diff --git a/Seaborn/12. Boxen Plot.ipynb b/Seaborn/12. Boxen Plot.ipynb new file mode 100644 index 0000000..1e55bc7 --- /dev/null +++ b/Seaborn/12. Boxen Plot.ipynb @@ -0,0 +1,454 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "\n", + "
\n", + "

Prepared by Asif Bhat

\n", + " \n", + "

Data Visualization With Seaborn

\n", + "\n", + "

Follow Me on - LinkedIn  Twitter  Instagram  Facebook

\n", + "\n", + "
\n", + "\n", + "" + ] + }, + { + "cell_type": "code", + "execution_count": 674, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "import matplotlib as mpl" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Boxen Plot" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### The Boxen Plot shows a large number of quantiles.By plotting more quantiles, it provides more information about the shape of the distribution, particularly in the tails." + ] + }, + { + "cell_type": "code", + "execution_count": 881, + "metadata": {}, + "outputs": [], + "source": [ + "# Recover default matplotlib settings\n", + "mpl.rcParams.update(mpl.rcParamsDefault)\n", + "%matplotlib inline\n", + "sns.set_style(\"darkgrid\")" + ] + }, + { + "cell_type": "code", + "execution_count": 882, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Simple Boxen Plot\n", + "plt.figure(figsize=(5,7))\n", + "sns.boxenplot(y=employment.Unemployed)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 883, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(7,9))\n", + "sns.boxenplot(x=employment.Gender , y = employment.Unemployed ,palette=\"Set1\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 884, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Drawing a vertical boxenplot grouped by a categorical variable\n", + "plt.figure(figsize=(10,9))\n", + "sns.boxenplot(x=employment.Age , y = employment.Unemployed ,palette=\"Set1\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 886, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Using spring palette\n", + "plt.figure(figsize=(11,9))\n", + "sns.boxenplot(x=employment.Age , y = employment.Unemployed,palette=\"spring\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 888, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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WWhbVbEBHVixfplSPt914nzsWn/XcU///2+Rv1JSyqVHNBuDsKLwA4sbj9ujJ38zv9HXmDJsXhTRA5FI9Xh346d2dvk7W15+LQhoA54olDQAAALA1Ci8AAABsjcILAAAAW6PwAgAAwNYovAAAALA1Ci8AAABsjcILAAAAW6PwAkA3UF5efsZfA0B3wIMnAKAbcLvdenfLe5KkL+QPsDgNAMQXM7wAAACwNQovAAAAbI3CCwAAAFuj8AIAAMDWKLwAAACwNQovAAAAbI3CCwAAAFuj8AIAAMDWKLwAAACwNQovAAAAbI3CCwA2V15eLunEI4VPPlb45BgAdAdOqwMAAGLL7Xbrz2u3txm7cUyuRWkAIP6Y4QUAAICtUXgBAABgaxReAAAA2BqFFwAAALZG4QUAAICtUXgBAABgaxReAAAA2BqFFwAAALZG4QUAAICtUXgBAABgaxReAAAA2JrT6gAAgNgoX14ut8ctSbpxTG677/t8PgX8AZWWlcY7GgDEFYUXAGzK7XHrN6s3d/iaYZNuiUsWALASSxoAAABgaxReAAAA2BqFFwAAALZG4QUAAICtUXgBAABgaxReAAAA2BrbkgGIiuXly+Vxe876ujnD5kXl/Xw+32d+zx/wq6y0LCrvAwDo+ii8AKLC4/Zo6kuJ8QCDZaPLrY4AAEggLGkAAACArVF4AQAAYGsUXgAAANgahRcAAAC2RuEFAACArVF4AQAAYGtsSwYANlG+vFxuj7vN2LBJt5z1vFP3NA74AyotS4zt5QAgWii8wDkKOVKUFD5udQygHbfHrReeXN+pa9w5pzhKaQAgcbCkATgHx5PTVJOVr+PJaVZHAQAAEaLwAhEyZejwRddIkg5fdI1MGRYnAgAAkaDwAhHyey5R2JEsGYbCjmT5Pf2sjgQAACJA4QUiEHIk6+gF/WU6Tix7Nx1OHb3gSoUcyRYnAwAAZ0PhBSLQlJot02i7hME0DDWlZluUCAAARIrCC0QgteljGabZZswwTaU2fWxRIgAAECkKLxCBpHCzeh55X0Y4KEkywkH1PPJPJYWbLU4GAADOhsILRMjj/5cc4WbJNOUIN8vj/9DqSAAAIAIUXiBChkylHXpbkpR26G0ZMs9yBgAASAQ8aQ04BynNh5V5YAtPWgMAoAthhhc4R5RdAAC6FgovAAAAbI3CCwAAAFuj8ALn6Pbbb7c6AgAAOAcUXuAcUXgBAOhaKLwAAACwNQovAAAAbI19eAEA3d6K5cuU6vF2+Jqsrz8Xlffy+Xwdfr/J36gpZVOj8l4ATqDwAgC6vVSPVx8tvdnqGJKkix9+3eoIgO2wpAEAAAC2RuEFAACArVF4AQAAYGsUXgAAANgahRcAAAC2Zknh3bRpk0pKSjRixAg99dRTkqStW7equLhYw4YN05IlS1pfu3PnTpWUlGj48OF6/PHHFQwGJUn79+/XuHHjVFBQoMmTJ8vv90uSjhw5ookTJ2rEiBEaN26c6urqJEnNzc2aPn26RowYodGjR2vXrl1x/tQAAACwQtwL74cffqh58+Zp5cqVevnll/Xuu+9qy5YtmjVrllauXKmqqiq988472rJliyRp+vTpmjt3rjZu3CjTNLVmzRpJ0vz58zV27FhVV1dr4MCBWrlypSRp6dKlys3N1YYNG3TXXXdpwYIFkqSKigqlpqZqw4YNmjVrlmbOnBnvjw4AAAALxL3w/va3v1VhYaGysrLkcrm0ZMkSpaam6tJLL1W/fv3kdDpVXFys6upq7du3T8eOHdPgwYMlSSUlJaqurlZLS4u2bdum4cOHtxmXpM2bN6u4uFiSNHLkSL322mtqaWnR5s2bNWrUKEnSkCFD1NDQoP3798f74wMAACDO4v7gib1798rlcmnSpEn6+OOPdcstt+jKK69Uenp662syMjJUU1Oj2traNuPp6emqqanRoUOH5PV65XQ624xLanOO0+mU1+tVQ0PDGa914MAB9e3bNx4fGwAAABaJe+ENhULavn27Kioq5Ha7NXnyZPXo0UOGYbS+xjRNGYahcDh8xvGTX091+vGp5zgcjnbnnBwHAACAvcW98fXp00c33XSTevXqpR49eujWW2/V1q1bW28uk6S6ujplZGQoKyurzXh9fb0yMjLUq1cvHT16VKFQqM3rpROzw/X19ZKkYDAov9+vtLQ0ZWZmqra2tt21AAAAYG9xL7xf+cpX9Prrr+vIkSMKhUL6wx/+oIKCAu3evVt79+5VKBTSK6+8ory8POXk5CglJUU7duyQJFVWViovL08ul0u5ubmqqqqSJK1bt055eXmSpPz8fK1bt06SVFVVpdzcXLlcLuXn56uyslKStH37dqWkpLCcAQAAoBuI+5KGa6+9Vt/85jc1duxYtbS06Mtf/rLuueceXX755SorK9Px48eVn5+vgoICSdLixYs1e/ZsNTY26uqrr9aECRMkSfPmzdOMGTO0atUqZWdn65lnnpEkTZs2TTNmzFBRUZF69uypxYsXS5LGjx+vuXPnqqioSMnJyVq0aFG8PzoAAAAsEPfCK0ljxozRmDFj2ozddNNNevnll9u99qqrrtLatWvbjefk5KiioqLdeFpamlavXt1uPCUlRQsXLuxEagAAAHRF3LUFAAAAW6PwAgAAwNYovAAAALA1Ci8AAABsrcOb1srLyzs8ubS0NKphAAAAgGjrsPAeOnRIkvTBBx9o9+7duvXWW+V0OvW73/1OAwYMiEtAAAAAoDM6LLxz5syRJE2YMEEvvviievXqJUmaPHmyHnroodinAwAAADopojW8dXV1rWVXki644AIdPHgwZqGARGaapspXrLA6BgAAiFBED54YMGCAZs6cqdtvv12maWrt2rW69tprY50NSEiGYcidmmp1DAAAEKGICu9TTz2lZcuWacGCBZKkvLw8lZWVxTQYAAAAEA0RFV6v16tHHnlEe/bs0ec+9zkdP35cPXr0iHU2IOGUl59YyhA2TYuTAED3csEFIR05kmR1DHRRERXev/3tbyotLZXT6dRzzz2n22+/XatWrdJ//ud/xjofkFDc7lT99o3duu26y6yOgm5m+fJyeTzus77uzjnFnX4vn8/X4ff9/oDKytiWEvFz6aXNeuCBT/SjH6Vp716X1XHQBUVUeBctWqSf/vSn+u///m9lZWVp0aJFWrBggV544YVY5wMASPJ43PrJ1F9ZHUOS9I1lY62OgG7E4TA1ZsxRSdKddx7R0qW9FA4bFqdCVxPRLg3Hjh1T//79W4/z8/MVCoViFgoAAECSbryxSR5PWIYheb1h3XBDk9WR0AVFVHidTqc++eQTGcaJf1F98MEHMQ0FAADg9YZ1661+paScOE5JkW67zS+PJ2xtMHQ5ERXeSZMm6d5779WBAwf0yCOP6J577tHkyZNjnQ0AAHRjgwYdk+PTpuL13iNJcjika689ZmEqdEURreEdOnSorrjiCv3xj39UOBzWlClTdMUVV8Q6G4A4WVa+TF63t/PXGV0ehTTRcbYbryLRGGjU1NKpUUgD4Hy8+WYP3XqrX5LUs+dYNTb+r8LhE+PAuYio8JaVlemee+7R2LHcqADYkdft1diKu62OkXB+Nf45qyMA3Zrf79Crr3p0333PyjRNHT8u/fa3Hvn9Ef2AGmgVUeG97bbbtHLlSs2fP19f/epXdeeddyotLS3W2QAA6NCK5d9XqqdnVK518cOvR+U60dDZn1A0+Y9qStm0KKWx1p//nKr770+VYRjq1+85/eUvbImHcxdR4R01apRGjRqlXbt26YUXXtCYMWN03XXXafz48Ro0aFCsMwIAcEapnp7a8wT7Yp/uP57YbXWEqAmHDRmGQ4HA7+R2/xdbkuG8RPwzgXA4rL1792rPnj0KhULq3bu3nnjiCS1btiyW+QAAAIBOiWiGd8mSJXrxxRfVr18/jR07Vt///vflcrkUCAT0la98RVOnclMHAACIvhUrTtwM63b/V+vxlCksa8C5iajwNjQ06Ec/+pGuuuqqNuNut1vf+973YhIMAAAgNdWto0f//ZTBnj25gR7nLqLC++STT+rNN99UeXm5Wlpa9OUvf1nXX3+9JOnmm2+OaUAAAACgMyJaw1tZWampU6fqk08+kd/v16OPPqo1a9bEOhsAAADQaRHN8P7kJz/R888/r4yMDEnSAw88oPvvv19f/epXYxoOAAAA6KyICm84HG4tu5KUmZkph4NNnwEAQPStWLFcqame1uPT1+36fD41Nfk1ZUpZvKOhi4qo8KalpenVV1/VrbfeKkl69dVXdeGFF8Y0GAAA6J5SUz06fHhph69JS3s4TmlgBxEV3jlz5uihhx7Sk08+KUlyuVwqLy+PaTAAAAAgGiIqvFdeeaWqq6tbHzpx+eWXy+mM6FTANk7+I++26y5rPS4tZS9IAAASXYet9amnnurw5NmzZ0c1DJDI3G63frHpndbje4cOtDANAACIVIeFNy0tLV45AAAAgJjosPCe+uPaUCik9957Tw6HQwMGDJBhGDEPBwAAAHRWRAtxd+zYoYcfflhOp1OhUEgul0srV67UgAEDYp0PAAAA6JSIHy28YMEC5eXlSZI2bdqkefPm6bnnnotpOAAAAKCzIn56xMmyK0lDhw5VU1NTTAIBAAAA0RTRDO+gQYNUVVWlwsJCSdLrr7+uz33uczENBiSK5eXl8rjdktrvzODz+eQPBFTG9mQAACSsiArv66+/rjVr1mj+/PlyOp06ePCgUlJS9Oqrr8owDP3f//1frHMClvG43frei3/5zO8/WnJDHNMAAIBzFVHhraioiHUOAAAAICYiKrw5OTn629/+pk8++aTNeH5+fkxCAQAAANESUeH91re+pe3btysjI6N1zDAMCi8AAOi0FSuWKzXV02YsLe3hs57n8/naHDc1+TVlSllUs8EeIiq877zzjn73u98pOTk51nkAAEA3k5rq0cGDszp9nd69vxOFNLCjiArv5ZdfrmAwSOEFgHO0fNlyebyes78wAt9YNjYq14mG02fWzoe/0a+yqczGAYi9iArv1772NY0aNUrXXXednM5/n/Ld7343ZsEAwA48Xo++P/YHVsdISNN+9aDVEQB0ExEV3uXLl+vmm2/WJZdcEus8AAAAQFRFVHgdDoeeeOKJGEcBAAAAoi+iRwtfffXV2rx5c4yjAAAAANEX0Qzv1q1btWbNGrlcLrlcLpmmyRPWAAAA0CVEVHh/9rOfxToHAAAAEBMRLWnIycnR22+/rTVr1qhXr1564403lJOTE+tsAAAAQKdFVHh/+MMf6n//939VXV2tY8eOqby8XCtWrIh1NgAAAKDTIiq8v/71r/WjH/1Iqampuuiii7RmzRq98sorsc4GAAAAdFpEhdfpdLZ5ytoFF1zQ5gEUAAAAQKKKqLVmZ2dr8+bNMgxDzc3NevbZZ1nDCwAAgC4hosI7Z84cffvb39Z7772nwYMH69prr9XixYtjnQ0AAADotIgKb2Zmpn72s5+pqalJoVBIXq831rkASyxfXi6Px91u/NGSGzo8z+fztTn2+wMqKyuNajYAAHB+Iiq89fX1eu6553T48OE247Nnz45JKMAqHo9b3/Zt6vR1Ft03NAppAABANERUeKdPn64ePXroC1/4ggzDiHUmAAAAIGoiKrwHDhzQhg0bYp0FAAAAiLqItiXr27evAoFArLMAAAAAURfRDG9GRobuuOMOXX/99erRo0frOGt4AQAAkOgiKrw5OTnsuwsAAIAuKaLCW1rK9koAAADomjosvOPHj2+zK0NSUpLS0tKUn5+vO+64I+bhAAAAgM7qsPDee++9bY7D4bAOHjyoiooKHTp0SN/4xjdiGg4AAADorA4L7/Dhw884XlxcrPHjx1N4AQBAh1asWKbU1LM/obV37+9E5f1Of/LlqZqaGjVlytSovA+6lojW8J7uwgsv5AEUAADgrFJTvaqtvd/qGJKkjIxnrY4Ai0S0D+/pTNNUMBiMdhYAAAAg6jqc4T18+PAZxyoqKjR48OCYhQIAAACipcPCe+ONN8owDJmmKUkyDEO9evVSXl6eZs2aFZeAAAAAQGd0WHj/8Y9/xCsHAAAAEBPnddMa0FUtW14ur8fd4WsW3Tc0Ku//XpMTAAAgAElEQVTV0Z3CktToD2hqGQ91AQAg1ii86Fa8HrcmfG+91TEkST9/tNjqCAAAdAvntUsDAAAA0FVQeAEAAGBrFF4AAADYGoUXAAAAtkbhBQAAgK1ZVngXLlyoGTNmSJJ27typkpISDR8+XI8//njrY4v379+vcePGqaCgQJMnT5bf75ckHTlyRBMnTtSIESM0btw41dXVSZKam5s1ffp0jRgxQqNHj9auXbsknXgU8sKFC1VQUKDCwkLt2LHDgk8MAAAAK1hSeP/0pz/ppZdeaj2ePn265s6dq40bN8o0Ta1Zs0aSNH/+fI0dO1bV1dUaOHCgVq5cKUlaunSpcnNztWHDBt11111asGCBJKmiokKpqanasGGDZs2apZkzZ0qSNm7cqF27dqmqqkorVqzQzJkzW0s1AAAA7C3uhffw4cNasmSJJk2aJEnat2+fjh07psGDB0uSSkpKVF1drZaWFm3btk3Dhw9vMy5JmzdvVnHxiT1MR44cqddee00tLS3avHmzRo0aJUkaMmSIGhoatH//fm3ZskWFhYVyOBy67LLLlJ2drTfeeCPeHx0AAAAWiHvhnTt3rr71rW/pggsukCTV1tYqPT299fvp6emqqanRoUOH5PV65XQ624yffo7T6ZTX61VDQ8MZr3XgwAHV1tYqIyOj3TgAAADsL66F9/nnn1d2drZuuumm1rFwOCzDMFqPTdOUYRitX091+vGp5zgcjnbnnBw/03s4HNyvBwAA0B3E9dHCVVVVqqur0+23365PPvlEgUBAhmG03nQmSfX19crIyFCvXr109OhRhUIhJSUlqa6urnWWNiMjQ/X19crKylIwGJTf71daWpoyMzNVW1urSy65pM21srKyVFtb2+49AAAAYH9xneb8yU9+oldeeUWVlZWaOnWqhg4dqu9+97tKSUlp3TmhsrJSeXl5crlcys3NVVVVlSRp3bp1ysvLkyTl5+dr3bp1kk6U6NzcXLlcLuXn56uyslKStH37dqWkpKhv377Ky8vT+vXrFQqFtHfvXu3Zs0fXXHNNPD86AAAALBLXGd7PsnjxYs2ePVuNjY26+uqrNWHCBEnSvHnzNGPGDK1atUrZ2dl65plnJEnTpk3TjBkzVFRUpJ49e2rx4sWSpPHjx2vu3LkqKipScnKyFi1aJEkqKCjQW2+91XpD24IFC9SjRw8LPikAAADizbLCW1JSopKSEknSVVddpbVr17Z7TU5OjioqKtqNp6WlafXq1e3GU1JStHDhwnbjhmHoscce02OPPRaF5AAAAOhKuHMLAAAAtkbhBQAAgK1ReAEAAGBrFF4AAADYGoUXAAAAtpYQ25IBsE4gEFBVVZUa/n7I6igJ5/3337c6AmCpFSuWKTXV2+nrZGQ8G4U00eHz+Tp9jaamRk2ZMjUKaRAvFF4AAHBGqaleffxxsdUxEk529nqrI+AcUXiBbs7tdquwsFC/OPhzq6MknP79+1sdAQAQBazhBQAAgK1ReAEAAGBrFF4AAADYGoUXAAAAtkbhBQAAgK1ReAEAAGBrFF4AAADYGoUXAAAAtkbhBQAAgK1ReAEAAGBrFF4AAADYGoUXAAAAtkbhBQAAgK1ReAEAAGBrFF4AAADYmtPqAAAAnI9AIKCqqirV7mXu5nQ3v/++1RGAhMKfEgAAALA1ZngBAF2S2+1WYWGh9vx1itVREs5/9O9vdQQgoTDDCwAAAFtjhhddwrLl5fJ63FG51s8fLY7KdaLB5/N16vxGf0BTy0qjlAYAAHui8KJL8HrcKpjz/1kdI+FUP/k1qyMAAJDwWNIAAAAAW6PwAgAAwNYovAAAALA1Ci8AAABsjcILAAAAW6PwAgAAwNYovDbkaWmxOgIAAEDCoPDaTLbfrwk731OW3291FAAAgITAgydsxDBNDf3wI0nSf324T78acKVMw7A4FdB9BQIBVVVV6Z8N71kdJSG9//77VkcA0E0ww2sj19QflLslKEOSO9iigfUHrY4EAABgOWZ4bSK1pUU31NTIZZqSJFfY1I01NXo/LU1NLv5nBqzgdrtVWFiof/7iQ6ujJKT+/ftbHQFAN8EMr01cefgTGWbbMcOUrjx82JpAAAAACYLCaxP/TEuT+ely3eu2/F7Xbfm9TOPEOAAAQHdG4bWJJpdTf8nMVIthyOF2y+F268+ZmSxnAAAA3R6F10be7tNbAZdLhmHIMAy906e31ZEAAAAsR+G1EdMwtKlfTptjAACA7o6fd9vMxx6PTNM8+wsBAAC6CQqvDRnM7AIAALRiSYPNrCgvP+OvAQAAuitmeG0m1e1W/fpXJEl9ikdanAYAAMB6zPACAADA1ii8AAAA3ZzLbLE6QkxReAEAALoxbziga5vflzccsDpKzFB4AQAAuivT1GUt+yXpxFebbm1K4QUAAOimMkINcikoQ5JLQWWEGqyOFBMUXgAAgG7IaQZ1cahOSToxq5skUxeH6uQ0gxYniz4KLwAAQDfUO/SJDEn3//hV3f/jVyVJhqTeoSOW5ooFCi8AAEA3dDDpQpmSXD3ccvVwS5JMSQeTLrA0VyxQeAEAALqhoOHUR0nprcchGfooKV1Bw37PJbPfJwIAAEBEapN6yTAMSVKLnKpN6mVxotig8AIAgHYCgYCqqqp06NBRq6MknBtueN/qCNHzadmVpN2uvm2O7YQlDQAAAFCjw211hJhhhhcAALTjdrtVWFiojz9eZXWUhJOd3d/qCDhHzPACAADA1ii8AAAA3VR5efkZf203LGkAAADoptxut9577deSpAF5RRaniR1meG1kxfLlkqQ+xSPVp3hkmzEAAIDuihleG0n1eLT/hz9sM9Z34kSL0gAAgERWXn5iUuzUmd3y8uUqLS2zKlLMUHgBAAC6Ibfbo20v/LjN2JA7v2lRmthiSQMAAABsjcILAAAAW2NJgw2sWL5cqR6PpDOv2fX5fGry+zWlrGuuyTn5eMvGf71tdZSE8/77X7Q6AgCgiylfvlzuT3vDmZYw+Hw+Bfx+lXbR3nAmFF4bSPV4tPuJ+R2+5rIn5sUpDQAASGRuj0ebfvBkh68Z+uCcOKWJDwovEt7Jx1su+9NRq6MknP79ebwlAABnwxpeAAAA2BqFFwAAALZG4QUAAICtUXgBAABga9y0BgAAYGOnbkN2UiS7MPh8vtZfd/Vtyii8AAAANub2eFT51EOdusbts1dGKY01LFnSUF5erqKiIhUVFWnRokWSpK1bt6q4uFjDhg3TkiVLWl+7c+dOlZSUaPjw4Xr88ccVDAYlSfv379e4ceNUUFCgyZMny+/3S5KOHDmiiRMnasSIERo3bpzq6uokSc3NzZo+fbpGjBih0aNHa9euXXH+1AAAALBC3Avv1q1b9frrr+ull17SunXr9Pe//12vvPKKZs2apZUrV6qqqkrvvPOOtmzZIkmaPn265s6dq40bN8o0Ta1Zs0aSNH/+fI0dO1bV1dUaOHCgVq488S+PpUuXKjc3Vxs2bNBdd92lBQsWSJIqKiqUmpqqDRs2aNasWZo5c2a8PzoAAAAsEPfCm56erhkzZig5OVkul0tXXHGF9uzZo0svvVT9+vWT0+lUcXGxqqurtW/fPh07dkyDBw+WJJWUlKi6ulotLS3atm2bhg8f3mZckjZv3qzi4mJJ0siRI/Xaa6+ppaVFmzdv1qhRoyRJQ4YMUUNDg/bv3x/vjw8AAIA4i/sa3iuvvLL113v27NGGDRt07733Kj09vXU8IyNDNTU1qq2tbTOenp6umpoaHTp0SF6vV06ns824pDbnOJ1Oeb1eNTQ0nPFaBw4cUN++fWP6eWPhTIvPI3l0sJ0WnwMAAETKspvW/vnPf+rBBx/Ut7/9bSUlJWnPnj2t3zNNU4ZhKBwOyzCMduMnv57q9ONTz3E4HO3OOTneFbk9Hr334KROXWPAD1ZHKQ0AAEBis6Tx7dixQ1//+tf16KOPavTo0crKymq9uUyS6urqlJGR0W68vr5eGRkZ6tWrl44ePapQKNTm9dKJ2eH6+npJUjAYlN/vV1pamjIzM1VbW9vuWgAAALC3uM/wfvzxx5oyZYqWLFmim266SZJ07bXXavfu3dq7d68uvvhivfLKK7rzzjuVk5OjlJQU7dixQ1/84hdVWVmpvLw8uVwu5ebmqqqqSsXFxVq3bp3y8vIkSfn5+Vq3bp0mTZqkqqoq5ebmyuVyKT8/X5WVlcrNzdX27duVkpLSJZczAAAAnFS+fJncHu9ZXxeNbcVOXRp5JgF/o0rLpnb6fWIh7oX32Wef1fHjx/X000+3jt199916+umnVVZWpuPHjys/P18FBQWSpMWLF2v27NlqbGzU1VdfrQkTJkiS5s2bpxkzZmjVqlXKzs7WM888I0maNm2aZsyYoaKiIvXs2VOLFy+WJI0fP15z585VUVGRkpOTW7dDAwAA6KrcHq9+MW201TEkSfd+/yWrI3ymuBfe2bNna/bs2Wf83ssvv9xu7KqrrtLatWvbjefk5KiioqLdeFpamlavbr8+NSUlRQsXLjyPxAAAAOjKuuZdWwAAAECEKLwAAACwNQovAAAAbI3CCwAAAFuj8AIAAMDWKLwAAACwNcseLYwzK1+2TG7v2TeQjsajgc+6gXRjo0qnJuYG0gAAAJGi8CYYt9ert4pHWR1DkjRofft9kQEAALoaCi8AAECcLV+2TJ4IfqIbiUR6wtnZfnocCX9jo8qi/BNmCi8AAECcebxerRp3k9UxEtLkX/4p6tfkpjUAAADYGjO8AIAuq8l/VP/xxG6rYyScJv9RqyMACYXCCwDosqaUTYvKdXw+nz5aenNUrtVZFz/8uu677z6rYwC2wpIGAAAA2BqFFwAAALZG4QUAAICtsYYXgBoDjfrV+OesjpFwGgONnb6Gv9Gvab96MApp7Mff6Lc6AoBugsILQFNLO7/Bt8/n09SXSqOQpvOWjS5PmJt+yqaWReU6Pp9PP5n6q6hcq7O+sWxswvz+AkAkKLxRUr5smdxRemJKIj3St7NPTAk0Nqo0yk9LAQAAOBcU3ihxe73annu91TESTu72v1odAQAAdHPctAYAAABbo/ACAADA1ii8AAAAsDUKLwAAAGyNwgsAAABbY5cGAEC31+Rv1MUPv251DEknsgCILgovgKjwB/xaNrrc6hiSTmQBzsWUso73C/f5fDrw07s7/T5ZX3+Oh3YAFqDwAoiKstKzP1HM5/Ppyd/M7/R7zRk2j9IAAIgYhRcAugC/P6BvLBtrdQxJJ7IAQFdC4QWALqCsrPSsr/H5fHrhyfWdep875xQzew7Adii8AACcRZO/UVlffy4q1wEQfxReAADO4kw3tfl8PtWv++8Oz+tzx2JmzNFOIBBQVVWV3ms4bnWUhPT+++9H/ZoUXgBx4w/4NWfYvKhcBwCASFF40SU0+gOqfvJrVsdIOI1d7Oah03dy8Pl8Wr11ZYfnTPrSQ8yQAbAVt9utwsJC7f3lk1ZHSUj9+/eP+jUpvOgSpkZww04kfD6fJnyvczf1RMvPH+XmIAAA4oHCCwA2EfAHdOec4k5fAwDshsILADZRetpPQnw+n36zenOH5wybdAs/aThPTQG/+tyx+KyvAWA9Ci8Ay/gDfk360kNnfQ2QiKZ8uibd5/Pp8OalreNptzzMPyKABEPhBWCZU29i8/l8euGt51uP7xx0F6UBXUJTwK+0Wx5ucwwgsVB4o+Dkfnq7WpqtjpJw0mKwlx6AyAT8AQ2bdMtZX4POmVJaJp/Pp8a/rZV38JjWmV8AiYPCCwA2dXJNr8/n05/Xbm/zvRvH5DKDDqDboPBGwcn99LbPfcLqKAknFnvpwZ4CgYDuHHRXm2NERyAQ0I1jctuNAUB3QeEFkBBKS0v142d/LIfhUKApoNLS6Oy9jBO/tz6fT+9ueU+S9IX8Afz+RtnxJr+8g8fINMNWR4mqpqZGZWcnxt7liaSpqdHqCDhHFF4ACcNhOCRJpVMoY1FlWh3A3gyF9fencvWfC3bKMBwyFJYph9WxomLKlKmdvobP51Nt7f1RSNN5GRnPspSnm6LwAkg44QtDcnySZHUM2+gTzNTxwHF9IX+AJOlY4JjFiexliPcjeZOaTznep7829rMwEYDT2eOfoAC6PNMwFWgOyDRNtXy+WabBtGQ0OE2XskL9tPqbP5VpmjJNUyu/6ZPTZL4jGjyO4xqatlvJjrBMM6zwsaMamvaBPA527QESCYUXQEII5gT1zV/eJ8MwZLpMhXKCVkeyhbRQbxkyJEktx1rUcqxFhgylhfpYnMweBnpqZXy6ZuT43r/qX08PkiFpoKfG2mAA2uCf+AAsZyabCl3eIiVJL7