{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Regression Plots\n", "\n", "Seaborn has many built-in capabilities for regression plots, however we won't really discuss regression until the machine learning section of the course, so we will only cover the **lmplot()** function for now.\n", "\n", "**lmplot** allows you to display linear models, but it also conveniently allows you to split up those plots based off of features, as well as coloring the hue based off of features.\n", "\n", "Let's explore how this works:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import seaborn as sns\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "tips = sns.load_dataset('tips')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
total_billtipsexsmokerdaytimesize
016.991.01FemaleNoSunDinner2
110.341.66MaleNoSunDinner3
221.013.50MaleNoSunDinner3
323.683.31MaleNoSunDinner2
424.593.61FemaleNoSunDinner4
\n", "
" ], "text/plain": [ " total_bill tip sex smoker day time size\n", "0 16.99 1.01 Female No Sun Dinner 2\n", "1 10.34 1.66 Male No Sun Dinner 3\n", "2 21.01 3.50 Male No Sun Dinner 3\n", "3 23.68 3.31 Male No Sun Dinner 2\n", "4 24.59 3.61 Female No Sun Dinner 4" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tips.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## lmplot()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.lmplot(x='total_bill',y='tip',data=tips)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaUAAAFgCAYAAAAb92apAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdeZxcVZn4/8+599bW1dVLku4kJCGLEAJkYYkQGAkRRVEQXFDAjUUg4BZ1mFFnHHQY/TnO8BtBRiGADrgMi4AQRUAEQ3RIgAAJIZCwhOyd3qu69qp77/n+cas73enupJfqrurO8369eHVyu6rvU92knj7nPOc5SmuNEEIIUQ6MUgcghBBCdJKkJIQQomxIUhJCCFE2JCkJIYQoG5KUhBBClA2r1AEMxDnnnKMff/zxUochhBCDoUodwFg0JkZKLS0tpQ5BCCHEKBgTSUkIIcThQZKSEEKIsiFJSQghRNmQpCSEEKJsSFISQghRNiQpCSGEKBuSlIQQQpQNSUpCCCHKhiQlIYQQZWPE2gwppX4BnAc0aa3nF65NAO4DZgHbgU9prdtHKgYhhOi0eksTK9dsY1d7ihm1FSxfOodl8+pLHZY4wEiOlO4Czjng2reAp7TWRwNPFf4uhBAjavWWJq5ftZmmeIaakI+meIbrV21m9ZamUocmDjBiSUlrvQZoO+DyBcDdhT/fDXx0pO4vhBCdVq7Zhs9UVPgtlPI++kzFyjXbSh2aOMBorylN1lo3FP68D5jc3wOVUlcrpdYrpdY3NzePTnRCiHFpV3uKkM/scS3kM9ndnipRRKI/JSt00FprQB/k87drrRdrrRfX1dWNYmRCiPFmRm0F6bzT41o67zC9tqJEEYn+jHZSalRKTQUofJQJXSHEiFu+dA55R5PK2Wjtfcw7muVL55Q6NHGA0U5Kq4BLC3++FHhklO8vhDgMLZtXzw3nH099JEgsnac+EuSG84+X6rsypLxZtBH4wkrdAywDJgGNwHeBh4H7gSOBHXgl4QcWQ/SyePFivX79+hGJUwghRoicPDsEI7ZPSWt9ST+fet9I3VMIIcTYJh0dhBBClA1JSkIIIcqGJCUhhBBlQ5KSEEKIsiFJSQghRNmQpCSEEKJsSFISQghRNiQpCSGEKBuSlIQQQpQNSUpCCCHKhiQlIYQQZUOSkhBCiLIhSUkIIUTZkKQkhBCibEhSEkIIUTYkKQkhhCgbkpSEEEKUDUlKQgghyoYkJSGEEGVDkpIQQoiyYZU6ACGEGKzVW5pYuWYbu9pTzKitYPnSOSybV1/qsEQRyEhJCDGmrN7SxPWrNtMUz1AT8tEUz3D9qs2s3tJU6tBEEUhSEkKMKSvXbMNnKir8Fkp5H32mYuWabaUOTRSBJCUhxJiyqz1FyGf2uBbymexuT5UoIlFMkpSEEGPKjNoK0nmnx7V03mF6bUWJIhLFJElJCDGmLF86h7yjSeVstPY+5h3N8qVzSh2aKAJJSkKIMWXZvHpuOP946iNBYuk89ZEgN5x/vFTfjRNSEi6EGHOWzauXJDROyUhJCCFE2ZCkJIQQomxIUhJCCFE2JCkJIYQoG5KUhBBClA1JSkIIIcqGJCUhhBBlQ5KSEEKIsiFJSQghRNmQpCSEEKJsSFISQghRNiQpCSGEKBuSlIQQQpQNSUpCCCHKhiQlIYQQZUOSkhBCiLIhSUkIIUTZkKQkhBCibEhSEkIIUTYkKQkhhCgbJUlKSqmvK6U2K6VeVUrdo5QKliIOIYQQ5WXUk5JSahrwVWCx1no+YAIXj3YcQgghyk+ppu8sIKSUsoAKYG+J4hBCCFFGRj0paa33ADcCO4EGIKa1/tNoxyGEEKL8lGL6rha4AJgNHAGElVKf7eNxVyul1iul1jc3N492mEIIIUqgFNN37wfe0Vo3a63zwEPA6Qc+SGt9u9Z6sdZ6cV1d3agHKYQQQ5ZLlTqCMasUSWknsEQpVaGUUsD7gNdLEIcQQhRfshU6ZJl8qKzRvqHW+jml1APAS4ANvAzcPtpxCCFEUTk2JPZBPlPqSMa0UU9KAFrr7wLfLcW9hRCi6LIJSDaB65Y6kjGvJElJCCHGBa0h2QKZWKkjGTckKQkhxFDYOW+6zs6VOpJxRZKSEEIMVqYDks3eSEkUlSQlIYQYKNf11o6yiVJHMm5JUhLiMLV6SxMr12xjV3uKGbUVLF86h2Xz6ksdVllJZm1crYkEfV5VXWKfV2UnRowcXSHEYWj1liauX7WZpniGmpCPpniG61dtZvWWplKHVha01rQmsjR2ZLyCunQ7dOyRhDQKJCkJcRhauWYbPlNR4bdQyvvoMxUr12wrdWgll3dc9sYyxNJ5cB1UvMHbECvrR6NCpu+EOAztak9RE/L1uBbymexuP7zb46RyNs3xLI6rUfk0ZqoJFTTA9B36yaIoZKQkxGFoRm0F6bzT41o67zC9tqJEEZVeWzLHvlgGx9UY6Tas5F6Ulum60SZJSYjD0PKlc8g7mlTORmvvY97RLF86p9ShjTrbcdkbTRNN5cC1MeN7MLPtpQ7rsCXTd0IchpbNq+cGvLWl3e0pph+m1XfpnENzPIvtuqhcEjPdjNLOoZ8oRowkJSEOU8vm1R92Sai79mSO9lQOtMZIt2LmpFVQOZCkJIQ4rNiOS3MiSzrngJPDSjah3GypwxIFkpSEEIeNdM6hKe4VM6hcHDPVgkI6e5cTSUpCiMNCWzLnFTNoFzPVgpGPlzok0QdJSkKIcc12XJriWTJ5B2VnvL1Hbr7UYYl+SFISQoxb3TfDGpkoRqYNhXRmKGeSlIQQ447WmrZkrqtVkJlqwrAP724VY4UkJSHEuJIvTNdl8w7KTmMmm6QzwxgiSUkIMW4ks950nas1RqYNMyOdGcYaSUpCiDFPa01rMkdHOu+1Cko2YjiZUoclhkCSkhBiTMs7Lo0dGXK2i8qnvOo6aRU0ZklSEkKMWYmsTUs8i+u60iponJCkJIQYc7TWtCRyxDN5aRU0zkhSEkKMKTnbpSlemK6TVkHjjiQlIcSYEc/kaU3kcF1HWgWNU5KUhBBlT2tNcyJLImODky1M1+VKHZYYAZKUhBBlLWd71XV5x8XIxjDSrdIqaByTpCSEKFsdhek67diY6WaMfBKAV3bFeHRTA02JLPWVAc5dMJWFM6pLHK0oBklKQpSZ1VuaWLlmG7vaU8w4TI8pd11NS9KbrlN22puuK7QKemVXjLvX7sAyoNJvEk3luHvtDi5lpiSmccAodQBCiP1Wb2ni+lWbaYpnqAn5aIpnuH7VZlZvaSp1aKMmazvsiaZJZGyMTBtWYm+P3nWPbmrAMiBgmSgUAcvEMrzrYuyTpCREGVm5Zhs+U1Hht1DK++gzFSvXbCt1aKMils6zN5ohn89hJvb22buuKZHFb/V86/JbBs0J2ac0HkhSEqKM7GpPEfKZPa6FfCa728f3sQuuq2nqyNCayEIuiRXfjWGn+3xsfWWAnN1zX1LOdqmrDIxGqGKESVISoozMqK0gne/Zty2dd5heW1GiiEZeJt85XZfHSLVgJRsO2rvu3AVTsV1vmk+jydoOtutdLzbH1TzyepyMLZtzR4skJSHKyPKlc8g7mlTORmvvY97RLF86p9ShjYhYOk9DLEM+l8aK7xlQ77qFM6q59LSZ1FT4SeYcair8XHpa8YscXmnMctWqJr7zVDN3rh/EERhaw1tPFjWWw4lU34kxYdQq0t54Ep69GaI7oGYmnL4C5p5d/Pv0Y9m8em7AW1va3Z5i+jitvnNdbzNsMmtjZKKYgzymfOGM6hGrtGtJOdz6fIw/vb1/yrQpMcBDAne/AM/eAk2bYcm1IxLfeKe0Lv9NaIsXL9br168vdRiiRDor0nymIuQzSecd8