Files
Data-Visualization/.ipynb_checkpoints/Pie Charts-checkpoint.ipynb
2020-05-09 17:24:05 +05:30

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{
"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 Matplotlib</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",
"</div>\n",
"\n",
"</div>\n",
"</body>\n",
"</html>"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Pie Charts"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x648 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(9,9))\n",
"tickets = [48 , 30 , 20 , 15]\n",
"labels = ['Low' , 'Medium' , 'High' , 'Critical']\n",
"colors = ['#8BC34A','#D4E157','#FFB300','#FF7043']\n",
"plt.pie (tickets , labels= labels , colors= colors , startangle=45)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Display percentage and actual value in Pie Chart"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Display percentage in Pie Chart using autopct='%1.1f%%' \n",
"plt.figure(figsize=(8,8))\n",
"tickets = [48 , 30 , 20 , 15]\n",
"labels = ['Low' , 'Medium' , 'High' , 'Critical']\n",
"colors = ['#7CB342','#C0CA33','#FFB300','#F57C00']\n",
"plt.pie (tickets , labels= labels , colors= colors , startangle=45 , shadow='true', autopct='%1.1f%%', explode=[0,0 , 0 , 0])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(8,8))\n",
"tickets = [48 , 30 , 20 , 15]\n",
"total = np.sum(tickets)\n",
"labels = ['Low' , 'Medium' , 'High' , 'Critical']\n",
"\n",
"def val_per(x): \n",
" return '{:.2f}%\\n({:.0f})'.format(x, total*x/100)\n",
"\n",
"colors = ['#7CB342','#C0CA33','#FFB300','#F57C00']\n",
"plt.pie (tickets , labels= labels , colors= colors , startangle=45 , shadow='true', autopct=val_per, explode=[0,0 , 0 , 0])\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Explode Slice in Pie Chart"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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oaJ2OGy+5A25X/DLdsXk9ap+ejWPkL5OYrmf6lnegLv290THSEgs1CZpb/PjnS49DGbobwsYNwonMTKgyigMn44Y5v4DT4Yo7btuXa9D03GyMVb5KYrreif7vF9AqlhsdI+2wUPtZOBzCc68+hXD+1xDuFqPjEFE/ElEFA4IzcN2cn8HhcMYdt3X9SrS+cDHGKF8nMV0f6Coir14KEeTEyb5gofYjXdcx7+2XUKWuBXy80E9kZiKqYFD0DFw7+/9gtzvijtu8dimCr1yCUcr2JKbrO+HfhcjrVxsdI62wUPvRR4vmY335QigDOKOXyMxExIIh6tm46sIfw2azxx23cdVCqK9dhhHKriSmO3za5v8i+umjRsdIGyzUfrJ2wyr8b9m/YRtejX5dO4yIDCUiFozAefjehT+EzWqLO27Dsv9BeuMKDFMqkpjuyEU/+DnvT+0lFmo/2FWxHf/6zzNwjq4HZM3oOETUT/SwFaPlb+GKb90Cq8Uad9z6JfNhfet7GKKk4e4uWhTh16+CUCNGJ0l5LNQEa2isw9Mv/w2OIc3QbQGj4xBRP9FDVhxjuwjfOf9GWCyWbscIIbB24ZtwvHs1BilVSU6YOKL2C0QX/NroGCmPhZpAwVA7nn75CeiuZmi56fvNQ0Q904M2HOe4BJecdy0URel2jBACaz6ah6wPvo+BSvrPo1CXPAxtz2dGx0hpLNQEEULgrff+jfrmSkhlFbxuSmRSersNE7O+gznnXdVjma764BV4F9yMUqUuyQn7ia7FtnpTudVkPCzUBFn/5Vqs+nwZXCMboSv8D0dkRnq7HZNzr8SFZ10OWe7+x6cQAivefR6Fi25FsVyf5IT9S9Ru5KnfHrBQE6DR34B5b76InCEaok6TvBoloi70gB0n5F+DWWde1mOZLnvrnyj99McolBuTnDA51CW/hbZ7ldExUhIL9QhpmobX/vsCYAsh7NthdBwi6gd6mwOnFF+P82bMhiR1fz1H13UsfeNvKFvxf8iXTbzCEE/9xsVCPUJLVizAtp2bYRlayVtkiExIa3VgxsCbcNYps3os0yXz/oqhq29Hntyc5ITJJ+q+hLroIaNjpBwW6hHYXVmOdz/8L7JHhKDauE4vkdloLU6cOeQHmHniN+KWqaZpWPyvRzFi3Z3wypnzcyC65GHoTTuNjpFSWKiHKRQK4qXXn4YzT0c4u9zoOESUYFqzC+eO+AlmTD8nfpmqKha9/AhGf3E3cuXWJCc0WDSI6PyfGJ0ipbBQD4MQAu9+9F80ttRCDNjJW2SITEbzu3H+mP+Hk6fMjDtGjUax6MUHMHbzvciWM3MRF23Tf6Btfc/oGCmj++U9qEebtmzAslWLkD22BRFLyOg4phBq1fC/R2tx6g350FSBtW/4IcmArEiY+h0fHFld7/f74Pc1sDpjr2TcPgumXOrD9hUBbF8egHegFZNmewEAy19owKQ5XlgdfO1IvaM1eXDhsT/H5PEnxB0TjUSw6Pl7ceyO38MjZfYex5F3fgTHrRsgWeKvY5wpWKh95G9uwr/+8zxyS2wIubgaUiLomsDqeU1QrLGC/Pw/fky4MBfeATZsW9aGzR+3Yvys3H3jtagAAMy4ubDL8+z6LICZPyjA0mcaEGnXUb8zjPxhdpYp9ZrWlIU5x/0CE8dNjTsmGgnjk2fuxvjyP8El8QW1aNgC9dM/wHrK7UZHMRx/0vSBruuY99ZL0DQV0cKdRscxjXVvNWP4dA+cObH/jtOuzIN3QOzVrq4BsrXrOXV/ZQRaVOCTJ+qwcG4dGnbFpu8rNgmaKqBrACRgx8p2DJvqTurXQulLa8jGtyf9qscyjYRDWPiPOzCh/I8s006in9wHvSUNF/5PMBZqHyxfvQRffb0RnkERaNYMm4DQT3asDMDullE8Zv+GzM7s2Ond+h1hfL20DaNO8XT5GMUmY9RpHpxyfT4mzcnF8hcboWsCR83MxvIXGjHwWCfK17Rj6BQXNi9oxep5TWipjSb166L0ojXk4Ipp9+C4sRPjjgmHglj4959j0p6/winxHswuIgFE5/+f0SkMx0LtJX9zE979339QUJSH9uyvjY5jGjtWBVCzJYQFj9fCvyeKlS83ItiioXxtO1b/24+Tv58Ph6fr9dOsAgsGT3JDkiRkFVhhd8kItWgoGGbHSdfko2y8E3Xbw/DkWxBq0XDMOdn48oPMuZ2B+kav9+K7J9yLsaOPizsmFGzHoif/D5Or/gYHy7Rb2hf/yvgVlHgNtZfe+/gtCKEj6iuHkFWj45jG6bfsvw664PFaTJrtRe3WELYtC+C0mwtgdx38mm/HygCaq6KYNNuLYLOGaEjAkb2/dDd91Ioxp2dBiwhIsgRIgBoRSfl6KL3odT5875TfYNTwo+KOCbUHsOjJH2FK/XOwSTzT0ZPoh7+EctX/jI5hGB6h9sLO8m1Ys34lvCUuhFy7jY5jakIAa9/wQw0LfPpMPRY8Xosv3outPLPipUYEmlQMneJGNKjj47/UYtnzDZj8bS9kJXadNdCoIhrU4R1gQ26pFe1NKhb/vR4jTvT09GkpA4nafFx7+oM9lml7WysWzb0FU+ufZZn2gr7tQ2jbFxgdwzCSEIIv3Xugqir+8vffoqWtBRi2FarNb3QkIjpCorYQ1515PwaXDYs7pr2tBUvm3oxpza/AInFZ0d6Sy6bBcf0yo2MYgkeoh7B63QpU1eyBszjIMiUyg5oiXH/2gz2WaVuLH0seu45lehj0iuVQN71pdAxDsFB70NbWinf+9wby8nwIZG0xOg4RHSGpphQ3nPsQBg0YEndMq78Rnz52Laa3zWOZHqboR3dC6LrRMZKOhdqDjxbNR1SNQsvfA12JGB2HiI6AXDMQN33zIQwsHRR3TEtTA5Y/dhVOaH8DCjKvEBJF1GyAtuFlo2MkHQs1jt2V5fh01SLkFWch6Obi90RpSwByzSDcdP5DKCkaEHdYc2MdVv71SkwPvQ0ZnFpypKIf3w2hZdZELhZqN3Rdx3/few0Opwvt3i2AxG8uorQkAEvtUNwy60EUF5bEHdZUX4PP/noFpkXeY5kmiGjcBm19Zh2lslC7sX7jGuyq2A5PIRC1Nxgdh4gOhwCstcNxywUPoDC/OO6wxtoqrH3sMkyLfsAyTbDokkeMjpBULNQDtAcDePP9efB58xHM2m50HCI6HAKw147CrRc9gPy8wrjD6qv3YN1j38Y0dQF3YewHovYLaFvm99vzb926Fddffz2uvPJKzJ49G3/+859x4J2gP/nJTxCJRFBZWYmPP/4YAHD//fejsrKyT5/r9NNPRzjc8ypZLNQDfPLph2gPtsOaHUHU3mR0HCLqKwE46o7CLXPuh8+bH3dYXVUFNs69BFP1xUkMl3miS37bL8/b0tKCn/70p/jlL3+J559/Hq+++iq2bNmCV155pcu4Rx99FDabDcuXL8eaNWsAAHfccQdKS0sTnolLD3bS0FiHTz79CIX5xQh41hkdh4j6Spfgqh+Lm2b/Grk53rjDanbvxJYnv43JYmUSw2UmfcdCaLtXQRk4OaHP+9FHH2Hq1KkYMmQIAEBRFDz88MNYu3YtLr74YlitVlxyySX485//jLfffhtPPvkkQqEQJkyYgGeeeQb33HMPcnNzcfvtt6O1tRVCCDz88MNwOBy45557EA6H4ff7ccstt+CMM87oVSYeoXayZMVCyLIM4WhHxFFvdBwi6gOhS/A0jMMtF9/bY5lWlW/H1idmYxLLNGnUfriWWltbi7Kysi6Pud1uWK1WhMNhvPTSS7jgggsAxMr2+uuvxze/+U3MnDlz3/i5c+fi9NNPxyuvvIIf//jHWL9+PbZv346rr74aTz/9NO666y68+OKLvc7EI9QO/uYmLP9sMQoLitHm+cLoOETUB0KXkNM0ATdd/Ct4PFlxx+3ZuRW7/n4xJko8A5VM2qbXoTdug+wbnrDnLC0txZdfftnlsYqKCqxatQpDhw7t1XPs2LEDc+bMAQBMnz4dQOy67Ny5czFv3jxIkgRV7f1mKDxC7fDpqk8gSRKEPYSIo8boOETUS0KT4fUfj5vm3N1jme7e/hV2//1CjGeZJp+uQV36+4Q+5YwZM7B48WKUl8fWCYhGo3jooYfg9XohywdXmyzL0A9YvWn48OHYsGEDAGDVqlV45JFH8Kc//QmzZs3CI488gqlTpx40yaknPEIF0NrWgiUrFiIvrxDt7s3gdD+i9CA0GfktU3H9xb+Ay+mOO27Xli9Q++wlOFbelMR01Jm69hlYz7gfkjP+6fi+8Hg8eOihh3DnnXdCCIFAIIAZM2Zg+PDh+Oyzzw4aP2rUKMydOxdHH330vsduvPFG/PKXv8Sbb8bWHn7ggQewbt063H///XjiiSdQUlKCpqbeT07lbjMAPvxkPj5cNB9FA3xoLFjChRyI0oBQZRQGTsB1s38Op8MVd9yOTevQ+MIlOErmetxGs577KKwn/NjoGP0m40/5tgcD+OTTD5HvK0S7ewfLlCgNCFVGSfspuH727T2W6baNq+F/fg7LNEWoq54wOkK/yvhCXbV2GSLRCBSHjpCrbzf6ElHyiaiCAaEZuG7Oz+BwOOOO27JuBdpevBijla+TmI56Iuo3Q9ux0OgY/SajCzUUCuLjxe8j31eAoHsnIHF3CaJUJqIKBkXPwLWzb4PNZo87bvOaJQj/69sYqexIYjrqDTMfpWZ0oa7dsAqhUBBWp4yga7fRcYioByJiwTDtXFx14Y9hs9rijtu4aiHUeZdhuLIriemot7RNb0C0Nxodo19kbKFGohF8uGg+fL4CBF0VgMyNhIlSlYhYMFJ8A1decGuPZfrFpx9AfuMKDFP4AjllqWGo63u/WEI6ydhCXb9xLdoCrXA4HAg5+c1HlKr0sBVj5Fm4fNbNsFqsccetW/wurG9fhcHKniSmo8Ohrv6n0RH6RUYWalSN4oOFb8Gbk4eIvR66JWR0JCLqhh6y4hj7bFx2/g2wWLq/bV4IgTUL/gvX/GtQplQlOSEdDlH9OfTKNUbHSLiMLNRNW76Av9kPl8uNEK+dEqUkPWjDeNel+PZ510JRlG7HCCGw5qN5yPnfdRigcIWzdKKacPPxjCtUIQQWL/8YWZ4s6HIYEXud0ZGI6AB60IZJWd/B7HO+2+0yckDse3nV+y/Du+AmlCj8Pk432sbXjI6QcBlXqLX1NSjfvRPZWbkIOfdwIQeiFKO32zHV+z1cePYVPZbpineeReHiH6BYbkhyQkoE4d8FrWKF0TESKuMKdc36FVBkBZDAW2WIUowesOOE/Gtw/sxvQ5K6X1Rb13Us++/fUbrsJyiUzXn7RabQvnjV6AgJlVGFGomEsWzVYvi8+YjamqBbgkZHIqIOepsDpxRfj/NmzO6xTD99Yy4Grfp/yJf9SU5IiaZtnNen3VxSXUYV6pZtmxGOhGCz2RB2cplBolShtTpxetnNOOuUWXHLVNM0LJn3Fwxd80v45OYkJ6T+IJrLoVcsNzpGwmRUoS5ZsQBuVxYENIS55ylRStBaXDhr6A9w+gnn9Vymrz6KkevuglduSXJC6k9mOu2bMYVa31CLHeXbkJOdi7CjFkLu/S7sRNQ/tGYXzhv5E5w27ez4ZaqqWPTSbzF64z3IkVuTnJD6m5lO+2ZMoW7YvA6yJEGSJISdvPmbyGia341vHfUznDT59Lhj1GgUn7xwP47+6j5kS4EkpqNkES27oe9eaXSMhMiIQtV1HctWLUJujq/j3tN6oyMRZTStyYOLjv0Fpk08Oe6YaCSCT577NY79+mF4pPYkpqNk07e+Z3SEhMiIQt1duQstrX44nS6EHNW895TIQFpjFi6ecCeOP2563DHRSBifPH0Xjtvxe7glzsY3O+3r942OkBAZUaiff7EaihxbBzTCyUhEhtEac3Dp8XdjwjGT446JhENY+I9fYELFn+CSuM52JtD3rIQIpv9tUKYv1Eg0gs8+Xw6fNw+6pCJqS/9/NKJ0pNfn4oqp92Dc2Alxx4RDQSx88jZM2vMYnFI4ienIULoGbduHRqc4YqYv1O07tyIcCcNqtSFqa+DpXiIDaPVeXHnibzB29Li4Y0LBdnzyxE8wueZJOKRIEtNRKjDDad/u90M99IUrAAAgAElEQVQykTXrV8JuswMAJyMRGUCv9eGa0+7DiGGj444JBtqw+MkfY0rDs7BJvKUtE+kmKFRTH6GqqopNW79Abo4XABBxsFCJkknU5uP7ZzzUY5m2t7Vi0d9uwVSWaUYTzRXQazcZHeOImLpQK6sroEajsFisUC1t0BVOcCBKFlFbiOvOfBBDBw2POybQ2owlj9+A6U0vwppmZbqhwYHvLxgIANjWbMPVH5fhqo/K8MDqQmh617GaDtyzsghXfVSGaz4eiIo2KwBgaZULV3w4CLd9WgK942rUQ2sKURkw/cnDbqX7aV9TF+q2HVsAxFZf4b6nRElUU4wbznkIg8uGxR3S1uLHp49dh2ktr8IiaUkMd+Se2ezFbz4rQkSL/Xz564Z83HpsPZ6ZWYGQJuGTSk+X8Yuq3LGPm1mBm49pwO8/LwAAvLotF3NP2Y1Cp4otfju2+m1wWzSUutPrxUWi6DsWGB3hiJi6UD//YjWysnIA8PopUbJINaW48byHUFY6OO6YVn8jPn3sGkwL/DvtyhQABnqi+N0J+zfY+N0JlZhUEERUAxpCFvgcXQtxxoAA7jw+dsteZbsVeR3vd1l0BFUZQVWG06Lj6c0+XDWmKXlfSIrR0nyhfNMWaktrM2rqquB2uSEkFVFb5v4nJUoWuWYgbvrmQxhQUhZ3THNjPZb/9Xs4of2/UKDHHZfKzhjYBqu8/44BRQYqAxbMfn8ImsIKhmQdPEvZIgN3rSjCb9cU4IyBbQCA68Y24uG1BRjgjqK8zYbj8oJ4rzwL931WiHX1jqR9PSkjUAu9cbvRKQ6baQt1Z8V2CACSJCFia+TtMkT9SQBy9WDcdP5DKCkaEHeYv6EWqx67EtPD70BO0zKNp9St4s3zdmLOcP++U7oHundqDf5z7k785rMiBFUJw7Ij+P2JVbh6TCP+sz0b5w5uxbIaN26fWIunvsxL8leQGvSKZUZHOGymLdSNm9fBbo+9wuPpXqJ+JABL7VDceuGDKC4siTussa4aqx+7AtMi70OGuV7g/mhJKXa1xiYauS065AM2znl7Zxb+sSl2t4HDIiBL6DLm39tz8K2hsW3pdBGb+RHUut99x+zSuVBNOZVMVVV8uWUDcnN8ADghiajfCMBaOwK3XHgf8nzdH5UBQENNJdbPvRzTtIUwY01cPaYRd68shlUWcFh0/KrjeumdK4pxyzH1mDmwDXevLMY1Hw+EKiTcNr4WdiX2oqItKmN1nQsPT4/tgpXvUHH1x2W4eERmruqWzhuOS8IsG9F1Ur5nJx7/5x9QWjwQqqUNTQVLjY5EZD4CsNeOws2z74MvN/7pyfrq3fhi7mWYoi9JYjhKW7IFzjtbIFmdRifpM1Oe8t22c+u+V8E83UvUD3QJjrqjcMuc+3ss09rKcmx8/BKWKfWerkLf85nRKQ6LKQt1XafbZaJWzu4lSiShS3DVH41b59wHb8dlle7U7N6JLX+bg8kifa+JkTHS9Tqq6Qq1ta0F1TV74HbFbqxWra0GJyIyD6FLyGoch1svuRc52blxx1WVb8PXT1yEiWJVEtORWehVa42OcFhMNylpZ8V2QIrdLqNLUegWbk5MlAhCl5DbNBE3zrkLHk9W3HF7dm5F+d/nYIK0PonpyEz02i+NjnBYTFeoX329EVarDQCgWlsMTkNkDkKT4W2ehBsvvnPf2Z/uVGzbjMp/zsFx8sYkpiOzEQ1fQegaJFkxOkqfmO6U745d2+BxxV49s1CJjpzQZOS3TMVNF9/VY5nu/GoDqv95IY5lmdKRUsMQjduMTtFnpirUcDiEhsY6OByx6dYsVKIjI1QZhW0n4oaLfwmX0x133I5Nn6Phudk4Wt6cxHRkZnpt+r0wM1Wh1jXUQpJlSFLsphlOSCI6fEJVUBI8FTfMuR1OhyvuuK83rIL/+Tk4St6axHRkdiINr6Oa6hpqXUMNhB5bH1RIKjQlYHAiovQkogoGRmbgmtk/hc1mjztuy+fLEHz1Oxit7ExeOMoIeh0L1VC7KnbAsndCkqUVplzjjKifiaiCwdEz8b2LfgRbx/dTdzatXgz131dgpFKexHSUKdLxlK+pCnVH+Ta4XbHrPLx+StR3ImLBcHEurrjoFlgt1rjjNq5cAPznuxiu7E5iOsokov4rCF2HJKfPlcn0SXoIUTWK2vrqfdd6oixUoj4RYQtG4XxcOevWHst0w9IPIP/nCgxlmVJ/UkMQrZWHHpdCTFOoDQ11sT0ZO17NcEISUe+JsBVHWS/Cd751IyyW7k9cCSHw+aK3YXvnexispNcPOkpPoiW9XrSZplBrG2ogRMeEJOjQLG0GJyJKD3rIimPsc3DpN77fY5muWfAfuN+7FmVKdZITUqYSzRVGR+gT01xDrdi9E0rHDwPV2gpIptuVjijh9KAN493fxuxzvrvv7M6BhBBY/eFr8C64FSUK9xam5Em3I1TTFOqOim37VnHRLLxdhuhQ9HYbjs+5HLPO/E6PZbry/ZdQuPhHKFIakpyQMl26HaGa4pSvpmmoqt4NpzM2IUmXQwYnIkptesCOqb6rcMFZl/dYpsvffhbFi3+AIpllSsknmnmEmnQNTXXQdR1Kx0LKmsJCJYpHb3PgxKJrcO5pF+1bVeygMbqO5W/+A2WrfoY82Z/khEQxoiW9jlBNUaj1jV2v6+hK2KAkRKlNb3Pg1NLrcebJ3+qxTD99fS6GrL0DPrk5yQmJ9uMRqgFaW1ug6/snIfGUL9HB9FYnZg6+BTOmnxO3TDVNw6fz/oJh638Fr8xbz8hYoq0qrbZxM8U11PrGOlis+29E5xEqUVdaiwtnD/txz2Wqqlj8yu8xYv1dLFNKDboGhNLnkoMpCrWxqX7fmqMCOnSZhUq0l9bswjdG/hSnTD2jxzJd9PJvMWbTb5Aj8x5uSh0ilD6XHUxxyrfR3wCbLVaouhzmovhEHTS/G7OO/hmmTjgp7hg1GsWiF+7HMdsegUdqT2I6ol4Ip88ysqYo1OaWpn33oPJ0L1GM1uTB7ON+gUnjpsUdE41EsOi5X2PczkfhloJJTEfUO+l0hJr2p3xVVUWgPQBLx2LeOm+ZIYLWmIVLJt51iDIN45On78BxO//AMqWUlU6FmvZHqG2BVsiStO/akMbrp5ThtIYcXDr5LowbOyHumEg4hE/+8QtMrJwLp8TvGUphPOWbPIH2NqDTRAseoVIm0+tzccX0uzF29Li4Y8KhID556v9hcs1TsEuRJKYj6jsR5hFq0rQFWgF0ugeVhUoZSq/z4bsn/xqjR4yNOybUHsCip36KKXVPwyZFk5iO6DCFeISaNG2B1gMWdeDpK8o8el0erplxP4YPGRl3TDDQhsVP/hBTGp6HTVKTmI7o8PEINYma/I1dFvfmLF/KNKK2AN8/434MHTQ87pj2thYs+dutmOp/GVaWKaUTNX1+pqd9oTY01cFms+/7s5B0A9MQJVltEa4/634MGjg07pBAazOWPH4Tpre+CoukJTEcUSKkz97WaV+oTf6GfaskAbGVkogyQk0Jrj/3fpSVDo47pLW5Ccvm3oDpba+zTCk9CRZq0jT5G7sUKniEShlAqh6AG7/5AEqLB8Yd0+pvxPLHr8H04FtQ+H1BaSt9CjXtF3YIhoJQlM6vC9LnL5/ocMjVZbj5/Id6LNPmxnqs+Ot3Y2XKszaUzniEmjyapkGS99+HymuoZFoCUGqH4KZZ96OooDjuMH9DLV578mEoYS/avTfCIiJQRASWfW/hTr/f+77oQe/r/DEKeLqYjMJCTRpNUyFLnQ+00+cvn6jXBGCpGYabL7wPBXlFcYc11lVj3pMPIRqJILdgOBK1CZsktG5K+OC3eI939z4FnG1MvcAj1OTQdR1CYN+ygwKCO82Q+QjAWjsCt1x0H/J8BXGHNdRUYt6TD0PXVeTmFSY2gqQgKjkRhTNhzykJPW4J738sfMD7onHfp4gILCxpE2KhJoWu6wcUKE/3kskIwF47GjfPvhe+3Lwehy7/+E00++thszlQV13R6TlE7EeSEIAQkGQFsqxAVmJvyt7fH/Cr1GmN7H750iQZUcmBKBwJfFLR46nr3h5Rd3kcXFGKeifNC1Xr0qdCSp9XMkSHpEtw1h+Fm+f8Brk53kMOP2v21Tj1G5dCjUagRiOIRiL7fq9GI4hGI4hGwggH2xEOBhAOtSMcCiIcbEckHEQkHEIkHESwvRWRUCj2/SVJkCQZkACp03ebEDoEAKELAAKyLB9UyIpiSXpJQ5KgSnaosB96bG/tK+n4JawcdMQc7fFIW0GUJ9N6S06fmkqfpN3Q9AMnSvAIlcxB6BI8Dcfg5ot/jeysnF59jNVmh9WWuCLRNK1rIUfCPZd0qB2RUDtCoSAie9/CQYRDQQTb2xANh6BpaqxQJSlW0F1eEYuOy2UCQnRf0vvKutOfJVlOy5JW0DERTD+wbDuVtb73KLl3R9SmLGmr2+gEvZbeharpsVfPHXiESunOKmT4dBnDNQ0zj2uFreI+wOIBFA9gyer0+06/WjyAkhV7fwJfzSuKAkVxwu5I3HXTg0v64ILe+/tQe8dRdLAdoVD7ASUdQijUjmg4BFWNQpI6SrXjSHrfTwIRm2cRO+0tIEly10I2sKQ12KBJNoRlT2Kes3NJH/K0drjT49EuY60HvE8y+BqmZHUZ+vn7Iq0LVYgDjkh5ywylIYewoNhiQ4EjhCyXH7Is4JayYK16DhB9nGQj27op3KyDH+vufQe9f29JWxP2tfZXSWtqdF9BRyPhuCUdO929t6Bjp7z3FnQk1I5QoKOko1FAjp2e7nIkvb+pIUTs7aCSjvtrEks6gU+r9DAR7HCuUSsiArkvJW3jEWpSaJqGrjPAWKiUHjywo9iiIN8ZgNvZgAN/zgZEK0K+k+BsWNi3J9YjgN4IRBsTlhWSNU7ZHniU3IcCVxJ3+jRW0gps9sRNbtJ1vVdH0Wo0glBHSceOpgNdSjoaDiIUjJ3ujkYj+68hSxL2XpUWe28LEQI6OiaOSVKP16KTVtIANMkKTbIigsQVmywOPpLe+xZorMS4CcejpKQEItIGuWxawj5vf0vrQtV1rcvm4jzlSylLCHglB4qsMvJcrXA6Dr0l1VcAxvd/skMTUSDaFHtLFMkKWNydCjcrzlFynILurtiVxBWqLMuw2R0JL2lNjR7yKDp2JB1EKBRApGPSWDgcRCQYjF2nDocQDgYQCQcRjUb2XY+OdbS07xhDkvZO7BYQQu9S0t2d5u58Cry/S1qXrIjEKela4cLwkZfAOmF6v2boD2ldqNoBs3wlkfYrKZKJSALIl5wosgv4XM2w2fq2UXKzpRVVoXyUOOr7KaGBRBSI+mNviSJZAMXdh2vOvSnwxJ2almUZ8r6JY1kJec7OJR2voKPRCNRIODaju+OadOeSjs3w3l/W0UgEsYPo2FH0vuvSHUfSouMoWggBCdJBhXzkJS3B0nl99jSS1oWq66LLEaqkp/WXQyYg6zKKFAcK7Sq8bj8sliPbHLkqazBKoiYs1P4gVEBtjr0liqTESrrX15x7U+CJm2TTtaQTQwgBNbr3mnS4h5KOxIp47+nuTrdghTsmkO09/R2NRICOSWEH3oIVO++9v6hDwQAslsRdt0+mtG4gXdf2X38AIIn0/Eeg9GYVCooVOwodEeS4/ZDlxJ0abckVaK32IktJ4OlW6j2hAWpL7C1hM33krqe7eztprHNBH/R44q5vSpIEq80Gq80GpzsxM5A7l3R3p7j3HmHvLfDSISMT8nmTLa0LVRywxqMECZKuQMhcyJv6l1NYUWKxIt8ZQparCVI/Xb+XZAm7LINwjGChmocOqK2xt0SWtOLq2zXnQx5hu3HQbLnD1LmkzSytC9XWzXl2SVghuDMG9YMsYUeJVUGeKwC3M3mnYRt8FoTrHLDLoaR9Tko3OqC1xd7C1Ql6Tml/Sfd10tjeX+0lgCc9jzYPR1oXqt3uOGgnAkm3AIpBgchchIBPcqHICuS5W+GwJ/DaXF9YgF0YhlH40pjPTxlKAFog9oaaw3uKwvOAKe8kNFUqS+9CtdkPOu0r61Yen9JhkwRQ0DEz1+v2w2bt28zc/lLrc2F4kwJF4v9uSiOWXKMTJFVaF6rVaoMkS9B1HbIcu2VGEmn9JZEBLEJGkexAgV1FrscPi2LQkWgPNLvAHn0oBilfGx2FqPesLNS0IUkSnA5XbJNxOXY9VdI505cOzSYsKFFsKHBEkO1uSujM3P6yJ9uLQQGjUxD1AQs1vTgdLqiaBmtHj8o8QqU4XPtm5gbhcTX228zc/hLx6KhtHoBCyx6joxD1Dgs1vbicbjS37l9thUeo1Fn23jVzXW1wJXFmbn+pcBajMMpCpTRhPfQ+vmaS/oXqcqPRv/8HJQs1wwmBPMmJIpuEPFcL7EbNzO0nrbkCLdU+ZCsJXPyeqL/YS4xOkFRpX6hulxuqtn/mI0/5Zh5JSLFJRTYdPnczrCkyM7c/7F3o4VjBQqU04BxsdIKkSvv2cTs90LT9e0byCDUzWISMYqVjZq67CYqSwEXWU1xTnoJQrRMOOWh0FKKeuYYYnSCp0r5QPZ4sqOr+QpVZqKblEBYUKzbkO8PIdiV2zdx0IhSgXBqGUdhodBSi+Ky+2GpJGSTtC9XldHdZLUnR0md3dzo0j7Ch2GpBvrO92424M1WN18mFHii1ZdjpXsAEhWq3O4BOWwHJug2SboGQ1fgfRCktFw4UWSXku9rgdNQZHScl6XaB3fowDFa2Gh2FqHss1PRjt9khyV0PWxTVDdVmrtmdpiaAfMmBIhvgc7fAzn+7XqnMzsVgLvRAqSrDrp8CJijULE/2QY+xUFOfLCQUyk4U2bWEbMSdiSIeHTXNZSiyVBgdhehgPEJNP7k5XghdhxACUscFNkVzGZyKumPtWDO30BlFjiuzZub2lwpXIYoiLFRKQSzU9ON0uOBwOKFqKqyW2Axfi8qJSanCISwotthQ4Agj291/G3FnqoAXaK7MQ47SYHQUoq5cLNS0I0kSivKL0djcCKsnVqgKC9VQnr3L/TkDnJmbBLusgzBOZ6FSinEOMTpB0qV9oQJAaUkZKmv27LueqqguQKDz5F/qT0LAKzlRbJXgc7XC6eD10GRq8skI1rrhlDlDiVKE4gFsPqNTJJ0pCrWkaACi0ci+P0tQIGsO6JaQganMTRJAfsdG3D5XM2w28y73l/IUYJc0FGPwhdFJiGKyxhqdwBCmKFRvrg9Sxwbjeymam4WaYLIuo0hxoMiuIpczc1NKnc+BEY0WWCTef00pIGei0QkMYYpCzc3xdlktCYid9o3aeV3pSFmFgmLFjkJHBDnuzF3uL9XpNoEKfRiGKluMjkIEZLNQ01Zujg8C6HrrDCcmHTZnp424s1ycmZsuqnJyMKQVnARGxsuZYHQCQ5iiUK0WK3KzcxGOhOGwOwDw1pm+yhZ2FFsV5LkCcJtgI+5MFHXrqPYPQoml3OgolMkkK5B1rNEpDGGKQgWAosJSVOzZta9QuUj+IQgBn+REkVVCnrsFDpNtxJ2pdrsLUBJmoZKBssYCit3oFIYwTaGWFg/A1u2bAXgBAIrmhKTZIJRIzx+YQSQBFOydmev2m3oj7kzVngs07SmA18JNBcggGTohCTBRoRYXlELTum5lZY14EXHWGJQoNVg6lvsrsKvI9fhhUXgkanbl9oHwaixUMkiGTkgCTFSouTleKAfcOpOphWoTFpQoNhQ4Ish2N3FmbobxeyW013jgUtqMjkKZiEeo6S/PWwD9gEXyrRGvwamSx9VpZq7HxeX+MpoioVwZijHYYHQSyjgykDPe6BCGMU2hejxZ8HrzEAoH4XTEdpuxqFmm3mw8G3aUWGXkOQNwcWYudVLntWNEgxUWOWp0FMokntGAkrm7fcmHHpI+xow8Gq1t+yfaSJBgieQamCjBhEA+nBhrc+BkbxRTimpR5quGy9lqdDJKMbpNoEIMMzoGZZqcSUYnMJSpCnX44FFQ1a6vyG1pftpXEhKKJRfG2e04NT+E8UXVKPXWwG5rNzoapbiqnGzoguf+KYnyTjU6gaFMc8oXAEpLBuLALWbS8TqqRcgoVhwosEeR6/ZzI246LHsXeii17DI6CmWK/DONTmAoUxWqN8cHt8uDcCQMuy12Y7ElmgMIGZB0g9P1zCEsKFZsKHCGkeXimrmUGHs8BSgNsVApCdyjMnJT8c5MVaiSJGHU8DHY+NUG2H0FsccgwxrJQdSeegXlETYUWy3Id7ZzI27qF+05Ao1thfBZao2OQmaX4UengMkKFQBGDT8Ka9ev6vKYNepNmULNFQ4U2STku9rgdPDme+p/5fYB8GksVOpnBSxU0xVqaXHZQdttWI2c6SuAAsmBQhvgc7fAbuNKRZRczT4Z7dVZcCmcDU79RLIAeTOMTmE40xVqQV4hbDYbomoUVosVAGCJeAEhxRazTQJZSCiSnSi0a/ByI24ymgzsVIZiLNYbnYTMKncKYM02OoXhTFeosixj+JDR2Fn+Nby5ebHHhAUWNQtqPy4GbxUyihUnChwR5LiaODOXUkq9z4povQ1WmZtFUD8oOMvoBCnBVPeh7jVmxFgEQ13v07SF8hP+eRzCgqGKC5PdMk4p8mN0QSV8WfVQFO3QH0yURMIKlHOhB+ovnJAEwIRHqAAwoKQM0gGvFWyhQrRnbT/i586CDUUWCwqcAbg4M5fSSHVuFoa2SJCTdOmDMoQlO3bKl8xZqEWFJZBlCZqmQVEUAIBVzYGsOqBbQn17MiHglZwotkrIc7XC4eD1UEpPqktHVdNgDLDsNDoKmUneDEA2ZZX0mSn/FqwWK4YNHok91buRm7N/pSR7uBBBS/khP14SQIHsRKFNwOdqhs3GjbjJHHZ78jEgtNPoGGQmhecYnSBlmLJQAWD8scdj6/bNXQrVFipC0N19ocpCRrFsR6FdQy5n5pJJhXIEGtqKkWepNjoKmYFkAUrmGJ0iZZi2UEcMHQ0BHLQ/qqRZIZTYAvpWoaBEscdm5rr9kGVOJiLzK7eXIk9joVIC5J8B2BI/4TNdmbZQc7JzMbCkDC1tLcjyxO6PkiAhO1KMPE8D8p0hZLmaIHGCBmWYZp+EQHU23AovZdARGnCZ0QlSiilvm9lr4ripaG3teuo2T/NiWH4Vst0sU8pMkgzsUoYYHYPSnewAii80OkVKMe0RKgCMGjEG4v39p31VVcVXX7WjdIAEh4NlSpmr3mdDpN4Omxw2OkrCrNvlwO/eycfzN+/GT54vRn1r7MfbnkYrjhscxKNX7j/N/eRHXiz+yg0AaAnKqG+1YOk92/HX931Y/JUbM8YGcOMZjVA14KcvlODRK6ugmPrw4zAUfgOwZBmdIqWYulDzfYXw5XqxbdsXaGmuR2tLAzwuN2oqPRg8jOuaUuYSVoEKDMNwbDI6SkI89bEXb67OhtMW26Zxb3k2t8v47tyB+MWsrhtRXD+zCdfPjG2YccPfS3HbN+oBAJ9udeFfP6zA5Y8NxI1nNOJfy3Iwe0ozy7Q7PN17EFP/N5EkCcMHD0dzfQWKfHk49YQzccoJZ8GC8UZHIzJcldcNXZhjZZJB+VH85arKgx7/y/t5uOIkPwqzu59w+MF6D7JdOk4eE1tZzaIAERWQJaA1KGPNTidOPaq924/NaJbs2BEqdWHqQgWAU084EyOHj8XI4WPhdnkAAMFAAdSo0+BkRMbSHAKV2lCjYyTE2ePaYFG6XsZpaFWwbKsLF02OP/nqiY99uPWshn1/vvIkP374bCmuOqUJT37sw7WnNeGRt/Pxm9cLUd+q9Fv+tFN8AaA4jE6RckxfqPn5JcjzFSAYDHR6VEJLU2bvLE8EAHuyfEZH6DfvrffgmxNb456u/brahmyHhsH50X2PnXlsG/52bSVGlYTRFpLR0KbA59Zw4eRmPL/YwG0gU00pT/d2x/SFKkkSxo8/CS2tXTcYb2kcAsF5SZThQtkC9WqJ0TH6xbKtLpwyJhD3/Z9udeGUo7p//9wP83DTmQ0IRWUosoAEIBAx/Y/L3rHlx+4/pYNkxP+QUSPHASI223cvNepGsK3QwFREqaHCYc5C3VFrQ1letMtj1zwxABG10/t90YM+bu1OB0q9URRmazhhVAAff+nBvW8UYs4Urp4GACi5mGv3xiEJYf7jNCEEnnn2EfibG5Cdtf+0jSdnN4oHrTAwGZHxhC4wqXo7sriHL/XGyWuBHE7s7E5GHKFKkoQpU05HINB1ckJbSyk01WZQKqLUIMkSyi2cU0C94DuJZdqDjChUABgx/BhYrTaoaqdTPELm5CQiAPU+CyI6Z23SIQz5odEJUlrGFKrd7sD4405Eo7/rDd4tTUOMCUSUSizALgwzOgWlMkcZlxo8hIwpVAA4btw0aKrWZXJSNJyNYCDPwFREqaHG64ImMupHAvXFkJs4GekQMuq7p6ioDIUFJQi0d1120F8/0qBERKlDcwjs0c2x0AMlmOwABl1vdIqUl1GFGpucNBOtrV1nMwZaShEJuw1KRZQ6Kk280AMdgQHfAWw8k3coGVWoADB61HFQFAtUVe30qMSjVCIA4SwddWqp0TEo1QzlZKTeyLhCdTrdGHfsNDQdMDmptWkIb6EhAlDuNOdCD3SYfKcA2ccZnSItZFyhAsCUyTOgqtEuk5OEUNDcMNzAVESpoTVXoEXzGh2DUgWPTnstIwu1oKAUI4YfgyZ/fZfH/Q3DoevcUYIymyRL2MWFHgjouFXmAqNTpI2MLFQAmD79LITC7V2OUnXNjtamQQamIkoNjT4FYZ1bHGa84T8DJB5k9FbGFuqgshEoLipDW1vXBa/99SO5Cw2RBdglcaGHjOYcBAzmrTJ9kbGFKkkSTj7pG2g7YH3faCQLbc1lBqUiSh21Xic0waOTjDXiTkDmRM2+yNhCBWLr+2Zl5R6w+TjQWHMUhJAMSkWUGjQ7F3rIWEJYIZEAACAASURBVK7hQNnVRqdIOxldqBaLBSedeB6amxu6PB6NZHHRfCIAldm5hx5E5jPqbi4zeBgyulAB4Jijj4fN7kQ4HOryeFPtUdD1jP/roQwX9gjUqgONjkHJ5DkKGHC50SnSUsY3ht3uxKknfxONTV0XelCjLrQ08nQXUYWryOgIlEyjfg1IGV8Nh4V/awCOO+4EOJ1uhELtXR5vqhvD+1Ip47XmCDSrXMc1I2SPB0rmGJ0ibbFQEdsrdcZpsw5a6EFTHWiuH2FQKqLUIMkSym2c+Z4RRv8GkDgh83CxUDsce8wUZHly0N7e1uXxprpR0DSrQamIUkOTT0FIdxkdg/pT7lSg6HyjU6Q1FmoHq9WG02dcCP8BM3513Yam2jEGpSJKDULhQg+mN/peoxOkPRZqJ0cdNQk+XyECByz24K8fgUgoy6BURKmh1uuAKngrhSkVfQsoONPoFGmPhdqJxWLB6TMuRHNL0wHvkVFXxe2LKLPpdoHdXOjBdITsAo7+s9ExTIGFeoBRI8ehqGggWg4o1WBbEdqaufEyZbaq7ByjI1CCSaPuBFxcyCYRWKgHUBQF55x9KdoCLdB1vcv76qvGcbEHymgRj0C1yhm/ZqG7RgPDbjM6hmmwHbpRNnA4jj1mChoaa7o8rkbd8NeNNigVUWrY7S40OgIliDzucUDmXQyJwkLthiRJmHHaBRACiEbDXd7XVDca0QhvH6DMFcgF/Gq+0THoCInSy4D8042OYSos1Dhycnw47ZRvor6h61GqEArqq8YZlIooNZTbuL5vOhNKFqSxfzA6hulwDnwPjj/+NKxeuwhtgRZ43Nn7Hg+0DEBbcwk8OVUGpstMqirw7FMhNNQJqKrAebPsGDZCxvP/CKM9IKDrAlff6ERhUdfXivfeEYDTGVsBJr9AwlU3OLFkYQSLF0QxaIiCy692AAD+/lgQl1/tgNPF1WJ60uRTEKxxw6kEDj2YUo40+l7AUWx0DNNhofbAarXh3LMvw0uv/BluVxakTkty1VVOhNP9ARRL1MCEmWfFUhUej4Rrb3KirVXg3jsDGDNWwdQTLDh+mhWbv1RRXal3KdRoRAAAbruz66n6ZUtU/PxuF+b+MYRAQGDbFg0jRiss095QgF3yUIzBF0YnoT4SWcdBGnqr0TFMiad8D2HYsLEYOWLcQROUNNWBet6bmnSTplowa459358VGdi2RUNTo8AfHmzHyqUqRh/VdUODinIdkbDAow+14/cPtGP71xoAwGYDolFA0wQkCVi6KIqTZ3CCRm/V+uxc6CHNCEiQxv0NkLjpR39goR6CJEk484w50DQN0Wiky/ta/YMRaOFpk2RyOCQ4nBJCQYG//TmIWRfbUV8v4HJL+OkvXPDlS3jv7a7/TjY7cNY3bPjxz5244moH/v54EJomcN4sG/7+WAgTjrdg5dIoTjzFivffjuDFp0OortTjJKC9hA2o0LkcYVoZfCPgnWZ0CtNiofZCXl4RTp9xAerqKiGE6PK+2j0TuXh+kjU26Pj9A+2YdpIVU0+wwuORcNzE2JHSuAkW7NqhdRlfVCxj6onW/9/enQfHWd95Hn8//fR9qiW1Lku2bPk2Fvi2CdgOxAk2CNsQPFmzJAMLOTbJJE6R2qpspcI/U0U2VLGzobYyCTAQNiGJBycQY3MkcSbYYLDHBht8G6xbal2tbvXx9PE8+4eMgy35wi09Uuv7qlLZ7qePb8tSf57nd6IoCuWVFrxehf6IwYxZVr75PReLl9k4eTxHWbmFSMTgzi/a2f4HbbiXFhdoD/i54FdCjFE5Vx3K3MfMLqOgSaBeocWLVjNp0tQhi+fnsi4Z9TuKov06//vHSe76Bwc3rRo8kZk+U+Xwe1kATh7LUTXp/B/rPf+RYeuvBgMy0qeTTEKg6O/9pDv/mOa2BjvptIFFAQUFLTVKb2icy3gMOnKyys5YZ2BBXfgrUGXK30hSjAsvucRFdXW18fMn/5mS4jJsNvt5xyprd+PxdV7kkSJffvPLFPvfzlJR+ffQvP/rTn75ZApNM3C5FB78pguPR+HpnyVZ/0UHgSKFZ/41RU+PgQLc/SUHdTMH+5C6u3Re3Z7m3vud6LrBz/4lRSSis+GLDubOl/7BK+GOKCzR9ptdhrgEve4HWOb8s9llFDwJ1Kv01luv8ae/bKOq8vyzctWaYPKMP8moXzEh1bc2EbR2mV2GGEbGPR/b6gNgkRPEkSZNvldpyZJbqKycQl/f+R8euaybcOsik6oSwlxNDlnoYSzK4cC29HcSpqNEAvUqWa1W7rzjy2jp1JBRv/HoJCLddSZVJoR5IkGFRM5rdhniQvP+Bbyzza5iwpBA/RTKyiaxetV6unrah4z67e6YTypZZFJlQphEVWhUZa/UsUQrbkCd+jWzy5hQJFA/pWVLb6G6ahq9kQv6jQyVzqZl6DlpYhETS3fQQUaXKWRjgWapwLHkObPLmHAkUD8lq9XGhg0PgGGQTJ6/nmkm7SXcutCkyoQwh243aDZkoQez6YYF69KtYJPN4EebBOo1CBaVsr7hfnr7utD18xcTGOivob+31pzChDBJR5EP3ZC1kM2UqXsEtfQms8uYkCRQr9HMmfUsW3orneG2Ice6225AS/mHeZQQhSnjloUezDQQuBPH3B/m9TnffvtttmzZct5tjz32GM888wxPPPHERR+3bds2HntsYq3MJIF6jQY3I19PeXn1kKk0hqHS3riCXNZ+kUcLUXhavLL5uBmiygy8N/5u1F7P7/fzrW/JrjWfJIGaB3a7g43rHyCby5JKJc87lk176WhahiHNYGKCSAYMerPlZpcxoSRyPlyrXgfVcfk759HHV65bt25lw4YNfOUrX+HBBx9k27ZtALz33ns88MADbNiwgd/+9rejWpsZJFDzpLS0gjtuv4+e3k50/fydSpLxMrrbZKs3MXE0OSaZXcKEkdVV9AUvYPOOXFP73r17ue+++859bd++/dyx3t5ennzySZ5//nmefvppksm/X1RYrVaeeuopnnjiCZ599tkRq2+skLkdeTRv7mIaG09w8N3dVJTXnLcheX9vHXZnP4GSj0ysUIjR0V+sEO/w41GjZpdS8GJTfkJw8poRfY3ly5fz+OOPn/v3J/tGm5qaqKurw+VyAbBgwYJzx+bOnYuiKIRCIVKpwt9xQq5Q80hRFD6/5h6qq+uGbEgO0NV2A4mBkAmVCTHKLNCo1ppdRcHr8m4meP2Wy99xBE2ePJkPP/yQVCqFruscOnTo3LFPXlRMBBKoeWaz2bl744M4nW6i0b4LjlroaFpGRvOYUpsQo6m72EZGlwF5I6WbBZSu/KXZZVBcXMxDDz3E5s2befDBB9E0Dat1YjZ+ym4zI6Sjs5l/e+Z/4fcV4XSevwehzRGlpm4XFjVrUnVCjI7q9jh1lmNml1FworlyPF84iuoMml0K2WyWX/ziF3zjG98A4N577+W73/0uS5YsMbmy0SdXqCOkoryGjRv+G719YbLZ87d0y2h+2huXY+jy7ReFrSPglYUe8iyZc2H7zKtjIkxhcOBRMplk48aNbNq0iTlz5rB48WKzyzKFXKGOsDd272DXX1+kqnLKkP4Eb6CZ8pp3mGDdDGKCqWvtpdoqg/HyQcvZSNa/RNHU28wuRQxDLpFG2GduvI351y2jM9w65NhAfw3d7fUmVCXE6GnzlZhdQkHI5FR6an8uYTqGSaCOMIvFwrq1m6kor6G7p2PI8f6eGfSFZ5lQmRCjI+k36MlWmF3GuJbVLXwU+BFV1/+j2aWIS5BAHQUOh5NN93wdj8dPJNI95HhP53X098hekqJwNTmrzC5h3NINhfeNrzF95f80uxRxGRKoo8TnK2Lzl74NikIsFhlyvKttAbFItQmVCTHy+oMKAznZTuxqGQa8l76X+bf/HywW+bge6+R/aBQVF5ex+UvfJqUlSSQGLjiq0Nm8hHhUmsZE4VEs0GitNbuMcee91Eauu/Mp1Ak6r3O8kUAdZZWVU/jSpm8SjfWRSiUuOGqhvWkF8WilKbUJMZJ6gjbS+ugu3j6eHRpYw5yGX2GzyeIY44UEqglqa2dxz91fp7evC027YH1Lw0J743IG+qXPSRQWw2bQxDSzyxgXPoh9hhl3bsPhdJldirgKEqgmmTmznvV3/iM9vR1kMukLjg4uURiLyI4dorB0BD3ohnzsXMqR6GJqG17G5faaXYq4SvKTbaL6+ctZe9t/IdzVRiajXXDUQmfzMmKRGlNqE2Ik5JwGrblas8sYsw70Lqfm9lfxeGUA13gkgWqyxYtWc/vazYS72kmnLwzVwYFK0b7JptQmxEho8xebXcKYYxiwp3MV0+54EV9Avj/jlQTqGLBo0Soa7vgyXd3Dh2q4ZTHR3pHbPFiI0ZTyGXRlZYzAx3KGhT+3fo7ZDb+iqLjM7HLENZBAHSMW3PAZ1t95P13d7UMHKqEQbl1EpHu6KbUJkW/NLpkeBpDRrbzSvJb69U9SUiZjJsY7CdQx5Pr65Wxc/wA9vZ3Dhmp3+/V0tdUj2xmI8S5aBLFckdllmCqVdbCz9S5WbPoFZZXSAlUIJFDHmPnzl3H3xofo6e0klUoOOd7fM4OOpmXosvWbGMcUi0KjdeKGyEDGzWvhe1m9+f9SXCrzzguFfCqPQXPnLuKLd3+NvkjXMCsqQTxaTdtHN5PL2kyoToj86Cm2oulOs8sYdRHNx67IV/nc5sfxB2QnnkIi+6GOYac/PMLvtv4Mp9OF3ze0eczmiFJVuweb/cIVl4QYH6rak8ywHDG7jFETThSzP/stbr3rf+Bwus0uR+SZBOoY19HRxK9/81NyuSzFwaEjAFVrkqraPThc/SZUJ8S1UVMKKyIHUBXd7FJG3PHeKZzxfJdb7vzvspxggZJAHQf6It385jdPEOnvIVRaiaIo5x1XLBnKq/fhDbSbVKEQn97UtgiT1dNmlzFidENhT8v1ZCZvYdVt96KqqtkliREigTpOxBMxXnjh5zS3nKa8rHpIqIJBsOwYxWVHGHJIiDHMHlNYkdhvdhkjQss5efnUjVQs/CbLV22QLdgKnATqOJJOa2x/+Tk+OLKP8rKaYc903b52ymv2oaoZEyoU4tOZ09pBmbXV7DLyqlcr5Q8nbuKGW77BgqVrhjkJFoVGAnWcyeVy