Files
Data-Visualization/Seaborn/.ipynb_checkpoints/9. Violin Plot-checkpoint.ipynb
2020-05-09 17:42:09 +05:30

529 lines
1.4 MiB

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<!DOCTYPE html>\n",
"<html>\n",
"<body>\n",
"<div align=\"center\">\n",
"<h3>Prepared by Asif Bhat</h3>\n",
" \n",
"<h1>Data Visualization With Seaborn</h1>\n",
"\n",
"<h3>Follow Me on - <a href=\"https://www.linkedin.com/in/asif-bhat/\">LinkedIn</a>&nbsp; <a href=\"https://mobile.twitter.com/_asifbhat_\">Twitter</a>&nbsp; <a href=\"https://www.instagram.com/datasciencescoop/?hl=en\">Instagram</a>&nbsp; <a href=\"https://www.facebook.com/datasciencescoop/\">Facebook</a></h3>\n",
"\n",
"</div>\n",
"</body>\n",
"</html>"
]
},
{
"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": [
"# 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": [
"<Figure size 504x504 with 1 Axes>"
]
},
"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": [
"<Figure size 504x504 with 1 Axes>"
]
},
"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": [
"<Figure size 504x504 with 1 Axes>"
]
},
"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": 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\n",
"text/plain": [
"<Figure size 648x504 with 1 Axes>"
]
},
"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": [
"<Figure size 1152x504 with 1 Axes>"
]
},
"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": [
"<Figure size 1152x504 with 1 Axes>"
]
},
"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": [
"<Figure size 1152x504 with 1 Axes>"
]
},
"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": [
"<Figure size 1152x504 with 1 Axes>"
]
},
"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": [
"<Figure size 1152x504 with 1 Axes>"
]
},
"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": 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\n",
"text/plain": [
"<Figure size 1152x504 with 1 Axes>"
]
},
"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": [
"<Figure size 1296x648 with 1 Axes>"
]
},
"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": [
"<Figure size 1152x504 with 1 Axes>"
]
},
"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": [
"<Figure size 1152x504 with 1 Axes>"
]
},
"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": [
"<Figure size 1152x792 with 1 Axes>"
]
},
"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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xY0f2rw0AADBJ9QX7ZEoyuDcrkfr7+3MfyOMojwAAnrd3717Zti3V5ODilpSsTjLzCAAAIEO2bWugf0AqyeDFJVIsGtPQ0FDOc3kZ5REAwPP27NkjSTLVOZh5NHzdPXv3pAoqAAAAjGtgYEB20s5sL8rhgqmnpyenmbyO8ggA4Hl79uxJvSNW5WiAGik6FFVnZ2eOBgAAAJg80kVQBjOPTGnqw7/u7u4cJgLlEQDA8/bv3y+r0srZu6KpMulxAAAAML7Dhw9LkkxZBrPCy1JfKI9yi/IIAOB5+/bvk12RwyVllakvlEcAAAAnNlIejRRD4xp+DTO8c4vyCADgacYYtbe3y1TmZr8jSVKpZBVZamtry90YAAAAk0RHR0fqQSblUSB1n0V5lFuURwAATwsGg4oORaWKHA5iSVaFpUOHDuVwEAAAgMnh4MGD8lX4JH8GL7YkVaR+BrlDeQQA8LSRQseU53DmkaRkWVJt7cw8AgAAOJH29nbZZZlvKWCX2zrQdiCHiUB5BADwtPQU5/LcjmPKzZH1+wAAABjTvv37ZFdlXh6ZSqO2tjbZdg73sPQ4yiMAgKd1dXWlHmSypv5UlEkD/QOKxWI5HggAAKBwhUIhBfuC6QNHMlIlxaIxPqjLIcojAICndXd3p9bKl+R4oOFyqqenJ8cDAQAAFK49e/ZIkkx15lsKjLx27969uYgEUR4BADyut7dXvlJfqkDKIVNi0uMBAADg+EbKI1VP4IeGX7tr165sx8EwyiMAgKf19vami52cGp7Z1NfXl/uxAAAACtTOnTtlFVsTOwm3RPKV+9Ta2pqzXF5HeQQA8LS+vj7ZAQc2V6Q8AgAAOKHtLdtlasyEZ4Unq5N6f/v7uQkFyiMAgLcFB4JSsQMDBVJfQqGQA4MBAAAUnmQyqZ07d8qunfgHe6bOaP++/RoaGspBMlAeAQA8bWBgQCbgwLK14iPjAQAA4Fh79uxRdCgq1U/8Z029kW3bamlpyX4wUB4BALwtEo44M/PIkqxiS4ODgw4MBgAAUHi2bt0qKVUETdhw4dTc3JzFRBhBeQQA8KxkMqlYNCYVOTOeVWwpHA47MxgAAECB2bJlS+oU3MqT+OFSyaqytGXLlqznAuURAMDDIpFI6oETM48kqUiURwAAAGPYuGmjkg3JCW+WPSJZn9TmLZtljANbEngM5REAwLPSGyr6nRnP+I2i0agzgwEAABSQzs5OHTp4SKbxFIqfJqk/2K+9e/dmLxgkUR4BADwsXR45tGzN9tucAAIAAHAcGzdulCSZppMvj0Z+9t13381KJhxBeQQA8KyRWUDG79DUZr8UGYo4MxYAAEAB2bBhg6wSS6o9hYtUSL4Kn9avX5+1XEihPAIAeFZ6CZlDy9bkFzOPAAAAPsAYo7Xr1spusk96vyNJkiUlmhJav2G9kslk1vKB8ggA4GGxWCz1wKF3Q/Y8AgAAONa+ffvU3dUtMzULs8GnSoOhQW3fvv3Ur4U0yiMAgGelyyOnZh75pHg87tBgAAAAhWHt2rWSlJXyaOQa69atO+Vr4QjKIwCAZ7lRHqXHBAAAgKRUeWRVW1JFFi5WIqleWvPWmixcDCMojwAAnuX0sjX5mXkEAAAwWiQS0bsb31Vyavb2KLKn2Xp/2/vq6+vL2jW9jvIIAOBZ6SKHZWsAAACuWL9+vRLxhMz07J1+a6YbGWNYupZFlEcAAM9KFzkOzjxKxBMyJns3RwAAAIVszZo1sootqSmLF62TfGU+vfnmm1m8qLdRHgEAPMuNZWvGGCUSCYcGBI51//33a9WqVbrxxhv1hz/8we04AAAPM8bo9Tdelz3Vzu79mCUlpia05q013HdlCeURAMCz3NgwW2LpGtyzdu1avfvuu3rsscf0yCOP6NChQ25HAgB4WEtLi3p7erO6ZG2EmWEUCUe0adOmrF/biyiPAACe5Xh5NDxONBp1aEDgaK+//rrOOOMMffGLX9Q///M/a8WKFW5HAgB42BtvvCFZykl5pKmS5bdYupYllEcAAM+KRqOSpdQ/Thguj9KlFeCw3t5evffee/rP//xP3X333fra177GHlwAANe8+tqrUoOkkhxcvEiym2y9+tqrvNdlAeURAMCzotGoLL/leHnEzCO4pba2VsuWLVMgENCCBQtUUlKinp4et2MBADyoo6NDrbtaZU+3czaGmWHUcahDe/bsydkYXkF5BADwrFgsJqvIqeZIMv7Up15DQ0OOjQmMtnjxYr322msyxqijo0ORSES1tbVuxwIAeNAbb7whKVXw5MrItUfGwsmjPAIAeFYkEpGKHByQmUdw2RVXXKGzzz5bN998s+644w595zvfkd/v1KZfAAAc8cYbb8iqsqSqHA5SJln1ll5//fUcDuINTt4yAwCQV6LRqHObZUvpd11mHsFNd955p9sRAAAeFw6H9e677yq5IJnz7QOS05Latm2bent7VVdXl9vBJjFmHgEAPCsSicj2526d/TGKjowLAADgVe+8844SiURuTln7ADPDyBijt956K+djTWaURwAAzwqHwzJFDp6+QXkEAACgNWvWyApYUqMDg9VKvnKf1qxZ48BgkxflEQDAswYHB51dwD08VjgcdnBQAACA/GGM0Ztr3lRyStKZRsKSElMTWrturRKJhAMDTk6URwAAzwoNhlyZeTQ4OOjcmAAAAHmktbVVvT290jTnxjTTjCLhiJqbm50bdJKhPAIAeFY4HJaKHRzQL8li5hEAAPCudevWSUoVOo6ZKsk6MjYmjvIIAOBJxphUiePksjVL8gV8CoVCDg4KAACQP9atWyerxpLKHBy0WFID5dGpoDwCAHhSNBqVnbSlgMMDB1i2BgAAvCkWi2nz5s2p/Y4cZk+x1dLSooGBAcfHngwojwAAnpSe/ePksjVJpsgw8wgAAHjS1q1bFY/HZaY4uGRtmJliZIzRpk2bHB97MqA