o7mhvOPL+6b9RtPwmPXgeEHXwjyaXBz8KEbRzUxjXeZvENzPOsVM6Sa+l07Gm15R/PbzQnu2tBBOu+9L86b5OM7y+p4z6zIwZ/c8iY8+xPY+ez+a9+LqREMd9ySkZIoe90r0gAq/BapnM3KNduKm5SevdlLSP7C+o2/AnKF65KUiiKWytOWykE2gZVuLptzj57bneEn66LsjHkjopqgwfLF1Xx4bgUTKg5SQNHRAM/dClv/CJ0jvSmL4O++OvJBj1OSlETZ29Weoibk63FtRCrSojsgWNvzmi8E0Z3Fvc9hyHE1zfEsqWwOM92KkesodUgA7I3b3LIuyt92eqfUmgo+dmwlV5xURSRwkCX3dBRe/AW8cj+4ee9a7Sw47Ssw+0xQMkgaKklKouzNqK2gKZ7pGinBCFWk1cyEeOP+kRJ4U3g1Rxb3PoeZTN6hqSOLk0thpZpQnW/ipYzJdvn1xjj3bIqTKwzWTpwaYMWSGt41wdf/E+0MbLwHXrwLcgnvWrgOTlkOx34EDHlLHS75Doqyt3zpHK5ftZlUzu6xplT0irTTV3hrSjl6rimdvqK49zmMRFM52pI5jEwbZiZa8kaqWmtWb0/z0+diNCa9bFQfNvnSKdW8d3YI1d8Ix7Vhyx/guZWQLHTX8Ifh5Mth4cXe/y+iKCQpibI3ahVpc88GbixU3+30RkijXH03XjiupimeIZ3OeMUMTqbUIfFOe56b1kZ5qcHr/OAz4JIFET67KELI189UndaYO9bAi7dBW6GrhuGDBZ+CxVdAqGaUoj98SPWdEKKouqbrMrGyOBU2kXP5xUsdPPRaAqfwdnf6jCBfWVLD9Kr+fy/3N2+i5uWVBJpfKVxRcMyH4dRroWoAG3UnHSULS0MgIyUhRNFEUzna4mnMdDNW4ZiJUnG15rE3U6x8IUZ7xkuM06ssvrqkmtNm9D/dZsW2U73hdip2/23/xZl/B6d9GSbNHemwD3uSlIQQw9ZZXZdOdmClmnt09S6F15tz3LQ2ymvN3um0IUvx+RMifGp+BL/Z9wDGSLVQvel/CL/9KEp7SSw3YR72kq9QMWfJqMV+uJOkJIQYlkzeoSmWwU02Yw2gTdBIak87rFwf449vpLpKKt4/J8QXT6mhLmz2+RyVS1D12j1Ubrkfw/HWm/KV04idcBXpI99LzcH2KYmik6QkhBiyWCpPWzyOmWjCdEt3dITtah5+PcHPX+ogkfPS0VETfHzttBoWTeknqTg5Kt98mKpXf4WZ9ZKpE6ihY8FlJI76CJgHKQ0XI0aSkhBi0Dp716VjLYPuW1dsL+3NcPO6KNvavSnDiF9x5cnVnD8vjGX0MVWnXSq2/5nqjXdiJfcB4Foh4sdeRPzYi9G+8duRfSyQpCSEGJSs7dAUTeLG92GWsG9dY8LmZ8/HePodLwYFnD8vzJUnV1ET7GOqTmuCDS9QvWEl/vY3vUvKJHHUR+hYcBluaMIoRi/6U5KkpJSqAe4E5uM1jLpCa722FLEIMVpGrdP5COrI5Glra8dINWGUqG9d1tbc92qcX26Iky3UeM+v9/O102o4ZpK/z+f4WrdS8/KtBBtf6rqWOvK9xBZdiV01Y1TiFgNTqpHSzcDjWusLlVJ+QMbLYlzr3um8JuSjKZ7h+lWbuQHGRGJyXU1LPE062ohZor51Wmue3eU1Tt0b9xLihJDBte+u5gNHVWD00Y3BjO+hZuMdVOx4uutaZvKJxE5YTm7ScaMWuxi4UU9KSqlqYClwGYDWOofX2EWIslSMEc6odTofAVnboaktho7vwyhR37qdsTy3rIuxbvf+xqmfPL6Sy06sIuzv3Y3ByLRT9eovqXzzEZTrrTXlauYQO+EaMkecKg1Ty1gpRkqzgWbgf5RSi4AXgRVa6x477ZRSVwNXAxx5pDTEFKVRrBHOqHU6L7J4Jk9b8z5Upr0kxQypvMsvN8S579U4nSeSv3ua1zh1Zk3v6jiVTxHZ8lsir/1v1zlNdsVkYou+QGrW2WD0XRYuykcpkpIFnAR8RWv9nFLqZuBbwL90f5DW+nbgdvDaDI16lGJMGan1mmKNcEat03mRaK1pjiVIt+0tSd86rTV/3pbmZ89HaUl52WhqpcmXT63hjJnB3o1TXZvwW3+getNdmJk2ABx/hPj8zxGf+zEwZa/RWFGKpLQb2K21fq7w9wfwkpIQQzKS6zXFGuGMWqfzIsjZLs0tzTjxJowS9K17q9XrxrCx0ZvV95vw2YVVfHphhIB1QDLSmtCuZ6jecAe++C4AXNNP4phP0nH8p9H+Q5wYK8rOqCclrfU+pdQupdQxWuutwPuA10Y7DjF+jOR6TbFGOKPW6XyYEuks7Y27IZ9gtFddOrIud74Y45EtSdzC3MiZs0J8+ZRqpkR6v1UFGjdQ/fKtBFpfB0Arg+Scc+hYeAVORXl9X8XAlar67ivAbwqVd9uAy0sUhxgHRnK9ppgjnGXz6ssuCXXSWtPSHiXdtnfU+9Y5ruYPbyS5Y30Hsaw3MptZY/G1JTUsnhbs9Xhf+9tUb7id0N79u0jS004nesJy7JrZoxa3GBklSUpa6w3A4lLcW4w/I7leM1ZGOMORtx2aG/fgpNpHfXS0qTHLTWujvNHqVfWFfYrLTqziwuMre3VjMJONVL/ycyq2PdFVdJGddDzRE68hV79olCMXI0U6Oogxb6TXa8p5hDNcyWSStsbdMMrFDC0ph9teiPHEW/tHs+ccXcE1i6uZWNGzQs7IdhDZ/GsiWx9Cud46U77qSGInXE16+hlS3j3OSFISY0Z/FXaHw2im2LTWtLc2kWhvHNVS77yjeeC1BHe93EEq7933mEk+vrakhvmTe1bIKTtL5dYHqXrt1xi5BABOaCKxBZeTfNeHwZC3r/FIfqpiTDhUhV2pRjNjsXWQnc/RvG8XdmZ0ixme3+01Tt0Z89asqoMGV59cxblzw5jdp+pch/A7T1D1ys+xUs3eJV+YjuM+TWLehWir/wP6xNgnSUmMCeXYEWEstg5KJaK0N+3BdUavmGFv3Oa/n4vy1x3eFKGh4KPHhrnypGoigW7dGLQmuGctNRtW4ou9410yLBJHf5SO+Z/HDdaMWsyidCQpiTGhHDsilGOi7I92XaIte0nEWkftnhnb5TevxPnfV+LkCr1bF03xGqceNaFn41R/y2aqX76NYNPGrmvJWWcTW/QFnMojRi1mUXqSlMSYUI4dEcoxUfYll83Qum8Hdm50ihm01qzZkeGWdVEak142qqsw+eIp1bxvTqhHNwarYyfVG26nYtearmvpqe8mdsJy8hPmjkq8orxIUhJjQjl2RCjHRHmgjlgbsea9MErHTGyP5rl5bZT1e71TaH0GXLQgwucWRajw7Z+qM9ItVL9yF+G3H0UVYstNmEv0hGvITpXdIoczSUpiTCjHCrtyTJSdHMeltXE32WT7qNwvkXP5n5c6ePC1BIUjjjhtRpCvLqlhetX+txmVTxJ57R4ir9/f1VPPrjyC6KKrSM98L6jeHb9LKeS3CPikietoUlqXf6/TxYsX6/Xr15c6DCF66ay+K5dECZBMpWhv3Im2syN+L1drHn8zxcr1MdrSXjeG6VUWXzm1mtOP7FYl5+SpfPMRql69GzMb8y4FqulYcBmJo84Hs3fH71IxlCIc8FEZMLGMYSTJSUfJBqohkJGSEMNQThtrXVfT1tpMKrpvVPYebWn2GqdubvY2tIYsxedPiPCp+RH8ZuH9WLtU7Hia6o13YCUavDjNIPFjLyJ+3MVoX3jE4xwov2USDpiE/RZq1HtbiE6SlIQYBzLZHG2Nu3CyI7/3qD3tcPv6Dh59I9mV+t4/J8S1p1RTH97/lhJoWE/Nhtvwt70BgFYmyaPOI7bgMtzQxBGOcqAUFX6TyoBFwJJpunIgSUmIMS4WbaejdS+4I7v3yHY1D7+e5OcvxUjkvHQ0p9bH106r4cSp+7sx+NreoObl2wju2z/lnpqxlNgJV2NXlceBnaYyqAxahAMWprQpKiuSlIQYoxzHobVxz6gUM7zc4DVO3dbuNU6t9Cu+cFI1Hz023NU41UzspXrjnYS3/7nreZn6RcROvIbcpONHPMaBCPhMKv1Wj4pJUV7kJyPEGJRNJ2jdtxtnhIsZmpI2P30uxtPveEeLK+C8Y8JcdXIVtSFvusvIRKl69ZdUvvkwqjBay1XPJnbiNWSOWFLyhqkKRUXAojJg4TfLq7pP9CZJSYhy9caT8OzNEN0BNTPh9BVw9PtJtO+jvbUZRrCYIedo7t0U51cb42Rs7z7H13ndGObVed0YlJ0m8vr9RF67B8P2NgzbFXXEFl5JavYHwCjtGo1lFKbo/BaGTNGNGQNKSkqpk4D34P0r+D+t9UsjGtU4MRabdY5HRf859JUs5p5dvIA77/HIFyEb99aKEs3oh68lsfRfiE48obj3OsD/7Uxzy7ooe+LeptYJIYNr3l3NB4+q8N7cXZvw23+ketP/YKa9tkWuv5KO4z9H/JiPgxk42JcfcSG/RaXfIljK/UVWab8HY9kh9ykppa4HPgk8VLj0UeC3Wuvvj3BsXcbiPqXuzTq7b6y84fzjJTGNoqL/HN54Eh67Dgw/+EKQT4Obgw/dWNzE9LPToWUrKBOUQrsuaIdc1UyazrurePfpZlcsz0/WxVi329vUair45PGVXHZiFWG/AVoT2rWG6o134OvYCYA2/MSP+QQdx38WHYiMSFwDoVCEAxaVQQvfcPYWDYdhQqAKAhGw/F5YYtAGMlL6DLBIa50BUEr9O7ABGLWkNBaNpWad41nRfw7P3gyGn7jrp7k1Rc52qTQcwn++kdpiJqW2t/YnJDRaKcDAF99VvHsUpPIuv9wQ5/5X4+S9/a8sPiLAitNqmFXjbWr1N22k5uXbCLRsBkCjSM05h9jCK3DCk4se00CVfIpOKfBXeonIXx7tpZRSYeB+YDpgAv8GvAX8F1AJtACXASngeeB8rfVWpdQ9wNNa6ztKEXengSSlvUAQ6OzmGAD2jFhE48RYadY53hX95xDdQZwIezrSKMA0FEnXh9G8jY1bmor3C4cGXBdtGPtXjjRF/d1ba81T29L87PkYzSlvqm5KpcmXT61h6cwgSims6DvUbFhJaM+zXc9LTzud2KKryNe+q3jBDFLQZ1EZMAn5SrQs7gsVElEllGpk1r9zgL1a63MBlFLVwGPABVrrZqXURcAPtNZXKKW+DNyllLoZqC11QoKBJaUYsFkp9STeP4uzgeeVUj8B0Fp/dQTjG7PGQrPOUjnUGs+w14C6rfnc5tTy69QFbA6f2vXprp/DUNaGamYS27Udhb/rN/OQytGoJneNvg4W/4Bem+uga2dC69tojdcPznVQ2kZjMenJFcSPu4TstCUD/54c4K02rxvDxn1eNwa/CZ9ZGOHTCyMELQMz1UTVK78gvO1xlPaGT2+qmfwhfCFz37WMhbXVvb5mYM86Iq/dg5VswA5PHXaMB+qsotuyN8ZvX9rDvliaKdUhLl48g1PnjMJmXNPnJaJAFZhlXSO2Cfj/lVI/Av4AtAPzgScLHdpNoAFAa/2kUuqTwE+BRaUJt6eBrClderDPa63vLmpEfZA1pfHjUN+XYX/fDljzSSYTRBMJbgks59WKU7q+3i2LW1i06fuDXxt640n2/O+XcAwfWQIEyOLD5taKa/iLs4h/u2B+v/EDh35tuRR2rIH41r8Q+dv3UbkkhmsDLmCQD08Bw0K5edrf/fVBv+l3ZF1+/mKMh7ckcQv/9JfODPLlU2uYGrFQ2ThVr/2ayq0PYjhewtpLPfdZH2Gj/yRyjsZ24dLTZrJwxv7EFNizjtoXfow2fGAFwc4MOcYDWYZBZcDb6PrCO23c/PSb+ExFwDLJ2t73cMVZR49MYjIM8Ee8ZOQLDvbZJVtTUkpNAD4MXAU8DZyjtT6tj8cZwDPALODDWutNoxlnX6Qh6wgqx2adpXbJ7et6jSBTOZv6SJB7rl5yyM8f0l3nQbyxx/x+MhHnnWwl15rf2/9zWHdFr8eRS0FkMlz2h4Pe4t9/cgsfjN3HVN1EozGZh4Kf4G/qBOoj3ptWf/Ef7HP3XHUqpNpIxZppT+Vwte4aeQRaXgVlYAcnedNFAHYaJzSRlrNvPvT3BHBczaNvJLl9fQexrDfymVltseK0Gt49LQhOlsgbvyPy6q8wc3HvOcEJ3Gd8iMfsU7B8+w/ly9oONRV+vv3heV3XJj25wqvE635U+SBjPJDfMokEem50/fr9G2hLZgl2m7bL5G0mhAP8+FNFqkpUCnwVhem58HD2WZUkKSmljgDatNYZpdR5wBeBucDntNZrlVI+YK7WerNS6u+BY4BfAT8GTtNa50sRd6d+x6BKqfu11p9SSm2ijw0RWuuFIxrZOFBOzTrLxaHWeIa9BhTdAcHaHpfC4Urmm1H++rWz9l98vPfj8IUguvOQt1jygYtYsWp+rxHP8qVz+M4jr/Ybv4Y+P9fQFseN7ibaESeZ2/9+kJ22hOy0JUx5+FNofxU93uOsIFay4ZCxArzamOWmdVG2tnhfu8KnuPzEKj5xXCU+5VKx7TGqN/4cK9UEgGtVED/uEuLzPslDv3uTSn/P0mq/ZdCc6Llp10o2FGLsfnHgMe7n9aKLBC38Zu+S7n2xNJFgz+9hwDJpjKUHeZ8+WIHC9Fyk5HushmkB8J9KKRfIA9cCNvCTwvqSBdyklLKBK4FTtNZxpdQa4DvAd0sUN3DwNaUVhY+vA//Q7boC/mPEIhLj2qHW2oa9Flczs/cIKJ+GmiOH9rg+HOxspxlrDh7/gZ/TuSQLK5M0tkWxXbfP+9nhqX2MQjLY4akHjbM15XDbCzEef2t/Qj/nqAqueXc1E0MGwb3rqN6wEn90mxeLYZE4+gI65l+KG6wBoL4yQDSV69GsNGe71FX23Icz1Bg7DbQX3ZTqUK+RUtZ2mFwd6vc5B2WY+9eJLP+hHz8GaK2fAJ7o41NL+7h2bLfnfWPEghqEfstGtNadv+IcpbXe0e2/7cC8/p4nxMEsXzqHvKNJ5Wy09j52PxjvUJ8/pNNXeGtDuRRo7X10c971oTyuH8vm1XPP1Uv46zfP4p6rl3SNiA8W/4GfszJtRHLNfPC4un4TEkD8uEtQbh7sNKDBTqPcPPHjLunz8bbrdWP49AP7uhLS3Ik+bj2vjn8+cwJTU1upe+pr1K3+ZldCSs58Pw3n/Zro4hVdCQng3AVTsV3vjSo8/esAACAASURBVF+jydoOtutdH06MnfyWyYRwgKk1QaqCvkM2R7148QzyjiaT976Hmbz3/b148YyDPq8HpSBQCVVHwITZEJ40bhLSeNDvmpJS6lq8ucg5wNvdPhXB6+rw2ZEPzzNW15RE3w611jbstbiuqrqd3sinv6q6gT6uiK9v9ZYm7njmTdJtu5kahg/Pn9qjYKA/A61sW78nw03rouyIej3oqgMGVy+u4ty5YQKJ3VRvvIOKnau7Hp+ZspjoicvJTzim33u/sivGo5saaE5kqasMcO6CvmMeePXd8I6LeG5bK/eu30VjLM3kwVTf+YKFdaLIaJVxy+bZIThYUqoGaoEfAt/q9qm41rptFGLrIklJjBu5FNnoXlo70ji6/9HRYDXEbf77uShrdnjbCQ0FF8wLc+XJ1dS4Uao33UX4rd+jtLcfKVd7NNETryE79d1Fi+FQSnJchGnt77Iw+qfbSlIagn7XlLTWMbw9SgcffwshBibZSiLWRHsyT7GaqWZtzW9e6eA3r8TJefmGRZO9xqlHV9lEXr+LyOv3YdheIYAdnkJs0VWkZr3P2//UTeeIqCmRpf4gI6LBGvXjIpTaX7DgG+JakyiZst4BJsRQlF0jXMdGxxtoj/WsrhsOrTV/3ZHhluei7Et42WhShcGXTqnhfTMtIm//nqq/3I2ZjXohBKrpmP95EkdfAGbv9ZNXdsW4e+0OLAMq/SbRVI671+7gUmYOKTGN+nERxSvjFiUmSUmMK90339aEfDTFM1y/ajM3QGkSUzZBvqORtkSanO0U5Uvu3bqem9ZnWJuZBYClNBctqOLzi8JM3PsM1Y/eiS/hdQJzzQDxeZ8iftwl6M49Tn14dFMDlkHXGk/AMsF2eHRTw6CS0qj3outaJ6oc62XcokCSkhhXyqYRrtaQbCHV0dq1GXa4kjmXX/11K/dtr8PGewM+07+F71T8jkmhJYSfWoO/bat3e2WSfNe5xBZchlsx6ZBfuymRHdB+pL4Nr3Bh0LrWicq+3U/ZUEpp4DedBWpKKQuv1dBzWuvzDvK8ZcB1B3tMsclPVIwrZdEI186i4w1E4ykS2eFP17la86e3Utz6Qoy2tHc8xJFmG/9c9ThnWZswU40YG/d3h0nNOIPYoquxq2cO+B4D3Y/UnakMwgGLcMDEGulqts5u3MEqWScamiQwXykV0lqn8XqYlmVjbUlKYlwpeSPcdDv5eAttyWxRpuu2tniNU19t8vrQhchyTeRvfCH4DKFsE0a6o6vEK1u3kOiJ15Crmz/o+5y7YCp3r90BtoPfMsjZbp/7kcDbW1QZsKjwm6iRLjAb/TLukpv1rUfPwWtYMBt4B/jP7f9+7uNF+NJ/BM4FHsArYLsHOANAKXUKcDPeiRBp4HKt9dbuTy4ciXELXnNXH/A9rfUjRYirh8PjpywOG8PefDtUjg2xPSTa99EYG/76UXva4T/+1s5VjzR1JaSzZod4bMrtfJn7Ccffxsx5Cck1fGSr59B09i1DSkgAC2dUc+lpM6mp8JPMeb3tejZd9aZEJ1cFmRwJEvZbI5eQDBNCtd7eserpEKw+3BLST4GpQFvh408L14frXuBipVQQWAg81+1zW4AztNYnAtcD/18fz/9nvPOWTgHei9fKKFyEuHqQkZIYVw7WAmjEZOO48SbakxlSObvr8lBKrG1X88iWJHe+GCOR89ah5tRa/P0pQf4u+nuqXn0Zw/H2Imll4QSq0Iaf2InXDLvibOGM6l7xGUpRGfBRGRzhvUVleFheifwDkMU7gI9uH/8BGNZoSWv9ilJqFt4o6Y8HfLoauFspdTTefoW+NnV9ADhfKXVd4e9B4Ei8VnRFI0lJjDuj1gjXdSHZTDYZpS2Z69EqaCgl1hsasvx4bZRt7d46VKVfceWJlXzW/wy1z/+P11sOcM0gTnACaAe78oiin1sEXhVdJGSN7IgIyv2wvFKYjTdC6i5VuF4Mq4AbgWVA9zYY/wb8RWv9sULiWt3HcxXwiQOn9YpNkpIQQ5FPQ3wf8XSGaKr3ZtjBlFg3Jx1+9nyUP2/zNrgq4NyjK7hu2iamvXYHvg6vc7k2fMSP+Tjx4z+HGzigI3eR+C2TqqA1sie6jp3D8krhHbwpu+6VORWF68XwCyCqtd5UqKzrVM3+wofL+nnuE8BXlFJf0VprpdSJWuuXixRXF/k/QojB0BpSbbipNtpTuR7Tdd0NpMQ652jufzXOLzfESdteUjuuzs/35u1m0Tt3Elj3qndLFKnZHyC28As4lVNG5GWF/BaRkSzpHt5heYeT/8RbUwIvMVUAgcL1YdNa7wZ+0sen/gNv+u47wKP9PP3fgJuAVwqHA74DFL1UXA75E+NW0Ts72DlI7COXzdCayB60s/cP/7ilV4l198Px1u5K85N1MXZ3eEmtNmjwrflRPtL+Kyr2/F/Xc9JHnErshGvI175r6HH3SxH2W0RCFr6RmDpTquf03OHXZWFIL3gEq+/GBElKom9dHbR3eGcPFamD9sEUM4kU/Tj6dLt3Mmw2T1syhz5E77rua0rdS6w/tGgGf9rhsHaXV6xgKrh8bpYvGQ9Qs/0xVKFJa3biPGInXEN2ykmDj/UQRrx4wfLvn547vLssHHZZuBgkKYne3ngSHrsODL/3m24+7Z019KEbRywxFTOJrN7SxFfvfZlUziFgGUyqDFAV8g3uWPVOjg2JRnQ+RXsyP6jedd2PfKitCEDFBP6yI0e+MMA6Y4rNDyY+xvTtD2E43rRePjKN2KKrSB/53qKPLEa0eKHrsLyId4KrAElKQyJrSqK3Z2/2ElJnaa6/AnKF6yOUlIrVHqgzuSVzNpahsB3N3sJR2ZGgNbjODtkEJJvI5e1DTtf1ZeGMahZMr+KpbWl+9nyM5kZvv9H0CpebjnyGE/fehxntAMAJ1tKx4DISR30EjOL+swz6vPWioK/IoxalvOannU1QhSgCSUqit+gOCNb2vOYLeYfhjZBitQfqTG5By8R2NYahwIWWRBbLVAPr7KA1JJsh00Eil+911MRAD7N7uy3PTWvb2bDPS0YB0+WHM1/kI9H/xbe9EQDXChE/9mLix16E9hVvf86Idum2Al67n8Ooy4IYPZKURG81MyHe2HMTYz7t7bAfigGsTxWrPVBncquLBNgbzeCiQWmyth5YZwc7C/F9aCdHeypP8oDedYE966h94cdow4f2V2GmW6l94ce08/WuxBTPuvz8pQ4efj