/GXX73nzrdcoC1Vhtw/dDstmH6Biyls4nFETKhTi6vl6YWHmP80uI29OR6fx55bVfP6u71I7fb7Z5YhRIoE6DhmGwcF397DzlV/j9fjxDrOQtqJkKavej6+osM76RWEydIOFHR/hV/vMLuWa6IbC3vYFnMrdRsOmfyJYUm52SWIUSaCOYy0tH7L1339GOqNRUlw+bJNSUelxSio+QFHkv1mMbcXhHPONd80u41PTdCcvn1qBc/IXufWO+2Uv0wlIAnWci8YibPv9k7Q0n6a8fBIWy9B+Vae7m/KafTJfVYxtOVgWPoLTMnSFsLGuWyvjpRMrqF/5EAtXrJXBRxOUBGoByGTS/HnX73nnnb9QWlKBwzF09RmLJUNo0gF8RS0mVCjElansSDFT+cDsMq6Ybii823MDb7cvYu09/yT9pROcBGqBMAyDQ4ffZvvLz+Fxe/ENs7ISgK+okVDVu1jU7ChXKMTlWTSFG/sOoio5s0u5rFg2yM4PV5By3UDDpm8TLJEddCY6CdQC09Z2hq0v/CuJeIxQqGrYflWrbYCKyftwuntNqFCIS6ttizJFPWl2GZd0YuB6Xj0xh2lzbuJzDffLMoICkEAtSPFEjFdf/S3vf7Dvok3AoFNcdpRg2XEZsCTGFPuAwor42FzoIZnz8Ne2VZzoKuOmNf/AgmWfl/5ScY4EaoH6uAl4x85fY7NaCQZDw97P6e6mbNIB7M7YKFcoxMXNbu2k3Dq2+vubkjPZeXIBrmAdazd+jVDFZLNLEmOMBGqB6+np5A8v/Rvt7Y2ESquwWq1D76TkKC47RrD0OIpFfhyE+bx9sCg9NhZ6yOh23gyv5EBLJUtubmDZzXdiG2ZBFSEkUCeAbDbDnjdf4W9vvIzfF8Tr9Q97P7ujn7LqA9K3KsaEG9rOEFB7TK2hPTWVnacXodurue2ur1M9ZZap9YixTQJ1AmlsOsnv//AUicQAodLKi/T9GARKTlNS/oGMBBamCnblqNfNWeghnvOzt2sV77UUcd3CVaxc8yWcLo8ptYjxQwJ1gkkkBtj11z9w4OAb+LxBfL6hyxYCWG0JQlUH8fg7RrlCIc7KwbLwUZyW0VuQJGeoHB1YwRsfTQfVxefXP8i0WQtkYXtxRSRQJ6jGxhP88eVf0t/fS2lJ5fB9q4DH30Jp5WFZZUmYoqJDY5by/qi8VltqOm92raapU6Nu1kJuvf0reP3BUXltURgkUCcwTUvx1t7X2L1nJy6nm6Ki0mHvpyg5ikpPEgwdl2ZgMaosmsKKvnexKiP3czeQLWJf5PMcavFitzlY+YXNzKm/UabDiKsmgSro6Gxm+8v/j/b2RkpLKobdEg5AtaYoLv8Af/CMbGIuRs2Uthi16om8P2/WsHJk4Eb2tswikUhz/ZJbWbZqA26PL++vJSYGCVQBQDab5cDBN/jzX7ahKAolxeUXPUO3OyOUVh7C7e0a5SrFRGSLK6yI7c/rSVxLahZvhW+mJZymavIMPrv2Psoqp+TvBcSEJIEqztMX6WbXrhf54Mg+PG4ffn/wogMyPP5WSioOY3fER7lKMdHMag1TYW2+5udp1+p4t/9mTrQqOBwuVq/9r8yct0yad0VeSKCKYTU3n+a1P22lre0MwaJSXBedMqDjCzZRHDqGTYJVjBB3RGGJ9umXI+zQpnIotopTnU7SWpKFy7/AkpsacLm9eaxSTHQSqOKicrkcR48d4PXXt5JIDlBSXI7NZr/IvXV8wUaKy47JiGAxIupbmwhar66boVObwuGB1TRFSon0hamZMpvV6+4jVF4zQlWKiUwCVVyWpiV5Z98udu/ZCQqUFldcoolMxx9sJCjBKvIs2K1Tnzt4RfcNp2s4HPssTdFy+vvCuD0BVn1hMzPmLpHmXTFiJFDFFYtEevjbG9s5dGgvNpud4uKyywTrGYJlxyVYRX7kYGnncVzqwEXv0p2u5lBsNY3RSvr7wrjcPm5cfTez61fI+rtixEmgiqvW1dXG7j2v8MGRfYPBGrx0sHqLWgiWnsDh6h/VOkXhKe9IM1s5POT2Dq2Wo/EbaYxWE+ntxOn0suKzdzGn/kbsw25fKET+SaCKTy0cbmX3m69w5Mj+KwhWcHnCFJWexO3rkHms4lOxpBVW9LyH1ZIhZ6icSc7neHw54XiASG8HDqeb5as2Mu+GmyVIxaiTQBXXLBxuZfeenRw9egCbzU4wGLpksNrsMQKlp/AXNcnKS+KqlbdmSSeDnEwsJpZSifR0Ync4Wb5qA/NuWInD6TK7RDFBSaCKvOnsbBkM1mMHUFUrxcGyi64RDKBYMviDZwiUfIjdcfF+MSEAtIFi4t21JCMVaKkU0b4ubHYHS1euZ/7CVTicbrNLFBOcBKrIu67udvbv/ysH392DYegEi0I4LtP85nR34ws24gu0yFWrOCeTttB0HLzWm8mkvMRjERLxftyeAIs/s465198k26qJMUMCVYyYgYF+3ju0l7f2vkYqlcDnDeDx+C+5FZaiZPEGWvEHz+D0dEtf6wRk6BbisQpikclE+0Ls37WN6dPmYrc5KKuaytKb7qB2Rj1Wq83sUoU4jwSqGHHptMapU++z+81XCIdbsNscFBWVoqrqJR9ntQ3gDzbiCzbJ1JsJIBkvJhaZzEB/DXrOjqYl6evvIR4Jc92Mem657V7Kq6bK3qRizJJAFaPGMAxa286wb/8ujh49gKHreH0BPG7fZT4kDZzuHryBVjz+NgnXApLWPAxEJhOLTCaT9qLrOtFoH6lUArfHx/KltzLvuqX4fUVmlyrEZUmgClPEEzFOnjjMO/t30dXVisWiEiwqwWa7/OR7h6sPj78Vb6BVBjONM4YBWjJIPFpFPFpJWgtgGAaJRIxYrB8UmDZ1LosXr2Jq7ZxLDmoTYqyRQBWmMgyDcLiVD47s48CBN9C0FA6ni4C/+IqWiLM7ongCrXj9rbJwxBil6xaSA2XEo5XEY5XksoPTWjQtRaS/G103KAtVsmjhKmbMrJerUTFuSaCKMSOTSXOm8TgHDrzBqdPvYxgGbpcHny94ReGqWpO4vF24vZ24vWGsttQoVC2Gk0m7SQ6EiMcqScTKMYzBK81sNkMk0kM2l8Hl8rJo4UrmzF5AKFQlfaNi3JNAFWNSPB7lTOMJDh3ay0dnjmHoOg6HE78/iKpeWTOgzRHF7Q3j9oZxebpkOs4IyqRdJOMhkgMhkvEQ2czfp7JoWopotJecoWNVrcybu5j51y2jurrusgPThBhPJFDFmJdMxmlqOsnh99/h5KnD6LkcNpudQKD4KqZO6DjdfTjdPTjdvThcfTK46Rpk0i5S8VISZ0M0m/n7vqKDfaIDxAYGm+A9Hh/XzVvCjOnzmTRpqkx3EQVLAlWMK5qWornlFEeO/CfHjh8km82AAW63F4/Hf1Vbc6nWFA5XL05379mQjaCqmRGsfnzKpN1oySK0ZBAtWUQqGUTPnT94LJvNMDAQJaUNnqSESquYf91Spk6bQ1lokmyZJiYECdQC8vbbb/PlL3+Zxx9/nHXr1p27vaGhgXnz5vHoo49e8vGnT5/mkUce4bnnnmPLli38+Mc/xm6/2Ibi5svlcnR1tdLUdIpjJ96lpeU0GKAoCl5vAJfLc5X9cgY2Rwy7I4rdefZPRwybI4bFoo/Y+xgrdF0lo3lJa17SqcHg1JJFQ8ITIJvNEo/3k0gmsCgKVpuN2imzmTmzntopsygqKjHhHQhhLhmTXmCmTZvG9u3bzwXq8ePHSSaTV/08jz/+eL5LyztVVamomExFxWSWLr0FTUvR0dHEmcYTHDt2gM5wC6BgURTcbi8ul/cyfXYKGc1PRvMTj37ydgOrPY7d8YmQtcdRbUmstuS4CltDV8ikPWTSPtKal0zaey5EB0ffDn8Cks1miCdiJJNxFEVBVa3UTpnFjBn1VFVNIVRaJf2hYsKTQC0ws2fP5syZM0SjUfx+Py+99BINDQ20t7ezc+dOnnnmGSwWC4sWLeLhhx8mHA7z8MMPYxgGoVDo3PPccsst7Ny5kx/96EesW7eOlStX8re//Y0dO3bw6KOPsmbNGhYsWEBjYyPLly8nFotx6NAhpk6dyk9+8hNT3rvD4WTKlJlMmTKTVSvvYGCgn87OFlrbznCm8ThtrR+hGzqGbmC12fC4fTid7iu4ilXIpr1k014SscohRy2qhvVsuJ77siZRbSkslgwWNYvFkkFVMyiWbF6XUzQMMAwVPWdF123kMk6yWSe5rINs1kUu4yCX/fi2wdsvFpofy2YzJBIDJFNxPm6/stns1FTXMXNGPZMm1VJaWiVzRIW4gPxGFKA1a9bw+uuvc9ddd3Ho0CEeeughjh49yk9/+lNeeOEFXC4X3//+99mzZw+7d+/mjjvuYNOmTezYsYPnn3/+il6jtbWVZ599llAoxNKlS9m6dSs//OEPufXWW8+Fudm83gBeb4C6unmsvPl2crkcvb2ddHW109R8kjONJ+gMt6AoFgzDwKIoOJ1uHA4XdrvjipuL9ZyDdM5BOnUl8yeNsyGbwWLJYlEzKIoB6IN/KgZwYS+MgmFYMHQrum5Fz6kYxuDfDV3lcgF50bp1nXRaQ9OSpFIJUBQMQ8dudzKpqpbJk2dSUVFNaUklfv+VTV0SYiKTQC1ADQ0NPPLII9TU1LB48WKAs2HSy1e/+lUA4vE4zc3NnDx5kvXr1wOwcOHCSwbqJ7vbi4qKqKqqAsDtdjN9+nQAfD4fmqaNyPu6VqqqEgpVEQpVMXfuIgA0LUlPTyf9/b2Eu9po72iks7OFvkgXyieCyu5wYrc5sNvtWK32a5gzqaDrdnR9dPqmDcM4F5paOkU2l8WiWAADwzAIFpVSU1NHVVUtFeU1lJRUEAgUy5xQIT4FCdQCVFNTQyKR4LnnnuN73/sezc3NKIpCZWUlTz/9NDabjW3btjFnzhw+/PBDDh48yOzZszl8+PCQ57Lb7XR1dQFw5MiRc7cXygeuw+GiqqqWqqpa5sxZeO52TUvR399DpL+Hnp5OOjub6Yt009/fS7w3fPb9KxiGgcHg1a3d5kBVraiqikW1YlVVLBYrFoslb98vwzDQdR1dz6HrOTLZDJlMmmwmfTYsFRSLOliXYWAYOgF/kPKKGsrLqikLVeEPFBPwF+P1BqTZVog8kt+mArVu3TpefPFFpk6dSnNzM8XFxdx+++3cd9995HI5Jk2axNq1a/nOd77Dli1b2LFjB9XV1UOe55577uEHP/gBf/zjH6mtrR39N2ISh8NJWdkkysomwYzzj+VyORKJGPFEjEQ8Rjweo7+/l75I12DfYzKOpiVJphJoWpJMJo2iKGe/LGAYGHCuL9UAFBSMTzb1nh2tPNgqMHi7rg/+abPZBq+WHU6KikoJ+IME/MX4AyV4PD5cLg9ulweXy4PT6ZHQFGKUyLQZIUZYLpcjk9FIZ9KktRS5XBbD0NF1HQMw9KGjhBWLBatqxWazY7XasFpt5/5eKK0DQhQaCVQhhBAiD2TYnhBCCJEHEqhCCCFEHkigCiGEEHkggSqEEELkgQSqEEIIkQcSqEIIIUQeSKAKIYQQeSCBKoQQQuSBBKoQQgiRBxKoQgghRB5IoAohhBB5IIEqhBBC5IEEqhBCCJEHEqhCCCFEHkigCiGEEHkggSqEEELkgQSqEEIIkQcSqEIIIUQeSKAKIYQQeSCBKoQQQuSBBKoQQgiRBxKoQgghRB5IoAohhBB5IIEqhBBC5IEEqhBCCJEHEqhCCCFEHkigCiGEEHkggSqEEELkgQSqEEIIkQcSqEIIBoCuvQAAAHZJREFUIUQeSKAKIYQQeSCBKoQQQuSBBKoQQgiRBxKoQgghRB5IoAohhBB5IIEqhBBC5IEEqhBCCJEHEqhCCCFEHkigCiGEEHkggSqEEELkgQSqEEIIkQcSqEIIIUQeSKAKIYQQeSCBKoQQQuSBBKoQQgiRB/8fZvlrUyU38ccAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Explode 4th Slice\n",
"plt.figure(figsize=(8,8))\n",
"tickets = [48 , 30 , 20 , 15]\n",
"labels = ['Low' , 'Medium' , 'High' , 'Critical']\n",
"colors = ['#7CB342','#C0CA33','#FFB300','#F57C00']\n",
"# explode = [0,0,0,0.1] will explode the fourth slice\n",
"plt.pie (tickets , labels= labels , colors= colors , startangle=45 , autopct='%1.1f%%' , shadow='true', explode=[0,0 , 0 , 0.1])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Explode 3rd & 4th Slice\n",
"plt.figure(figsize=(8,8))\n",
"tickets = [48 , 30 , 20 , 15]\n",
"label = ['Low' , 'Medium' , 'High' , 'Critical']\n",
"color = ['#7CB342','#C0CA33','#FFB300','#F57C00']\n",
"# explode = [0,0,0.1,0.1] will explode the 3rd & 4th slice\n",
"plt.pie (tickets , labels= label , colors= color , startangle=45 ,autopct='%1.1f%%', shadow='true', explode=[0,0 , 0.1 , 0.1])\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Display multiple pie plots in one figure"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x432 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(20,6))\n",
"tickets = [48 , 30 , 20 , 15]\n",
"priority = ['Low' , 'Medium' , 'High' , 'Critical']\n",
"status = ['Resolved' , 'Cancelled' , 'Pending' , 'Assigned']\n",
"company = ['IBM' , 'Microsoft', 'BMC' , 'Apple']\n",
"colors = ['#8BC34A','#D4E157','#FFB300','#FF7043']\n",
"\n",
"plt.subplot(1,3,1)\n",
"plt.pie (tickets , labels= priority , colors= colors , startangle=45)\n",
"\n",
"\n",
"plt.subplot(1,3,2)\n",
"plt.pie (tickets , labels= status , colors= colors , startangle=45)\n",
"\n",
"\n",
"plt.subplot(1,3,3)\n",
"plt.pie (tickets , labels= company , colors= colors , startangle=45)\n",
"\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x936 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(20,13))\n",
"tickets = [48 , 30 , 20 , 15]\n",
"priority = ['Low' , 'Medium' , 'High' , 'Critical']\n",
"status = ['Resolved' , 'Cancelled' , 'Pending' , 'Assigned']\n",
"company = ['IBM' , 'Microsoft', 'BMC' , 'Apple']\n",
"colors = ['#8BC34A','#D4E157','#FFB300','#FF7043']\n",