8AgB4UvpTJ4dnHtnFtoL9QWcHBQAAyAPp4qbRhcHrJctvafPmzS4MXvgojwAAntTf3y9JMgGHP/kKHBkbAADASzZt3iSr1nJ+2wBJ8kumzmjTZmYenQzKIwCAJ6VnHjm9bC1gKI8AAIDn2Lat5uZmJeud3+8onaHBVsv2FkWjUdcyFCrKIwCAJ6ULnBKHBw6k9lsyxvm1/gAAAG7Zt2+fIuGI1OBeBlNvlEwmtWvXLvdCFCjKIwCAJwWDw/sOuXDamp20FQ6HHR4YAADAPdu3b5eUWjrmmvrUl23btrmXoUBRHgEAPKm/vz/1Lljk8MDDZVW6vAIAAPCAnTt3yvJbUpWLIcokX4lPra2tLoYoTJRHAABPCgaD8pX6JMvZcU1J6tM29j0CAABe0traKlNt3G0hLClZndSOnTtcDFGYKI8AAJ7U19fn/ElrUnqPpb6+PufHBgAAcEnr7lbZVbbbMWSqjfbu3cv+kxNEeQQA8KS+vj7ZxS7cwLBsDQAAeMzQ0JC6u7rdXbI2okqKhCN8kDdBlEcAAE/q6e1JLyFzFDOPAACAxxw8eDD1oNLdHJJkKlP3fwcOHHA5SWHJ+jah8Xhc3/rWt9TW1qZYLKY77rhDV155Zfr5l156ST/5yU9UVFSkm266Sbfeemu2IwAAcELBYFCa6sLAxZJ8lEcAAMA7Ojo6JEmmPA+WipWnvnR2drqbo8BkvTxavXq1amtrdc8996i3t1c33HBDujyKx+P6/ve/r8cff1xlZWX69Kc/rSuuuEJNTU3ZjgEAwJgSiYQGQ4PSHBcGtyRfqY/yCAAAeEa6qCl3N4ckyqOTlPVlax//+Mf15S9/Of1nv9+ffrxr1y7NmTNHNTU1CgQCWrx4sd55551sRwAAYFzp/YZK3BnflBj19va6MzgAAIDDenp6Ug9K3c0hSSqSLL91JBMykvWZRxUVFZKkUCikL33pS/rKV76Sfi4UCqmqquqo14ZCoWxHAABgXCOzflzZ80iSXWyrp5cbFgAA4A19fX2yAlZ+7LpsSVapxSzwCcrJ/+sOHjyo22+/XZ/61Kd0/fXXp79fWVmpwcHB9J8HBwePKpMAAHBC+maBmUcAAAA5NzAwIKvEcjtGmgkYDQwMuB2joGS9POrq6tLnPvc5ff3rX9fNN9981HMLFy7U3r171dfXp1gspnfeeUcXXnhhtiMAADAut8sjlYxaOgcAADDJDQ4OyhTlwWbZw+wi+6iJLTixrC9bu++++9Tf3697771X9957ryTplltuUSQS0apVq/SNb3xDn//852WM0U033aSpU9046gZAPguFQuru7tbcuXPdjoJJKh/Ko6HIkGKxmAKBgEshAAAAnBEOh2X7bbdjHFEkhQbZQmcisl4e3XXXXbrrrrvGfP6jH/2oPvrRj2Z7WACTyDe+8Q1t3rxZTz31lOrr692Og0nI7Q2zR8YNBoOcOAoAACa9oeiQ5D/x65xi/EbRWNTtGAUlH7arAoCjbN68WZLU39/vchJMVn19ffKV+CSXlt6PbNTNRo0AAMALotFoXpVH8g1nQsYojwDkrXg87nYETFLBYNC9WUdSemwKUgBAvkgmk/p//vWr+v/+9//rdhRMQolEwrUP7Y7Ll/o7j8xRHgHIW5RHyJVgMCi72MV198PbHDHzCACQLwYHB/X2O+v1/P95we0omIRs25ax8mfDbFmSncyjPZgKAOURgLzFVFLkSl+wTybg4g3McHnEEbEAgHwxNDSUfmxMHv2Sj0nBGJNfM48s/p5PFOURgLxFeYRcGRgYoDwCAGCUcDicfhyLxVxMAjjAKL/KrAJAeQQgb43+BAzIplAolC5wXOGXLL9FeQQAyBujy6PBwUEXk2AysiwrVdjkEYv2aEIojwDkrUgk4nYETEK2bSsSjkjF7uawAhY35wCAvBEKhdKPeX9Ctvl8vvwqa0wqEzLHvy0AecW2j2xcN/oTMCBb0jPaitzNoWL+jgMA8sfo2bCcBops8/l8+TfzyMqjMqsAUB4ByCujl6ox8wi5kC5sXC6PjN/wyS4AIG8Eg8H0Y8ojZFvelUdG8vmpQyaCf1sA8sroX6b5xRq5kC8zj2y/zabwAIC80dfXd9zHQDb4/f68K4/8fr/bKQoK5RGAvEJ5hFwbKWyM3+U7GL80FGVTeABAfujt7VVg+Hfp7u5ud8Ng0vH78qw8soczIWOURwDyyujNGkc/BrIlffyw2++APo5CBgDkj66uLk2rMCortiiPkHU+f34tW7OMxYbZE+T2dqEAcJTRmzVyjDlyIb0pu9t7JFpS0k66HAIAgJTOjkOqK04oaReps7PT7TiYZPJu5pE4bW2i+LcFIK+MFEaNpUkNDLBZI7Ivr8qjBOURACA/HDp0UE1lSTWWJHToYLvbcTDJ5OWG2ZRHE8K/LQB5ZeR0j6nltvrZrBE5kE/HsnLTAgDIBwMDAxoIhdVYaqupLKn29nYZk0+/6aPQsWF24eOuFUBe6e/vlyVpSpmtfpatIQfSNwpu38Bw0wIAyBMHDhyQJE0vtzWt3NZgOKJgMOhyKkwmlmXJcn3a9yjMPJow/m0ByCvBYFDlAUs1AVsDoUElkyzrQXalCxvb3RyypaIith4EALhv3759kqRpFUlNL0/de+3Zs8fFRJhsWLZW+Pi3BSCv9PX1qbrYqKrYyBjDptnIurKyMkmSlXD506+EVF5W7m4GAAAktba2qsgnTS2zNauS8gjZl3flkfJrK4NCQHkEIK/09fWpsiihqoCd/jOQTSPlkRLu5vAlfSovpzwCALhv166dmlFhq8gn1ZcYlRdb2rlzp9uxMInkXVFjhk+AQ8YojwDklb7eHlUHbFUXpz6aoDxCtlVUVKQexN3NYcWtI1kAAHCJMUYt77+veZWpN0bLkuZVxtWy/X2Xk2Ey8fv9skweFUgsW5sw/m0ByCu9vb2qDhhVB0z6z0A2lZWVKVASkKLu5jBRo9raWndDAAA8r6OjQ339A5pffWSfyfnVCe3atUuxWMzFZJhM8vG0NfaenBjKIwB5I5lMqr9/QDUBWzXDy9Z6enpcToXJqKa2RhpyMUBSMnHKIwCA+7Zs2SJJOr3myHru02oSiieSamlpcSsWJpl8m3lkGYtTbyeI8ghA3ggGg7JNatZRVcDIsph5hNyYNmWarIj/VnD8AAAgAElEQVSLNzDh1JcpU6a4lwEAAEmbN29WaZGl2ZVHZh6dMVwkbd682a1YmGSKiorcP+l2FMu2mHk0QZRHAPLGSFFUG7Dls6TqEovyCDkxffp0+SMufto0mPoybdo09zIAACBpw/p3dFZtVP5RvxnWlBjNrDTasH69e8EwqQQCgbwrj0pKStyOUVAojwDkje7ubklSTUnqnaUmYKe/B2TT9OnTZQ/aUvLEr80FazA164nyCADgpo6ODu0/0KZz6o49gvSc2qg2bdqoaNTlTQIxKQQCAdfuu47LHs6EjFEeAcgbI0VR7fBm2TXFCfV0d7kZCZPU3LlzU5s2hlwK0C+VlJawbA0A4Kq1a9dKks5vOPYI0vMa44rG4tq0aZPTsTAJlZeXy8TzaMfseCoTMkd5BCBvfHDmUW3AVncX5RGyb968eZIkq9+dfY+sfkvz582XZeXPxpEAAO9588031Vgmzag4dj3ROXUJFfulNWvWuJAMk015eblM0uTN7CMTNyorK3M7RkGhPAKQN7q7u1VebKl0eCuauhJb3b19su08WiCNSWH27Nny+X1SnwuDG8kX9GnhwoUuDA4AQEo4HNbbb6/TRY1DOt5nGSV+6dy6mF579X9kTB7NGEFBqq6uTj2IuZtDkpSQTNIcyYSMUB4ByBtdXV2qLTlyc1JXYmTbNptmI+tKSko0f/58Wb0uzPwJSyZqdNZZZzk/NgAAw9566y3F4wktaTp2ydqIJVPi6jzcrW3btjmYDJNRbW1t6kE+bKE1nCGdCRmhPAKQNw4f7lRd4MgNTO3w8rUulq4hB845+xz5en2pvY8cZPWkCqszzzzT2YEBABjlxRdfUG2pdNZxNssesbgpriKf9OKLLzqYDJNRfX196sGQuzkkpTOkMyEjlEcA8sbhjg7VlRxZolY//Lizs9OtSJjEFi1aJBMzUr/DA3dJgZKATjvtNIcHBgAgJRgMau1bb+nSpiH5xpmEW1FsdEFDTH998QUlEmOXTMCJTJ06VZJkhd3f73Ekw0gmZIbyCEBeSCQS6u7pVcPo8qg09fjw4cNuxcIkdv7550uSrC5nb2L8XX6du+hcFRUVOTouAAAjXnzxRcUTSV0+48Qb0Fw+PabevmD6ZDbgZDQ0NMjn80mDbidROgPl0cRQHgHIC93d3bKNSRdGklQTMCrySR0dHS4mw2Q1ffp0NTY1yup0sDyKSqbP6IILLnBuTAAARjHG6NlnntG8altzq0589NX5jXFVl0h/evZZB9JhsioqKtL0GdNlDbg/80gDUm19rSoqKtxOUlAojwDkhUOHDkmSmsqOlEc+S2ooozxCbliWpYuXXiz/Yb9j+x6NFFVLly51ZkAAAD6gublZu1pbdcWMSEavL/JJy6dH9Oabb3JPhlMyf958+QbcryB8Az7Nnzff7RgFx/3/zwGAjpRHjaNmHklSY0lcBw+2uxEJHrB06VLZUVvqcWjAQ1J5RTmbZcNVK1eu1G233abbbrtN3/zmN92OA8BhTz75pMqKLH14WuZnpn90ZkzGGK1evTqHyTDZnXbaaTIDRnJz+yxbsoKWTj/tdBdDFCY2XACQF9rb22Xp6JlHkjSlzNaGtjZ3QmHSW7JkiSzLknXQkmnI8fQjI/k7/Lrk0kvk9/tzOxYwhmg0dT7xI4884nISAG7o6urSSy/9VVfNiKh0Ar8JNpXZuqgprtVPP6Xbb79dJSUluQuJSevss89OzfbuldTkUoh+ySSMzjrrLJcCFC5mHgHIC21tbWool4o/8F+lqWVJBfsHFAqF3AmGSa2mpkaLzl0k/yEHypxeyUSMPvzhD+d+LGAM77//viKRiD73uc/p9ttv18aNG92OBMBBTzzxhOykrWtmRyf8s9fMHlKwf0B/+ctfcpAMXnD22WdLkqxu9/Y9GjkoZSQLMkd5BCAv7N+3V9NK48d8f1p5aibS/v37nY4Ej1j24WUyvUYK53Ycq92SZVm65JJLcjsQMI7S0lJ9/vOf14MPPqi7775bX/va1zh+G/CIUCikJ574o5ZOiWlKuX3iH/iAs+sSWlBt67ePPapk8sQbbQMfVFtbqzlz5zh7WMkHWIctNTY1asaMGa5lKFSURwBcZ4zR3r17Nb382BuRGRWp7+3du9fpWPCIZcuWSZKsttzeyPjb/Trv/PNUU1OT03GA8cyfP19/+7d/K8uyNH/+fNXW1urw4cNuxwLggKefflrhcETXzxs6qZ+3LOm6uWG1tR/U//zP/2Q3HDxj6ZKl8nX7JDf6RyP5D/u1+KLFsqw8OPWtwFAeAXBdZ2enwpEhzaw89l1kSpktv0/avXu3C8ngBbNnz9bceXPla8/hW+KAZIJGyz+yPHdjABl4/PHH9YMf/EBS6iTLUCikpia3Np4A4JRIJKLf/fYxnduQ0Pzqk/+tfcmUuGZUGv3q4V/Ktic+ewm45JJLZBJG6nRh8G7Jjtq69NJLXRi88FEeAXDdrl27JElzjlMeFfmkmRW2du3a6XQseMiK5Sukw5JO7sPYE7IOpD7duvzyy3MzAJChm2++WQMDA/r0pz+tr371q/re976noiLOTwEmu6eeekp9wX7dMP/U1mj7LGnlvEHt3rNXr776apbSwUsuvPBClZSWyGp3fuaP1W7J5/exhcBJojwC4LodO3bIkjT7OOWRJM2tjKtl+3YZk+PTsOBZK1askEzulq752/w66+yzNHXq1JxcH8hUIBDQj3/8Yz322GN69NFHddFFF7kdCUCOhcNhPfqbX2tRfUJn1J76WqFLp6ZmH/3iwQfY+wgTVlJSossuvUz+dr/k5OQ1k7ofu+iii1RZWengwJMH5REA123dulUzKo3Kxvjwe0F1Un3BfnV2ujG/FV6wYMECzZw1U74DOXhbDEmm1+ijV3w0+9cGAOAE/vCHPyjYP6CbF2bnZAifJd04f1B79u7TX//616xcE95y5ZVXygyZ1Kxvp/RKJmT0sas+5uCgkwvlEQBXGWO0rfk9LaiKjfmahTWpk4Cam5udigWPsSwrVe4cljTx04vHv/bwkrUVK1Zk98IAAJxAMBjUY489qosa4zqtJnuzhC6eEtfcKlu/eODnisePPS0XGM+ll16qsvIyWXudW7pm7bVUVFyUPigFE0d5BMBVe/fuVV//gM6sHfuo6DmVSZUUWdq0aZODyeA1V1xxRWrp2oHs3sj4Dvh05llnatq0aVm9LgAAJ/LrX/9akXBEt56WnVlHI3yWdOvCQbUf6tDq1auzem1MfiUlJbrqyqvkb/NLTnSPScm/36+PXP4RVVVVOTDg5ER5BMBVGzdulCSdVTd2eVTkk06vjundDeudigUPWrhwoWbMnCFfWxbfGkOSesWSNQCA4w4dOqQn/vi4lk2PalZl9jeXOa8hobPrEnr4lw8pHM5uOYXJ75Of/KRMwsjan/vZR1a7JRM1uvbaa3M+1mRGeQTAVevWrVNjmTS1bPybmkX1ce3Zu0+HDzu5OBpekl661qmsLV0b2YB7+fLl2bkgAAAZeuCBByRj6+aFkZxc37KkvzstrL5gvx577LGcjIHJ6+yzz9a8+fPka/VJOT4Tx9fq05SpU7R48eLcDjTJUR4BcE08HteG9e/o3PqorBN86HB+Y2pO69q1ax1IBq9avnx5aulalo6P9bX5dPoZp2vGjBlZuR4AAJloaWnRCy/8H10zK6KG0tz9Zr6wJqlLpsb0u98+pq6urpyNg8nHsizdsPIGqVepf3KlX1KntPJTK+X3+3M40ORHeQTANRs2bFA4MqSLmsbeLHvErApbTeXSa6+95kAyeNUZZ5yhKVOnpGcMnZKwpG7pihVXnPq1AADIkDFGP/3pvaostvS383Mz62i0VQsjisdjevDBB3M+FiaXq6++WiWlJbJ25m7pmrXTkr/Iz5K1LKA8AuCaV155RaVFlj40zn5HIyxLWtw4pHfeeVuhUMiBdPAiy7K0YvkK+Tp90on/Wo5/reHZS5dffnkWkgEAkJl169Zp/foN+tS8QZUX5X68KeW2PjZzSM/9+c/avXt37gfEpFFRUaHrPnmd/Af80lAOBohL/n1+XXXlVaqvr8/BAN5CeQTAFbFYTP/z8kta0jikQIYzSC+dGlM8nmD2EXJq2bJlMkkjHTq161jtlmbOmqm5c+dmJxgAACeQTCb103t/oinl0lWzsrSBXwY+NX9IpUXSfT/9qWNjYnK48cYbZZJGVmv2Zx9Zuy2ZuNFNN92U9Wt7EeURAFe8+eabCg2Gddm0Ey9ZG7GwOqmp5dJzz/05h8ngdYsWLVJFZcWp7XsUl3yHfbp8GbOOAADOeeGFF9S6e49uXRBSkYO/6VUFjK6fO6g1b72VPkkXyMTs2bN18SUXy9/ql5JZvLCR/Lv8+tCiD+mss87K4oW9i/IIgCv+9KdnVV8mnduQ+dogy5I+Mj2ijRs36cCBAzlMBy8rKirSpZdcqqKOopM//aNTMrbRZZddltVsAACMJRqN6sGf/0wLqm1dPDXu+PjXzI6qvlT66U/vlTE5Pj4Lk8qtt9wqEzGy9mdx9lG7ZEJGq25dlb1rehzlEQDHtbe3a926dfrItIh8E3yPuHx6VD5LWr16dW7CAZIuu+wy2UP2SZ/+YR20VFZepnPPPTe7wQAAGMPq1avVcbhLt542OOH7q2wI+KUb5w9q27b39frrrzsfAAVr6dKlmjN3jnw7fSf/wd0H+Hf61djUqGXLlmXngqA8AuC8J598Uj5JH5058bX49aVGS5pi+tOzz2hoKBc76wGpmxhJsjpO4u7bSP5OvxZftFhFRQ7sVAoA8LxIJKJf/+phnVOf0KL6Uzzx4RRcPj2maRVGDz7wc9m27VoOFBbLsnTrLbemPrTrysIF+yR1SrfcfAv3YllEeQTAUaFQSM88s1pLp8RUX3pyHy1cM2dIA6FBPffcc1lOB6TU1dVpwcIF8nWcxNvkoGQGTbqAAgAg15566in1Bvt1y4Kwqzn8vtTso9bde/Tqq6+6mgWF5eqrr1ZlVWVq9tEpsnZYCpQEdN1112UhGUZQHgFw1OrVqxUOR3Tt3JOfNXRGTVKn1ST128ceVSLh3qdrmNyWLlkqq8ea8OaNVmdqttLixYtzkAoAgKMNDQ3pt4/+RovqEzq9Nps7Dp+cS6fGNb3C6JcP/YLZR8hYaWmprr/uelltlnQqHWhU8u/36+PXfFxVVVVZywfKIwAOGhoa0u9++5g+VJ/QguqTv7mxLOn6uREdPNShv/71r1lMCBxx/vnnyySN1DPBHzws1dTWaPbs2TnJBQDAaH/+85/VG+zXyvkRt6NIknyW9Kl5YbXu3qO1a9e6HQcFZOXKlbJkydp18pt2WbstmaTRjTfemMVkkCiPADho9erV6u0L6oYs3Nxc2BTXnCpbv/rlL5l9hJw477zzJElW18RuYIq6i3TB+RfIslzYrRQA4CnJZFK//+1jOq0mqTNr8+d+6NKpMTWUSY89+hu3o6CATJ8+XZdeeqn8e/3SyUxaM5J/t1/nnXeeFixYkPV8Xkd5BMARkUhEv3nkVzqnLqGz6k795sZnSTfMD2t/W5teeOGFLCQEjlZdXa1Zs2fJ6p5ACRSR7EGbU9YAAI5Ys2aN2g916No5EeXTZxZFPumaWWFt3LRZu3btcjsOCsjKlStlIkZqO4kf7pBMyOiGG27Iei5QHgFwyB//+MfURo4Ls7eR45KmuOZX2/rFgw8oFotl7brAiEUfWiR/rz/zY2OHl7idc845OcsEAMCIp556SnWl0uKmuNtRjvGRGTEV+y09+eSTbkdBAbn44ovV2NQo3+6JVxXWbkuVVZW6/PLLc5AMlEcAci4YDOo3v35EFzbGs7qRo2VJty4cVEfnYT399NNZuy4w4pxzzpE9ZGe8caPVY8nn8+n000/PbTAAgOd1dnbq7bff1orpEfnz8Le6ymKjS6YM6cUXXlA0GnU7DgqE3+/XdZ+8TlaHJQ1O4Aejkr/dr098/BMKBAI5y+dlefifGQCTzSOPPKJIJKJVp2X/+NhF9Ql9qD6hh3/5kEKhUNavD2877bTTUg/6Mnu91Wdp9pzZKikpyV0oAAAkvfjiizLGaNn0/J19vWx6TOFIRG+++abbUVBAPvGJT0iSrH2Zr8W09lsyttG1116bq1ieR3kEIKfa29v15BN/1OXTo5pVmf3jWi1L+rvTwuofCOnRRx/N+vXhbQsWLJBlWbL6Mrt58ff7deYZZ+Y4FQAA0ssv/VULa5KaWp79+6tsOacuodoS6aWXXnI7CgrI9OnTtejcRfLvy3zrAN8+n+YvmK+FCxfmNpyHUR4ByKmf/ex++WTrpgW5Oz52fnVSfzMtqt//7nfq6OjI2TjwnvLyck2bPk1WfwblUUyywzanewAAcq6rq0vbW3boosb8nXUkpQ44ubAxqrfXrVU8nn/7MiF/XXP1NTL9Rgpm8OJBSd2pn0HuUB4ByJmtW7fqpZde1idmh1VfmumOwyfn1oVDMsm4HnjggZyOA++ZP2++fAMZvF32p77Mmzcvp3kAAHj77bclSRc05n8hc0FDXOHIkJqbm92OggKyfPny1OzvAyf+AG/kNStWrMhxKm+jPAKQE8YY/eQn/62aEum6uUM5H6+xzNY1s4f0/PPPq6WlJefjwTvmzp0rM2CkE6wKsAas9OsBAMilzZs3qyJgaXZl9g4iyZUz6xKSpE2bNrmcBIWktrZW519wvvzt/hO+1tfm0+lnnK4ZM2Y4kMy7KI8A5MTrr7+uLVve043zB1Va5MyYfzs/oqqApZ/+9F5nBoQnzJ49O1UcnWjlZUjy+X2aOnWqE7EAAB723pbNOq0qJl/m+wm7prLYaFal0datW92OggLzkcs/IhM00nhn4gxJ6k69FrlFeQQg6xKJhO6/76eaUWm0YoZza/HLi6RPzRvU+vUbtG7dOsfGxeQ2c+bM1IMTHeYXkqZOm6qiIofaUgCAJ8ViMR1oa9PcqoTbUTI2pzKm1l073Y6BAnPZZZdJkqyDY7ek1iHrqNcidyiPAGTdX/7yF+3bf0C3LBiU3+H/ylw5K6qmculn998n287f00dQOEamQFuD43+86w/7NXvmbCciAQA8rL29XcmkrZkVhXOfM7PCVkfnYUUiuTtABZPPzJkzNXPWzHRBdFyHpLr6Op1++unOBfMoyiMAWRWLxfTLh36hhTVJLWlyfhPHYp9047xBtezYqVdffdXx8TH5NDY2yufzpU7yGIcVtjRt2jRnQgEAPKuzs1OS1FiW//sdjWgoTRVdhw8fdjkJCs3SJUvl6/Idf+9JI/kP+7V0yVJZVgGs4SxwlEcAsurZZ59V5+Eu3bIgLLf+G/7h6THNqDT6xYMPMPsIp8zv96uhsUEKj/OihGQP2ZRHAICc6+rqkiTVBXJ7km021Zek7sdGsgOZWrx4sUzCSD3HebJfMkNGF110keO5vIjyCEDWxONx/ebXj+iM2qQ+VO/eOnyfJd0wb1B79u7TK6+84loOTB7Tpk6TFRmnDR2ehd/U1ORMIGCUnp4etbe3p/8BMLkNDqamwpYXF055VFaUyjqSHcjUeeedJ0myuo69Dxv53vnnn+9oJq9iV08AWfP888/rcFe3Pnehe7OORlwyNa4