2BowE0X5z8Ol/S9xDe6x3irJVJ4ugL6Jj/edzQhEG9xoMZsS7dhrn/sDw5OlyMIElKorfTV3hrSjl6rimdvmLwX6v7+lSw1kt2j10H9FyfWr50Dtev2kwqZ/dYUxpse6DO5BYJ+jiiBprjWTK2S9hvHXp9qlDMYDsOrclcn62CIq/dgzZ8YBWaglohtO1dTx9xKo++kWLl+hixjDfV94HIdr4fvo/66Maur5GaeRaxRVdiR6YP6rX1b4S6dMv0nCgBSUqit7lnAzcWRjc7vRHSUKvvBrg+Vaz2QN2TW2XAwjTUoQsmCsUM5NNk8g6tyWy/R01YyQa0/4CNq1aQTVE//7Kqia0t3sjqGF8jN094iHmxv4J3zh6ZyScRPfEa8hPnDeo19WfEunRb/v2josO7em7cUEo5wKZulz6qtd4+QvfaDizWWrcM6flSfSeGakAl3Dct8EZIhamkeMamOZ6h2m6mwT+Ld/laCdXNLmrJeWdcA0puuaRXXec6RFP5Qx41MenJFV67n8JIqdkJc2PsvfwuezIAE4lx48Tfsyz1BEp7I61c7VHETlhOZuopRamoG5HjxQ2j2/ScVM8VSdlU3ymlElrr/k95LO69tiNJSYy2AZdw33Ve1/pUPGOzJ5am1o1SQ5wGVUeGADMqFWHLGdGS8z6l2iDVRtZ2evWu60/nmlJOBfhV9kxuSZxJUgepIMM3I4/zGff3WI5X7WeHpxBbdCWpWe8HNbyRjEIVRkVFLFyQI8RH2tC+od+r7rV5lu/FhrV5tq+kpJQ6GfgvoBJoAS7TWjcopVYDL+MdaxEGPg98G1gA3Ke1/k7h+Q8DM/Aas96stb69cH07haSklPos8FXAj9eV/Ita64O20C9ZUlJKmcB6YM+hTjU8bJLSaGxYHeQ9Vm9p4kePb2FbSxKA2RMr+NaHjmXlmm1dhQkd6TwtiSzpnIMyFLUVPo6uj3gjFGNj15rStpiLstNM1U206QhtqgbTUAQsgzlVCiKT4bI/9BvHkDbW9vV6jzoL4vt4butubn3mLfZEvY2sU6uDXLR4xiE7eW/c+DI/3qB4256Ehc3l/qf4uv8RKmxvns7xV9Ex//Mk5n4UzOEVBQy3cOG5ba3cu34X+2JpplSHuHjxDE6dO1U2t46Owf/AvIT0U/Z3Cu9sM/Sl4SSmA6bv3gE+BTwDXKC1blZKXQR8UGt9RSEpPae1/qZSagXwTeBkvEaxbwOLtNatSqkJWus2pVQIeAE4s3B9O7AYqMNrX/RxrXVeKfUzYJ3W+pcHi7WUa0or8Fqej0xnybFmgAUBo3mP1Vua+IcHNtKeymMU/nm91Zzkugc2orVmanWIjnSevbE02tW4AK4mlsqzvTXB9as2c8P5i1j2IW99KtC6lZ3uJCpVnDZVDRpsx0VrDb5IvyXn3UdlNSEfTfGM97Xh4Impr9f7x2/A0m+y1j6KHz22hXjW7jpUbE80ze1/3cbVZ8zpMzHti9v89/MxntleB2jONdfxvdBvqbMbwAbXDJCY90k6jvs02j+8mZKAzyQSGF5j1Oe2tXLz02/iMxXhYIAdSR//9JcY/1I1m2Xzag/9BUQpjNTRFWmt9Qmdf1FKzcc7rO9J5f2yY+Idj95pVeHjJmCz1rqh8LxteKOjVuCrSqmPFR43Azi6cL3T+/CS2QuFe4SApkMFWpKkpJSajncC4g+Ab5QihrIzGhtWB3mPlWu2Ec/YmIbq+i1duZpE1sZvGqTzDi2JLAaKfGEfj6HAMBQdaZsp1Za3+fXqs2Hu2Xzoe0+Qdhx+ZX6fSSpKRgVAezuAkskE72RruOZHT/caCQ15Y+2Br9fyg5PDWf8Lfp1eTirvYKD2b7XRkM717uSdtTX/uynObzbGyTqaJcZr3BC6l7nOW2CDVgbJOR+mY+HlOBV1Q/7xdFbRRYK+okzR3bt+N3mzglygiiwBsBQMYUOyGFUjfXRFJ4WXbE7r5/OdnYPdbn/u/LtV6DD+fuA0rXWqMLo6sNOuAu7WWn97MIGVaufbTcA/4r3APimlrlZKrVdKrW9ubh69yEolusMrv+6u2BtWB3mPXe0pbNftsdSgFDiuxm8Z5B1N1nZBadzCLLBlGCgFOcfttfnVbxmg4U59Hn7yBMkCmiBZookEvzYu6DESWr2lqSuO0AHdCAa0sbbz9WoNTh5cG9sI4Mb20JjI4rq692vTuquTt9aaNdvTfO6hffzipQ5muzv4dfA/uNf/fS8hAanpZ7Dv3LtoX/KPQ05ICq8X3dTqIBPDgeEnJCsAlXWs76gmHagjq4Jd60VD2ZAsRtU7eFN23RXz6IpOW4E6pdRpAEopn1Lq+EE8vxpoLySkeUBfvbueAi5UStUX7jFBKTXzUF941JOSUuo8oElr/eLBHqe1vl1rvVhrvbiubji/fY4RNTO9/UDdDWfDahHuMaO2Assw6L7sqDWYhuLo+gg3nH88Ff5C5wQFlqEwDYXWdI2kum9+Pbo+wqSIn7XqJL7nXE4rNUw0UrRQwy2B5WwOn4pS3ojIZypWrtnWFUc633NtdEAba2tmetV1Tg6tHfIOuPk0dngq9ZUBjEKsPV6bUtRVBtgRzfP3T7Twz0+1YsT38V++W/lj4Nu8hw0AZCfNp/Hsn9J65g+wq2cdPI5+WIZBTYWfI2pC1Fb4h1fWbRgQqvF+ljUzIFjN9AmVQ/u+iVL6T7w1pM4fUlGPruiktc4BFwI/UkptBDYApw/iSzyON2J6Hfh3YF0f93gN+A7wJ6XUK8CTeGdFHdSoFzoopX4IfA6w8YZ7VcBDWuvP9vecw6LQYTSaoA7yHn2tKbkaaip83HjhIpbNq+9a78nZ3oZTADRMivjxmWaParz+KvaS2TxTq0OobsMWrTWxdJ6/fvOsoTVr1Ro2PQR//hccw8JRAbAzKDdP+7u/zgvusdz+120kuq0puUDI72Py5Kms3pknouN80VrFZdaf8OOViuerjiR6wnIy098zxGq1Im507TpCvNKrojsgnqJ3SheDVTbVd2NJSUvCC/OS10n1XUFXpdgwN6wW8R79Vd91f1PrrIx7s7GDnONN7XVV3x3w5tfXHqLulXydDuzoPai9R3bW23tkZ0m+sQZzw6/67FP3yq4Y972wk4aOrDdKCkVoyFeSzWW53HycL/lWESmsM9uhSXQsvILknHOG1DDVMgwqAxYVgWEeF9H9jCJf+JC95wb1fRPFJjX2QyBJSQzLQJLWQL5GUX6j1xpe/R2s+yk6tod8eCrRYy/us1lqd1tbcty0NsrrTWk+Ya7hG9aDTFHeWrPrC9Nx/GdIHHMh2hrsiamKkN/b6DrsDt2+YGFUJF0WxhBJSkMgm2dFnwayL2gg03uDvd+Qf6O3s7DpQfjL9/ucrusrMUUzDne+2MGqLQneZ7zEP1r3MtfYA4A2fCTmfoyO+Z/DDRx839KBOje6RoLW8NaJTN/+M4pM36EfL8qNJKUhkN53opeB7gs6WMn4YMuOl82rH/q0UqGRql5/J46ycFVhRNOtWWr3pOS4mlVbktzxYoyj81u5z38PpxhbAdAoUrPOJrboCziVh1yT7cFU3kbXysAwOnQXDst7Znua2/5vD7va3y7OUe5CjBGSlEQvA90X1FkybnUrYe4sGR+VsmPXgfg+yKfJuy4quge3j2apVnL/nsCN+7LctDaKbt/OjdZ9fDCwfwSennoqsROXk689alBhDPtE166ChQj4K7xfCh59a/CbhYUYByQpiV4GeuDejNoKWuJekUDnwKCzZHzEy44LjVRxXVI5m9Sba6jNxbGSTWgrgBOc6BUC2Bns8FSakw63vhBl49t7+Zr1IJ/yr8ZS3ja53IR5RE9cTnbKyYMKYdhdF/wV+5NRt5FVsU7hFWIskqQkehnogXvLl87pWlPSylubdDXUBHyDPgdpwLSGZAtkYqzb1sJvntvJ5PYXuVo/QNYKElRZlJPHSuzDCU0gq/zcGrya+x/YxqWs4ieBxwgpr3Q9XzmN2AlXkT5y2SAapirCfovKoInfHELBgeUvjIgiYPb9z69Yp/AKMRZJUhK9DPTAvWXz6vnPCxf1qL47atLgq+8GzM5BvAGcPM++3cLNf34T04BreZqcNmjIB5gc8BFyYhh2jjWZ2fyAq1j29jM8Yf2OCSoBgBOooWPBpSSOOn/ABQSd60XhoZR0D/LU1hm1FWxvTdCRtsk5Ln7ToCpkMWviqJw8IERJSVISvfR14N63jtrFonVXwEMbwE55I5ZAhGVHn8Oymr1A967j+zfL9lvB98aTtP/5RvKt77BL1/FQ8BO85F9MPGt3PZZCDLvaU8yt1iw/OcKpsyeQyTv8Zt0OTAMClkldtoUE3smorbaffMUiftjxASpzLdxtfZsZPq9NlWsGiR93MfFjL0b7Bja9OOT1ogPWiQbjtDkTeH57m9dHsNCyqSme45J3F+/Y9FIbctd3Me5JSfh4VqyjMDo7QaQ6INu9V6QCNIQmQvX0Hh0iVruL+t97ZGwk/cjXaUy5ZAkQIIvh5vmufTnbqpdgmQbHJ5/jc3oV03UjbeYkHjPP4iV1LFe8Zw7HTKnk6/dvpNJvolB8I/lfVOkYUTfMPc57aWQC/2D9luOMHQC4yiR51EfoWHApbmjigF6yzzSIBH2EB3uQnr/zfKLKIZ9PdMnt63inJUE8s3+kFAlazJ5U2bWZeCw7jDpNSEn4EMhIabwq5lEYnd22czHv70p5rb0LncHJRL1+a926jq/Mfaf/xXr/zbRmIKuCGEqRsAMENSw3/8AXEidxYdUWvuDcSR6LjBGi1m3j8+592NYneeglP9/+8DzqKwNEUzkcF36dO5P5xjv8yVnMcusPvMfc3BV68shldCy6CrtqxoBeqt8yqQoOsnjBCnitfop0PtGu9hSTKgPURfZv1tV6lCoaR4EUcoiDkaQ0XhXpKIzVW5o4btcbtDlhjsFr7tnr17/uB0kWuo7vyh5ksT6wg4TjwzS9r6S1JqP8TKOJnO3y8cyD2NrAxiCgIEcArbOc7zzFdxPHAXDugqncvXYHjSmXdn00f6c286vAj7rutcuYjv/s75CbdFyPGF7ZFePRTQ00JbLUVwY4d8FUFs2oocJvEQ6YA+9HN8h1osEYaKHJWCWFHOJgJCmNUYeck4/u8EZI3Q3yKIzOaZabqWei0Y7jGhi4oA9ITKrbG3mh6/iM3EHeWP0zqYxvJ6n9GEqhlCKos+yhnrDpMtXZS1QFOycHQUNO+5moW6irDgAwuz7C5OogH0rfz2f8T+FXXmLcoabxoP8C1jrz+K8+EtLda3dgGVDpN4mmc/x63Q4mVPo5bc6kQ39DlNo/NTfIdaLBGGihyVg13pOuGJ5SnackhqEzWTTFM32ePwQU5SiMzmmWh0MX4sMmQUUhUWi8dFFITcEar/Ahl/LWlE5fwfKlc8g7mlTORmvvY+cb68YjL8XUeUw7TdZ2qFBZ/CrPr5z3c1xFlBY1gZDKYShwXe9ePrI0MZEPzZ/C46+18JcHfsoPm7/M5daf8CuHJiZwh/9S/jX0T6znuB5TX50e3dSAZUDQZ+EzTSJBP36fwf3rdx/8G+ELeke1T5gDlfUjmpCgUGhy/vHUR4LE0nnqI8Fxtd5ysP83hJCR0hg0oDn501d4a0g5eh5TcfqKAd+nc5rlJbWY27iWj2ceZI79FiEyXq+7QASOPgfie3t1HV8GvSr4Ot90vrJ+Eqf7r+ZTPESd08gedxJP+t5PtupYdNZmdcU5fD5/H9qAtiwYbha/cnnlyEtpe/73XJy5nzoVAwUdVPBbzmaNfxnKFyBnu9iuN713oOZEjpqghdGtA0XAMmmMpXs91hsVVUGwylszGmXDartU5vqq7pTqO9FJktIYNKA5+blnAzcO6yiM7tMsLwUW81JgcdeREp1HTux6qzB9eE7vN5W+3lgvuX0dPlOxOXQq3w2fSthN4Mu1Myns46cfX0BbMoftLiS1ZzqR1+7hCKOBfYGj+H1uIe9957+ZY+wDBRnt4wnfWfzeeB/N+QDVlo9UzqGusE7UeZy5QlER8PrRTa8N0ZbMEuyWlLK2w+Tqbqfx+kJeIhpG9Zw4tPGcdMXwSFIagwY8Jz/37H6T0ED2iXzrqF3Yf7uZIxKNNJlTuMf6KM8aJ3HanAk9GrbObPs/IvdfRzrUTqhu9kGTX2dCNbRDrdtOgCyuCXvb0zTFM12Py05bQnLqqbz4l98xd+8qvmA8CwY4WvFn43SeCJ1Lu+GtmYWVQ2XA4gcfm9/1fFN5ZdThbs1RL148g5uffhOwCVgmWdtbq7nolDlQMcEbGfXTZUEIMTpkTWkMGu6c/IDWpN54kkWbvs+8cIq0WUW13crX87dzy+IW1m5r65o+PDn3IitytzNRt9GQDe4vPX/jyT7v25HOs3tfI7mWd8hnErhak8zZTKzsWcH25huvs+/er3LhvptYaHjHou9UR9BCNa/6T+hKSAB+y6A5kS382WRCOMARNSEiQV+Pbt2nzpnIirOOZkI4QCzjEKycyDUfOZMli0/ykpIkJCFKTv4VjkHDnZM/2JpU5+ev2/c9JiuH6qpK5tRZQCXkUkzeeTe72r/RNX348cyD5LHIG0EcR/dZer56SxPf+d0rNMRSTCJGhcqSzUNjh01V0MIyza41oPamPcT+dgfLUn/BKPTT28FUIuEwU/wmrTGHD+b+xKvW/lFRznapjwSoqwwe/DA9pTj12FmcesL8Po8PHwnSuUCIwZGkNEYNZ06+vzWpNxs7uqblptFMzA2TiKWZRohI0OoqKe8+fTjZbSROJa72jkEHepSer97SxHUPbCSdiDFNdWDidebWgKMhY7t86T1zOHYC7Hr8Jk5u+T0BlQcFe/QkcqF6pgXtrgQSCoWpS7aStR38lkHe9b7e55fM6j8h9bFOtPHp32Kuu4UJ+QbafFNxlnyFRWd9ckjfz/4M9FwqIcR+kpQOQ/2tSeUcTXVhBNWYnkyt20aaAM2JrJeUCiXly5d4+2ia4xl2OJOYqNvJqyA1FYWv1630/PZn3qQi20RE9a5wC1qKGp/LETsfZtKae5lDEhQ0U8vW2Z/jpPgarGwbqP2FCBWGjV09jYlWgJZ4lik1IS5ePINT5xzQPsi0Cptbe68TbXz6t0z66z+TxyKpIlTmW/D99Z/ZCINLTIdo49TfiPTfH3tdRk9C9EOS0mGi+zRSJGARS+cBemzO9FsGocJo46HgJ7gmdSsAqbwfks2QaoV0G8vWXcE3Zl3IN1+ZzG36XP7VugtTZWlPQqXKEbYc7w06G8du207AzWAfEI+ByxnuS1xhP8GU7V4/vbgO8eykTzB76WeYWREmsWc6tS/8GG0DVhDsDKa2qT3jSm6ZdVLvF6kU+MNeIjrIXiJz3S2FKUcv2eVVCNw05rpbYKBJaQBtnPoakdqOy/bWNLNcLaMnIfogSekwcOA0UjrvoIAlzkt8PPkgM1QzvomzWWmfx5P5BV0l4LdxLR9NP8BsYzek0hCcAJV1EG/ktF0/5GOVV7M5fCY/z4b5eOZB6p19vJOdyvxz/wmmzId4I9Oq/MSS3r4mt9Ce4VT1Oldaj3GUsReAnDZ5MnQOk874AsfV7++skJ22hHa+TtVr9+JLNWBUH4E68VKY9Xc9X6Av5PWe80fAOHTtzoR8A0kV6XEtr4JMyDf084w+DKCNU18j0sZ4Fp9hSN83IfohSekwsHLNNnK2s9SiKAAAIABJREFUQ2tif9fps32v8NXsz5lcYUA6im56jn9kHZe4dfzWOZP3mK9xpNFCgzEZM1IPThxyHdDcAihqHId/dX7IhvRcbs2fywXutzjT2MC19iPEH/oKkboZbKy7gGnRRj6nHmeK1UaHW4FrmBxn7G91tMo5jbucc+jIRzjibw1c9G5f1x4jyzB43Tefh/UX2ZfPMCUf4mJ3BqeC12XBX+n9N8iquTbfVCrzLd4IqcCnM7T5pvJGH4UJnd/DHtNtA2jj1F+7oOk1PbtNjGTftwMLLU6bM4G129oOOnUoxRmilOToisPAyf/2JzoyNgbKa/Ct4S7zBmYZ+5iqYmjt9Gj67aJo1LW0UcURYZiY2QkoMCzQLrh5XLw9Qzv0VHzYPOC8h4vMZ7AxyeKj1udiOQlAk8UPrmaq0d4V0xpnAbfa57NXT8AqnBvkApUBi2uWvoszjpnEq7tj/OTpt/CZ6v+1d+dxctRl4sc/T1X1Od3TM5PpyU0ghhDOcAQIiBJQFAW5UVBREeRQV9F1V3fd/bm6ugvrrksENYkXoogoICiHiECENXImhICEK5D7mLOne6aPOr6/P6qn03NmJpnMdM98368Xr5mpqe6umjT1dH2/z/d5CFkmKcei0wvz5Q8cx5LD+ldsGK7yOSVbwgRUjgAOzxz6z3znrTm9Wip0Zm0UkIgEegWWe2PXU++29R4mLHT75Yg+cV9pU88FvidLsqO7QMH1et099SxIHu22FH1bRLRk8jRnCjTFg0ypCQ3YMmIStZUYC3r19V7Q65QmAdv1o41h+MVPDUOYJc3E6QblFQOSQLGNnaBISDciBikn4Acr5flDY2UVwQWhmyAOBp8yH8DBJEcQENptkyhZQqpAk2ovBaR13oH8p/NhvqGuYAcNGMUuGIYhmAg52+WPL+8kFgxwx7NbwAyQDzaw05xOd3gaBSvG8v/z+yTx6sNwy9lw45H+1wHWRg1k4ekX0/KOb5EJNFKj0mQCjbS841vc0bGglJgg4n9N5xwyeafXtoApLHfO9ss2Fbr71f0rt2RBE7dftZgnvnw6t1+1mC+fuWDM6r6VJ1qICOmcgyHQmXV6n0txKcBAjxloH03bn/Tw3SQQtAyyBRdPqdKd0haVZJq00XN7VFZeFQGC+BfNguMV+yd54Hn+g9m9Y0A52JhEJc825U/qG3jUkcFUHmHxUxw2eUlucd/LIbKRK6w/8EjhuNLT9Ly2GH6aeLLtObh3Bf+wawPN1nTulgtZHVoElA117WO/qIWnX1xKaphR3Lb5mUf7JyZ4HtJnPVMkYHJ/9nC+cv7IyziNZd23vokWBdcrdbItP5fyoUPdVkIbbzooTQIHN8V5qzVDZ3b3nNKvg+dzrPNt/EEzVQxIu+t/F/A/KQctA1TQv0MyA+AWAHAxcbAQIIxNtwoRpkCEAnXSRagYjFpVnGXOBwgbDheajxMjR4vRSMAUXKd4BycgIuQ9kyOMN7jCuwu6E+SsBAm3lWu6f8AyrmV1aNHuckqrvjkq/aLKDZSYYBlGv0GY0jHMX7xXrzVWdd/6nk/QNEr//j36lqfSbSW08aaH7yaBq985l4BpMi0R5pCpcaYlwjwXPJ6tR1wLhh9YlCgcDFwEhZBSNRiimBr2itWy6yA+A2png5gYKDqIEzUKBLB5zpvPdGlnqpEiJA7dKsRS53xucC7hHOtJzjNXkTRSTDPamO5t49vWDzhRXsZDyKgIW716Nqkkl1mPEKvx+xUl42FyEiavTC7I3dV7qKtjo59YUG6E/aIG+jv1HVqLh/1irtXYZqHv+cTDFp6C2og16LnothLaeNN3SpPAYENGcxecBq++A/nT16DldZTn8YY3nYfUiSwJrueQcDuRKcUCq04eVt2IKqRx6uaglFCbTdNqB0F5nGa9AICjDH7lnsYfjVN4z7wwRvM26DJppIMayeME6si4URJuJ9eFfodtTuW+3JEAzGuMcoTTQaTGXwgbD1vMJEJzWki6O0rVyZcsaIIn5/hDduWJBiPsFzWcv9O/nuU3CqzGNgt9z+egxhgfPsHPvhvsXHRbCW286ey7iWoP1QaGzclDdytevouVr+zizue2sCuT59jwTj5l3key4/nSrg+4J7DMvIT3LTqU98+PloqhGiI0PXIdVudmpJAB1/Z7FIUTfuO8smw1bjm7f7AZIKut15xSeb+o9w1vTknTxoDOvtsL+k5pIipesLsck53ZIEbHBiKbP8uOt39z+GV0XNuv4JDPkCnYPP5KM8sf30CisItrjAd5t726tOtT3gL+y7mUgxYcw/XH1hIP+aPChgjxcIBYOISR2gjZDjBMP7XctSGzy/9abrjNCUehX5SmaZVHB6WJaNVSuhyTzV1+erdh+mV0nP9bysoZpw49FON5kG2DXIq87dCRtSk4Lvc9/TIfc37POdYqAuKnha/3ZnODcwkdTSdy3Un1zG3oydryg1FtTRQjWufPSXm2n8XXU3FBDHA9cPO9X38kwWaIflGaplUnHZQmoo6N7MwG/YBUHEKzJcwMtZMvDlbORinIdUC2HcdxSGVtugsO4mSJr/8N3+7+OTWmH0C2qQa+41zMve7J1JHha0cGSwEpGrRIJOqwahp6JyIYAT8oeT0p5qoYpIL9j0UHG02btHRQqmR7Oy9UNwejYwMx8aj3Oghg42Cy3Zjef72JUpDvhO42XNchnXNI52zwbGreeIDEup9iZltBIKWifM85l5+57yFMgRm0Yoji