd+P9sO4oLq5CbPBty+l/SPhC+tccoX6bVgYs/5Hnl9oF6Z/TI3jgit1JtDhfqBydcdzcxbbGNyJVqmwrowCdIfkufISnzpinYaT+BUw+KMC21EC56rPy4BHET+vRWnKUhpwNRGA1wtiQxHcaNi/mULNpXNAm7v4WfPwLOlRuQ0h04LCw+yGXacZsPprx0QFPYr9RlRAnIzb0gCV3MxEpkzUDuGYZ73MTGerhgyVvUnQagUxiaFidfqwb7mdcXe7U0gG+r9FkqU6sTnzqNZrAfzvPsasbV1EktKiv31Rn4KySbS7h8WEo3/R0hcWvau1uA6LsS9ADIpklF9Qe5Lj+7/ljXZfKvOhA24BLl/Quig26wPc/QmtMGZj2Pk7ixABe/XymxG00UzoZU7Gpo0iuX2voAHN2zuBVQXNW/xCNdXXatFR2dvx9+pv25aSHNds4GgTWTGexZyNumqkXs1lrSB+OWetplq8aRbwy5O0NcRN0XY3MhKAmS9oHTCPZHNR8vgiPjd9FfO86zUHJg/Vrjn/MCrQE3o52pripvB92JUClKtE0q7UQzNVsVotoPUQjn/jr8D0R7WcaVWs2qK/e58tq8/ZlvnW113bu7lIUFna634EEgreW9vlopG0stpFsLARgNcbZcmGIhA4w6Xz9EZnJwM3BQKdnjFPuirlEDItKDr0N8e6zZkj+9tzztM9ivX13fBlpq+i5aHb41TenN1sjA1h/MKANoNJUHes5GP0RKlidWuPqmokocjdxl9JePu+xgzgzXPMx7AvlR0EXw/jzz2eZle3lGnAK3+Ytzb38ATei9QI4p6N3M4PaEz7TW6OfQbyOoOybsSutVwUqfhAvWJtVZR3YAvw2CJ+Ib6ZAZw5ClTzY5fCzXPZnr2yDxcXVn71S+fM/9akB0nlno1s2mKa0jKPf9PHF+5LBTo/SDW2fEWq6h4eQOdRXIgo5d4vVGtCoxImFBK/BHq/CtQOpae8yk1Ar//joigwgs/fvszc1qSOH9wJCO7A5jnLxnJhZXw/rsxvMhVy/SJRf34D32WKidGb7c5ny1VRYNt7uFui4OGhZVbnZ9P+pO/06A6U8l6WiDRQuAjA642yYkMRCFzh0J9AyvfM+r+lFxexXmWTlpbNUQuuPQpb1FK1JpWtxK80YqlsEmExrm9ERS2iMVOQAsK5TVTJB7jjHaBmIMlrs95A/bb2LYf1r3vykOMWeNIkEtSMeCqfShHelcKiwKcKiNSeDcCpoyQkFavRLqJalAMk2OUrA280IUEO7mi+CGjUFZj3hva8C6eAnWtJbKrcZN8YRU/COo9mgeGuFPqZq9XmIuL0MXMVKzvZPMUCoOK+8Vf73ynF+twJ8/chO5kKvm8QPcx7ChrghETRBhEQzi5WK8bZd69TbcDHFRDmxxdysaDIasNINpTxKg88n0xV2Qz7Ujm/+ti1RjFAo85MJqlQBRj2ORXozEQuRBrfyi/xvAvsoqiPCQQ459EPAh90tLfoRA4HBr5PP3ROhnVyzL5UEul6LYCvh/AzMe8NYNMc+/dDkdbcQ1TEV01wbEKkzm/bYqaWbJpFC0j7oUDDjtaqvh086CfXv+ceHpyvzqNZRKyg99P//h3fx8o12Oymuq/rl7oR/LylVVUvCzYUgcAZThykNfTgVtq+bnuWYlAZhpBpgT2u5iboU1dTIhO/YsZwh/uBwxlUrMNjHI93tTddo4LUtBcJ6daFJE2Xz5NIeVUAglsyJm7Uz9y2Vq8bFsPnbZptXRz36iZg2xJNEW7aB6jiDWycwSK2dveQ/G2aSe94/zeBqbu0zGWllNtsJJTPJVpEl7VnqofChTNUl70DmNdsNr7sZKBmfX4ZNb6VhHf+mzy3Y/vMFeiMeHbYMxtDcCdaDIzYtRboZKHqB0aQ8Bo92I27kzyv/ZZEt1E0vzzLVyYp9alDIn1kJ1+7kjff0/KVOV/6BcnBrZq1xuz1tyygul07hAuJW24DxhUowM8lUhl2SApZyoVDyjTHmMDI4SSsZs1YQqMAn3pcwFjZmhp1BRp1AT7tw+PtSmFhX3ay9hgjaW3YgYknh3bYdyrUn1/H+0nymvXlNZHyGK0+zXoBVWo6kt0rn7F4IPYN7T1Xr717HS1aIVGcJ6tsdGU3cUWmbzQ/b2kkp6XdhiIQmOHcScblZifT+hZxJ+/77sTelXIImRZouNqbYG4OiVGNOiQ0K8bThzp8MouzVMc+dbziuuleaRG+GwhoYh69FjeFnt7hk4GzxxwV6D6vWtse9m6kgqlsD+unkyR9OcAQITedZDG4AxXIK2kajeyL1lQ2t1GFDYshsdEro10f5hdNdT+mTZhh5xqSz6TJPNenlvGYQIECfacj2bPZqEQ+UOD5Vg1eQjvbj0GPwAigVn3zm3hYDJA621FxjX0T+KSn4/vx0EzAlg/8uZwqfddHuPjKu8hugmbkNPl/wIB3HGPs9EWBQz/nXKlulofS+WVtFeWXOlNrOX9lbLM4p+HdnRR9JjL5ZfMcLmCs/PKnjwJ/7+bvVDGrWhA469A4+hdg1zqOS39+wydpEXkfdbV/npm/Wf8Z8/AAejyp5Yw3vrXw2ejblvCzXZRmLeLnLT6UZhuKQGBE3gU2ytq+lLvBYd0YSVqxWkmPrNggZFqg4WpvgmnzSF4Opdt7+vRb7/rjXe3r6S0aqTOBS2dZQGhVYFWjDreX9m22sD2YkE6ASq2eyIbFkASb5TbryfveVBKzwFbAd/+yJ6he5ak6V/HRVNiZLwAvrXPs4JcwkdFtJ/9yHdWWk8FCw0ZdOd/OFOiAxsCMF4HIYXzMlKFU7p9NsPY1z32DecRbFmjksGEkt+yMYfnOOhDuWMkbf5NbgdzDfF8ungUW/de6SDGwJXc9nlpOu4PeCjI1jouW8G4c25ljWiMU5Yk2w96NWma0Gtvu9Wxdu30FlWKra+KHB/menj7KJigZq3idNWjH+oHJQ9nFUV37gRGMmhtYsCDwqeskr3stm7U0uZXqvTo/pTxafXaykoAzf1MtNz5OX2jZ42kuCMyOsWeDeTY6wCJcPKL9bLRnXa2fVzKT3UdJ2lDkfRK4g8uXeE/eupA7pvVbU/iqfuM1nyk7uSOCawtXN8H8y0V/vmpyoT9e3qWiv57qADd1BP89eYhdF5vcBuz63XoMQZGMbdu5xvHvGfHsougfZv97/zAqifoOdYqcOSOLu1Lod64fAYzvQYX2nk+ByHuBYROp/l04Q2uJ6maXn09SOvoXYPBYoN0wvs7RXcAbYVzJm42vYaT9+BRBBOwV6MFj+fr3TQIeWwBUqQW0HsQ85dSZBf7yBiRucVOAez7j4weP5c9T47jDcPooi+HUImBsNGPvGkXbj80Zid2dwi2//7QElrxHwrhtKe0WwR2sz/OXJ2h1uHyZ460VREtRt8fZ3OWzvhxTZW+SV4Aed/X/RoRGk8TrkRnP2L8WfegDt7om0ldRdW7el+T+XC7QYQTtIt+M4Pumrn3/MG7N3/k+SfRziUxasZqfrCTaWs4cY6HrwPe0HRtXn7UTB/j5MT5OX2h54ZT1ZyVrNT8rZgiLse/CqD6DuTn8u/LzmsGZn9fqeALXuJ5EWt4ngTvIu8j7ypxXec+oWgu4/QWgy4M3JJEGRJkWKFxtUYs7yRr645UrX7TXs7KGjPwOWPYhPalmx6zfhirfoXTHIizA3Pagtk7T4+1VZZUrXbGq89bjUaOAWf/HFImx0cBj82nb8PQCzhxnUxmjCrvzd/pety4kSQtqx79fvkwy++QSYMvCgsi8KEa1qRbbZvOtFOj32lOtjv23lvBhNo+PF3TH25VCz7B/OLD4XXvvsrKo/LmMxPber2h7uZxnr2gfziKxtHo/gjvYz//uFM0Coy9gDYqk//nTPkzVqFITaD2QOxi5OSyeq9MEmDSU3uuju+h9rhXE8TiLLgxsCdS5xb5VemAEvesfddVsPGosjWLoA89I5GONNg11XBVPGBRJMt3/P8yKVvD2p3f84Dbrz8z66ZrNQ299cvVZ86mrfX70j9PnoTvLRg+MAGr4m89Xi1jX9qzC+nlvNI/1jQp5nwSucOk8d792LGPBuX8Yd9j8w2kzu4EhyrRAg7oJ6lGYohar5+uVU/3xivJ6zra3bbBWNYPa0Z8b3hVoafG6inTuTwPu/pRbqN7+LJzUPz4jnuTx0gVrxbN+G+YGr5/On/0a8XeK5FS9iV8yLfubH/vEARLYBm21v2cmAq+GsPnKoA+BtkPoA1dFjuo8WsSSUA35WFOU8/N5TP9w5/O4bQltKfvTANhIUk8ccLSonD5KVb3TvziORe/RE//Aj8Bd46lotx7C/5y9H2Ex/N22RZqyfXQXb9pbFlD99g0GUmdRfX5mJQvg1BZ3zxeBsGimlzzwAxA3mQ1YThwEajVgwdxdn/B8HpmrqfNKbZ88VLMhqbE170erTE6G41i8/dgWvVkvLjac7UxEDudionkfeyKt4OkFNO7h+jOjrE96WH12QjvzOjN7XEa89vnQ/7/ZMb4YwPlR8zV8kkaanNmzAM3PGzeZz42b7JxwuTqeoHRA3ieBFS6e43fk7JdZhH9TIHDb88Ctz/K+eoMTaQDwsNnMKo1uXOzfvx89evTAihUrUK9evZIeTulDbs7VFbUYn9+0F7vhpc01P15hXi8/j9uLZmpa5L0kOztW2CuJDSNJeKfGASGdqBiqbWp9S/JG0UDiF2w+YzYGh3H25RdI3kX7ToZAQRHgcjaMSZ7i+rxOHmIL8SuJJnewiGzLfG71Rz9MJVR18GvaU0ttsJq/sydJujfN1lqJq6QUV/PYZQxJtxrvyUNMvNid4pifHXkv5/T00YJxxGtxbVVv4oLj0A5gx3J7j7V6PyLvY85oUCQtJ/r8ZTWXj8wFTuXwvXEn51gffah+zs8Hvh3JDpaqKYuKwYu8l10Gz+WyKO/yJSauWM1P3FTurJw5Dvz0mPXj+v2b2drO0i9OHQWOZnMxqFT4+hHa/OqPp65dBZXSoRr36K8LPfTXSIv+TCLZtli7tjITeQx1/Xh4Md7Q+F4Crq8d4xiN74URhT2eoGQg71OJ4Qpn+e8o1POtUdLDscf5XNa/ZMRzl7JuC+54+TYs6ZEVDk17Uny5CgiZFpjD1U2wsM93eVN18/WSJgPTRjv+fvBYrUmLys7t+QIbaqwYR9IUN9mxsNEuc9qNMRgzqhMKLA7pq2gTaRhZ0Eb7BzZOAdyfR7PXN47P6nhWY7d6jtU8Dp8MdDYp/tyygMRcT0IBxzk1G0fSZN6EjSR28FgqyOdzmTXdrI/54qCab/HcqFdPAr4f4/j7u8bzvdyygIuk8lWYNPLTY46PHTaRVh39uZnN471fMp3EHfKfm0Ofe34+5+/LgY5pKmbXroKz68L4OKvPpKtrTw+rc3Y2Rmco7uMJrg3kfSoRXOEsM75DvZtNdrhKAsf2sQfDhp+ByxfZcKXboxQ8yiIqeWuCQREhnmmBOa6WvBif79Jz7ebrWfkxQzvbR8+dOMDYHUWkrewj7rRgtnx8OXbWe7uV1oY6dRbw85NahFlhYPZ4d8dn9Ter31vNYwsLi02DtsCvz7j2wZq9XotYYOmH9sVwysqgogPveJu/v5YJBS37swOh8RwatNHGEdoZ+DAK+E+W1gpd/9iW/e2PaTWPrQa43y3Q258LifzLVPj9GhUuP9jdeXL2mXR17elR3BnHkplcNiDvU8nCpy5Qq4QFwANbgMXvAxt+YufdDnHA7c+zKdc/HKJMC8oezNTLK1vTbtpLinMs+qIcoOwU5RTW0nM1FqDC2mquFVyNAzYuiM78zWSOLfMZmxgSRSLtU9f5MYvjWivu410L/BPPWSDvUwmgVHCWrCRg8XvcvatYFYh+iPGaN5l8H/5DUabJ9Lx58/DFF18gLy8PI0aMwL333uvyOaXiwhQUD9zZmr5au4o7KOs3mMLO0dXMaWFtNdcKrsaRd4m+aOP/u3vM4h5jacU/8ZwF8j5dR5QYZ7HZWIM0/y3GZVbzBbo/CcQ84v6u2z8IZdbmkZOTg3HjxmHmzJmoUKEC7rnnHkRGRiI0NLSkhya4XnBna/p6fOGXZPOE4kBx2FGK8tySnCtX49CTZ3eItNVxrgZl4Vr6J56zQN6nGxk2GwuU57/FLHqfusDdnwCdRwEVqpT06Eotymw03po1a9ChQwf4+PigSpUq6NmzJxYvXlzSwxL8kyE3GIFAIBCURdhswOZ5wH/bM9P/5EEWUr+dDXR/Qoi0C5RZZfrw4cOoXbv2lZ/9/PyQlpZWgiMSCAQCgUAgKEPIzwc2zwEW/IfxnL4NmerUYThQrkJJj67MoMyS6fz8fHjogsBtNpvdzwKBQCAQCAQCC6THA789C+z9gylC93/DpldeblrbBFdQZsl0QEAANmzYcOXnI0eOwM/vxuz5LhAIBAKBQFAsOLQDmPECmz7VrM9GZ+2GAl5llhKWOMqsZ7pTp05Yu3Ytjh07hnPnzmHp0qWIjo4u6WEJBAKBQCAQlD6cOgJMfwx4sxmbZw38L/DmDlo6hEhfFcrs7Pn7++Ppp59GXFwcLl26hMGDB6NFixYlPSyBQCAQCASC0oNL54GVE4CF7wAXzwBdHgT6vQF4y25+caHMkmkAiI2NRWxsbEkPQyAQCAQCgaD0YfcGYOpwWjua9wPu/AC4uUlJj+qGQ5km0wKBQCAQCAQCAy5fAha8DSx6B/AOAB5fBDTrVdKjumEhZFogEAgEAoHgRsHBbcDUOKZ0dBgO3D0BqOJT0qO6oSFkWiAQCAQCgaCsIz8fWDEOmP0KUKk68OAMoPWgkh7VPwJCpgUCgUAgEAjKMvIuAt+OBNb9CLS8A7jvK8Dbv6RH9Y+BkGmBQCAQCASCsorzp4Gv7gS2LwUGvAv0egmQJnbXFUKmBQKBQCAQCMoiTh0BPutLf3TcFCDqXyU9on8khEwLBAKBQCAQlDUc2wuMv43/PjQLaClRwSUFIdMCgUAgEAgEZQkXzwKfxwK5OcBTy4HQqJIe0T8aQqYFAoFAIBAIygpsNuDHR4ADW4DHFgqRLgXwLOkBCAQCgUAgEAjcRNJkYO23QN/XpRFLKYGQaYFAIBAIBIKygL1/AD89BtzSE+j7WkmPRlAAIdMCgUAgEAgEpR02G/Dzk0DVWsAD3wOeXiU9IkEBhEwLBAKBQCAQlHbsWAlkJQG9XwGq+Zb0aAQ6CJkWCAQCgUAgKM2w2YD5/wZ86gKdHyjp0QgMEDItEAgEAoFAUJqRvbZAlX4ZKF+ppEcjMEDItEAgEAgEAkFpRuoMoGpNIEpU6dIIIdMCgUAgEAgEpRnpK4HmfYHyFUt6JAITCJkWCAQCgUAgKM04ewJo0b+kRyGwgJBpgUAgEAgEgtIMr/LALbeX9CgEFhAyLRAIBAKBQFCaUbc5UNm7pEchsICQaYFAIBAIBILSjIDwkh6BwAmETAsEAoFAIBCUZviHlfQIBE4gZFogEAgEAoGgNKO2kOnSDCHTAoFAIBAIBKUZNQNLegQCJxAyLRAIBAKBQFCaUbVWSY9A4ARCpgUCgUAgEAhKMypWKekRCJxAyLRAIBAIBAKBQFBECJkWCAQCgUAgEAiKCCHTAoFAIBAIBAJBESFkWiAQCAQCgUAgKCKETAsEAoFAIBAIBEWEkGmBQCAQCAQCgaCIEDItEAgEAoFAIBAUEUKmBQKBQCAQCASCIkLItEAgEAgEAoFAUEQImRYIBAKBQCAQCIoIIdMCgUAgEAgEAkERIWRaIBAIBAKBQCAoIoRMCwQCgUAgEAgERYSQaYFAIBAIBAKBoIgQMi0QCAQCgUAgEBQRQqYFAoFAIBAIBIIiQsi0QCAQCAQCgUBQRAiZFggEgv9v795ComrbMI5fvn7G3BEAAAfKSURBVM5UCkVIE0Y7KCQiyDZQSZZNhJmjWSKkVkNYB0FkdGK2h7AyC6ToJKKiKGhzUFL0RmEFlWIUpUhSUWkbxppsY6Y54/h8Jx/y9r3QwfqiNbX+vyPXQuGSm3Vz+bBUAAAsokwDAAAAFlGmAQAAAIso0wAAAIBFlGkAAADAIso0AAAAYBFlGgAAALCIMg0AAABYRJkGAAAALKJMAwAAABZRpgEAAACLXHYH+NUikYgkqbW11eYkAADgT5WYmCiXy3E1y5EcN+VgMChJWrp0qc1JAADAn6q6ulojRoywOwZ+gRhjjLE7xK/07ds3NTY2yuPxKDY21u44AADgD/QzTqZ7enrU2trKKXeUc1yZBgAAAH4WfgERAAAAsIgyDQAAAFhEmQYAAAAsokwDAAAAFlGmAQAAAIso0wAAAIBFlGkAAADAIsr0/+jo6FBWVpZev34tSaqpqVF2drbS09NVWVlpczocPHhQPp9PPp9PFRUVkphRNNq/f78yMzPl8/l07NgxScwpWu3Zs0elpaWSpKamJuXm5mr+/PnavHmzenp6bE6H5cuXy+fzKScnRzk5Oaqvr9fFixeVmZmp9PR0nTp1yu6Ijnf9+nXl5uZqwYIFKisrk8S+cxyDPg8fPjRZWVlmwoQJ5tWrV6arq8ukpaWZly9fmnA4bIqKiszNmzftjulYd+7cMUuWLDHd3d0mFAoZv99vLl68yIyiTF1dncnPzzfhcNh0dXUZr9drmpqamFMUqqmpMdOnTzcbNmwwxhjj8/nMgwcPjDHGbNy40Zw6dcrOeI7X29trUlNTTTgc7rvX2tpqvF6v+fjxo/n69avJzs42T58+tTGls718+dKkpqaaQCBgQqGQKSgoMDdv3mTfOQwn0/9w9uxZbd++XUOHDpUkNTQ0aPTo0Ro5cqRcLpeys7N15coVm1M6l8fjUWlpqfr16ye3262xY8equbmZGUWZadOm6cSJE3K5XGpra1MkElF7eztzijKfPn1SZWWlVq9eLUl68+aNvn37pkmTJkmScnNzmZHNnj9/LkkqKirSwoULdfLkSdXU1GjGjBkaPHiw4uPjNX/+fOZko2vXrikzM1OJiYlyu92qrKxUXFwc+85h+Efv/7Bz587vrt+9eyePx9N3PXToUL19+/ZXx8J/JSUl9X3c3Nysv//+W8uWLWNGUcjtduvAgQM6evSoMjIyeJai0LZt27R+/XoFAgFJ/953Ho+HGdmsvb1dKSkp2rp1q8LhsPx+vxYsWPCvZ6mhocHGlM7W0tIit9ut1atXKxAIaM6cOUpKSmLfOQwn0z/Q29urmJiYvmtjzHfXsMfTp09VVFSkkpISjRw5khlFqeLiYtXW1ioQCKi5uZk5RZFz585p2LBhSklJ6bvHvos+kydPVkVFhQYOHKiEhATl5eXpwIEDzCmKRCIR1dbWateuXTpz5owaGhr06tUrZuQwnEz/QGJiooLBYN91MBjsewUE9rh//76Ki4u1adMm+Xw+3b17lxlFmWfPnikUCmn8+PGKi4tTenq6rly5otjY2L7PYU72unz5soLBoHJycvT582d1dnYqJibmu2fp/fv3zMhm9+7dUzgc7vuhxxij4cOHs/OiyJAhQ5SSkqKEhARJ0rx589h3DsTJ9A8kJyfrxYsXamlpUSQS0aVLlzR79my7YzlWIBDQmjVrtG/fPvl8PknMKBq9fv1aW7ZsUSgUUigUUnV1tfLz85lTFDl27JguXbqkqqoqFRcXa+7cudq9e7f69++v+/fvS5KqqqqYkc2+fPmiiooKdXd3q6OjQ+fPn9fevXtVW1urDx8+qKurS1evXmVONvJ6vbp9+7ba29sViUR069YtZWRksO8chpPpH+jfv7/Ky8u1du1adXd3Ky0tTRkZGXbHcqwjR46ou7tb5eXlfffy8/OZUZRJS0tTQ0ODFi1apNjYWKWnp8vn8ykhIYE5Rbl9+/Zpy5Yt6ujo0IQJE+T3++2O5Gher1f19fVatGiRent7VVhYqKlTp2r9+vXy+/0Kh8PKy8vTxIkT7Y7qWMnJyVq1apUKCwsVDoc1c+ZMFRQUaMyYMew7B4kxxhi7QwAAAAC/I17zAAAAACyiTAMAAAAWUaYBAAAAiyjTAAAAgEWUaQAAAMAiyjQAR6urq1NWVpblr9+/f78uXLjwExMBAH4n/J1pAPg/rFu3zu4IAAAbUaYBOF5nZ6eKi4vV0tKiQYMGaceOHTp06JAGDBigJ0+eqK2tTXPnztXgwYN148YNBYNBlZWVKSUlRaWlpUpKStLKlSvt/jYAADbgNQ8AjhcIBLRixQpVVVUpKytLJSUlkqRHjx7p+PHjOnnypI4ePar4+HidPn1afr9fhw8ftjk1ACAaUKYBON64ceM0ZcoUSdLixYvV2NioL1++yOv1yu12y+PxKD4+XrNmzZIkjRo1Sp8+fbIzMgAgSlCmATjeX399vwpjYmLkcrnUr1+/7+67XLwZBwD4HmUagOM9fvxYTU1NkqQzZ85o6tSpiouLszkVAOB3QJkG4HhjxozRwYMHtXDhQl2/fl3l5eV2RwIA/CZijDHG7hAAAADA74iTaQAAAMAiyjQAAABgEWUaAAAAsIgyDQAAAFhEmQYAAAAsokwDAAAAFlGmAQAAAIso0wAAAIBF/wGRbmxFiaGb7QAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Changing