ndhv9+pFfacWKFUxlxSlpbGyUf49f9nHnTCtdHjU2NjoXCpD07W9/W2vWrFFjY6OMMbIsS7/97W/djgUgh4aGhiRJJf7CKY9Gso5kBzJVV1enGTNnqK27TUYf+DvfLdXU1qT3p0RuZVQeJZNJbd269aj/sS9dunTcn9m0aZN+9KMf6ZFHHjnq+w899JAef/xx1dfXS5LuvvtuLViwYKK5AeQZ27b12KO/0bxqW4tcnHU0wmdJ180J6+fbdmn9+vVasmSJ25FQwJqammQiRjKSjtNDjsxKojyC07Zv364XXniBghzwEGNSv0AX0v/qR7KOZAcm4txF5+rQa4eO+RDP3+vXueedy3ugQzIqj770pS+pv78/PR3fsqxxy6Of//znWr16tcrKyo55rrm5WT/84Q+1aNGik4wMIB+tW7dO+w+06f9e5P6soxF/Mz2m37VW6Pe//x3lEU5JQ0NDar19QlLxcV4wdOR1gJOmTJmiwcFBVVZWuh0FgEN8vtTOI3YB9TAjUUeyAxNx5pln6vnnn0/N9B6pGOKS6Tc688wz3YzmKRmVR729vXr00UczvuicOXP0X//1X7rzzjuPea65uVk/+9nPdPjwYa1YsUL/9E//lHlaAHnrySeeUG2pdPEU509YG0uxT7pyRkRPvrVW7e3tTGnFSRuZLashjVkeFRcXq6KiwslY8LBVq1bJsix1d3fr6quv1uzZsyWJZWuAB5SWlkqSoklLgQJZujaUTH2yeLzJBcCJnHHGGakHvTpSHvV94DnkXEbl0YwZM3Tw4EFNnz49o4tec801OnDgwHGf++QnP6nPfOYzqqys1L/8y7/o5Zdf1hVXXJF5YgB5p6OjQ2vXrtX18yIqyrMPlFbMjOrpPWV69tln9YUvfMHtOChQdXV1qQdRSVXHeUE0teaeadNwyr//+79LSh1UUFx8pNEMBoNuRQLgkJEPKiIJS1UFcuJaJJF6fywvL3c5CQrR/PnzJUlWvyUzY3jZZjD1d4otcJwz7q95y5Yt07Jly/Tqq6/qYx/7WPrPy5YtO6nBjDH67Gc/q/r6egUCAS1fvlxbt249qWsByB/PP/+8bGO0fEbM7SjHaCg1Or8hrr8892clk0m346BAHVUeHYc1ZKmhniVrcE4gEFAsFtOdd96peDyuWCymoaEhfec733E7GoAcq62tlST1xwvnA4uBWCrrSHZgIqqqqtTQ1CCN/nykXyorL9OUKVNcy+U14848ev311yXpmFlHu3btOqnBQqGQrrvuOv35z39WeXm51q5dq5tuuumkrgUgPxhj9PxfntNZdQlNKRvjJCqXLZse1X9t6dHGjRu1ePFit+OgAI2UR9aQdexJH5J8Md+RpW2AAzZt2qSHH35Yu3fv1re//W1Jqb1ETvYDPgCFY+Q9KRj1SSqMD8b6Yqk5C+kPY4AJWjBvgbp3dSs5/HfeGrA0b948Zn07aNzyqKWlRZ2dnbrnnnt05513yhgj27b14x//WE8//XTGgzzzzDMKh8NatWqVvvrVr+r2229XIBDQZZddpuXLl5/y/xEA3NPa2qr9B9r0f501xpSMPHBhY1ylRZZeeuklyiOclPQnpWPNPIpZfJoKR1111VW66qqr9Morr3AvBXjMyEyL7mie7RUwjp4hnwLFxaqpqXE7CgrU7Nmz9c7Gd9In3/oH/Zpz4Ry3Y3nKuOVRf3+//vSnP6m7u1vPPvuspNRGjJ/5zGdOeOFZs2bp97//vSTp+uuvT39/5cqVWrly5alkBpBHXnnlFVmSljTlz0bZHxTwSxc0RPXaq6/oX//1X+X3+92OhAJTVFSksvIyDUYHj33SSGbIUB7BFQ888IAefPDB9J+Li4s1bdo03XHHHZo1a5aLyQDkSm1trYqLi9QVKZzyqGvIp6lTmpglgpM2c+ZMmbiRYpKKJHvQ5n3OYeOWR0uWLNGSJUvU3NysD33oQ05lAlBA3nzjdZ1em1BNSX5v2Li4Kaa33uvXtm3btGjRIrfjoADV1NQcvzxKSiZp+DQVrpg1a5YuuugiLV68WBs3btTLL7+sCy64QP/2b/+mhx9+2O14AHLA5/NpxrRp6oy0uh0lY51DRZoxf7bbMVDA0tvoDCrdYmR6oBeyY9zy6LbbbhuzHf7Vr36Vk0AACkdXV5daduzUrafl30bZH3ReQ0I+S3rrrbcoj3BS6urqdLD74LF7Hg0vZWPmEdzQ3t6u73//+5JSJ84888wzuuWWWya0vQCAwjNz9hzt27Lf7RgZMUbqCPt10cyZbkdBARspiqxBS6Y4dS82bdo0NyN5zrhzHe+++25997vfVVNTk/7u7/5O99xzj2677TamhwGQJG3YsEGSdG59wuUkJ1ZRbLSwJql33n7b7SgoUHW1dfLFjvO2OVweMfMIbojH43rttdcUCoX06quvKpFIaP/+/YpEIm5HA5BDs2fPVkfYkp3fE78lSX0xS5GE0ezZzDzCyUufqhaRrIh19PfgiHHLowULFmjBggXq6urStddeq6lTp+pjH/uYDhw44FQ+AHlsw4YNqgxYmltVGCd9nFMb0/vbt2tw8DhLj4ATqKmpkRU7zmxcyiO46Ac/+IF+97vf6ZZbbtEf//hHfe9739PGjRv1zW9+0+1oAHJozpw5iiel7qH83/fo4GBqr8k5c9jcGCevsrJSgZKAFJYUTu3F3NDQ4HYsTxl32dpof/jDH3Teeefp3XffVVlZWS4zASgQG9/doDNrovIVyN6HZ9cl9PQeW83Nzbr44ovdjoMCU1tbKzNk0qd8jBgplFi2BjfMmTNH//3f/33U9/h0H5j85s6dK0lqH/Spqcx2Oc342sOpgmskM3AyLMtSfX292ofapaRUWV2p4uJit2N5SkZV9Y9+9CO1trbqRz/6kfbs2aP/+I//yHUuAHmuq6tL7QcP6cza/F+yNuK0mtS+R5s2bXI7CgpQTU2NTNJIH5xox8wjuOi+++7TkiVLtGzZsvQ/ACa/kSKmbTD/T5BtC/lVVlqipqYmt6OgwDU2NMoasmQNWWqoZ9aR08adeXTo0CFNmzZNoVBIt956a/r7HR0dmj9/fs7DAchfW7dulSSdUUDlUWmRNKfK1tbmZrejoACly6Gojn73jKZOvqmsrHQjFjzuueee02uvvcascMBjampqVFtTrbbBqNtRTqgtXKR58+aNeRATkKn6+nr59vtkbKOG6ZRHThu3PHrooYf0zW9+U9/5zndkWZaMSe3IZlkWp60BHtfc3Cy/T5pTWRj7HY1YWB3Tmm1bZdu2fL783ycA+eOo8qhi1BNRqaq6iptiuGLmzJkqLUNLFp8AACAASURBVC11OwYAF8xfsEAHWnvdjnFCbYPF+vCChW7HwCQwsv+kZSy2C3DBuOXRyGaLq1at0hVXXKGKiorxXg7AQ7Zvf19zK20F8n+29FEWVif11wND2r9/P2vvMSFHlUejWDGLJWtwTTwe1/XXX68zzjgjXWD++Mc/djkVACfMn79Az23ZJGOkfP38YiBmKRg13HMhK2pqamQP2fLZPlVXV7sdx3My2jB7//79+sIXvqCqqipdffXV/z97dx4eZX3v//91z5pJMtnJHhJZQkAW2WQRZVNwQ2qtQrXa7fj7tee02tPz9dhqW63Wattva5ejtranPcVqFaVaPSouqOxgAFFABWUnCUnIRtZZ7+8fIQGVJUAm90zm+biuc3WYmcz98ugVZl7z/nw+mj17Nm+UgThmmqa2f/ihJqUHrI5y2s5J6Vxmt337dt7I4LR0fcNl+A2ZOuZsZJ+UMSDDolSIdzfffLPVEQBY5JxzzlF70FSdz1BWgnnqH7BA155MgwYNsjgJ+gOv1yuZUtgX7ryNPtWjNRvf/OY39fjjj+vf/u3f9NRTT+mCCy6IdC4AUayqqkqtbe0q8cbOfkdd8hPDctqlHTt2WB0FMaZ7PPpTk0d2v13p6el9HwiQNGLECK1evVrPPfecGhsblZOTY3UkAH2kaw/aAy3ROwa+/0g29stFbzi2MKI86ns9Ko9++tOfasGCBXrooYd05ZVX6oUXXoh0LgBR7KOPPpIkFXtja78jSbLbpKLkUPc/A9BTycnJstltnymP5OOkNVjnjjvuUFFRkfbs2aOsrCzdeeedVkcC0Ee6Cpn9UVweHWixKzkpkZPW0CuOPZyEg0r6Xo/Ko46ODrndbuXl5Sk/P1/Z2dmRzgUgiu3atUuGpMIY2yy7S1FSULt2ftx9CADQE4ZhyJvi/WR5FO4cnWbTRlilsbFRX/jCF+RwODRu3Dh+rwFxxOv1akBWRlSXR/taHRo0eDCHSqBXJCYmdt9mP+a+16Py6J577tGiRYt09dVX63/+5380adKkSOcCEMV27dqlnCTJHb3vVU6qKDmkpsPNqq+vtzoKYkx6WroM3zFvgP2d/8PkEay0c+dOSdLBgwc5RRKIM0OGDtO+VpfVMY4rbEr7WxwaMmSo1VHQTxxbHnk8HguTxKcebZj95z//WatWrVJ7e7umT5+uu+++O8KxAESzPbt3qSDRb3WMM1aQ1DkxtXfvXmVmZlqcBrEkIz1De/buOXrHkSkkJo9glTvvvFN33HGHdu7cqVtuuUV33XWX1ZEA9KEhQ4Zo/bq18ocUdSfg1rTb1BE0NXjwYKujoJ84tjA6tkhC3+hReWS323XfffcpLy/vE/e//vrruvjiiyMSDEB0CgaDqqio1KjCsNVRzlj+kfJo3759GjdunMVpEEvS0tJk+8imkI4s2aQ8gsWGDRump556yuoYACxSWlp6ZMLHrsGp0bWdwJ7mzjartLTU4iToL44tjxISEixMEp96VB59+ctfPu79ixYtojwC4kxNTY2CoZByE6PrDcrpSHebctqliooKq6MgxqSlpX1iz6OuJWyUR+hr06ZNO+Fjq1at6sMkAKw0bNgwSdLu5ugrj3YfdsjpsGvQoEFWR0E/cWxhRHnU93pUHp0ImzIC8aeqqkqSlO2J3ckjmyFle0xVVlZaHQUxJj09XWF/WAqrc9dA39H7gb50qoKI6XAgPuTk5CgtNUU7m3y6uDC6thTYedihIUOGyOl0Wh0F/cSxhZHb7bYwSXw6q10V2TUfiD+1tbWSpIyE2C2PJCnDFVRtTbXVMRBjuieMuqaPjvxvSkqKJXmAE1m0aJHVEQD0AcMwdO7IUfr4cHRtmh0MS7sPOzXi3JFWR0E/4nId/e+c8qjvcSQHgNNSV1cnSUpzx3Z5lOYOq+7QIatjIMZ0n6p2THmUlJwkh+OsBnmBXsd0OBA/Ro8erapWQ03+6Plif2+zXb6QqdGjR1sdBf2I3X50V/hjiyT0jbMqj3hjAsSfw4cPy2mXEqLsRI/T5XWaOtzcbHUMxJjjTR6x3xGiEdPhQPzoKmg+bIieLzI+OJJl1KhRFidBf3Ls320sh+x7Jy2P/H7/Cf9Pkr761a/2SUgA0aO1tVWJjtj/UOJxmPL5AwoGg1ZHQQzpKoq6Nso2/IbS09jvCLGlrq5O06dP186dO62OAqAXDBs2TImeBG2rj54P09sanCoeWKSsrCyro6CfOnYKCX3jpPX0pZdeKsMwPjNhZBiGli1bplmzZkU0HIDoEwwG5egHC14dts7fa6FQiCVH6LHuZWtH9iS1+W1slo2odKLp8EAgoB/96EecUgP0Iw6HQ2PHjdeWd1bLNNtk9eChPyRtb3Rp3ozzrQ2Cfo0J27530k9Mb7zxRl/lABBD+tOCVZbf4nR4vd7OG0eWrRl+g82yYYmuKfDjcblcJ5wO/9nPfqaFCxfq0UcfjVQ0ABaYPHmyVq9erco2mwqSrN2X8oMGh/whU1OmTLE0B4De1aOv25ctW6YnnnhCgUBApmmqsbFRL7zwQqSzAYhCLpdLgdjeK1uSFAh3flvBZns4HQ6HQ0nJSWr2NUumZHaYlEewxJlMh//jH/9QRkaGLrzwQsojoJ+ZPHmyJGljrVMFSb5TPDuyNtW6lOB2a8yYMZbmANC7elQePfTQQ/rhD3+oJ598UpMmTdLq1asjnQtAlEpOTlab31TYlGwxPC3aGjCU6EmQzdYP1uChT3lTvGr2N0tByQybbJgNS5zJdPiSJUtkGIbWrl2rDz74QLfffrseeeQRDRgwIAIJAfSlnJwclZYO1cbqD3VViXXlUdiUNta5NWnyZI5SR0Tceuut6ujosDpGXOpReZSenq6xY8fqySef1Oc//3n94x//iHQuAFEqMzNTIVNqCRhKccXukq9Gv00Z7FWDM5CWmqaq+iqZ/s7//pk8gpVOZzr88ccf775944036u6776Y4AvqRGTNm6tFHP9KhdpuyPNaMie9odKixQ5o+fbol10f/d80111gdIW716Ct3p9Op8vJyBYNBrVy5UrW1tZHOBSBK5eXlSZKq22J7Yqe63aH8wkKrYyAGpaakyhawdW+aTXkEKz300EP61re+pby8PF199dUqLS21OhIAi3QtV11Xbd2pa2sPuuR2OTV16lTLMgCIjB59+vvxj3+sYDCob37zm1q8eLFuvfXWSOcCEKWKi4slSQdaY/d4zLApVbbaVFxcYnUUxKCUlBQZAYPyCFGhazpckj7/+c+rurq6Rz/32GOPafDgwZGMBqCP5efna8Tw4VpdnSArzgMJhKX1tW5dMO1CJSYm9n0AABHVo/JoyZIlmjJlioYMGaLf/e53+uCDDyKdC0CUysvLkzc5SR83xe7x9vtb7PKHpGHDhlkdBTEoJSVF8nWetCYdcwIbYAGmwwEc69LLLtP+Zpv2Nvf9l3ybDznV4u/c0B9A/3PS8ujpp5/WggUL9Oc//1kLFy7UwoULdd1112nVqlV9lQ9AlLHZbBo5arR2NMXuKWUfNnQWX6NHj7Y4CWKR1+tV2B9m8ghRgelwAMeaPXu2nA67VlT1/fu0FZVuZaSnacKECX1+bQCRd9LRgfnz52vKlCn6wx/+oG984xuSOj84ZmZm9kk4ANFp4sSJWrt2rQ622ZSbaM2GjGdjc51TRQX5ys3NtToKYlBycnLnjdZP/RmwwJIlS/Sv//qvkqTf/e53+uUvf6nLL7/c4lQArOL1enXhRdO1etWbWjikXa4+GkBq8Bl6t86pL15/hRyO2J1OB3BiJ508crlcKiws1F133aU1a9ZoyZIl2rdvn1paWvoqH4Ao1LUJ4sZa6zZkPFOtAUMfNDg1ddqFVkdBjOpeptYm2e12jiKGJZgOB3AiV155pVr9pjb04fu0FZVuhU1RXgP9WI9q4bvuukvZ2dlas2aNRo4cqdtvv11//OMfI50NQJTKz89X2bBSra78UFcU+6yOc1rernEqGD56IglwupKSkiRJRpuhxKREGYZhcSLEI6bDAZzIuHHjlJebozcrgpqaG4j49cKm9FaVR2PHnqeioqKIXw+ANXq0Yfa+fft06623yu12a9asWWpubo50LgBRbu6ll2lfs017DsfWqWsrqhI0sKhQZWVlVkdBjOoqj9QmTpOBZZgOB3AiNptN866arw8aHKps7dHHvbOyrd6h2jZp3ryrIn4tANbp0W+TUCik+vp6SVJLS4tstsj/EgIQ3ebMmaMEt0uvH4idJTt7m+36qNGuq+Z/jmkRnLHuyaN242iRBFjkrrvuUmVlpVavXq3W1lbdfvvtVkcCEAUuu+wy2e02vVUR+fdpb1S4lZri1UUXXRTxawGwTo9aoH//93/XggULtGnTJi1cuFDf+ta3Ip0LQJTzer26ZM5cralOULM/NoqYpfvccrucuuyyy6yOghh27LSRN9lrYRKA6XAAx5eZmalp06Zp5cEEBSJ4tkmjz9CmWpcuvexyuVyxexIvgFPrUXnU0NCgUCik4uJidXR0KByOvdOVAPS+a6+9Vv6QqddiYPqovsPQmmq3rrhy3tENj4EzcGx5xLI1WI3pcAAnMm/eVWr2SxtrIrdx9soql0KmNG/evIhdA0B06NE7jIcfflhPP/20XnzxRT355JP69a9/HelcAGJASUmJLrhgql49kKj2oNVpTu6lfQkyZdN1111ndRTEOI/Hc9zbgBWYDgdwIhMmTFBuTrberEyIyOubRzbKHjN6tAYOHBiRawCIHj0qj9LS0rpP78jKylJycnJEQwGIHTfeeJNa/GZU733U5Df0RoVHc+bMUX5+vtVxEOMSEhKOexuwAtPhAE7EZrPp8iuu1Pv1Dh1q7/2pxO2NDlW3Grriyit7/bUBRJ8e/RZJTk7W17/+df3+97/Xt7/9bXV0dOhXv/qVfvWrX0U6H4AoN2LECJ1//vl6aV/0Th+9uCdBwbB04403Wh0F/YDdbpfD6ZDE5BGsx3Q4gJO59NJLJaNzeVlvW1HpkifBrenTp/f6awOIPo6ePGn27Nndt3NyciIWBkBs+trXvqZvfONtvbo/QfPP6bA6zic0+gy9XuHRJXPmqKioyOo46CfcbreCgSCTR7Ac0+EATiY3N1djxozRmo8263PndKi3Dpv1h6Ty2gRNv3gmX6QAcaJH5dHVV18d6RwAYtiIESM0ZfJkvbRpnS4p6lBij36z9I3/3ZOgoGnoy1/+stVR0I84nZ2bj1IewWpd0+ETJ07Utm3buqfDJem73/2uxekARIM5c+bq55vf1a7Ddg1ODfXKa75zyKn2oKk5c+b0yusBiH5R9BEPQCz76te+pv9v3Tq9si9BVw+KjumjBp+hZRUJmjt3rgoLC62Og36IY4lhNabDAZzK9OnT9atf/lLra1wanNreK6+5vtql9LRUjR07tldeD0D0ozwC0CvKyso0depULd2wVnMHRsf00f/uSVBINqaO0OuMI3P/bnf0bhSP+MB0OIBT8Xq9Gj9hgsq3rNcXh7Sf9dI1X0jaXOfW5fNmym63905IAFGv97fdBxC3vvKVr6jVb+r1/dYv5Wn0GXqj0qO5c+dywhp6XVd5xOQRACAWTJ8+XbVt0oHWs//4t7XeKX/IZKNsIM5QHgHoNWVlZZo06XwtPeCRv3eW1J+xV/a7FQpLX/rSl6wNgn7JEOURACB2TJkyRYZhaFPt2f+9tanWqUSPR6NHj+6FZABiBeURgF51ww1f0mGftLzSuuU8bUHp9YpEXTR9OiesISJM05R0dONsAACiWWZmpoYOHaJ3687u7y3TlLbUuzXx/PP5OxCIM5RHAHrVmDFjVDasVK8e8ChsWpNhZaVb7QFTX/ziF60JgLjhcETB5l4AAPTApEmT9XGTQ23BM3+Nylab6juk888/v/eCAYgJlEcAepVhGPrCtdepqtXQtvq+/2BtmtJrFR6NGD5cw4cP7/PrI76wbA0AECvGjRunsCntaDzz92fvN3ROG40fP763YgGIEZRHAHrdjBkzlOJN1psVfb907cNGhw62GvocJxChDzB5BACIFeeee64cdrs+bDjz5WYfNjo0ICtTeXl5vZgMQCygPALQ61wul+bMvVSbDrnUEjjL82BP04pKlxI9CZoxY0afXhfxifIIABArEhISVFpaqo+azvzvro8PuzRq9JjuU0cBxA/KIwARMWfOHAXD0sbavttMMRCWNh5K0EXTZyghIaHProv40/Wm2W63W5wEAICeO3fkSO1udioYPv2fbfAZqmvvnGACEH8ojwBExLBhw5Sbk63ymr7bE+b9eofaAiZTR4i4ESNGSJKSkpIsTgIAQM8NHz5c/pCpytbT//Jj15GJpbKyst6OBSAGUB4BiAjDMDT1gml6v8GpwBl8u3Um3q1zyu1ysokjIu4///M/9eCDD6qkpMTqKAAA9FhpaakkaXfz6ZdHe5rtshmGhgwZ0tuxAMQAyiMAEXP++efLH5I+OotTPU7Htga3xow5T25332/UjfiSmpqq8ePHs+cDACCmFBYWKsHt0v4zKI/2tdhVWFggj8cTgWQAoh3lEYCIGTVqlKSzOxK2p1oChipaDI0577yIXwsAACAW2Ww2lZSUaF/r6b8329/q0uAhQyOQCkAsoDwCEDFer1fFA4u083DkNxXedeQabOIIAABwYoMGD1FF2+kdaNIRkmrbpEGDBkUoFYBoR3kEIKKGlg7T/tbIb5q978j49dChfCMGAABwIsXFxWrqMNUS6PnS66pWu8wjPwsgPlEeAYioc845R4fapfZgZK9T0WpXZka6vF5vZC8EAAAQw7oKoKrWnn8UrGrrfO7AgQMjkglA9KM8AhBRBQUFkqTa9sguXatpt6uwqCii1wAAAIh1RUfeL1W19fy9WVWrXYZhdL+vAxB/KI8ARFReXp4kqbYjsr9uDvmcys3Ni+g1AAAAYl1eXp7sdlv3NFFPHGyzK2dAFifaAnGM8ghARGVlZUmSGn2RO9I8bEqNHaYGDBgQsWsAAAD0Bw6HQ/m5uao+jcmj6naHiopLIhcKQNSjPAIQUenp6ZKkJn/kft20BgyFTCkjIyNi1wAAAOgvCgcW62C7o0fPNU3pYLudJWtAnKM8AhBRDodDyUmJavZHbvKo+chpIampqRG7BgAAQH+Rn5+v6na7TPPUz20JGGoLmCosLIx8MABRi/IIQMSlpHjVEojcr5sWyiMAAIAeKywslC9oqrEHX+5Vt3e+h2PyCIhvlEcAIi4lJVWtwchNHrUeKaa8Xm/ErgEAANBfdBVBNe2n/jh48MjeSEweAfGN8ghAxHlTUtUajOCeR0eKKcojAACAU+sqj3qyaXZNu02GYSg3NzfSsQBEMcojABGXkpKi1mDPT/Q4XV3L1lJSUiJ2DQAAgP4iNzdXNsPo0eRRdZtNA7Iy5Xa7+yAZgGhFeQQg4lJSUro3tY6E5oAhwzCUlJQUsWsAAAD0F06nUznZA3o0eVTd7lBBYVEfpAIQzSiPAERcenq6Wv2mguHIvH6z36ZUb7Ls9shNNwEAAPQn+YVFqm7vwbK1Dgf7HQGgPAIQeRkZGZKkph6c6HEmGn2G0o9cAwAAAKdWWFio6nbHSZ/TFpQO+0zl5+f3USoA0YryCEDEDRgwQJJU3xGZXzn1foeyc9jEEQAAoKcKCgrUGjC79448nmpOWgNwBOURgIjLy8uTJNVGoDwyTam23d59DQAAAJza0RPXTvz+rGtD7a7nAohfESuP3n33Xd14442fuf+NN97QNddcowULFmjx4sWRujyAKJKfny/DMFTV2vt7ErUEDLUGTL4RAwAAOA1d752qT3LiWtfkEeURgJMvcj1Df/zjH/X888/L4/F84v5AIKD7779fzzzzjDwej774xS9q5syZ3UtaAPRPLpdLBXm5OtCyt9dfe39L55uakpKSXn9tAACA/qprH6POgihw3OccbLMpIz31M5/rAMSfiEweDRw4UL/73e8+c//OnTs1cOBApaamyuVyafz48dqwYUMkIgCIMkOHlWlPq6vXX3dPc2d5NGTIkF5/bQAAgP7K7XZrQGZG99K046lpt6ugsKgPUwGIVhEpj+bOnSuH47NDTS0tLfJ6vd1/TkpKUktLSyQiAIgyZWVlqm2Tmny9e+Lax00O5WQP6D7RDQAAAD1TUFik6vYTbytQ3eFUQQFbAwDo4w2zk5OT1dra2v3n1tbWT5RJAPqvUaNGSZK2N/bealnTlHYcdmnU6DG99poAAADxIr+gQDUdzuM+5g9JDR0m+x0BkNTH5dHgwYO1d+9eNTY2yu/3a8OGDRo7dmxfRgBgkbKyMiV6ErS1/vhvUM7EgVabGjuk8ePH99prAgAAxIuCggI1dpjqCH32sa7lbF17IwGIbxHZMPvTXnjhBbW1tWnBggX63ve+p69//esyTVPXXHONcnJy+iICAIs5HA6NGz9B721cJdNsk9ELq9fePdRZRE2cOPHsXwwAACDOdBVDte02FSWHP/FYTTsnrQE4KmLlUWFhoRYvXixJmjdvXvf9s2bN0qxZsyJ1WQBRbNq0aVq1apX2NNt1TspxvuI6TRtq3SotHars7OxeSAcAABBfjj1x7bPlEZNHAI7q02VrAOLb1KlTZbPZ9HbN2S9dq+sw9HGTXRddNL0XkgEAAMSfYyePPq2m3SZPglupqal9HQtAFKI8AtBn0tLSNGHCBK2t9ihsnt1rrT3okiTNnj27F5IBAADEn5SUFCV6ElTb8dmPhbXtNuXl5cnojb0GAMQ8yiMAfWrOnDk61H52p66ZprTqoEcjhg9nHT4AAMAZMgxDubm5OnScyaNDPqfy8nmfBaAT5RGAPnXRRRcp0ePR8krXGb/GrsN2HWgxdPkVV/RiMgAAgPiTm5evQ75PbilgmtKhdptyc3MtSgUg2lAeAehTCQkJuviSS/R2TYJaA2c2Bv1mhVsJbhdL1gAAAM5Sbm6uDn1q2Vpb0FB70KQ8AtCN8ghAn7vqqqvkD5laXXX600dtQWltTYJmX3yJkpKSIpAOAAAgfuTk5KgtYKotePS+rjKJE20BdKE8AtDnSktLNbxsmF6v9Mg8zY2zV1e55Quamj9/fmTCAQAAxJGcnBxJUt0x00ddt7seAwDKIwCW+NzVn1dli6EPGnq+cbZpSq9XeFQ2rFRlZWURTAcA/VMoFNL3v/99LVy4UDfccIP27dtndSQAFuuaLjp0nPKIySMAXSiPAFhi1qxZ8iYn6fUD7h7/zIeNDlW0GPrc1Z+PYDIA6L/efPNNSdKTTz6pW265Rffff7/FiQBYrasgajimPKr3GbLbbcrIyLAqFoAoQ3kEwBJut1uXX3GlNta61ODr2cbZrx9wy5ucpFmzZkU4HQD0TxdffLHuvfdeSVJlZaWysrIsTgTAahkZGbIZhup8Rz8aNnTYlJmRIZuNj4sAOvHbAIBlrrrqKoVMaXnFqaePmnyGNtS4dOlllyshIaEP0gFA/+RwOHT77bfr3nvv1dy5c62OA8BiDodD6WmpavQdO3lkU3Y2+x0BOIryCIBlioqKNG7sWL1V5VH4FBtnr6xyKWRK8+bN65twANCP/exnP9Mrr7yiH/7wh2pra7M6DgCLZWVnq/7YyaOAU1kDBliYCEC0oTwCYKl5V12lQ+3StvoTb5xtmtLyKo9GjRqpkpKSvgsHAP3Mc889pz/84Q+SJI/HI8MwZLfbLU4FwGpZWQPU6D/6Xqyxw1BmZqaFiQBEG8ojAJaaNm2akpMStbLKdcLnfNRkV1WroSuuuLIPkwFA/zNnzhy9//77uuGGG/T1r39dd9xxh9zunh9cAKB/yszMVKO/86NhR0hqD5qURwA+oednZANABLjdbs2++BItffF5dQTblHCc30qrD7rkdjk1Y8aMPs8HAP1JYmKifvOb31gdA0CUyczMVLPPVDAsNR1ZvsaG+gCOxeQRAMtdcskl8gVNbaz97PRRMCy9XZOgC6ZdqMTERAvSAQAA9G8ZGRmSpCa/oSa/8Yn7AECiPAIQBUaOHKmszAyV1zg/89iHjQ41+6WZM2dakAwAAKD/6yqKDvtt3aeuUR4BOBblEQDL2Ww2XXjRdL1X75Y/9MnHNtY45XY5NWnSJGvCAQAA9HPp6emSuiaPbJ+4DwAkyiMAUeKCCy6QP2Tqg4ajmx6ZprS5PkHjxk9QQkKChekAAAD6r66i6LDfpsNHlq2lpqZaGQlAlKE8AhAVxowZI7fLqffqji5dq263qbZNmjx5soXJAAAA+rej5ZGh5oAhb3KSHA7OVgJwFOURgKjgdrs1cuQofdB4dNPsrimk8ePHWxULAACg3/N4PHI6HWoO2HTYb1NaWprVkQBEGcojAFHjvLFjtb/ZptZA57j09gaH0tNSVVRUZHEyAACA/sswDKWmeNXsN9QSMJTGfkcAPoXyCEDUOPfcc2VK2n3YLkna2ezWuSNHyTAMa4MBAAD0c6mpqWoJGGoJOpSayuQRgE+iPAIQNYYNGyZJ2nXYobagVNUqlZWVWZwKAACg/0tJTVdL0KbmgE0pKSlWxwEQZdgFDUDU8Hq9yskeoPcbKpVgd0uShgwZYnEqAACA/i8lJUU1QYdaAiblEYDPYPIIQFQpGz5CW+udWrQjUTbDUGlpqdWRAAAA+j2v16tGnxQIdd4GgGMxeQQgqnzve9/TggULJHWuvc/KyrI4EQAAQP/n9XrVGui8nZycbG0YAFGH8ghAVElKStLIkSOtjgEAABBXji2MKI8AfBrL1gAAAAAgziUlJR33NgBIlEcAAAAAEPcojwCcDOURAAAAAMS5xMTE494GAInyCAAAAADinsfj6b5NeQTg0yiPAAAAACDOHVseJSQkWJgEQDSiPAIAAACAOHdsYXRskQQAEuURAAAAAMS9Y8sjt9ttYRIA0YjyCAAAAADi3LGFkd1utzAJgGhEeQQAAAAALU8/iwAAIABJREFUcY5pIwAnQ3kEAAAAAHHO6XRaHQFAFKM8AgAAAIA4R3kE4GQojwAAAAAgzrHPEYCToTwCAAAAAEiSsrKyrI4AIAo5rA4AAAAAALDeM888I5fLZXUMAFGI8ggAAAAAoOzsbKsjAIhSLFsDAAAAAADACVEexaG6ujrt37/f6hgAAAAAACAGUB7FoQULF+qGG25QZWWl1VEAAAAAAECUozyKM4FAQH6fT5JUVVVlcRoAAAAAABDtKI/iTF1d3XFvAwAAAAAAHA/lUZyprq4+7m0AAAAAAIDjoTyKM8fuc8SeRwAAAAAA4FQcVgdA3zpw4IBk2BROytQ+TlwDAAAAAACnwORRnNmzZ4/kSVHIk649u/dYHQcAAAAAAEQ5yqM48/HOXQq60xT2ZKi5+bDq6+utjgQAAAAAAKIY5VEc6ejo0MGqSoUTMxROTJck7dq1y+JUAAAAAAAgmlEexZHdu3fLNE2FE9MVTsyQJO3cudPiVAAAAAAAIJpRHsWRrimjcGKG5PTIcCUyeQQAAAAAAE6K8iiO7N69W4bNIdPtlSQFE9IojwAAAAAAwElRHsWR/fv3y/SkSkbnv/awJ0379u+XaZoWJwMAAAAAANGK8iiO7D9wQEGXt/vP4YQUtbe1qampycJUAAAAAAAgmlEexQnTNFVTUyPTnXz0Plfn7erqaqtiAQAAAACAKEd5FCfa2trk9/kUdiV232ceuV1XV2dVLAAAAAAAEOUoj+JE99I0R0L3feaR2yxbAwAAAAAAJ0J5FCdaW1slSabd1X1f1+22tjZLMgEAAAAAgOhHeRQnfD5f5w2b/eidR253PwYAAAAAAPAplEdxIhgMSpJM45jy6MjtQCBgRSQAAAAAABADKI/iRFd5JMM4eueR26FQyIJEAAAAAAAgFlAexYlwONx5wzjmXznlEQAAAAAAOAXKozjRXRAdO3kkSTY75REAAAAAADghyqM40b2v0bF7HkkybLajS9oAAAAAAAA+hfIoTnR0dEiSTJvjkw/YnWpvb7cgEQAAAAAAiAWUR3GiublZkmQ6XJ98wO5SS0uLBYkAAAAAAEAsoDyKE42NjZ03HO5P3B+yu1VfX29BIgAAAAAAEAsoj+LEwYMHZSQkf/K0NUlhV7KqDlZblAoAAAAAAEQ7yqM4sWfvXgVdKZ+5P5yQotqa6u49kQAAAAAAAI7lOPVTTl84HNbdd9+t7du3y+Vy6Sc/+YmKi4u7H//JT36iTZs2KSkpSZL08MMPy+v1RiIK1HnS2q6duxTOLP3MY+HETJmmqY8++kijRo2yIB0AAED/19jYqB07dshut2vMmDFyOCLyNhwAgIiIyN9ar7/+uvx+v5566ilt3rxZDzzwgB555JHux7dt26Y//elPysjIiMTl8Snbtm1TIOBXyJv7mcdC3hxJ0jvvvEN5BAAAECE/ue8+vb1+vSTpP/7jPzR//nyLEwEA0HMRWba2ceNGXXjhhZKk8847T1u3bu1+LBwOa+/evfrRj36khQsX6plnnolEBBxj1apVks2mUEr+Zx90emQmD9CKFSv7PhgAAOgzgUBAt912m66//np94Qtf0LJly6yOFDfq6uq0obxcwbQiye7Sy0uXWh0JAIDTEpHJo5aWFiUnJ3f/2W63KxgMyuFwqK2tTV/60pf01a9+VaFQSDfddJNGjhypsrKySESJe36/X0tfeVXB1CLJ4Tr+czIGaceO9dq5c6cGDx7cxwkBAEBfeP7555WWlqZf/OIXamho0NVXX63Zs2dbHSsuPPvsswqHTfkHTlaocZ/e37ZeH3zwgYYPH251NAAAeiQik0fJyclqbW3t/nM4HO5e1+3xeHTTTTfJ4/EoOTlZkydP1ocffhiJGJD08ssv63BTowI5I074nOCAoTLsTj3xxBN9mAwAAPSlSy