From 6b2c1d9a0db5d3fd8ed18a0c60157d71b56102bd Mon Sep 17 00:00:00 2001 From: Anshu kumari <59861116+anshukumari2001@users.noreply.github.com> Date: Mon, 13 Jul 2020 23:46:13 +0530 Subject: [PATCH] New file --- Matplotlib/Pie Plot.ipynb | 176 ++++++++++++++++++++ Matplotlib/Scatter Plot.ipynb | 294 ++++++++++++++++++++++++++++++++++ 2 files changed, 470 insertions(+) create mode 100644 Matplotlib/Pie Plot.ipynb create mode 100644 Matplotlib/Scatter Plot.ipynb diff --git a/Matplotlib/Pie Plot.ipynb b/Matplotlib/Pie Plot.ipynb new file mode 100644 index 0000000..f087a50 --- /dev/null +++ b/Matplotlib/Pie Plot.ipynb @@ -0,0 +1,176 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Pie Chart" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "classes=[\"AI\",\"ML\",\"DS\",\"Python\"]\n", + "class1_student=[56,45,25,70]" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "explode=[0.3,0,0.2,0]\n", + "textprops={\"fontsize\":18}\n", + "colors=['g','r','y','m']\n", + "plt.pie(class1_student,labels=classes,explode=explode,colors=colors,radius=2,textprops=textprops)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "explode=[0.3,0,0.2,0]\n", + "textprops={\"fontsize\":18}\n", + "colors=['g','r','y','m']\n", + "wedgeprops= {\"linewidth\":0.5,\"width\":1,\"edgecolor\":\"k\"}\n", + "plt.pie(class1_student,labels=classes,explode=explode,colors=colors,radius=2,textprops=textprops,autopct=\"%0.2f%%\"\n", + " ,wedgeprops=wedgeprops)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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cIXzOL/zC/UPuJ/diL5vNyqSCt1hFBtdpPvCG7Y0d6+IMqSpu8UWM2LSYpyRwhHCDCip4Jv4Zcsd4WeAAxGJlHNOI4y9Gl9IWvHVzCAEopfx6kPzJLK4+ZwyT5AcEIdxkSfgSdly+AwKMrsSFVIIZxo0qVqVrmdozRpfTGhI6XkopFdSbDjtu457kbvQyuhwhfNYq+yq+GPcFmtPLZ676EkkB96solaZlaW8ZXU5LyU/PXkgp1WkAnTMeYLEEjhButNWylTcGvUFJrxKjS2ma84gjlceVTXUyupSWktDxMlHKb9S59PppAU+ExZNodDlC+Kwccniq01Nkj8k2upTmmUBnknlVKRVkdCktIaHjReJU0IwBnLX+IR4PdOAwuhwhfFYFFcyPm0/a9DTvWpvTFP7AFM4ikVVKKbNVL6HjLTqo8N8P5ZyVf2RJgB270eUI4dP+Gv5Xfp72s/c2DjQmFBjPWOL4k9GlNJeEjhforKIfHcGYJ/7AQ/4WLEaXI4RPWx20ms/Hfu6dO003Rwp2BnKDilKXGF1Kc0j3msG6qcR/TmbqzEu5StJGCDf73vI9r/V/jeLexUaX0jaGEkMmTymb+lEr0w4YXU5TSOgYqIdKWX81140bzlgZcQrhZic4wROpT5A9zmSNA425mM7k8rpS6gJN07y+DU/e7AzSXSVvvIGbxkvgCOF+lVQyP9akjQON0RsLBpHIy0aX0hTyhmeAHirxgznMHTWY83ztr78QXunxkMf4adpPYDO6EjcJQ3E+41SMut7oUhojoeNhPVT8h1czZ+Q5jJDAEcID/hf2OoX9PsVebPLGgcb0xEEH7ldW5dUL/CR0PKinit18FdeMOJ8xEjhCeMBO/+2cGLeaPy0u5ooQcPxidEVuNo7OJPJvpZTXvrd7bWG+RCmleqmYj6Yza/iFXCyBI4QH5JLLxoGPcfm8LABmT4PfdofobwFfHfQEAOMZ6s3rdyR0PKAHURsv44oLRjFZAkcID6iiipc7zWfOgkP41XmXu2gk3DsG4r8Aqgwrz70SsNGL2SpMnW10KfXxytBRSo1QSmk1H0tdHBOjlCqvOWZzncc3K6UKPVZsI7qrmFWTmDZyLJdL4AjhIStjH+eyB38iqJ7dyc7qB3+eCcmf4bvBcz4JxPEPb9yfzStDp45SYKZSqr6ek2vQmx8rPVtS03VRsU9O4JIrJnKlBI4QHvJh6Bq6zvmElFTXd3fu2AH+PBdSPsWL30FawQ+YRD8S+bvRpZzJ20NnDRABXFrP5+YA64Ayj1bURMkq9rZRjLvtMq7x9u+xED5jj/8vHBuzivPGFzV6bFICLLkROnwKVLi/No9zoBjCxcqpphhdSl3e/ob4HfA9esCcpJQaAvQGlhtRVGMcyjFiMAMfn8lc2dpGCA/JI4/3+j/KFbccb/Jz4uPhsd9Bx8+AcvfVZph+RBDDIqWU1+wi7O2hA3qwjFNKJdV57HrgGPCOMSW5FqACUvrRdd0t3G01uhYh2osqqng5dT7XLTh4WuNAU0RHw+O3QKfP8dJ5k1ZQwAT6EM9TRpdSywyhsxJ91vVagJrEvhJ4RdM0r5qNVUrZe5P6/X0stMtu0UJ4zr9jn2TKAz8REtKy5zud8Nit0OVL9CvJviQcRS8mqxA1wOhSwASho2laNvBf4Lqah6YCDuAlo2qqj1JK9SJlx708HB5MsNHlCNFubApdS+p1H5HSuXWtaJGR8PjvoctX+N5U23nEE8PfvGHRqOEFNNFyoKtS6nz0qbUtmqb9bHBNp+lBwmfz+ENKHAlGlyJEu7HXfwdHR/2L8yc03jjQFA4HLLkZOvraOh4LMIaBxHCf0aWYJXQ2AOnAw8BIvGyU003FvDSVK87pw0CjSxGi3cgnn3X9HmXGbU1vHGgKpxMWzYWkzwHXXdfmk4iNjtyglIo3sgxThI6maVXAP4Ex6DOu/zG2olOSVdgtwxh+7VgulbU4