"\n",
"\n",
"plt.subplot(2,3,1)\n",
"plt.pie (tickets , labels= priority , colors= colors , startangle=45 , autopct='%1.1f%%')\n",
"\n",
"\n",
"plt.subplot(2,3,2)\n",
"plt.pie (tickets , labels= status , colors= colors , startangle=45 , autopct='%1.1f%%')\n",
"\n",
"\n",
"plt.subplot(2,3,3)\n",
"plt.pie (tickets , labels= company , colors= colors , startangle=45 , autopct='%1.1f%%')\n",
"\n",
"\n",
"\n",
"plt.subplot(2,3,4)\n",
"plt.pie (tickets , labels= priority , colors= colors , startangle=45, autopct='%1.1f%%')\n",
"\n",
"\n",
"plt.subplot(2,3,5)\n",
"plt.pie (tickets , labels= status , colors= colors , startangle=45 ,autopct='%1.1f%%')\n",
"\n",
"\n",
"plt.subplot(2,3,6)\n",
"plt.pie (tickets , labels= company , colors= colors , startangle=45, autopct='%1.1f%%')\n",
"\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Donut plot"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x648 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(9,9))\n",
"tickets = [48 , 30 , 20 , 15]\n",
"labels = ['Low' , 'Medium' , 'High' , 'Critical']\n",
"colors = ['#8BC34A','#D4E157','#FFB300','#FF7043']\n",
"plt.pie (tickets , labels= labels , colors= colors , startangle=45)\n",
"my_circle=plt.Circle( (0,0), 0.7, color='white') # Adding circle at the centre\n",
"p=plt.gcf()\n",
"p.gca().add_artist(my_circle)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x648 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Changing background color\n",
"fig = plt.figure(figsize=(9,9))\n",
"fig.patch.set_facecolor('#DADADA') # Changing background color of donut chart\n",
"tickets = [48 , 30 , 20 , 15]\n",
"labels = ['Low' , 'Medium' , 'High' , 'Critical']\n",
"colors = ['#8BC34A','#D4E157','#FFB300','#FF7043']\n",
"plt.pie (tickets , labels= labels , colors= colors , startangle=45)\n",
"my_circle=plt.Circle( (0,0), 0.7, color='#DADADA') # Adding circle at the centre\n",
"p=plt.gcf()\n",
"p.gca().add_artist(my_circle)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Explode Slice in Donut Chart"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x648 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(9,9))\n",
"tickets = [48 , 30 , 20 , 15]\n",
"labels = ['Low' , 'Medium' , 'High' , 'Critical']\n",
"colors = ['#8BC34A','#D4E157','#FFB300','#FF7043']\n",
"plt.pie (tickets , labels= labels , colors= colors , startangle=45 , explode=[0,0 , 0.0 , 0.1])\n",
"my_circle=plt.Circle( (0,0), 0.7, color='white') # Adding circle at the centre\n",
"p=plt.gcf()\n",
"p.gca().add_artist(my_circle)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x648 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(9,9))\n",
"tickets = [48 , 30 , 20 , 15]\n",
"labels = ['Low' , 'Medium' , 'High' , 'Critical']\n",
"colors = ['#8BC34A','#D4E157','#FFB300','#FF7043']\n",
"plt.pie (tickets , labels= labels , colors= colors , startangle=45 , explode=[0,0 , 0.1 , 0.1])\n",
"my_circle=plt.Circle( (0,0), 0.7, color='white') # Adding circle at the centre\n",
"p=plt.gcf()\n",
"p.gca().add_artist(my_circle)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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b4ftXQ8/2fXuh48+Gt1y17wFlRKgQ+FR/egc3Lf0IA5mdpqNI0Vi0VU+jvekYZjQfT02iGcfNErOT2HZw3/wLlXMzOG6WiB1jc++zLN9xH2u6ljCY7TYdLdBidpJzZn2BCfUHF/aAzg35kYG+/fzedPo74PXv2L/HSkmpEPhQxklxy7KPs21wtekocoDikQom1h/GjObjmdxwJABRO1aWQ/8jLZMbxrYj9KW38/z2+1nVtYjOgdVo+qx44pEK3jLrS4yrm13YA7auzZeBgZ4De+G3XJUfLRBfUSHwGc/z+L/nvsKqrodNR5H9VJ8czZTGozmo5SRaqyaTczPEIxVYls4B21+OmyXnZgGPNV1LeH7ng6zveZKsM2w6WtlKRKo4b85/MbpmZmEP2Lwqf87AYO+Bv7hl5dcTHHHygT+XFI0Kgc/ct/ZnLNn8e9MxZB+NqTmIGS0nML3pWJLRGgBdAlMinueScYaJ2nE6B1bx3Pb7eH7HAwxlD/Cn1hBJRms4f86XGVXdXtgDNjwPP/wkDPUXL0QkCpd+Kb8DQXxBhcBHnuq8k7+v/KbpGFKgRKSKWa0LOXLsOVTEaona8UAvBPSrrJPCsmw29Czl0c23s6F3GZpW2LOKWB0XzPkKLVWTC3vAumfhh5+C1GDxw8ST8IFvwdipxX9u2WcqBD6xsfcpbn36szrQpQy0Vc/giDFvpr3pGDxc4hGdwuYHnueSdVJknGEe2/J/PN15J8O5PtOxfKUq1sD5c6+huXJCYQ9Y/RT8+NOQLuHUTEMrfPh7UNNQuteQgqgQ+ED38BZuXvpRffPysVikglktJ3Hk2LdQFW8gasW1M8DHXhg1WNv9GI9tvp1Nfc+YjmRcdbyJC+ZcQ2PluMIesPIJ+MnnRuaSokmz4H1fh+jIHqwlL6dCYFgqN8DNSz9K1/Am01FkN1qrpnLEmDcxvfl4jQaUIddzyblpUtkBHt1yO8903kXaGTAda8TVJFq4cM611FeMLuwBy5fAz74I2RE8A+XIU/ILDcUYFQKDXM/hd09/jg29S01HkZeI2nFmtpzEUWPfQm2iBduKEdFoQNl7YdRgdddilmy6nY6B501HGhF1iVFcMPc66pKthT3gmUXwiy9BzsDhUGe9G05+68i/rgAqBEbdueq7LO24w3QM2cW2oswddRrHTXwHETuq0YCAcl0Hx8vSObCae9b+iM6BVaYjlUx9cgwXzr2WmkRzYQ9Y9iD88svgGFrLZNlw6RdhzrFmXj/kVAgMWdpxB3eu+q7pGEL+qteDWk/ixEmXErOTxKMqAmHgei6Om2FT3zPcu/Yn7BzaYDpSUTVWjOOCuddSHW8s7AFP3AP/ex24TmmDvZZERX7nwZgpZnOEkAqBATuHNvKrJz+oOwqMs5jedCwnTX43yWiNikBI5UcMcqztfpT71v2M3lSBl/X4WHPlRM6fcw1V8frCHvDoP+HX/w9ct7TBCtUwCj78Xe08GGEqBCPMcbPctPSjOpbYsMkNR7JgyuVUxxpVBAQAx83heg4rdjzAA+t/Wbb3iLRWTeG8OV+mMlZX2AMW/w1+8w3wfFIGXjD9cLjiOrB1wudIUSEYYTqJ0KxxtXNYOOUK6itGa42A7JbjZnE9l6c77+ThjTczlC3CUb0jpK16OufN+a8XT8t8TQ/9CX7/bfDr28Ab3gWn/YfpFKGhQjCCNvQs5danP4uHz5p4CLRVT2PBlCtoqZpMPJI0HUfKQM7J4OHyxNY/s3jjrb7frjimZibnzv5vEtHKwh5w/+1w+/dKG+pA2Ta89+swtcCbGOWAqBCMkFSunxsfv4r+zA7TUUKlIlrLae3vZ1LD4UTsOLYuGJJ9lHXSeDjcvebHPN35D9Nxdmtc7WzeMvtLhY963f0b+NOPSxuqWOqa4OofQnWB6yFkv6kQjJA/PncNK3Y+ZDpGqMxoPoHT2q8iYseJ6rphOUAZZ5jtg+v46/NfozfdaTrOiybUHcI5sz5PrNCRrztvgr/+vLShim3mkXD5tflbEqVkVAhGgC4tGlnV8SbeMP0jjK6ZoXUCUlSO6+B6WR5c/yse3/JH49N/k+oP580HfbbwmzXv+AX8439LmqlkzvxPOOVtplMEmgpBifUMb+XGJ9+ve9tHyMGjXs9JU95NxIoS0aiAlEjGGaYn1cFfln+VncMbjWSY0nA0bzro04WPfv3px/mpgnJlR+B9/wNT5phOElgqBCXkeg6/XvZxtvYvNx0l8OqSbZw14+M0VU7QqICMiPzBRlmWbP4dizb+BtcbuQN9pjXN56wZnyRiRwt7wO3fh/tvK22okVDfAlf/AKoK3FIp+0SFoIQeXP8rFm28xXSMQLOwOWLs2bxuwkVErJhuIJQRl3FSDGa6+PPyr9I5WPpjkGc0n8CZM67Gtgr4s+558PvvwEN/LHmuEXPwcXDJF02nCCQVghLZ3Pcstyz7hPE5xiBrrpzIWTM+QW2yVaMCYpTnueTcLEs77uDB9TeSczMleZ1ZLQt5/fQPFVYGXBdu/SYs+mtJshh18Wfg8AWmUwSOCkEJpHND3PjEVfT5aCVykFjYHDvh7Rw59i1E7Ji2EopvZJ0UqdwAf1x+bdGnCueMOpXT2z+AVcifd9eFW74OS/y5TfKAVdXCJ36qo42LTN9JS+DuNT9QGSiRZLSaC+dexxFjzyEWSagMiK/EIklqEs1cMOcaDmk7o2jPe0jbGZze/sHCyoDjwE3XBrcMAAz2wa3fMp0icPTdtMg29j7NM9vuMh0jkJorJ/Guw2+grWaaThsUX4tFEpw4+T85Y/pHiVgFLvzbg8NHv4lT29+HVcgefCeXv7748XsO6DXLwlMPwuN3m04RKCoEReR6Dnev/oHpGIE0o/l4Ljrkf6iK1RO146bjiLymeCTJtKZj+Y9Dv0V1vGm/nuOoseeycOoVhX1xLgu/+BIse2C/Xqss3fZd6O82nSIwVAiK6Mmtf2X70FrTMQLFwmbB5Mt4/bQPEYskCxsyFfGJWCRJY8U43nX49xlbO3ufHnvM+Ldy4uRLC/vibAZ+9gV4+uH9SFnGBvvyCyelKPTdtUiGsr38a0OZngDmU8loDW89+KvMbXt94ceyivhMxI6SjFZz3uz/5rDRZxX0mNdN+A+Om3hxYS+QScFPPgvPPXIAKcvYUw/BY5qmLQYVgiJ5cN2NpHL+vg2tnLRUTeaSw29gVHW71gtIIMQiCY6fdAlnTv8YEWvPpwseP+ldzJ9Q4BG96WH40adhxeNFSlmmNHVQFCoERdAxsJKnOu80HSMwZjafyNsP/jqVsTqtF5BAiUeStDcdw8WHfouaePOrPr9g8mXMG3d+YU+WGoQffBJWLytyyjI01F8+tzf6mArBAfI8j7tW/0AHEBWBhc3CKVdw+rQPaL2ABFYskqShYizvPPx7jHtxXYHFyVPfwxFjzy7sSYYH4IZPwLpnSpaz7Dx6J6x71nSKsqaDiQ7Q053/5G8rrzcdo+xF7QTnzv4SbdXTtF5AQiPrpPnn6u8ztnYWB7edXtiDBnvzIwObVpY2XDkaNw0+/D2w9cPE/lAhOADp3BA/fewyhrI9pqOUtXikkgvmXENT5YTCr3EVCQjXcwo7ihhgoAdu+DhsWVPaUOXsvA/C695oOkVZUo06AP/acJPKwAGqiNZy0SHfoLlyosqAhFLBZaCvC777UZWB1/LXn+VHUWSfqRDspx1DG3hi659Mxyhr1fEm/uPQb1KfbCMa0eJBkT3q2QHf/Qh0rjedxP+G+uEvPzOdoiypEOynu1f/YETvPw+aukQb/3HoN6mONxGx97wFSyT0ujvhex+B7ZtMJykfi+6AjStMpyg7KgT7YcWOh9jQu9R0jLJVl2zjokO/QWW0joh9YOe8iwTaji3wnY/kf5XCeS78/jugJXL7RIVgH+XcDPeu/YnpGGWrLtHGRYd8g2SkGtsucO5UJIyGB+F7V+dHCGTfrX8uvxVRCqZCsI+WdfydvvQ20zHKUl1iFBcd8j8qAyKFiETgjHdBIbccyu797Zf5S5+kICoE+8BxcyzZ/HvTMcpSbaI1PzIQrVEZEClEPAkHHw9vvVqlYH91dcDDfzGdomyoEOyDZ7fdRX96u+kYZac20aIyILI/EhVwyAlw4UdMJylfd96UvwBKXpMKQYFcz2Hxpt+ZjlF24pFKLpz7VZLRWpUBkf2RqIBDT4LXv9N0kvLU3w3332Y6RVlQISjQ8zseoCellb77wsLmnFlfoCrWQERlQGT/JSpgwflw6Immk5Snu3+bv/9B9kqFoACe57F4429Nxyg7p0x9L23V7Tp0SKQY4kl428dg/AzTScrP8ADc/RvTKXxPhaAAq7oWsWNIJ4Tti0PbzmJW6wJdVCRSTPEkXHkd1LeYTlJ+7r89P30ge6RCUIBFG9Us98XE+kM5cfKlKgMipZCogPd8LV8OpHCZFPzjf02n8DUVgtewrvtxOgd0zWihGivG8+aDPquLikRKJRKFhha45IvajrivHv6rDnraCxWC16DRgcJVRGu5YO41RG2VAZGSiiVg8mx40xWmk5QXJwv36iyZPVEh2ItNvc+wqe9p0zHKgm1FOXf2f+XPGrD0x0qk5BIVcOxZcPTpppOUl8V35G9ElFfRd+69WLRJowOFesO0D9NUOZ6obi4UGTnxJJz7fpgy13SS8pEehod0df3uqBDsQcfAStZ1P2Y6RlmYN+58pjbN0yJCERPiSXj3l6FptOkk5eOB2yGXKfnLrFy5kssvv5yLL76Yc889l29/+9t4r7iB8cMf/jCZTIYtW7Zw9913A/CVr3yFLVv27dybhQsXkk6nDyivCsEeLNbagYJMqj+cY8a/lXikwnQUkfBKJPM7D2I686Mg/d2wpLQ3Ifb19fGRj3yET3/60/zqV7/it7/9LStWrOCWW2552dddf/31xONxFi1axOOPPw7AZz7zGcaMGVPSfLujQrAbO4c2snLnItMxfC8ZrebMGR/XyICIaXYEaurhTVeaTlI+7rkVXLdkT3/XXXcxb948Jk2aBEAkEuGrX/0q48eP5/zzz+ftb387f/jDH1i4cCFDQ0P86Ec/4s9//jN33XUXF198MatXr2bnzp1cdtllvPWtb+XCCy9k3bp1dHR0cOWVV3LJJZdwzjnn8M9//rNomVUIdmNpxx2A95pfF3anT/sgMe0oEPGHeBKOPg3aDzGdpDxs3wTPPFyyp9+2bRvjx49/2e9VVVURi8VIp9PcfPPNnH322UC+LFx++eWcddZZnHzyyS9+/Q033MDChQu55ZZb+NCHPsSyZctYs2YNl1xyCT//+c/53Oc+x0033VS0zNGiPVNA5NwMz26723QM35vedBwT6w/XscQifhJPwjs+C195J6SHTKfxv7t/A3NfV5KnHjNmDM8+++zLfm/jxo0sWbKEyZMnF/Qca9eu5bzzzgNg/vz5QH5dwg033MDvfvc7LMsil8sVLbNGCF5hxY6HSOW0JWVvKmMNnD7tg8Q1VSDiP4lKOP+DplOUh3XPwprSbC1fsGABDzzwABs2bAAgm81y3XXX0dDQgG2/+q3Xtm3cV0xhTJ06laeeegqAJUuW8LWvfY1vfetbvPnNb+ZrX/sa8+bNe9UixQOhEYJXWNbxN9MRfO/MGVdre6GIX8UTMOd1MPsYeEZroV7Tg3+AKXOK/rTV1dVcd911fPazn8XzPAYHB1mwYAFTp07l0UcffdXXT58+nRtuuIHZs2e/+HtXXnkln/70p/njH/8IwDXXXMPSpUv5yle+wg9/+ENGjx5Nd3fx7mewvGLWizLXNbSJnz2uk7/2Zs6o01g45XLtKhDxu6F+uOadMNhnOom/RWLwhZuhpsF0EuM0ZfASyzo1OrA3tYlWlQGRchFLwNs+bjqF/zlZWKzv/aBC8CLHzfJM512mY/iYxZtmfoqIpakCkbIQi+d3HBy+0HQS/3v4L6DBchWCF6zqWsxwTkNre3LEmLNprBxPxNayE5GykaiA8z8EdU2mk/hbVwcsX2I6hXEqBLs8u02jA3vSWDGO4yZerKkCkXIUjcHFnzGdwv80baBCADCU7WVt9+OmY/iUxZtmfpqIdhWIlKdoDMZNg2POMJ3E355+GAZ6TacwSoXezx4nAAAgAElEQVQAWL79flyveIc7BMlBLSdRm2zVlcYi5SxRAW+6PP+r7J6ThUdLe7+B3+m7POhkwj2IWDEWTLlMUwUiQRCJwslvM53C30I+bRD6QtA1vJmOgRWmY/jSEWPPJqq7CkSCIZ6EE98CtY2mk/hXxzrYsNx0CmNCXwg0OrB7yWgNx4y/UMcTiwSJbcNZ7zadwt+euM90AmNCXQg8z+O5bfeYjuFLx064CCvcfzxEgicah0NOhFETTCfxr6UqBKG0bXA1velO0zF8py4xirmjTiMW0XSBSOBEovCW95tO4V/d2/KXHoVQqAvB2u5XXzAhcNLkd2NbEdMxRKQUIhGYeBBMPdh0Ev96MpyjBCEvBI+ZjuA7o6rbmdRwhE4kFAmyRBLO0xXJe7T0/lAeZRzaQpDK9bOlL7yrSffklKnv0yFEImHQ0AqHnmQ6hT/1bA/ltEFoC8G67ifxcE3H8JXJDUfSVDlehxCJhEGiAs55b/76X3m1EE4bhPY7v9YPvJyFzSlT36tDiETCJFEBx73RdAp/CuG0QSgLged5rNP6gZc5qPUkKmK1pmOIyEhKVMDr35k/tEherncHrH3GdIoRFcpCsG1wDYPZbtMxfGX++LdqdEAkjCwLjjjZdAp/evoh0wlGVCgLgaYLXm5MzUFUxXWcqUgoJSp1x8GeLA/Xe0VIC4GmC17q6HHn6c4CkTCrqoWph5hO4T9b1+anDkIidIUgnRtka7+2G76gKt7IpPrDtbNAJMziSTj5raZT+NPz4fkBMnTvAut6nsD1HNMxfOOwtjPxCNdKWhF5BduG9oOhvtV0Ev8J0bRB6AqB1g/8m21FOXTMG3VngYgAFpxwjukQ/rPiMXDDcWZN6ArBuu7HTUfwjRnNx2FhmY4hIn4Qi8P8M/O/yr8N9sGmFaZTjIhQFYJtA2sYyOw0HcM35o07n0S00nQMEfETHWf8aiGZNghVIVjbE57FIa9lVHU7dck20zFExE+SlXCKtiC+igpB8GzVZUYvOnrceUQsnWEuIq9Q1wyTZplO4S/rn4PhAdMpSi5UhaBzcLXpCL5QGatjauM8bDtiOoqI+E0sAQu1BfFlXCcUtx+GphAMZXvpT283HcMXDm57A17ILu0QkQLZNsw8Amp1eunLqBAEx7YBjQ68YO6o07TVUET2zPPg4ONNp/CXdc+ZTlByoSkEmi7Iq0u2URmrNx1DRPwsnoQjTzGdwl82PBf48whCUwg0QpDX3jjfdAQRKQdj26Gi2nQK/0gNQecG0ylKKjSFoFOFAIDZrQs1XSAiry2XhYOONp3CX9YHex1BKApBOjdET2qr6RjGVcbqaKwcZzqGiJSDZKWmDV4p4OsIQlEItg2uAV3gw5TGo3HdnOkYIlIu2g+FqM4reVHAdxqEoxAMrDIdwRdmtSwkrqOKRaRQuSxMP9x0Cv/YtiHQBxSFohBo/QDE7CRjameajiEi5SRRAYctMJ3CPzwP1gf3xNtwFAJtOWRSw+E4btZ0DBEpJ7YNc+aDFYq3isJsDu77SeD/K2edNF1DG03HMG5my4kkolWmY4hI2bFg0kGmQ/hH53rTCUom8IVgx9BaPIJ9mMRrsa0IUxqONB1DRMpRLAGHnGA6hX90rDOdoGQCXwi0fgDG1s7G9RzTMUSkHEUiWkfwUts25tcSBFDgC4FOKITpzccRs5OmY4hIuUpUwqgJplP4Q3oYureZTlESgS8EPakO0xGMm1h3iK46FpED4MGkWaZD+EdApw0CXwgGMjtNRzDKtqLUJUeZjiEi5SxRAVPmmk7hHwFdWBj4QtAf8kLQUjmJnJsxHUNEyt3k2aYT+EeHCkHZSecGyTrDpmMY1VYzDdvSdIGIHKDGNojoGGNAhaAchX10AGBc7RxiES0oFJEDlEnDmCmmU/hDQK9BDnQhGEirEOi4YhEpikgEJswwncIf0kPQ3206RdEFuhD0Z3aYjmBU1E5QHW82HUNEgiCehKkHm07hHz3Be38JdCEI+whBa9UUcm7adAwRCYqJOsL4RT3BO4sg2IUg5CME+QWFUdMxRCQo6pryIwUCvcF7fwl0IegP+QjB+Nq5xCIJ0zFEJCgyaRjbbjqFPwTwtMJAF4KwH0rUVqMFQCJSRNGoFha+QCME5SXMiwrjkQoqY3WmY4hIkMQS0H6I6RT+0LPddIKiC2whcNwsw9k+0zGMGVXdTtZNmY4hIkEzXiMEgApBORnIdAHBvKKyEPXJ0US0oFBEiq2mHizLdArzencE7hrkwBaC/nR4pwsAquPNROy46RgiEjRODqo0HUkuCwM9plMUVWALQdgXFNYnR2Nbgf3PKyKm5HJQpwPPABWCcpHODZqOYFRtstV0BBEJJC9/HoHAcLDeZwJbCBwvazqCUdXxRtMRRCSI7KhGCF6QUiEoC67nmI5glLYcikhJxOIaIXiBCkF5cNzwjhBY2MQiFaZjiEgQ2TY0jTGdwh9SQ6YTFFVgC0GYRwiq4g04bsZ0DBEJqoZRphP4g9YQlAfHy5mOYEx1vBEnxIVIREpMUwZ5mjIoD26oC0ETOjZEREpG5xDkqRCUB8cN70/I1fEmXXssIqWTqAA7YjqFeSoE5cEN8bbD6ngTUTtmOoaIBFUuAzUNplOYp0JQHsK8qLC+YjSWTikUkVJxclpHAJAO1gVygX3XcNzwriGo0qFEIlJq1fWmE0iRBbYQhHlRYcTW+gERKbGIvs/otsMyEeZthzZa7CMiJWRZKgQAqBCUhTCPENgaIRCRkrK0ywA0QlAuwryGQNcei0hJWagQBFBg3znCvMtAUwYiUloWRPR9RiME4nu2pf9RRaSELE0ZBFFgC0EiWm06gjmWDi4WkRLT1KRGCMpFMlplOoIxnueajiAiQeZ5+cOJQk+FoCwkQlwIwrx+QkRGgOdBiO+LCaoAF4LwThmoEIhIyakQQCxpOkFRBXbDejKiQiAiUhLRGMx5HdQ2Qno4f6Z/ZnjXX7/k44XfywX0srl4wnSCogpsIQj3CIHm9kSkhKIxOPSE/EchHOcVhWEoXyJeWhrSw5BJQWroJb+3m6954e+zmdL+MxYirhGCshDmRYUaIRARX4lEoKI6/1EsrvPy0YkXi8QeSsQrRy1e9rhdj8mm9y2DRgjKQ5gXFaayA6YjiIiUll2KkuG+YnRi6BVF4iVlIzUEE2YU77V9ILCFIBniKYPedIfpCCIi5ce2IVmV/wgh7TIIoL70NnJuQBfxiIh5ngchvi8mqDRCEEAD6S4cN0vUjpmOIiJB5Kbgjkqw4xCphmj1v3+N1rz693b3uVd9vib/oe9bxgS2ENhWhJidJOumTEcZcQOZnXjotEIRKZHMzvyvbgbcLsh2Fe+5rdgeykL17stEIQUkEqzFf6US2EIA+YWF2UwYC0GXLjgSkdIp5TolLwvZ7vxHsVgxiFYVdzQjEqwthxDwQpCMVjPwQpMNkcHMTqJ23HQMEQmq1EbTCfaNl4VsT/6jWKqmwYIVxXs+HwjsokII78LCrJvG0YIfESmVwdWmE5gXwNNwA10IKqK1piMYk8r1m44gIkHkpMpvhKAUYvWmExRdoAtBfcVo0xGMGcwUcf5NROQFbhpSW0ynMC9aZzpB0QW6EDRWjDMdwZj+9HbTEUQkkDwVAtAIQblpqBhrOoIxPamtpiOISBBZURUCUCEoN40VY0xHMKYvvZ2c44PbwEQkWCIVkNYPHCoEZaYq3kg8Umk6hhH9mR04no4vFpEicwbz6wjCLhG8HzgDXQggvNMG2wZW6XAiESm+vqdNJ/CHyommExRd4AtBY0gLQV96Ox6e6RgiEiRuDnbeZzqFP1SoEJSdsI4QAGwfWGs6gogEiTMIPYtMp/ABS4WgHIV56+HGvqdwPcd0DBEJCjsOvY+aTmFeojWQdxkEvhCEeYRgS/9ysk74LncSkRLRoUR5ARwdgNAUAst0DCM6+1cS0d3iIlIsvU+YTuAPKgTlKR5JUh1vNB3DiMFsNzlH24NEpAjcLOy8x3QKf6iYZDpBSQS+EEC4pw06dSuZiBSDMwg9j5hO4Q8B3HIIISkEoV5Y2PMUjqsDikTkAEUqoEcLCgFNGZSzhhAfYbx14HmyOlVMRA5UtheyO02n8AcVgvLVVDnedARjOgdWEbUTpmOISLnrfdx0Av+onGQ6QUmEohCMrpmJFY5/1FdJ5fpJ5wZMxxCRcuakYefdplP4Q6wBojWmU5REKN4lk9FqmgO6CKQQHQMrTUcQkXLmpqBniekU/lA5xXSCkglFIQAYWzfbdARjnt/xAOnckOkYIlKu7Bh0PWQ6hT/UHmY6QcmEphCMqw1vIVjTtUQHFInI/tv+T9B16nl1h5tOUDIqBCGQyvXTNbTRdAwRKUfZPthys+kU/hHgQhA1HWCkVCeaqEu20ZvqMB1lxFTFG2lvPIZpTfNDvYZCRA6AnYBtd5hO4Q9WFGoPMZ2iZEJTCADG1c4JfCFoqBi7qwQcy+iaGVhWOO9xEJEi6X0Mcn2mU/hD9cxA3nL4gpAVgtk8s+2fpmMU3ajqaUxrOob2pmNprpxgOo6IBEVuEDb90nQK/wjwdAGErRAEZKeBbUUYVzuH9qZjaG+aT22ixXQkEQkiKwKdfzSdwj9qVQgCo6FiLJWxeoayPaaj7LOonWBS/eG0Nx3D1MZ5VMSCeTCGiPjI0BpIbzWdwj80QhAs42pns2JneeynTUarmdI4j2mNxzCp4XBiAZ67EhGfcVKw+X9Np/ARC+qCewYBhLEQ1M3xdSGoiTe/OBUwvm4uthUxHUlEwshzYOttplP4R9U0iFabTlFS4SsEPjyPoLFiPNOa5jOt6VjaaqaZjiMiAtluGHzedAr/CPh0AYSwELRUTSYRqSLtDBpMYTG6ZjrtTfOZ1jifxspxBrOIiLyCm4Utt5hO4S8qBMFjWTZjag9ibfejI/q6thVlfN1cpjXNp73xGKoTTSP6+i/I5rpwvTTx6CgsKzQHVYrIvnDTsPW3plP4S90RphOUXOgKAcD4urkjUghidpJJDUcwrWk+UxqPImlo/imd3ULf0BL6hx9hOLOGZHwyk1s/j2VpkaKI7EZqq243fCk7AQ3zTacouVAWgqmN87h/3c9L8twV0VqmNs5jWtN8JjYcRtSOl+R19sbzPFKZNfQNP0Lf0BIyuS0v+3wqs4ZMbjvJ+PgRzyYiPpfth1XXmE7hLw2vg0iF6RQlF8pC0FQ5nsaKcXQNbyrK89UmWvPrAZrmM7Z2lpGdAZ7nMJh+lv6hJfQNP0rO6drr1+/o+wOjG99NxA7+H3IR2QeWp/UDr9RyqukEIyKUhQBgWtOxLN60/3NkzZWTaG/K3xkwqnpqEZMVznXTDKSW0je0hIHU4zhu4Qsl+4YWMbrxP0uYTkTKjpOC9T8CN2U6ib80qxAEWnvT/H0qBBY2Y2pn0t6YHwmorxhdwnR7lnP66R9+jP7hRxlILcPzMvv1PB4OXf1/p6nmTGwD0xoi4kcerPuO6RD+Em8O/IFELwhtIWirnkZNvJn+zI49fk3EijKh/tD8QUGNx1AVbxjBhP+Wze2gb3gJ/UOPMph+DnCL8rxdA/+gqfbMojyXiJQ5z4Wd98PwBtNJ/KX5ZAjJjqzQFgLLspjadAxPbv3zy34/HqlgcsNR+Z0BDUcSj1YayZfKbKR/OL8eIJVZU5LXyDndDAw/RU3FYdqCKBJ2ziCsvs50Cv8JyXQBhLgQAExrms+TW/9MZaye9sZ5tDcdy8T6Q4jYsRHP4nkew5mVu7YHLiGT6xiR193R939UJWcT0RZEkXDL7ICd95pO4T8hWVAIIS8E4+vm8raDv8aYmplGfkL2vByDqWfy0wHDj5Fzukc8w3BmBTmnm4htZk2EiPhArh9WaXTgVaqmQ8UE0ylGTKgLgW1FGFs7a0Rf03FTDKSepH/oEfqHn8T1hkb09XdnR98faGt4l7YgioSWrZsNdydE0wUQ8kIwUnJOH/3Dj9I3tITB1NN4ZE1HepneoX/R1vAu0zFExAQ3DZt+Do75H058J0TTBaBCUDKZ3LYX1wMMpVdQrJ0BpeB5WboH7qKx+jRtQRQJG8+FNdebTuE/VhSaFphOMaJUCIoolVm/a3vgElLZ9abj7JMdfX+isfoU0zFEZCS5Gej8MwyVZidTWaufB7Fa0ylGlArBAfA8l6H08/npgOElZHPbTEfab47by46+P9NU+0YidsJ0HBEZCV4OnrvadAp/ajvHdIIRp0Kwj1wvy2DqKfqGHqV/+DEct9d0pKLZ0f8nmmpfD6gQiASeM5Q/plgHEe2GBWMuNB1ixKkQFMBxhxgYfoK+4SUMDC/F9YZNRyoJz0vT2f1rRjVcTMTWuQQigeY5sOKLplP4U+PxUDHOdIoRp0KwB1mnh/6hR+kfXsJg6hk8cqYjjYjuwXtorjtbhUAkyHID+TKQC84IZ1GNfbvpBEZYnud5pkP4RTrbkT8ueOgRhjOrgHD+q6lOHs645g+oFIgEVboT7pqQX1QoL2fF4NStEG8ynWTEhX6EIOf0sbP/DvqHHyWd3Wg6ji8MpB4nk91MMj5ZdxyIBE2uH575kMrAnrScGsoyAKDv9ljs6PujysArbO3+GZ7nrwOURKQIhjfBlt+YTuFfY95mOoExoS8E0UgN1ck5pmP4znBmNQOpp3DdcKydEAmF3CA8/V7COh36muwKaDvbdApjQl8IAOoqjzUdwZc6un+Jn09YFJF94DrQ84huNNybUWdBtNp0CmNUCICayqOwGPkrj/0u62yje/AeXM01ipQ/Lw1PX2U6hb+FeLoAVAgAiNiVVFccajqGL23vvRVPowQi5c