color of plots\n", - "g = sns.JointGrid(x=\"bmi\", y=\"charges\", data=insurance, height = 10)\n", - "g = g.plot_joint(sns.scatterplot, color=\"#FF6600\",s=50)\n", - "g = g.plot_marginals(sns.distplot, color=\"#FF6600\")" - ] - }, - { - "cell_type": "code", - "execution_count": 646, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Remove kernel density estimate from the marginal plots\n", - "g = sns.JointGrid(x=\"bmi\", y=\"charges\", data=insurance, height = 10)\n", - "g = g.plot_joint(sns.scatterplot, color=\"#FF6600\")\n", - "g = g.plot_marginals(sns.distplot,kde= False, color=\"#FF6600\")" - ] - }, - { - "cell_type": "code", - "execution_count": 808, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkYAAAI4CAYAAACP9SbdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3XlcVOXiP/DPmYVt2MENQQTEHUQll8R9Lc0tTbu2W93UbDHLNJe8lda1rJ9ZLplWWpoKmpUt7vu+IeaOAsomDNsMMNs5vz9A7u1btwac8XCGz/v18oozhzMfuwKfec5znkeQJEkCEREREUEldwAiIiKi2oLFiIiIiKgSixERERFRJRYjIiIiokosRkRERESVWIyIiIiIKrEYEREREVViMSIiIiKqxGJEREREVInFiIiIiKgSixERERFRJY3cAYjqunKLDbdKTMgzmFBuEWGxVfxy16ihc1dD565BfR93+HlqIQiC3HGJiFwaixHRXSJJEi7lGHDsuh4XsotxKduAy7klKCi12PX5Xm5qhPh7IjJYh5aNfNGqoQ/ahfkjxN/TycmJiOoOQZIkSe4QRK6qpNyCHedzse23HBxOzUe+0QwA8HbXoFl9HcKDdAjSucHfSwtvdw20ahVUKgEalQCzVYLJakO5xYaiMgv0RjNulZiQri9Fur4UYuVXbmN/T3SOCMS9zYLRu0U9BHm7y/g3JiJSNhYjIgez2ETsOJ+LjScysPdSHsw2EfV83BEfHoA2Ib6IqueNIJ0bRAmo6RefxWZDZmE5ruQacCmnBCmZRdAbLRAEoH2YPwa0aYih7UI4mkREVE0sRkQOkltcjjVH0vHtsXTkFJvQwNcdvVrUR3x4AJoEelWN8DiDJEnI0JfizI1CnEwvxIXsEggC0DkiECM7hGJouxB4aNXOC0BE5CJYjIjuUIa+FMv2XsX64zdgsYnoFhWEAa0bonkDnxqPCN2p3JJyHEnVY9/lW8goKIOfpxYPxYfikS7hCA/SyZSKiKj2YzEiqqHMwjJ8tP0SEk/ehEoABsc0wn1tG8Lfy82po0PVUTHhuwQ7LuTi4NV8SJKEIbEhmNS7GVo09JE7HhFRrcNiRFRNRaUWfLr7ClYdvA5JkjCyfSgGtmkALzeNbCNE9igoNWPbbzn4OSUbZRYbBrZpgFcHtkCz+ixIRES3sRgR2UkUJWw4kYH3fr6IglIzBsc0woi4EOjctbW6EP1fJeUWbD+fgx+Ss1BusWHMPWF4qV9zNPD1kDsaEZHsWIyI7HD2RhFmfZeC0xmFaB/mj/Hdm6Ket0etuWRWE8XlFnx/JhM/p2RDq1bh+T7N8HT3CLhrOEmbiOouFiOiv1BYasaCXy7im6PpCNK54enukWgf5q/oQvR/5RaXY92xdBxK1SMiWIe5Q9ugR/N6csciIpIFixHRn5AkCRtO3MD8redRVGbB6I6hGBwbAq3adbcXTL5RiK8OpeFmYRlGtG+M2UNaI0DnJncsIqK7isWI6P/I0Jdixqaz2Hc5D3Fh/hifUHHZrC58oVhsIr4/k4mkUzfh76nFW8Pb4v6YRnLHIiK6a1iMiCqJooTVh9Pw3s8XIAB4tmckukQEudRlM3ul5xvx2f5ruJJrwKA2DfGv4W1Q34eTs4nI9bEYEQFIvWXAtMRkHLtegK5RQRjfrSl07lq5Y8nKJkr4KSULG45nwNNNg1lDWuPBDo0hCILc0YiInIbFiOo0myjh8/2p+ODXS3DXqDChVxQ6NAmok6NE/0tWYRlW7E/Fb1kl6NOyPuaPjOGt/UTksliMqM66UVCKKevP4Og1PXq3qIfH723KW9X/B1GSsO23HKw9mg53jQpzh7XB8DiOHhGR62ExojpHkiQknbyJN7ecgwgJk/tEu9wt+M6SVViGz/an4nxWCQa0boB3RsSgno+73LGIiByGxYjqlAKjGW9sPoutZ7PRPswfk3pH1fm5RNUlihJ+PpeNb49lQOeuxr+GtcUD7ULkjkVE5BAsRlRn7L10C1M3nEFBqRnjEyLQq3n9OnELvrNkFpRh2b6ruJRjwOCYRvjXsDYI8uboEREpG4sRuTyrTcTCbZfw6e6riKqnw0v9ouvMukTOZhMlbD2bhQ0nMuDjocW8EW0xqC3XPSIi5WIxIpeWW1yOyWtP4cg1PYbHNcZD9zSGANddvVouN/SlWLr3Kq7eMmJouxDMHdqGq2YTkSKxGJHLOnglDy+sOwWjyYaX+kUjjhOsncoqivjhTBY2nryBQC83zBsZg/6tG8gdi4ioWliMyOWIooTFu67gw+2XEBGsw6sDmsPfi3Nf7pa0fCOW7rmK6/mlGNmhMeYMaQM/L05wJyJlYDEil1JYasbktaew73Ie7mvbEOO6NIFa4KWzu81qE7H59E1sPnUTwd7ueHdULHq3qC93LCKiv8ViRC7jSm4Jnv7yODILy/Fiv2aIbxIIUe5QddzVWwYs33sV6foyjIkPwxtDWsHXg6NHRFR7sRiRS9h9MReTvzkFN40KMwe3RiM/3nVWW1hsIpJO3sCWM5lo4OuBf4+KRffoenLHIiL6UyxGpGiSJGHlget458ffEF3fB68NagEvN43csehPXMkpwbJ9qbhRUIbHu4Zj+v2t4KHlFixEVLuwGJFima0iZn+XgnXHMtC7RT2M7x7B+US1nNkqYsOJDPyQnIU2Ib745B8d0DRYJ3csIqIqLEakSAVGM/655gSOXtPjyXubYmDbhuC/ZOU4mabH0j2pECHhvQdjMSSWW4oQUe3AYkSKk6EvxeOrjuJGQRmmDWqBtiF+XJ9IgW6VmPDJriu4mFOCR7o0wczBrXlpjYhkx2JEinIuswhPrDoGk8WGN4e2QYifJydZK5hVFLHheMXE7NaNfPHJuA6I4KU1IpIRixEpxoErefjn6hPw8dBg9pDW8PfilhOu4nRGAT7dfRWiJOGD0XEY1Lah3JGIqI5iMSJF+O70TUzdcAZNg3SYfn9LeGp555mryTeYsGjnZVzKMeCfPSPx6oAW0Kg5mZ6I7i4WI6r1Ptubine2nkfH8AC83Dcaav6wdFkWm4g1h9Pw62856BoZhEUPt0c9H27nQkR3D4sR1VqiKOGdrefx+f5r6NeqPp7sFgGVIMgdi+6CfZdvYcX+awjw0uLTcR3RMTxA7khEVEewGFGtZLLa8Mr6M/ghOQsPxYdiZIdQ3o5fx6TnG/HRjsvIM5gwc3BrPNY1HAKLMRE5GYsR1TrF5Rb886sTOJSaj4k9I9GjeT1I4A/EushgsmL53qs4dr0Aw+JCMH9kDFc2JyKnYjGiWiWnuByPrzyKK7kGvDaoBdqF+nONojpOlCR8fyYT3x7LQPMG3ljySEdE1vOWOxYRuSgWI6o1ruSW4PGVx1BYasbsB1ojPFDHNYqoSsrNQny88wpskoS3h7fFiPahckciIhfEYkS1wvHreoz/8ji0agFzhrZBsI53ItEf5RlMWLL7Kn7LKsawuBC8NbwtfD20csciIhfCYkSy+yE5E1PWn0EjPw/MGtwKOnf+oKP/TRQlfJ+ciQ3Hb6CRvwf+39g4dAwPlDsWEbkIFiOSjSRJWLY3Fe/+dAHtw/wxZUBzaFRco4jscyW3BJ/svorc4nK80Dcaz/duxgUhieiOsRiRLKw2EXO2nMPXR9IxoHUDPNktQu5IpEClZiu+OpSGPZduoWN4AP49KhZRnJhNRHeAxYjuOqPJiue/OYldF2/hsa7hGBzTiHee0R05eCUPqw5eh9km4sW+0Xi2RyS0HD0iohpgMaK7Kqe4HE99cQzns4oxpX9zdGoaBBv/CZIDFJSaseZwGg5ezUfLhj5478FYtAvzlzsWESkMixHdNSfTCzBhzQmUlFsxc3ArRNbz5mrW5HAn0grwxcFr0BvNeKpbBKYMaM5FIYnIbixGdFesO5qO2d+dQ31fd8y4rxUCdG5yRyIXVmq2YsPxG/j5XDbCAjzx5tA26NuqgdyxiEgBWIzIqUxWG97c8hvWHk3HvVFBmNQ7CiqBcz/o7riYXYyVB64jXV+K3i3qYfYDbRARrJM7FhHVYixG5DQ5xeV4bs0JnEovxOP3NsXgmIawiXKnorrGKorY/lsONpy4AYtNxDPdIzGpdzPo3Hl5jYj+iMWInOL4dT0mfH0SRpMVrw1qgVYNfXnnGcmqsNSM9cczsOviLTT09cCMwa3wQGwjCAI3KCai/2AxIoeyiRKW7rmKhdsuobG/B6bf1woBXm7c84xqjcs5JfjqcBqu5BoQHx6ANwa3QvsmAXLHIqJagsWIHCa7qBwvf3sah1LzMaB1AzzWNRxqrmRNtZAoSth7+RY2HM+AvtSCB9qF4LWBLRAW6CV3NCKSGYsR3TFJkvB9chZmf5cCk0XE5L7N0LFJAC+dUa1XZrbhp5QsbDmTCQnAk92aYlLvZtyYlqgOYzGiO5JvMGHm5hT8lJKN2MZ+mNQnCr4evBWflEVvMCHx5A3svHgLgV5umNy3Gf7RuQncNWq5oxHRXcZiRDUiSRI2nriBeVvPw2iy4amEpujVvD7nEpGiXc83Yt3RdJy5UYTG/p54sW80RnZozM1pieoQFiOqtiu5JZixKQVHr+kRF+aPf/aMQICnO0sRuQRJkvBbVjE2HL+BizkliAzWYcqA5ri/bSOoVLyDjcjVsRiR3QpLzfho+2WsOZwGnbsGz/aIQHx4IOcSkUuSJAmn0gux4UQGrueXonUjX7zcvzn6tqzPgkTkwliM6G+ZrDasOZyORTsuo6TcgmHtQjC8fWO4cf4F1QGiKOFwaj4ST95AZlE5out747meURgaFwItL7ERuRwWI/qfLDYRG47fwMc7LyOrqBxdIgPxaJdwBHm7c/NXqnNsooSj1/Pxw5kspOYZEeLngae7R2JspzBuUkvkQliM6A9ub8C5Yn8qMvRliA31w7jOYWga6A3u6EF1nSRJOHuzCD8kZ+LszWIEeGnxaJdwPNy5CRr5ecodj4juEIsRVcktLseXh65jzeF0FJVZENPYD2PuCUN0fW/OIyL6E5dzS/Dj2SwcTdVDpRLQr1V9jOscjm7NgqHmPCQiRWIxIlzMLsGKfan47nQmLKKIXs3r4YF2IQgN8IKNjYjob+WVlGP3pVvYcT4XhWUWNPT1wPD2jTGifWM0b+DN/diIFITFqI4qM9vw49ksrD+WgaPX9fDQqjA4phEGtmkAP083jhAR1YDFJuJMRiEOXM3DsWsFsEkSIuvpMKhNQwxs0xAxjf14RxtRLcdiVIdIkoSUm8VYdywdW05nosRkRXiQF+5r2xBdo4LgrlZzLSIiBykqM+NkeiGOX9fjTEYRbJKEAC8tEqLrIaFZEOKbBiIyWMfRJKJahsWoDsgsLMOPyVnYdOomfssqhodWhT4t66NPi/poEugFG/8FEDmV0WTB2ZvF+C2zCCfTC5FvNAMAAry0aN8kAC0a+qB5A29E1/dBs/re8NByKQwiubAYuajc4nL8eDYLPyRn4URaAQCgTYgvBrRugA5NAqBVqzg6RCQDSZKQU1yOK7kGXLllwOUcA9L1pbBWXr9WCUB4kA7N6nsjLMALIf4eaOzviZDKX8HebhxlInIiFiMXIUkSrt4yYu+lW/j1t2wcuaaHJAHNG3ijV4t66BgeAH/OHSKqlURRRG6JCZmF5cgqKkO6vhQZ+lJkFZej3PL7RTLcNCqE+HlUFaUQf0+EVn1c8ThHnIhqjsVIwUrKLTh4NR97Lt3Cnou3cLOwDAAQGaxDzxb1cE94AIJ9PHhnGZFCCZBQarYh32hGgdGMglIz8o1m5BlMuFViRnZxOfJKTH8Y/Q32dqsoSn4VhalxgCdCAzzR2N8TYQFe8PXUcNSJ6H9gMVIISZJwo6AMyTeKcDK9ACfTC3D2RhGsogQvNzU6RwSifRN/tGzoC38vN5YhojpAAGCTRBSWWpBvMCPfaEJBqQV6gxm3DCbkFpcju9iEMovtd5/n466pKkuhAV5o7P9fHwd4IsBLy+JEdRaLUS1isYnIN1S8G7xRUIa0fCPS9KW4nFOCC1klKDFZAQDuGhVaNfJF2xBfxDT2Q5MgLwiCwG06iOgPBEgwmm3IM5igN5ihN5qRZzQjt6QcucUmZBaWwWj+fXFy16gQ7O2Oej7ulb+7IdjbHYE6N/h4aOHtroGPR8Uvb/eKX1q1ClqNClq1AK1KxWUJSLFYjOxgtYnYfyUPJqsISZIgShX7JomSBEkCxMrHREmCKP7n4/8+ttxqQ7nZhjKLDaWVv5eZbRXfpAwm5BvNKCy1/OG1A7y0aBLohah63mgS6IXQAE+EBHhCxSJERA4gQEKZRaz4PmQwQW80o6DUgqIyCwpLKz7WV17Gq85AtEYlQKMWoFWr4KZWQaMWoFGpoFIBakGASiVALQhQqwSobv+uEqAWALVKqPp1+7k/fE7VsSpoVALUagFalVDxZ3XFMRrVf/9eUdr++89Vz1c+LkDA7YEyAaj8uOIBQbj9ESAIArRqAfdGBcNNw42EXY1LF6Px48ejoKBA1gzS//lA+q9npMoH/vt3Sap4XMJ//sdl/w8iIsUQ/uwj4U+eF/738X9+Pvuf/NOHhf/7uPDnxwp/+UfZBQQE4PPPP5c7BsHFixERERFRdXAMkIiIiKgSixERERFRJRYjIiIiokosRkRERESVWIyIiIiIKrEYEREREVViMSIiIiKqxGJEREREVInFiIiIiKgSixERERFRJRYjIiIiokosRkRERESVWIyIiIiIKrl0MRo/frzcEYiIiJyKP+scy6WLUUFBgdwRiIiInIo/6xzLpYsRERERUXWwGBERERFVYjEiIiIiqsRiRERERFSJxYiIiIioEosRERERUSUWIyIiIqJKLEZERERElViMiIiIiCqxGBERERFVYjEiIiIiqsRiRERERFSJxYiIiIioEosRERERUSUWIyIiIqJKLEZERERElViMiIiIiCppnHHSpKQkbNq0CQBgMplw/vx5rF69Gu+88w7UajUSEhLw/PPPQxRFvPnmm7h48SLc3Nzw9ttvIzw8HKdPn7b7WCIiorqsoNQidwSX4pRiNHLkSIwcORIAMHfuXDz44IOYM2cOPv74Y4SFheHZZ5/FuXPncPPmTZjNZnz77bc4ffo03n33XSxZsqRaxxIREdVl+QaT3BFcilMvpZ09exZXrlzB4MGDYTab0aRJEwiCgISEBBw6dAgnTpxA9+7dAQBxcXFISUmBwWCw+1giIqI6T5A7gGtxajFatmwZJk2aBIPBAG9v76rHdTodSkpK/vC4Wq2u1rFWq9WZ8YmIiGo99iLHcsqlNAAoLi5GamoqunTpAoPBAKPRWPWc0WiEr68vysvLf/e4KIrw9va2+1iNxmnxiYiIqA5y2ojRsWPHcO+99wIAvL29odVqkZ6eDkmSsH//fsTHx6NDhw7Yu3cvAOD06dNo3rx5tY4lIiIiciSnDblcu3YNoaGhVX+eO3cupk6dCpvNhoSEBLRr1w4xMTE4cOAAxo4dC0mSMG/evGofS0REROQogiRJktwhnGXkyJFISkqSOwYREZHTtOs+EGf2/SJ3DJfBBR6JiIgUjJOvHYvFiIiIiKgSixEREZGCuex8GJmwGBERESkaq5EjsRgRERERVWIxIiIiUjDXvbdcHixGRERERJVYjIiIiBSMA0aOxWJERESkZGxGDsViREREpGASm5FDsRgRERERVWIxIiIiUjCOFzkWixEREZGSsRk5FIsRERGRgrEXORaLEREREVElFiMiIiIFk7j0tUOxGBERERFVYjEiIiJSMI4XORaLEREREVElFiMiIiIF4xQjx2IxIiIiUjD2IsdiMSIiIlIyDhk5FIsRERGRgkngLfuOxGJERESkcCJ7kcOwGBERESmcVRTljuAyWIyIiIgUzsYhI4dhMSIiIlI4K4uRw7AYERERKZzNxmLkKCxGRERECmfjXWkOw2JERESkcJxj5DgsRkRERArHOUaOw2JERESkcJxj5DgsRkRERArHdYwch8WIiIhI4UROvnYYFiMiIiLFE+QO4DJYjIiIiIgqsRgREREpnMABI4dhMSIiIiKqxGJERESkcBwwchwWIyIiIoUTeC3NYViMiIiIiCqxGBERESkcx4sch8WIiIiIqBKLERERkcJxipHjaJx14mXLlmHnzp2wWCx4+OGH0alTJ7z++usQBAHR0dGYM2cOVCoVFi9ejN27d0Oj0WDGjBmIjY1FWlqa3ccSEREROYpTRoyOHDmCU6dOYe3atVi9ejWys7Mxf/58vPTSS/jmm28gSRJ27NiBc+fO4ejRo9iwYQMWLlyIuXPnAkC1jiUiIqrrBM4ychinjBjt378fzZs3x6RJk2AwGPDaa69h/fr16NSpEwCgR48eOHDgACIiIpCQkABBEBASEgKbzQa9Xo9z587ZfWxgYKAz/gpERERUBzmlGBUUFCAzMxNLly7FjRs3MGHCBEiSVLXOgk6nQ0lJCQwGA/z9/as+7/bj1TmWxYiIiOo6zjFyHKcUI39/f0RGRsLNzQ2RkZFwd3dHdnZ21fNGoxG+vr7w9vaG0Wj83eM+Pj5QqVR2H0tERETkKE6ZY9SxY0fs27cPkiQhJycHZWVl6Nq1K44cOQIA2Lt3L+Lj49GhQwfs378foigiMzMToigiMDAQrVu3tvtYIiIiIkdxyohR7969cezYMYwaNQqSJGH27NkIDQ3FrFmzsHDhQkRGRmLgwIFQq9WIj4/HmDFjIIoiZs+eDQCYNm2a3ccSEREROYogSZIkdwhnGTlyJJKSkuSOQURE5DTRnfti18/fIzTAS+4oLoELPBIRERFVYjEiIiJSOIG3pTkMixERERFRJRYjIiIiheN4keOwGBERERFVYjEiIiJSOE4xchwWIyIiIqJKLEZEREQKJ3CWkcOwGBERERFVYjEiIiIiqsRiRERERFSJxYiIiIioEosRERERUSUWIyIiIoXjOkaOw2JEREREVInFiIiIiKgSixERERFRJRYjIiIiokosRkRERAonSXIncB0sRkRERApnsYlyR3AZLEZEREQKZxU5ZOQoLEZEREQKxxEjx2ExIiIiUjgWI8dhMSIiIlI4i42X0hyFxYiIiEjhrBwxchgWIyIiIoUzsxg5DIsRERGRwll5Kc1hWIyIiIgUzmSxyR3BZbAYERERKVyJySp3BJfBYkRERKRwxWUWuSO4DBYjIiIihStiMXIYFiMiIiIFEwSguJzFyFFYjIiIiBRMLQgoKeMcI0dhMSIiIlIwlSCgkJfSHIbFiIiISME0agF5BpPcMVwGixEREZGCaVQq5BSzGDkKixEREZGCadUq5BSXQxS5+rUjsBgREREpmFYtwCpKyDNy1MgRWIyIiIgUTKuu+FGeWVgucxLXwGJERESkYBq1AAC4WVAqcxLXwGJERESkYG6VI0aXcgwyJ3ENLEZEREQKplIJaOTngbM3i+SO4hJYjIiIiBQuIliHc5ksRo7AYkRERKRwEcE65BSbkM+FHu+YxlknHj58OHx8fAAAoaGhGDNmDN555x2o1WokJCTg+eefhyiKePPNN3Hx4kW4ubnh7bffRnh4OE6fPm33sURERHVdRLAOAJCSWYyezevJnEbZnFKMTKaKxrp69eqqx4YNG4aPP/4YYWFhePbZZ3Hu3DncvHkTZrMZ3377LU6fPo13330XS5YswZw5c+w+loiIqK67XYySbxSyGN0hpxSjCxcuoKysDE899RSsVismT54Ms9mMJk2aAAASEhJw6NAh3Lp1C927dwcAxMXFISUlBQaDwe5jiYiICPBy06ChrwfO3uA8ozvllGLk4eGB8ePHY/To0bh+/TqeeeYZ+Pr6Vj2v0+mQkZEBg8EAb2/vqsfVavUfHvurY61WKzQap10NJCIiUoymwV5I4QTsO+aUVhEREYHw8HAIgoCIiAj4+PigsLCw6nmj0QhfX1+Ul5fDaDRWPS6KIry9vX/32F8dy1JERERUISLYG4dT9SgwmhGgc5M7jmI55a60jRs34t133wUA5OTkoKysDF5eXkhPT4ckSdi/fz/i4+PRoUMH7N27FwBw+vRpNG/eHN7e3tBqtXYdS0RERBUiqyZgc9ToTjhlyGXUqFGYPn06Hn74YQiCgHnz5kGlUmHq1Kmw2WxISEhAu3btEBMTgwMHDmDs2LGQJAnz5s0DAMydO9fuY4mIiAhoGlRRjM7eKEL3aE7ArilBkiRJ7hDOMnLkSCQlJckdg4iIyGmGDh+B6R+sAAC8uO4U4sL8sfyxeJlTKRcXeCQiInIRFStgF8sdQ9FYjIiIiFxE02AdbhaWoajUIncUxWIxIiIichG3J2Bz37SaYzEiIiJyEU0ri9GZG4V/cyT9LyxGRERELsLXQwt/Ly0uZpfIHUWxWIyIiIhcSGN/T1zJNcgdQ7G4dDQROdWFCxfwww8/ICcnB+Xl5TCZTDCbzejZsycefvhheHh4yB2RyKU09vfE/it5kCQJgiDIHUdxWIyIyOEKCgqwadMmJCYm4sKFC9BoNKhfvz48PDzg4eEBq9WKt99+G5999hlmzZqF++67T+7IRC4jNMATpWYbsovL0cjPU+44isNiREQOYzAY8Pnnn2PFihUoLS1FbGws5syZg8GDByMoKOh3xx4+fBjvvvsuXnzxRfj5+eHee++VKTWRa2kc4AUAuJRdwmJUA5xjRER3zGw246uvvkLv3r2xaNEi9OrVCz/++CM2bdqExx577A+lCAC6dOmC1atXIzIyEs8//zzS09NlSE7kekL9K8rQxRxOwK4JFiMiqjGbzYbNmzdj4MCBmDt3LqKjo5GUlISPP/4YLVu2/NvP9/HxwWeffQaTyYQlS5bchcRErs/HQwONSkBWUbncURSJxYiIqk0URfzyyy8YMmQIXnnlFfj4+ODzzz/H119/jXbt2lXrXGFhYRg6dCi2bNmCoiIuSkd0pwRBgJ+nFvkGk9xRFInFiIjsZrVasWXLFgwZMgQTJ06E1WrFxx9/jM2bN6NXr141vgNm1KhRKC8vx8GDBx2cmKhu8vHQIN9oljuGInHyNRH9LZPJhKSkJCxfvhzp6elo1qwZPvjgAzzwwANQq9V3fP6YmBi4u7vj+PHJC0RlAAAgAElEQVTjvEONyAF8PbUoYDGqERYjIvqfrl27hnXr1iEpKQl6vR6xsbGYPn06+vXrB5XKcQPObm5uiIuLw4kTJxx2TqK6zNdDy0Uea4jFiIh+x2QyYdu2bVi3bh0OHToEtVqNfv364ZFHHkHXrl2dtmBchw4dsHz5cpSWlsLLy8spr0FUV/h6aFBYxhGjmmAxIiJIkoQTJ04gKSkJW7duRUlJCUJCQjBlyhSMHj0a9evXd3qGLl26YMmSJTh8+DD69Onj9NcjcmW+nlqUW0SUmW3wdLvzy911CYsRUR0lSRLOnj2LH3/8ET/99BNu3rwJLy8vDBw4ECNGjECXLl0cMn/IXp06dYK3tze2b9/OYkR0h3w9tACAfKMJoW4cga0OFiOiOubSpUvYsmULfvjhB2RkZECr1SIhIQEvv/wyBgwYAJ1OJ0suNzc39OjRAzt37oQoig6dw0RU1/h6VhYjgwmhASxG1cFiRFQHGI1GJCYmYv369Th//jxUKhW6deuG559/Hv3794efn5/cEQEAffv2xdatW5GcnIy4uDi54xAplq9HxY/3nGKuZVRdLEZELsxqtWL9+vVYtGgRbt26hbZt22LWrFkYMmQIgoOD5Y73B71794aXlxe+/PJLFiOiO/CfESNOwK4uFiMiFyRJErZv344FCxbg6tWr6NixIxYvXoz4+Hi5o/0lPz8/jBs3Dp9//jkmT56MyMhIuSMRKdLtOUZ5Ro4YVRcv4hO5GJPJhFdffRXPPfccJEnC0qVL8e2339b6UnTb008/Da1Wi88++0zuKESK5aFVQasWOGJUAyxGRC4kLy8P48aNw6ZNm/Diiy/ip59+Qv/+/Z229pAzBAcHY9SoUdi8eTOys7PljkOkSIIgwNdDi3yOGFUbixGRi7h06RJGjhyJ8+fPY/HixXjhhReg0SjzavkzzzwDAPjwww9lTkKkXL6eWui5LUi1sRgRuYDk5GSMHj0aZrMZa9euVfx+Y2FhYXj88ceRmJiIs2fPyh2HSJF8PDQoMFrkjqE4LEZECpebm4vnnnsO/v7+SEpKQmxsrNyRHGLSpEkIDAzEW2+9BUmS5I5DpDh+HloUlHLEqLpYjIgUzGQyYeLEiSgpKcGyZcsQEhIidySH8fHxwZQpU3DixAls3bpV7jhEiuPjyWJUEyxGRAolSRKmT5+OU6dOYcGCBWjZsqXckRxu9OjRaNGiBd5//31YLLwkQFQdfh4alFtEGE1WuaMoCosRkUJ9+umn+O677zBlyhQMGjRI7jhOoVar8corryA9PR2bNm2SOw6RogTo3AAAuSW8M606WIyIFOjgwYNYuHAhhg0bhokTJ8odx6n69OmDtm3bYsmSJbBa+c6XyF4BXhXFKKe4XOYkysJiRKQwJpMJs2fPRpMmTTBv3jxFrVFUE4IgYNKkSUhPT+dcI6JquF2MsotYjKqDxYhIYVauXIlr165h7ty58PDwkDvOXdGvXz+EhYVh8+bNckchUowAXcW2IFlFZTInURYWIyIFyczMxCeffIIBAwagR48ecse5a1QqFQYOHIiDBw+iuLhY7jhEiuCpVcNdo+KIUTWxGBEpyPz58yGKIt544w25o9x1AwcOhMViwa5du+SOQqQIgiAgwMsNOZx8XS0sRkQKcejQIWzduhUTJkxAaGio3HHuuri4ODRo0AC//PKL3FGIFCPAS4tcTr6uFhYjIgWQJAkLFy5Ew4YN8eyzz8odRxYqlQpdunTBmTNn5I5CpBj+Ojferl9NLEZECnD8+HGcPHkSEydOhLu7u9xxZNOsWTNkZ2fDYDDIHYVIEQK83JBnMHFbnWpgMSJSgK+//hq+vr4YOXKk3FFkFRUVBQBITU2VOQmRMgR4aVFuEVHC1a/txmJEVMvp9Xr8/PPPGDlyJDw9PeWOI6tmzZoBAK5cuSJzEiJluL2WEecZ2Y/FiKiW27lzJywWC0aMGCF3FNk1aNAAAJCfny9zEiJluL0tSHYR5xnZi8WIqJbbsWMHGjZsiDZt2sgdRXZeXl4AgNLSUpmTECmDv2fFIo85xVzk0V4sRkS1mMlkwv79+9GnTx+X3/rDHiqVCl5eXjAajXJHIVIEf6/bxYgjRvZiMSKqxY4cOYLS0lL06dNH7ii1hk6n411pRHby1KqhVQu4xVv27ea0YpSfn4+ePXvi6tWrSEtLw8MPP4x//OMfmDNnDkRRBAAsXrwYo0aNwtixY5GcnAwA1TqWyNWdPHkSKpUKnTp1kjvK7xQXlyAvP1+WW4A5ckZkP0EQ4O+p5VpG1aBxxkktFgtmz55dtcHl/Pnz8dJLL6Fz586YPXs2duzYgZCQEBw9ehQbNmxAVlYWJk+ejMTExGodS+TqUlJSEBUVBZ1OJ2sOk8mEoydO4eCRYzh45BjOnb8ASZLg4+ONiPAmiGwajvsH9EPfXs7fv81kMtXptZyIqsvXU4t8I4uRvZxSjN577z2MHTsWy5cvBwCcO3eu6h1vjx49cODAAURERCAhIQGCICAkJAQ2mw16vb5axwYGBjojPlGtIEkSzp49i+7du8uWwWq1ImnLj/jo02XIyb0FrUaD9u1i8OKEZ+Dj44Praem4lpaOA4ePYvMPP2HcQw/ijVdfdmpxMZlMcHNzc9r5iVyNv5cb8gxmuWMohsOLUVJSEgIDA9G9e/eqYiRJUtXwt06nQ0lJCQwGA/z9/as+7/bj1TmWxYhcWW5uLvLy8tC2bVtZXv90cgqmv/k2Ll25ivaxMXh71nR0uSceXl5/XEvJbLHgg0WfYsWXa5B87jesXbkcnp4eDs8kSRLMZjOLEVE16NzUuFHAOznt5fBilJiYCEEQcOjQIZw/fx7Tpk2DXq+vet5oNMLX1xfe3t6/u7PEaDTCx8cHKpXK7mOJXNnly5cBAK1atbqrrytJEv7fp8uxePnnaFC/Hj754D0M7Nf7L+f2uGm1mP7Ki2gfG4NJr0zDO+9/iLdnTXd4toKCAoiiyDdFRNXgoVWj1GyTO4ZiOHzy9ddff401a9Zg9erVaNWqFd577z306NEDR44cAQDs3bsX8fHx6NChA/bv3w9RFJGZmVn1za5169Z2H0vkyq5evQoAiIyMvGuvaTKbMWX6LHy8bAVGPHA/ft70LQb1t3+pgEH9++CfTz2GtRuS8Mv2nQ7Pl5WVBQAICQlx+LmJXJWnW0Ux4n5p9nHKHKP/a9q0aZg1axYWLlyIyMhIDBw4EGq1GvHx8RgzZgxEUcTs2bOrfSyRK0tNTYWPjw+Cg4PvyusVFRdjwkuv4sjxk5j6wkQ8N/6JGt0B9vKkCdi19wA+XrYCA/r+9UhTdWVmZgIAGjVq5LBzErk6D60aNlGCySrCQ6uWO06t59RitHr16qqP16xZ84fnJ0+ejMmTJ//usYiICLuPJXJlV65cQWRk5F25Pb2wqAhjn3gWaekZ+HD+Wxg6eFCNz6XVavDo2NGY9fa7OH/xElq3bOGwnCxGRNXnWVmGjCYri5EduMAjUS0kSRIuXLiAFi0cVyr+F5vNhhdenYG09Ays+OSjOypFt90uQzm38u74XP/t3LlzCAwMvGujaESuwENb8aPeaOI8I3uwGBHVQpmZmSgsLLwrd6R9uHgpDhw+irlvTEO3Lo5ZSLJqlMvBcxpOnjyJDh06cJFHomrQqit+1JttLEb2YDEiqoVSUlIAwOkbx/66czeWfP4Fxjw4HA+NHOaw8/6nFzmuGOn1ely7dg0dOnRw2DmJ6oLbX4YqvqGwC4sRUS2UkpIClUrl1EtpmdnZeHXmm4hp0wpzXp/q0HObzRaHng8Ajh8/DgBo3769w89N5MrEymbEYmQfFiOiWmjfvn1o164dPD3/uJiio7zz7w9htVqxaME8h69UnfT9j3Bzc0Ns29YOO+eWLVsQGBiIuLg4h52TqC7giFH1sBgR1TK5ubk4e/Ys+vTp47TX2HvgEH7evhMTn34KTUJDHXruy1dTkfjd93hoxFAEBwU55Jx6vR7bt2/HsGHDuOo1UTVJqGhG7EX2YTEiqmV2794NAE4rRuXl5Zgz79+ICG+Cp594xKHnliQJb85bAJ2XDi9MeNZh592yZQssFgtGjx7tsHMS1RXi7REjFZuRPe7KAo9EZL/t27cjJCTEafOLvvh6HdIzbuCr5Z/A3YGjL6Io4qNPl+HwseN4a+brCAoMcMh5bTYb1q1bh5iYmLuyfAGRq7HaRACAlsXILhwxIqpFcnNzsXv3bgwePNgpt6RbLFasXrsBCV07O+zWfAAoMRgw4aVX8cnylRg5dDDGPDjcYefetGkTLl++jPHjxzvsnER1SUm5FQDg78XL0PbgiBFRLZKYmAibzYYxY8Y45fzbd+1Bdm4u/jVzmsPOuXvfAcydvwA3s7Ixa9orePwfYxxW6kpLS7Fw4ULExcVhyJAhDjknUV1jMFnhqVXDTcOxEHuwGBHVEqIoYv369ejcuTMiIiKc8hqr161HaEgIenXvdsfnyszOxtvvLcQvO3Yhsmk4vl6xBPd0dOyt9CtXrkROTg4WLVrERR2JashQboWvJ3/c24v/pYhqiYMHDyI9PR0vvfSSU85/MzMLR46fxFOP/gNqdc32S8rXF2DfwUPYve8gtu3aDQCY+sJEPPXYOIfOVwKA69evY/ny5Rg4cCDi4+Mdem6iuqTEZIWfp1buGIrBYkRUS3z55ZcIDAzEoEF3vlfZn6lXLxjt28Xgmw2JGDp4EGJat/rbz8nLz8ep5BScTj6Lg0eO4ey585AkCYEBARg+5H5MGP8EQhuHODyr0WjEc889B61WizfeeMPh5yeqSwwmKwI5v8huLEZEtcC1a9ewa9cuTJo0yeGLLd7mptVi6UcLMOIfT+CfL7yCpK+/QMMG9QEAJrMZWdk5uHj5Ci5dvoKLl68i5bfzyLhZsZu9RqNGTOvWeHHis+iZcC/atmoJlco58xUkScLrr7+Oq1ev4osvvkDjxo2d8jpEdUVxmQXN6nnLHUMxWIyIaoGVK1dCq9Xi0UcfderrBAcF4bOPF+Khx55Gt/6D0TikEQoLi2AsLa06RhAENAkLRZtWLfHI2NGIi41B21Yt4OHh4dRsty1atAhbt27Fa6+9hm7d7nwuFFFdZrWJuGUwISzQeavouxoWIyKZFRQUIDExESNGjEBwcLDTX69l82isXbUcP/26HVk5uQjw90OAvz/q1wtG82ZRiI6KhJfX3f8mKkkSPvvsMyxatAijRo3Cs886boFIoroqp8QESQIi6+nkjqIYLEZEMtu8eTNMJpPTR4v+W5tWLdCmVe1ZLFEURbzzzjv44osvcP/99+Ott97iXWhEDpBdVA4AiOKlNLuxGBHJSJIkfPvtt4iNjUWrVn8/GdoVGY1GvP7669i6dSuefPJJzJgxw2nzl4jqmtvFqFl9H5mTKIfd331EUYTNZsPx48dhNpudmYmozjh9+jQuX77stAUda7uUlBQMHToUP/30E6ZPn46ZM2eyFBE5UHZxGXzcNQjw4u369rJrxGjBggUICwtDZmYmzp07h+DgYLz33nvOzkbk8hITE+Hl5VXnVnU2mUz49NNPsWzZMgQFBWHNmjXo0qWL3LGIXE5WUTlCAz15aboa7HprduLECYwdOxanTp3C559/juzsbGfnInJ5kiRh9+7d6N69O7y968b1f6vViqSkJNx3331YvHgxBg8ejB9++IGliMgJJEnC9XwjWjb0lTuKotg1YiSKIpKTkxEaGgqz2Qy9Xu/sXEQuLzU1FVlZWZg4caLcUZzObDZj8+bNWLJkCdLT09GyZUt88cUX6N69u9zRiFxWnsEEo8mGtiEsRtVhVzEaNmwY3nrrLcybNw8LFizAY4895uxcRC5v3759AODS5SAtLQ0bN25EUlISsrOz0bZtWyxduhR9+/blXCIiJ7uWV7E+WVyYv8xJlMWuYjRu3DgMHToUmZmZePnll+Hl5eXsXEQu79ChQwgPD0dYWJjcURyqoKAA27dvR1JSEo4ePQqVSoXu3bvjnXfeQc+ePTnXgeguuZZngEoA2jT2kzuKothVjH755RcsWbIENpsNgwYNgiAIdWL4n8iZUlNTXeYW/ezsbGzfvh2//PILjhw5ApvNhqZNm2Lq1KkYMWIEGjZsKHdEojrnWp4REcE6eGhrtml0XWVXMVq1ahXWr1+P8ePHY+LEiXjwwQdZjIjugNVqxY0bN9CvXz+5o9SIxWLBqVOnsGfPHuzevRsXLlwAAERGRuLZZ5/FoEGD0KZNG44OEclEkiRcyy9Fz2jnr6bvauwqRiqVCm5ubhAEAYIgwNOTe64Q3YmMjAyYzWZERUXJHcVuhYWF2LNnD3bu3Im9e/eiuLgYGo0GHTt2xGuvvYY+ffogOjpa7phEBKCg1ILiMgvahPAyWnXZVYzi4+MxZcoU5OTkYPbs2YiJiXF2LiKXdv36dQAVIyy1mdFoxK+//orvvvsOBw8ehM1mQ1BQEAYMGIDevXujW7du8PHhirpEtc31fCMAIC6Mxai67CpGU6ZMwd69e9G6dWtERUWhd+/ezs5F5NLKysoAoFauX2Sz2XDgwAFs2rQJ27ZtQ1lZGUJDQ/HMM8+gf//+iI2N5R1lRLXc9byKYtQ2lHekVZddxWjx4sVVH587dw6XLl1Cw4YNcf/990Or5TLjRNVltVoBoFZ9/dy8eRMbN27Ehg0bkJWVBT8/P4wYMQLDhg1Dx44dOV+ISEHS8kvR2N8T3u7cErW67PovdvHiRbi7uyM+Ph5nzpxBVlYW6tWrh/3792PBggXOzkjkcm7vN6jRyPtNSxRF7Nu3D1999RX27NkDAEhISMCMGTPQt29fuLu7y5qPiGrmer4RsaG8jFYTdn1XLi4uxpdffgkAGDt2LJ566iksWLAADz/8sFPDEbkqSZIAQLZLUhaLBT/++COWLl2Ky5cvIzg4GJMmTcLo0aMRGhoqSyYicoxSsxW5JSa0bsQVr2vCrmJUUlICvV6PwMBAFBQUoKSkBBaLBeXl5c7OR+SS/Pwq3skVFBSgcePGd+11jUYj1q9fj5UrVyIzMxPNmzfH+++/j8GDB8PNze2u5SAi58ksrPjZzD3SasauYvTCCy/goYcego+PD4xGI2bOnIlVq1Zh1KhRzs5H5JKCgyvWFsnLy7srr5eTk4PVq1fjm2++QVFRETp16oS5c+eiV69enEhN5GJyiiuKUVR9ncxJlMnuS2m//vor9Ho9goKCIAgCevTo4exsRC7rbhWjEydO4KuvvsLPP/8Mm82GgQMH4plnnkFcXJxTX5eI5JNbYgIANAlkMaoJu4rR+vXrMXTo0Kpv5kR0Z+rVqwcAuHXrlsPPLUkSDh48iCVLluDQoUPw8fHBY489hkceeQTh4eEOfz0iql30RjN8PTTwdONWIDVhVzEym80YPnw4IiIiqobdP/jgA6cGI3Jlnp6eaNy4MZKTkx12zvLycmzZsgWrVq3CpUuXEBQUhDfeeANjxoyBTsd3jkR1hcFkgZ9n7VkKRGnsKkZTp051dg6iOqdHjx7YsmULzGZzjSc+S5KE5ORkfPfdd/j++++h1+vRqlUr/Pvf/8aQIUN4uz1RHWQot8LPi8WopuwqRs2bN8f+/fthtVohSRJyc3PRqVMnZ2cjcmm9evXC2rVrcfz4cdx77712f54oijh9+jT27t2LLVu2IC0tDW5ubujbty8eeeQRdO7cmYsxEtVhZRYb6vnwTVFN2X1XWtOmTXHp0iW4u7tzE1kiB+jatSvc3d2xcOFCtG3bFr6+f31rbV5eHhITE7Fu3Tqkp6dDEAR06dIFEyZMwKBBg7hnGREBACQJUPHNUY3ZfZ/uv/71L0RERGDVqlUoKipyZiaiOkGn02HhwoVISUnBI488gvz8/N89b7VacerUKSxatAijR4/Gvffei3//+99o2LAh3n//fRw9ehRr1qzB6NGjWYqIqIoEFqM7Yfd+BCaTCWVlZRAEAaWlpc7MRFRnDBo0CEuWLMGkSZPQuXNnjB07Fnq9HhkZGUhLS4PRaIQgCIiNjcWECRMwdOhQREVFyR2biGoxlQCIoiR3DMWyqxiNGzcOX3zxBbp164aePXuiY8eOzs5FVGf07t0bq1atwoIFC5CYmIiwsDA0adIE99xzDzp27Ihu3brB3587ZBORfTy1ahjMVrljKJZdxWjgwIFVH993333w9vZ2WiCiuqhz58749ttvIQgCV6Imojvi5a7BrcpFHqn67CpGGzZswBdffPG7vdF27NjxP4+32WyYOXMmrl27BrVajfnz50OSJLz++usQBAHR0dGYM2cOVCoVFi9ejN27d0Oj0WDGjBmIjY1FWlqa3ccS1WYmkwk5OTnIzs5GTk4OGjRogHbt2v3pbfRqNRdjI6I7p3PT4EqZQe4YimVXMVq7di2WL19etVrv39m1axcAYN26dThy5EhVMXrppZfQuXNnzJ49Gzt27EBISAiOHj2KDRs2ICsrC5MnT0ZiYiLmz59v97FEcrNarbh+/TouX76M1NRUpKWl4fr160hLS/vTLT/c3NwQFxeHTp064YknnkBAQIAMqYnIVQV5u0FvNMNktcFdwzdc1WVXMQoICKjWDuD9+vVDr169AACZmZkIDg7G7t27q9Y+6tGjBw4cOICIiAgkJCRAEASEhITAZrNBr9fj3Llzdh8bGBhYzb8yUc2ZTCZcvnwZycnJOHnyJH777Tdcu3YNZrO56pj69eujadOm6NOnD0JCQtCoUSM0bNgQ9erVQ0ZGBo4ePYqjR4/i008/RVpaGj766CMZ/0ZE5GqCvSsWjM0pMqFJkJfMaZTnL4vRwoULAVRsCTJ+/Hi0bt26auG4KVOm/PWJNRpMmzYN27Ztw6JFi7Br166qz9XpdCgpKYHBYPjdpNLbj0uSZPexLEbkTCaTCSdOnMChQ4dw6NAhpKSkwGKxAACCgoIQExODnj17Ijo6GtHR0YiMjPzL7TdatGiBfv36AQDmzp2LdevWoaCggKNGROQwwd4Vl+rT9aUsRjXwl8UoIiICAODt7Q13d3f4+vpi4cKFeOqpp+w6+XvvvYepU6fioYcegsn0n4lgRqMRvr6+8Pb2htFo/N3jPj4+v5t8+nfHEjlabm4utm/fjm3btuHw4cMwm81Qq9WIjY3FE088gZiYGMTGxiI0NPSOVpgeO3YsvvrqK2zatMnurykior8TFlhRhs7eLERCNDd/r66/vP1lxIgRGDFiBH799Vd069YNI0aMwDfffIPt27f/5Uk3b96MZcuWAajYLFMQBLRt2xZHjhwBAOzduxfx8fHo0KED9u/fD1EUkZmZCVEUERgYiNatW9t9LJEj5OfnY9WqVRg1ahS6du2KWbNm4fr16xg3bhxWrFiBEydOYOPGjXj99dcxePBghIWF3fG2Gy1atED79u2xdu1aSBLXHCEix/D10CLY2w0pN7kYc03YNcdIo9GgWbNmAICwsLC/vZ14wIABmD59OsaNGwer1YoZM2YgKioKs2bNwsKFCxEZGYmBAwdCrVYjPj4eY8aMgSiKmD17NgBg2rRpdh9LVFNmsxl79uxBYmIidu3aBavVitatW+Pll19G//790bx5c6fvOTZ27FhMmzYNx44d4/6DROQwEUE6nMssljuGIgmSHW9Vp0yZgtDQUMTFxSE5ORkZGRn44IMP7ka+OzJy5EgkJSXJHYNqmYsXL2Ljxo3YvHkz9Ho9goKCMHz4cDz44INo0aLFXc1SVlaGrl27onfv3vjwww/v6msTkWsYOnwEpn+w4nePJZ68gcQTN5AydyB07nZvckGwc8Ro/vz5WLt2Lfbs2YOoqChMnDjR2bmIHMpkMuH777/HN998gzNnzkCr1aJfv3548MEHkZCQAK1WK0suT09PjBgxAuvWrcOsWbN4eZiIHCIiSAcJwPmsYsQ35feV6rCrGLm7u+OJJ55wchQix8vMzMQ333xTdfdXdHQ0Zs6ciaFDhyIoKEjueACAhx9+GF999RUSExPxzDPPyB2HiFxA0+CKu2NTbhaxGFUTx9fIJV25cgVLlizB999/D0mS0K9fPzz22GPo0qWL0+cNVVfz5s0RHx+PdevWYfz48dwShIjuWICXFv6eWiTf4ATs6mIxIpchSRIOHz6MFStWYPfu3fD09MTjjz+OJ554oloLlMph3LhxePnll7Ft27bf7U1IRFQTgiCgabAOKZksRtXFt6bkEi5cuIDHH38cjzzyCM6ePYuXXnoJe/bswRtvvFHrSxEA3H///WjWrBnef/99WK3cFZuI7lzTIB2u5hpRbrHJHUVRWIxI0fLy8jBjxgw88MADSElJwcyZM7Fv3z5Mnjy51swhsodGo8Err7yC1NRUbNy4Ue44ROQCIoJ1sEkSLuWUyB1FUViMSLESExPRt29fJCYm4vHHH8fOnTvx5JNP/unO9UrQv39/tG/fHosWLUJZWZnccYhI4SKCb6+Azctp1cFiRIpjMpkwffp0vPbaa2jTpg1+/vlnzJw583d76SmRIAiYNm0acnJysGjRIrnjEJHCBXu7w9tdzQnY1cRiRIqSmZmJsWPHYv369Zg4cSJWr15dtaefK7jnnnvw0EMPYcWKFTh16pTccYhIwQRBQNMgHbcGqSYWI1KMCxcuYNiwYUhNTcXSpUvxyiuvQK1Wyx3L4WbMmIEGDRpg2rRpKC8vlzsOESlY02AdLucYYLGJckdRDBYjUoRLly7h0UcfhZubG5KSktC/f3+5IzmNj48P3n33XVy9elURW+8QUe3VNEgHs03ElVyD3FEUg8WIar2SkhL885//hEajwZo1axAVFSV3JKdLSEjAo48+ipUrV2L//v1yxyEihYr4rxWwyT4sRlSrSZKE6dOn4+bNm1i8eLFLzSf6O6+//jqio6Px6quvQq/Xyx2HiBSooZ8HPLQqnLlRKHcUxWAxolptzZo1+OmnnzB16lR07EC6x4YAACAASURBVNhR7jh3lYeHBz766CMUFhZi+vTpkCRJ7khEpDAqTsCuNhYj+v/s3XVc1df/wPHXpePSISApioCtGBgY2N05dcbUudI5Y06dTuecfo3NmDkbc3Z3YGCLIioWISEdl7rce39/OPdbqHDhEup5Ph48tsGJN4x43/M5533KrMePHzN79myaNWvG8OHDSzucUuHp6cmECRM4ceIEW7ZsKe1wBEF4B7lYGfMgNgOlUry4KghxV5pQZv38888YGBjw888/a+xi1bS0dO49eMi9+w8ICX1AeGQkcnkeeXl5KBR56Orq4uLkhKuLM24uznh7euDpUalUL54dPHgwZ8+eZfbs2fj5+eHo6FhqsQiC8O5xszbiaIiCp4ky3G2kpR1OmScSI6FMunv3LidPnmTs2LFYW1sXaSy5PI9T586zZccuAi8F/fVIysbaCnc3N8xMTdHR0UFXR4es7GzuPwzj+Okz5OW9vF/I2bE87du0pF2rllTxqlziSZKWlhazZ8+mdevWzJkzhyVLlpTo/IIgvNtcrf7cgB2VKhKjAhCJkVAmLV68GFNTUwYPHlzoMdLTM1izYTPbd+8l7kU8duVsGf3JEOrUrIG3pwc2b0m45PI8oqKjuXLtBoePn2TVuk0sX7OeypUq8vXno/Bv5leiCZKDgwMjR45k0aJFXL16lbp165bY3IIgvNvKWxiiqy3hVlQKXWqV/Uu1S5tIjIQy5969e5w4cYIxY8ZgYmJSqDEuX73ON999T2zcC5o2bsjMKZNo2rghOjoF+5bX1dXB7c/HaX16dCUpOYVjJ0+zev0mRn71DbVqVGPS11/hU6tGoeIrjOHDh7N161ZmzZrF7t27NfZ4URCE95uOlhbOlkZiA3YBid+sQpmzfv16jI2NC71adODIMT4e+TkG+vrs3Pg7a5Yuwr+ZX4GTotextDCnb89uHNm9jR+nTSY6JpY+g4fzzXfTSc8omcJphoaGjBs3jrt373L69OkSmVMQhPeDq5Ux92PSxenWAhCJkVCmZGVlceTIEdq1a4epqana/Tdv28mYiVOoWb0auwPWU7N6VY3Gp6OjQ9+e3Tix7w8+HT6EvQcP07n3R9wKvqvRed6kU6dO2NnZsWHDhhKZTxCE94ObtTHpOXlEJWeVdihlnkiMhDLlxIkTZGRk0LVrV7X77j98jGk//kzzJo1Yt/xXTEyKb5OhkZEh33w5mi1rV5KnUNDn4+EsX7MOpbJ47yPS1dVlwIABBAYGEhYWVqxzCYLw/nD9swL2neei0GN+RGIklCm7d+/G3t6e+vXrq9UvPDKKKT/MpnbN6ixbOA8DA4NiivCffGrV4OCOAFq3aM68X5YydPRXpKWlF+ucffr0QU9Pj40bNxbrPIIgvD+cLIzQksDtSLHPKD8iMRLKjMTERAIDA+ncubPaG4vnL16GSqVi0ZxZ6OqW7JkCU1MTfp03m5lTv+XSlat07T+YB2GPim0+KysrOnbsyJ49e8goof1NgiC82/R0tHC0MOKO2ICdL5EYCWXGkSNHUCgUdO7cWa1+4ZFRHD52kv69e1Dewb6Yons7iURC/17d2bxmBZmZmfT8aCgHjx4vtvn69euHTCbj0KFDxTaHIAjvF3cbKXefp4oN2PkQiZFQZuzfv59KlSpRuXJltfqtWb8JHW1thnzUr5giKzifWjXYu3UjnpUr8eX4ycz7ZUmx7DuqVasWrq6u7NmzR+NjC4LwfqpoKyUtO4/wxMzSDqVME4mRUCZER0dz9epVOnbsqFbhxITEJHbuPUDXju0pZ2tTjBEWXDlbGzavWU6/Xt1ZvmY9YydNJTs7W6NzSCQSunfvTlBQEJGRkRodWxCE95O7zcsN2Dcjkks5krJNJEZCmfDqkVDHjh3V6nf89BlycnL4+KO+xRFWoenp6jJzyiQmjPmcA0eO0XvQcCKjnmt0jm7duiGRSMSqkSAIBeJoYYS+jhY3IsTJtLcRiZFQJhw+fJgqVarg6uqqVr+r129iY22FR0X34gmsCCQSCSOHDmbV4gVEPH9O136DuXA5SGPjOzg44Ovryx9//FHsZQIEQXj3aWtJqGBjzK1IkRi9jUiMhFL3/Plzbt26Rfv27dXue+X6TerWrlXiF7uqo0XTJuzZsgFbG2uGjR6j0U3ZPXr0IDIykqtXr2psTEEQ3l/uNlIexKaTmydeTL2JSIyEUnf48GEA2rVrp1a/59ExxMTG4VO7ZnGEpVGuzk5sW7eKGtWq8tWE79i0dYdGxm3Tpg1SqZSdO3dqZDxBEN5v7jZSchVK7semlXYoZZZIjIRS9+oxmouLi1r9Hj99BoB3ZY9iiErzTE1NWL9iMS38GvP97LnMXbS4yI/ADA0Nad++PYcPHyY9vXgLSwqC8O6raPvyRoCbYp/RG4nESChVUVFR3Lp1iw4dOqjdN0MmA14mHO8KAwMDli2cS79e3Vnx+wamzppT5Joiffr0ISsriwMHDmgoSkEQ3ldWxnqYGepyQ5xMeyORGAmlqrCP0QAyMl4mRibS4rsTrTjo6Ogwc8okPh32MVt37mb+4t+KNF6NGjXw8PBg+/btmglQEIT3lkQioaKNlNtiA/YbicRIKFUHDx6kWrVqODs7q9331YqR1NhY02EVO4lEwrgvR9O3Zzd+W72W3zcGFGms3r17ExwcTEhIiAajFAThfeRuK+VZYiZp2fLSDqVMEomRUGqCg4O5c+cOXbp0KVR/hUIBgESr7J5IexuJRMIP302kjX9zZv9vESdOny30WD169EAqlbJ48WINRigIwvvoVaHHO1Hi3rTXEYmRUGrWr1+PsbExPXv2LFR/czMzAFJT393TFdra2syf/QNVvT0ZO2kqDx4W7vJZU1NTPvnkE44fP86tW7c0HKUgCO8Td5uX2w+uPRP7jF5HJEZCqYiPj+fgwYP06NEDE5PCbZ62MH+ZGCWlvNvPyg0NDVjxy3yMjY0YM2kKOTk5hRpnyJAhWFlZMW/ePHFJpCAIb2Ssr4ODmQG3IkVi9DoiMRJKRUBAAHl5eQwaNKjQY5ibmwOQkvLuLweXs7VhzoypPHz0mAVLlhdqDGNjY0aPHs3ly5e5cOGChiMUBOF94m4j5c7zd/93Z3EQiZFQ4nJycti8eTNNmzbFzc2t0OM42JUDICIySlOhlapmTRrRp0dX1m7awpM/azSpq1+/fjg6OjJnzpy/9mAJgiD8m4uVMQkZuSTJcks7lDJHJEZCiTtw4ACJiYkMHTq0SOPY25XD0sKC4JB7Goqs9H39+acY6Osz79elheqvr6/P+PHjCQ0NZffu3RqOThCE94WjhSEAYXGiMOy/icRIKFEqlYq1a9fi4eFBw4YNizSWRCKhelVvgu++P4mRtZUlI4YO4tjJM1y7UbhN1B06dKBWrVrMnz9fVMMWBOG1XiVG92Le3cMrxUUkRkKJCgoKIjQ0lCFDhmjk4tdq3l48fvoMWWamBqIrG4YNHPByz9GCXwu1iVoikTBt2jSSkpIYP358ka8dEQTh/WNprIehrjb3Y8WLp3/TeGIkl8sZP348/fv3p2fPnpw8eZLw8HD69etH//79+f777//6Rb1kyRJ69uxJ3759CQ4OBlCrrfDuWbt2LRYWFnTu3Fkj49WqUQ2lUsn1m7c1Ml5ZYGhowOcjhnEz+A43bhfue7169epMmjSJ48eP8+uvv2o4QkEQ3nUSiQRHC0MeiUdp/6HxxGjfvn2Ym5sTEBDAqlWrmDlzJj/99BNjxowhICAAlUrFyZMnCQkJ4cqVK+zYsYMFCxYwY8YMALXaCu+Wa9euceLECQYNGoSBgYFGxqxXpzZ6uroEXgrSyHhlRZeO7TA2MmL7rr2FHuPjjz+mZ8+eLF68WNyjJgjCfzhaGPI4XlbaYZQ5OpoesG3btrRp0+av/9bW1iYkJIR69eoB4Ofnx4ULF3Bzc6Nx48ZIJBIcHBxQKBQkJSWp1dbS0lLT4QvFRKlUMnPmTOzs7Bg+fLjGxjU0NMCnds1ST4xiXsQzf/l6omNf4OXhThUPd7wqVcCjggva2tpqj2dsZESHtq3Yf+goUyZ8Xaj74CQSCT/88APPnj1jwoQJODs7U716dbXHEQTh/eRoYcTpB/EkZuRgJdUv7XDKDI2vGBkbGyOVSsnIyODLL79kzJgxqFSqv/aTGBsbk56eTkZGBtK//bJ/9X512grvjl27dnH37l0mTpyIkZGRRsdu7NuAB2GPiHsRr9FxC+rQyXO07juCgyfPkZmdzZbdh/jmh//RYeBo+o4aT3Z24Qo29u7WhazsbA4eOV7o2PT19Vm6dCnW1taMHDmShw8fFnosQRDeL682YD8U+4z+oVg2X8fExDBo0CC6dOlCp06d0NL6/2lkMhmmpqZIpVJkMtk/3m9iYqJWW+HdkJqays8//0zt2rXp1KmTxsdv0rA+ABcuX9H42PlRqVTM+20tTg52HA1YwZ7ff+XOqV0c27KS8aOHcP3OPXYdPlGosWtWr4qLsxPHi3CHGoC1tTWrV68GoGfPnpw4Ubh4BEF4v5Q3//NkWqw4mfZ3Gk+MEhISGDp0KOPHj//rDixvb2+Cgl4+6jh37hw+Pj7Url2bwMBAlEol0dHRKJVKLC0t1WorvBvmz59PamoqM2fO1MhJtH/z9KiElaUl5y9e0vjY+XkaEUV4VAz9urbHubw98PLxcUU3Z0YN7E1Vz0qs2bKrUCfDJBIJfg0bEHT1Ojm5RSvC5uHhwe7du6lQoQKjRo1i2bJl4toQQfjAvTqZ9kCsGP2DxhOj5cuXk5aWxrJlyxg4cCADBw5kzJgxLF68mD59+iCXy2nTpg1Vq1bFx8eHPn368MUXXzBt2jQAJk6cWOC2QtkXHBxMQEAAgwYNwtPTs1jm0NLSorFvPQIvXSnxo+mnLrxcpWrRqN5/PiaRSPhkQA+eRjznVGDh9kA19q1PVnY2N2/fKVKcAHZ2dmzdupVOnToxf/58vvrqK7Kysoo8riAI76a/Tqa9yCjtUMoUieo9ftnYvXt3du3aVdphfLBycnLo2bMnCQkJHDt2rFgff+7ef4hvvvuevVs3UtW7eBKw1xnw+SQSk1M4svn195vl5Slo1nMIzg52BCybq/b46RkZ+Pi15JPBA/nmq8+KGi7w8vHfypUrmTdvHpUrV2b+/PnFlrQKglD8OnftxrfzVxeq78pzT7gZmcytaa01HNW7SxR4FIrN3LlzuXfvHrNmzSr2PWH1fWoDcCu46Csr6tCSSMiQZSLPy3vtx3V0tKno6kRCUkqhxjeRSqletQpB128UJcx/kEgkjBw5kjVr1vDixQu6dOnC3LlzxeqRIHyAHC0MScmUk5hRuEMi7yORGAnF4sSJE6xbt46PP/4Yf3//Yp/P3q4cpiYmhD4MK/a5/u7j3l2Ijn3BoZPnX/vxrOxsgm7eoXH92oWew6dWTe7cvUd2dnahx3idpk2bcuzYMbp168aKFSto3769KJ4qCB+Yv06mxYnHaa+IxEjQuOjoaCZOnEiVKlWYMGFCicwpkUjwqlyJ+w9KNjFq3qgeFV2dWbV552s3M1++EUxOTi7NG9Yt9Bw+tWogz8vjTkhoUUJ9LQsLC+bMmcPmzZuRy+X07t2btWvXio3ZgvCBcLR4WT7lvjiZ9heRGAkaJZfLGTt2LHK5nF9++QV9/ZIrGubpUYkHYY9KdAO2lpYWwwf04N7Dx39txP67E+cuYWigT72a1Qo9R+2aL4syXrl+s9Bj5KdBgwYcOHCApk2bMmvWLIYNGyZqHgnCB8DCSBepvg53olJLO5QyQyRGgkbNnTuXa9euMWvWLNzc3Ep0bnMzM7Kys1EoSvZkWpc2zano6sy4GfP44+Bxrt66S9CNYLbtO8LWvUfo3Lo5+vp6hR7fwtycKl6eHDt1RnNBv4a5uTnLly9n2rRpXL9+nQ4dOjBlyhQSEhKKdV5BEEqPRCLBo5yU6xHJpR1KmSESI0FjAgMD+f333xk4cKDGLolVR0JiIhbmZujqavymm7fS19Nj9fwZONmXY/zM+fQZ9Q39Rk/g29mL8KjgwtSxo4o8R7eO7bh7L5SHjx5rIOI3k0gkDB48mDNnzjBw4EB27NiBv78/K1euJCdHbM4UhPdRZTtTwhMzSRAbsAGRGAkakpqaysSJE3F3d2fSpEmlEkNCYhLWVqVT+NO5vD171y1m7cJZrP9lNpuWzGHLsrn8sXoRRoZFvzC3U/u2GBjos2TlGg1Emz8LCwumTZvG4cOHqVevHj///DNt27blzJkzJTK/IAglx9v+5anhcw9L51qlskYkRoJGTJ8+nYSEBObPn4+BQdETgcKIiYvDytKqVOaGl/uNmvr60KR+bRr61KR+7eoaSYoArK0sGTZoAAePHC/yFSHqqFChAqtWrWLdunXo6OgwbNgwhg8fzpkzZ1AoFCUWhyAIxaeCjRRbE312Xo8q7VDKBJEYCUV29uxZ9u3bx+jRo6lWrfCbjIti176DBN+9R6MG/61A/b4YMWQQXpUrMeqrb5iz4Ffk8tfXTioOTZo04cCBA4wfP57bt28zbNgwGjVqxPTp07l69WqJVxwXBEFztCQSGle05vKTRGJTNVsW5F0kKl8LRZKVlUW7du3Q09Nj//79JXoK7ZUHYY/oPuBjalSryoYVS9DRKdk9RiUpOzubH+ctImDHH9SsVpXPRgylSUPfEt1XlZuby6lTp9i/fz+nT58mJyeHcuXK0aJFC+rXr0+DBg2wsbHR2HwqlYqsrCyysrLIyckhJyeHvLw8pFIppqamGBkZFcsdfILwrihK5etXYlKz+Hr7bUY3c2dC2w+7Ev77+xdEKBFLly4lMjKSLVu2lEpSJMvM5ItvvkVqbMyiObPe66QIwMDAgJlTJ+Fb34fvf5zLJ198jYW5GR3atKJT+7bUqFql2JMkPT092rZtS9u2bZHJZJw6dYpDhw6xf/9+tmzZAoC7uzve3t44OTnh7OyMk5MTpqam6OrqoqOjg66uLtnZ2aSnp//1lpiYyIsXL0hISCA+Pp7ExMS/3t628VtHR+evC6irV69O9erVqVGjhrhoWhDUYG9mSCN3K9YEPmWgrwv2ZoalHVKpEStGQqHFxcXRvHlz2rZty4IFC0p8/pjYOCbP+JHAS0FsWLkU33o+JR5DaZLL8zh/8RJ7Dx7h+Omz5OTkYGhgQLUqXri5uuDi5ISbqzMVXF1wciyPvl7hSwYURF5eHvfu3SMoKIigoCAeP37M8+fP1dqLpK2tjbW19V9vlpaWWFlZYWlpiaGhIfr6+hgYGKClpYVMJiMtLY20tDTi4uK4e/cujx69rGOlpaVFo0aNaNeuHS1btsTKqvT2nglCcdPEihFAfHo243bcpmN1Bxb2qamByN5NIjESCm3OnDmsWbOGEydO4OLiUmLzZshkrFy7gTUbNqNUKJk8fgwD+/YusfnLogyZjLOBF7l28zZ3Qu4RHhFFUvL/1yXR0tLCybE8VTwrU9XbkypenlT19sTczKxY45LL5cTExBAZGYlMJkMul5OXl4dcLkdfXx8TExNMTEyQSqV/JUBaWoXf+iiTyQgJCeHcuXMcPHiQiIgItLS0aNiwIV988QU+Ph9W8ix8GDSVGAEEBIWzPziGjcPq0aSS5h6Jv0tEYiQUSnp6Oo0bN8bPz4/FixeXyJxyeR479+5j0dIVJCQm0bFta8Z/9RmO5R1KZP53TXp6Bk/Dw3kaHsHTZxGEPX5CSOh9Ip9HAy9rFnl7Vqaxbz0aNaiPT60apfI4tLioVCru37/PkSNH2LZtG/Hx8fj7+zNu3DgqV65c2uEJgsZoMjHKliuYtvcu6Tl5HPii8V9XhnxIRGIkFMrKlSv5+eef2b17N9WrVy/WuRQKBfsOHeXX5auIiIyiTq0aTB43hprVqxbrvO+r1LQ0QkIfcP3WbS5cusLN4GDy8hQYGxnRsrkfHdu2pnHDBujp6pZ2qBqTmZnJ+vXrWbFiBRkZGXTv3p2pU6diYmJS2qEJQpFpMjECiEnJYsreu1SwNmbnpw0x0NXW2NjvApEYCWrLy8ujadOmuLq6snnz5mKbR5aZyc49+9m0dQdPnoXj7enBmNEjadG0SZk7hZSUksqjpxFkZmVjamKMqVSKqYkxVhbmaGuX7V8qssxMrly7wfHTZzly/BSpaWmYmZrS3K8xLZo2xq+hLyYm0tIOUyNSUlJYvnw5v//+O/b29ixatIhatWqVdliCUCSaTowAroUnMf/YQ9pVtePXfrXQ1f5wqvuIxEhQ2+XLlxkwYABLliyhXbt2Gh8/KTmFDQHb2LBlO6lpaVSr4sWooR/T2r9ZkfafaIpKpSLkwSOOnL7AjTv3CHsaTmLy6y9gNDWR4lunBo3q1qJh3Zq4OZUvc0nd3+XK5Vy4fIUDh49xNvACySmp6OhoU7d2LVo0bUKLpk1wdXYq7TCL7MaNG4wdO5bY2Fi+/vprPvnkkzLxvSUIhVEciRHA4TsxbLgcTivvcizpXwt9nbL9Ik9TRGIkqG3WrFls3ryZa9euYWxsrLFx0zMyWLx8NQHb/yArO5tWLZoxcsggatUonaKR/xYa9oS9R05x+HQgkdGxaGtrUc3TA48KLlR0c8ajggtSYyPSMzJJy8ggJTWduw/CuHD1FtGxLwBwcXSgvX8T2rdogreHe5lOkhQKBTeD73L63HlOnjlP2OMnAFRwdaFF0yY0bdyQ2jWqlVql86JKS0tj8uTJHD58mGbNmvHLL78glb4fK2PCh6W4EiOA4/di+f3CM5p52LB8YJ0P4rGaSIwEtahUKpo1a4aHhwerVq3S2Linz19g6syfiI17QdeO7Rk5dBCV3CtobPzCysrO5uCJcwTsPsStkPvoaGvTqG4t2rZoTCs/XyzN8z/VpVKpCI+K4XzQdY6dvcjlG7dRKJS4ONrTtEFd6teuTr1aVbGyMFcrNpVKRbosk/iEJOISEklMTkEmyyIzO5vMzCxycnPR09PFQF8ffX09TI2NcXSww7m8HTZWlmonZZFRzzl1LpBTZ88TdPU68rw89PT0qF2jOr71fahdozpelSthYa7e51GaVCoVAQEBzJgxA09PT37//Xesra1LOyxBUEtxJkYAp+/Hser8U+q6WfLbgNpYSd+fQxqvIxIjQS3379+nQ4cO/PTTT/TuXfQj8ukZGfww53/s2neQSu5uzJ4+hdo1inczd36SU9M4H3Sds5eucTIwiLT0DNxdnOjXrT3d2vljYWZapPGTUlI5fvYiR05f4MqtO2RlvyxeWMHFkXI21phKjTE1McbE2BgVL4+8y+V55OTmkpqeQXJKGonJKcQnJpP9lsKHWlpab7yqw0BfHzfn8lT1rEg1Tw+qeVXCs6JbgWsdZchkXL1+k0tXrnLpyjXu3X/418fsytniUdEdRwcHbKytsLayxNraChOpFCNDQwwM9DEyNERbRxstiRYSiQQtrf8maTo6Oujo6KCnq4uurm6xPuo6ffo0n3/+Oba2tmzYsAEnp3f/caHw4SjuxAjg0uMEfjv7GGupPisH+lDNsXhLfZQmkRgJatm4cSPTp0/n/PnzODgU7Zh8QmIi/YeO4ml4BJ8O/5jPRgwr9iKEb/IkIoqjZy5w6nwQN0Puo1QqsTAzpVnDuvTp3Ja6NasWy2OvXLmcu/fDCLp5h1t375OUkkp6hoy0dBkZskyQ8GdioIOujg7mpiZYmJtiaW6GjZUltlaW2FhbYmttibWlOVJjI4wNDTE0NEBXRwd5Xh7ZOTlkZ+eSnpFBxPNYIqJjiHweS9jTcO6EhpGcmgaAvr4e9WtVw6+BD3716+Du6lTgzzk5JYWQ0AeEPnhI6IOHPHr8lJi4F/+opVRUFuZmWFtZYmVphV05G6p4eVK9ahWqeFbGUAOX9d66dYuhQ4diaGjIpk2bcHNz00DUglD8SiIxAngan8HCk2GkZcn5qXs1utd2LPY5S4NIjAS1jBs3jvPnzxMUFFSkRCE1LY0Bw0bxLDySVUsWlkrV6gePn3Ho5DmOnrnAwyfhAFT1rETzRvVo5utDdS+PMn+irKhUKhXRsS8IDg3j6q07nAu6zpPwlzdsO9qXo02zRrRp1oja1bwKtWIjl+eRmJREfGIiGRkysrOzycrOJjMrC6VCiVKpRKlSoVIq//H9pFKpyFMo/lwtk5Odk0NSUgoJSYkkJCYRHRNLbNzLfVva2tp4e3rQpUM7unVqX6SilaGhoQwaNAhtbW0CAgKoUKH0H+cKQn5KKjECSM2Ss+RUGHej0xhQ35nvOnhhpPd+XcUkEiNBLc2bN6dy5cosX7680GNkZmYxaORn3A0JZdWShTRp2ECDEb5dZHQs+4+fYd+xMzx8/AwtLS3q1axK66YNadW0IeXtbEsslrLqeUwc54Kuc+L8ZS5cuUmuXI6ttSWtmzakbfPG1KtZDZ0ycDolPiGB23dCuH33HucvXuJOSCh6enq08W9O/17dqedTu1DjhoWFMWDAALS0tERyJLwTSjIxAshTKtl+LZIDt2NwsTJifu+a1HGxKLH5i5tIjIQCS0hIoH79+kyaNIlPPvmkUGOoVCpGfjmO0+cvsHjeT7Rt1ULDUf7X89gXHDkdyJFTgVy/cw+AOtW86dSmGe1b+GFt+e5sFn4blUpFUmo6cQlJxCUmk5icRp5CgUKpRKFQoq2thY2FGbZWFthaWWBjaYZuPpfupstknAq8wpHTgZy9dI3snBwszc1o5edLSz9ffOvUwEgDj7E0IfTBQ7b9sYc9Bw+Tnp5By+ZN+XHat1gX4p60vydHW7duxdXVVfMBC4KGlHRi9EpoTCrLzz4hISOHT5u585W/B3o6737ZC5EYCQUWGBjI4MGD2bRpE76+voUa44+9B5gwdQZTxo9lyMD+Go7w/8UnJv+5MnSa4HsvNwZ7VapAh5Z+dG7VDEcHu2Kbu7hl5+TyJDKaRxHRPA5/xRrrgAAAIABJREFUzuM///1ZVCy5cnmBx9HT1cHL3YUanu7U9KyIT7XKONq9+W6kzKxszl66xpEzgZwOvEJGZiZ6urr41KiCX4M6+PrUxLOiW77JVnHLyspmw5ZtLFq2EqmxMXNmTMG/mZ/a44SFhdGvXz+MjY3Zvn075cqVK4ZoBaHoSisxAsjMzSMgKIKT91/gZW/Kwj418LQr2gGV0iYSI6HA1q1bx8yZMwkKCirUkebMzCyatuuCm6szW9eu1Pgpo5ycXI6evcDuQycJvHoDhUJJ1coVae/vR9vmjXF10tydaiqViudxCYRHx/EiMZkXiSnEJSYjy8xGoVAgVyhQKBRoa2tjbKiPoYEBRgb6SI0MMZUavTx5JjXC0EAffT1d9PX00NfTJS8vj+wcOVk5OWRl5/IiMZnYhCSiXyQS/SKBJ5HRRMUm8OrHVktLgpO9LRWdy+PmaI+DrRXlrC2xs7bA2sIMHR1ttLW00NbWJi9PQXzSyzjjk1J4GhVD8IMn3HnwhMw/T8Z5uDnRqmEdWjasQzUPtzf+P8rJzeXa7RDOXb7G2cvXefj4GQCGBvpU9/KgdnVvqlSuiIebCy5ODqWSLD0Ie8S4ydMIfRBG/149mDppnNrXnAQHB/PRRx/h4ODApk2bxFF+oUwqzcTolZsRyaw6/4SMnDzGta7MJ00qoP2a06bvApEYCQU2ZcoUDh8+zLVr1wq18XrNhs3M/t8itm9YTZ2aNTQW15PwSLbsOcwfB4+TkpaOg50tXdo0p1tbfyq6OWtkjriEZC7fvset0EeEPg4n9HEE6bLMf7QxNjTAxNjoZTKirYXOn8lIZnYOWdk5ZGZno1QW7sfN0swEOxtLKjja4+5SnorO5XF3dsDN0a7IJ/nyFArCnj3n4s27nLh4nat37qNUqnCwtaZry0Z0a9UYd+fybx0j9kUCV2/f5eadUG7cDeXeg8fkKRQA6OroUMHFETdnR5wd7HAqb49zeTsc7e1wsLMp1pOIObm5LFj8G6vXb6Kxb32WLvgZqZpFSS9fvszw4cNxdHQUyZFQJpWFxAggLUvOuovPuPQkER8XC+b3roGLleaKAJcUkRgJBda3b1+USiXbt29Xu2+uXE6T1h3xqOjOxlXLNBLPlZt3WLJ2C4FXbqCjrU3rZg3p17U9vnVqFHk1Kl2WyflrwQRev0PQ7fs8jYoBwMhAH88KznhVdMGrggsVnOz/3LNjjtTI8K1jqlQqMrNzSMuQkZaRSVqGjOycXHJy5X++5aKjo4Ohvh4Gf77ZWJpjZ22JgX7JlTFITk3ndNBN9p++xPlrwSiVKmp5VaR/p5Z0bN6gQIlMdnYOj55FEPY0nAePwwl7Gk54VDRR0XH/edxna22Jq1N5Kru74lWxAl6VKuDh7oKhBitq79i9j+9+mE0Vr8psWv0bxkbq3Rh++fJlhg0bhpOTE9u2bcOsCCffBEHTykpiBC9/z116nMjai09RquC7Dl70r+dcpqv8/5tIjIQCq1evHv7+/vz0009q9z134RJDPv2SFb/8j5bNmxYpjqu37rJo9SYuXbuFtaUFg3t1pnfnNthYWRZp3Jj4RI6cu8LJyze4GnwfeZ4CU6kRPlUr06CmNw1qeOPl7oJ2GbxMUaFQEh4bT0RsAuExCUTEJhCbmEL2q6RLngdAOUsz7KzMsbc2x9nOmrre7pibvPkV3YvEZPadvMi2w6d5HBGNhamUXm2b0b+TP84O6u+5USqVxCUkEhEVw/PYFzyPjSMyOo4n4ZE8ePwMWWYW8LI4Zc0qlWlSvw5NG/hQzatSkUsnHD99ltFjJ9CscUOW//I/tce7ePEiw4YNo0aNGqxfvx59/fe7+q/w7ihLidEriRk5rA58wq3IVJp62DC3Z3XKmZaNgxr5EYmRUCBpaWnUqlWLiRMnMmLECLX7T57xIwcOH+Pq2WOF/oMSHhXNtHlLOB90A2tLC0YO7MWAbh0wMCj8H6iMzCyOnr/K7hPnuXTzHiqViorO5WnhWxt/31rU9vYoc4lQemYWD8NjCH36nNBnUYQ8ieLBs2iyc/9/JcZQXw8HGwsM9fXQ19VFT1cHpUrJi+Q0YuKT/2orkUjwci2Pb/VKNKnpRaOaldF5TcKgUqm4dOsem/Ye5/iFayhVKvx8qtOnQ3P8fWtrZA+RUqkkMjqW0LAn3L3/iMCrN7gTGoZKpcLCzJSeHVsxqFeXIpVU2LR1B9/Pnsug/n34ftI3avffv38/Y8aMoWXLlixevBi9UipIKgh/VxYTIwClSsWp0BdsCgrHQFebWV2r0qmG5vZ6FheRGAkFEhwcTLdu3Vi+fDmtWrVSq69CoaBBi3b41vfh17mz1Z5bpVKxde9hfvxlJdra2nwxpD8DenQo0qOWOw+fsGnvCQ6cuURWdg7O9rZ0bdWYzi0aUcHJvtDjvo5KpXp5ZF6pREuihY621huXlfMUCjIys0mXZZEmyyI6IZmouESiXiQRHhvPw/AYIuMS/2pvamyIdwVHvN0c8XR1wNXBFhc7a2wsTN84h0qlIk2WxcOIGC4FP+TynTCu339CrjwPW0tTujevT0//Brg7vn5FKDY+iS0HT7Hj8BliE5KwMjelR5um9GzjR0WXt+9FUldSSioXrt7kyOlAjp29CEC75k0Y1q87NapULtSYP85byO8bA/hp+hR6d++idv8NGzYwY8YMmjdvztKlS8XKkVDqympi9EpMShYrzj3hQVw6Havb82PXapgZqXcQoiSJxEgokD179jBu3DiOHDlCpUqV1Op79fpN+g4ZweL//UT71i3V6puTk8vXM+Zy+FQgDX1qMnfqOBzKvflI+duoVCpOB93it4C9XA95iKGBPp1bNKRHGz/qVPFQ+xm4SqUiISWdhxExPAyP5kFEDDHxySSlZZCUlkFKuoysHDmv+xF7eVJM6z/VnnP/fOT1b4b6ejiVs6KSsz2erg54upbH07U85W0sNPLsPidXzpnr99hx8hJnrt1DoVTSsLoH3w7pRlX3198blqdQcO5qMNsOnuLU5ZsolEq83F0Y1KU1XVo20vi+qOcxcazfsY+tew+TIcvk495dmDp2lNqfv0KhYOjor7hy7Qa7t6zH00O972eAgIAApk6dSosWLVi+fPl7XyFdKNvKemIEoFCqOBAczY7rUZQz1Wdxv1rUcSna9ofiIhIjoUB++uknNmzYQHBwMLpqHnn+9bdV/Lp8FTcDT2FiIi1wv5zcXIZ+PY1L124x6fNhDO/fo9Cbqq8E3+fnlQHcDH2Eg601w3q2o0cbP0yl6p2YSEmXceH2A87fus/5m6FEx///XWAWJsY42VljZSbFwsQYC1NjDPX10daSoKWlhbaWFipU5OUpyFMqyctT/Gd8IwN9TIwMkBoZYGJkiL2NBY62lliaSkts82J8chp/nApi9Z6TJKXJ6N68Ht8M7ISd1ZsLYcYnpXD4XBDbDp0h9HE4FqZSerZtSu92zfI90aauDFkm85evY/2OfQzu1ZlpX3+q9tcmOSWF1l16UcHVla3rVhbqa/vq3sARI0YwceJEtfsLgqa8C4nRK49fZLD0zCNepOcwtmUlPm1Wscwd63+/LjgRis29e/eoVKmS2kkRwNUbN/GqXEmtpAhgxvzfuHTtFvOmjqNHB/Ue373yKPw5c1dv5cTF65SzsmD218Pp0cZPrT0x6ZlZHL5wi12ng7gS8hiVSoWJsSGNqnswrHMLKrs64OFsj7W5SamdvFAolUS+SCYiLpmIuCQiXiQTl5RObt7/V77W1dHG1c4S9/I2uDtYU8nRBhOj/z6OtLEwZVSPVvRv25jfdh7j972nORh4g1E9WjGye8vXrgTZWJozqGsbBnZpTdDtUNbtPsrvOw+zavtB6lTxoFe7ZnRo1gBjDVTJlhobMe3rT9HR0WHNll1oaWsz5asRan3tLczNGf/V53w7fRZ7Dx6ma8f2ascxcOBAwsLCWLlyJRUrVqRHjx5qjyEIHxp3WymzulZl7YVn/O/YQy48SuSXfjWxNSk7G7PFipGQL5VKhY+PD61bt1b7RJpcnketRs3p2a0z078dX+B+W/Yc4rs5vzJ6cF+++fRjNSN+ual64bqdrN99BCNDA0b26cTQHu0wLOBGbZVKxeU7YWw9doGjl4PJyZXjVt6Wzk3q4Ffbi+qVXF67SbkkJKXJeBgVz8PIOELD4wgNj+Vh1Auycv5/87Werg72lqbo6+qgra2FtpaEHHke4bFJ5P65UqWjrYVf9Yp0alSNVj6VMX7D1yYyNoGfN+zjYOANnMpZ8f2InvjXrZZvnPFJKew+fp7th8/wJDIGY0MDOjRrQJ/2zanpVbHISaRKpWLmohWs27aH4f178O0Xw9UaU6lU0uOjIcTExnF8305MpOol7gByuZyhQ4dy+fJlFixYQKdOndQeQxCK6l1aMXpFpVJxLiyBtReeYmGsx+pBPlQtXzbKYIgVIyFf0dHRpKSk4O3trXbf0AcPyMrOxqdWwQs6hoY9Yfr/ltG0gQ9jRwxUe84bIQ/5YuavxCYk069jC74e0gtLs4KVqFepVJy7Gcq8DfsIeRKFuYkRvVv60r1FPWpUcin2FSF5noJUWRapsmxSM7KITkglMj6ZqPgUwuOSeBDxgoTUjL/am0sN8XKxo2+LOlR2ssXV3gqXcpbYmktf+9gxT6EgKj6FR88TuBL6jIOXQjh18yEGeroMaOXDuN4tMPzXipCTnTVLJgxlQNvGTFuxneEzV9C1WV3mfNEf/besINpYmjOiTyc+6d2RG/fC2H7oDPtPX2L74TNUq1yB2WOHU6WSa6G/VhKJhKljRqJQKFgd8AfeHu50bVvwu/e0tLSYMXkC3QcMYcWa9Xzz1Wdqx6Crq8uKFSsYNmwY48aNw9LSkkaNGqk9jiB8aCQSCU09bHC2NGLh8Yf0XH6Rhb1r0q6aZg+/FCo2sWIk5Gfnzp1MnDiRAwcO4OXlpVbfV9WuL544RDnb/DdNq1QqPvriW0IfPubkjjVYFDChedV3495j/PjbJuxtrFg4+TNqeRd8Y+29p1H8uGYXF4Mf4lTOis97t6VLUx/09dR/fBifks69Z7E8T0ghIVVGfEoGCakyMrJyyM6V//mWR478z7c///3vR+7/zsLECCcbczycbKnsXI5KjrZ4ONpgZ/nm02cFoVQquf4wkm2nbvDHuVtULG/DL1/0wNv19b+c5HkKlu04yqIth/Dxdue3ScOxNjcp8HwZmVnsP3WRXzb8QXJqOmM+7sWI3h2LVBJBqVTSbsAoDA0N2PP7r2r3HzVmPDduBXPh+EF0dQv3WlEmk9GtWzdkMhmHDx/G1PTdvitKeLe8iytGf5eSmcuiE2E8iEtnbEsPvvQv+opyUYgVIyFfgYGBWFtbU7my+sejr928hbNj+QIlRQCnLlzh0rVbfP/1p2olRQqFkulL1rF53wlaNKjF/EmfYlbAPU2Z2Tks2nKI3/eexkxqxPcjetK/TWP01Pgj+fh5PEevhnLtQQQhz2J5kZz+j49bmBhhbWaMiaEBBno6mBoZoK+ng4GeLvq6Oujr6aCno42JkQFmxgaYGhtibmyIvbUp5a3NkRoWz5FwLS0t6nq6UNfTha5NqjNu2W66freK8f38Gdbe9z+rTro62nzVrz3uTnZ8s2gjXcbNZdV3I/Gu4Fig+aRGhvTr6E87v/p8t3A181Zv5UzQLeZP+vStF9jm9zn069qeHxYu597Dx3h7uKvVv3e3zhw/dYZT587Txr95oWIwNjZm3rx59OrVi1mzZjF37txCjSMIHyJzIz0mt/di7YWnLDzxkJSsXKZ19C615EisGAlvpVQqqV+/Pn5+fsyfP1+tviqVinrN2tC0cUP+9+P0fNsrFAra9h+FUqXkSMCKAm+QzsrOYcyPSzh+8Toj+nRiwvA+BT69dvpaCFOXb+P5iyT6tm7IxMFd3loJ+u8eRr5g74Vgjl29z6Pn8QB4ONpSxc2eKq52VHFzwNXOEitTY3R13o3j3MnpmUxauZdjV+/jV6Mii7/sianx6686ufMoghE/riQ1I5P5YwfSrmEtteZSqVTsPn6e6YvXgwQWfvsZ/r61CxV3Smo6DTr1p3enNvww/nO1+ubl5eHXtjPenpVZvWRhoeZ/ZcGCBSxdupRly5bRpk2bIo0lCAX1rq8YvaJSqdgUFMGhOzEMbODCjM5V0CqFE2tixUh4q5CQEJKSkmjcuLHafZ88CycpOZm6tWsWqP3JwCAeh0eyeNbkAidFObm5DJ08lyvB95n+xWAGdS3YH6M8hYLvV2wn4MgFKjnZsX3OWOp6F2yl4Ul0AnMCjnP82n20tbSo7+XCwNZ1aV3XCzvL0nuEkp2bR1JGFsnpWSTLssnMkVPO3BgHSxOsTY0K9OrLwsSI5V/3ZcvJa0xfe5h+M9fxxw/DMXjN48RqFZ3Zt2ACI2evZPScNcz5vD99WjcscLwSiYTurf2oW82Tz374hVHTFrBh7rf41qqi1ucNYG5mQvsWTdhz5BTTxn6KjhqJqI6ODt07d2TF7+tJSEzE2spK7flf+fzzzzl37hzffPMNVatWpXx5zZYqEIT3mUQi4aP6zuhoSdh4OZw8pYofu1Yt8eRIJEbCW+3ZswddXV2aNWumdt9zgS8rFTdqUK9A7QN2H8Te1po2zQq2eVWlUjFh3kqCboey4NvRdG1ZsORNlpXD53PXcOb6PUZ0a8m4jzoW6LFZSkYmv/5xlo3HrmCgp8vYXs0Z0KouVqYlc3u0SqUiPjWTyIRUIhPSiIxPIyI+hWcvUgl/kUJ8auYb++rpaFPBzoKBzavTvaEXBnpv/nwlEgn9W9alnIUpw+cF8OPGo8wc1vG1bW0sTNny41d88uMKvlu2lXJWZjSro15i42RvS8D8KXQYMYkZS9ZzYOVPhTrxV7uaN3uOnCIpJQVba/WSm8a+9flt9VruP3xEY9/CJ0Z6enosW7YMf39/lixZUqh7BQXhQyaRSOhb1wltLQlbrkRgaazL+DaeJRqDSIyEN8rOzmbXrl20adMGCwsLtfufPn+BSu5uOJbP/26cyOhYzgfd4MthAwr8an/V9gPsP3WRcUN7Fzgpik9OY+gPv73caD26L/3bFqzf2VthTFixl4SUDPq0qM3YXi2wMVf/ePffqVQq0rNySUrPIjkji6SMLFIyskmRZZP85z8T0jJ5kSIj/s9/5v6rKGQ5c2NcbM1pXs0VJxszrEyMsDQxwNzYEEN9HeJSZEQnphOdlM7l+5F8t/EUC/ZcYrB/TQY2r4659M21Q/zrVOaTjg1ZdeAijau506be6zfe6+vpsmzicPpOXsRnP68h4MevqFHJRa2vhdTIkMmjPuLT7xcSsP9EgVf+/s7S4uVR38TkVLUTI3e3l/E+fvqMxr711Z777xwcHOjfvz8bN25kxIgRuLm5FWk8QfjQSCQSetVxJC1LztLTj6loK6VbrYLtY9QEkRgJb3Tw4EHS0tLo16+f2n1lmZlcuXaDwQP6Fqj99n1HXv4wdCrYH8QrwaHMW72Ndn71GN2/YPddPY6KY/D0pSSnZbB6yiia++S/spGZnctPAcfYdOwqHo62/D5hAFXc1DtOmqdQ8iAqgRuPY3gUk0xk/J8rPgmp5Mj/W/0aQEsiwdzYABszI6zNjPCxdcDGzIjyVqY4WZviZGOKo5UphvoFPzGnUqkIevCclUeus2DPJVYfu8HST9vT2Nv5jX2+6evP5XvPmLhiL1Ur2FPe+vXVr6VGBqz9fjTdx89n2A+/8cfccbjYq7eZunUjHxrWrsLCdTvp1LwhFmYFP+0GYGX+MjFKSklVqx+AtZUVJiZSnjx9pnbf1xk1ahTbtm1j8eLFLFiwQCNjCsKHRCKR8HFDV2JSs5m48w4uVsbUdlb/BXphiMRIeKMtW7ZQoUIF6tdX/xV04KUg5Hl5NPfLf0VGoVCw48AxmvnWLdA9aGkZmXw5azFO9rbM+aZgFY+jXiTRd/IiVCrYOnsM1Sq+ORl45XlCCkPmbCIsKp5hHXwZ38e/wEf35XkKDl9/xOHrj7hwL4L0rFwApAZ6ONuY4W5vQdNqLpQzl2JpYoil1AALqSGWJoaYGxsgNdDT+HN1iURCA09HGng6EhoZz9hVR/l44R42fN2Nhl6vvw9NT0eHX7/sScdJy5m8aj/rv31zXSkbC1PWTR9Nr4kLGPrDcg79MkmtUgcSiYRpnw2mwyeTWLF1P5NG9lfr8zP/8xRjckqaWv1ezV3BxYWn4RFq930dGxsbBg4cyKpVq/jqq69wcVFvBU0QhJdFaMe0rMS0vSGM2nid42Oblsjls4UvHpKP27dvM3Dgy1+i4eHh9OvXj/79+/P999+jVCoBWLJkCT179qRv374EBwer3VYoPrdv3+bmzZsMGDCgUEcmDxw5hqWFRYEKO168dpsXCUl071CwC2YXb9xFfFIqCyd/homxUb