y5VnJKwctblFTjlNFiWB2vSzucVK+s4MWSpFX3/0SSZMrU4aR6K2PZxjv+TH3lwg8kmTrw03sknVgy/Y4/09JcANqi8KJbafQH9PNHi62OIelEFpwQyvj3bO4Lb63993hmUM6PXFZEso2gEdSBpA+VFeqnJCUppJAOOD9U0GAGPRr84WRtOnxZ67KG5rBDmw5fLn842epoCaOpqVEZGc9aHUMSuyt0ZxRedCtTyzq++9/n8+nbvk2dfp9F9w3lTuBzkFTjVPDyljOOo/PqnTXqE86Sw3QoaLSoPokft0fTtsaLdX3PfbrIOKbGULK2NeZYHSmhRLLTg8/n08GDszr9Xr17f4c/e3FGrOEFYDmjxVDSBy7p5KRjUHJ+4GI5Q7QY0oeuDyRJH7p2Sfy2RpUph15u+LwkqbLh87bZkgywE6ZPACQE5z6nwhcHZSaZMpoNJe3jj6do8juO6t2UNxQ02s+ko/P+dTxNS/d/SUdDKVZHQRfhb2zU5F/+yeoYCcnfGP2lJ/yNAiAhGKYh185kNV93XK5/JMswmYaMNspubFF2cS7Kpnb+oR7SieUgv5g2OirX6qx7v/9Swi4pofACSBiOT5KUsrWHjGZ+JAwAiB4Kb5QEGhuVu/2vVsdIOIEY/FgC9kbZBbqfpia/evf+TlSuA5wJhTdKSqP4o4m3ikdF5VqdNWj9ywn7owkAgH1MmVLW5tjn8+nw4aUdnpOW9jB/RyFiTKUAAADA1pjhBU7h9we06L6hUbkOAOD8NDX5lZb28FlfA0SKwgucouwMD6bw+Xz63ot/+cxzHi25gR+rAUAUnbrEwefz6ejRX7Ue9+w5lj9zcc4ovAAAIGE1NQXUs+fYNsfAuaLwAgCAhDVlSqlWrChXcnKKHnjgAavjoIui8AJn4Q8E9GjJDR1+HwAQO1OmtF9uBpwLCm+CCTQ2atD6l62OIYk9dE8qKz3xB63P59MvNr3TOn7v0IGsIwMAoAug8CaYSPbz9fl8eu/BSZ16nwE/WE1ZO0eBQED3Dh3Y5hgAACQ+9uEFIlT66Uzvb9/Y3eYYAAAkNgovcA4CgSbddt1lCpum1VEAAECEWNLQBQX8fg34wepOXwPn7oFHHtcvVz8jh2FYHQUAAESIwtsFlZa1f+b47ifmd3jOZU/MY81uJ5kydPiia2SapgLHW2TKkCFmegEA1gn4G3Xv91+yOoakE1kSFYUXiJDfc4nCjmQZhqExTz6vnp5+8vr/ZXUsAEA3VloW2c3ulU891Kn3uX32yi49cUbhtYEmv1+XPTHvrK/B+Qs5knX0gv4yHU79YtM7Mh1OHb3gSqU2HVBSuNnqeAAAoAMUXhuY8ukShxXLlyvV42nzvSa/v/X7OH9NqdkyP123+4vf/12SZBqGmlKz5fXvtTIaAAA4C3ZpsJEf3H2Pgkf/vX7mOGU3alKbPpZx2s4MhmkqteljixIBAIBIMcNrE6ktLbqhpkZ/+8pQffGvf5Yk/d9Xhip1wAA1ufifubOSws3qeeT91mUNRjionkf+yXIGAEDCC/j9un32yk5foyujCdnElYc/kfHpBOSO62+UJBmGoSsPH9Zb6X0sTGYfHv+/5PdeopCRJEe4WR7/h1ZHAgDgrM60u9OmHzzZ4TlDH5zTpW9SOx2F1yb+mZamG2pqdOouWaZxYhzRYchU2qG3dbDP9Uo79DZbkgEAuqSA36+hD84562vshMJrE00up/6SmakbDtTIZZpqcRj6c2YmyxmiLKX5sDIPbFFS+LjVUQAAOC8nZ3zLy5fL7W57s3sg4Fdpqf3u/+GmNRt5u09vBVwumZICTpfe6dPb6ki2RNkFANjByWL73mu/1nuv/VqS9P8mjbUyUsxQeG3ENAxt6pcjSfpdv5zWbbQAAABO5zSDOh5o1IC8Ig3IK9LxQKMuDtXJaQatjhZ13arwrl+/XoWFhRo2bJh++ctfWh0nJj72ePTzzw/QgdP24wUAADhV79An+vEDw2SaYZlmWL4HbpMhqXfoiNXRoq7bLPCsqanRkiVL9OKLLyo5OVl33323brjhBvXv39/qaFHnd7msjgAAABLcwaQLlROq0+p7v9w6Zko6mHSBdaFipNvM8G7dulU33nij0tLS5Ha7NXz4cFVXV1sdCwAAwBJBw6mPktIV0oklkCEZ+igpXUHDfvOh3abw1tbWKj09vfU4IyNDNTU1FiYCAACwVm1SL7XIKVNSi5yqTepldaSY6DaFNxwOyzjlJi7TNNscAwAAdDuGod2uvpJ04qtNu1G3KbxZWVmqq6trPa6rq1NGRoaFiQAAAKzX6HDrzeT+anS4rY4SM92m8H7pS1/Sn/70JzU0NKipqUm/+c1vlJeXZ3UsAAAAy7UY9r7h3X6rkj9DZmamvvWtb2nChAlqaWnRmDFjNGjQIKtjAQAAIMa6TeGVpOLiYhUXF1sdAwAAAHHUbZY0AAAAoHui8AIAAMDWKLwAAACwNQovAAAAbI3CCwAAAFuj8AIAAMDWKLwAAACwNQovAAAAbI3CCwAAAFuj8AIAAMDWKLwAAACwNQovAAAAbI3CCwAAAFuj8AIAAMDWKLwAAACwNQovAAAAbM1pdYCu5KKLLrI6AgAAQLd1vl3MME3TjHIWAAAAIGGwpAEAAAC2RuEFAACArVF4AQAAYGsUXgAAANgahRcAAAC2RuEFAACArVF4AQAAYGsUXgAAANgahRcAAAC2RuGNgcbGRo0cOVIfffRR69gbb7yhr371qyoqKtIjjzyi5ubmdufNnDlT+/btO+f3e/755zVjxozW4/r6/7+9O4+rMf3/B/5KUdaRLUx9zAMfW2ayfBIfkRZpO+fUiRYkylSSZWjTlCXxqCyp0WdGGMNo+kiikcbSYqtsg8ouRTUSIlpPp3Pevz96dP+cOdWnDIPzvZ5/cd33de77fve+rq77uu779BweHh6wsrKCvb09rl279nYX8pHZvn07LC0tYWlpifDwcK48KysLPB4PpqamiIiIaLZue2P74MEDzJkzBwKBAPb29rh9+7bM9qqqKpiYmODixYtvdzEfoZbiu2rVKpiamkIgEEAgEODUqVNydZ2cnNp1rCtXrkAoFILH48HDwwOvXr2S2f7kyRNMmDBBpg196iIjI2FhYQFLS0vs2bOHK38f8W1y69YtjB49Wq5cEfMXAMLCwmT6wu3bt8PQ0JCLbWxsrFyd9vYNly5dgp6eHveZq1atktmuiLnr5OQES0tL7ppzcnJaLW9SWVmJxYsXt+tYBQUFcHJyAp/Ph6urq1zf0FJOf6zS09MhFAphbm6OkJAQrrwt7f5TlJiYKNMGPyrEvFPXr18nKysr0tbWpuLiYiIiqqyspMmTJ9Pt27eJiOibb76h2NhYubqGhoZcnbaoq6ujTZs20ZgxY8jPz48rX7lyJUVGRhIRUVFRERkbG1Ntbe1fuawPLjMzk+zt7UkkElF9fT3NmzePTp48SbW1tWRgYEBFRUUkFovJxcWFTp8+LVe/vbF1cHCgjIwMIiLKysoiHo8ns93X15d0dXXpwoULf+m6PhYtxZeIyMrKisrKylqtP2zYsHYdz8TEhO7fv09ERJs2baItW7Zw2yQSCbm4uNCYMWPa9TP7mF28eJEcHBxILBZTbW0tGRoa0oMHD4jo/cSXiKimpoYcHByarato+UvU2E719PRk+kJ3d3e6evVqq/Xa2zfs3r2bfvjhh2a3KWLuSqVS0tfXJ7FY3KbyNxUXF5OhoWG7jmVqakpnzpwhosa+ITw8nNveWk5/jIqKikhfX59KS0upvr6eHB0dud9PbWn3n6JDhw7JtMGPCZvhfcfi4+OxZs0a9OvXjyvLzMzEmDFjMGLECABAYGAgpk+fLlMvJiYGT58+hZubG16+fInr169j1qxZ4PP5cHZ2xqNHj+SOdfnyZUilUvj4+MiU3759G+bm5gAALS0t9OzZU26Wd/bs2cjMzAQAEBFMTU1RVlaG3NxcODo6wsbGBi4uLiguLgbQOKvRVG5sbIzU1FQAgL+/Pzw8PGBubo709HSEhYWBz+fD2toa27dv/yuhlNG3b1/4+/ujU6dO6NixI4YMGYLHjx8jNzcXgwYNgpaWFlRUVMDj8XD8+HGZum8T21mzZmHKlCkAgOHDh6O0tJTblpKSgq5du2L48OHNnuunFlug5fjW1tbi8ePHCAgIAI/HQ1RUFKRSqUzdplmLWbNmAQAyMjIgEAjA4/Hg6emJ58+fyx0vJSUFQ4cOhVgsRllZGXr06MFt27VrF/79739DXV1drp5UKoWRkREKCwsBADU1NTAwMIBIJMLZs2cxc+ZMWFtbw8vLCy9fvgQA/Pbbb7CzswOfz4eZmRmuXr0KoHF2ysvLCzNmzEBubi58fHxgbW0Na2trxMfHv4Oo/n8TJkzAvn37oKKigvLyckgkEnTp0uW9xRcAQkND4ezsLFeuiPlbUVGBiIgIeHh4yJTfuHEDO3bsAI/HQ3BwMEQikcz2t+kb8vLycP78eW514s2+QRFzt6CgAADg4uICPp+P/fv3t1r+ppCQEDx9+pSb5T106BCsrKzA4/Hg7++P6upqmf1v3ryJLl26YOrUqQAADw8PzJkzh9veUjkZgaAAABP2SURBVE4DjasWenp6qKqqAgCUlJTAwsICAHDkyBHY2NhAIBAgICCAy4P9+/dj1qxZsLKygo2NDXdNRkZGWL58OWbMmIHHjx/Dzc0NQqEQQqEQaWlpbY7dqVOnYGFhgf79+6Njx46IiIiAjo5Om9r9tm3bZFYs/f39kZKSgufPn8PT0xNCoRC2trbIysoCAJSVlcHV1RV2dnaYNm0aIiMjATTOuDo5OYHH42Hr1q04evQoBAIBhEIhli5dKtcmGhoaEBgYCHt7exgbG8PT0xN1dXUoKSmBtbU1fHx8YGVlBWdnZ1RUVHDxnTFjBmxtbXH69OlmY9Fc27pz5w54PB63T3p6OhYtWgSgsW3a2NiAz+cjPDwcRISSkhKYmZnB0dERCxYsaPPPgfNhx9uK681Zgx07dpCPjw8tX76c+Hw+rV27lurq6lqsIxKJyNDQkHJycoiIKCUlhYRCYYvH+vMdlbe3N0VERBAR0d27d0lHR4d+/fVXmToJCQnk4+NDRESXLl0iV1dXEolExOPx6I8//iAiorNnz5KzszMRES1ZsoTy8/OJqHEmxcrKioiI/Pz8uGOXlJSQhYUFETXeiS9btqzZ6/yrCgsLaeLEiVRYWEhHjx6llStXctsyMzNpwYIFcnXeNrZERGvWrCF/f38iIvrjjz/Izs6Oamtrae7cuc3OkH3KsSWSjW9RURF5enpSWVkZ1dTUkJOTEx04cECuTtOMy/Pnz0lfX5/L/Z07d9KSJUuaPc6dO3do0qRJNGXKFHr8+DEREeXl5dGCBQtIIpG0OPMWGRlJ27ZtIyKiw4cP0+rVq6m8vJz4fD5VVFQQEVFcXBwFBASQRCKhefPmUXl5ORERHTx4kNzd3YmIaO7cuRQVFUVEjTOwX3/9NRERPXnyhPv5vWuRkZGko6NDfn5+JJVK31t8U1NTydfXV6YukeLm75IlSygrK0umL6yqqqKFCxdSfn4+icViWrlyJW3dulWubnv7hqCgIDpx4gQREf3yyy9kb29PRIqbu1evXiUfHx96/fo1lZeXk6WlJZ0/f77F8je9OcN7584dMjExoRcvXhAR0dq1ayk0NFRm/2PHjtHChQtp1apVZG1tTStWrKCXL18SUcs5/SZfX186ePAgERF99913tGPHDrp37x45Ojpy+bZ582aKjo6myspKcnZ25lY/t23bRsHBwUTUmBOHDh0iIqLExERau3YtERHdunVL7pxbs3r1alq/fj25u7sTn8+nrVu3trndFxUVkaGhIUmlUqqpqSEDAwOqq6uj5cuXU2pqKhERlZWVkbGxMVVWVtKuXbsoMTGRiIhev35NY8eOpfLycjp06BBNnz6dm4k3MjKi58+fExFRaGgo3bp1S+a4ly5d4q5XIpHQ3Llz6fjx41RcXEzDhw+nmzdvEhGRl5cX7du3j548eUKTJ0+mZ8+ecausf57hba1t8Xg8unv3LhERrVixglJSUujMmTO0ZMkSamhoIIlEQitWrKAjR45QcXExDRs27K1XT9gM799AIpHg/PnzWLFiBRITE1FbW4uYmJgW93/48CF69OiBr776CgBgbm6OoqIiVFZWtul4q1atwqNHj8Dj8bBv3z7o6emhY8eOMvuYm5sjKysLNTU1OHz4MIRCIR4+fIji4mIsWrQIAoEAmzdv5mZxNm3ahPv37yM6Ohp79uyRuTNvOk8NDQ2oqqrCwcEB+/btg7e3N1RVVdsVq//l/v37cHFxga+vL7744gtIpVIoKSlx24lI5v9/1p7YEhHCwsKQk5ODgIAASKVSfPvttwgKCoKamlqLx/hUYwvIx1dLSwvR0dHo168fOnfuDCcnJ5w5c6bF+rm5ufjqq6+gqakJALC3t8eFCxea3Xf48OHIysqCp6cnvvnmG9TW1mLdunUICQlBhw4td01CoRDJyckAwMU3JycHpaWlmDdvHves5qNHj9ChQwdER0fj/PnziIyMxOHDh5uN7z//+U8UFhbC1dUVx48fh6+vb7tj1xZLly5FdnY2SktLER8f/17i++zZM3z//fcICgqSKVfU/D148CAGDBiASZMmyZR37doVO3fuxJAhQ6CiogIXF5dWY9vWviE4OBimpqYAAEdHR+Tn56OyslJhc3fs2LEIDw9H9+7d0atXL8ycORNnzpxpsbwlly9fhqGhITf73VzuNjQ0cCsGhw8fhpaWFkJDQ1vM6T+ztbVFUlISACA5ORkCgQAXL17Eo0ePYGdnB4FAgLS0NBQUFKBbt27YsmULjh07hi1btiAjIwM1NTXcZ+no6HDXn5qaCk9PT+Tl5bXrmWSJRILs7Gxs3LgRBw4cQG5uLndd/6vda2lp4fPPP8fly5dx4sQJGBgYQFVVFVlZWYiKioJAIMDXX3+NhoYGFBcXw9XVFQMGDMDu3buxYcMGiMVi1NbWAgBGjRoFFRUVAIChoSEcHR0RHh6OGTNmYOTIkTLH1dXVxezZsxEbG4sNGzbg4cOHXFx69+6NUaNGAWjMu1evXuHatWsYO3Ys+vTpw62y/llrbYvP5+PYsWOoq6vD5cuXYWRkhOzsbOTm5kIoFMLGxgY3btxAfn4+dw5N/V97sQHv36BPnz7Q0dGBlpYWlJWVYW5ujtzc3Bb3//PSBtA4+JJIJG06Xk1NDdavX4+jR48iJCQEJSUl+Mc//iGzT9Oy0YkTJ3DhwgUYGxtDKpVCU1MTSUlJSEpKQmJiIn755RcAjcucubm5GD16tNyyYdMvTxUVFRw8eBDLli1DRUUFHBwcuOW7d+H333/H/PnzsXLlStjY2AAA+vfvj2fPnnH7PHv2TOZxkj9ra2wbGhrg7e2NvLw87Nu3D927d0dBQQEKCgrw7bffQiAQ4MaNGwgMDJTrtD/F2ALNx/fu3bs4ceKETKyaOs7m/Dm+RISGhgaZMpFIxC17AwCfz8fdu3dx5coVlJeXc4OqpqXmpmXGJpqamhg4cCBOnjyJ8vJy6OjoQCKRYNy4cVx8ExISEBUVherqasycORMlJSXQ1dWVe/mrKb7q6uo4duwY5s6di8LCQtjY2OD169ftiF7rHjx4wL342LlzZ5iamuLu3bvvJb6nT59GRUUF99IlAAgEAty7d08h8zclJQWZmZkQCASIiopCeno6Nm7ciMePHyMhIUEmVu2JbVOdN/sGqVSK77//Xq6/uHjxosLm7pUrV5CdnS0TExUVlRbLW9KW3O3bty8GDRqEL7/8EgBgZWWF3NzcFnO66fGFJrq6unj69ClOnjwJTU1NaGhoQCKRwNzcnIvvwYMHsXr1apSWlsLe3h6VlZWYOnUqbGxsQETcZzXdkH3xxRf47bffwOPxcOXKFcycObPZXGlOnz59MGnSJPTq1QtqamowMTFBbm5um9u9ra0tkpOTkZycDKFQyMVx79693PXEx8dj2LBhCA0Nxc8//4yBAwdi0aJFUFdX567nzRvcwMBAREVF4bPPPoOPjw93g9AkLS0N3t7eUFNTg1AohK6uLvc5b96kKikpcRNMb8atuetorW3xeDycOHECGRkZ0NfXh6qqKiQSCZydnWV+Zk19S2s36/8LG/D+DfT19XHz5k3uWa+MjAxoa2vL7aesrAyJRILBgwejoqKCGxSnpKRg4MCB6NmzZ5uOt3//fvz3v/8FAJw9exYSiYR7fvhNtra2iIiIwJQpU6CqqorBgwfj1atXuHLlCoDG5628vb1RUVGBhw8fYtmyZZg6dSrS0tKaHXzfunULc+fOha6uLvz8/DBkyJB39kuttLQUixcvxubNm2FpacmV6+jooLCwEI8ePYJEIkFycjL3/Neb2hvbsLAwVFVV4ccff0T37t0BAEOHDsWZM2e4Rjh69GiEhIRg4sSJcsf7lGILtBxfIsLGjRvx6tUriMViHDhwQO75c6Axvg0NDdDR0UFOTg73hvqBAwegp6cns6+KigrWrVuHGzduAGh8TnHcuHGYMmUK0tPTufj269cPMTExGDx4sNzxbG1tERISAj6fD6AxD65fv87F5D//+Q/Cw8Px8OFDKCkpwcPDA3p6ejh16lSz8U1LS4OPjw+mTZuGwMBAdOnSRebZzL+qpKQEgYGBqK+vR319PdLS0jB+/Pj3Et9Zs2YhNTWViyMAJCUlYcSIEQqZv3v27EFycjKSkpKwdOlSGBkZISAgAGpqati0aROKi4tBRIiNjW0xtm3tGzp06IBTp05xg5UjR45AR0cHJiYmCpu7lZWVCA8Ph0gkQlVVFQ4fPozp06e3WP4mFRUVblA7YcIEpKenc899xsfHy+Xu2LFj8eLFC9y5cwdA4zOd2traLeZ0t27dZOorKSnB2toaISEh3ACxKXbl5eUgIqxduxZ79+5FXl4eBg0ahPnz5+PLL79Eampqs/Hdv38/vvvuO5ibm2PNmjV48eKF3EC7JYaGhjh//jxev34NiUSCc+fOQVtbu83t3szMDNnZ2Xj+/Dk34zxx4kTuZjM/Px88Hg+1tbXIzMyEq6srzM3NUVhYiLKyMrmBZkNDA0xNTaGurg53d3cIBAK5byDKzs6Gubk5bG1t0aNHD1y8eLHVybbx48fj+vXr3PFSUlLk9mmtbWloaGDAgAGIiYnh2sTEiRORlJSE6upqNDQ0YPHixTI3CG+r5dsx5p0ZMGAAgoOD4eHhAZFIhJEjR8LPz09uv2nTpsHNzQ27du1CREQE1q9fj9raWnz22Wctft1Wc9zc3LBy5UokJSWha9eu2L59e7PLbOPHj4eSkhJsbW0BAJ06dUJkZCQ2bNgAkUiEbt26ISwsDD179sTMmTNhaWkJFRUVTJw4EXV1dTLLP0DjssmYMWNgZWWFzp07Y9y4cc0OPt/G7t27IRKJEBoaypU5ODjA0dERoaGhWLJkCUQiEQwMDGBmZiZXvz2xffHiBWJjY6Gpqcm9KARA7k64NZ9SbIHW4+vm5gZHR0eus7SyspKrb2xsDIFAgMTERAQHB8PLywtisRgDBw7Ehg0bZPZVVlZGREQEVq9eDYlEAg0NDbl9/hdTU1MEBQVxsz19+/bFxo0bsXz5ckilUmhoaGDTpk3o0aMHRo4cCXNzcygpKUFfXx+///673OdNnToVJ0+ehKWlJVRVVcHn81t8qettGBgYIDc3F9bW1lBWVoapqSl3Y/Gu4/sufGr525xevXohODgYixYtglgsxrhx45p90aW9/W5YWBiCgoIQHR2NXr16yXyFX1t8arlraGiInJwcWFtbQyqVYvbs2Rg7diwAtFjepHfv3hg4cCCcnJzw888/w93dHU5OThCLxdDW1sa6detk9ldTU0N0dDQCAwNRW1uL/v37tzu+lpaW+PHHH2FiYgIAGDFiBLy8vODs7AypVIqRI0fCzc0NDQ0NiIuLg4WFBYgIurq6uH//vtznWVtbY8WKFeDxeFBWVoaPj4/MS7at0dHRwcKFCzF79myIxWJMnjwZtra26NChQ5vavZqaGsaMGYNhw4ZxZYGBgVi9ejX36EB4eDi6desGd3d3+Pr6Qk1NDf3798fo0aPlvhpPRUUFS5cuhYuLC1RVVdG7d2+ZPh9ovGH29vbGsWPH0LFjR4wbN67Vr9jr06cPAgMDMX/+fHTu3BlDhw6V26dTp06tti2BQICIiAhMmDABQONLg3fu3IGdnR0kEgmmTJkCGxubt/ra1jcp0Ztz0cz/GUSEe/fuwc/PD0eOHPnQp6NQWGzfLyLC2bNnERcXhx9++OFDn47CYfn7/rDcfb+kUini4uJQWFiIwMDAD306fwkRobq6Gvb29vjpp5/Qt2/fD31Knzw2w/t/1N69e7Fr1y7uq0uYd4fF9v3auHEjMjIysHPnzg99KgqJ5e/7w3L3/fLy8kJpaSl27979oU/lL8vLy8PChQuxePFiNth9R9gML8MwDMMwDKPQ2EtrDMMwDMMwjEJjA16GYRiGYRhGobEBL8MwDMMwDKPQ2ICXYRhGgYjFYujr62PhwoUf+lQYhmE+GmzAyzAMo0BOnTqFESNG4MaNG3jw4MGHPh2GYZiPAvuWBoZhGAXi5OQECwsL3L9/Hw0NDQgODgYAxMTEICEhAV27dsW//vUvpKWlIT09HfX19di8eTMuX74MiUSCUaNGITAwUO6vWDEMw3zK2AwvwzCMgsjPz8e1a9dgZmYGa2trJCUl4eXLlzh37hwSExORkJCAxMREVFdXc3ViYmKgrKyMxMRE/Prrr+jXrx82b978Aa+CYRjm3WN/eIJhGEZBxMXFwdDQEOrq6lBXV4empibi4+Px7NkzmJmZcX8Sdc6cObhw4QIA4PTp06isrERWVhaAxmeAe/fu/cGugWEY5n1gA16GYRgFUFNTg6SkJHTq1AlGRkYAgKqqKuzfvx+WlpZ48+k1ZWVl7t9SqRQBAQEwMDAAAFRXV0MkEv29J88wDPOesUcaGIZhFMDRo0fRs2dPnDt3Dunp6UhPT0dqaipqamqgra2NkydPorKyEgCQkJDA1dPX10dsbCzq6+shlUoRFBSErVu3fqjLYBiGeS/YgJdhGEYBxMXFYcGCBTKztz169ICTkxN++ukn2NnZwd7eHkKhEJWVlejcuTMAwNPTE59//jlsbGxgYWEBIoK/v/+HugyGYZj3gn1LA8MwjILLy8vDtWvXMG/ePADAnj17kJOTg23btn3gM2MYhvl7sAEvwzCMgquqqkJAQAAKCgqgpKSEAQMGYP369dDQ0PjQp8YwDPO3YANehmEYhmEYRqGxZ3gZhmEYhmEYhcYGvAzDMAzDMIxCYwNehmEYhmEYRqGxAS/DMAzDMAyj0NiAl2EYhmEYhlFobMDLMAzDMAzDKLT/B5pF97+eaHatAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.set(rc={\"axes.facecolor\":\"#616161\" , \"axes.grid\" : False})\n", + "plt.figure(figsize=(11,9))\n", + "sns.boxenplot(x=employment.Age , y = employment.Unemployed,palette=\"Set1\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 939, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.set(rc={\"axes.facecolor\":\"#a1c45a\" , \"axes.grid\" : False})\n", + "plt.figure(figsize=(11,9))\n", + "plt.gcf().text(.51, .84, \"Box Plot\", fontsize = 40, color='Black' ,ha='center', va='center')\n", + "sns.boxenplot(x=employment.Age , y = employment.Unemployed,palette=\"Set1\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 940, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Horizontal Boxen plot\n", + "sns.set_style(\"darkgrid\")\n", + "plt.figure(figsize=(10,9))\n", + "sns.boxenplot(x = employment.Unemployed ,y=employment.Age ,palette=\"Set1\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 801, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Show groups with different colors using \"hue\" (Nested grouping by two categorical variables)\n", + "plt.figure(figsize=(11,9))\n", + "sns.boxenplot(x=employment.Age , y = employment.Unemployed, hue=employment.Gender, palette=\"Set2\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 802, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Facet along the columns to show a categorical variable using \"col\" parameter\n", + "plt.figure(figsize=(11,9))\n", + "sns.catplot(x=\"Age\" , y = \"Unemployed\", col=\"Gender\", kind=\"boxen\",palette=\"Set2\" , height=8, aspect=1 ,data=employment)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 803, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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genderrace/ethnicityparental level of educationlunchtest preparation coursemath scorereading scorewriting score
0femalegroup Bbachelor's degreestandardnone727274
1femalegroup Csome collegestandardcompleted699088
2femalegroup Bmaster's degreestandardnone909593
3malegroup Aassociate's degreefree/reducednone475744
4malegroup Csome collegestandardnone767875
\n", + "
" + ], + "text/plain": [ + " gender race/ethnicity parental level of education lunch \\\n", + "0 female group B bachelor's degree standard \n", + "1 female group C some college standard \n", + "2 female group B master's degree standard \n", + "3 male group A associate's degree free/reduced \n", + "4 male group C some college standard \n", + "\n", + " test preparation course math score reading score writing score \n", + "0 none 72 72 74 \n", + "1 completed 69 90 88 \n", + "2 none 90 95 93 \n", + "3 none 47 57 44 \n", + "4 none 76 78 75 " + ] + }, + "execution_count": 803, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "stdperf.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 804, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Facet along the columns to show a categorical variable using \"col\" parameter\n", + "plt.figure(figsize=(11,9))\n", + "sns.catplot(x=\"parental level of education\" , y = \"math score\", hue= \"test preparation course\",\n", + " col=\"lunch\", kind=\"boxen\",palette=\"Set2\" , height=8, aspect=1 ,data=stdperf)\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}