1Jwdbfw8CzppP4V7QOWs8wncIoFYJdGqpOMh3Blxx3gK3dP8N1U6ajiMj+cobgmQ+aTuFvbedAJNyntKoQ7FJdcRjRSIPpGL7UO3g/Q+nncbXrQKT85AbhiYsg2206ib+F9DCil1Ih2MWybOo1SrBHm3Z+D8/TWgKRspIbgq2/g+1/M53E3yrboVm3vaoQvERD9QLAMh3Dlxy3j807f6CpA5FykuuFp99nOoX/TboKLH3vVyF4iXi0lSqdSbBH/cNL6B9+QrsORMpBbggevwCcQdNJ/C1aA+MvMZ3CF1QIXqGhaoHpCL62pevHuJ5GCUR8LTcIG38MXQ+aTuJ/494JsVrTKXxBheAVaiqPJmLXmI7hW643xKYd38Z106ajiMjueC5ktsFznzCdpAxYMOn9pkP4hgrBK9hWlPqq403H8LXB9NP0Dj2oUiDiR24KHj0X9P/na2s5Haqnm07hGyoEu1FfvdB0BN/b2v1LHFdzkyK+khuA1V+DvidMJykPGh14GRWC3UjGxlGZmGU6hq95XpqNO76hUQIRv3AdGF4PK//bdJLyUDUNWt9gOoWvqBDsQXPtWaYj+N5wZhVdA//AUSkQMc9L56cKPMd0kvKgrYavokKwB9XJw0jExpmO4XudPbeQzm7QKYYiJuUGYdmVMPi86STlQVsNd0uFYA8sy6Kp5kzTMcqAw4bt1+E4fXieLkESGXG5AVj3fdj8K9NJyse4d+VLgbyMCsFe1FUdT9SuNx3D9xx3kHXbvozraepAZEQ5Q7DzfliuLYaF01bDPVEh2AvbitJYc7rpGGUhk9vKxu1f1yJDkZHiZmFoPTx2HuCZTlM+Rr0JqqeZTuFLKgSvobHmVGwraTpGWRhMP0NH969UCkRGQq4PFp8C7rDpJGXEghn/ZTqEb6kQvIaIXa1bEPdB9+A/6R68F0eXIImUTm4QFp0KqS2mk5SX0edD7cGmU/iWCkEBmmrPQP+qCtfR/QuGM6t1CZJIKeQG4cmLdfjQvrIiMONLplP4mt7lChCPtlJXOd90jDLisXH718k53bjaEy1SPLkBWH0ddNxuOkn5GXsRVM80ncLXVAgK1FJ3LvrXVTjXG2bdti/j6WZEkeLIDcK2v8DKL5tOUn6sGEz7gukUvqd3uAIlYmOorzrBdIyyknW2s37bdVpkKHKg3HT+0KEn32E6SXkafwlUTTGdwvdUCPZBS915WERNxygrw5mVbO76gUqByP5ys5DeBotPB63L2Xd2AqZ9znSKsqBCsA/i0WYaqk8xHaPs9A09zJbun6oUiOwrNwvpTnhwHmR2mE5TniZcARU6hr4QKgT7qKXubCwrYTpG2ekdvJ8t3T9TKRAplJuFzDZ4aB6kt5pOU54ildD+KdMpyoYKwT6KRuppqnm96RhlqXfwPrZ2/1ylQOS1uFnIbM+PDOisgf038X2QbDOdomyoEOyH5to3YluVpmOUpZ7Be9na/QuVApE9cXP56YEH50Fqs+k05StaA+2642FfqBDsh4hdTVOtbkLcXz2D96gUiOyOm4HMrjUDqU2m05S3KR+DeJPpFGVFhWA/NdWcSdSuMx2jbPUM3qPdByIv5aRheCM8cASkNppOU94q22Hqx02nKDsqBPspYidprX+b6RhlrW/oYTbu+KZKgYgzDIMr4cGj8rsK5MDM+S5EtPh7X6kQHID6qhOpiE81HaOsDaSeYP32r+LqMiQJK2cI+pbCQ/Mh2206TflrOxdadW39/lAhOACWZdHWcAlgmY5S1obSz7Ju23/juEN4nms6jsjIyQ1C98Pw8AJwBkynKX+Rapj9TdMpypYKwQGqTLRTX3Wi6RhlbzizmjUdn81fiKTT2CQMcoOw5WZY/HrQCFlxTP+CDiE6AJbneZ7pEOUu5/SycsuHcb0h01HKnm1VML75o1Qm2rHtpOk4IqWRG4SnPwCbfmY6SXDUzIbjnwRbx8vvL40QFEE0Ukdr3XmmYwSC6w2zfvtX2Nl/hxYbSvC4mfwZA4sWqAwU25wbVAYOkApBkTTWnE4ipqGq4vDY1vsbNu38No6b0roCCYbcIPQtg3tnQ88S02mCZdw7oOl40ynKngpBkVhWhLaGd5mOESj9w4+xpuPTZJ0urSuQ8pYbhM3/m99JkNlmOk2wxOrhoK+ZThEIKgRFVJ2cQ23lsaZjBEomt4XVWz/GUHo5jhZeSTnKDcHT74OnrgQvZzpN8Mz4CiRaTacIBC0qLLKc08eqrVfjuH2mowSMRUvdeTTXnIVt68ARKQNuGrJ98MgboPcx02mCqe5IOG4xWPrZthj0b7HIopFaRjdeajpGAHls772VjTu+heMOa12B+FtuMH/Y0H2zVQZKxY7DIT9RGSgi/ZssgbrKY6itmGc6RiANpB7fta5gh043FH9yhmDTjfDQ6/JXGEtpTP8S1B5iOkWgaMqgRHJO766pg37TUQLJIkpL3Xk01bwBy4ph6acEMS03CLleeOIi2Hmv6TTB1vA6OPZ+jQ4UmQpBCfUOPsSmnd8xHSPQErEJjG/+INFIExEdZCQmeG7+pMENP4bnPgXusOlEwRaphhOWQtUU00kCR4WgxDZs/x/6h7XnuLRsmmvOoqXuXLCi2FbEdCAJi9wgZDrh8bfqbIGRMvdHMPEy0ykCSYWgxHJOz66pA11cUmrxaBvjmj5AIjZGxx5LabkOeGlY/XVY+WXwsqYThUPrmXD0n02nCCwVghHQM/ggm3d+13SMkLBoqD6Ztvr/AKLYOspUii03AENr86MCA8+aThMeiTY4YRkkWkwnCSwVghGyace36R36l+kYoRGNNDKu6X1UxKdqtECKw83lzxZY8QVYcz2gra8jx4J5/4CWU0wHCTQVghHiuMOs6fgUmVyH6SihUlf5OkY3/ieWFcW24qbjSLnKDUD/0/DE2/OjAzKypn4cDvqq6RSBp0IwgoYza1nb8Xk8NN84kiJ2Da11F1BfdQJYNrYVMx1JykWuP18GnrsaNt9sOk041R8Nxz4Itv6/LTUVghG2s/9vdHT/wnSMUIpFmmiteyu1lfN2FQOtL5A9yA3kpweWfwo2/lx3EJgSrYXjn9AWwxGiQmCAtiKaFY+2Mar+7VQnD8GyoljapigvyA3m3/xXfAnWfz9fCsScw38LY843nSI0VAgMcNwBVm/9JFlnh+kooZaIjaet/mIqEzN02mHY5YYAF1Z/Nb9g0Bk0nUjaPwMzv2w6RaioEBgylF7J2s4vAo7pKKGXjE9hdMM7ScYmakdC2Dgp8BxY911YdW3+6GExb9TZcORtYFklefrFixdzyy23cP3117/4e1//+tdpbm5mYGCAq666arePu+2221izZg1XX311SXKZph+JDKlMTGNU/YWmYwiQyqxhbecXWL/9OoYz63B0aVLwuRlwhmHjT+DuybD8kyoDflEzBw77VcnKwN7U1tbusQyEgVZVGdRU80aG0iu1nsAnhtLLWdPxSaqTh9BadwGJ2DiwIlp8GDROCjb9Elb+F6Q2m04jLxVrgqP+CNFqYxE+/OEPc/3113Prrbdy0003UVdXRywW44wzzgBg6dKlXHrppXR1dfG2t72NCy8Mzg92+k5nkGVZjG16H2s7P086u8F0HNllILWUgdRS4tHRNNacTn3ViQBE7ArDyaQodtwJT11hOoW8khWFI34HlZNH5OUWLVrExRdf/OLfb9y4kQ984AMAdHV18ZOf/IQ//OEPxONx3vGOd7z4ddFolJ/+9Kds3ryZyy+/XIVAiidiJ5nQ8jHWdHwGx+0zHUdeIpPbSkf3L+jsvonaynk01Z5FIjoay4pgadSgfLWeCZXtMLTKdBJ5qdnfguaTRuzljjnmmFetIXjBhg0bmDp1KhUV+R8CDjvssBc/N2vWLCzLoqWlhVQqWNOLWkPgA/FoC+ObP4ylfuZLHll6hx5kTccnWdP5GboH7sV1Uzi65tZ3PM/BcVO4bmbPX2TZMOVDIxdKXtvEK2HSe02neNGECRNYs2YNqVQK13VZtmzZi5+zDKxtGCkqBD5RlTyI0Y2Xmo4hryGd3cTW7p+wfPPldHT/glRmI66bxtXBNUY5bgrXy9A3tIj1277Mpp3f2vsDxl8CsYaRCSd713gizOUdQ7YAABLiSURBVP626RQv09jYyGWXXcbb3/523v3ud5NOp4lGg/8Dm7Yd+szW7hvp6r/DdAzZB4nYBJpqXp8/ARF7170JOma11Bx3GMuKks1to6v/TnoG78f1hnZ91qJ99DdIxEbv+Qme+xSsvm5EssoeVEyC45dAvNl0kpfJ5XL8+Mc/5j3veQ8AF110ER/60Ic46qijDCcrLRUCn/E8l/Xbr2Mwtey1v1h8xiIZm0RNxZHUVc0nFm3B8xwiOtugKFzPwfPSWEQZTD9H39C/6B9+Esfd/XbBhurTGLO3UbfUFrhrEni6W8SISDW87l9QO9d0kt36xje+wQMPPEAsFuPggw/mM5/5TKCnC0CFwJccd5A1HZ8jk9tiOoocgKhdT3XFodRVHktlciael8O2EjoqeR/k1wJ4ON4wfUOL6R9awlD6ObwCDvSyrATTx3yPaGQvW9ieeAds/lXxAkth7Dgc9SdoOc10EnkJFQKfSmc7WNv5ee08CAiLKJXJWdRWHE1t5VHYVgKwsW1dyfxKjjuEZcVIZzbRO/QQ/cOPkclt3a/naq27kJa6c/b8Bb1PwgOH7fnzUnxWBA6/FUbv5b+LGKFC4GPD6dWs2/bfuF6wtrYIxKNjqKk4guqKQ3cdmZzAczNYdjxU6w/yp0K62FacbG4nQ5mV9A8/ysDwspesB9h/0UgD08Z8Z++HSz28EHbec8CvJYWw4NAbYdzFr/2lMuJUCHxuYHgpG7b/v4KGSKV8RewakvHJVMQnU5k4iIr4JCJ2Na6XxiJW9iMJnufievmbA20rRibXyVB6BUPpFaQya0lnN+FRmp0aYxvfS331CXv+gs4/w5I3luS15RXmfM9X2wvl5VQIykDP4INs3vk9QP+pwsS2KknGJ1ERn0Rl4iCS8cnEIvW4Xn5eHaLYVtxXC508z9mVz8UiApZNOruF4fQKhjIrd735bwHcEcuUjE1k6uiv7vkLPA/umwUDy0csUyjNvA7aP2E6heyFCkGZ2Nn3Vzp6fmk6hhhmWQmSsXFEI41EI/XEIo3Eoi3EIs1EI/VEIzXYVgWel9v1E7cHRLCt2AEtZnS9DJ73wvPZ2FYMD3DdAXJOH1mni2xuO1lnBzmnh6zTTTa3nUyuAz8U2Ymtn6E6uZfV7Ot/CE9dOXKBwqb9UzDzGtMp5DWoEJSRbT23sr3v96ZjiO9ZROxaYpH6XSWhnmikgWikftf6hPzRyxbR/DHMu36Sx3NwyeF5Dng5PJz8T/zuMFm3i5zTQ87pJuf0knO6y2ptS3XyMCa27uWnU2cY7poAmR0jFyosJl0Fc75jOoUUIPhHLwVIa/35OO4gXQN/Mx1FfM3DcXvz+/Oz602H8YWB1JOks5tJxMbu/gsiFfnjc1d+eWSDBd24d/ruFELZMx1dXGbaGt5JfdVeFkiJyG547Oz/696/ZNJVYCdGJk4YtJ0Lh/wUfLTGRfZOhaDMWJbFmMYrVQpE9lHP4APknL2c65EYBWPfPnKBgqzl9XD4zfkzB6RsqBCUIcuyd5WCBaajiJQNz8vQNXDn3r9o8kdGJkyQjXozHHl7/jRCKSsqBGUqXwr+f3v3HhxXeZ9x/Dln77vSaiWtrpZsSRYO2KTGl9jGYGAADUEgaGmBaX1J0waalibgxkwntC4OnSSmDHFbpv2nMwzUmWEG4k4BV27wcIljpbEJmNipPQSc4nqMqR1dV6vVXk//WMWBmF1LtrRnL9/PP/bs/Lz7rO2ZffSes+97v2qrbrY7ClAyhiOvKJPv7ILglVK4p3CByk3bH0ord0kOzu8oRRSCEpa9fPAl1VXdYncUoCSkMqMaje7PP9T1tcKEKTddW6SlT3OZoIRRCMpAS90XVV/da3cMoCRc8ObCxluk6iWFCVMuLt8uLX6CGwhLHIWgTDTXblJ9NduvAhcST57UeOyn+Yc6NxcmTKkzHNJv/Qs7EJYJCkEZaa5dr3CQE8SAC/ll5D/yD8zbILkbCxOmVJkeafnz0vwv2Z0Es4RCUGaaQveqKbRBEkt3QC7RycOaTJzMPeDwSB0PFC5QqXFWS6v6pZa77E6CWUQhKEPh4O1qq/+KDFXOMbrATA1eaJWg488kk7vlz+NukNa8LoVvtDsJZhmFoEzVBNZqQePXZRoBu6MARWk0OqBUeiT3gDsstW0sXKBS4Jsvrf2hFFphdxLMAQpBGQt4F6uzaZtcjnq7owBFx1JSQ5FX8g91bhaX36bULJfWDkhVn7E7CeYIhaDMed3t6mz6W3ldC+yOAhSdofG9yliJ3APVV2S34a108zZmy4Cvze4kmEMUggrgctapo+lRBfKdBw9UoHQmopHovvxDCyt4oyLDKS3eIS37V3YfrAAUggrhMP1a0PCXqvGvszsKUFQGx/plWVbugfBNUnBp4QIVC3dYWv2K1PWQ3UlQIBSCCmIYTrWFH1BTaL34pweyEqkPNT55KP9QpW1UFFwmXfsTKcwBapWET4UKFA72aUHj1+Uwq+2OAhSFwbELbVT0+5KnpTBh7DZvvXTNgOTnvqNKQyGoUFXez6qr+ZvyujrsjgLYLhr/b00mTuQeMN1Sx58XLpAdDIe0+Elp2Xclh8/uNLABhaCCuZ2N6mx6jPsKAE1jO+MFX5Yc/sKEKTRXvbT6+1LXX9idBDaiEFQ403SrLfyAmmu/IIljS1G5xqIDSqaGcg+466S2LxQuUKEEr5LW/SR78yQqGoUAkqT66lvV0fjXcpg1dkcBbGEpraHx7+cfKquNiozs+7nmx5K/w+4wKAIUApwT8F6hhc3flt9zhd1RAFsMj7+qTCaee6DqMqmpDI4Z982X1rwqLflO9iAnQBQC/AaXs04djVvVWHOvuISASpPOjGsk+oP8Q6V+nX3eRum6w3ylEOehEOA8hmGqoeZ31Nn0DbmdzXbHAQpqMNIvy8rkHqi/XqopwcN9XPXS8heyuw66uDSI81EIkJPf062u5u0KBW6wOwpQMInUR4rE3s4/VGobFTV8Xrr+iNT6e3YnQRGjECAvh+nVvPovq63+QY5SRsUYvNBXEFvvlbwlcNCPwy9d+c/S6j2St0I2VsJFoxBgWmoCV6u75XFuOERFmIgfUyzxi9wDplPq+ErhAl2M0Gpp3TtSx5/anQQlgkKAaXM5w+po3Kqm0HoZhtvuOMCcGhzbnX9gwf2So6owYWbCcEmLvpHdfrjqMrvToIRQCDAjhmEqHOxTd/PfKeBZYnccYM6MThxQMjWYe8AVktq/WLhA0xHuyd4rsOhvslsRAzNgWHnP/QTyGx5/Q/83slPpTNTuKMCsq6/uU3Pt+twD0V9Ir18mKc+3EgrBN19a/B2p5XftzYGSxgoBLklt1Q3qbnlSQf8au6MAs254/DWlM5O5BwJdUvNvFy7QbzI9UvdfSTccowzgkrFCgFkTib2l00NPK5nOs8wKlJjm0CbVB3tzDwwNSD+6tnCBfqWxV1ryD1Kgu/CvjbJEIcCsSmdiOjPynIbG90rivxZKn8vRqMta/16GkWdBdf8aaeRAYQL5O7NFoBy2UEZR4ZIBZpXD9Kml7o/U1fwtvqKIspBMn1Ek9mb+oa4CbFRkeqVF26Trj1IGMCdYIcCcGps4qI9Gvqtk6ozdUYCL5nMvUlfzY7kHrLT02kIpdmJuAjTdKS3ZkV0dAOYIKwSYU0H/KnW3PKmm0B/INHx2xwEuSizxc03E38s9YDikzq/O/guHb5bWDkif+3fKAOYcKwQomFR6VGdGn9fw+Ouy/WtawAwF/WvUHn4o90ByTHq1XUqNXfqL1d8gLXpMql936c8FTBMrBCgYp6NGrXX3aWHztxXwXGl3HGBGxiYOKpE6m3vAFZTa//jSXqTuWmnNa9LVr1MGUHCsEMA247Gf6szo9xRL5FmKBYpIfXWvmms35R6YOCG9vjB7T8FM1F6d3W64oefSAgKXgEIA20Vi7+js6PcUS7xvdxQgL9PwadG8f5LD9Oceeute6fTz03vC0KpsEWj8/OwEBC4BhQBFIxI7NFUMjtsdBcipKbRB4eDtuQeGD0oDq/M/Sc3ybBFoyvM8QIFRCFB0KAYoZi5HWJe1/mP+jYoGrpGGf3T+4+Gbpc6HpKbb5i4gcJEoBChakdjbOju6i2KAotNW/1XVBNbmHjj9b9JbU2cLmF5p3gap80EpyM20KF4UAhS96OQxDUZ2KxJ7W2yHjGLgcy9UV/M3cw9YGem/bpAabpEW/InkDhcsG3CxKAQoGfHkhxqM9Gskuk+WlbA7DipcR+M2BbyX2x0DmDUUApScVHpcw9FXNRzZq2T6l3bHQYWq9n1O8xu+ZncMYNZQCFCyLCujSOxNDUb+UxPxY3bHQYUwDZ9qAutUV9Ujr7vd7jjArKEQoCzEk6c0PP6GRqM/VCozYncclCGPa77qqnpUE1gnh+m1Ow4w6ygEKCuWldb45DsaHv+BxmNvydIMd4wDPsZhBlXjX6tQYJ18noV2xwHmFIUAZSuVHtNodL+Go28onvxfu+OgRBiGS9W+FQoF1qnKe5UMw2F3JKAgKASoCLHE/2hk/A2NTfxYqcyo3XFQdAz5PZ9RKHCdgv41+bcmBsoUhQAVxbIymoj/XGOxA4pMvMm3FCqc19WhoH+VagLXyu1stDsOYCsKASpaLH5cY7GDU0fbnrY7DuaYIYf83sWq9q1QtW+l3E42DAJ+hUIATJlMnNRY7KAiEwc1mTxhdxzMEtPwq8p3lYK+laryXcXlACAHCgHwKZLpEUUnjyg6eUTjkz9TKj1kdyTMgNvZqirvZ1XtX6mA5woZhtPuSEDRoxAA0xBPntL4VEGITh5VxorZHQkf43a2KOBdrIBnifzexXI5QnZHAkoOhQCYIctKK5Z4X+OTP9NE/F1NJo4rnYnaHauiuJ1N8nuWTJWAxXI56+yOBJQ8CgFwiSzLUiJ1WrHEccXi7yuWeF+TiROylLI7WllwmFXyujvlc3fJ6+6U390tFzcDArOOQgDMgYyV1GTig3MlYTJ5QonkaUrCBTjM6qkP/18XAL4OCBQGhQCSpAMHDmjTpk3asWOHent7zz3e19enJUuWaPv27Xn//PHjx7Vt2zbt3LlTmzdv1uOPPy632z3XsUuKZWWUSH2kePJDxZOnFE+dUiJ5SvHkKWWsSbvjFZAhp6NWHmeL3K4WuZ0t8ria5XHNl9vZYHc4oGJx6y3O6erq0u7du88VgnfffVex2MxvntuxY8dsRysLhmHK42qVx9UqaeW5xy3LUio9OFUSTiuZGlQqPaRkeujcr5aVtC/4RTANj5yOWjkdtXI7m+R2NsvjapHb2Sy3s0WmSVkEig2FAOdcfvnl+uCDDzQ2NqZgMKiXXnpJfX19On36tPbs2aNnnnlGpmlqxYoV2rJli86cOaMtW7bIsiw1NPz6J7sbb7xRe/bs0aOPPqre3l5dd9112rdvn/r7+7V9+3b19PRo2bJlOnHihNasWaNIJKLDhw+rs7NTTzzxhI1/A/YwDEMuZ1guZ1hVWvqpM6n02FRBGFQylS0J6UxUmcyEMlZM6cyEMpkJpTMxZawJpTMTkjKzkU6m4ZZheGWaHpmGV6bhkcP0T33g18jpCGV/b9ZMPRbiNECgBFEI8Ak9PT3au3ev7rrrLh0+fFj33Xefjh07pqeeekq7du2Sz+fTww8/rIGBAe3fv1+333677rnnHvX39+u5556b1mucOnVKzz77rBoaGrRq1Sq98MIL2rp1q2666aZzZQSf5HQE5XQEJXVM+89kMpNKWzFlMnFJaVlWOnv6o5WR9allIfvhb5rZD33T8MgwPDIMY5beBYBiRiHAJ/T19Wnbtm1qb2/XypXZZe10Oq2hoSHdf//9kqRoNKqTJ0/qvffe05133ilJWr58ed5C8PFbVUKhkFpbWyVJfr9f3d3dkqTq6mrF4/E5eV+VyDS9MuWVOKwPwDSYdgdAcWlvb9fExIR27typO+64Q1J2SbulpUVPP/20du7cqQ0bNmjp0qXq6urSoUOHJElHjhw577ncbrfOnj0rSTp69Oi5x/mJEwCKDysEOE9vb69efPFFdXZ26uTJk6qrq9Ntt92mjRs3Kp1Oa968ebr11lv14IMPavPmzerv71dbW9t5z3P33XfrkUce0csvv6yOjo7CvxEAwLTxtUMAAMAlAwAAQCEAAACiEAAAAFEIAACAKAQAAEAUAgAAIAoBAAAQhQAAAIhCAAAARCEAAACiEAAAAFEIAACAKAQAAEAUAgAAIAoBAAAQhQAAAIhCAAAARCEAAACiEAAAAFEIAACAKAQAAEAUAgAAIAoBAAAQhQAAAIhCAAAARCEAAACiEAAAAFEIAACAKAQAAEAUAgAAIAoBAAAQhQAAAIhCAAAARCEAAACiEAAAAFEIAACAKAQAAEAUAgAAIAoBAAAQhQAAAIhCAAAARCEAAACiEAAAAFEIAACAKAQAAEAUAgAAIOn/AdJAySUkgt0dAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 648x648 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(9,9))\n",
"tickets = [48 , 30 , 20 , 15]\n",
"labels = ['Low' , 'Medium' , 'High' , 'Critical']\n",
"colors = ['#8BC34A','#D4E157','#FFB300','#FF7043']\n",
"plt.pie (tickets , labels= labels , colors= colors , startangle=45 , explode=[0.03,0.03 , 0.03 , 0.03])\n",
"my_circle=plt.Circle( (0,0), 0.7, color='white') # Adding circle at the centre\n",
"p=plt.gcf()\n",
"p.gca().add_artist(my_circle)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Displaying percentage and actual values in Donut Chart"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x648 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(9,9))\n",
"tickets = [48 , 30 , 20 , 15]\n",
"labels = ['Low' , 'Medium' , 'High' , 'Critical']\n",
"colors = ['#8BC34A','#D4E157','#FFB300','#FF7043']\n",
"plt.pie (tickets , labels= labels , colors= colors , startangle=45 , autopct='%1.1f%%', explode=[0,0 , 0 , 0])\n",
"my_circle=plt.Circle( (0,0), 0.7, color='white') # Adding circle at the centre\n",
"p=plt.gcf()\n",
"p.gca().add_artist(my_circle)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x648 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(9,9))\n",
"tickets = [48 , 30 , 20 , 15]\n",
"labels = ['Low' , 'Medium' , 'High' , 'Critical']\n",
"colors = ['#8BC34A','#D4E157','#FFB300','#FF7043']\n",
"plt.pie (tickets , labels= labels , colors= colors , startangle=45 , autopct='%1.1f%%', pctdistance=0.85 ,explode=[0,0 , 0 , 0])\n",
"my_circle=plt.Circle( (0,0), 0.7, color='white') # Adding circle at the centre\n",
"p=plt.gcf()\n",
"p.gca().add_artist(my_circle)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x648 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(9,9))\n",
"tickets = [48 , 30 , 20 , 15]\n",
"total = np.sum(tickets)\n",
"\n",
"def val_per(x): \n",
" return '{:.2f}%\\n({:.0f})'.format(x, total*x/100)\n",
"\n",
"labels = ['Low' , 'Medium' , 'High' , 'Critical']\n",
"colors = ['#8BC34A','#D4E157','#FFB300','#FF7043']\n",
"plt.pie (tickets , labels= labels , colors= colors , startangle=45 , autopct=val_per, pctdistance=0.85 ,explode=[0,0 , 0 , 0])\n",
"my_circle=plt.Circle( (0,0), 0.7, color='white') # Adding circle at the centre\n",
"p=plt.gcf()\n",
"p.gca().add_artist(my_circle)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Display multiple Donut plots in one figure"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x432 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(20,6))\n",
"tickets = [48 , 30 , 20 , 15]\n",
"priority = ['Low' , 'Medium' , 'High' , 'Critical']\n",
"status = ['Resolved' , 'Cancelled' , 'Pending' , 'Assigned']\n",
"company = ['IBM' , 'Microsoft', 'BMC' , 'Apple']\n",
"colors = ['#8BC34A','#D4E157','#FFB300','#FF7043']\n",
"\n",
"plt.subplot(1,3,1)\n",
"plt.pie (tickets , labels= priority , colors= colors , startangle=45)\n",
"my_circle=plt.Circle( (0,0), 0.7, color='white') # Adding circle at the centre\n",
"p=plt.gcf()\n",
"p.gca().add_artist(my_circle)\n",
"\n",
"plt.subplot(1,3,2)\n",
"plt.pie (tickets , labels= status , colors= colors , startangle=45)\n",
"my_circle=plt.Circle( (0,0), 0.7, color='white') # Adding circle at the centre\n",
"p=plt.gcf()\n",
"p.gca().add_artist(my_circle)\n",
"\n",
"plt.subplot(1,3,3)\n",
"plt.pie (tickets , labels= company , colors= colors , startangle=45)\n",
"my_circle=plt.Circle( (0,0), 0.7, color='white') # Adding circle at the centre\n",
"p=plt.gcf()\n",
"p.gca().add_artist(my_circle)\n",
"\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x936 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(20,13))\n",
"tickets = [48 , 30 , 20 , 15]\n",
"priority = ['Low' , 'Medium' , 'High' , 'Critical']\n",
"status = ['Resolved' , 'Cancelled' , 'Pending' , 'Assigned']\n",
"company = ['IBM' , 'Microsoft', 'BMC' , 'Apple']\n",
"colors = ['#8BC34A','#D4E157','#FFB300','#FF7043']\n",
"\n",
"plt.subplot(2,3,1)\n",
"plt.pie (tickets , labels= priority , colors= colors , startangle=45)\n",
"my_circle=plt.Circle( (0,0), 0.7, color='white') # Adding circle at the centre\n",
"p=plt.gcf()\n",
"p.gca().add_artist(my_circle)\n",
"\n",
"plt.subplot(2,3,2)\n",
"plt.pie (tickets , labels= status , colors= colors , startangle=45)\n",
"my_circle=plt.Circle( (0,0), 0.7, color='white') # Adding circle at the centre\n",
"p=plt.gcf()\n",
"p.gca().add_artist(my_circle)\n",
"\n",
"plt.subplot(2,3,3)\n",
"plt.pie (tickets , labels= company , colors= colors , startangle=45)\n",
"my_circle=plt.Circle( (0,0), 0.7, color='white') # Adding circle at the centre\n",
"p=plt.gcf()\n",
"p.gca().add_artist(my_circle)\n",
"\n",
"\n",
"plt.subplot(2,3,4)\n",
"plt.pie (tickets , labels= priority , colors= colors , startangle=45)\n",
"my_circle=plt.Circle( (0,0), 0.7, color='white') # Adding circle at the centre\n",
"p=plt.gcf()\n",
"p.gca().add_artist(my_circle)\n",
"\n",
"plt.subplot(2,3,5)\n",
"plt.pie (tickets , labels= status , colors= colors , startangle=45)\n",
"my_circle=plt.Circle( (0,0), 0.7, color='white') # Adding circle at the centre\n",
"p=plt.gcf()\n",
"p.gca().add_artist(my_circle)\n",
"\n",
"plt.subplot(2,3,6)\n",
"plt.pie (tickets , labels= company , colors= colors , startangle=45)\n",
"my_circle=plt.Circle( (0,0), 0.7, color='white') # Adding circle at the centre\n",
"p=plt.gcf()\n",
"p.gca().add_artist(my_circle)\n",
"\n",
"plt.show()\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
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