7tZVk5fDJrBTnyPLbO/qpASVF4bBK9p/9ObFI6GyYPYsrAtgX6I5+Rlcvqozdo9u06vlp5hFtPYulQ14NfRrTl/M9DCF4yioPT+7P8s45M6ePHJ21q06OhF82ru1Gzgh3ONmaYGukX+2ZDLycbdnzbC2cbMyauO4EsO/eNbV3trPi8e1PO3X7EnSfRbx3X3bEci775mCfP41j+x3G14/JwdaSxTzWOX7yudt/U9JeFL00LeKrw33R0dV574W9h9enTB5VKRWBgoMbGFIQPjYmBLl/6VyJRlsv3+0NKZM5iSYxWrVrFlClTyMnJAV5eQDpmzBgCAgJQqVScPHmSkJAQrly5wo4dO1iwYAEzZsxQu61QfNatW4dUKqVnz55q982QyTh55jwd2rREpwCny/YdO43U2Aj/RvmvTD0Kf8763Ufp3a4ZNTzzP0WmVCoZt3ADDyOiWTx+CBWd7PLt8yQ6gb4/rCUzO5ctUz+mSfX858mR5/HL3ss0HL+GH7efx8nGjDVfdubC3KH8NNifzvUr42hdtGKMmmZiqM/cIa14npjGz39ceGvb/i19MDHUZ+X+t7cD8KvlRWe/OizdcZTQp8/VjsvPpzpPo2KIio1Xq190TBwA5e3KqT0nQGZmJkZG+SfaBeXi4oK9vT2XLl3S2JiC8CFyszama00H9tx8ztGQ2GKfr1gSI2dnZxYvXvzXf4eEhFCv3suTSX5+fly8eJHr16/TuHFjJBIJDg4OKBQKkpKS1GorFI/Y2FgOHTpEr169kBbi/qgTp8+Sk5NDx3b57xfKzs7h6OkLtG3eGP3XXE76dyqVipnLNmBooM+4ob0LFMvCgEMcvXybyUO60bR2/leaPHoeT98f1iLPU7Bl2pAC7Se6/iiajjO2sGhfEI28nNgzpQ9bJ/SkRQ23UqnBoQ6fSg4MaVmTjaeCufwg6o3tTI0M6N/Sh0OXQ4iIy/9nb/qIXphJjfhm0Ubkea/fR/UmTXyqA3Dh+l21+j2PfQGAQyELRcoyszDSwCW3r0gkEnx9fbl8+fJfK9+CIBRO11rlcbM2ZvKuO6Rnv/6GAE0plsSoTZs2/1gpUKlUf71SNjY2Jj09nYyMjH/80X31fnXaCsVj8+bNKBQKBg0aVKj+ew8ewcHejto18r9o9PTFq2RkZtK5dbN82164cZfz1+4wZnAPrC3yv2zw9LUQlmw/Qi//BgztnH9F44i4JPr9sA6ALdM+xtP57SsPeQol/9t1kV5zdpCZI2fdmC789llHarjlvypVlnzTrSEutmZM2XjqrY+ShrRrgLaWFuuOBOU7poWplB9H9+Xe0yjW7D2lVjzuzg5Ymplw/d5DtfpFxcRhZWGGoUHhkpuMDJlGV4wAfH19SU5OJiwsTKPjCsKHRkdLi2GN3UiU5bL09KNinavY9hj9Y5K/VSGWyWSYmpoilUqRyWT/eL+JiYlabQXNy8rKIiAgAH9/f5yd89+L82/RMbGcv3iZ7p07FKj69KGT57CyMMe3Tv57kdbsPISNpTn9O+W/F0mWlcOUZVvxcLZn5ug++T7CSs/MZvi8gJcrRVM/ppKj7dvHz85l6C97WXrwKr0aeXP0h49oWs0137jeRKlUEZMs4350MjeexhP4IIbjdyI5fe85l8JiuRWewMOYFFIz37wXqLAM9XUZ1c6HxzHJPHie+MZ25SxN8a9TmQOX7qIowApI6wY1aFrbm1W7TyLLyilwPBKJBHfn8oQ/jytwH4CQh4/xcC/c0fi0tHSSkpNxdtRsQcZXdws+fvxYo+MKwofI3UZKk0rW/B74jMikN9dtK6oSOZXm7e1NUFAQ9evX59y5czRo0ABnZ2fmzZvHsGHDiI2NRalUYmlpqVZbQfN2795NSkoKw4cPL1T/Hbv3AdCra+d822ZlZ3PqQhBd2/mjnU9Bv8cRzzl75TZjBvcs0CboBZsPEJOYws4JY996AzyAQqlkzJI/eBKdyIbJA3Ev//ZHMUnpWQz5ZS8h4S/4abA/ff2q5hvPv+e79SyBs/djeBCdzLP4dJ4lpL/x6P6/mRrq4WQlxdXaBF8PO1pUKY+DRdGKTPrXeJlQnLj1BE9H6ze269iwKkeu3ONKaDi+VfJPQr7s25YeExaw+ch5RnQr2OZ6gPLlrLkSfL/A7XNyc3nw6ClD+3UvcJ+/e/joZeLiUVG9e9by4+T08rTfs2fPNDquIHyo+vg4EfQ0iblH77O4X+GuEMpPiSRGEydOZOrUqSxYsIAKFSrQpk0btLW18fHxoU+fPiiVSqZNm6Z2W0GzlEola9eupWrVqvj4+KjdP1cuZ+sfu2nsW79ARR1PX7xKVnYOHfz98m27bvdR9HR16N/JP9+2t8PCWXfgDAPaNaa2Z4V82y/YdopTNx4yY0h7GlZ9e/vniWkMXriHqIQ0fvusI61q5j8+gFyh5MjtCI4GR3D+fgypmbloSSS42ZrgZmNKE097XKxNsJIaYKivg7G+Doa6OsgVSrLmChMJAAAgAElEQVTlCnLkCjJy5MQky4hMzCAyKYNbEQkcvBUOgFd5C1pVdWRgk8rYmL7+brO3sTEzpoZbOU7cesLnHd9cqbxFrUoY6eux/+KdAiVGtT0r0LimJyt3nWRgez8M89lH9oqjnTX7TyWRp1AUqAr2/UdPkeflUc2rUoHG/7fiSoykUikODg48ePBAo+MKwofKSqpPG+9yHAyOYWzLDCrYFK3Q7usUW2Lk6OjI9u3bAXBzc2PTpk3/afPFF1/wxRdf/ON96rQVNOvcuXM8efKEBQsWFOr01MEjx3kRn8CcGVML1P7wyfNYWZhRr+bb9yKlyzLZdew8nVo0zHdvkVKpZOpvW7ExN2X8wPxXrQ4H3WPZ3vP0b+nDwNZvv7rkWVwKA/73B+lZuawf2436lfN/7JIjV7DzymOWHb/L8yQZ1iYGtKrmRDMvB5p42mNmpJ/vGG+iUql4/CKNk3ejOHk3iiXH7rLu3AM2fdaS6s7qX2vRsmYF5v8fe+cdHmWZ9f/PpMwkmZn03nsldELvHRQUBRGxoWtv67q6vuprX/XdtRfERQUFGyIKIr2GXkIJISQhvSeTMn0mk5nn98cERM2UBND1x3yua65JyHnuPBkmeb7Pfc75njX7Uah0BPt2X2vjLREzeXAaGw6e5oVFM50SLQ/Nn868f7zJqq37uWXmWKfOJSo0BLPFQqOilSgnvK3yC601PH3TeyeMikrOIpNKiYy49PVhGRkZnDnj/O6XCxcu7DMjO4JNBY28v+Msr89zbhZnT/hdaoxc/DlYtmwZYWFhTJ8+vcfHCoLAf5Z9TkpSImNGDncYfy6NNmXcSIcjQDbmHkJvMLLgKse7RRv3nyD/bDV/v2WWzanw56hpauOJJT/QLymKZ2+bblcM1rWquenfqzF0mPnq8esdiiKLReDLfSWMe/F7nvr6IKG+3nx813gOvXg9/75pBFcNjL8oUQTWWpzkMD/unpjFNw9PZfOTV+Pr7cnNH2zlVHXPuzZHdpk8Himx71U0bWgm7Ro9h884Z4Y4JDOJ9Pgofth1xOlz8euaP6fSOFdHcLq4FD9fGVERvWvVLywuIT015bLYKWRlZVFWVoZOd/lqIly4uJLw9xEzPj2U74/XUdN26X+vXMLIBQAlJSXk5uZy0003IRY7l+64kNx9BygqOcudty106uKyc98R9AYjMyaMdhj7/da9xEWG0T8j2W6c2WzhzS/WkxwTzjVjh9iPtVh49IM1IAi8+/BcxHb8llrVem55Yw1qfQef/+1aMmPt72DUtWm5ZfFWnvzqAFGBUlbcP4nv/jqNiX2iL2v7fnK4H18+OAWZxJOF72/hdG3PxFFWXCgST3eHwmhM32Qknh5sOlzo9NpXjx5I3plyapudOyept1XUqrV6p+JPl5SSmZrcK2FjsVg4U1RCRnpqj491hj59+mCxWDh9+vRlWd+FiyuRq/tGIAIW77z0jQ0uYeQCgOXLlyORSJg/37nZZr/mP8s+Jyw0hFkzpjkVv2FHLoH+fgwd0NduXH1zCweOn2b2pJEOL3rrco9ytrqBvy6Yibu7/bf2x+v3c/hMJc/ePoOYUNvzdzT6Dm5/+wdqFCr+8+Asu6JIEARWHypl6qvryCtX8PINQ1n18FRGpUX8bsaOMUEyvnxwMt5iDxa+t5VGpfN3U2IPd/onhnP4rH1h5OMlZky/ZDYePO1UdxrAVaMHAbB+T55T8TIfa8u9Vu9YGHV2mikqrSAzxbl6r19TWV2DVqcjKz2tV8c7ok8fa3H+qVM982Vy4cKFbYJkEkanBLPqSA1NKsMlXdsljFygVCpZs2YNs2fPJiio57UpBYVF7Dt4mFsXzEfsoAMMutJoew4yddwIh2m0ddv3IQgC10yyP3NNEAQWf7uZtLgIpg233/pfWtvM619vY+qQDOaMth3b0Wnm3g/WU1DZxHv3zLCbPjOYzDz82R7+tmIf6REBbHjiKm4amfqHOF3HBsv5/P5JaIwm/v3j8R4dOzg5koLKJrsjQgBmjcymsU3NocJK584pPJi+ybFs2n/CqXipj3XHSOdEm39FdS1GYweZqb0TRkXFVk+U9LTe1Sc5IiwsjJCQENcoIxcuLjGz+kXRabHwUW7ZJV3XJYxcsHr1agwGw/nZdj1lyafLkUmlLJjrXKv0ttyD6PQGrp48zmHsjzv20y89ifgo+0Wxu/MKKa6q5645k+36JwmCwP8sXYe3RMyLd1xlU7gIgsAzn29nz+kqXr11EpPsdJ+1aY0sfH8La49W8NjM/nz10GTiQv5Yn63kMD/mD0/hhyPlNKmcS0cBDEmNwmwROFZm33Z/woDUHqfThmQlcbqsBrPZ8S6Te1fK0RnH6Kq6egDiY3rnQdTQZHXMjopw7HLeW3Jycti/f/8lncXmwsWVTrifF8MSg/jyYBWqS+iG7RJGVzgWi4WVK1cycOBAMjMdj8z4NVU1NWzYvI0b585BLneubfKHTdsJDwkmZ4D9brSK2gZOlVQwc9wwh2su/WE7YYF+XDXKvq/Fqp3HOFRYyT9umkyIv+3zXbbtBN/sOc2DV+dw/Sjbr0tls5o5b2zgZFUL798+hgemZuPuhLHl78FtY9PpMFtYscd5B+mBSeG4iUQcKrY/4+xcOm3L4TNOX+zT4iIxdJio7OEMNEfUNyoAiAjt3SiQltY23Nzc8PfzvZSn9QtGjhxJU1OTywHbhYtLzFV9I9F2mPnigHPNIM7wu/gYufjvZe/evVRUVPDQQw/16vily1bg4e7O7QtvdCq+Tali1/4j3D7/GofO2Ot3HgBgxlj7wqiwvJY9x8/w+C2zEHvafku3qLS8snIzg9NimTdugM24vaerePnr3Uzun8gjs2x/72MVzdyxZAcC8MUDkxmcaN8t+0KUOhM7ipqoaNHSrDbSrDbSqu0gzNeL1DA5aeFyMiN8iQn07nU6LjHUl4lZUazcU8R9k/vg5em4tV7uLSErNoTDxfbrjACmDE5ny5Ez5JfV0TfJ8W5Nerw1pqiyjsSo3nWPdUeTogU3NzeCA23XitmjpbWVAH9/p5zae8uoUdZU8N69e0lNvTxF3i5cXIkkBEvpE+nLJ3vLWTQqAbHHxf8e/3fc2rr4w1i+fDlBQUFMm+Zc0fSFNDUrWPX9Oq6dNZMwJ+/Wf9yyi06zmVlT7M8uEwSBdTv2MzAzhchQ+3VPn6zdjrdEzI1TR9qN+78vt6LRG/nnX662eRGsa1Xz4JINJIUH8sadU212kZ2samHh+1uReXmy+q/TnBJFnWYL2880ct/Kowx5eSuPfH2ct7aWsOFUAxUtWtzdROTXKnlzazH3rDjKmH/t4JZPDlHU0Pu5gIvGZdCiMbL+WIXTx+SkRnGsrB6jqdNu3MRBabiJRGzLc868MCXGmg4tqXI8HdticT7l1KRoJSjAz2G9mi3a2tsJdGL23sUQFRVFfHw8e/bsuazfx4WLK5GZfSNpUhtZe8LxDZ0zuHaMrmDKy8vZsWMHDz30EBJJzz11Pvn8Czo7O7l70a1OxQuCwBdr1pOVmkRmqn2H4VMl5RSXV/PiI4vsxjW1Kvlh1xFunDoSf7ntsRj5ZXWs2nmMRTOG2ZyDZuo08+CHGzB1Wlh8/0xk3t3bFpxtVHLb4m0ESCV88/BUwv0dDx7dcrqR59cVUNOmJ1AqZsHQWK4ZEEVWpC+ev+qg0xo7KW5Uc6CslQ93lTL97d3cmBPLo5NTCZL17P9pRGo4MUEy1hwu47oc51ydh6ZH8/GWYxwra2BYWrTNuAC5D5nx4U77GXlJxIg9PdAZHBdUn4txZtq9zmDAx7vnbt/n8PH2Qatzvg6rt4wcOZLvv/8ek8mEpxNNCi5cuHCOftF+xAR68+GuUq4bGHXRTS+uHaMrmM8++wxPT08WLFjQ42OVKhVffLOamVMnExdj++J5IQfyTlJUWsHNc2c5fOOu2rALidiTq8fbN4tc/uMuOs0WFs2yvQMlCAIvLN9AoNyHh64bZzPuje/3k1dazyu3TSQxvPu0TG2rlls+2Iqbm4jP75vkUBRVt+q4c/lh/vLZEXzE7ny4cBAHnpzIc7Oy6B/j/xtRBCCVeDAgNoB7xyWx87Fx3DI8nq8OVzPuXzvZfqZng1VFIhHXDk5gb3GD0637Q1OjcBOJOHCmxmHs4LRYjp+twdTp3Jw3Tw93Os2OYzVdQkUudSw6OzpMSJwcNdIdIcFBKFpaL3th9PDhw9FqteTn51/W7+PCxZWGSCRiZnYkZ5s07Cq++BpGlzC6QlGr1axevZqZM2cSEtLzotUVX32LVqfj7kW3OH3Msq+/J9Dfj9kO0mjGjg7Wbt/L1NFD8JXZ3gXSGYys3LiHqcP6Ehdh+2dYv7+AI0VVPDZ/Ir4+3e9AHCiqYcnGo8wf04erhnRfA9KiNnDzB1tR600sv3ciCaG2i3UFQeA/u8uY/OYu9pW28D8z0ln/0Gim9QnvUQ48QCrmuVlZbHpkNHHBPtz9+VE2nnKcirqQ2YMTEARYe7TCqXhfHwl94kLYV1jtMHZQWix6o4nCSufOydPD3SkRpdZaRZzcgXs5WN8vzthE2CIkOIiOjg5U6t6nLJ1h2DBrvdr+/fsv6/dx4eJKZGRSEIFS8SUxfHQJoyuUb7/9Fq1Wy2233dbjY41GI8tWfsXYUSPISHOukLS8qpatuQe48ZrpDu/uf9p1EJVGx/VT7c/V+nrLfpQaHXfMnmAzxtBh4pUvNpMZH85cGwXXOqOJxz7eTFyoP8/M736grdli4b5Pd1PbpuXju8eTFR1o83sKgsBzawt4+adCRiWHsPXRsdw1Jqnb3SFnSQ6Vs/LOYWRH+XH/F3kcqXDe1TopzI9+sUH8cKTc6WOGpkVzorzRYZ3RoFTrGJFjJY53lwDcRG5OteufGwUi83EsjDo6THaL7h0R2nVjUFffM8HZUwICAsjIyODQoUOX9fu4cHEl4uHuxrSscA6Wt3KqVnlRa7mE0RXIuRb9AQMGkJ1tv2W+O9Zv2kprWxt33OJ8Cu7Dz79GLPbklrmz7cYJgsDSVT+RHBvFiAFZNuOMHSaWrN7CkMwkBmXY9hj6dMMB6hRKnr55ms02+rfXHqS2Rc1rt03CR9L9zsNH205z8GwjL88bSk6S/Y6qf28uYvn+Su4clcB/bhlEpH/v618uxM/bk2WLcojy9+bhr47TrrNvwngh0/rFcqqmlYZ259Jp/RPD6eg0U1TbYjcuPNAXL7En1c1tDtc0dZppU2sJ8nfs8dTQNTokNMjfYaxY7EmHAwFnj37ZVjuGI8d6ZobZG9LS0igtvfQjDFy4cAETM0Lx9nRn8c6zF7WOSxhdgezfv5/y8nIWLlzY42MFQeCzL78mKSGeEUPtT6M/R219I2t+2saNs6cTEmS/pXrP0VMUllZy57yZdtunv9m6n8ZWJQ/Ntz38tUWlZfH3uUwclMbwrIRuYwqrm/l4cx7zRmeRk9p9y/mp6hbe+OkEM/vHcV2OfXflD3eV8v6OUm7MieGpmRmX3Pna18uTd28cQJPawBOrTzpdFzM+y/qz7Sq07090jr7xVvGXX2G/pkkkEhER5Et9i8rhms1tKgRBINwJsVPXpCAk0B+JE3P7vL0kGJwo6LZFTFQUkRHhHDh0tNdrOEt8fDz19fXonRh14sKFi57hI/ZgfFoIGwsaaVb3/m+CSxhdgaxYsYLAwECmT5/e42NP5BeQX1DIzTfOdfqiv2TFKkQiEX9ZeL3D2KWrfiQk0J/ZE2233htNJhZ/u5lB6YmM7Gd7vtW73+1CZzTxjwWTu/26xSLw1Gfb8Zd68eT13Y8c0Xd08tDyPQTJvHj5hqF2f+YvDlbx6oYzXNU3gpeuyb5s40D6xfjzxLR0NhU08v1x54ROWoQ/4X4+7DztXDtrVJCcAJkX+RVNDmMjg/yob3G8dd3QYt1Vigh2Rhi1EBUW7PhEAW8vL/SG3s9KEolEDBsyiINHjjrltH0xJCRYBXpV1aUzo3PhwsXPTMgIw2wR+Pao4xpJW7iE0RVGQ0MDW7duZe7cub1q0V/5zbfIpFKuvXqmU/FNiha+WbeJOTMmOXQmzi8uI/dIPrdeOxWJ2HYx7eptB6lXtPPg/Gk2xUdVYysrtxzmhgkDSY7q/vt+f+AMx8oa+J95o/GXdV+UvXhrAWVNKl5fOAJ/qe3Xq7ZdzzM/nGJcWghv3tD//EiLy8WikQn0jfbjjS3FTu0aiUQixmZEsre4wen4rNhQTlc57vAIC5TT2Oq4cLmm0Zoec2bHqLq+qUfCSKe/uCGSw4YMpq1dSfHZy5vmiomx1mRVV/f+j7YLFy5sE+XvTXq4nC8PVfe609QljK4wvv76awRB4IYbbujxsXq9gU1bdzBjyiRkUtvdYhfyyZdr6Ow0c88t8xzGvr18NX5yKTfP7n6HB6y1Re99s5GB6QmMGZBhM+7d73bh7ubGQ3O6L+A2Wyx88NNh0qKDuHZ4ercxOqOJz3afYXJ2NCPT7M/R+vZIDRZB4MXZfS6qyNpZ3NxELMiJpbpVT3GjxqljUiL8UOk7UDpZmxQRIKNZ5bgmycPdHbMTOy2nyqoRe3o4dL1WaXRU1jWSnhjr1Hn6yWWoNJqL2u0ZPnQwAPsOHu71Gs7Q2WmthRI7kSJ04cJF7xibGkJVq46COscp/u5wCaMrCJPJxFdffcWYMWOIi4vr8fFbd+5Gq9Mx+yrnUnBKlZqVa9YzY+Jo4qIj7caeOHOW7QeO8Zd5V9n1rvlq8z7qFe08epPtAbDl9S18t/sECycPISyw+5b6jUdLKa1v44Grcmyu8+3BMtp1Hdw90XYROFhTcquOVjMyKZiYQMe+O5eK8elWo8ptTnobRQdaZ8PVtDonpALl3rSq9Q7vugRBcGo+3MmSSjISohx2kJ0qsXbPZad2Xxf2awL8fTGbLag1WqfiuyMyPJz4uNjLLoy0Wus5Sp28sXDhwkXP6Rdj3ZXe3UtPI5cwuoLYvHkzTU1N3Hzzzb06fu36DYSHhZIzyPacsQv57Nu1aHV67r3F8e7UW8tWE+Ar45ZrptiMMRg7+ODbTeRkJTOir22bgLdX70Qi9uDuWd3XDQmCwPvrD5EYHsD0QcndxpgtFj7eWUj/uGAGJdhPAe4va6GmTc/cwc4ZXV4qwny9yI7yY3uh4zoguFAYOScgAuTedHSa0RntT622WASH9VQWi4VTpdX0TXYsyE+esaazslPtF7qfI9DfKn5b23t3d3iOETlDOHQkD9NFdLg5QqOxilKZzLmByy5cuOg5AT5iYgK82V3iEkYuHPDVV18RExPDmDHde/XYQ6PVsnvffq6ePtWpYZudnWY+W7WOcSOGkJFi/wJ3qricXYdP8Jd5V9n1rVm17QBNrSr+etNMmxfiWkU7a/fmc/OUHEL8u7/4HDlbR2G1gnunD7a503G8QkGlQs3tY9MdXvR3FTcjEsGkjEs3GNVZhicFkVfVRqcT3kDnxok0q5zriJJ7WdM9Kp397g6jqRNPB6aVRZX1aPVG+qU4To8dLSgmLjKMAD/Hbf0Agf7Wu8PW9ovzLhmWMwitTseZkpKLWscejY3W3T0/v8s7m82Fiyud9AhfTtb07m+CSxhdISgUCg4cOMCsWbNwd+/5sM0T+afo7DQzcphzLfoH8k7Q0tbOvKunOoxdsXYL3l4SFlw9yWaMIAh8vn43fZNjGdYnxWbcun2nEASBmyYNthlzbnL8pP62BZvaYN0liQlyfGffP8YfQYDj1e0OYy819UoDEX7eeDhR11RQYy1+To1wXPwMUNWsROzhToif/bRPeX0LsWG2DS8Bth7KRyQSMWZgpt04lUZH7pGTTBg+0KlzBPDumqdmMPa+PRcgtmu0TX1Dz8au9IStW7eSlJREWNjvL6JduLiSkEs80HWYezSQ+hwuYXSFsGHDBiwWCzNnOtdN9mvyTlgvbP2z+zgV/9O2XKQ+3owbPsRunFKtYe32fcyeOAJfme36nIMFZympbmDhjNF211u3L5/+ydF2L9R5pfUkRQTY7EQDzu/AOCM4JqSHIhW7s