+9VLfeemv3n+12u4Vp4kd9fb2eWrxYwfRimZ5UBQcMk+FM0B8efVSmaVodDwCAHolIeTRu3DitWLFCkrR582aVlh7dqHnPnj26/vrrFQqFFAgEtGnTJp177rmRiBH3Wltb9d9//rPC3hyFj7dkrYsjQb7s4Xrt9de1ffv2vgsIAAD6TFJSkpKTk9XS0qJbbrlF3/nOd6yOFBcefvhh+fx++Ysmdt7hcKkj/zxt2rhRy5cvtzYcAAA9FJHy6JJLLpHL5dLChQt1//336/vf/77+8pe/aNmyZRo8eLDmzZun6667TjfeeKPmz5+voUOHRiJG3Hv44YfV2Ngo38BJkmGc9LmB/DEynB7df/8D8vv9fZQQAAD0paqqKt10002aP3++5s2bZ3Wcfq+8vFyvvvqq/LmjZXpSu+8P5oyQmZSlBx/8tZqbmy1MCABAz0RkzyObzaZ77rnnE/cdu5fOzTffrJtvvjkSl8YRy5Yt0wsvvCB/3miFk7NP/QMOt9pLLtCuHa/pv/7rv/Td73438iEBAECfOXTokL72ta/pRz/6kaZMmWJ1nH6vvb1dD/zs55InTYGC8z75oGFTxznT1LDtn3r44Yd1++23WxMSAIAeisjkEay1detW/fSn9yuckqtA4YQe/1wovVj+vFF67rnntGTJkggmBAAAfe33v/+9Dh8+rIcfflg33nijbrzxRnV0dFgdq9/661//qtqaarWXTJNsn/2+NpyUJX/uKL344ovasmWLBQkBAOi5iEwewToff/yx/s9ttyngSFD7kNmS7fT6wUDRRNk6Dus3v/2tvF6v5syZE6GkAACgL/3gBz/QD37wA6tjxIXq6mo9tXixAllDFU7JPeHzAgVj5a7fqf/6r4f0+98/IuMU2wwAAGAVJo/6ke3bt+vbt9yq9qChtmGXSU7P6b+IYZNvyEyFvHm67777tHTp0t4PCgAA0I8tWbKk83CYwnEnf6LdqY68Mfrgg/eZPgIARDXKo35iy5YtuuXW76g1KLWWXS7T7T3zF7M51FF6iYIpefrp/ffr2Wef7b2gAAAA/Zhpmnrl1dcUTBvYo/djwayhMuxOvfbaa32QDgCAM0N51A+sXbtW3/n3f1e76VRb2RUyE1LO/kXtTnWUzlEwrUgPPvig/vrXv8o0zbN/XQAAgH7swIEDaqivUyitqGc/YHcq4M3Vho0bIxsMAICzQHkU45YtW6bv33GH/M4UtQ6/QqY7ufde3OaQb8jFCmQN0X//93/roYceokACAAA4iV27dknq3BC7p8JJWaqsqJDf749ULAAAzgrlUQx7+eWXdc899yiYNEBtZZef2R5Hp2KzyT9ougI552rx4sX65S9/SYEEAABwApWVlZKksLvnk+CmO0WmaergwYORigUAwFmhPIpRy5Yt0wMPPKBgSr7aSy+VHK7IXcww5C+eLH/eGD3//PP67W9/S4EEAABwHHv27JHh8pzWe7NwQqokae/evZGKBQDAWaE8ikHvvvuufnLffQp5c9Ux9BLJ7oj8RQ1DgaIJCuSO1JIlS7R48eLIXxMAACCGhEIhvV1erkBS9mn9XDgpQ4bNofXr10coGQAAZ4fyKMY0NjbqRz+6SyFnstqHXtw3xVEXw5B/4CQF00v08MMPc6QsAADAMV5++WXVHTqkYNaQ0/tBm0P+jHP08tKlqqqqikw4AADOAuVRjPnDH/6gxqZGtQ+eKTncfR/AMOQbdJFMd7Ie+NnPFAwG+z4DAABAlNm6dase/PWvFU7JUyi95LR/PlA4XsGw9P077lRzc3PvBwQA4CxQHsWQyspKvfTSS/Jnj1A4KdO6IA6XOoomaf++fVq2bJl1OQAAAKLAa6+9plu/8x0F7AlqHzJTMozTfg3Tnaz2wTO1e/dufeOb39Tu3bsjkBQAgDNDeRRDli5dKlNSIG+U1VEUSi+WPKl68cWXrI4CAABgierqav3whz/UvffeK587Xa3Dr5SciWf8eqG0IrUNm6sDB2v1L/9ysxYtWiS/39+LiQEAODOURzGkfMMGhZOzZbqSrI7Suf9R2kBt2fKefD6f1WkAAAD6TGNjox555BFdf8MNWrFytfyF49U+/IqzKo66hFPy1TLyarV78/WnP/1JX7z+Br300ktsFQAAsFQf7raMs7V7926FkgZaHaNbOClLoVBIFRUVGjRokNVxAAAAIqqyslJPP/20Xvjf/5Xf51Mwc7D8RRNkur29eyFnonxDL1agqUI1B8r1wAMP6L///Bdd/8WFuuyyy5SYePYlFQAAp4PyKEb4/X61tbbKTI+eNwvmkW/XGhoaLE4CAAAQGaFQSOXl5Xruuee0du1amTIUyBysQOlomYnpEb12OLVAbSn5sjfuU3XVe/rNb36jRx/9oy6//DLNnz9fJSUlEb0+AABdKI9iREdHhyTJtDktTnIMe2eW9vZ2i4MAAAD0rqqqKi1dulT/++KLqq2pkeFKlC9vjII5w/t2CwHDUCi9WO3pxbK11Ch4cJuWPPuslixZonNHjtSVV1yhmTNnMo0EAIgoyqMY0b1Zos1ubZBjmEZnFvY8AgAA/UFra6veeustLX3lFb27ebMkKZRaoMCQWZ2HhVj8PiycnC3fkGz5ApPlOPSRtu3coW0/+5l+/evfaPr0izR37lyNGzdOdnv0vF8EAPQPlEcxomu6x7RH0b8yJo8AAECM8/l8Wr9+vV577TWtWbNWgYBf8qTKXzhewayhMt3JVkf8LKdHwbzRCuaOkq2lRoHaHXrtjeV69dVXlZ6eoYsvnq3Zs2dr+PDhMgzD6rQAgH4gipoInExNTY2ko/sMRQPT6ZEk1dbWWpwEAACg5/x+vzZs2KBly5Zp5apV6mhvl+HyyJ8xRMHMIQonD5BioXQxDIW9OfJ7c+QPT5G9Yb9q6z7W00v+oaefflo5ObmaPXuWZs6cqdLSUookAMAZozyKETt27JAkhSO8MeNpsdklT2p3NgAAgGjV0dGh8vJyvfXWW1q1arXa29tkON3ypxUrNHCQQqn5kmGzOuaZszkUyjxHocxz5Av65GjYq8q6XXri73/XE088oZzcPM2aOUPTp09XWVmZbLYY/mcFAPQ5yqMYsXLVKikxXYqiySNJCnjzVL5hg9rb2+XxeKyOAwAA0O3w4cNau3atVq5cqXXr18vv88lwJsifNlChgecolJJv+T5GEeFwKzigVMEBpVKgo7NIqt+tvz/5lP7+978rIzNT0y+6SBdeeKHOO+88ORx8JAAAnBx/U8SA7du3a+uWLfIXTbQ6ymcEs4bKX/OhXnjhBV133XVWxwEAAHHuwIEDWrNmjVatWq333ntX4XBYhjtJ/tRBCmaUKOzNk+Jp6saZoGD2MAWzh0lBn+yN+1RTv0fPPf+Cnn32WXkSkzRl8iRNmzZNkyZNktfrtToxACAKUR5FuVAopAcffFCG06NA9nCr43xG2JujcGqB/vyXv2j27NnKzMy0OhIAAIgjwWBQW7du1Zo1a7R6zRrt37ev84HEdPlzRymUXqxwUozsYRRpDrdCWUMVyhoqXygo++EKBRr26s1Va/XGG2/IZrNp1OjRmjpliqZOnaqBAweyTxIAQBLlUdT705/+pPfff18dg2dIDpfVcY6ro3iK7Fuf0113361fP/ggo88AACCiGhoatH79eq1du1br1r+t9rZWyWZTyJunYPFkhdIGykxIsTpmdLM7FEovVii9WH4zLFtLreyN+/TuR/v07ubNeuSRR5STm6dpF0zVlClTNGbMGLndbqtTAwAswqf8KPbUU0/p8ccfVyC7TKGsIVbHOSHTk6aOkgv03rvLdffdP9bdd99FgQQAAHpNOBzW9u3btW7dOq1Zu1Y7tm+XaZoyXInypxYqVFCkUGqBZI/OL9qinmHrnCb35ihQNFGGr0X2xn2qaNyvfzz3Ty1ZskQut1sTxo/XlClTNHnyZOXk5FidGgDQh/iEH4VCoZAeeeQRLV68WMGMc+QvmWp1pFMKDhgqBTu0YsVy/Z/bbtO999zDmnkAAHDG2traVF5errVr12r1mjVqamyUJIW92QoWjFMorUjhxEyWo0WA6U5WMGeEgjkj5AsHZT9cpUDjfq3Z1Lk8UJKKS0o07YILNHXqVI0YMUJ2ez/ceBwA0I3yKMpUVlbqvvt+qi1b3lMgZ4T8xZNj5tjYYN4oyeHWpndW6Stf/ap+cOedGjt2rNWxAABAjDh06JBWr16tlStXauOmTQoFgzKcbgW8BQoNGqNgWqHk5HTXPmVzKJRWpFBakfymKaOjUfbG/dpVv197n/i7Hn/8cXlTUjTtggs0bdo0nX/++SxvA4B+iPIoSvh8Pi1evFiLFj0mfygs36DpndM8MSY4oFThhDTV7l6uW2+9VZdffrluvvlmNtIGAADHdejQIS1fvlyvL1um97dtk2makidFgawyBdMHKpycG1+no0Uzw5DpSVfQk65g3ujO09uaDijYsE9LX39DL7/8slxuty6YOlUzZ87U5MmTlZCQYHVqAEAvoDyymM/n09KlS7XoscdUW1OjYHqx/MVTZLqTrY52xsLebLWe+zk5KzbppaVLteyNN3Tdtdfq2muvVVpamtXxAACAxXw+n1asWKGXXn5ZmzZu7CyMkjLlLxinYHqxTE86y9FigcOtUOZghTIHyxcOy9ZcqUD9Hr21ep3efPNNJXg8mj1rli677DKNGjWKk9sAIIZRHlmkrq5OL730kp55ZokaGuplJmero+xyhVPzrY7WO+xOBQZOUjC7TMH9G/TYY3/Tk089pSuvuELz58/XoEGDrE4IAAD6WH19vZ555hn98/nn1Xz4sJTglT//PAUzB3UWRohdNpvCqYXypxbKb06V7XCVAoc+1kuvvKoXX3xR5wwapGu/8AXNnTtXTqfT6rQAgNNEedSHgsGgysvL9fLLL2vFypUKh0IKpRbIX3aZwin5/fIbNjMhVb6hs+Vvb5Sz8l09+8/n9eyzz2rkyFGaN+9KXXjhhUpOjt0pKwAAcGo+n0+LFi3SU4sXy+/3K5g2UIGyaQqn5PXL9z9xz7ApnFogf2qB/KGpctTt0q7q9/Xzn/9cf/3rIn3jG/+/Zs2axSQSAMQQyqMICwaD2rp1q9544w29vuwNtTQfluF0yz9guALZZTI98bGMy/SkyT94uvwDz5ez9iNt3fmhtt5/v37xf/+vLpg6VbNnz9akSZPk8bAJJgAA/cn+/fv1n/95uyoqDiiYOVj+wnEyE1KtjoW+YncqmD1MwQGlsjcd0MEDG/XjH/9Yy1es0J133MHm2gAQIyiPIqCtrU0bN27UqlWrtHLV6s7CyO5QIG2ggqWTFEotlGxxepyp06NA/mgF8kbJ1lIrR93HWrG2XMuXL5fT6dLEiRN04YUXasqUKcrIyLA6LQAAOAtNTU361re+rcbWdrWXXaZwaoHVkWAVw1AorUhtqQVyVr6nt958U2bY1L333mN1MgBAD1Ae9QLTNLV3716tW7dO69at07vvvXf0aNmUIgWHTuwsjOys7+5mGAp7s+X3ZstfPFm25oMKNOzVmk1btGbNGknSkKFDNWXyZE2ePFnDhw+Xw8F/rgAAxJKXXnpJDQ31ah/5OYWTsqyOg2hg2BQoOE8yQ1q+/C3t3btXxcXFVqcCAJwCn8bPUENDgzZs2KANGzbo7fJy1R061PlAYroCWcMVTCtU2JvH0bI9YdgUTsmXPyVf/oGTZWurl71xv3YcPKCP//Y3PfbYY/IkJmn8uLGaOHGiJkyYoMLCQtbJAwAQ5drb2yVJpjPR4iSINqYrSZLU0dFhcRIAQE9QHvVQe3u73nvvPW3YsEHl5Ru0a9dOSeqcLvLmK3ROmUKphTLdbP58VgxD4aRMhZMyO7+VCvpkb6pQoKlCqze8p1WrVkmSBmRn6/yJEzV+/HiNHz9e6emc0AIAQLSZO3eu/va3v8mz41W1D72Y90mQJNkbDyhh/9saMrRUQ4cOtToOAKAHKI9OIBwOa8eOHSovL9fbb7+trVu3KhQKSTa7Qsk5ChVOUCi1QOGkTMlguihiHG6FMgcplDlIftOU4Tsse1OFqpoq9dKrr+vFF1+UJJ0zaJAmnX++Jk6cqNGjR7P5IgAAUaCgoED333+/7vzBD2TbukS+vPMUyBnBUv44ZXQclrNik5yHPlZRcYkeeOB+2ZjSB4CYQHl0jKamJq1fv15r1qzR2+XlamluliSZyVkKZI/oLIuScyU7/2+zhGHITEhVMCFVwZwR8plh2VrrZG+q0MeHKrR78WI9+eSTcjpdGnPeGE2dMkVTp05Vfn6+1ckBAIhbkyZN0qK//lUPPvhrrV+/Tu6DW+TLGqZg9jCZCSlWx0OkmaZszVVy1nwoR/1uORwOLbjhBn3lK1/hyz4AiCFx34LU1tbqjTfe0IoVK7V16xaZpinDlSh/SoFC2eMVSi2QnBwfH5UMm8LJAxROHtC5xC0UkL35oAJNB7Rh60faUF6u3/72txpYXKILp12giy++WIMHD7Y6NQAAcSc/P1+/+MXPtW3bNv3tb3/TmjVr5Kp6T+GUXAUyBimYcY7kTLA6JnqR0dYgR91OuRp2S+1NSkxK0pXXXquFCxcqK4vN0wEg1sRleeTz+bRs2TItXfqK3n13s0zTlJmUqUDeGIXSByqcNEBiM+bYY3cqlFakUFqR/JKMjibZG/Zrd8M+7XviCT3++OMqLinR3DlzdOWVVyotLc3qxAAAxJVzzz1X999/v2pqavTyyy/rlVdf1YE9q+Xeu0Zhb64CacUKpQ9kIikWmWHZWmplb9grV+M+qb1RhmFo7Nixmjt3rmbOnKmEBApCAIhVcVUedXR06Nlnn9WTTz6lhoZ6yZMqf/55CmYOkelJtToeepmZkKpgXqqCeSOlQLsc9bu1u26nHn30Uf3lf/5HV82bp+uvv14DBgywOioAAHElOztbX/7yl3XTTTfp448/1vLly7V8xQrt3bNO2rdO8qQqkFKoUFqhQt5c9kiKUoa/VfamCtkbD8jZXCEz4JPNbtfY887TtGnTNGPGDGVmZlodEwDQC+KmPKqoqND3vv997d2zR6HUfPnLLlM4JZ8Jo3jh9CiYM0LBnBEy2hvkrHxPS/7xrJa+8oru+fGPNXHiRKsTAgAQdwzD0NChQzV06FD9y7/8iyoqKrRu3TqtW7dOmza9o0D1NslmUzg5R8GUfIVS8jsnxNlk2RpBn+zNB2VvqpSzuVJqa5AkpaalacrsmZo8ebImTpwor9drcVAAQG+Li/IoFArp27fcqrrGJnUMm6tQWpHVkWAh05Mu/+DpnfskfbxMt912mx577DEVFfHfBQAAViooKNA111yja665Rj6fT1u2bFF5ebnWv12uXTs3Stoow+FUIDlXoZQ8hVPyFU7M4OTbSAkFZG+ulu1wpZzNB2W01kqmKafTpdFjRuv8iRM1ceJEDRo0iFPTAKCfi4vyaM+ePTpUWyNfyVSKI3QzE1LVNmiGErf8Qxs2bKA8AgAgirjdbk2YMEETJkzQN7/5TTU2Nmrz5s3auHGjNmzcqIp9b0uSDKdbgaScT5VJTJafkVBQtpZq2Q9XytF8ULaW2s69jOx2DR8+XBPGX6bx48drxIgRcrlcVqcFAPShuCiP8vPzNSA7R7UHtyicmKmwN8fqSIgChq9F7r3rZLfbNXr0aKvjAACAk0hLS9OMGTM0Y8YMSdKhQ4f0zjvv6J133tHGTZtUtW+9JMlwJiiQ3FkmhVLyZXrSKZNOJByUraVG9sNVchyukq21RgqHZbPZVDpsmMaPu1hjx47VqFGj5PFw+jAAxLO4KI88Ho/uvefHuvMHP1Dd+y8omDlYgdxzOVUtThkdzXLUfCh3zTY57Db9x223afDgwVbHAgAApyErK0uXXHKJLrnkEklSdXW1Nm/erHfeeUcbNm5Uzd51kiTDlaiAN1ehlHyFUgtkuuN4Px4zLFtrXecm181VcjRXywwHj+w9Varx42dq7NixGj16tBITE61OCwCIInFRHknSiBEj9Pjf/qZFixZpyZJ/yLdtp8ykTPkzhyiUXiIzIY7fSMSDYIccDfvlqPtY9qZKGYZ00fTp+ta//ZtycphEAwAg1uXk5Gju3LmaO3euJKmqqqpzKmnjRpVv2KDG3bs6n+hJVcCb33mSW0qeZO/fy68MX4vsTQdkb6qQs7lKZqBDklRyzjmacMnnNG7cOI0ZM4ZNrgEAJxU35ZEkJSYm6hvf+IZuuukmvf766/rnP5/XRx+tl/atl5mUqUDaQIVSCxVOHsDGi7HONGV0NMneeECOxr2yNx+UTFNZWQM076tf0eWXX05pBABAP5aXl6e8vDxdfvnlMk1Te/fuVXl5ucrLN+idd96Rr+YDyWZTKDlHwbSBCqUPlJmQanXss2eGZWuukb1xr1xNB7pPRMvIzNSki2dqwoQJGj9+vDIyMiwOCgCIJXFVHnVJTEzUVVddpauuukoVFRVatWqVVq5cqS1bNsuseEeGw31kvLlAodT8zjcSLG+Leoa/TbbDlbI3VcjVXCXT1yJJGlhcounzv6Rp06Zp2LBhnAYCAECcMQxDJSUlKikp0bXXXqtAIKAtW7Zo/fr1WrN2rfbu6fwyUZ40+dOLFco4R+HEzNh5/xcOyt5UKXv9brma9ssMdMhut2vMmDGaPPmLmjRpkkpKSmTEyj8PACDqxGV5dKyCggItWLBACxYsUFNTkzZu3KiNGzdq/dtvq2bvGklH1son5yjkzVMoJZeNF6OE4WuRrblK9sMH5Ww5KLU3SZKSkpM1YfJ4TZw4URMmTFB+fr7FSQEAQDRxOv8fe3ceJVV5r3v82TV2V480kyAgSHBEQYmYnIgcp3vgoHEgYTASTUxy1cTcYMKSuDRRk6iYqDnizTHhxMhCjwhRo1zjcU5wSEBQaKChoQcaep7npruq9r5/VFcBQinQVbW7qr6ftVxW71317l833bD7qd/7vm6df/75Ov/883XrrbeqpqZGH374od57/31t+eQTmdVbpYyjq3a4AAAgAElEQVRc9RWcqsDQibJ8Q+wu+UiWKUd7tVyNpfK0VsgK9CnTl6WL/nWGZsyYoQsuuEBZWVl2VwkASBFpHx4dKi8vT5deeqkuvfRSWZalqqoqbdmyJbQt7MefqCkcJoV38cgZKTNnlMysoUxzizfLknGgXc6OGjk66uTprJN1oF2SlOnL0tSp52rq1Kk677zzNGnSJDmdTpsLBgAAyWLUqFGaO3eu5s6dq7a2Nr3//vt6++13tHnzJnmqt8jKGaG+YacrMHSi5LT39tno7ZSroVjexj2yejuVmenTJf/rcl1yySU6//zz5Xa7ba0PAJCaCI+iMAxDY8aM0ZgxY3TllVfKsizV1NRo69at2rp1qz7ZskU1+zaGnut0K5A9QsGckxTMHRXaxc1BeDEgliWjp1nO9lo5O2rl7qyT1dctScrNzdPU6VN17rmhwGjixImERQAAICby8vI0Z84czZkzR83NzXrzzTe1bt3/077y95RR+ZF6h50u/6jJkjuxW9c7uhrlrt4qV8teGZIuuOACXXnllfryl78sr9eb0FoAAOmH8OgYGYah0aNHa/To0Zo9e7YkqbGxUYWFhaFtYbdsUcXezaHnOpyhMCl3NGHSsbIsGT0tcrZXy9leEwqL+ncDGTpsuKb960WaMmWKpkyZorFjxzJnHwAAxF1BQYHmz5+vefPmqbCwUGvX/lnvvbde3vod6h1xpvyjp0qu+AY3RnezvPs3ydm6T76sLF29YIGuvfZanXTSSXG9LgAAhyI8GoBhw4ZFprlJUltbmwoLC7V161Zt/vhjlZV+LKvS6u9MGqlA3skK5o2RlZnPmkmSjL4uOduq5GyrlLujNtJZNHLkSZp2xaWaOnWqpkyZolGjRtlcKQAASGeGYUTexNq/f79WrlypN958U96mEh0YM12BYV+I/b1d0C9P5Sa564rk8/n0je9+V9dddx3rGAEAbEF4FEN5eXmaMSO0SKEUCpO2bNmiTz75RBs/+kiV+zZI2iDDm62+3NEK5o9TMG+M7XPnE+bQrWPbq6SuZklS/pAhmv6vF+n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\n",
"text/plain": [
"<Figure size 1440x1440 with 4 Axes>"
]
},
"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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"text/plain": [
"<Figure size 1440x1440 with 4 Axes>"
]
},
"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": [
"<Figure size 792x648 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 2 Axes>"
]
},
"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": [
"<Figure size 792x648 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1263x576 with 2 Axes>"
]
},
"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()"
]
}
],
"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
}