QnhIFVWsSH2YOQsPNLtxoCmSE+HBKyHuS3xry5zRpJLMMiNLMNNN3J5Hn2ndp2lantHFAIQp6wXnMfTJa7lZugaET0ojjf/xP77hG45whHLKSSCBEYxgGtOwc3on7k/8xL/5N7vYRT75RBHFQAYyk5kkNGHq+T3e41EerfdzU5jC7/k9AKtinibywu+5pJEbNb/6qt6dBrBzJyxdCnv2QEwMzJ4No0b9+jkPPABVVbBkCdw9CR7dAMe8ckOZFrAB5zJMOdV0LVt7zYgSTBM6mqYdAhY08XCrUupBF597sy2uBymloobS6707mG9VPndXKCF061nPW7zFeZzHGMbgjz9b2coylrGJTTzHc9hqblKzhS38kT+SQAKXcRkOHBzgAO/wDh/zMctYRjTRTTrvLGbRgQ6nPZZMMgAfhbxNh9mb6TxAI7aeHMvOhhdegC5dTgVOcTHcf7/+3/PmwbZtsHgxJCRAjx6nnrt5M3z3HSyvWQE4qC/MK4Rnvoac/s361nmvnoSxlT8qpdYY0QFsmtBppgDgERef2wO0OnT6kLL1LhYGBRDQ2pcSwmtdyIXMZCYhnOpFnsxkkkhiJStZxzou4zIAXuM1/PBjKUtx4Dh5fEc68jiP8xEfcTmXN+m8gxnMAH7d4bvfsovDI1cy62J9e8WEekLnX//Sf7/44lOPbd8OOTnw7LMQFweTJsEvv8Cnn54KncJCeOYZmDtXP6bWiHOhoAiW7YC8OgFlWgoYRR9yuRNcDCvdyCuv6WiatlnTNKVp2uNNODZE07QRdf57RM1zXX20+npQNxW9aibXJkYR1dqXEsKrdaf7aYFTayQjAdjP/pOPFVNMAAG/Ot6JE4BAApt17mKKqaizP00BBbzddwlX/v6Yy+doGqxfDzYbjB176vHymhbo0FD9dz8/CAmB0jprcp5/Xp92mzr11697yRiYGAYB6c36ErxXPFbima2UauHKppbzytDxZhHKNmEggy8/l9EypybarePoHWMRRJx87GzOpphilrCEPezhOMfZwhb+xt/oQAdGUc8FFBce4AEmMpHxjGcuc9nABpZ3fJg5C/djaeAK6vffQ3o6DB/OaQtFu3UDf3946SU4ehTeew/27oXevfXPb9sGGzbAXXfhsjHhhivhnCxQJ5r8ZXi30fQkniWePq2vTq+5hVIqdDA93pjL7fJ9E+1WFVX8k39iwcJoRp98fCYzOcEJ1rOejWw8+fhQhvIQDxFE47vs27AxmtEMZCARRJBBBmtZyxKWMLmPH6FhDT9/3Tr997pTa6CPYG69VW8kePNN/bEJE2DECH0U9OSTcMUV0Lmz69dWCh6cB7f/FX46G6hv73szcQAdmaSU+rOmaUc8dVqlab7UD+hevVXinvv4c+fkMy5wCtGe/D/+H2tYww3cwCxmnXy8iipWsYqf+InzOZ8wwtjOdtawhkEM4k/8Cf8W/Jy7Kehtnrc/TXZuNStXnn69pa7CQrj8coiKglde0UPiTAUFkJamHxMToz+2bBls2qSPgkpL9WDauhXCw2HWLD2Y6srLgz/8Hxy4APPPFZUCK3ldS9Ome+qUZv+WeUxXFfHcpUztJIEj2rOXeIk1rGESk04LHIAlLGEd63iYh5nIRC7gAuYxj1u4ha/4ig1saPb5DvjtJX3kSubcUE1VFXz9tetjN26EsjJ9lFNf4IB+TadXr1OBs38/rF4Nd94JAQF6R1taGixapL/OokXw8xltRw4HPHg1xDVQi2kEAr0Z7sl92SR0msCm/Ad0p+8N45gm13FEu7WCFbzCK0xgAndwx2mfyySTjWzkHM75VcPAhVwIwPd836zzFVLIf/su5qrbj50c3eQ1sEJv3TqwWPRps6aorobHH4cxY2DgQMjKgi1b4IYboGdPuOwy/ZrP+vW/fm7nTvCb8yF8e7O+JO80hBiiedJTp5PQaYRSytKLjpt+x31yqwLRbr1c82sc47ibuzlzbVoWWYA+xXam2sfq+5wr1VSzvMMCrqtpHEiv6RqLiKj/+D17YPduOOccfePOpnjrLcjI0NftAByv2U0nus5SopiYU4+faeR5MCkKAg437XxeywKcxVnKocZ44nQSOo3oQfxHN3F7eFMuggrhi17mZVawgrGM5V7uxa+et41kkvHDj8/4jEIKT/tc7bRad7qffKyUUg5xiGyyTzs2D30oszpqKRfd+z1hDv1azapVYLXCkCH11/juu/rvZzYQuHLsmH4t55ZbTrVRR9WsgNh/qguc/fv1vdhcuf4KGHAEKG7aeb1Wb8KIwtWC+jYlXVgNiFWO2VO59Nzu9Da6FCEMsYY1rGAFscRyFmfxAR+c9vkIIhjMYMII43Iu51Ve5UZuZCITTzYSbGQjCSQwkYknn7eDHdzO7YxnPPfV2fh4LnNJsMQQ1XUvYfsq+ehzfXorO1sfkUTXs6FBeTl88IEeGkOHNu3revpp6Nfv9G1woqNhwAC9kSArC3bt0kPntttcv45S8NA8uPUpOHA+5v0x3g8YQH8Vpi7U8rWP3HkqCR0XlFLB59DnuelcZ9a/RkK02k52Avo1myX1LOnoT38GMxiAm7iJZJJ5l3f5F/+iggqiiGIyk7mO62jKfabO5iy+Dv6Qgz9V8vEWCA7Wr6/cc4/rUc7HH+tdaZMn0+AanlqbNunrcpbXc7P7Bx+Ep57SP+dwwN1360HUkJAQuGs6PLwesgc1fn6v1YdwtvIwNGNBVQtIy7QLvVT8D/fxl74pdDS6FCHahSKKWNbvNm5+cl+TwsPbrFwDK4ugLNnoSlphK7l8wEStQPvcXaeQn+LrEa2CrhjG8N4SOEJ4RjXVLE9ZwOyF5gwcgFlTYNAxOOOSlrn0I5woHnbnKSR0zqCU8utIhxdncKN8b4TwkNeinmP8PdtwhBtdScspBQ/eBJ2+w7w3f7MAPRioAlUvd51C3ljP0IXYtTdwc2hLVk4LIZrvi6CNOK/8H117e3yX/TYXFAT3XAnObUZX0gpnEU0si9318hI6dViVtXM/Bo7vTh+jSxGiXUhTB9l5/ouMmZZvdCltpntXGBMD/q43w/ZuViCVs5VSbrk6JaFTRy9SPpzLrbIIVAgPKKaYN3s/wtV3ZxpdSpu78UrouhMw6+DtHBJJdM+1HQmdGvEq6neXcFmSLAIVwv00NJanLGT2or34++BMtsUC914L0VuNrqSF7EA05yml2nwvbQkdQCll60zKo6OZKN8PITzgNeffGHPXVsJdbGvjCzqkwEUdwJphdCUtNISuOLm+rV9W3mSBriSvvYk/hJy5n5QQou19Zf+QiBkb6N63ovGDTW72NOixDzDjl5qAP5FnbCXeBtp96FiVNXUAA0YlkWJ0KUL4vHR1iJ/P/wdjp/tO40BD/Pzg/ush7jujK2mhHvRSdjWwLV+y3YdOD5I2XMtvpHlACDcroYTXei3imnuOGl2KR8XFweTuJt2Nuh8RRHN/W75kuw6dIBU46hzO6xRCSOMHCyFaTEPjpaSFXLvQNxsHGjPjEuhyAJpxdwfvYAUSGKSUauRG4U3XrkOnB0mrpzPbpJtuCGEebzj/zqg7txLZwG0CfJmfH/xhBkT+aHQlLTCUVGLPuGtfK7Tb0ElS9nvHMNYZQIDRpQjh07bYNxM6fT09B5QbXYqhunaBswOBAqMraaZIFJFMUsrVTcCbp12GjlLKP5GUB8dzubSrCeFGR1Qa28/7O+NnNHCf6XbktmugQ/Pu2u0detONQJp4t6KGtcvQ6UDo05O4LMSCzKwJ4S4llPBqz0Vcc69ZF6q0vaAgmH4OBB4wupJm6k4o0dzaFi/V7kJHKaUSSLnufMYbXYoQPktDY0XSI1y7aA9W6Q09zcWjoHsG5toixwpE0l8p1eqf1Ntd6HTA+dwVXBssC0GFcJ81kS9y4R3fttvGgYYoBXdcDdFmm2brQydCGNfal2lXoaOU8k+hwzUDcHHfWyFEq30b+An2aevoNbB9Nw40JCUJhoZhrqaCTtiJ5MbWvky7Cp0OxD1/DTc2fqN2IUSLHOUI2859notm5hpditf77ZWQZKYWagsQTe/WbgLabkJHKWXpSPKMrvQwuhQhfFIppfyn5wKuue+I0aWYQkgIjOkKfseNrqQZ+pNKONNa8xLtJnTicT44hStk65vym+wAACAASURBVAEh3EBDY0XiI1y9cDcBsvStyWZNgdSdRlfRDMlYieDq1rxEuwmdFOL/0J+zjC5DCJ+0NnI5w/7wDVHRRldiLv7+MPUcCDhkdCVNpIAYuiulWvwDfLsInQgVMnMkYxzSsSZE29sa+DnWKe/Qd7A0DrTERaOg0yFAM7qSJupPRyKY0dKnt4vQSSX+ydFMlMQRoo1lksk3Q5/l4qtPGF2KaSkFV48F+x6jK2miePwI45KWPt3nQ8eiLOedxeBof9rh1rZCuFEZZazq8TCz7z9C2+zK1X4NGwJds4BqoytpAgWE00Up1aL88PnQ6U3iykuZ5fNfpxCepDcO/IlZC3ZK40AbuWYCBJlltNOFFCy06OZuPv1mrJTq1J0eyXK/HCHa1tsRL3PurV8THWt0Jb5j8ABIzcYc13a6EkoMc1vyVJ+ec+pJzBtTmWOKrzGNNP7H//iGbzjCEcopJ4EERjCCaUzDjh3Qf8LcyEa+4At2spNssnHgoAtdmMUsetGryefcxS5e5mW2s50SSkgkkYlM5DIuo77NUKuo4i3eYgMbSCMNCxYSSGASk5jM5JPH7WQnS1nKHvYQQwyzmc0oRv3q9R7gAaqoYglLWvAdE0bZZvsSLv0v/YaWGV2Kz5l+IezZCWWpRlfSiEDAQd+WPNUUb8gtoZSyjWVoz3jijS6lSdaznrd4i/M4jzGMwR9/trKVZSxjE5t4juewYaOCCv7Mn+lCF0YxijjiyCGH//JfbuEW/sgfGcvYRs/3Pd9zN3cTQghTmYoDB9/yLc/yLAc4wF3cddrxFVTwAA+wjW2MZjSXcAlVVJFOOplknjyumGLu536iiWYe89jGNhazmAQS6FFnYe5mNvMd37Gc5W33TRRud4xjbBmylBuvlcYBdxh+DvxnM+zw9tABiKGjUsqpaVp2c57ms6GTjPPJS7mqVds1eNKFXMhMZlJ3KnAyk0kiiZWsZB3rTo5AnuIpBjDgtOdPZCJzmMPf+BujGY1fIzOnz/AMfvixlKUkkADAFKbwBE/wDu8wnvH0rfODzCu8wrd8y+M8zsAGpnK3s50ccniWZ4kjjklM4hd+4VM+PRk6hRTyDM8wl7nEEdfs75UwRjnl/Lv7w/zuwXRpHHATpWDyENiXBuXJRlfTiN4ksp3pwPPNeZrPXtNJJH5Gb/obXUaTdac79V17GslIAPazHwALll8FDkAkkfSnPyc4QS4N73tVQAF72Us/+p0MnFoTmADoI69aJZTwBm8wjGEMZCAaGsUU1/va5ehrNUIJBcAPP0IIoZTSk8c8z/PEEMNUpjZYp/AeGhovJyxm5oId0jjgZuNHQgczLBaNQRHGxOY+zSdDx1/59+xL/3Cj62gLx9E3ZoogoknHWrHWG151VVABQCCBv/qcDX1w+DM/n3zsR36kmGK60Y1neIaJNb+mMIV/8A+qqDp5bDe64Y8/L/ESRznKe7zHXvbSm94AbGMbG9jAXdzV6GhMeI93w1/h7Fu2ECMDU7fz84Px/cHf2+99p7dOd2rubax9cnqtM7F/n8BU098WtIoq/sk/sWBhNKMbPPZLvmQHOxjLWAJo+EfRCCJw4OBnfqaMspNBA3oowKmwAziE/mPXG7yBP/78lt8SRhgb2ci/+TdZZPFH/ghADDHcyq0sZSlv8iagj55GMIJyynmSJ7mCK+hM5+Z/Q4Qhfgz4mqpL1jLg3NLGDxZt4tLxsO4x2Oftl6RTiGcb3YAm7yDnc6GjlFIjOGtAJJFGl9Jqz/IsP/MzN3ADKaS4PO4wh/kLfyGKKH7H7xp9XYXici5nGcuYz3zmMOdkI8EKVmDBctp0WAklAOSTz3KWn6xlJCO5ndt5n/e5iqvoSEdAvxY1kpGkkUYUUcQQA+jXhaqpZjazySefpSxlK1sJJ5xZzGIEI1r4nRLucpzjfHb2/+O3c3KMLqVd8feHs5JhXz4QZnQ1DehIBNFcQjNCx+fmN4KxTzmPC01/z5yXeIk1rGESk5jFLJfHZZDBndwJwKM8SjhNm1WcyUyu5mq2sY15zGMmM3mO57iJmwgllGBOfQtrR0K96PWr8BtXcyPB7zn9NoihhNKLXicDZz/7Wc1q7uROAghgMYtJI41FLOJiLmYRi06b0hPGK6ecf3Wbz5yHDkvjgAFmXQKx3r4DdQQQxLDmPMXnRjqdiP3rcMaZ+p/IClbwCq8wgQncwR0ujzvKUW7ndkoo4QmeoBOdmnwOP/yYy1xmMpP97EdDozOd0dB4kidPW+8TRRSgNyucyYl+P+KCBm6BWE01j/M4YxjDQAaSRRZb2MLjPE7Pml8f8iHrWd+sdUbCvV5O+AtXPrwTm2l6QH2LwwGdrZBZife+UysgjKTmPMWnRjpKKWsyyUl1r1GYzcs1v8Yxjru5G1c7Y9cGThFFPMZjdKVri85nx04vetGb3gQSyBa2oKExlKEnj+lJT+D06zy1mtLo8BZvkUEG85h32nOiObUPfgwx9b6+MMa7jn9x1rwviUsww/J433XVWAjebXQVjYgkXinV5OsZPhU6sTgeGsvkX7dkmcTLvMwKVjCWsdzLvS67u2oDp4ACHuMxutPd5WtWUskhDp22gNOVPPJ4kRdx4Dhth4F44ulDH3awg13sOvl4FVW8wztYsDCYwfW+5jGOsYxl3MItJ9uoa0dOtW3gtX+uHTUJY20P+JbySW8y6HxpHDBan17Qwdvv/N2FOEJr1nY0gbcO2lokiZjf9GOQ0WW0yBrWsIIVxBLLWZzFB3xw2ucjiGAwgymmmDu4g6Mc5TIuI63mV11ncdbJqbAsspjNbPrTn6d5+uQxX/Ilq1l98thMMlnHOgooYDGLceA47TVvq/l1F3cxlamEEcYmNrGDHVzLtcRS/yZcT/M0/eh32jY40UQzgAEsZSlZZLGLXexnP7dxW6u+h6L1ssji08FP89u50jjgLUb2hV+Oguat7erxWAhjEvBGUw73mdBRSsXNYGKkWdd+7Kxp/sgks969yPrTn8EMJp98MtAb+NfU/DrTUzxV7/WXuuKIw4qVN3mTAgpw4GAQg7iaq+vtlOtKV5aylJd4idd5nXLK6UAH7uXekwtKz7SJTWxjW71b3TzIgzzFUyxnOQ4c3M3d9S56FZ5TQQUru87nJmkc8CqTx8J/n4Q0bw0dfyCUJm/cozTNN+ZsO6noNQt4YkpDrcVCCNeWxT/CxX/dRHySb7wn+JJHX4D3OkI967m9wzr2sIVemqZVNHaoOYcF9UggfoQEjhAt855jFf1v+kICx0vNGA+h3nyvnWRioabjqBE+ETpKqY6ppIYaXYcQZvRzwFaKLnqDwcNLjC5FuNCxIyQVGl1FA2IJJZLzmnKoT4ROCmHzhzHO9NveCOFpOeTw0aCnmPqbZu1OLwwwMAXIN7oKF5yAnXOacqhPhE4UURO6NW1kJ4SoUUEFr3SZz3Xz06RxwASmjQent67ZsQBBTbtPielDRymlYomPMGvXmhBGeSX+r1w+/2fsdqMrEU0RGQnJ1UZX0YCgOqu9G2D6d2oLlksHMdS8WxAIYYANjtX0+c3nJCZL44CZDO8N6qjRVbgQglMpFdTYYaYPnS7E3j+EC2VyQIgm2mH9noIJrzFkRP034hPea8IIiDtodBUuJBINde5J74LpQyeG6C5hXr33txDe4wQn+GDgE0z7rTQOmJHdDh0DAG+cZosliCguaOwwU4eOUio6hU7SKi1EE1RSyT87z+f6BdI4YGYjB4CfN95VNAII5OzGDjN16MQSec9wxvvMVj5CuNPKuMeY9tBP0jhgcucPhZh0o6uohx8QVHMDrUYOM614Iq/oSjejyxDC6/0v7HV63PApSR2kccDs7HZI8NZViYFn7BRcD9OGjlLKL474KFf3mxFC6Hb6b+fEuNWcM1oaB3zFwFTAGzcCtzZ+gd20oeOH35B+DJKJAiEakEsuGwc+xuXzsowuRbShi4ZD5AGjq6hHMCFKqQaDx7Shk4zzD/04W4Y5QrhQRRUvd5rPnAWH8DPtv3RRH6cT4quMrqIeTkKB5IYOMe1fxUhCL0ggwegyhPBaK2Mf57IHfyKo0eV6woy6OgFv26M1gjAC6dTQIaYMHaWUisIZLtdzhKjfh6Fr6Hb9J6SkeuOCDtEWLrkQgvc3fpxHOVCE0behQ0wZOkD3WGJk6xsh6rHH/xeOj13FueOKjC5FuFFqKsR6267TIYA/XRo6xJSh48T/qj4M8damQSEMk0ce7/VfwvSbjxtdinAzpSAmEPCmLngLYCOioUNMGToxRE3pQX+jyxDCq1RRxcup87lOGgfajX4dgRNGV3EGW8Nt06b8qxlORJyj8TVIQrQr/459kikP/ERIiNGVCE8ZPhjCvG13ggAa3JrMpKETKf+shKhjU+haUq/7iJTO3thHK9wlIQGivO3SnYUGr7ebLnSUUilJdJAmAiFq7PXfwdFR/+L8Cd727iPcTSmI87brOn4+FjoOHFcO4DxpIhACyCefdf0eZcZt0jjQXvVLxbuu6/hjU0q5fI82XejEEz6tC12NLkMIw1VRxYrU+cxZeEAaB9qx4WeD47DRVdRhx4rePF0v0/1VDScsOYAAo8sQwnCrYp5m8v3bpXGgnYuPB6c37eVqJwBcd7CZLnTCCAk2ugYhjPZRyNt0mL2Zjl2kcUBAVKDRFdQRhA1ctxebKnSUUn7BhHrTt1cIj9tv2cXhkSu54OJCo0sRXiI+DCgzuooagdjxoZFOn2SS5U6hot0qoIC3+y7hyt8fM7oU4UXO7gnqqNFV1AjEip0oV582VegEY53QgZ6mqlmItlJFFSs6PsychfuxSP+mqKNPT4jMNrqKGjYgiDhXnzbVG3giEROTSTG6DCEMsTr6GSb98UdCG703o2hvHA4IrzS6ihpWwM9HptfsBKY6cRpdhhAe90nwehKv+ZDUbt7yziK8jdNbmnr9AIXLyyCmCh0HISF+5ipZiFY74LeXgyNWcOElBUaXIrxYXChQbnQVUHObM98IHelcE+1NIYX8t+9irrpdGgdEw7ymmUABCpdXHU3TCaaU8ruMMVaj6xDCU6qpZnmHBVwnjQOiCbp3gfCNcMLom8Xqt9B2mS2mCR2gRwLJphqZCdEaq6OWctG93xMmd/EQTRAVBVFpfHhiE38yuhY0fnT1KdOEjhXr4FR6SOiIduGz4A3EztpIl57SOCCaRimIiqJy1y5tk9G1NMQ0b+IRhA+Mdt36LYTPOOS3j73DlzNqijQOiOYJCfH+9l7TjHRCsHaRu4UKX1dEEW/1WczNd2YaXYowodBQIpRS/pqmNTpEVkoFALEWfc/Q1Ejo5g+phfDMTk3b6q4aTRM6VvwSQ1zvli2E6VVTzfKUBcxeuE8aB0SLdOxIONBLKVVqhYSO0C0YutggIQxCQyAkqObjDgjpAPYOEJYEtjj0e8FdAocBCR0bVofFdReeEKb3WtRzjL9nG45woysRZtWpE5EzrHw4tgK/DuBIAL84IILa5TMNqwAskODOGk0TOoHYZI2O8FlfBG3EeeX/6NpbGgdEyyUlwaAwnHNbuA+bFQhqYIfotmCaRgIbAd6yyYMQbSpNHWTXBcsYMy3f6FKEyTkckNnKO44FQ1DbVFM/M4WOLAwVPqeYYtb0eYSr7/aGpeTCF1S1MnSCwK03yjRN6FgldISPqaaa5ckLuHbhXmkcEG2myt6659uhla/QMNOETgABprn+JERTvO58njF3byM8wuhKhC9p7UgnUEY6oJSy+hNgilqFaIqv7B8SMWMD3ftWGF2K8BElJZCeDkcroTXtKDY3X9Mxy+ihYzjhEjrCJ6SrQ/x8/j+YM10aB0TDNA3y8yEnB3KOQW4a5KZDRR74l4JfMVhKwFoCIWWQWAI3F9OqxSV+bh6MmCZ0InA2pc1cCK9WQgmv9VrELfdI40B7VlEBJ05AdjbkZkDeYcjLAIrBvwT8SvTfrSUQVRMmQ4r1BTRxuHn+y83MEjqhIYRL6AhT09BYnryQaxfuxd8s//JEsxQX60GSnQ35NaOSomywFOsB4leq/zmwFBLKILEIhlRAPBCDd7whK1BKKaVpmuaO1/eGr7Ep/CymKVWI+r3h/Duj7txKpNdvySjqqq6GvDw9SHIyIf8w5B6Bynx9NFI7MrGUgKMUEkuhdzEkVuthEk7TdgPwFurUb+07dPxMU6oQv7bFvpnQ6evp0d8b7icsAMrLa66V5MCJdH2KqyATVM11ktowsZZATBkklUDPklNTXG7tKzZQzfUgt+WkWd7JlYx0hFkdUWlsP+/vXD8jz+hSfJ6mQVGRHiTZxyH3MOSnQ0k2WEprwqRYD5OgmimulCI4r1IPkmhadxHeFyg9cPyAKne8vlneyWWkI0yphBJe7bmIm+/NMLoUU6uqgtzcmpFJJuQd0i+8a4WnOrhqPyJrLrz3L4