1ic3cYVlsuToeYRiU/zU8b6aDoWWN/xSRW4BzCAEa6HxbaPzt9I0bULQQalS7cvi0JM/T2LjlcRUGg8DD7BwSHgdnBV5CTi97M6oA8ex6cw5dOUdUB6RzY+TWPtDAp1+enVeBfip+16+75yDg0WSVGkIzxKwAzFuXS+899RpQx4TD34JQjOGniuqELr+m6aNDx2UKtUwqlD30ueuKhSN4XRlMXFxCNAsdTgYXG3+Hro/ArkOPNels+fOCEVw11rq1iwj1PISAC7C3c47+I5zMW60kSlGB9hpwF9gm1ZRApF6QuEYmzry/Y+p3CgnJuzPoKGb82na+NEp4ZXqxiP9O6TyEjdKQec2aFrQe0gP4MEv0ZqDHVkh5OU5yNiGK0FEeRSw6JQ6zEgM6W7nI/ZXAZhWG+JDxx/AsfE26p5fTmTrqtJL/ck9hv9yLmGLSvLZwL1cVv83Hq29gP99o4m0ipIiBoaJIQaxkInjKWojgTG5q9jfRUMvXfFkv6oG+6to6qQwWssTqo9OCd8L+k6pUtUNsDg00wyFtL+9fEgvGKM1B9u6/P8HLHERBaYq4EmQGsMjolpo6c6yxW2k54NIPrWD4OO3Mo1nkGKb8jXePP7TvpSn1aGca/yFnwWvZ5q0Qye8q/O7rAx/jvsKR2MWK47bnkdbt8e02tDw7yr28SI1WEfX0epJpOu/jaJ9rFGoTT66zFClOvnz/atQ59ogOsUPVCL+VyMILa+xI+sHJBGhkQ4cDAzAw0OJ4CqPWtXFr9Xp1BpZPmXdx62B/+QMnkLweFNN55rCdZxf+Dqd1hR+FfwWNwa/5wekoihZ/s64gxmJCJYpuEqhlP8mSsbDw6sq3XOR6htYh1nhG/yg0dMht8doBo3Z9VGytttrm67/tpfKh6HL37Orlo73kWkVSgelSjX/DL86QXyqn5AQn+qv94k29t4vEAGBkJfHEIWJ41f4Rshj4SgDPBcbk25CHCQ7uMX8Fh80HiMkDs0qwVftT3JG/gb+Yp3IF0+q5574DZxovFT2Ij0tLWCmu5XaSIC5yRgLptUiApHgCALEKFyk9nfQ0PXfRtF+qFGoTWx6+K6S9V2vM1gJnrqDiLY0E/Ac8hLExcDEZZeqIysRDkxEKaR2EFPdXGX+HoAuFWKZ8wF+7L6fbkKcuyDGlcfVUhc28bbPhO7tUByiA0DtriVe3knVMgzi4d5voyEDxDA6tu7JYB1dRyto6Ppvo2igYeh9rFGoTWw6KFWTshI8accine7A8PLcm7iMxFST+dvuYbq0sVVNoV4yeBgkAwWszp3UKRsEbGVym/subnLOp5UEUcPmyyfUcPbh9XhWFCdcT27xF4n87uOIZ5e60QIYCIXEXJpqwry2K03B8QiY0N5t+zc9psHOdB7bVQRNg5Xrd/W/kI/CRWosgsZYtZeY8IZbNkrTinT2XbV5+X46/vTf5FvfotVo5OHwe3iOQyk4inlNNaze1EHe8bjIeoLLrT8S9nYPo/2Bk/mP/MVsUlMxcZkXzfF3b5/KkXNn4IXrMYIRGmqCxMMBWHkD/PmGXp1mCSXgwh+z0lvYr812SyaPp/zANLU2hGUaA2fE6UKqk08psWXS1SjU2Xd7Qd8pVYOeqgu5TkgewtfNz9BWkydomXiewvQUhri0ddn8+NwmEmt/SHTTSooJdawLHMU/ZT7Ii2oupsAlR8b4xNG1RMNh3EgjbiBCLGwxpSaEaQgr1+/iyReiXKnixMgSFBfDDIAVBvpnvyXjYTqy/l3VwVPjpcMeMCOuuF6p/U//jd38JptVkofrPsZibyFLxuavqY01XTZKGwEdlCqZa0Mu5Qckb3cL620dWaJBE8fZvS1ppHl/6n6m/X5VKb17hyT5Sv6TrMwtBOD4mSE+v7iOA+pCeOF6nFAC0zRIxkOlALP20d8Q/7+lfMFbj8KgRRrISJSZ8QhxowCrlrK5/Yv9UqZdT9H3rnuwhIeV3kL+X+YrBKK71xk9oBenapqGDkqVqdDlB6PC7gu6QtFVcEhnHabUBOnoLhCyTMIqx7tyf+Qs9xEi4rcqzxDhBucSfuG8C4XB9IjDZ0+eyjvmhFHBOE5kCpHNj9Pw/DKC6c1I/e5FuNP+8i9kld9Z1sOlSTUDSZozBvEpUejYNGDLbNMQUL1HKwZLeBjJOiNd7kfTJhcdlCqF50E+5Qcj1yltdpWiK++QyTm4yr8DOuvI6fxi1Ruc6v6Z850HSZABgbyy+Ll7Bv/lXEKBACFsro4+wuUNL5KeexNupBEViBDZ+ChNT/wLhhVCImVrhQI1ZF0T24xguwFMHBTQoDrY5ERLCQlXL+6f/RYL+W3Vh5MRN9zFqbrcj6ZNPjoojTcnXxyiS/tzR0UF1yWTc+kqOPRKgVMeJ7rPssRaQU1uOwA5FeCX6r0sLZzjl/8BTjXX8W8NjzDD6sDIddEenwUiWIZB07rlmFaof129ttfxrNl4nqJd6kiqZhSCRYGYUQDPhJM/z5L5+9Y2fKA7rYHuqvZ35QZN0yqPDkrjQSkoZPxgZOd6/Spnu3TmbfJ9FocChHY8R92aZQTbXvGfRkx+572dGwoXs01NAeBA2cFnA7/jGOMNZgRjiONiJ+aACDUhi8ZYCDO1qbRWKJ1zaM7kKdguc/FIRBya8yYZiQJJGlQrBgY1U2bCu79UmrAeLGV6OMFiuOuMdLkfTZt8dFAaS07BvyPKp3olLvTMF2VyDrbr9XtYoP11EmuWEdn+dGnbjuTb+efMxTza7gcBUxQnhd7iBrUUJULeiCKujSibzmM/TTIe8lO9obRWKO0F2ZrKIkDUKLCJmURyWeoCIVoLJllPaDHqeO6wr3LeBz8xan+G4a4zGs4d1f6ac9JzWZo2PsZ8nZKIzAZuBabij0utUEoNWWOmmtcprXx5B7f++SU62luZkzC4ZNFsTpzr39X8dUMLtz+1ie2dOZKxEGcdOZ2jZicACG19kvBTS6nJbsMo1VKAnFXLzdbHubnjpNJrHGe+wXWBu5nPRgoeNEkHwWIGXk5ZfM89j5vdCzjVeJ5rrfs5ytpIyOvyWyoRIiNRXAnwdfdy8o7H1eZ9zJMtBHGwJcBr3kzuCl/ABy78eK8L83Au3OX7xEMWSikyBXdYF/qV63fxpTvXksk7uJ7CNIRYyOK/L1rIkgVNfPdPr/K9lW/guB4K/wY0aBl8Zsnb+Ny75+/5H2eQwrDDqULec167FxEL86fW6uClldPrlPbCeASl6cB0pdRqEYkDzwHnKaX+NthjqjIo2VlWvbiBmx96noAJIcsk7/gXt8+eNo+s7bL8zxuwDP9CWnA8HA8+ftIcTnCepf7J6zG9fOld7Sl4yFvE39vX0o1fS+wwcwv/GrqD4701tHhxsgQ5QJox6DULhYdwj3syxxuvYeHQKClMURjKw0NwsLjZOZeb3QsAONV4nm9Yt1DAIkuQCAWCOPyPdSUXfPBylixoGvaFu2cfx/XY2uEPVc6sCw++uLbMyvW7+Ic715LOOTieVypp9O2L/BT3q3/xHI7nUX5zaQgETIPlHz1u6OAwxCLeS1fGh2xd0XNetuvSki6ULj1TaoIELXPUWmhoVU8Hpb0w5gVZlVLblVKri9+ngZeBmWN9HPuF50K2Hdo3Qmorv/nrywRMCAcsRISgZSIofvHkRu56bguW4QcrQQhZJlEp4Dz9Exr/+u9YxYCkgPXeLN5TuIFr7S/STYR6OvmG9RNutG7iKG8dHhCTHElJl/4v8B9brByO4lzzrxSwSEg3CoOCsopBJ8RmleRkY/dngqvN+0q/AyFLiAIWH3buLVX/Lk9CGKw6ePk+LZkCpiGYIrRkCnuuJl58fG0kwMFT4xw6PcHBU+PURgIsf3wDyx/fgON5KOWfa3nbKddTQz4vMGRh2D1VIe85r86sg2H4ySMGQjrn7PGcNE0b2rjOKYnIgcAxwFMD/O4q4CqAAw6o4OKNSoHd7c8VFbp6ZdDtSGWJhwN4niotLg2YBs2ZPHnbxXY9bFcRMj3OCa7hg9791KuU/7RAqxfna84nuN/zh+oMPC4z/8hnrHupkwwb1AwCysUTiyB+YkTfj2YKQVBYeGQJEsDBLX4WUQhBHLIEmSXNpcfMkmY6qOn1PFmCzJRdpQvzcJIQyvcpuJ6/lqn4/UD79zXUayggZBp0216vgOQpiASMPSdDDFEYdk9zWT3HVX5OIv556UQMTds34xaURCQG3AVcp5Tq7Pt7pdQKYAX4w3djfHh75tp+2Z98p3+H1IenFMlYiJauPCFz96fuguMRsQw6um2U8ni78Tc+adzPHHcnADYWTmQKP+xczM3u+RQIAnCi/I2vWT9jvrEFTwSbILayKEiAIDYF/Iu3hdMrMAkKBbgYRChgY2Hh4hWDlY1FhAJbVLL0mC0qSVI6indKvggFtqqm0oV5OEkI5fsETQPHU1CsjzfQ/n3t6TVczyObyvcaqxQgHrb23MZiiMKwA63DKs8O7DmunnMSKc5nmYbuu6Rp+2hc+imJSAA/IN2mlLp7PI5hryjlB6LUVn+ILtveLyA5nkdH1mZ7Kst7D5+G40LecVEo8o6L4wEiHB/ayI3W9/i69RPmyE48JfzRXcSyuTdzWvbbfMf9EAWCTKeVmwLf5fbAN5lnbCYjUQwgQw2IolMVf5YamlWidH1W+AHJ/1641z2JIA4pFUXw/O60QKeKEsThh94HsIqf+pe7ZxPEIUIeUETIE8Thl9a5pQvzcHoOle/TGAviegpXKRpjwWH1KBrqNa5+51wCpkl9NOAnOeAHpETEImiZe25jMVATxWL16iULmvjGOYfTFA+Tyto0xcO95ol6jqs2YuF5Csfz8FDEw5buu6Rp+2g8Eh0E+BnQppS6bjiPGfdEBztbTOXuvcC1XN5xyeQdugsu5R/dX9ic4v5122nO5EnGQnxork1k9TJOUOtK+zzlHcoK9xyeUoeS8fw7owA2V5oP8hnrt0QljwK6iPCa8TZeMI/iKPcFpnm72EaSdYGFLPFWMdPdihSrelvF7LtuFWKZ+4Fe2XeHBbZheDY5ZfK6N4tfBc5jTWgRO9P5YiaZwUneaq4y72OWNLOVJPfHLubd53x0wOy7odK6y/eJFbPvugrusNtNDPUafTPggqZw8Egy4PahevU+v7Y2GehEh70wHkHpFOAJYB2lOtb8s1LqgcEeMy5ByXN3V1pw7QF36Vlf1JV3KTj9h/DKmd3N1L7wE2o2PIgUywW9YRzIr6zzebBwFFtyQXrew0vCr/PV6G+ZE/LnJpQI4tq0m1O4tPBVNrd3I8BBU6KcddQMuv/2EJe13YQygyTitcRNe9jtIIYTWIZ6nF7Ho2mD0kFpL+h+Sn3ZuWIx1Mygd0W259GVd+nK23h7+PtJIU3t324ntv43GG4egExkBsvz7+NB7wQ25muwlT+KmowKFx0S5or1V5JSESzToDYaIRoOgVLYXW2c4d1EyDKIhazSXMe9seupd9v6d6SNT4VP3Dc6f5cyw0kH1zRNB6W9oSs6QO9+RU5+0N1ytks675CznUH3KXELxF79LbUv/hyz4OdxuOEGUkd+gtWJ93DfEx28mfLvmExRnD0vxGlzgvzyqU2cRQN1dNLpRulMFTDSNrVmgRYaCEcMYiE/qaGnFpzd+iYkp/V+/UAEdq33W6j3WRy6r3RNOk3T9pfJHZSGMVdU3jLC8fqXAOr/AI/oW38isfZHWF07APCsCOlDL2HzQRez7Hmb+59oK806vXtuhE+fUEeyxuQ/H1iPaQh3h87nitzPSHgpEtJFUDl4jsEdzmK8UP+eRZtVkiY72/tOKdMMhbSfYRYuqwTOvnd41TXpNE3bXyZfUHId/64o39mrRURfXrFlRLqsZcSQlCK8/WkSzy8n2P66v0lMMgefS9thl3H3W0F+fE+KTMEPKm9rCHDd4jqOnr477XpzRmGHp/F/Mpt415tcY9xDAAcQDFw+Y92LmRYejXwCgGPzz3Je9k4OYgukchBugFjSD7a5NohO6V8JfNXSfkFppPNDw63yrWmaNlKTIygp5S9szXf2apw3EMfzyAxzvqhHoHU9dWuWEd65urSte87ppBZeyTOZRm58qIMN7VkAYkHhU8clOGdBTSkFG/yhPTMxm46uPJEAnMhLtKk4jdJZTHkWDDyuNe5hZ9ehBC2Dq7t+QAELMzETvA7obgXPhqYFkOsgbdTR3NLlZ4dZBsmaIPGOTb2OfW96Fg23yremadpITeygtIcFruUGS+keipneSt3zK4hueqy0LTf1WDqOuYat4Xl876kUj77ZAvgznmcfUsOnjqulPrJ7Ma0SC7emCWVFuOR4xdJHX6O9O88saaZW/MoFHgYCuJgEcPmody/5bhfPCDKlNkE8bAFJCNSUkhvav/9eUs2bsSWMaQi269Ga6sBJzqa8jkHP/JDrKd5s6fKrFIhwwx/WDxqUhlvlW9M0baQmXlAawV0R4M8X5ewBW0YMxsi1U7vuFmKv/a60LqhQP4/U0deQSi7ijpcy/HztTnKOH9yOaApy3Ul1HNIY7PU8nhXBjTaB4f8znDC3gTN3TuW2pzaxxUgyXdqwSyWBwEBhS4Ajoh3+lnBD76JvxTI5AMuds/kYN2GQJ69CRMhj4bDcOZuvlB3D5vZuTIHtqTwifltzz1O8uivDyvW7hgxMOghpmjbaJk5QcvLFpIXOXr2KBjLi5IUisbuJv3wH8Zd/heH4w3FOzTRSC6+ka867WLWlwE2/3cnWtB+oGiIG1x6f4D3zohhlwSO07WlY80tU51Y2K39h6iGnXMAp8xv52/Y0sxui3FO4kGNy12PiAYKFiyEKsKFzG7YZIdXZzS6v1r+vUxCWPG1Sz3dWPMlrnQvorrmWC3N3M9XbyU5jKneFL+Cx7OG9gtLs+ihrNrUjgl+jTyk85Vfbvv7Bl/cq8FTsGqZBWlVomlY5qjsoufbu7LlBFrj22r2UvDD8+SIAPIfY67+ndt0tmLl2/7mCtXQe8TEy889jU0a46eF2ntzit2YwBS46PMblx9RSEzR4YXOKO57ZxPbOPEfJa3zBuosCAQrUkJR2rkx/n//5k83OznN4fnMHruexwzqCucaFfFL9hgBOr1I6rueS9jzqaKfgKVqJE6aApRx+4J7FW60Z0jmHh80jWZM4vnQa3QWHWfXhXqd29TvncsWtz4ACt+xPYgi81jz03dJA9maOakyUt6oY5WxETdNGT/UFJc/zU53z6X6txAdTcF3SuZHNFwGgFJFNK0msXUEgvdV/eTNEZsHFdB52KV1Sw62r09zxYtqvaQccPyPE506q48A6P2X6hc0pVjyxgUzeoYM4F5l/JutZ5AhimULeiCAqx4ede/jIn49ABAwRHE/xHfc8Tgv8ldlqO2EKKAQHE08JIXHYpRLUSA5XGWxWSVa4Z/NX4xisrEN9NEBbl000aA2ZjLBkQRMHJ2O8uisD+MHIMgxE/AA40rVHFbuGqbxVBQyZjahp2vipnqBkZ/2khSEqLZQbSQmggYR2riGx5geEWtf7zycGXXPfT+dRl+NEGnlkQ5bvP72T5m7/uafHTD57Yh3vmBNGyobq7l+3nQ7boJkmXCPAbGmmTfltIVxPYRlCnhDTvJ24nmJmXYRtqSxSHJOLet28wQwOMbbgYQCChyKgHFpVLa508c7C0tJdVMj0Wyg0xkI4rkdTPLzHZISvvO9Qrrj1WYIGGIaglP8nnpYIjXjtUcWuYRqiVYWmaZWjOoKSW/Arc49AJufQkS2M+KUC7W+QeH4ZkW27Wzx1zzqF1NFX4SQO5PXWAjc+1szaHf5zB0346FG1fPioOCGrd1URhfBaJshWL4YhggBbVBNTaCdLiJ4STyHybFZJQpZBbfGC3pLJU3AVm1WSGVYKRwUwcYqp4YoCFhGx2aqaSq0T+rZQOHhqLbdftXiP57xkQRPzm2K82dKF6ymCpkEyHsI0hKZ4eI+PL3n1YZa5/86U9u3sMqdxd/hCVocWVcYapiFaVWiaVjnGpXXFiI1BfT6zaycNq77F1Ac+WQpI+cYj2HnGzbSe+h+0hQ/gO6vaueLeXaWAdOqBEX5x4TQuP7a2f0AygrixGdQkmkp3HwA/UmcTEr8thAiEVA5L2fxYfYB42KIzaxcDkt9A7hbOIYhDhiiCwsDBEI9OagiLwwr37F4FtjzPb6kw0nVDXz5zAU21YQ6NsM8LAAAPcElEQVRoiHJQY00xjXwEz1GcszkolCFFjITbyjXdP+DwrqcqYw3TEK0qNE2rHNVRkPXoI9Wzf/rtiB6TztnDulMy8p3EX/o58Vd+i3j+/nbtAXQcfTW5WafgKrj/1S5WPNtJKu9PHM2ps7hucR2LZg58F+EGE3iRKSDC0xvauOGh9XRmbXrWyp4ia7k2cB8HSDNbpYmH6y4heth7ufXJjXR0797PUxANGCwx13K5/J457iYCOBQI0J2Yx23medzZuYCC46GUh4hB0DI4uCm+Vxlve1sxHPBr7BXvRNI5h+ZMHsPuJhNspOWCOyss+27krSo0bS/ogqx7YdIGJXHyxF65k9qXbsOw/Ul+J9JI51GfpGvumWBYvLgzz41PdvBKi5/ZFw0Ilx9Ty0WHx3pVY+ihxMKNNqECkV7bn3mzjR89sYFNxaoOcxtruP6onSzc9LNe6cnveyDkD6Ep5c8eiZRahxsCpmEwt7GGL5+5oDIu8uVuPNKfsylfN6UU5DrguhfG77g0bfzooLQXqmNOaTR5DjVvPkTt2p9gZZv9TYEaOg/7CJkFF6GsMK3dLsueaeMPr++enD/z4CjXLEowJWoO/LSBGtxIEozevw8FTM4/dhYfOqFs7uLVh+HBb/ZLTz6s66OYTYtJ5xy2pbIoz18zBP6i1vpogK7CyJM2xoSes9E0bRRMnqCkFOGtf6Hu+RUEUm/5m4wAmfnn03nEZXihBLaruGtdmp+u6aTb9qPBIY1+4dQjpoYGfloM3GgjKhjv97tEJEBDTbBXNh4waHry5fJ7Pm8fT0smj4FgKw/Bv/kwENI5h2kJa/zTqwdy8uf9dT8F/Kw2O6vnbAZRsYuLNa0CTIqgFGxeR92a5YSa/WEkhdB94BmkFl6BG5sOwDNbcyz9awcbU37l8ETY4Krjajlrvj/pPxDPDPtlgszeKdA9WWuR4MB3VYOlJ78t0IrtKvKOh2n4c0rC7nVDBderjPTqgcw/A/hvPWezBxW7uFjTKsSEDkpWaiOJ51cQ3fJEaVt2+gmkjrkGu34eANvTDjc/1cHjG/2FuIbAeYfWcOWxCeKhgZMTFYIXrsfrG1jwF4v2pFMPapChrkjyIL6x+HA+96s1dBWc4jySlOrR9aR67zG9erzK6cw/QwehPajYxcWaViEmZlDKNBN6chmxV36/u2BqwwI6jrma/LTjAMg7itte6OS2F9L0TNMsnOYXTp3XEBzsmf1U72gSZfXOvBMRGqJBEtHAII8sM8RQ15L5TXz3kmP4f797Cdt1aUkXSvX54uHAntOrdTmdilaxi4s1rUJMrKBUyMDqW+H5XxAstjW3YzNJLbyS7JzTQAyUUjy+McfNT3WwI+NHo2TU5NMnJHjX3Ej/+Z8yXrAWN9LYO8MMCJgGTbUhQtYgw3V97WGoq7w1hO2m/X5IpnBQY2zP8w+6nE5F0w0SNW1oEyMouQV48U545keQSwHghetJHfFxMvM+UJrzeavDZulfO3h2mx+wAgZ86Mg4VybXM/XVX2Kt245TM530YZeSn7m7EoISs5jq3fvCEdn4KFPWLiOQ3owMNEw21DDaHoa69qY1xMr1uzhs86u0uTUEA10kYyG/19JolNPRFbZHhW6QqGlDq+51SsqDV/8AT/4A0tv8bYEIHP1R0odeQofrB6OugsdP13Ry50uZUiXsk2aH+dziOt6Wfpb6Z/4XZQTACoOTQzyb9uO/QH7m4kFTvaObHqPpia9imKHeQ3DvKw6TlQ+jDfT7UdYzgb40/69MUcUyRsDMRIS4USg1/9srY3wuE90+LVLWqolep7QXqvNOSSnY/CSsuglaXvG3iQmHnw/HfwpqGiFn43Xneej1bpY9k6It68/LzIyb/N3iOt5+gL/ANf7U7cWAVFzwakVQDsRfvp2ug88ZMNU7FDBpWrfcD0iDDZON8TBazwT6PZGLuKb7BwBkVZBUZ4p4rblvqdl6SHBU6QaJmja46gtKu16GVd+FLU/v3jbv3bD4M70War60K8+/P9bMS81+VYewJXzs6DgfOiJO0Nz9Acbq2o4K1vZ6CWVFsbqaBwxIddEg9dEAsqeq02NclbpnAn21LGIZ13JB7i6mejvZqpLMet+/7Vvw0BW2NU0bI9UTlFJb4Mnvw2sP7d424zh4++dg6hG9dv36o7u4ZXV7qXPSu+ZG+PQJCZpq+p+uUzMdM9vq3yEJIBbi5rETvSsRmIaQjId2T1DvqYLBGFc4KJ9AXx1axOrQIroLDk3xMLfP33Ol8CHpag2apo2R6qgSntkBt124OyBNmQdnL4Xzl/cLSAB1YQMFzK0P8N33J/m306YMGJAA0odding2uHmQAOLmEa9A6phrS/tEgiYz6yK9Mqb2WHV6jKtSX/3OudiuorvgoJT/ddQm0HWFbU3Txkh1JDrMMNWzV8UgNhVOvBYOeX+/xINyOdvjVy+0c+qBoQELp5ZTGARbXqT2xVsJdG7Grp1N6phryc45HYD6aJD6mkHWLe2p6vQYV6XerxPousK2po2UTnTYC9URlGYF1bM//Sc48oNgDVyDrq/htK4YrEwQDKNUkKZp2tB0UNoL1TGn1DAPjrls1J5uqDJB4A/XJWMhLLM6Rjc1TdMmiuoISkMM1Y2UMoI4NU1gDnzHNeRwnaZpmrZfVUdQGiVuqA4v3NCvTBD4lbibakOEA3q4TtM0bbxMiqA0WJmgHsOq7K1pmqbtdxM+KHlWxE9mMPqfqojQUBMkERlGZW9N0zRtv5vQQckN1/vDdQMYcWVvTdM0bb+bmEHJMPHiTXiFgbPnaiMBpgzUplzTNE0bVxMvKIViUJOEnAeFfK9fmYbQGAtRE5p4p61pmjYRTJyrs4gfjMI9xVW9Xr8OB0ya4nrtkaZpWiWbGEHJCkF82oCVGQASkQANerhO0zSt4lV/UIrUQ3TgtUf9KntrmqZpFa16r9aG6RdoDQ689ihoGcysi+jhOk3TtCpSnUEpWAOxpiHLD+lCqpqmadWnuoJSv2QGTdM0bSKpnqAUCPvDdYMkM2iapmnVrzqCkmFCYtZ4H4WmaZq2n1VHFsAAdes0TdO0iac6gpKmaZo2KeigpGmaplUMHZQ0TdO0ijEuQUlEzhSRV0TkdRH5yngcg6ZpmlZ5xjwoiYgJfA94H3AYcKmIHDbWx6FpmqZVnvG4UzoBeF0ptUEpVQB+BZw7DsehaZqmVZjxCEozgc1lP28pbtM0TdMmuYpNdBCRq0TkWRF5trm5ebwPR9M0TRsD4xGUtgKzy36eVdzWi1JqhVJqkVJqUTKZHLOD0zRN08bPeASlZ4CDReQgEQkClwC/G4fj0DRN0yrMmNfvUUo5IvJZ4CHABH6ilHpprI9D0zRNqzzjUlROKfUA8MB4vLamaZpWuSo20UHTNE2bfEQpNd7HsEci0gxsHMaujUDLfj6csTTRzgcm3jnp86l843VOLUqpM8fhdataVQSl4RKRZ5VSi8b7OEbLRDsfmHjnpM+n8k3Ec5rI9PCdpmmaVjF0UNI0TdMqxkQLSivG+wBG2UQ7H5h456TPp/JNxHOasCbUnJKmaZpW3SbanZKmaZpWxXRQ0jRN0yrGhAhKE6GTrYj8RER2iciLZdsaRORhEXmt+LV+PI9xJERktog8JiJ/E5GXROTzxe3VfE5hEXlaRNYWz+nrxe0HichTxfffHcWajlVDREwRWSMi9xV/rtrzEZG3RGSdiDwvIs8Wt1Xte24yqvqgNIE62d4C9F1o9xXgEaXUwcAjxZ+rhQP8vVLqMGAx8Jniv0s1n1MeOF0ptRA4GjhTRBYDNwD/q5SaB7QDV4zjMe6NzwMvl/1c7edzmlLq6LK1SdX8npt0qj4oMUE62SqlHgfa+mw+F/hZ8fufAeeN6UHtA6XUdqXU6uL3afyL3kyq+5yUUipT/DFQ/E8BpwN3FrdX1TmJyCzgLOBHxZ+FKj6fQVTte24ymghBaSJ3sp2qlNpe/H4HMHU8D2ZviciBwDHAU1T5ORWHup4HdgEPA28AHUopp7hLtb3/bgT+EfCKP0+hus9HAX8UkedE5Kritqp+z00241IlXBs5pZQSkarL3xeRGHAXcJ1SqtP/IO6rxnNSSrnA0SJSB/wWWDDOh7TXRORsYJdS6jkRWTLexzNKTlFKbRWRJuBhEVlf/stqfM9NNhPhTmlYnWyr1E4RmQ5Q/LprnI9nREQkgB+QblNK3V3cXNXn1EMp1QE8BpwE1IlIzwe8anr/vR04R0Tewh/2Ph1YSvWeD0qprcWvu/A/NJzABHnPTRYTIShN5E62vwM+Xvz+48C943gsI1Kcm/gx8LJS6jtlv6rmc0oW75AQkQhwBv5c2WPARcXdquaclFL/pJSapZQ6EP//m0eVUh+hSs9HRGpEJN7zPfAe4EWq+D03GU2Iig4i8n78sfGeTrbfGudDGjERuR1Ygl9mfyfwNeAe4NfAAfitOz6olOqbDFGRROQU4AlgHbvnK/4Zf16pWs/pKPyJchP/A92vlVLfEJG5+HcaDcAa4KNKqfz4HenIFYfvvqSUOrtaz6d43L8t/mgBv1RKfUtEplCl77nJaEIEJU3TNG1imAjDd5qmadoEoYOSpmmaVjF0UNI0TdMqhg5KmqZpWsXQQUnTNE2rGDooaZqmaRVDByWtaohInYh8eg/7HCgiHx7Gcx1Y3iZkgN9/QkRuHuR3q/o+h4gs6Wn9oGna3tNBSasmdcCQQQk4ENhjUNoXSqmT9+fza9pkpoOSVk2uB95WbOD27eJ/Lxabun2obJ93FPf5QvFu5gkRWV38byQBZbaIrCw2h/taz0YRyQz1IE3T9p6uEq5Vk68ARyiljhaRC4FrgIX4pZmeEZHHi/t8SSl1NoCIRIEzlFI5ETkYuB1YNPDT93MCcATQXXz++5VSz47uKWmaVk4HJa1anQLcXmwlsVNE/gwcD3T22S8A3CwiRwMuMH8Er/GwUqoVQETuLr6mDkqath/poKRNdF/AL3C7EH+4OjeCx/YtDKkLRWrafqbnlLRqkgbixe+fAD5U7ASbBN4JPN1nH4AEsF0p5QGX4Vf4Hq4zRKSh2KbiPOAv+3oCmqYNTd8paVVDKdUqIn8ppmE/CLwArMW/g/lHpdQOEWkFXBFZC9wCfB+4S0Q+BvwB6BrBSz6N36RwFvALPZ+kafufbl2haZqmVQw9fKdpmqZVDD18p01qIvJe4IY+m99USp0/HsejaZOdHr7TNE3TKoYevtM0TdMqhg5KmqZpWsXQQUnTNE2rGDooaZqmaRXj/wPwJxylCAD7iQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.lmplot(x='total_bill',y='tip',data=tips,hue='sex')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "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": [ "sns.lmplot(x='total_bill',y='tip',data=tips,hue='sex',palette='coolwarm')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Working with Markers\n", "\n", "lmplot kwargs get passed through to **regplot** which is a more general form of lmplot(). regplot has a scatter_kws parameter that gets passed to plt.scatter. So you want to set the s parameter in that dictionary, which corresponds (a bit confusingly) to the squared markersize. In other words you end up passing a dictionary with the base matplotlib arguments, in this case, s for size of a scatter plot. In general, you probably won't remember this off the top of your head, but instead reference the documentation." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# http://matplotlib.org/api/markers_api.html\n", "sns.lmplot(x='total_bill',y='tip',data=tips,hue='sex',palette='coolwarm',\n", " markers=['o','v'],scatter_kws={'s':100})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Using a Grid\n", "\n", "We can add more variable separation through columns and rows with the use of a grid. Just indicate this with the col or row arguments:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.lmplot(x='total_bill',y='tip',data=tips,col='sex')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.lmplot(x=\"total_bill\", y=\"tip\", row=\"sex\", col=\"time\",data=tips)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.lmplot(x='total_bill',y='tip',data=tips,col='day',hue='sex',palette='coolwarm')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Aspect and Size\n", "\n", "Seaborn figures can have their size and aspect ratio adjusted with the **size** and **aspect** parameters:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.lmplot(x='total_bill',y='tip',data=tips,col='day',hue='sex',palette='coolwarm',\n", " aspect=0.6,height=8)" ] } ], "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" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false } }, "nbformat": 4, "nbformat_minor": 1 }