/b4pZns3BMKapX0ibI9muRCDpc1IXZ3o1+cc91eJfWtJIT7230NzBYLZ2ubSYm2n27ccvAEA9LiCQmwf65b9x2hw9TJVeOGOXWOAJKucSDGDucNL7sjNNj6ujQ3Ky5qHVsoFAoOHTrE9Om2vbdcuHBxaZB07WIbO3velOESRlcIP/30EykpKaSl2fb9scexE/kkJyYglzveQTF1drJxxx4mjR6Gl5d9S4DVm3MxGDtYOMt2JxrA5+t34yfz4arRg2zGlNQ0cbqigVkjbbt5C4JAXmk9g5Lsd5l1dt1leLg7voB5ebozJSucDafqMTo5TPVSoDaYKFNo6RPpXFrmcGkz2bFBeHk6t2NYUttCSkSQ3ZjqpjaMpk5So0NtxjS2tJN/tppJOY5d1tfvPEhkaDD9M7qv/eoOcZe1Q0eH/VooRwQFBuDm5kaT4vIIo82bN2OxWHrlH+bChYuecW6jyNSLblWXMLoCaG9v5/Dhwxf1B/n0mSL69rGfBjnHiYIi2lVqpo3vvvj5QtZu20u/9CQyk+NtxhhNJjYfOMG143PwtjNnbedxa23IjKG2z7NVo6dNYyAhzL4D97lBr0V1zqXHrhkQhcrQya2fHOJs0+UdRgpWgXduWOK5Dgx77C9p4FhlM0OTnUvhnK1rpaZFRVq0fWF0tMjqx5MWa3vdjftPADB2kP33T0VtA7lHTjJznH0jzV9zrk3/Ys0ZPTw8kMtktF9krVJ3GI1GPv/8cxITE3t9c+LChQvnOVnbTmKwFF+vng+YdgmjK4CCggIEQWDQINu7LY7Q6w34+TqXsqlvsnYCJMbZ79ISBIHSqjoGONgdaGxR0mm2kJnQ/ciOXyP1tr1LFSjzJj7Uj31n7BvsjU6PpH9cME9/c5DjlY53EMakBPPC7CwK6lRMeyuXF9adRqm/uB0MWxhMZh5bdZIPdpYyf0gMo5Ltp8ZK6tu5a+lOkkL9uHuiY3Hbabbw5PKtyL0l3DjWdupUEAQ+23SQxMhgshO634Ezmy18unYHA9LiyYi3///3yocrkYg9ueP6GQ7P8ULyC62CON1Bkb8jNFotSpWKiPBLX//z3nvvUVxczJNPPulKo7lwcZnRGDopalAzPt1+it8WLmF0BXD69GkAMjOd2/Hpjo6ODjydnGDe3DX6ITjQ/q5Mo6INrd5AQox9j6N6hXXXxpFjsndXSkVvp71cJBIxfXAK+8/U0K6x7Zbs6e7GkjvHEiTz4pYPtp0vXLa37i3D49n52DjmDo7h033lTPj3TpbtLUffcenSa9WtOq5bvI/VeTU8NCGZf16bjZsdl+0mlZ7blmzHy9ODZfdOwM/Hsdv5Bz8d5sjZep6/aRxBctt1X8dKajhZVsdt04ba7FTccvAklQ0K7rxmol1BkHskny37jnL/TdcQ6mCe3q85eOwkIUEBJMQ4J5xtUVFpFcvxsc4ZSzrLyZMnWbJkCddddx0TJky4pGu7cOHit2wtbMQiwLQ+9ksmbOESRlcABQUFREREEBhov3PIFoIg0GEyIfZ0zq1X0dqGp4cHfg7qkcpq6gFIjLH/5m1ssQqjiGD7F8xzaTaDg1qTaYOS6TRb2Hq8zG5cmJ8PKx+YjMzLg5vf38qZOscT5INkEl6Zk826B0aRHCrjuXWnGfHqNt7aWkxte+8Hh3aaLWwqaOCqd/dQ3arj41sH8+iUNLuiSGMwcceS7bRpjHxy1/jzPkb2OFZazztrDzJ7WBrXDOveEfwcn244gNzHizlj+tmM+c/324gJC2LqMNsxnWYzL33wGXGRYdx+Xc/SvYIgcDAvn6ED+l70TkxF1/yyhLhLJ4yMRiOPP/44ISEhPP3005dsXRcuXHRPYb2KVUerGZ8WwuC4nt1kncO5LQAXf2rKyspITna+mPXXWCwW3Nzc6DA51/Wj1uiQSMQOL1RNCqvQCPSzn6LTdM3BcjR2wl9m9UDacuQMi2YMtxmXHRdKXKgfr63eS3SIL8PSbKf8YoJkrLx/MvPe2cyM19YzsU8U1+UkMT4zComdIuY+UX58ffdwDle0smRXKW9tLeGtrSWEyCVkRPiSES4nPUJOhJ83/j6e+HuL8fX2wGCyoNSbaNd1oNB0cLKmnSMVbRyvbkdvMpMeLmfJzYOIC7LdQt/Raebr/Wd5d1M+CrWBpXeNIzvWfq2Q2WLhs+0n+fd3+wgPkPHCTePtxu88VsJPBwpYNGM4UhsF9mt3HSHvTDnP3TUXdzudbW98uoqSyloWP/9XuzPyuuPrHzbS0KxgxOD+PTquO46dyMfDw/182/7FIggCzz77LCUlJSxduhRfJ1PRLly46B3tug7e2V5ChJ83b93Qv9c3Sy5hdAUgkUgwm3ufznF3dyc7M4Mjx044Fd8nLYmV3/1IWWUNSfExNuMGZFn9iA4cLyAjyfZd+uShfXlh6Wo++WEHrz10k824sf2TGdc/hX+u2ExiRDDjBnTvdyQSifjogau55/0fWfCv1dw0Npu/XTvCZvt+Qqgv6x6bwbLdZ/j2YClb8mvw9RYzc0AcswbFMyQx1GZL+5D4QIbEB1LWrGHvWQXHqts5U6/m09IWOpwwZXR3E5ERIeeGITEMigtgcmaYza6yTrOFNUfKeXvDCWpatQxODGHxojEMSrTdMQaw+1Qlr327l9PVzYzpE8fLN0/A107KbeexEu554ysy4sJ5ZO64bmNKaxp48v0vGJyRyIJptovwV23cyYdfruXGqyYyZaRt76nu2LhjD0//37uMHTaYOTNte2A5g1anY/XaH5k6acJ5X6SL5fXXX2fVqlU88MADjB9vX2i6cOHi4mhWG3hjSzE6o5nlt+fg59P7eYQuYXQFIJPJaG+/OPPB4UMHs3T5CnQ6PT523KkBhg60pk0O5J20K4ziIsNIjo1i22V/pMMAACAASURBVIE8uymUkABf5k8ZwcoNuTx043SiQrpPCXq4u/Puw3OZ//yn3P/WN3zz3CKybBQFp0YF8cMz83ljzQE+236C9UdKePy6kcwbldVteirc34d/zBrIYzP7s6+4gTWHy/j+SBlf7ivBz0fMhMwoJmfHMCYjElk3XRCJITISQ2Tc3LWRZTJbqFBoadYYUepMtOlMKPUmvDzdzu8g+fl4khYmRyqx/2tq6OhkzZFy/rP9NGVNKrJjAnlp3lDGZkTavWMqqGzilW/3sPd0NdHBvrx91zSuzkm1e8ymQ4U8+PYq0mJDWf7kzd3uFukMRu5/7WO8xGLe+fvteHp0L+QOnijk6Tc/ZuTAPjz34K09urvbf/QEj/zva/TPSuP9V55G7NnzzpMLWbN2PWq1httumn9R65xj2bJlLF68mPnz5/PII49ckjVduHDRPXmVbXyw6ywI8NYN/Z3q1LWHSxhdAchkMmpqai5qjWFDBvPhx8s5cuw4Y0baTlMBxEVHEB4SzMG8k9w0x76h5KSRg1j6zXpUGi2+Mtvpob9cO5GVG3JZsnorL9wzz2aczFvCx48v4Nqn/8Md/7eSVc/fQUxo93lmubeEZxeMZe7oTJ5duZMnl2/ji5353DV9EOP6xCPz/u0dh4e7G2MyIhmTEclLRhO5Z+rZnF/N9lM1rDlSjoebiIEJIYzNiGRYSjhpEf7dCiVPdzdSwuSkhDk39uLXCIJAWZOK7w6X8cXeEtq0RjKjAlhy51imZMfYFBmCIFBQ1cySDUf58XAxATIvnpk/hpvGZSNxUFz/w56T/O2DNfRNimTZPxbiK/2tQBYEgacXf01xVQPLnrvPZl1YeU099z77JrGRYbz/7MN4ejj/p+jYqULu/vvzxMdEsvTfL+BzkTs8FouFz778huysDAb0dey15Ih169bx4osvMmXKFF544QVXF5oLF5cJc9cA7x+O15EcKuPDhYNIDr34OYQuYXQFEBQURENDAxqNptfDKwf174dEIuHr1d87FEYikYiRQ/qzcedequsaiIkMtxk7bXQOH365lv9951Nef+I+m7UoUSGBXDdxGJ//tBtviZi/LpiBlw1Po7BAXz75x0LmPfsxk//2HrNHZnPz1Bz6JHTf/ZYZE8I3T1zPmv1neHvtQR78cAMe7m70TwhjWHoM/RPD6J8Y/psOLanEk2n9YpnWL5ZOs4UjZc3sLKwl90w9//rx+Pm46EApqRH+pIT7kxgqJzpQRlSglMgAKWIbuynnEAQBld5EXZuW6hYNp6pbOF7ZwskqBe26DkQimJIdw6JxGeQkhXZ7ETaaOjlYVMu2E+VsPV5GXasaqcST+2YO4e5pg+ymzSwWC7tPlPLxT/vZk19KTkYcHz9+E7JuLBG0eiP/eG8lP+bm8dcFMxkzIKPbNQ/nn+G+595CJIKlL//driC+kMbmFt5euoJv1m0iKjyUZW+9jL+T89Ts8emKLyktr+CNVy5exKxfv57HHnuMIUOG8NZbb/Vq/I4LFy4cU1ivYuXBSkqbtczuH8lrc7LxEl8aSSMSBKHng0T+JMyZM4fvvvvujz6NP5zjx49z3XXX8fTTT3P77bf3ep33P/qEN95bzJK3/82k8WPtxtbWNzJ94b2kJsbx1eJ/42FHALy/8nte/+QbZk8cyb+fuNemONIZjLy4dDVfbd5HfGQIrz14EzlZtovKKxta+ejHvazJPYHeaGJgSgwLpwxh8uD0bi/sYC1CPnCmhn2F1ewtrOZUZRPmLgvVmGBf+iaEkRUbQmZMCJmxITbniDWr9ByvVHCmro3ieiUlDe2UNqowXVBXJBJZB7XKvT2Re4nx9fZEEKDDbKaj04LRZKZJqUdzgf2Au5uIlHB/+scF0Tc2iDEZkd12mzW0adh9qpLtJ8vJLahCZzThJfZgVGYsk/snMmVAkt2RKBq9kTW5J1i28SBldQpCA+QsmjGM26YO7bZAurSmgXteWUpZbSN/v3kWd8+Z1K3I+Hr9Dv73nU+ICgvhoxf/RnKc4xZ7jVbHRytWsfSL7zCbzdx03VU8uGgBAQ6K9p1h07Yd3P/oE0yZMI73Xn/VqQHJtvjuu+944oknGDhwIEuXLkUuv3jR5sKFM8y65lqefH3pH30avwvVrTq+OlxFXlU7QVIxf5+axvycS2ux4RJGVwjz5s2jsbGRbdu24dGDtMWFdJhMzL7hZlRqNZu+/waZ1P6d/trNO3jkf1/jwTtu4q9/udlu7DlxdM2kUfzr8XvsdjHtPVHEk+99QXVjCwtnjOaxhVfjZ2fOmkqrZ/Wu43y2+TAVDS2IPT0Y3TeJaUMymDQ4DX87x+qMJvIrmjhe3sDxsgZOVTZRo1Cd/3qQrzfpUcGkRweTFh1EalQQKZFB+Eh+Kx46zRbq23XUtGqoadVS06KhXWdErTeh0negMZgQiUDs4Y6nuxsSD3dCfL2ICpQRGSAlMsCHtAj/btdW643kna0nt6CK3IIqiutaAIgIkDGhXwIT+iYwPD0a726OPYdSo2drXhEbD55m98lSOkyd9E2MZNGM4Uwflom4m/dNp9nMJ2t38MbK9ci8Jbzz2O2M6PdbZ+dOs5l/Ll7BsjWbGDUom3efedChnYPZbObbHzfz+pLPULS2cdXksTx2z23ERvXOm+TXHD95ipvuvIf0lBRWLF18UUXXX375Jc888wzDhw9nyZIl+PjYfk+5cHGpuRKEkUJjZNWRanJLFPiI3bljVAL3jE3Cx0ENZm9wCaMrhE2bNnHffffx7rvvMmNGz5yFLyTvxEnm3nwHd9xyE//zmOOi0sde+DdrNmzj0zdfZMww+11H58TR9DE5vPb3u5HZKfLWGYy8vuJHPl23E5mPF3+5ZiLzp4ywO6TUYrFwpKiaTYdOs/FQIXUtSkQiEVnx4QzNiCcnI4702DCiQvxxt7NzoNQaKKxRcLqqmaIaBWdqFBTXtWLo6DwfExPsS0pUECkRgSSGBxAX6k90sJwwf5lTg2ntodQaqGpWUtrQxtGz9Rw9W0dRTQsWQUDs4U5OahSjsmIZnRVLRnSwzfSQ1mCksLKRg6cr2HuqjMNnKuk0W4gI9GVqTgZXj8hmQEq0zeNPlVbz1PtfcvJsFZOH9uXFe+YR1o0JZ6tSxSMvv8+eo/ncft10nrx7AR52UkyCILDnUB6vvvcxhSVlDMrO5KmH76J/H/u+Sj2hsrqG6xcuQib1YdXnnxAc1DuPL4DPPvuM559/nnHjxvH+++/j5XVputpcuHCW/5+FUXWrjk0FDewusU5UuGFILI9OSiFQ5tistre4hNEVgtlsZurUqeh0Or766itiL8Ld93+ef5lvvvuBF556ggXzrrMbq9MbmHPnI1RU1fLEA3dw27zZdus4lq5azytLvsBPJuWOuTO45ZopyKW2774Ly2t5Y+WPbD2Uj0gkYlBGImMHZjCqfzrZSbE2d54EQeBkWR078oo5WFhBXkkNHSarsBF7uBMXHkhiRDBx4YHEhPgTExpAdGgA0cF+3aaSzBYLVc1KimtbKK5tpbi2hZK6Fsob2+m4YLCsSASBcm9C/aSE+knxk0qQeomRSsTIvDwRuYmwWAQsgoDZbEGl76BdY6Bda6BNo6daoUKlM55fTyrxpH9SOIOTIxmcEsng5Mjf5NkFQaChVUVhZSOFlQ0UVjZwurKBioZWzv36Z8SFM6ZvEtOGZtIvKcrm/1GbSsOGfcf5fudhDp8uJchPzvN3z2XGyAG/OcbU2cmKH7bw9mer0RuMvPDwIm6YYbtt3WKxsGX3fj5Y/hX5hSVER4TxxP13MGPi6EtWwGw2m/n+xw28/K83Afj2849JTIjv1VqCIPD222/z7rvvMmnSJN555x0kksv3x9qFC1v8/yaMLBaBvKo2NhY0UFCnQuzuxvTscB6dnGrXw+1S4RJGVxBFRUUsWLAAuVzOihUriI7unZGd0Wjkgb/9g+279/D4Iw9w96Jb7ca3tit54qU32LbnIONGDOH/nv4bwYG22ylPnCnl3c+/Y/uBY/jKfJg/YwLzZoy365BdXFXPhr3H2HLwJAVl1g48X6k3w7JTGJCWQP+0eLKTYm3OUTN2mCioaKCkpomy+hbK61soq1NQ3dT2C2EDEOwnIzLYj6hgv65nf6JC/IkO9iM6xP8X3VqdZgs1ChVVzUrqWtXUt6ppUupoVmppVmpR6YxoDCa0hg70F+w4iUTgJhIh95bgL/MiQOpFgMyLyCBf4kL8iA3xIzbUj+SIwF/sQKm0eoprmimubqK4pokzlY2cqWpEqf3ZdTsmNIDMuHAy4sLISoikX1IUIf7dp7UEQaCqQcGB/BI2HzjB7mOFdJotJEWHcf3EYdw4deRv0piCILBtfx6vfvQFZdX1jBqUzVP3LiQtoXvrhs5OMz9u2ckHy7/mbEUVcdER3L1wHtdOn4jEztDgnrJn/0FefeNtCotKGNA3m3+99CwJ8XG9WstkMvHUU0+xevVqrr/+el566SU8L9IywIWL3vL/izDSGDrZUdTEltONNGuMhMglzB8Sw63D4wmW/343HS5hdIVx8uRJbr31Vry8vFi2bFmvJ32bTJ089tSz/LhxM/fccSuPPXS/3bt6QRD4/Nt1/PPd/+DtJeHRu25lwbUz7Hbt5BeXsfiLtWzZewSzxcLQfhncMGM8U0YOttui3aJUs/9kMXtOFHHgZDGVDdYhsG5uIpKjw0mNiyAlJoLU2AhSYsOJDg2y6bhssVhoatdQ3dRGdVM7Nc1t1LUoqW1WUqtop06hxGjq/MUxcm8JkSH+RIf4ExnkR0SQLxFdz6H+coL9pMi8Jb95vc45e7uJRDZfS4vFQotKR2ObivoWFRUNLVQ0tFLeJeYaWn+uf5J6iUmLCSM9Loz02DDSYsLIiAtD7mP7tVPr9JypqONMRS3Hiio4mF9CXZdDeUSwP1ePHszssYPJSPjtrpLZbGFj7iE++OIHCksrSYiO4Kl7FzJ+aPcOtGazmXWbd/LOJ19QUV1LWlI89902n+njR9st1u8JFouFw3nHWLx0Gbn7DhAdGcljD9/PzKmTel1orVareeCBB9izZw8PP/wwDz74oKsl38Ufyp9ZGFkEgaIGNbuLm9nXZXzbP8aPW0fEc3XfyIsuPegNLmF0BVJUVMTtt9+OXq9nyZIl5OTk9Gods9nMs//8P75c9R3XXDWDl//3SYf1FWfLq3j29Q/Yf+Q4malJPPXwXQwbaH/OVVNLG99u2s03P+2gqr4JidiTUYOymTxyMCMGZBEVZruOBqBVpeFkSSXHiyrIL62mpKqe6saW818XiUSEBfoRExZEdFgQEUH+hAf7ExboR4i/L8H+coL85fh0Y2YoCAIKpZZaRTu1CiW1ze2/+Li+RfWL3ZpzSDw9CPKT4uvjZU2leUvwkYhxdxNx7hfSYhHQGzvQ6I1o9EZUWgMKpRbTr1zMA+Q+xIcHkhARREp0KKnRoaRGhxAZ7Nftxd9g7KC2uY3a5laqGxSU1zVRXttESXXDL16XID8ZQ/ukMCw7hWF9UkiOCe/2dW5XadiYe4j/fLOe8pp6EmMiuPfG2cyaOKJbfyJTZyc/bcvlvU++oLSymvTkBB6+cyGTxwy/qK6wcwiCQElpGRu3bOe7tT9SXVuHn68v99+1iIXz5yIR934XqrGxkTvuuIPi4mJefvll5s6de9Hn68LFxfJnFEYNSgO5Z5vJLVbQrDHi7enOlKwwFo2Mp19M72acXSpcwugKpba2lltvvZXKykoWLlzIo48+2qv2YkEQ+OA/n/LGe4uJi43hxaefYOSwoQ6P2bBjDy+//RH1jc2kJMQyZ8ZkZk8dT3hosM3jLBYLh/OL2JR7iM17j1LXZN0JCvL3pU9qAn1TE+mTmkBqQgzRYSF2O9u0eiNnaxoorWmkprGFqgYFVQ0KaptaaWpT0tnNuA4fLzFBfnKC/eUEdwmmkABfQvx9rc8BckL8fQkN/GUdktZgpKFFRV2LiuZ2DQqlhhaVFoVSg0ZvRKu3ih+dsQNLlzXAOQHi4yVG7i1B1vUIDZARFuBLeKAv4UG+xIUF/KKrThAEVFo9tU2t1DZ3PZpaqW1qO/9xi1L9i5/LWyImPjKExKgwMuKjSE+IJCM+mohg/26FkCAI1DUp2H7gOJv3HObA8dOYLRYyk+O4b8Fspo7K6fa1b21X8tUPG1i5+kfqmxSkJsbx0J0LmTZuZK8FkSAINDUrOH2miBP5BZw4VcDJU6dpV1oL64fnDOa62VcxdeLFj/rYvXs3jz32GHq9nvfee4+xY+1bVrhw8XvxZxFGWmMnB8payC1RUNSoRgQMjg9gzoBoZvWPQGqna/b3xCWMrmDUajWvv/46K1asIDAwkMcff5w5c+b06iK198AhnnnpVSqrqpkxdRJ/ve9uh0WteoOBHzbuYPX6LRzNP91lDDmAGRNGM3bEYCJCQ2weKwgCZ8qqOZx/hvziMvKLyzlbWXNeWEjEniTGRJIUE0FsZBgx4aFER4QQEx5CWHCA3V0Ds9lCi1JNY6uS5jYVLUo1inb1+ecLH60qDd39CvnJfAgNOCeYfM+LqUBfGf5yKQG+UgLkUutOkZcEb4kYcTfO04IgYOwwoTd2oDeaaNdoaVNpaVNrae06x6ZWJQ0tShpb2qlTtKHVG3+xhkTsSWRIAFEhgUSFBv7iOTY8iLDA7neWzqHSaDlbWUt+cTlHTxVxtKCY+uZWABJjIpgyaghTRw2mb1rSb4SUIAgcPXmab9ZtYt2WnRiNHYwcMoDb5s1m/MicHr3XLBYLFZVV5J8upKDwDIVFJZwpLqG1zTruxs3NjZSkRPplZzGgbzajRwwjIjzM6fVtYTKZePPNN1myZAkpKSm88847pKamXvS6LlxcKv6bhZHZInCypp3cEgVHKlsxmQViA324pn8kcwdHExN4+Yupe4pLGLng1KlTPP/88+Tl5dG/f3+effZZ+vbt2+N1jEYjH368nKXLV2AwGpk9czoP3nMncU5MKy+vquX7jdv4fuN2qusaAEhPTmDciCEMH9SPflnpDh2SdXoDZ8qqOFtVx9nKWs5W1VJWVUdto+J8/c45/OUywoIDCA3yJ8jfjyB/XwL9fQn0k+PvK8NfLsNXJsXfV4qvTIqP129rgsDqz9Om0tLcpqKpTUlT68/PzW1KmtvUNLeraG5ToTd22D1/D3e380JBJBIhCML5TjlbuLu5ERpo3aUKC/QjKiSQyJAAIrueo0ICCfaX2x0RolRrUbQpaWptp76phbomBfXNLVTWNVFaVUtTy89z9iJCAhnUJ43BfVIZMaCPTYPGxuYW1mzYxqofN1FeVYvUx5tZU8dz27zZpCQ4V/Cs0+k5dvIkB4/kceTYCQpOn0Gj1QLWwcipyYlkpKaSnpZCRmoKWZnpSC+xf1BRURFPPvkkJ06c4IYbbuCZZ57B29v+rEAXLn5v/huFUWWLlt0lCvaeVaDUm/D18mBqVvj5gdj/zXV5LmHkArBeIL///ntee+01mpubmTt3Lo8++iihofYns3eHoqWVjz79jBVff4vZ3MmsGdNYeMNc+vbJdPjLIAgCJeWV7Nx3mJ37DnPkRAGdZjMikYjUxDgGZmeQlZZMWlICKYlxTo2T6DSbaWhupbq+