ZETQ+TMMw1xWWkmtY1GenISEeYjYbGiqRHuHbRHqyyn0a9yspqrpXk6KOSvMNQeFwPktrrJLVdXLFlkFQMfcv0Ka5YwGb0F+CD3B06yk0NCm3KoiwjLyZ1Qzcs8k9XeIV84GAsJKS6PmbNj3vpHpJAr7BEj9XlDTT0i++VlfpHVbn+oVWBqtYPUNVANViqwaqBtRoC0Hc5lh8vjbWVExWfs7OHpmn73PH6pvj/W031wUnszf8t3n8rVmFuGpADHAXSFOy0wd4AOOYPhQFQaIMTFgiKhcV/Aj8Xy+i+/SSQ2B3Xc1HmTJCbgAoTCeR1y+fsdNuuBKYIHfTrg0K0WAX6e/9RYJ8/7AyAA1bIC9DDpKDm98IAKAmFQicUOIFQIIRT8zjVkPopLL7ddeBkpMPWv53LDbkzPfCVCdG2qvT+Abc0EYB5Qqe62k0948LcCoEMIB3YHQB7AiDdenqIFAZAYSCUhEO+E8oi0IMkhGa3KsV+A3+cBSEu7pxeWgqrF/bkdxn3tebLEsIw1frObW57vzVL6GgSOu1HNZCNHiaH/GqmuKyQbT01KikKgAIbFAdBcQTkRUG1Az1I7LjlMmjILrhmEHTtVP/nNQ1WPJLE1bsXEYDcc1CYU81Ip9pdr2+a0JHEMb9y9OmtDGCPP+y2wUEr5NeOTGx1prgcUBipT3OdHJUY+D7ufxxGKJg42vUxa5dHMuyb3xNFlOcKE6KNVUvoADK95rU09E6uo8BhYJdNn+LKqHPhvXZkUhSoj0rynVAejn69JAjvX41XAn12wx/ucX3I1s8Dsb4zhb7lgz1XlxBuUEUFSOjI9JqnVQHH0cPkQM0U1z4rnKjnwntxCBRF6mGihaGPSgLxjdV41dBxCyy6nZN396zdPiU7G44ch1/2QOnaodxdeLWxtQrRBvLJq23idAszhY5oA6Xo01tHgV1W/eL7ofouvNv0Ka4CJxRHcmqKy1dXSmno35xCUAX6Fin2Ysh6DywDYP4yKKnSP0oVlAXpI7dKG/TY2IP/K7wf5RMpK9q7MkqrAbft2WSW0CkrdmMLn9lpQC6nurh2BOoX3jOtp0Kk9ppJkb2miysKKhycmuLy1VvkVQHFQAH4F0FwKdiK9YGY3QJBFgi06H92hkFSDCR2hmgnfPMjLA+Fvd1dvLYGiasTWZC5QBoHhM+ooLzKXbc1APOETm4mlBldhKdVAsfQw+SARZ/i2u8PuXWnt2x1prickB+JvtFU7doSX/3huxy9X7oQAoshqARsZRDopweJ3R/sfhBkhTgnJCVCYjRERkJEBAQ0khF798Pqn6BwqOtjIjZHcOueW4klti2/MiEMVUG5W++hborQ0TSt+kalio2uo60UowdJBrArQJ/iOux/ajRSe+G90AbF4VAQCaV1p7hM8X+tBTSghJNTXMGleqAEVusBYrec+nDYIT4aUrpDbJQeJmFhrhdsNkdhIfx5JRw73/Uxtl02Lv3mUoZWNpBKQphQOeWV7nx907x9lUKR0TU0pPbKWwZwSOldXHutcNx6KkhOXngPgqKaLq6qcE6tLfHlKa6aUYm1qGZUUgp2BUF+p6a3gvwhyqGPSJK6QXRNmNg9eOOS6mpY8CzsG4zr/x+5MOS9IVxbdK3nChPCQ8ood+tNn0wTOiX6AMHjardPyUDfPmVXzfYpuWdeeA+AkjB9VFJY3/YpvqiMk2FiL9EvvNvKTk1v1U51hdgg1gnJyZAQc2qKyxtv2bz0n/B9Kvp1rvpUQPdXu/NgzoPSOCB8UgllEjoAxW0cOgXoHVzp6EGyxwbp/vVceLfpF97zouqsLQnG+9eWtFQ1+hRXAfgVQXBJnSmuOtdK7BYID4bEGEhKhpgocDohNBSUSd+LN3wMG8ug0tXO0RokvJnAgiPSOCB8UzXVlFLu1lkl04ROUROm16qBLE6GScVByN8PxblQVAKFxfp0fWGmH87jPTm3KFnv4qquvfDupu1TvEIlJ0clAcV6mASU6FNctVNbgX767zERepgk9oIopz4yCQw0+gtwr/0HYfmXUNBQ48BHEdyy5xbiiPNcYUJ4UDHFVFF9zJ3nMFXofAGkQ/EByD8EpcV6kBQUQ1EBFORDQQWk5cHuA7AbPX+Oapp22ihJKRVHHFs5x+TvHhqnprgKakYlJWCrqOnc8tcDJdACoTaIj4LkVIirGZWEh59a8NieFRXBn16GzAYaBwL2BDDp60mcW3Gu5woTwsMKKKCESrfcR6eWaULnGPx5MqzNgoPoYXJc07QWdVlomnZU9VdHwUtDpxp9XFcIlpopLlsJ2LXTO7jsFogM0a+TpKTqoxKnE4KDzTvF5WmnNQ64CuA8OHvd2cwpmuPJ0oTwuHzyyad0lzvPYZrQOaRpu9FHL22jgEPAgDZ7vaao4LS1JfbaLq467cBBFn1tSUwEJMXqH5GR+kdja0tE8/1tJWxLQb9OV59K6PZqNx7KeUgaB4TPyyOHPPIkdNyiiG/JYzKOVr5O7fYpBaAKT60tsVWePiIJskCoHeKdkNIZYmsWKjocMsVllI2fwPvFUNnB9TEJbybwcPrD2Hy6DVEIXRp7q4Dv3XmO9hs6WazhIHfRj9B6P1/FySku/zpTXIHUtARbTnVzRYVBQjQkddW3T3E69bUlMsXlvQ6mwbLPIf8c18c4PnYwb/c8EkjwXGFCGCidg9WAXNNpS0qpICAeiAj6mcLAKkIDSk/fOsVugZAAfW1JYs32KU6nvrbE6qsbXrYjxcXwyHI42lDjwN4AJm2ZxPkVDRwkhI8poaBC09y7v7JPhI5SSgGRQLzdTlJ0NN1sNrrYbETb7YQEBRFisxFqsxEycyZB8fEEx8YS6nRirV1b0hbbpwjvp2mw8FnYexauGwfyYfC7g5lbONeTpQlhuBIK3bowFLw8dJRSViAWiI+MJDU8nG7+/nS02wkPCiLEbifEZiNkyhRCnE7scXGExMQQ6nSiPL19ijCH5/8F3yWjr8uqTyV0Xd1VGgdEu6OhkU+B27cbMyR0lFKhQJyfH/FxcXQLCqKr1UpCUBChdjshgYGEBAYSOn06wbGx2OPiCIuKItCbt08R3m/zF/BePlT2dn1M/FvxzE+fTyA+vhpWiDNkk00JJYfdfR6Pvn337Kn+060bA6+5hqC4OIJjYwlzOrFERpp7+xTh/dIOwwubIf8818c4PnVw086bSCLJY3UJ4S0Oc4ij5L7v7vN4NHSCgwm8/Xa6efKcQpSUwKKXGmkc2B/ARV9exPCK4Z4rTAgvcpAdWi4V69x9Ho9ePi8qIr9a7jstPEjTYNFzsKehxoECGPTOIH5T+BtPliaEV0njYCWwxd3n8WjoVFRwMM9td94W4tf+vgq+TaDRxoH52fOlcUC0a4UUlrq7XRo8HDr5+fxy/Lgnzyjas4++hPW5UNHA2s74tfE8dPgh7Eiro2jfCijwyD3LPBo6x4/z4+HDFHrynKJ9OnwEXtgEeQ10qjk+d/Cbnb8hmWTPFSaEF9LQyKPQI0MCTy+J3Lt7NzkePqdoZ0pLYdEyyBji+hjrASsTPp/AiPIRHqtLCG91mMPkULzJE+fyaOhomlacm0uuJ88p2pfaxoHdA3Hdm1kIg94exG8Lf+vJ0oTwWj/ytZZB5j89cS6Pb/5SVES2p88p2o8XV8O3ceBiG1eogs6rO/Nw9sPSOCBEjZ1sLwe+88S5PB46+fkSOsI9Pt0C67KhPNH1MXFr45ifNl8aB4SoI5fsIk90roExI50D+fmePqvwdUcy4LkPILeP62PCvgzjhp03kEKK5woTwsuVU04OOR671u7x0MnO5ovDh9E8fV7hu8rKYOGLDTcO+B/yZ9xn4xhdNtpzhQlhAnvYRS45mz11Po+HzokT/HjggDQTiLahafDIc7BrAK4bB4pg4H8HMq9gnidLE8IUtvO5doTiVzx1PiPuInNg715pmxZtY/nr8HU0EObigCrotLoTC7IW4GfIX3chvFsaByuq4UtPnc/j/wo1TavIyeGYp88rfM8X38LbR6G8gbWdsW/H8mDagwQR5LnChDCRbHLyNU1z+83bahnyo19ODhmaXNURrZBxFJZugNy+ro8J/SqUub/MJVVL9VxhQphIHnnkkLvPk+c0JHQKCvjumIx1RAuVlcHCf8CRIeBqqY1/mj9jPxvL2LKxHq1NCDP5mR84QNaznjynIaFz8CDv/fILHtlcTvgWTYPFf4Od/QGri4OKoP/a/tycf7MnSxPCdLaxpaKMytc8eU5DQqe6mu3bt5NpxLmFuf3zTdgSBThcHFAFqa+mSuOAEE1whMP5mqaVePKchvyr1DStLDtbQkc0z1dbYW06lP3/9u47PKoqfeD499BBOoQmEHpvgi7ggotiwRVXf7KuWBBdXBHBtoiC0sTOIoKgiIKAiAhIEekdBZEaCJAe0kkPpCeTZN7fHzeBEDIhCZO5k8z58OSZ5M6Ze98HwrxzznnvOUUVDmxpyruh71Lb5gY6mqaBMZ8TTewZR1/XtI+CuphAK4noq3pwCAAAIABJREFUGFiwDS71st2mzvE6POf1HO2lveMC07Ry6ggHJJDI9xx9XdOSTnIyHnpDN604LBaY+Q1E9Md24UBEFYb+PpRhmcMcGpumlVenOZ5uxfq7o69rWtIJCmLT6dPozau1IonAR1+DTy9sFw6kQa9NvXgl6RVHhqZp5VYOOUQTFSfi+PEmM2daz58+zUUTr6+VAys3wdEG2C4csELbNW15L/Y9XTigacXkixeRxK4149qm/S8VEWtsLCFmXV9zfsdPw6YwyChiUegmW5vwTug7unBA00rgELuyo0mabca1Tf1omJDAibg4MyPQnFVMLMzfUnThQO0TtRl9fjQdpIPjAtO0CiCckBQRMWVW3da6vA5x4QI/nTzJKw88YHPwxCmtWgX+/uDnB5GR0LQp/PTT9e0sFti1C44cgcBAuHQJGjWCrl3h2WfB3b141xs5EqKLKDB/6CF4881rj2VkwJo1sH+/EWP16tCqlXGuwYOvtjtxAhYvhvBw4/mxY6Ffv2vPlZMD48ZBt27w+uvFi/lmWCwwc3HRhQOVL1bm7t/u5u8Zfy/7gDStAkkggVhiA8y6vqlJB/A6fZqI8pZ0liyBunWhY0dISbHdLioKPvsMevaEv//dSDiRkbB5M/z+O3z6Kdx2242vN2ECpBdy+9amTeDlBQMHXns8ORkmTjQSybBh0L69kYRCQ69NXlFRMHWqEd/DDxsxTZ0Ky5cbiTTPunVGwvzPf24cqz188g149wCq2WiQbhQOvJb0mmMC0rQK5Cj7JJCoj826vqlJR0TkjjtUCNDNzDhKatUqaNHC+P755wtPCAD16sG330KHAqM/994LL74IX39t9DJuZNCg649lZsL8+UYiGzDg2ucWLICICPjqK2jTxvZ5jx0zHt9/H2rUgPvvh0cfhePHYfhw47mLF2HFCnj3XbjllhvHerNWbYIjdYEGNhpYoc2aNrwX8x6VqVz2AWlaBePJycws2GTW9U0v94mP51h5u18nL+HcSL161yccMBJBmzYQFFT6GA4ehNRUeOABqJzvvTcqCvbuNYbc2rQxhsZsJUWLBapVMxIOGI/Vqhm9ojyffw5/+Uvhic/eTnrChmDIKGLY0W2bG1NCp1CHOmUfkKZVMBYsXCQqUkSsZsVgetIJCmL10aOutamb1QoJCdCwYenPsW0bKGUM2+V37Jhxfnd3+OgjePBBo83jjxvDZPl162YMxa1ebQy7rVpl/Nwtt9+5cyd4e8Orr5Y+zuKKj4d5myGhj+02t5y6hVHnRtHJ2qnsA9K0CugQeySYyJlmxmD2nA6An4cHwcOHcxNvweXLL78Yb7KjRpXu9RER4OkJvXvDrbde+1xYmPG4ZInR03rjDahSBX791RhuS0kxhgTBSC6jRhltv/kGKlUyfu7WDRITjfZjxxpDeGUpKwumL4LwIgoHKkVVYsjBITyc8XDZBqNpFdhhDqQlkemwrakLY3rSERHp3l15WSz0rWZr4rgCOXcOFi2Cdu3gmWdKd45t24w79Qv2cgDScjeMyMoy5nzq5ZZo3H03PPecUWX3z39CndzRqX//25jHiYyE5s2v9r4WLjSG54YPN3pBCxaAjw80aWLMR/UpokdSUp9+A15FFQ5kQM8NPXkj8Q37XVTTXMxlLnORCC8zViHIz/ThNYCICJadOoVDl9c2g68vTJkCjRvDJ58Y8ycllZNjDHvVrg1/+9v1z1evbjwOHHg14YDR2xk61JjH8fK69jUNG0L37lcTzrFjxpzRxInGUN2UKcZ1P/zQKKd+++2iS7hLYvWvcLg2RRYOuK9xZ1bMLF04oGk3YScbrT5cHGt2HE6RdBIT+e3QIYLNjqMs+fnBpElGBdjcueDmVrrzHD1qDM3de2/hSSvvvIXNF+UNkyUn2z5/RoZRPPDMM9C6tTGnExRklG137mz0jOrVgz17Shd/fqfPw/pAyGhju43bdjfeDnmbutS9+Qtqmgvz5FSSiHiYHYdTJB0RyY6IIKCibnXg728knFq1jDf0Zs1Kf66tW43Hhx4q/PkuXYzHwioC8441sNWrAL77zqhie/LJa1+Tl8yUMr6/2e3GExJg7kaIL6pw4PQtPH3uabpau97cxTTNxYUSTARRu8yOA5wk6QBER7Pez48cs+OwN39/Y7WAGjWMHk7z5rbb5t3AGR9f+PMJCUZPp2PHwkuxAXr1Mm7sPHLk2sSTnm6sjlC79tXqtIJ8fWHjRiPeqrkrOjdubDzmlXdbLMZNp3nHSyM72ygcCCuqcCC6Enftv4tH0h8p/YU0TQNgK+uyQohziv3bTS8kyBMZyYZ9+5jZuTNtzI7lRnbtujqnkZhoTNqvzK0HadrUuMkSjHtm3nzTGM567DE4f974ym/QIKhZ0/jex8eoNnvgAZg8+frr7txpzK3Y6uWAcc/OG2/AO+8YQ2KPPGLM5+zYYfROJk26er38cnJgzhyjcKB796vHu3aFli3h44+NgoNjx4xihbvvLt7fVWE+/Ra8ulFk4UCP9T2YmDix9BfRNA0AK1YC8I8TEadY6dJpko6IJPfvrwLB+ZPOtm1wpsAmr999Zzz27n1t0klKMr5fvrzwc61eXXgSKMz27UahwNChRbfr399Yfuf77+GHH4xigA4djEKAO+8s/DVr1xoJtOBSN1WqGK+bN88oq27aFGbNMhJRaazbCn/UALFVIG+F1mtb68IBTbOTM5wgjOgvzY4jjzK5eu4a7u7qtZkzmdu2rfMM+2n2c9Yb3tsO8f1st2m8vTEzT8yke0532400TSu2T5mWsYNDdUQk2+xYwInmdABCQ/lu69aKXcXmqi5dgjnrIb6v7Ta1PGvxpOeTOuFomp2kk044YSHOknDAyZKOiCQHBuJtNW1VIK0sZGfDjEUQ+hdsFg6oGMXgfYN5LP0xh8amaRXZVtZZ/Yl4yew48nOqpAMQEcF3p0+TaXYcmv38bwmc6wJUt9Eg0ygcmHR5kiPD0rQKzYqV4xxOzJCsA2bHkp/TJZ3YWDbv3k2g2XFo9rF+O/xeDcTW+m1WaLW2FbOideGAptnTEfYSSfhys+MoyOmSjohkh4ZyJlP3dcq98z7wkxekt7fdptHuRkwKnkR96jsuME1zATvZkhZGmtMNHzhd0gEICWHeb7+RZHYcWuklJsLsdRBXROFAzXM1eeL0E/TM6em4wDTNBfhyjnDCdoiI091w75RJJzWV44cP4292HFrp5OTA9C9zCwds/IapOMWgPYN4PP1xh8amaa5gAz9mBnGplJunlC2nTDoiIuHh7LbXSsaaY322FM52BmrYaJAJ3dZ1463LbzkyLE1zCTHEEEzQSRFJMzuWwjhl0gEIDGT2+vX6np3yZuNO+K0yiK212QRarTMKB6o4z4IYmlZhrGWZxY+of5odhy1Om3RE5JKPDx4Wi9mRaMXl7Qc/noVUG4uRglE4MDFoIg1dZ6NYTXOYNNLwweeCiESaHYstTpt0AEJC+HjvXi6ZHYd2Y4mJ8MlPEFfEEjc1z9fk8dOP0zunt+MC0zQXsonV2T6EPWF2HEVx6qSTmCjHDx7E2+w4tKLl5MCMryC0P7YLB+IVd+6+kyfSnPr/g6aVWznkcJxjUdmS7Wl2LEVx6qQDEBHBj76+OM26Qdr1Pl8GZzthu3DAAl3XdeXty287MixNcym/sjYniItjzI7jRpw+6YSHs2TjRl0+7aw274YDgLWIwoGW61ryftT7VKWqAyPTNNeRSSYH2Bt9WZKdYnfQojh90hGRzJAQDiXpW0Wdjm8A/HAGUjvabtNwb0P+e+G/unBA08rQelZYfQh50uw4isPpkw6Ajw8z1q0jzOw4tKuSkuCTHyG2iMKBGt41GHFqBLfl3Oa4wDTNxaSQwlEOX8yQrN/MjqU4ykXSEZFIDw/+SE83OxINrhYOBBex4gDxMHDXQJ5Ke8qRoWmay1nD1zn+hD5tdhzFVS6SDoCfH5PXr8dpa89dyfzlcLYDYGubbQt0/bkrky9NdmBUmuZ64ojjDKfC0kTKRS8HylHSsVgk+NgxjuubRc21dS/st0KOm40GAi3Xt2RW5CyqUc2hsWmaq1nFV9k+RD5gdhwlUW6SDsCFC0zZvJkYs+NwVX4X4PtTkNLJdpuG+xvyWuBrNMZWOZumafYQRgjeeB23iPiZHUtJlKukk5IiXocO4ZGt79pxuJQU+GQVxNxuu00Nnxo8euJRbs8uopGmaXaxgkUZvkSXq14OlLOkAxAayrSdO0kwOw5XYrXC9IUQdAe2f2MSYMDOATyT9owjQ9M0l+TDOS4QtEZEks2OpaTK3TK/CQlyvF8/dXrYMO6prHc3dogvVoBne2wXDmRBl3VdmHJpCgrlyNAqnFBC+Z7v8cefeOLJJpsmNKE//RnJSBpxdd/v5SxnBSsKPc9LvMQT3HjJodd5nTOcsfl8P/oxhzlXft7Pfo5xDD/8CCGEHHJYzWqa0ey61/riy0IWEkAATWjCaEZzD/dc1+5d3iWHHD7hkxvGq4EgfM/S5CBinH71gcKUu6QDEBrK9B076P3QQ/n+B2plYvsB2JsFOU1sNBC4df2tzIycqQsH7CCWWBJIYBCDcMONylQmiCC2sIX97OdbvqUBDa55zXjGU4961xzrRBETb/k8wzM8xEPXHd/Pfo5whIEMvOb4L/yCN960pz0taEGYjdvn0kjjHd7BDTfGMY7TnOZDPqQFLehClyvtDnCAU5xiGcuKFa8Ge9lqvUDYf51xV9DiKJdJJzZWDvfurY7fdx/Dqun3uTITGATLj0FKf9ttGhxowCsBr9CUpo4LrALrl/unoF704j3eYwc7eJJrbzwfxKBCexrFcTuFz7+tZCVVqcp93HfN8SlMoTGNqUxl5jPfZtI5xzkSSOBLvqQZzRjOcLzx5hCHriSdFFJYwALGMKbU8buaVFLZzMbQKIlbYnYspVXu5nTyBAby3w0biDI7jooqJQU++gFi7rDdprpfdR458Qj9s4vISppd5CX1FFIKfT6VVHKwzwdfTzwJI4zBDKYuda+LozI3Hte2YNzbUIc6AFSiErWpTQYZV9p8zdc0oQmP8Zhd4nYFS1lgOcuF68coy5Fym3RSUsT70CEOpaaaHUnFY7XCzC/hwu3Y/g25DH/Z/heeTX3WkaG5DAsWEkkklliOc5y5zAWgP9cn+DGMYTjDuZ/7mcAEjnL0pq69jW0A/J2/l/ocnehEFarwHd8RRRQ72EEggXSnOwCnOc1OdvImb1Kp/L4NOZQ/3nhyZpuIBJkdy80ol8Nrec6f57WVK7njpZdwNzuWimTh93CmLVDLRoMs6Ly2M1MvTdWFA2VkK1v5gi+u/NyMZrzDO/Si15VjtanNcIbTne7UoQ5hhLGe9UxhCm/xFsMYVuLrppLKQQ7SnOb0pW+p429CE17hFRaykA1sAGAYwxjCECxYmMtc/sW/aE/7Ul/DlVixsoQvkwOdeBvq4ipW0lFKDQH25ztkBZKACOAksBrYKSJS4HW9gcnAHUBLIAW4CBwBvhYRj5sJXkQudu6stsTGMt7N1h3yWons/A32ZEJ2WxsNBFpsaMHMi7pwoCwNYhCtaU066fjjzx/8QSKJ17T5J9e//zzIg/ybf/MlX/I3/kZNmyWHhdvLXjLI4EEevOkPFP/gH9zN3YQRRmMa0wSjGmUlK7FiZTSjSSKJhSzEAw/qU5+neZohDLmp61ZEG/nBGkTIuPJaPJBfSXs6q4FtgALqAJ2BR4FngT1KqcdF5DKAUmo4sAmIBb4HAoD6QBfgMcAfuKmkA8aabEuXMnTy5HwlMVqpBIXAsj8huajCgYMNmBAwQU/8ljG33D9gJKC7uItxjCOTTJ7G9tqO9ajHP/gHy1nOOc5xB0VMyhViO9upRKVS9ZIKU4c6dKPblZ+DCGINa/iUT6lGNaYxjSSSmMUsfPBhFrNoQpNrXuPqoolkH7sCYiR5ldmx2ENJk84pEfkh/wGl1H+B2cB/MZLSg7lPfQykA3eISHiB11QF+2ywIiIp7dqpZT4+zOrSher2OKcrSk2FD1ZA9CDbbaoFVGP48eEMzBpou5FWJtrTng504Bd+KTLpwNWig4I9oxu5wAV88GEAA64kPHuyYmUOc7iXe7mN24gjjmMcYw5z6Jr7Zx/72M52nXRyCcLXzMn0IuIus2Oxl5uewRORHBGZCBwChiml8t62OgK+BRNO7muyRCT6Zq+dJyiIz5Ys4UxOue94muOawgFbhUmJcMe2O3g+9XlHhqblk0kmydz4BvQIIgCuu5/nRrayFaDQ+3bsYRObiCSScYwDjHuSgGsSXBOaXDmuwR5+kRACvrDn+6XZ7Fk2sjT3Me83NhDorpS6047XKJSI5ISG8vqmTXox0NJYtApOtwZusdEgGzqt7cS0hGm6cKCMJdhY4ckDD4IJpitdAcghp9Dy6Rhi2Mxm6lKXHvS4cjybbEIJJZrC37ssWNjDHhrQ4LobQu0hhhiWspQJTLhSRp23KGwQV4uxggi6ZtUFV5ZIIpvZGHZBEt8yOxZ7smf1mmfuY96t0DOAtcBhpdRZ4A/gGLBPRILteF0AYmLkSLduavc99/B0g5J9wHNpew7BrlTI7mqjQW7hwIyIGVTXo5dl7nM+J554buM2mtIUCxb88GM/+6lJTV7mZQDSSedJnrxScJBXvbaVraSTzjSmXfPvFUccoxlNb3ozj3nXXfcQh0giiZGMLPI+nDOcwTP3v7ovvgBsZCO1qQ3AKEYV+rp5zKMXva5ZBscNN/rQh4UsJI44/PAjiCBe5dUS/q1VPIIwjw8zzxFa4cay7Zl0knIf6wKIyM9KqbuA14B7gbG5XyilNgMviIhd+9He3kxYvJjbJ0+msz3PW1EFh8KSQ5BUxK91/d/rM95/PC1o4bjAXNg93MNOdrKb3VzmMgpFU5ryMA/zBE9cma+pRjXu4q4rd/mnk0496tGPfoxk5JUeUXFtZztw43tzPPC4br23tay98n1hSWc/+znN6UKXupnKVD7nc5axjHrUYxKT6EOfEsVeEW1kpTUA37dF5KLZsdibKlDlXHijqyXTk0Rkjo02fTHKpzeIyIgCzymMOZ67gZeBXsAuEbH7stxt26oJr73G7D59Slgr6mLS0uDVORA4CJvzONUCq/H4xsd5IeUFh8amaa4sAG/mMuuUl0Revx5SBWDPOZ28u9Z8Cz4hBj8RWQz0By4A9yulWtrx+gAEB/PlihWc1Hvu2CYC730Jgf2wXTiQBLdvvZ0xKeVyIVtNK5fSSWcRc5O9iRpgdixlxZ5JJ+/daWtRjUQkAzid++Otdrx+3vnlwgVe/uknKly31F6+XgWnWkHuMPz1sqHjmo66cEDTHOxrPs32I+AhEckyO5ayctNJRylVWSk1BxgEbBORw7nHh+UOqxVs7wb8FcjGuEHU7hIT5ezvv7MuNBTd3yngwBHYkQTZzW23ab6pOdMjplODGo4LTNNc3F5+ES/OrEgW+d3sWMpSSQsJ+iql8raGzL8igTuwC3gqX9ufgRil1BbACyPJtANGAU2BWSJSZjuA+vkxacEC7vzkE+7Qm70ZwsJh8cEbFA4cqs9Lvi/REruPfGqaZsNFwtjIumB/uVThJ1BLWkiQx4qxjlo4cAJYLSI7CrzmcYzVCfoDLTAGcxKAU8ASEVlvh/iL1KCB6v3oo2wdPdr+w3jlTXq6UTgQ8FdsFw4EVWPE+hG8mPKiQ2PTNFeWRRZTeS3tGN7NRSTpxq8o34rV0xGRA1CywX0RWQesK0VMdnPpkpzp2FGt/OtfmdihA1XNjMVMIjDrKwjoi+3CgWTou6Uv/0n5jyND0zSX9x3zs/0JfMIVEg6U4/10iisggKlffcWJrAo7LXdj36yGk3l9zcLkFg5Mj5+uCwc0zYGOcYBTHPslQTK3mB2Lo1T4pCMiOf7+PLdsGaFmx2KGg3/C9suQVcS9nc1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namemarksmarks2Address
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" + ], + "text/plain": [ + " name marks marks2 Address\n", + "0 Nishu 78 80 Narela\n", + "1 Anshu 100 90 Nangloi\n", + "2 chhoti 98 67 Pitampura\n", + "3 Abhishek 89 78 paschim vihar\n", + "4 Harsh 83 98 uttam nagar" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df=pd.DataFrame(df_personality_test)\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "x=df_personality_test[\"name\"]\n", + "y=df_personality_test[\"marks\"]\n", + "plt.scatter(x,y)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Marks of student')" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(x,y)\n", + "plt.title(\"Marks Distribution\")\n", + "plt.xlabel(\"Name of students\")\n", + "plt.ylabel(\"Marks of student\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Marks of student')" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(x,y,color=\"r\",marker=\"*\",s=45,alpha=0.8,linewidths=5,edgecolor=\"g\")\n", + "plt.title(\"Marks Distribution\")\n", + "plt.xlabel(\"Name of students\")\n", + "plt.ylabel(\"Marks of student\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Marks of student')" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(x,y,color=\"r\",marker=\"*\",s=45,alpha=0.8,linewidths=5,edgecolor=\"g\")\n", + "plt.scatter(x,df_personality_test[\"marks2\"],color=\"r\",marker=\"*\",s=45,alpha=0.8,linewidths=5,edgecolor=\"r\")\n", + "plt.title(\"Marks Distribution\")\n", + "plt.xlabel(\"Name of students\")\n", + "plt.ylabel(\"Marks of student\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}