iZrGZhoVbTQoWmlqaaexpY3WdhWtSjV6g9HmGp4e7vjKrCLJTy7FTybFz1eKv1yGv6+MQD85Ab5yggKsIivI35cAX/kvUkpavZE2lYY2tXXHp12lRWswojd0oDNany2C8IsdKInYEy+xJ14SMd4SMf4yHwJ8Zed3nAJ9Zb9JW+n0BhRtSlraVdZHmwpFu/XzVqWK1nY1rUrrv7e0q+j8Vc0SWNOT0eEhJMdGkRwXRXJsJOlJcUSF2U51llXVsD33IJt27iXvVCGCIDCkfx/mXjWF6RNGI3UwfFgQBM4Ul7Azdy/bd+/h5KkCOjvNuLm5kZmeRv/sLLKzMsjOzCQpMb7XRqXOYDQaWbJkCR988AFyuZznnnuOmTPtz/1z4eKP4r9FGLXrOthX2sLu4mYqW3V4uIkYkRzEnAHRTO8TjsTzzzEixyWMXPwCtVrNe++9x7Jly3B3d2f+/PncfffdhIX1PCXR2NTMh58s59s1a9Hp9SQlxHPt1TOYOW0ysU5aBWi0Ok6cLiIv/zR5JwvJO1WIWqM9//WI0GDiY6OJi4ogNiqC2OgIosJCCQ8NJjjQv0ezqnR6A20qNUq1lna1lnaVBqVag0qjQ6nRotJoUaq7HhotSpWG9q6vd4ebm4gAXzmBfnICu8SSn1z2s7CSS/Hx9sLHS2IVPl4S3N3cEIlAJLI+m0ydGDtMdJg6MXZ0oNHpUWv1qLU6VBodbUo1rUqr0DkndnQ2BJ7U2+sXO2OB/r4EB/idf4QE+BERGkRESKDDAmVBECitqObIiQIOnzjF4eOnqKlvBCArNYmp40YyY9IYEmPt/z/r9Qb2HDjItp272bVnH03N1rqx7KwMRg7LIWfQQAb274u8lzP+ekpHRwfr1q3j7bffpra2ltmzZ/P0008TGNh7A0gXLi43f6QwMpkt5FW2sau4mRM17VgESA+Xc+2AKK4bGP27ttlfKv5UwshisfDcc89RVFSEWCzmpZdeIi7O9ra8Sxj1nqqqKhYvXsx3332Hm5sbc+bM4S9/+Qvx8fE9Xkut1vDT5q2sWfcTh/OOAZCUEM+40SMYO2okgwf0c9oYTxAEausbKSqrpLisguLSCqpq66msqae1XfmLWHd3N0KDAgkKDCA40J+gAOsjwM8Xf18Zfr5y/HzlyKU+yGVS5DIpMqkP4h760XSazbSrNOdFSku7EkWbipY2JYoLdmla2pXnhVV3uzQ9xUsiJsBPTpCfnAA/OYF+VvF1TugEBVg/Pvfvtobu2kIQBFralDQ0NVPfpKCyuo7i8kpKyio5W1GFVmfttgsK8GdwvyyGD+7HhBE5RNsZGgzQrFCwM3cfW3fsYs+BgxgMRuRyGaNHDGPsyOGMHjGcMDv1ZZcDlUrFl19+yfLly2lsbCQzM5Mnn3ySESNG/K7n4cJFb/gjhFG5Qsuu4mb2nlWgMXYSLBNzVd9IbhgSQ0bExc8x/CP5UwmjzZs3s337dl599VWOHz/OkiVLWLx4sc14lzC6eKqrq/noo4/49ttv6ezsZPr06dx111306dOnd+vV1LJtVy47c/dy8PBROkwmxJ6eZGWmM7BfNgP79SMrI42oyIgeF4GrtVqqaxuob1LQ0KSgoamZhiaFNa3U2kZLWzstbUo6TCa764g9PfHx9kLq441U6oPU2wupjw8+3l7IpD7IfHysz12CylcuRS61PvvKzgkumU2BJQgCOoMRpVqL3mBAb+hAbzSiNxgxWywIgjVGEAQ8PTyQiD0Re3og9vREJvXGV2Y9h+6KtX/zffQGNFodao0WjVaHRqdDq9Oj1emt/67Vnf+6SqOhXammrV1Jm0qNorWNjo5fvlbBgQGkJMSSkhBHZloSQ/r1IT4m0m6K1Gw2c+r0GXbm7mVH7h7yCwoBiAgPY/KEcUwaN4acQQPxdPDzXGqMRiP79u1jy5YtrF+/Ho1Gw4gRI7jzzjsZM2bMf3UNhAsXF/J7CSOVwcTeswp2FVlTZZ7uIsamhnDDkBgmpIfh7vb/x+/Mn0oYvfLKK/Tt2/d8rn/06NHk5ubajHcJo0tHU1MTn376KV988QUajYbBgwdzyy23MGXKlF47/up0evYfOszhvOMcO5HPyYLTdHRYC5SlPj6kJieRmpJEUkI8ifFxJMTHER0ZcVG1JYIgoDcYaVepUarUtKvUvxAOao0WrV7/C/Gg0xvQ6fVodHq0WquwUGu1mLtp6b8Qby8JfnI5vr6yrtokGTKpD9JzwsrHGy8vCRKxNY0mkYjx9PDAzc3NavLo5obZbMZk6sRkMtHR2YnBYESnN1iFlN6AVvezuDl3/hd+brHYP0cAsdgTudQHmVRKgJ8vAf6+BPj5EhTgR0RoCBFhIYSHBhMTGU6gv59Tr/HZsnL2HTzMvoOHOXjkKGq1BpFIRP++fZgwZjTjx4wkPTXldxUfFouFs2fPkpeXx969e9m1axdarRapVMrkyZNZtGgRWVlZv9v5uHBxqbicwsgiCOTXKNle1MTRyjbMFoG0MBlzBkYzb3A0AdI/X6rMEb/vLdpFotFokF1Qa+Du7k5nZ+dlLcJ0YSU0NJQnnniCe++9l1WrVvH555/z0EMPERISwty5c5k9ezbJyck9WtPHx5uJ48YwcdwYADpMJk4XFlFYXExRSSnFJWfZtHUH7cqfU2QeHu5ERUYSHRlBVEQEkZHhhIWEEBIcREhwMCHBQQQE+NvcrRGJRNa6Hm8vIsN6n64RBAGjsQOVRoNao0Ol0aBUaX5+VmtoV6nPf67WaKlvUpwXLBqd7je7MT3F20vys8jqElqxURHWtOCv0oNWQeaNTCpF5uN9wec+F2V4CNZUaVHJWY6dzOfIsRMcPXactq60ZkxUJNMnT2R4zhBGDsshKPDyG7dZLBaam5upqKigoqKC8vJyioqKOH78OCqV1Rk8ODiYq6++msmTJzN8+HDXjDMXLn6FwWRmd0kzmwoaqGs34OftyQ1DYrhxSCzZ0Y5vkP7M/KkUhUwmQ6v9ufDWYrG4RNHvjK+vL3fccQe33XYbu3fvZsWKFXz44Yd88MEHZGVlMWvWLGbMmEFkZGSP1xZ7etK/bx/69/1lmq6tvZ3yyirKyiuoqKymsqaGuroGtu/ORdHS2u1aUh8f/P398Pfzw1cuQy6X4SuXI5fJkEp98PG2CgMfHx+8vbzw9u56eHkhkUjw8rJ+7CWR4OXthaeHxy92N0QiEV5eEry8JIQGB/X4ZwWrEDQYOzAajRiMHRiMRjo7zQiCgMViwSIIeLi74+npgYe7B2JPD7y8JPh4eyERiy+JS7QzmM1mlCo1Tc3N1NbV2t7YHQAADz5JREFUU1NXT21dPWUVlRSVnKWuvuF8bHxcLBPHjWHIwP7kDB7odJG9M1gsFlpaWqivr6ehoQGFQkFzc/P556amJhobG1EoFHR2/mxzIBaLSUhIYMaMGQwcOJCBAwcSHx/vSpW5cNENjSoDmwsa2FncjK7DTFq4nFeuTWHOoCgkl2hUz387fypVMXDgQHbs2MGMGTM4fvy4y2TtD8Td3Z3x48czfvx4mpub+fHHH1m7di2vvPIKr7zyComJiYwcOZJRo0aRk5ODr2/vi/EC/P0J8PdnYL/feisZjUYULa00NStoUihQKFpoUyppb1fS1t5OW7sStUaDoqIKtUaDRqNFq9N1a8ro6Of19vLqEibeeHt74+PjjdSnKzUmkyKVSpFJpchlMuRyKTKpzLpjI5N17d7I8OkSY2JPz/MPnLAcsIfJ1InBYMBgNKDTGzDoDV21SwYMRiMdRiMGoxGjsQNjh5GODtP5j63PXeLMYECr06PT6dBqdag1Gtra22lXqn7zekkkEuJiohk8oB9p864jLSWZPpnphATbbud3BkEQaGhooLi4mPLy8vO7PpWVlTQ0NJxPtV5IYGAgQUFBhIWFkZSURFhYGOHh4cTFxZGQkEBERESPuhNduLgSKaxXsT6/nrzKNtzcRExIC+GOUQkMTQy64m4i/lQ1Rue60oqLixEEgX/+858kJSXZjHfVGP3+lJeXs2PHDnJzczl06BAGgwGA+Ph4srOz6du3L/369SMzM/MPM8oTBAG93oBOb60XMnTVEOkNBvR6PQajEYPBiNFotIoLg7Hr37ri9Hpr3VGXgNDqugqbtVq0Ttb1eHi44+Ptg0QiRiwWW0WSWIyHuzsiNzfc3ES4idwwW8xYzBbMFgtmc1frfkcHHV3PBqOBzs7ed7hJJBK8JNb6JolYjFQqPS/4ZFIpgQH+BAYEEBDgT0hwEFEREURFhhMUGHjRfywFQaC8vJyjR4+Sn59PUVERxcXF59NdYN0ljo+PJy4ujqioKCIiIoiIiCA8PJzQ0FACAwNdU+1dXPFcTI1RabOGrw9Xk1+rxM/bk7mDorl9ZAJRAVeukemfShj1FJcw+mMxGo3k5eVx7Ngx8vPzOXnyJA0N1rSLm5sbSUlJ9OnTh7T/1979xsRV73kc/5w5wzDDnwEstIG2uAwtqPTBreX2hgS7bNKbmo0alxhrTay5GDd2q7U1mIpWawuKaPvA+ODaNm28i7TGrdWYbHyk3mvRhthWm8LW9FpRL39a+xcYBuYPzD7gzFmsrBEGHQber+RkZs7JwDdfDjOfOb/fmVNaquLiYhUVFWnx4sVJPTwajUbHJkQP+DXg92vQCkx+/+DY40BgLJQFAhocGlIwOHYEJxQOKRgMKWoNoY2Ojmp0dFQOh0OmwyHT6ZTpcMjlGgtQqa6xQBUb8vN4xob9PB6PPfznTk21hgZdVvhJHXvuuDD2W34SHB4eVnt7u06ePKkTJ07o5MmTunJlbCg0MzNTN910k0pKSlRaWqqlS5fK5/Np3ry592kVmKypBKPua0P6r+P/UFvnFXndTj1UWaR/X+WTx5W8r7/ThQ7gV5OamqqKigpVVFTY6y5cuKDTp0+rvb1d7e3tam1t1bvvvmtvT0lJUX5+vhYuXKiFCxeqoKBA8+fPV15envLy8pSbm6ucnBx5PJ4Z+YZpGMbYBOf0dOUr/ut0JatgMKizZ8+qo6NDHR0dam9v15kzZxS2viqhsLBQVVVVKi8vV3l5uXw+34z8ewKzzZXBkA6f+If+evai3E6HHr6tSI/+yxJlpcV3EsZsQjDCb2rBggVasGCBVq9eba/r6+vTN998o3Pnzqmzs1NdXV3q7u7W0aNH9cMPP0w4H8jlcik7O1tZWVnKyMgYm8eTman09HRr/k+aPNZcILc1oTp13FGT65eUlJT/d3FeN/EaY0fGBgYG1Nvbq56eHvX29urbb7+1/45dXV32kGJGRobKyspUU1Oj5cuXa/ny5cqNcy4SgMn79OtLOvBpp0KRUa0tX6wtfyzRAq870WXNOAQjJFxWVpb9hnm9UCiky5cv/+jso2vXrtlLX1+f/H6/+vv71dPTI7/fr0AgoOHhYfvoRLwMw1CKNQcoNnwVC1mx4OV2u+37sVCWlpam9PR0eb1eeb1eZWZmyuv1Kj093Q5xbrd7yqErGo0qEhmbeD02JBf6yW0oFFIkErGXkZERjYyMaHR01L4fWx8OhxUMBhUOh+37gUDAXgYGBnT16lV7CQZ/fOmR1NRUFRUVadmyZbrrrrtUWlqqsrIyLV68+Dc7gw7AT/mDER34tFPHzl1WWYFXr679nZYsyEx0WTMWwQgzmsvlsifcTlY4HNaQNY8ndtbV+MAQDocnvI1EIvb92PrY49jPGv8zh4eH1d/fryFrYvbQ0NiZXROdQTWRWMhyu90yTVOmaY7NLTJNjY6OKhqN2iHm+lp/yUTvqUpNTf3REbiMjAwVFBSorKxM2dnZysvLU35+vgoKCpSfn6+8vDzO/gJmmPbuPv35b+fUNxTWf1QV64k/lshp8kHl5xCMMGvFhsISJRKJKBAIqL+/X/39/fbRLb/fr8HBQfn9fjtYxULW9Ud0YgHJMAyZpmkfuYrdxgLV+KHC8cOFsaHAlJQUmaYpp/XN2rHw5XQ67cU0Tfu5sd8JIHkd/ftF/fmv57Qox6M9D6zQ7/+JiyH/EgQj4FfidDrtYTQA+C3FQtGthdn6S81KZbj5WotfimAEAMAsMj4U/WfNH5Tu5q1+MhhoBABglvifnj5CUZwIRgAAzALByIj2Hv1G+Vlu/aVmJaFoiugaAACzwOETXbrQH9Qbf/o9c4riwBEjAACSXNfVgP77dK/+bflCVZXOT3Q5SY1gBABAkvvwqx9kGoae+debE11K0iMYAQCQxKLRqFr/fklVpXnKzUxNdDlJj2AEAEASGxiOyB+M6P4/FCa6lFmBYAQAQBILhEaU5jL1zyXMLZoOBCMAAJLYUHhEZQVemQ4u4zMdCEYAACSxYHhEv1ucnegyZg2CEQAASSwq6ZZ8rsk4XQhGAAAkucIb0hJdwqxBMAIAIMktzCEYTReCEQAASS43w5XoEmYNghEAAEnMYRhymrydTxc6CQBAEnMYnKY/nQhGAAAksSxPSqJLmFUIRgAAJLGCbHeiS5hVCEYAAAAWghEAAICFYAQAAGAhGAEAAFgIRgAAABaCEQAAgIVgBAAAYCEYAQAAWAhGAAAAFoIRAACAhWAEAABgIRgBAABYCEYAAAAWghEAAICFYAQAAGAhGAEAAFgIRgAAABaCEQAAgMWZ6AJ+Td3d3aqurk50GQAA/KycnBzt379/ys/F9DGi0Wg00UUAAADMBAylAQAAWAhGAAAAFoIRAACAhWAEAABgIRgBAABYCEYAAACWWf09Rtc7deqUdu3apebmZn333Xd66qmnZBiGli5dqu3bt8vhICf+UuFwWE8//bS6u7sVCoW0YcMGLVmyhJ5O0cjIiLZt26bOzk6ZpqnGxkZFo1H6GYfLly+rurpaBw4ckNPppJdxuvvuu5WZmSlJWrRokdauXasXXnhBpmmqsrJSjz76aIIrTC579uzRRx99pHA4rHXr1mnlypXsozPEnOn6vn37tG3bNgWDQUlSY2OjNm/erIMHDyoajerDDz9McIXJ5f3331d2drYOHjyoffv2qb6+np7G4eOPP5YkvfXWW9q0aZMaGxvpZxzC4bCee+45ud1uSfy/xyv2utnc3Kzm5mY1NjZq+/bt2r17tw4dOqRTp06po6MjwVUmj7a2Nn3xxRc6dOiQmpubdf78efbRGWTOBKPCwkK99tpr9uOOjg6tXLlSkrRq1Sp99tlniSotKd1+++16/PHH7cemadLTOKxevVr19fWSpJ6eHuXm5tLPODQ1Nem+++7T/PnzJfH/Hq+vvvpKQ0NDqqmp0fr16/X5558rFAqpsLBQhmGosrJSx44dS3SZSaO1tVUlJSXauHGjHnnkEVVVVbGPziBzJhitWbNGTuf/jRxGo1EZhiFJSk9P18DAQKJKS0rp6enKyMiQ3+/Xpk2btHnzZnoaJ6fTqa1bt6q+vl5r1qyhn1N05MgR3XDDDbrtttvsdfQyPm63Ww899JD279+vHTt2qK6uTh6Px95OTyfn6tWram9v16uvvqodO3aotraWfXQGmVNzjMYbP3Y7ODgor9ebwGqSU29vrzZu3Kj7779fd955p1555RV7Gz2dmqamJtXW1uree++1hy8k+jkZ77zzjgzD0LFjx3TmzBlt3bpVV65csbfTy8krKirSjTfeKMMwVFRUpMzMTF27ds3eTk8nJzs7Wz6fTy6XSz6fT6mpqTp//ry9nX4m1pw5YnS9W265RW1tbZKkTz75ROXl5QmuKLlcunRJNTU1evLJJ3XPPfdIoqfxeO+997Rnzx5JksfjkWEYWrZsGf2cgpaWFr355ptqbm7WzTffrKamJq1atYpexuHw4cN66aWXJEkXLlzQ0NCQ0tLS9P333ysajaq1tZWeTsKKFSt09OhRRaNRu58VFRXsozPEnLqIbFdXl5544gm9/fbb6uzs1LPPPqtwOCyfz6eGhgaZppnoEpNGQ0ODPvjgA/l8PnvdM888o4aGBno6BYFAQHV1dbp06ZIikYgefvhhFRcXs4/G6YEHHtDzzz8vh8NBL+MQCoVUV1ennp4eGYah2tpaORwOvfjiixoZGVFlZaW2bNmS6DKTyssvv6y2tjZFo1Ft2bJFixYtYh+dIeZUMAIAAPg5c3YoDQAA4HoEIwAAAAvBCAAAwEIwAgAAsBCMAAAALAQjAD9x5MgR7dq1a9LP4fpOAJLdnP3mawDTq7q6OtElAEDcCEYAJvTll1/qwQcflN/v12OPPabdu3ervLxcZ8+eVVFRkebNm6fjx4/L5XJp7969ev3115Wbm6t169YlunQAmDKG0gBMyOPx6I033tDevXu1c+dODQwM6I477lBLS4uOHz+uW2+9VS0tLQqHw/r6668TXS4ATAuCEYAJrVixQoZhaN68efZFQ8vKyiRJXq9XxcXF9v3xF7wFgGRGMAIwodOnT0uSLl68qEAgoJycHBmGkeCqAODXRTACMKHh4WGtX79eGzZs0M6dOwlFAOYELiILAABg4YgRAACAhWAEAABgIRgBAABYCEYAAAAWghEAAICFYAQAAGAhGAEAAFj+F9MYXmwQIZMrAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# kde plot in the margins and the interior into a shaded countour plot\n", - "g = sns.JointGrid(x=\"bmi\", y=\"charges\", data=insurance, height = 8)\n", - "g = g.plot_joint(sns.kdeplot)\n", - "g = g.plot_marginals(sns.kdeplot, shade=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 809, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Remove the space between the joint and marginal axes\n", - "g = sns.JointGrid(x=\"bmi\", y=\"charges\", data=insurance, height = 8 , space =0)\n", - "g = g.plot_joint(sns.kdeplot)\n", - "g = g.plot_marginals(sns.kdeplot, shade=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 658, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "g = sns.JointGrid(x=\"bmi\", y=\"charges\", data=insurance, height = 8)\n", - "g = g.plot_joint(sns.kdeplot , cmap=\"OrRd_r\")\n", - "g = g.plot_marginals(sns.kdeplot, shade=True , color = 'orange')" - ] - }, - { - "cell_type": "code", - "execution_count": 665, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Set Axis limits \n", - "g = sns.JointGrid(x=\"bmi\", y=\"charges\", data=insurance, height = 10 , xlim=(10,50) , ylim=(-3000,60000))\n", - "g = g.plot_joint(sns.kdeplot , cmap=\"OrRd_r\")\n", - "g = g.plot_marginals(sns.kdeplot, shade=True , color = 'orange')" - ] - }, - { - "cell_type": "code", - "execution_count": 673, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Changing background of marginal graphs\n", - "g = sns.JointGrid(x=\"bmi\", y=\"charges\", data=insurance, height = 10 , xlim=(10,50) , ylim=(-3000,60000) )\n", - "g = g.plot_joint(sns.scatterplot, color=\"#FF6600\",s=50)\n", - "g= g.plot_marginals(sns.distplot,kde=False , color = 'Blue')\n", - "g.ax_marg_x.set_facecolor('#f8fab8')\n", - "g.ax_marg_y.set_facecolor('#f8fab8')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# ***************END***********" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.0" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -}