{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "5lnMl3oxrf7d" }, "source": [ "# matplotlib tutorial (2) nitta@tsuda.ac.jp\n", "\n", "# Chapter 2: Drawing a line graph" ] }, { "cell_type": "markdown", "metadata": { "id": "KmEF3Y5At0mM" }, "source": [ "## 2-1: Draw a line graph by specifying the x-axis and y-axis values" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 374 }, "executionInfo": { "elapsed": 467, "status": "ok", "timestamp": 1648474600229, "user": { "displayName": "Yoshihisa Nitta", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgJLeg9AmjfexROvC3P0wzJdd5AOGY_VOu-nxnh=s64", "userId": "15888006800030996813" }, "user_tz": -540 }, "id": "DQkoVclwt9bj", "outputId": "33e7c214-cc6c-4da6-c5da-df52b2ab82f2" }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeAAAAFlCAYAAAAzqTv+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3dd1xW58HG8d/NEkXEAU5EcO+Jgpo9GjNtthqN26YjJnnTpE2apk3eNs3omzTpSh04omJMYpJmmNZmNQ5QFAfuASg4GCooynzu9w9pm1iNCA+cZ1zfz8eP8Jwj5+L2wMV9nuc+GGstIiIi0rACnA4gIiLij1TAIiIiDlABi4iIOEAFLCIi4gAVsIiIiANUwCIiIg4IasiDRUZG2tjY2IY8pIiIiGM2bNhQYK2NOt+2Bi3g2NhY0tLSGvKQIiIijjHGZF9omy5Bi4iIOEAFLCIi4gAVsIiIiANUwCIiIg5QAYuIiDhABSwiIuIAFbCIiIgDVMAiIiIOUAGLiIg44KIFbIxJMsbkGWMyznn8QWPMTmPMNmPMi/UXUURExPfUZAY8Hxj19QeMMVcDo4EB1to+wG/dH01ERMR3XbSArbX/BI6d8/D3geettWXV++TVQzYREZEGsz//FJsPnmiw49X2OeDuwOXGmFRjzJfGmKEX2tEYM8MYk2aMScvPz6/l4UREROpPdmEJ42an8tDSdCqrXA1yzNoWcBDQEkgEHgOWGWPM+Xa01s6y1sZba+Ojos77G5lEREQcc/DYacbNTqWssorXJwwhKLBhXp9c26PkAMvtWesAFxDpvlgiIiL179CJM4ydncKpskoWTUugZ9tmDXbs2hbwe8DVAMaY7kAIUOCuUCIiIvXtSFEpY2enUHS6gjemDqNP+4gGPX7QxXYwxiQDVwGRxpgc4BdAEpBUvTSpHJhorbX1GVRERMRd8k6WMm5OCgUny3hjWgL9o5s3eIaLFrC1duwFNo13cxYREZF6V3CqjPtmp3KkqJQFU4YxOKaFIzl0JywREfEbx0vKGT8nlYPHTzN34lCGxrZ0LMtFZ8AiIiK+oOh0BePnprK/oISkiUMZ3qWVo3k0AxYREZ9XXFrB/Ump7Dl6ilkThnBZN+cX7qiARUTEp50qq2Ri0jq2Hy7mz+MHc1WP1k5HAnQJWkREfNjp8komz1vHlpwi/jhuMNf2auN0pH/TDFhERHzSmfIqps5PY0P2cV4dM5BRfds6HekbNAMWERGfU1pRxYw30kjJLOSVewZyS//2Tkf6L5oBi4iITymrrOKBRRtYtbeAl+4awHcHdXA60nmpgEVExGeUV7r44eKNfLErn+du78ddQ6KdjnRBKmAREfEJFVUuZian848defzv6D6MHRbjdKRvpQIWERGvV1nl4pE3N/HJtiM8fUtvJgyPdTrSRamARUTEq1W5LI+9vYUPtxzmyZt6MuWyOKcj1YgKWEREvJbLZfnpO1t4Nz2Xx27owYwrujgdqcZUwCIi4pVcLsvP3svgrQ05PHRtN354dVenI10SFbCIiHgday2//GAbyesO8IOruvDwdd2cjnTJVMAiIuJVrLX874c7WLg2mxlXdOaxG3pgjHE61iVTAYuIiNew1vL8JztJWp3JpBGxPHFjT68sX1ABi4iIF3l55W7+8uV+xifG8Itbe3tt+YIKWEREvMRrn+7h95/tZczQjjx7W1+vLl9QAYuIiBf40xd7eXnlbu4cHM1zt/cjIMC7yxdUwCIi4uHmfLWfFz/ZxeiB7Xnxrv4+Ub6gAhYREQ82f3Umv/poBzf3a8f/3T2AQB8pX1ABi4iIh1qUks0vP9jOd3q34XdjBhIU6FuV5VufjYiI+IRl6w/y1HsZXNOzNX8YN5hgHytfUAGLiIiHeWdDDj9ZvoUrukfxp/sGExLkm1Xlm5+ViIh4pfc35fLY25sZ0aUVsyYMITQ40OlI9UYFLCIiHuHjrYf5n2WbGRrbkjn3D/Xp8gUVsIiIeIC/bzvCzOR0BnVsTtKkoTQO8e3yBRWwiIg47LOdR/nhko307RDBvMlDCWsU5HSkBqECFhERx3y5O58H3thIz7bNWDBlGOGhwU5HajAqYBERccSavQXMWJhGl9ZNeWPqMCIa+0/5Qg0K2BiTZIzJM8ZknGfbo8YYa4yJrJ94IiLii1L3FzJ1QRqxrcJYPC2B5k1CnI7U4GoyA54PjDr3QWNMR+A7wAE3ZxIRER+WlnWMyfPX0755KIumJdAyzP/KF2pQwNbafwLHzrPpFeBxwLo7lIiI+KZNB08wad562jQLJXl6IlHhjZyO5JhaPQdsjBkN5FprN9dg3xnGmDRjTFp+fn5tDiciIj4gI7eICXNTaRkWwpLpCbRuFup0JEddcgEbY5oATwJP12R/a+0sa228tTY+KirqUg8nIiI+YPuhYu6bk0qz0GCWTE+gXURjpyM5rjYz4C5AHLDZGJMFRAMbjTFt3RlMRER8w64jJxk/N5UmIYEkT08kukUTpyN5hEte7Wyt3Qq0/tf71SUcb60tcGMuERHxAXvzTnHfnBSCAgzJ0xOJaaXy/ZeaLENKBtYCPYwxOcaYqfUfS0REvF1mQQnjZqcAhiXTE4mNDHM6kke56AzYWjv2Ittj3ZZGRER8woHC04ybnUKly7J0RiJdWzd1OpLH0Z2wRETErXKOn2bs7BTOVFSxaGoC3duEOx3JI6mARUTEbQ4XnWHs7BROllawaGoCvds3czqSx1IBi4iIWxwtLmXsrBROlFTwxtQE+naIcDqSR1MBi4hIneWfLGPs7BTyT5Yxf8owBnRs7nQkj+cfv3RRRETqTeGpMu6bk8LhE6UsmDKMIZ1aOB3JK2gGLCIitXa8pJz75qSSXXiauZPiGRbX0ulIXkMzYBERqZWi0xVMSEplf0EJc+6PZ0QX/WbaS6EZsIiIXLLi0gruT0pl95FT/GX8EK7ornv9XyoVsIiIXJJTZZVMnreebYeK+eN9g7m6Z+uL/yP5L7oELSIiNXa6vJIp89ez6eAJ/jB2ENf3buN0JK+lGbCIiNTImfIqpi1IIy3rGK/cO5Ab+7VzOpJX0wxYREQuqrSiihlvpLF2fyEv3zOA2wa0dzqS19MMWEREvlVZZRXfX7SBr/YU8MKd/bl9ULTTkXyCClhERC6oosrFj5ak8/mufJ67vR/3xHd0OpLPUAGLiMh5VVa5mJmczsrtR3l2dB/GJcQ4HcmnqIBFROS/VLksjyzbzIqMIzx1cy/uHx7rdCSfowIWEZFvqHJZHntrMx9sPsRPb+zJtMs7Ox3JJ6mARUTk31wuyxPLt7A8PZdHr+/OA1d2cTqSz1IBi4gIANZanno/g2VpOcy8pisPXtvN6Ug+TQUsIiJYa3nmg+0sST3A96/qwiPXd3c6ks9TAYuI+DlrLb/+aAfz12Qx7bI4Hr+hB8YYp2P5PBWwiIgfs9bywie7mLMqk4nDO/Gzm3upfBuIClhExI+98o89vP7lPsYlxPDL2/qofBuQClhExE/9/tM9vPbpHu6Jj+ZXo/uqfBuYClhExA+9/uU+/m/lbu4Y1IHf3NGfgACVb0NTAYuI+Jk5X+3n+RU7uXVAe166ewCBKl9HqIBFRPzIwrVZ/OqjHdzYty2v3KPydZIKWETETyxJPcDT72/j+t5teG3sIIICVQFO0uiLiPiBZWkHefLdrVzdI4o/jBtEsMrXcfofEBHxce+m5/CTd7ZwebdI/jx+CI2CAp2OJNSggI0xScaYPGNMxtcee8kYs9MYs8UY864xpnn9xhQRkdr4YPMhHl22meGdWzH7/nhCg1W+nqImM+D5wKhzHlsJ9LXW9gd2A0+4OZeIiNTRiq2HefjNTcR3asmciSpfT3PRArbW/hM4ds5jf7fWVla/mwJE10M2ERGppZXbj/JgcjoDoiNImjyUJiFBTkeSc7jjOeApwAo3fBwREXGDz3fm8YPFG+jTIYL5U4bRtJHK1xPVqYCNMT8DKoHF37LPDGNMmjEmLT8/vy6HExGRi/hqTz7fW7SBHm3DWTh5GM1Cg52OJBdQ6wI2xkwCbgHus9baC+1nrZ1lrY231sZHRUXV9nAiInIRa/YVMG1BGp0jw3hjSgIRTVS+nqxW1yWMMaOAx4ErrbWn3RtJREQu1brMY0ydn0ZMyyYsnpZAi7AQpyPJRdRkGVIysBboYYzJMcZMBf4AhAMrjTGbjDGv13NOERG5gA3Zx5k8bx3tmoeyeHoCrZo2cjqS1MBFZ8DW2rHneXhuPWQREZFLtPngCSYlrSMqvBHJ0xNpHR7qdCSpId0JS0TES2XkFjFhbirNw4JZMj2RNs1Uvt5EBSwi4oV2HC5m/NxUwkODWTItkfbNGzsdSS6RClhExMvsPnqS++akEhoUSPL0RDq2bOJ0JKkFFbCIiBfZm3eKcbNTCQowJM9IJKaVytdbqYBFRLxEZkEJ42anAJYl0xOIiwxzOpLUge5PJiLiBQ4eO8242SlUuizJ0xPp2jrc6UhSR5oBi4h4uNwTZxgzK4XT5VUsmppAj7YqX1+gAhYR8WCHi84wdlYKxaUVLJqaQO/2zZyOJG6iAhYR8VB5xaWMm53KsZJyFk4ZRr/oCKcjiRupgEVEPFD+yTLGzk7haHEp8ycPZVBMC6cjiZupgEVEPMyxknLGz0kl98QZ5k0aSnxsS6cjST1QAYuIeJATp8+Wb1ZhCXMnDiWhcyunI0k9UQGLiHiIojMVTJi7jr15p5h1fzwju0Y6HUnqkQpYRMQDnCytYGLSOnYeKeb1CYO5snuU05GknqmARUQcVlJWyeR568nILeKP4wZzTc82TkeSBqA7YYmIOOh0eSWT568n/eAJfj92EN/p09bpSNJANAMWEXFIaUUV0xemkZZ1jJfvGcBN/do5HUkakGbAIiIOKK2oYsYbG1izr5Df3jWA0QM7OB1JGphmwCIiDay80sUPFm/kn7vzef6Oftw5JNrpSOIAFbCISAOqqHLxoyUb+WxnHr/6bl/uHRrjdCRxiApYRKSBVFa5eHjpJv6+/Si/vLU34xM7OR1JHKQCFhFpAFUuy6NvbeajrYd56uZeTBoZ53QkcZgKWESknrlclsfe3sz7mw7x+KgeTLu8s9ORxAOogEVE6pHLZXny3a0s35jLI9d15wdXdXU6kngIFbCISD2x1vL0XzNYuv4gP7q6KzOvVfnKf6iARUTqgbWWZz7YzqKUA3zvys48+p3uGGOcjiUeRAUsIuJm1lqe+3gH89dkMWVkHD8d1VPlK/9FBSwi4kbWWl762y5mf5XJ/cM78fNbeql85bxUwCIibvTqp3v40xf7GDsshl/e2kflKxekAhYRcZM/fr6X3/1jD3cNiebX3+1LQIDKVy5MBSwi4gZ/+XIfL/1tF98d2J4X7uyv8pWLumgBG2OSjDF5xpiMrz3W0hiz0hizp/rvFvUbU0TEcyWtyuQ3K3ZyS/92/PbuAQSqfKUGajIDng+MOuexnwKfWmu7AZ9Wvy8i4nfeWJvFsx9uZ1Sftrxy70CCAnVhUWrmomeKtfafwLFzHh4NLKh+ewHwXTfnEhHxeMnrDvDz97dxXa/WvDZ2EMEqX7kEtT1b2lhrD1e/fQRoc6EdjTEzjDFpxpi0/Pz8Wh5ORMSzvJV2kCff3cqV3aP4432DCQlS+cqlqfMZY621gP2W7bOstfHW2vioqKi6Hk5ExHHvpefy+DtbGNklkr9MGEKjoECnI4kXqm0BHzXGtAOo/jvPfZFERDzXh1sO8T/LNpEQ15LZ98cTGqzyldqpbQH/FZhY/fZE4H33xBER8VyfZBzhoaWbGNKpBXMnDqVxiMpXaq8my5CSgbVAD2NMjjFmKvA8cL0xZg9wXfX7IiI+6x/bj/Jg8kb6R0cwb/IwwhoFOR1JvNxFzyBr7dgLbLrWzVlERDzSF7vy+MHijfRq14wFU4bRVOUrbqCX7YmIfItVewqY8cYGurZuyhtTEmgWGux0JPERKmARkQtYu6+QaQvX0zkyjEXTEohoovIV91EBi4icx/qsY0xdsJ6OLZqwaFoCLcNCnI4kPkYFLCJyjo0HjjMpaR1tm4WyeHoCkU0bOR1JfJAKWETka7bknGDi3HVEhjdiyfREWoeHOh1JfJQKWESkWkZuEePnpBLRJJgl0xNpG6HylfqjAhYRAXYeKWbC3FSaNgoieXoiHZo3djqS+DgVsIj4vT1HT3Lf7FRCggJInpFIx5ZNnI4kfkAFLCJ+bV/+KcbOTiUgwLBkeiKdWoU5HUn8hApYRPxWVkEJ42anYK1lybQEukQ1dTqS+BEVsIj4pYPHTjNudgrllS4WT0+gW5twpyOJn9ENTUXE7+SeOMPY2SmUlFexZHoCPds2czqS+CHNgEXErxwpKmXc7BSKTlfwxtRh9Gkf4XQk8VMqYBHxG9sOFXHvrLUUnipnwdRh9I9u7nQk8WO6BC0iPs9ay/w1Wfzm4500bxLMginDGBzTwulY4udUwCLi046VlPP425v5x448ru3ZmpfuHqBfrCAeQQUsIj5r7b5CHn4zneMlFTx9S28mj4zFGON0LBFABSwiPqiyysVrn+7h95/vJbZVGHMnDqVvB73YSjyLClhEfEruiTM8vDSd9VnHuXNwNM+M7kPTRvpWJ55HZ6WI+IxPMo7wk3e2UFnl4pV7B3D7oGinI4lckApYRLxeaUUVv/5oB2+kZNOvQwSvjR1EXKTu6SyeTQUsIl5tz9GTPJiczs4jJ5l2WRyPj+pJSJBucSCeTwUsIl7JWsub6w/yyw+2ERYSxLzJQ7m6R2unY4nUmApYRLxOcWkFTyzfykdbDjOyayteuWcgrZuFOh1L5JKogEXEq2w8cJyZyekcLirlsRt68P0ruxAQoLW94n1UwCLiFVwuy+v/3Mf//X03bZuFsux7wxnSSbeTFO+lAhYRj5dXXMr/LNvMqr0F3NyvHc/d0Y+IxsFOxxKpExWwiHi0L3bl8eiyzZSUV/KbO/oxZmhH3U5SfIIKWEQ8Unmli5f+tpPZX2XSo004S8cl0q1NuNOxRNxGBSwiHieroISZS9PZklPE+MQYnrq5N6HBgU7HEnGrOhWwMeYRYBpgga3AZGttqTuCiYh/ei89l5+9u5XAAMPr4wczqm87pyOJ1ItaF7AxpgMwE+htrT1jjFkGjAHmuymbiPiRkrJKnn5/G+9szCG+UwteHTuIDs0bOx1LpN7U9RJ0ENDYGFMBNAEO1T2SiPibjNwiZiank1lYwsxrujLz2m4EBep2kuLbal3A1tpcY8xvgQPAGeDv1tq/uy2ZiPg8ay3zVmfx/IqdtAgLZvG0BEZ0iXQ6lkiDqPWPmMaYFsBoIA5oD4QZY8afZ78Zxpg0Y0xafn5+7ZOKiE85VlLO9IVpPPvhdi7vFsmKh65Q+Ypfqcsl6OuATGttPoAxZjkwAlj09Z2stbOAWQDx8fG2DscTER+xdl8hD7+ZzvGSCn5xa28mjYjV2l7xO3Up4ANAojGmCWcvQV8LpLkllYj4pMoqF699uofff76XuFZhzJ04lL4dIpyOJeKIujwHnGqMeRvYCFQC6VTPdEVEzpV74gwPJaeTln2cu4ZE88xtfQhrpFsRiP+q09lvrf0F8As3ZRERH/VJxmEef3sLVS7L7+4dyHcHdXA6kojj9OOniNSb0ooqfvXRdhalHKB/dASvjRlEbGSY07FEPIIKWETqxZ6jJ3kwOZ2dR04y/fI4HruhJyFBWtsr8i8qYBFxK2stS9cf5JkPthEWEsS8yUO5ukdrp2OJeBwVsIi4TdGZCp5cvpWPth7msq6RvHzPAFo3C3U6lohHUgGLiFtsyD7OQ0vTOVxUyuOjevDAFV0ICNDaXpELUQGLSJ24XJY/f7mPl1fupl1EKG89MJzBMS2cjiXi8VTAIlJrecWlPLJsE6v3FnJz/3Y8d3s/IhoHOx1LxCuogEWkVj7flcePl22mpLyS5+/ox71DO+p2kiKXQAUsIpekvNLFi5/sZM6qTHq2DWfp2ES6tQl3OpaI11EBi0iNZRWU8GByOltzi5iQ2Imf3dyL0OBAp2OJeCUVsIjUyLvpOTz1bgaBAYbXxw9hVN+2TkcS8WoqYBH5ViVllTz9/jbe2ZjD0NgW/G7MIDo0b+x0LBGvpwIWkQvKyC1iZnI6mYUlzLy2GzOv6UpQoG4nKeIOKmAR+S/WWuatzuL5FTtpGRbCkmmJDO/SyulYIj5FBSwi33CspJzH3trMpzvzuK5Xa168awAtw0KcjiXic1TAIvJva/YV8MibmzheUsEvbu3NpBGxWtsrUk9UwCJCZZWLVz/dwx8+30tcqzDmThxK3w4RTscS8WkqYBE/l3P8NA8v3URa9nHuGhLNM7f1IayRvjWI1Dd9lYn4sU8yDvP421twWXh1zEBGD+zgdCQRv6ECFvFDpRVV/O+H21mceoD+0RH8fuwgOrUKczqWiF9RAYv4md1HT/LgknR2HT3JjCs68+Pv9CAkSGt7RRqaCljET1hrSV53kGc/3EbTRkHMnzyUq3q0djqWiN9SAYv4gaIzFTy5fCsfbT3MZV0jefneAbQOD3U6lohfUwGL+LgN2ceZmZzO0eJSfjKqJ9+7ojMBAVrbK+I0FbCIj6pyWV7/ch8vr9xNu4hQlj0wnMExLZyOJSLVVMAiPiivuJRHlm1i9d5Cbunfjufu6Eez0GCnY4nI16iARXzM57vy+PGyzZSUV/LCnf24J76jbicp4oFUwCI+orzSxYuf7GTOqkx6tg3nzXGJdG0d7nQsEbkAFbCID8gsKGFmcjpbc4u4f3gnnrypF6HBgU7HEpFvoQIW8XLvpufw1LsZBAUG8JcJQ7ihT1unI4lIDaiARbxUSVklP38/g+UbcxkW25LfjRlI++aNnY4lIjVUpwI2xjQH5gB9AQtMsdaudUcwEbmwjNwiHkxOJ7uwhJnXdmPmNV0JCtTtJEW8SV1nwK8Cn1hr7zLGhABN3JBJRC7AWkvS6iyeX7GDVmGNWDI9kcTOrZyOJSK1UOsCNsZEAFcAkwCsteVAuXtiici5Ck+V8djbW/hsZx7X9WrNS3cNoEVYiNOxRKSW6jIDjgPygXnGmAHABuAha23J13cyxswAZgDExMTU4XAi/mvNvgIeXrqJE6cr+OWtvZk4IlZre0W8XF2eNAoCBgN/ttYOAkqAn567k7V2lrU23lobHxUVVYfDififyioXv/3bLu6bk0rT0CDe/eEIJo2MU/mK+IC6zIBzgBxrbWr1+29zngIWkdrJOX6ah5ZuYkP2ce4eEs0zo/vQJEQLF0R8Ra2/mq21R4wxB40xPay1u4Brge3uiybiv1ZsPcxP3tmCy8KrYwYyemAHpyOJiJvV9cfpB4HF1a+A3g9MrnskEf9VWlHFsx9uZ0nqAQZER/Da2EF0ahXmdCwRqQd1KmBr7SYg3k1ZRPza7qMn+dGSjew+eorvXdGZR7/Tg5Agre0V8VV6QknEYdZalqw7wLMfbCc8NIgFU4ZxZXe9YFHE16mARRxUdKaCJ5Zv4eOtR7i8WyT/d88AWoeHOh1LRBqACljEIRuyjzEzeRNHi0v56Y09mXF5ZwICtLxIxF+ogEUaWJXL8vqX+3h55W7aNw/lrQeGMyimhdOxRKSBqYBFGtDR4lIeeXMTa/YVckv/djx3Rz+ahQY7HUtEHKACFmkgn+/M49G3NnOmvIoX7+zP3fHRuqOViB9TAYvUs7LKKl78ZBdzV2XSs204fxg3iK6tw52OJSIOUwGL1KPMghIeTN5IRm4x9w/vxJM39SI0ONDpWCLiAVTAIvVk+cYcfv5eBkGBAfxlwhBu6NPW6Ugi4kFUwCJudqqskqffy2B5ei7DYlvyuzEDad+8sdOxRMTDqIBF3GhrThEzl6aTXVjCw9d140dXdyUoULeTFJH/pgIWcQNrLXNXZfLCJztpFdaI5OmJJHRu5XQsEfFgKmCROio8VcaP39rM57vyua5XG166qz8twkKcjiUiHk4FLFIHa/YW8PCbmzhxpoJnbuvD/cM7aW2viNSIClikFiqrXLzyj9386Yt9xEWGMX/yMHq3b+Z0LBHxIipgkUuUc/w0Dy3dxIbs49wTH80vb+tDkxB9KYnIpdF3DZFLsGLrYX7yzhZcFl4bO4jbBrR3OpKIeCkVsEgNlFZU8eyH21mSeoABHZvz+zGDiGnVxOlYIuLFVMAiF7HryEkeTN7I7qOn+N6VnXn0+h6EBGltr4jUjQpY5AKstSxZd4BnP9hOeGgQC6cM44ruUU7HEhEfoQIWOY+i0xX8dPkWVmQc4fJukbx8z0Ciwhs5HUtEfIgKWOQcG7KPMTN5E0eLS3nixp5Mv7wzAQFa2ysi7qUCFqlW5bL8+Yu9vPKPPXRo3pi3vz+CgR2bOx1LRHyUClgEOFpcysNLN7F2fyG3DWjPr27vS7PQYKdjiYgPUwGL3/ts51F+/NYWzpRX8eJd/bl7SLRuJyki9U4FLH6rrLKKF1bsIml1Jj3bhvOHcYPp2rqp07FExE+ogMUvZRaU8GDyRjJyi5k0Ipaf3tiT0OBAp2OJiB9RAYvfWb4xh5+/l0FwUACzJgzhO33aOh1JRPyQClj8xqmySn7+XgbvpucyLK4lr44ZSLuIxk7HEhE/pQIWv7A1p4gHkzdy4NhpHr6uGw9e041Are0VEQfVuYCNMYFAGpBrrb2l7pFE3MflsiStzuSFT3YS2bQRydMTSejcyulYIiJumQE/BOwA9NvIxaMUnirjx29t5vNd+Vzfuw0v3tmfFmEhTscSEQHqWMDGmGjgZuDXwP+4JZGIG6zZW8DDb27ixJkKnh3dhwmJnbS2V0Q8Sl1nwL8DHgfC3ZBFpE6stazeW0jS6kw+25lHl6gw5k8eRu/2ujgjIp6n1gVsjLkFyLPWbjDGXPUt+80AZgDExMTU9nAiF1RaUcV76bkkrc5k99FTRDYN4eHrujHjis40CdHrDEXEMxlrbe3+oTG/ASYAlUAoZ58DXm6tHX+hfxMfH2/T0tJqdTyRc+UVl/JGSjaLUw9wrKScXu2aMfWyOG4d0I5GQbqphog4zxizwVobf75ttZ4eWGufAJ6oPsBVwI+/rXxF3GVrThFJq5qkf8cAAA1nSURBVDP5cMshKl2W63q1YcrIOBI7t9TzvCLiNXR9TrxClcuycvsRklZlsS7rGGEhgYxP7MSkEbF0ahXmdDwRkUvmlgK21n4BfOGOjyXydcWlFSxbf5D5a7LIOX6G6BaNeermXtwztKN+XaCIeDXNgMUjZRWUMH9NFm+lHaSkvIphcS156ubeXN+7je5gJSI+QQUsHsNay9r9hSStyuLTnUcJCjDc2r89k0fG0S86wul4IiJupQIWx5VWVPHB5kMkrc5ix+FiWoaF8KOruzIhsROtm4U6HU9EpF6ogMUx+SfLWJSSzeLUbApOldOjTTgv3NmP0QM76HfziojPUwFLg9t2qIh5q7P466ZDlFe5uKZna6aMjGNk11ZaRiQifkMFLA2iymX5bGcec1ftJ2X/MRoHBzJmWEcmjYilc1RTp+OJiDQ4FbDUq1NllbyVdnYZUXbhadpHhPLEjT0ZMzSGiCZaRiQi/ksFLPXi4LHTLFiTxZvrD3KyrJIhnVrw+A09uaFPG4ICA5yOJyLiOBWwuI21lvVZx0lalcnftx8hwBhu6teOKZfFMbBjc6fjiYh4FBWw1Fl5pYuPth4iaVUWW3OLaN4kmAeu7MKE4Z1oF9HY6XgiIh5JBSy1VniqjCWpB1iYkk3+yTK6RIXx69v7csegaBqHaBmRiMi3UQHLJdt15CTzVmfybnouZZUuruwexZS747i8ayQBuk2kiEiNqIClRlwuyxe780halcWqvQWEBgdw55BoJo+IpVubcKfjiYh4HRWwfKuSskqWb8xh3uos9heU0LZZKI+P6sHYoTG0CAtxOp6IiNdSAct55Z44w8I1WSSvO0BxaSUDoiN4dcxAburXjmAtIxIRqTMVsPybtZaNB06QtDqTTzKOADCqb1umjIxjcExz3SZSRMSNVMBCRZWLj7ceJml1FpsPnqBZaBDTLovj/hGxdGiuZUQiIvVBBezHjpeUk7z+AAvXZHOkuJTOkWH87+g+3DE4mrBGOjVEROqTvsv6ob15J0lancXyjTmUVri4rGskz93Rl6u6t9YyIhGRBqIC9hPWWv65p4CkVZl8uTufkKAA7hjUgckj4+jRVsuIREQamgrYx50pr2J5+tllRHvzThEV3ohHr+/OuIQYWjVt5HQ8ERG/pQL2UUeKSlm4Nosl6w5w4nQFfTs045V7B3Bzv/aEBGkZkYiI01TAPmbTwRMkrcrk462HcVnLd3q3ZcplcQyNbaFlRCIiHkQF7AMqq1z8bdtRklZnsiH7OOGNgpg0IpaJI2Lp2LKJ0/FEROQ8VMBerOh0BUvXH2DBmiwOFZXSqVUTfnFrb+6O70hTLSMSEfFo+i7thfbnn2L+mize3pDD6fIqhnduxTOj+3JNz9YEahmRiIhXUAF7CWsta/YVkrQqk0935hESGMBtA9szeWQsfdpHOB1PREQukQrYw5VWVPH+plySVmWx6+hJIpuG8PB13bgvoRNR4VpGJCLirVTAHiqvuJRFKdksSj3AsZJyerVrxkt39ee2ge1pFBTodDwREakjFbCHycgtImlVJh9sOUSly3JdrzZMGRlHYueWWkYkIuJDVMAeoMplWbn97DKidZnHCAsJ5L6ETkweGUunVmFOxxMRkXpQ6wI2xnQEFgJtAAvMsta+6q5g/qC4tIJl6w8yf00WOcfPEN2iMU/d3It7hnakWWiw0/FERKQe1WUGXAk8aq3daIwJBzYYY1Zaa7e7KZvPyi4sYf6aLN5Ky+FUWSXDYlvy1M29uL53Wy0jEhHxE7UuYGvtYeBw9dsnjTE7gA6ACvg8rLWk7D9G0upM/rHjKEEBhlv7t2fyyDj6RWsZkYiIv3HLc8DGmFhgEJB6nm0zgBkAMTEx7jicVymrrOKDzYdJWpXJ9sPFtAwL4UdXd2VCYidaNwt1Op6IiDikzgVsjGkKvAM8bK0tPne7tXYWMAsgPj7e1vV43iL/ZBmLU7NZlJJNwalyerQJ54U7+zF6YAdCg7WMSETE39WpgI0xwZwt38XW2uXuieTdth8qZt7qTN7fdIjyKhfX9GzNlJFxjOzaSsuIRETk3+ryKmgDzAV2WGtfdl8k71Plsny2M4+kVZms3V9I4+BAxgzryKQRsXSOaup0PBER8UB1mQGPBCYAW40xm6ofe9Ja+3HdY3mHU2WVvJ12kHlrssguPE37iFCeuLEnY4bGENFEy4hEROTC6vIq6FWAX15TPXjsNAvWZPHm+oOcLKtkSKcWPH5DT27o04agwACn44mIiBfQnbBqyFpLWvZxklZl8rdtRwgwhpv6tWPKZXEM7Njc6XgiIuJlVMAXUV7p4qOth0halcXW3CKaNwnmgSu7MGF4J9pFNHY6noiIeCkV8AUcKylnSWo2C9dmk3eyjC5RYfz69r7cMSiaxiFaRiQiInWjAj7HriMnmbc6k3fTcymrdHFl9yheujuOy7tGEqDbRIqIiJuogAGXy/Ll7nySVmfy1Z4CQoMDuHNINJNHxNKtTbjT8URExAf5dQGfLq/knY25zFudyf78Eto2C+XxUT0YOzSGFmEhTscTEREf5pcFfOjEGRaszSI59QDFpZUMiI7g1TEDualfO4K1jEhERBqAXxXwxgNnlxGtyDiCtZYb+55dRjQ4prluEykiIg3K5wu4osrFiowjJK3KZNPBE4SHBjHtsjgmDO9EdIsmTscTERE/5bMFfOJ0OcnrDrJwbRaHi0qJiwzj2dF9uHNwNGGNfPbTFhERL+FzTbQ37xTzVmfyzsYcSitcXNY1kl/f3perurfWMiIREfEYPlHA1lq+2lPA3FWZfLk7n5CgAG4f2IHJl8XSs20zp+OJiIj8F68u4DPlVbybfnYZ0Z68U0SFN+LR67szLiGGVk0bOR1PRETkgry2gJPXHeDFT3Zy/HQFfdo34+V7BnBL//aEBGkZkYiIeD6vLeCmjYJIiGvFlMviGBrbQsuIRETEq3htAd86oD23DmjvdAwREZFa0fVaERERB6iARUREHKACFhERcYAKWERExAEqYBEREQeogEVERBygAhYREXGAClhERMQBKmAREREHqIBFREQcoAIWERFxgApYRETEASpgERERBxhrbcMdzJh8INuNHzISKHDjx/N2Go9v0nj8h8bimzQe/6Gx+CZ3j0cna23U+TY0aAG7mzEmzVob73QOT6Hx+CaNx39oLL5J4/EfGotvasjx0CVoERERB6iARUREHODtBTzL6QAeRuPxTRqP/9BYfJPG4z80Ft/UYOPh1c8Bi4iIeCtvnwGLiIh4JY8vYGNMkjEmzxiTcYHtxhjzmjFmrzFmizFmcENnbEg1GI+rjDFFxphN1X+ebuiMDcUY09EY87kxZrsxZpsx5qHz7OM350cNx8Ofzo9QY8w6Y8zm6vF45jz7NDLGvFl9fqQaY2IbPmn9q+FYTDLG5H/t3JjmRNaGZIwJNMakG2M+PM+2ej83gtz9AevBfOAPwMILbL8R6Fb9JwH4c/Xfvmo+3z4eAF9Za29pmDiOqgQetdZuNMaEAxuMMSuttdu/to8/nR81GQ/wn/OjDLjGWnvKGBMMrDLGrLDWpnxtn6nAcWttV2PMGOAF4F4nwtazmowFwJvW2h85kM8pDwE7gGbn2Vbv54bHz4Cttf8Ejn3LLqOBhfasFKC5MaZdw6RreDUYD79hrT1srd1Y/fZJzn4hdThnN785P2o4Hn6j+v/8VPW7wdV/zn3Ry2hgQfXbbwPXGmNMA0VsMDUcC79ijIkGbgbmXGCXej83PL6Aa6ADcPBr7+fgx990qg2vvtS0whjTx+kwDaH68tAgIPWcTX55fnzLeIAfnR/Vlxg3AXnASmvtBc8Pa20lUAS0atiUDaMGYwFwZ/VTNW8bYzo2cMSG9jvgccB1ge31fm74QgHLN23k7K3PBgC/B95zOE+9M8Y0Bd4BHrbWFjudx2kXGQ+/Oj+stVXW2oFANDDMGNPX6UxOqcFYfADEWmv7Ayv5z+zP5xhjbgHyrLUbnMzhCwWcC3z9J7Xo6sf8krW2+F+Xmqy1HwPBxphIh2PVm+rns94BFltrl59nF786Py42Hv52fvyLtfYE8Dkw6pxN/z4/jDFBQARQ2LDpGtaFxsJaW2itLat+dw4wpKGzNaCRwG3GmCxgKXCNMWbROfvU+7nhCwX8V+D+6le7JgJF1trDTodyijGm7b+epzDGDOPs/7FPfkOp/jznAjustS9fYDe/OT9qMh5+dn5EGWOaV7/dGLge2HnObn8FJla/fRfwmfXBmyPUZCzOeW3EbZx9DYFPstY+Ya2NttbGAmM4+/8+/pzd6v3c8PhXQRtjkoGrgEhjTA7wC86+gABr7evAx8BNwF7gNDDZmaQNowbjcRfwfWNMJXAGGOOL31CqjQQmAFurn9sCeBKIAb88P2oyHv50frQDFhhjAjn7g8Yya+2HxphngTRr7V85+wPLG8aYvZx9ceMY5+LWq5qMxUxjzG2cfTX9MWCSY2kd0tDnhu6EJSIi4gBfuAQtIiLidVTAIiIiDlABi4iIOEAFLCIi4gAVsIiIiANUwCIiIg5QAYuIiDhABSwiIuKA/wcpoFvzrnN8XwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# sample code 2-1\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "xs = [1, 2, 3, 4]\n", "ys = [1, 4, 9, 16]\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(8,6))\n", "ax.plot(xs, ys)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "NZxT-vefswU4" }, "source": [ "## 2-2: Set x-axis and y-axis labels" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 388 }, "executionInfo": { "elapsed": 297, "status": "ok", "timestamp": 1648474600524, "user": { "displayName": "Yoshihisa Nitta", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgJLeg9AmjfexROvC3P0wzJdd5AOGY_VOu-nxnh=s64", "userId": "15888006800030996813" }, "user_tz": -540 }, "id": "HXYvHZJdrfba", "outputId": "426b4f31-7dd3-4da1-9aea-998de14b4bd0" }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# sample code 2-2\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "xs = [1, 2, 3, 4]\n", "ys = [1, 4, 9, 16]\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(8,6))\n", "ax.plot(xs, ys)\n", "ax.set_ylabel('y-label')\n", "ax.set_xlabel('x-label')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "ogvdkh81s4PY" }, "source": [ "## 2-3: Specify the width, color, and type of the line graph\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 388 }, "executionInfo": { "elapsed": 329, "status": "ok", "timestamp": 1648474600851, "user": { "displayName": "Yoshihisa Nitta", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgJLeg9AmjfexROvC3P0wzJdd5AOGY_VOu-nxnh=s64", "userId": "15888006800030996813" }, "user_tz": -540 }, "id": "igF-p9xpsWjA", "outputId": "165e56dc-b841-46f0-d678-fd4e37e10970" }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# sample code 2-3\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "xs = [1, 2, 3, 4]\n", "ys = [1, 4, 9, 16]\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(8,6))\n", "ax.plot(xs, ys, linestyle='dotted', linewidth=5, color='red')\n", "ax.set_ylabel('y-label')\n", "ax.set_xlabel('x-label')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "rhFL9zwjtmla" }, "source": [ "## 2-4: Display multiple line graphs with line names\n", "\n", "Specify label=text in the argument of ax.plot() in drawing each line.\n", "Then call the ax.legend() function to display the legend for the coordinate system.\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 388 }, "executionInfo": { "elapsed": 1043, "status": "ok", "timestamp": 1648474601892, "user": { "displayName": "Yoshihisa Nitta", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgJLeg9AmjfexROvC3P0wzJdd5AOGY_VOu-nxnh=s64", "userId": "15888006800030996813" }, "user_tz": -540 }, "id": "tgk2uqKntmln", "outputId": "10a05eb1-bb01-44d5-f847-61b72e567781" }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAe4AAAFzCAYAAAD47+rLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdeVzU1f7H8ddhX5VFXBDFXRAXRFQ0l8jlZqtLZmW5pJb3mla2cLtl5f213Ftqda1uqWnlUpqVWZoFpWYqGiqKiruCKAqiArIzc35/jHkztZBlvjPD5/l4+JCZ75f5fuChvDnfOed8lNYaIYQQQtgHJ6MLEEIIIUTFSXALIYQQdkSCWwghhLAjEtxCCCGEHZHgFkIIIeyIBLcQQghhR1yMLqAi6tWrp5s1a2Z0GUIIIYRVbNu27YzWOuhqx+wiuJs1a0ZSUpLRZQghhBBWoZRKu9YxuVUuhBBC2BEJbiGEEMKOSHALIYQQdsQu3uO+mrKyMjIyMiguLja6FLvg4eFBSEgIrq6uRpcihBCiCuw2uDMyMvD19aVZs2YopYwux6ZprcnJySEjI4PmzZsbXY4QQogqsNtb5cXFxQQGBkpoV4BSisDAQLk7IYQQDsBugxuQ0L4O8r0SQgjHYNfBLYQQQtQ2EtxCCCGEHamx4FZKzVdKZSmldv/u+clKqX1KqT1Kqddq6vqOYMWKFUyYMIERI0bw/fffG12OEEIIG1CTs8o/BN4GPv71CaVULHAn0ElrXaKUql+D17d7gwcPZvDgwZw7d44nn3ySgQMHGl2SEEIIg9XYiFtr/RNw9ndP/xX4l9a65OI5WTV1fUfy0ksvMWnSJKPLEEIIcRVHzxSwI/2c1a5n7fe42wC9lVJblFLrlVJdr3WiUuohpVSSUiopOzvbiiVW3O7du+nZs+elx9u3b6dfv36Veq3Y2Fji4+MBeO6555g8eTJaa+Li4hg0aBBRUVHVUrMQQojqcyjrAiPe38zjS5MpN5mtck1rb8DiAgQAMUBXYJlSqoXWWv/+RK31HGAOQHR09BXHbUG7du04cuQIJpMJZ2dnpk6dyqxZsy47p3fv3uTn51/xuTNmzKB///6XHk+fPp3nn3+erKwsduzYwcqVK5k9ezYJCQnk5uZy6NAhJk6cWONfkxBCiIrZfyqfkfMSAcWcUdG4OFtnLGzt4M4AvrgY1FuVUmagHlClIfX0r/ew92ReddR3SbvgOrxwe8QfnuPk5ERERAR79uzh4MGDhIaGXjEy3rBhQ4Wu16dPH7TWzJo1i3Xr1uHs7MyUKVOYMmVKpb8GIYQQNWPPyVzun7cFNxcnlkyIoWWQj9Wube3gXgHEAmuVUm0AN+CMlWuoVjExMWzcuJF3332XNWvWXHG8oiPulJQUMjMzCQwMxNfXt0ZrFkIIUXm7Ms7zwAdb8XZzZsmEGJrV87bq9WssuJVSnwA3AvWUUhnAC8B8YP7FJWKlwOir3Sa/Xn82Mq5JMTExjBkzhkmTJtG4ceMrjldkxJ2ZmcnIkSP56quvmDJlCmvWrOHmm2+uiXKFEEJUwba0c4yZv5W6Xq58MiGGJgFeVq+hxoJba33vNQ7dX1PXNEJYWBju7u7ExcVV6vMLCwsZOnQoM2fOJDw8nGnTphEXFyfBLYQQNmbr0bOMXbCVIF93lkyIIdjP05A67LY7mK146623ePXVV/H2rtytEi8vLzZv3nzpcZ8+fS57LIQQwnibDp1h3EdJBPt5sGRCDA3qeBhWi2x5WkmHDx8mLCyMoqIiRo8ebXQ5Qgghasj6A9mM/fAXmgZ48elDPQwNbZARd6W1bNmSffv2GV2GEEKIGvRD6mn+umg7rer7sGh8dwK83YwuSUbcQgghxNWs2X2KiYu2EdbIlyUTbCO0QUbcQgghxBW+2XWSRz9NpmNIXT56sBt1PFyNLukSGXELIYQQv/HljgymfLKDLk39WTiuu02FNsiIWwghhLhk2S/HiftiFzHNA/lgTDRebrYXkzLiFkIIIYDFW9J4+vNd9GpVj/ljutpkaIOMuIUQQgg+3HiUF7/ey01h9Xl3ZBQers5Gl3RNEtxCCCFqtTk/HeaV1fv4S0QDZt8bhZuLbd+MluAWQghRa73940FmfH+A2zo24o0RkbhaqTVnVUhwCyGEqHW01ryRcJD//HCQIZ0b8/pdHa3WT7uqJLht2IoVK1i1ahV5eXmMGzeOgQMHGl2SEELYPa01r323n/+uO8zwLiH8a1hHnJ2U0WVVmH38elFLDR48mLlz5/Lee++xdOnSy45NnDiR9evXExsbS7t27YiIiOCtt94yqFIhhLAPWmteWpXKf9cdZmT3pvzbzkIbJLjtwksvvcSkSZMuey4xMZFWrVoxc+ZM9u7dS2JiIu+88w579+41qEohhLBtZrPmhZV7+ODno4zp2YyXBrfHyc5CGyS4q2T37t307Nnz0uPt27fTr1+/Sr1WbGws8fHxADz33HNMnjwZrTVxcXEMGjSIqKioS+empqbSpk0bGjdufOl5X19fwsPDOXHiRBW+IiGEcExms+YfX6bw8eY0Hu7Tghdub4dS9hfaIO9xV0m7du04cuQIJpMJZ2dnpk6dyqxZsy47p3fv3uTn51/xuTNmzKB///6XHk+fPp3nn3+erKwsduzYwcqVK5k9ezYJCQnk5uZy6NAhJk6cCMC3337LzTfffNnrHTt2jB07dtC9e/ca+EqFEMJ+mcyap5fv4vPtGTwS24onBrax29AGRwruBbde+VzEYOg2AUoLYfHwK49H3gedR0JBDiwbdfmxsav+9JJOTk5ERESwZ88eDh48SGho6GUjY4ANGzZUqPw+ffqgtWbWrFmsW7cOZ2dnpkyZwpQpU64497vvvmPBggWXHl+4cIFhw4bx5ptvUqdOnQpdTwghaoNyk5mpy3aycudJpg5ow5R+rY0uqcocJ7gNEhMTw8aNG3n33XdZs2bNFccrOuJOSUkhMzOTwMBAfH19r3m9wsJCzp8/T3BwMABlZWUMGzaMkSNHMnTo0Gr4ioQQwjGUmcw8+ukOVqecIu7mMP56Y0ujS6oWjhPcfzRCdvP64+PegRUaYV9NTEwMY8aMYdKkSTRu3PiK4xUZcWdmZjJy5Ei++uorpkyZwpo1a664Ff6rtWvXEhsbC1hmR44bN47w8HCmTp1aqfqFEMIRlZSbmLR4Bwmpp3nu1nDG925hdEnVRianVVFYWBju7u7ExcVV6vMLCwsZOnQoM2fOJDw8nGnTpjF9+vRrnv/b97c3btzIwoUL+fHHH4mMjCQyMpLVq1dXqg4hhHAUxWUmHl64jYTU0/zzzgiHCm1wpBG3Qd566y1effVVvL29K/X5Xl5ebN68+dLjPn36XPb49zZt2sQbb7wBQK9evdBaV+q6QgjhiIpKTUz4OImNh8/w6tAO3NutqdElVTsZcVfS4cOHCQsLo6ioiNGjR1vtutu3b8fV1baaugshhC0oKCln7Idb2XT4DK/f1ckhQxtkxF1pLVu2ZN++fUaXIYQQAsgvLmPsgl/Ycfw8b4yI5M7IK+ccOQoJbiGEEHYtt7CMUQu2sudELm/f25lBHRoZXVKNkuAWQghht84VlHL/B1s4cDqf/97fhQHtGhhdUo2T4BZCCGGXzlwo4f55WzhypoA5o6KJbVvf6JKsQoJbCCGE3cnKK2bkvC0cP1fI/NFd6dW6ntElWY0EtxBCCLtyKreY++YmciqvmA/HdiOmRaDRJVlVjS0HU0rNV0plKaV2X+XYE0oprZSqPb8iCSGEqLKMc4Xc/f5msvJL+PjB2hfaULPruD8Erti3UynVBBgIpNfgtYUQQjiY9JxCRryfyLnCUhaN7050swCjSzJEjQW31von4OxVDr0BPA3Ill9CCCEq5OiZAkbM2UxBaTmfTIghsomf0SUZxqo7pyml7gROaK13VuDch5RSSUqppOzsbCtUJ4QQwhYdysrn7vc3U1pu5pMJMbRvXNfokgxlteBWSnkB/wCer8j5Wus5WutorXV0UFBQzRZno1asWMGECRMYMWIE33//vdHlCCGE1e07lceI9xMB+PShGMIb1TG4IuNZc8TdEmgO7FRKHQNCgO1KqYZWrMGuDB48mLlz5/Lee++xdOnSy45NnDiRjRs30q1bNzp16kRERAQvvPCCQZUKIUT1230il3vnJOLq7MTSh2Jo3cDX6JJsgtWCW2udorWur7VuprVuBmQAUVrrU9aqwV699NJLTJo06bLnEhMTiYmJ4ccff2Tnzp0kJyezZs0aEhMTDapSCCGqz87j57lvbiJebi4sfTiGFkE+RpdkM2pyOdgnwGagrVIqQyk1rqauZZTdu3fTs2fPS4+3b99Ov379KvVasbGxxMfHA/Dcc88xefJktNbExcUxaNAgoqKiLp2bmppKmzZtcHZ2xsfH8o+5rKyMsrIylFJV+IqEEMJ429LOcv+8LdT1cmXpwzGEBlaubbKjqrENWLTW9/7J8WY1dW1radeuHUeOHMFkMuHs7MzUqVOZNWvWZef07t2b/Pz8Kz53xowZ9O/f/9Lj6dOn8/zzz5OVlcWOHTtYuXIls2fPJiEhgdzcXA4dOsTEiRMB+Pbbb7n5ZstKO5PJRJcuXTh06BCTJk2ie/fuNfgVCyFEzdpyJIexH/5CgzoeLJnQnUZ1PY0uyeY4zM5pY9eM/dNz+ob0ZUz7MZfOv7PVnQxuNZhzxeeYum7qZecuuHnBn76ek5MTERER7Nmzh4MHDxIaGnrZyBhgw4YNFaq/T58+aK2ZNWsW69atw9nZmSlTpjBlypQrzv3uu+9YsMBSn7OzM8nJyZw/f54hQ4awe/du2rdvX6FrCiGELdl46AzjPvqFEH8vlozvTv06HkaXZJMcJriNEhMTw8aNG3n33XdZs2bNFccrOuJOSUkhMzOTwMBAfH2vPQGjsLCQ8+fPExwcfNnzfn5+xMbGsmbNGgluIYTdWbc/i4cXbqN5PW8Wje9OPR93o0uyWQ4T3BUZIV/rfH8P/+v+/F/FxMQwZswYJk2aROPGVzZur8iIOzMzk5EjR/LVV18xZcoU1qxZc+lW+O+tXbuW2NhYALKzs3F1dcXPz4+ioiLi4+OJi4ur1NchhBBGSdh7mr8t3k6r+j4sGt+dAG83o0uyaVbdgMURhYWF4e7uXunALCwsZOjQocycOZPw8HCmTZvG9OnTr3n+b9/fzszMJDY2lo4dO9K1a1cGDBjAbbfdVqk6hBDCCGt2ZzJx0TbCG/nyyYQYCe0KUFrb/s6j0dHROikp6bLnUlNTCQ8PN6ii/3nkkUfo2rUro0ePtsr1oqKi2LJlC66urtf9ubbyPRNCCICVO0/y+NJkIpv4sWBsV+p4XP/PNUellNqmtY6+2jEZcVfS4cOHCQsLo6ioyGqhDZYlZ5UJbSGEsCWfb8vgsU930CXUn48e7CahfR0c5j1ua2vZsiX79u0zugwhhLA7S39J5+9fpNCzZSBzR0Xj5SZRdD1kxC2EEMJqFiamEfd5Cn1aB/HB6K4S2pUg3zEhhBBWMf/no/zzm730D6/POyOjcHdxNrokuyTBLYQQosa9t/4w//p2H4PaN+Stezrj5iI3fCtLglsIIUSN+s8PB5kVf4DbOwXzxt2dcHGW0K4KCW4hhBA1QmvNrPgDzP7xEEM7N+b14Z1wdpJGSFUlwS2EEKLaaa3515p9vL/+CCOim/DK0A4S2tVEglsIIUS10lrzz2/2smDjMe6Paco/72iPk4R2tZHgFkIIUW3MZs3zK3ezKDGdB29ozrTbwlFKQrs6SXDbsBUrVrBq1Sry8vIYN24cAwcONLokIYS4JrNZ88wXKSxNOs7DfVvw95vDJLRrgEzts2GDBw9m7ty5vPfeeyxduvSyYxMnTmTjxo0AmEwmOnfuLA1GhBCGMZk1Ty7fydKk40y5qZWEdg2S4LYDL730EpMmTbrsucTERGJiYgB46623pHmIEMIwZSYzjy1N5ovtJ3hiQBumDmwroV2DJLirYPfu3fTs2fPS4+3bt9OvX79KvVZsbCzx8fEAPPfcc0yePBmtNXFxcQwaNIioqKhL56amptKmTRucnZ3JyMhg1apVjB8/vmpfjBBCVEJpuZnJS3bw9c6TPDMojMn9WhtdksOT97iroF27dhw5cgSTyYSzszNTp05l1qxZl53Tu3dv8vPzr/jcGTNm0L9//0uPp0+fzvPPP09WVhY7duxg5cqVzJ49m4SEBHJzczl06BATJ04ELu/J/dhjj/Haa69d9RpCCFGTSspNTFq8nYTULJ6/rR0P9mpudEm1gsMEd9oDo6g7ZAh+Q4egy8pIf3AcfsPvou4dd2AuKuL4Qw/jf+891LnlFkz5+WT8bRL+D9xPnYEDKT93jhNTHiVg7Fh8b4qlPDsbl6CgP72mk5MTERER7Nmzh4MHDxIaGnrZyBhgw4YNFaq/T58+ls0KZs1i3bp1ODs7M2XKFKZMmXLFud999x0LFizgm2++oX79+nTp0oV169ZV6DpCCFEdistMPLxwG+sPZPN/g9vzQEyo0SXVGg4T3EaJiYlh48aNvPvuu6xZs+aK4xUdcaekpJCZmUlgYCC+vr7XvF5hYSHnz58nODiY2bNns3LlSlavXk1xcTF5eXncf//9LFq0qHq+OCGEuIrC0nImfJzEpsM5/HtYB0Z0bWp0SbWL1trm/3Tp0kX/3t69e694zggrV67UAQEBetq0aZV+jZMnT+oOHTrovXv36v79++tvv/32mud+8803Oi4u7orn165dq2+99dY/vI6tfM+EEPYrv7hMD39vk27+92/059uOG12OwwKS9DUyUSanVVFYWBju7u7ExcVV6vMLCwsZOnQoM2fOJDw8nGnTpjF9+vRrnv/b97eFEMKa8orLGPXBFralneOtezozNCrE6JJqJWUJdtsWHR2tk5KSLnsuNTXVJpZAPfLII3Tt2pXRo0db5XpRUVFs2bIFV1fX6/5cW/meCSHsT25hGaPmb2FvZh6z7+3Mze0bGV2SQ1NKbdNaR1/tmIy4K+nw4cOEhYVRVFRktdAGy5KzyoS2EEJU1tmCUu6bl0hqZj7/HdlFQttgMjmtklq2bMm+ffuMLkMIIWrUmQsl3D9vC0fPFDBnVBdubFvf6JJqPQluIYQQV5WVV8x987aQca6Q+WO6ckOrekaXJKjBW+VKqflKqSyl1O7fPPe6UmqfUmqXUupLpZRfTV1fCCFE5WXmFjFiTiKZ54v4aGw3CW0bUpPvcX8I/H76czzQXmvdETgAPFOD1xdCCFEJx88Wcvf7mzmTX8LH47rTvUWg0SWJ36ix4NZa/wSc/d1z32utyy8+TARkLYEQQtiQtJwC7pmTSG5hGYvGd6dLqL/RJYnfMXJW+YPAt1V5AXtYymYr5HslhPgzh7MvMOL9RApLy1kyIYZOTeTdTFtkSHArpZ4FyoHFf3DOQ0qpJKVUUnZ29hXHPTw8yMnJkUCqAK01OTk5eHh4GF2KEMJGHTydz4j3Eyk3m/nkoRjaN65rdEniGqw+q1wpNQa4Dein/yB1tdZzgDlg2YDl98dDQkLIyMjgaqEuruTh4UFIiLwzIYS4UmpmHvfP24Kzk2LJhBha1b92vwRhPKsGt1LqZuBpoK/WurAqr+Xq6krz5tJCTgghqmL3iVzu/2ALnq7OLJkQQ/N63kaXJP5ETS4H+wTYDLRVSmUopcYBbwO+QLxSKlkp9V5NXV8IIcQfSz5+nvvmJuLt5sLSh3pIaNuJGhtxa63vvcrTH9TU9YQQQlRc0rGzjFnwCwHebiyZ0J0Qfy+jSxIVJDunCSFELbP5cA7jPvqFhnU8WDIhhoZ1ZeKqPZEmI0IIUYv8fPAMYz/cSmM/Tz59WELbHsmIWwghaom1+7N4eOE2WtTzZvH47gT6uBtdkqgECW4hhKgF4veeZtLi7bRp6MPCB7vj7+1mdEmikiS4hRDCwa1OyWTKJzuIaFyXjx/sRl1PV6NLElUg73ELIYQD+yr5BJM/2UFkEz8WjZPQdgQS3EII4aCWb8vg8aXJdG3mz0cPdsPXQ0LbEcitciGEcECfbk3nmS9TuKFlPeaOisbTzdnokkQ1kRG3EEI4mI83H+PvX6TQt00Q80ZLaDsaGXELIYQDmbfhCC+tSmVAuwa8fV9n3F0ktB2NBLcQQjiI/647zL/X7OOWDg15657OuDrLTVVHJMEthBAO4D8/HGRW/AHujAxm5vBOuEhoOywJbiGEsGNaa2Z+f4C31x5iWFQIr93VEWcnZXRZogZJcAshhJ3SWvPqt/uY89MR7u3WhJcHd8BJQtvhSXALIYQd0loz/eu9fLjpGKN6hPLi7RES2rWEBLcQQtgZs1kz7avdLN6SzvhezXn21nCUktCuLSS4hRDCjpjMmme+2MWypAz+emNLnv5LWwntWkaCWwgh7ES5ycxTy3fx5Y4TPNqvNY/1by2hXQtJcAshhB0oM5l5bGkyq3Zl8tRf2jIptpXRJQmDSHALIYSNKy03M/mT7Xy35zTP3hLOhD4tjC5JGEiCWwghbFhxmYm/Ld7Oj/uyePH2doy5obnRJQmDSXALIYSNKi4zMeHjJDYcPMPLQ9ozsnuo0SUJGyDBLYQQNqiwtJxxHyaReDSH1+7qyN3RTYwuSdgICW4hhLAxF0rKeXDBLySlnWXW3Z0Y0jnE6JKEDZHgFkIIG5JXXMbo+VvZlZHLf+7tzG0dg40uSdgYCW4hhLAR5wtLGTV/K6mZebxzXxQ3t29odEnCBklwCyGEDThbUMr987ZwKOsC793fhX7hDYwuSdgoCW4hhDBYdn4JI+clkpZTyLzR0fRpE2R0ScKGSXALIYSBTucVc9/cRE6eL2bBmK70bFXP6JKEjXOqqRdWSs1XSmUppXb/5rkApVS8Uurgxb/9a+r6Qghh606eL2LE+5s5lVvMRw92k9AWFVJjwQ18CNz8u+f+DvygtW4N/HDxsRBC1DrHzxYyYs5mci6UsnB8d7o1DzC6JGEnaiy4tdY/AWd/9/SdwEcXP/4IGFxT1xdCCFt17EwBI97fTF5ROYsndCeqqdx8FBVXkyPuq2mgtc68+PEp4JrTJpVSDymlkpRSSdnZ2dapTgghatihrAuMmLOZ4nIzSyZ0p2OIn9ElCTtj7eC+RGutAf0Hx+doraO11tFBQTLDUghh/w6czueeOYmYzPDJhBgigusaXZKwQ9YO7tNKqUYAF//OsvL1hRDCEHtP5nHPnEScFHz6UAxtG/oaXZKwU9YO7pXA6Isfjwa+svL1hRDC6lIycrl3biIeLk4se7gHrer7GF2SsGM1uRzsE2Az0FYplaGUGgf8CxiglDoI9L/4WAghHNb29HPcNy8RXw8Xlj7cg2b1vI0uSdi5GtuARWt97zUO9aupawohhC355dhZxszfSj1fd5ZMiKGxn6fRJQkHIDunCSFEDdh8OIcHP/yFRn4efDIhhgZ1PIwuSTgICW4hhKhmGw5mM+HjJJoGeLF4fAxBvu5GlyQciAS3EEJUo7X7snh40TZaBvmwaFw3An0ktEX1kuAWQohq8t2eUzyyZDthDeuwcFw3/LzcjC5JOCAJbiGEqAardmXy6Kc76BBSlw/HdqOup6vRJQkHJcEthBBV9FXyCR5fmkyXUH8WjO2Gj7v8aBU1R/51CSFEFXyWdJynP99FTPNAPhgTjZeb/FgVNcuwvcqFEMLeLdmSzlPLd9GrVT3mj+kqoS2sQv6VCSFEJXy06RgvrNzDTWH1eXdkFB6uzkaXJGoJCW4hhLhO8zYc4aVVqQxs14C374vCzUVuXgrrkeAWQojr8M7aQ7z+3X5u7diIN0dE4uosoS2sS4JbCCEqQGvNWz8c5M2EgwyODGbG8E64SGgLA0hwCyHEnzCZNa99t4/31x/hri4h/HtYR5ydlNFliVpKglsIIf5Aek4hU5clk5R2jpHdm/J/d7bHSUJbGEiCWwghrkJrzWdJGUz/eg9OToo3R0RyZ2QwSkloC2NJcAshxO/kXCjhmS9S+H7vaXq0CGTG3Z2kl7awGdcMbqXU14C+1nGt9R01UpEQQhjoh9TTxH2+i7yicp67NZwHb2gut8aFTfmjEfcMq1UhhBAGKygp56VVqXyyNZ2whr4sGt+dsIZ1jC5LiCtcM7i11ut//Vgp5Qk01Vrvt0pVQghhRdvSzjF1WTLpZwt5uG8Lpg5og7uL7IQmbNOfLkJUSt0OJANrLj6OVEqtrOnChBCippWZzMz8fj/D39tEuUnz6YQYnhkULqEtbFpFJqe9CHQD1gForZOVUs1rsCYhhKhxh7Iu8PjSZFJO5HJXlxBeuL0dvh7SQ1vYvooEd5nWOvd3SyCuOWlNCCFsmdmsWZiYxiurU/Fyc+a9+6O4uX0jo8sSosIqEtx7lFL3Ac5KqdbAFGBTzZYlhBDV71RuMU8t38mGg2eIbRvEv+/qSH1fD6PLEuK6VCS4JwPPAiXAJ8B3wP/VZFFCCFHdvtl1kme/3E1puZmXh7Tnvm5NZTMVYZf+NLi11oXAs0qpf1se6vyaL0sIIapHblEZL3y1mxXJJ4ls4scbIyJpXs/b6LKEqLQ/DW6lVFdgPuB78XEu8KDWelsN1yaEEFWy6fAZnly2k9P5JUwd0Ia/3dhSOnoJu1eRW+UfAH/TWm8AUEr1AhYAHWuyMCGEqKziMhMzvtvPvJ+P0qKeN1/8tSedmvgZXZYQ1aIiwW36NbQBtNY/K6XKa7AmIYSotD0nc3l8aTIHTl9gVI9QnhkUjqebrMsWjuOP9iqPuvjheqXU+1gmpmlgBBfXdAshhK0wmTVzfjrCrPj9+Hm58eHYrtzYtr7RZQlR7f5oxD3zd49f+M3HVVrHrZR6HBh/8XVSgLFa6+KqvKYQovY6ftbSM/uXY+cY1L4hrwzpgL+3m9FlCVEj/miv8tiauKBSqjGWteDttNZFSqllwD3AhzVxPSGE49Ja89m2DKav3IOTUsy6uxNDOjeWZV7CoVWoH7dS6lYgAri0U4HW+p9VvK6nUqoM8AJOVuG1hBC1UM6FEv7xZQrf7TlN9+YBzLy7EyH+XkaXJWqbovOw50voMgas9AtjRZaDvYclXGOBecBdwIT+xYIAACAASURBVNbKXlBrfUIpNQNIB4qA77XW31/lug8BDwE0bdq0spcTQjigH/ed5unlKeQVlfHsLeGM6yU9s4UBUr+BFX+FkjxoHAWNOlnlshVZ0NhTaz0KOKe1ng70ANpU9oJKKX/gTqA5EAx4K6Xu//15Wus5WutorXV0UFBQZS8nhHAgBSXl/OPLFB78MIl6Pm6snHwDE/q0kNAW1pN/Gs4etXzcoB20vAkm/my10IaK3Sovuvh3oVIqGMgBqrIjf3/gqNY6G0Ap9QXQE1hUhdcUQji47ennmLo0mTTpmS2MkHsCNr4F2z+CFrFw36cQ0ALu/sjqpVQkuL9RSvkBrwPbscwEn1eFa6YDMUopLyy/FPQDkqrwekIIB1ZmMjP7x0O8s/YQDet48OmEGLq3CDS6LFFbnDsGP78BOxYDGjrdA72mGlpSRfYq/7WhyOdKqW8AD611bmUvqLXeopRajuWXgHJgBzCnsq8nhHBch7MtPbN3ZeQyLCqEF+5oRx3pmS2sKXmJ5U/UA3DDY+AfanRFKK2vviRbKTX0jz5Ra/1FjVR0FdHR0TopSQblQtQWWv+vZ7anqzOvDOnAoA7SM1tYQVYqbJgJ7QZD+G2WWeNlhVAn2KplKKW2aa2jr3bsj0bct//BMQ1YLbiFELXH6bxinlq+i58OZHNj2yBeG9aR+nWkZ7aoYZk74afXIfVrcPWGJt0tz3v6Wf7YkD/agGWsNQsRQohVuzJ5dkUKxWUm/m9we+7vLj2zhRWsegJ+mQfudaDPUxDzN/AKMLqqa6rQBiy/Ukp9o7W+raaKEULUTrlFZby4cg9f7jhBp5C6vDEikhZBPkaXJRxZ2mYIjgRXT2gSAz4NodsEmxtdX811BTfQuEaqEELUWpsP5/DEsmRO55fwWP/WTIpthav0zBY1QWs4ss5ySzxtI9w6C7qOg47Dja7sulRk57TJwEKt9XksM8CFEKLKistMzPze0jO7WaA3n/+1J5HSM1vUBK3hYDz89Bpk/AK+jeDmf0Gne42urFIqMuJuACQppbYD85VSSl9rKroQQlTA3pN5PL40mf2n83kgJpRnbgnDy+16bwAKcR1+eg3yT8GtMyHyfnC13wmP11wOdtlJltkhA4GxQDSwDPhAa324ZsuzkOVgQjgGk1kzd8MRZn5v6Zn92l0diZWe2aK6mU2Wxh+J/4X7loJ3PcjNAO/64GIf7V4ruxzsEq21VkqdAk5h2TTFH1iulIrXWj9dfaUKIRzV8bOFPLFsJ1uPnWVQ+4a8PKQDAdIzW1QnUzmkfGZZh51zEOq1vRjY9aBuiNHVVZuKvMf9KDAKOINlq9OntNZlSikn4CAgwS2EuCatNZ9vP8GLK/cAMHN4J4ZGSc9sUc1KC+C9XnD2CDToAMM/gvA7wMnxJjpWZMQdAAzVWqf99kmttVkpJUvDhBDXdLaglH98kcKaPafo1jyAmcM70SRAemaLalJWDMd+htb9wc0bIoZC4y7QdpDVemMboSJ7lb/wB8dSq7ccIYSjWLsvi6eW7yKvqIx/3BLGuF4tcJb2m6I6lBbAtg9h43/gwmmYsgMCmkO/aUZXZhUyjVMIUa0KS8t5eVUqi7ekE9bQl4XjuhHeqI7RZQlHUHIBts6Bze9A4Rlo3geGzQX/ZkZXZlUS3EKIarMj/RxTl+3kWE4BD/Wx9Mz2cJWe2aKKtLbc+i4tgPX/hma9LVuTNu1udGWGkOAWQlTZ73tmLxkfQ4+W0jNbVFFBDmx+G06lwMjPwLeB5ba4lTt12RoJbiFElRzOvsDUpcnszMhlaFRjXrwjQnpmi6rJPw2b/gNJ86GsCCIGW/5286r1oQ0S3EKIStJasygxjZdXp+Lh6sy7I6O4RXpmi6o6ugEWDQNzGXQYDr2fgKC2RldlUyS4hRDX7bc9s/u2CeL1u6RntqiCs0ct25GG9rAs5+oyBro/DIEtja7MJklwCyGuy+qUTP7xpfTMFtXgzEHYMAt2LYV6beBvmy23w295zejKbJoEtxCiQvKKLT2zv9hu6Zk9a0QkLaVntqiM7AOw/l+W/cSd3aH7ROg52aE3TalOEtxCiD+VeCSHJ5bt5FReMY/2a80jN0nPbFEJvy7rytoDB76DnlOgxyPgE2R0ZXZFglsIcU0l5SZmfn+AuRuO0CzQm+UTe9C5qb/RZQl7k5EE61+DkGjo+zSE3wnN+4JXgNGV2SUJbiHEVaVmWnpm7zuVz8juTXn21nDpmS2uz7GNlj7YR9aBpz+0vMnyvJOThHYVyP9CIcRlTGbNvA1HmPn9Aep4urJgTFdiw6RntrhO8S/AxjfBOwgG/BOix4G7zImoDhLcQohLjp8t5InPdrL16Fn+EtGAV4d2lJ7ZomK0hoPxUD8M/JpaWmr6NoKoUZaZ4qLaSHALIdBa88X2E7xwsWf2jOGdGCY9s0VFmM2wfxX89Dpk7oQbHrWMsEO6WP6IaifBLUQtd7aglGe/TOHb3afo1iyAmXdLz2xRQXtWWJp+ZO2FgBZw5zvQcYTRVTk8CW4harG1+7N4evkuzheW8sygMMb3lp7Z4k+YTeB0sePb4R9Am2HoPIgYAs4SKdYg32UhaqHC0nJeWZ3KosR02jbw5aOx3WgXLD2zxR8oL4WdS+DnN2DYfMtt8L+8Aq7ellniwmoMCW6llB8wD2gPaOBBrfVmI2oRorZJPn6eqUuTOZpTwITezXliYFvpmS2urawIti+0zBDPOwHBUZZRNoC7r7G11VJGjbjfAtZore9SSrkB8oaaEDWszGTmnbWHmP3jIRr4urN4fHd6tqxndFnClpnN8H5fOLMfmvaAO2Zb1mLLpEVDWT24lVJ1gT7AGACtdSlQau06hKhNjmRf4PFlO9l5/DxDOzfmhTsiqOspPbPFVRTnQcoy6PKg5RZ47ycsPbCb9ZLAthFGjLibA9nAAqVUJ2Ab8KjWusCAWoRwaFprFm1J5+VVe/Fwdead+6K4taP0zBZXUXQOEt+DLf+F4lyo3w5Ce0InmSVua4wIbhcgCpistd6ilHoL+Dsw7bcnKaUeAh4CaNq0qdWLFMLeZeUV8/Tnu1i3P5veresxY3gnGkjPbPF7pQWWNdhb50FpPoTdBn2ehODORlcmrsGI4M4AMrTWWy4+Xo4luC+jtZ4DzAGIjo7W1itPCPv37cWe2UVlJv55ZwQPxITKZiricuWl4OIGzm6W9ditB1huizdsb3Rl4k9YPbi11qeUUseVUm211vuBfsBea9chhCP6bc/sjiF1mXV3JK3qy/7Q4jdyM+DnN+HgdzBpK7h6wl83ybakdsSoWeWTgcUXZ5QfAcYaVIcQDuO3PbOn9GvNZOmZLX7r7FH4eRYkfwJoiLzPstTL1VNC284YEtxa62Qg2ohrC+FoSspNzPr+AHM2HCE0wIvPJvYgSnpmi9/K2gf/7WnZ8azLaLjhMfBrYnRVopJk5zQh7Ni+U3k89qn0zBZXcXoPnNptmRUe1NbS+KP9MKgjqwrsnfwPF8IOmc2aD34+yuvf7aeOpyvzx0RzU1gDo8sStuBksmWW+L5vwLs+RAwGF3fo+YjRlYlqIsEthJ3JOFfIk5/tJPHIWQa2a8CrQzsQ6ONudFnCaNn74ftplkln7nWhbxx0n2gJbeFQJLiFsBNaa77ccYIXvtqDBl6/qyN3dQmRZV613a8TzLQZTmyDm6ZBtwngUdfoykQNkeAWwg6cKyjl2RUprE45Rddm/sy6O1J6ZtdmWsORtbD+dfBtAMM/hPrhMHWvjLBrAQluIWzcuos9s88VlhJ3cxgP9ZGe2bWW1nDgO8t72CeSwDcY2g/933EJ7VpBglsIG1VUauKV1aksTEyjTQMfFoztSkSw3P6s1Ta/Dd8/B35N4bY3LWuxJawNVVhWyLbT2+gd0ttq15TgFsIG/doz+8iZAsb3as6Tf5Ge2bWS2QR7voQ6jSG0B3S4GzwDoOPd4Czd3YxSXF5MfFo88WnxbDq5iRJTCauHrqaJr3XWxktwC2FDyk1m3ll7mP/8eJAGvu4sGd+dnq2kZ3atYyqDXctgw0w4exg63WcJbt8G0Hmk0dXVSueKz3Gm6Ayt/VtTZi7j+U3PE+ARwLDWwxgQOoBg72Cr1SLBLYSN+G3P7CGdG/Oi9MyunVKWww/T4Xw6NOwAd38MYbcbXVWtdKH0Aj5ulr3+JyZMxNXJlUW3LMLXzZfP7/icZnWa4aSsv62wBLcQBtNas3hLOi+vSsXNxYm37+vMbR2t99u7sAFlReDkYrn9fSELvINg0OvQ5i8gy/2sKvNCJgnpCcSnxbP/7H7WjViHp4snT0Y/iY/r/xr2tKjbwrAaJbiFMFBWfjFxy3ex9mLP7Nfv6kTDutIzu9YouQBJ82HTbOj3PEQ9AN0fhpi/SmBbUXpeOvFp8SSkJbA7ZzcArf1bMyZiDGXmMjzxpGvDrgZX+T8S3EIYZM3uTJ75IoXCUhPT77D0zHaSZV61Q3EubJ0Lm9+BorPQvC8EhVmOOckkRGs4U3SG5QeWk5CWwP5z+wGICIzg0ahHGRA6gNA6oQZXeG0S3EJYWX5xGdO/3svybRl0aFyXN0ZIz+xa55P7IO1naD0Q+jwFTboZXZHD01qz7+w+lFKEBYRRXF7Mu8nvElk/kqein6J/aH+CfezjLSoJbiGsaMuRHKYu20lmbhFTbmrF5H6tpWd2bXAhG7a8Bz0ng6cf9JtmWX8d3Nnoyhya1prThadp6N0QjeaRHx6hY1BH3oh9gxDfENaNWEeAR4DRZV43CW4hrKCk3MSs+APM+ekITQO8+GxiT7qESs9sh5d/Cjb+x/I+dnmxZZZ4xGBoGmN0ZQ7LZDaxI2sHCekJJKQlYNZmEoYn4KScmHnjTJrWaXrpXHsMbZDgFqLG/bZn9r3dmvLcreF4u8t/PYdmNsG3cbD9YzCXWzZM6TUVgtoYXZlDKjOXkXQqifi0eH5M/5Gc4hzcnNy4ofENDAgdgEmbcFJORNaPNLrUaiE/PYSoIZf3zHbhg9HR9AuXntkOrfAseAVYJpjlnYBOI6DX4xBg3NIhR3bo3CE+2vsRa4+vJbckF08XT3o37s2A0AH0DumNt6u30SXWCAluIWrAifNFPLEsWXpm1xbZB+DnWZbtSSdtBf9QGLEYnGT+QnUqM5WxPmM9TXyb0DagLQXlBfyQ9gN9m/Slf2h/bgi+AQ8Xx19OKcEtRDXSWrMi+QTPr9iDWWteu6sjw6VntuM6vQd+mmEJbFdP6DoeXC+2W5XQrhYFZQWcKjhFS7+WlOty/vHzPxjWehhx3eLoUK8D60asw83ZzegyrUqCW4hqcq6glOdW7GZVSqb0zK4NCnJgzo3g7Aa9HoMej4C37CtfHXJLcll3fB0JaQlsOrmJFn4t+Oz2z/B08WTRLYsu7VrmpJxqXWiDBLcQ1WL9gWye+mwn5wpLefrmtjzcp6X0zHZEx7fCoQSI/Qd4B8LwD6FpD8v72qJKcopy+PH4jySkJbA1cyvlupyG3g25u+3dDAgdcOm8Nv4ywU+CW4gqKCo18a9vU/locxqt6/swf0xX2jeWntkOpegcpH4NOz+FtI3gFQhdJ4BPEITdanR1dm/zyc3MTZnLttPbMGszTXybMCpiFANCBxARGCFvM12FBLcQlbQr4zyPLU3mSHYB43o15ynpme14Dv8Ii+8Gc5llZvjAlyD6QXBzzNnK1pBbksuKQyuIbRJL0zpNKSwv5GzRWSZ0mMCA0AG08W8jYf0nJLiFuE7lJjPvrjvMf344SJCvO4vHd+cG6Zlt/8pLLUG9ezk06wVdxkBwlKXpR/thll3OJFAq5WjuUUpMJYQFhFFqKmVm0kw8nD1oWqcpNzW5iX5N+xldol2R4BbiOhw9U8DjS5NJPn6ewZHBTL+zvfTMtnfHfoZdyyB1peW2uKc/NOxoOebpB3952dj67JDWmoPnD5KQZmmPeej8IW5ofAPv9X+PIK8gEoYnUN+rPoCMritBgluICtBas2RrOi99k4qrs2L2vZ25vZN9NCQQv6M15ByCeq0tj9e+AieTLe9Xd7gLWsSCS+2bqVxVWmv25uy1tMdMTyAtLw2FIqpBFH/v9vfLRtW/hraoHAluIf6E9Mx2EFmpkLLccis8NwOePGiZDX7nO+DTANxk6V5lLT+wnLm75nKy4CTOypluDbsxqt0obmp6E/U85W2k6ibBLcQfWLP7FM98sYvCUhMv3t6OUT2aSc9se3N8K3z9GGTtAeVk6X3d5ylLdy6AgObG1meHjucd5+O9HzOx00QCPQNxVs608m/FxE4TiW0Si5+Hn9ElOjTDglsp5QwkASe01rcZVYcQV5NfXMY/v97LZ9syaN+4Dm+OiKRVfV+jyxIVkX/aspNZ/XBo0Re8gyyzwAe9BhFDwEdu016vMlMZW05toZ5nPcICwigsL2TFoRXc2ORGbmh8A0NaD2FI6yFGl1lrGDnifhRIBeoYWIMQV9h69CxTlyVz8nwRk29qxeSbWuPmIttX2rRf11qnLIdjG0CbIeZvluAOaA7j442u0O6UmErYdGITCekJrD2+lvzSfIa1HsaLPV+kjX8b1o9Yj5ervL1gBEOCWykVAtwKvAxMNaIGIX4vt6iMd9cdkp7Z9sJssnThAlhwC2TtBf/m0PsJaH8X1A8ztj47VFhWyIYTG0hIS+CnjJ8oLC+kjlsdYpvEMiB0AD2CewCWmeAS2sYxasT9JvA0cM17j0qph4CHAJo2bXqt04SostTMPD7enMaKHScoKjNxb7cmPHdrO+mZbYt+u9Y6bTNM2W55r3rA/4GXv2XdtSwvqpSZSTP5ZN8nlJhKCPAI4JYWtzCg6QC6NuqKq5MsefyV1hqlFOaCAtLHjafu4Dvxv+ceq9Zg9Z9MSqnbgCyt9Tal1I3XOk9rPQeYAxAdHa2tVJ6oJUrLzXy7O5OFm9NISjuHu4sTd0YGM6pHM9my1BZlH4DNb/9vrbWHH7S7E0ouWIK7dX+jK7Q7O7J28NGej/h3n3/j7uxOQ++GDG09lAGhA4iqH4Wzk+wCCKDLylCurmitSX9gFO7h4TR89h84eXvjElQPJ28fq9dkxJDiBuAOpdQtgAdQRym1SGt9vwG1iFomM7eIJVvS+WTrcc5cKCE00Ivnbg3nri4h+HnJ2l2boTWc3G4J6MCWlrBOWQ5ht1hug7e8SdZaX6czRWf4Ie0HujbsSgu/FhSWFZKak0pGfgYt/VoyMnyk0SXaBNOFApx9LFvaZjz6GOb8PJrOn49SCs/ITriGNLl0bsjs2YbUqLQ2bjB7ccT95J/NKo+OjtZJSUnWKUo4HK01mw7nsHBzGvGppzFrzU1t6/NAj1D6tA6S5V22JGuf5Tb47s/h7BFLf+tbZ1qCvKxQ9gi/TqcKTl3avWxH1g40mkejHmV8h/GYtRmFqvU7l5VnZ+MSFATAqZdeJv+HH2j14w8opTj36aeYi4sJHDPG6nUppbZpraOvdkzexBMOK7+4jM+3ZbAwMY3D2QX4e7kyvndz7u8eKn2ybdFHt8PRn/631rr3ExB28Xd6pSS0K+h43nHi0+NJSEsg5UwKAK38LGus+4f2p7WfZcc4J1X7VkporSlLS8O1SROUszNn5s4l+823aLNlC84+3vj07oVrcDCYTODiYvX3rivK0ODWWq8D1hlZg3A8+0/l8/HmY3y54wSFpSY6hdRlxvBO3NaxkXTvshUXsixrrdM2WXpaKwWtB1qCWtZaV9rE+IlsPLkRgHaB7Xg06lH6N+1Ps7rNjC3MINpspuTQIVwbNcLZ15f8b7/lxNQnaP7F53i0a4dP7944eXgCljvPPn374tO3r7FFV4CMuIVDKDOZ+W7PKT7enMbWo2dxc3Hijk7BPBATSqcmsouTTSg6b1lrvXu5ZWStzdCgPRScsfS27jnZ6Artzuojq/ny0JfMGTAHpRQ9gnvQI7gH/UP709insdHlWZ02mShO3YdLgD+uwcEU79nLseHDaTxrJnVuuQWvbt1oOH06Lg0bAuARFoZHmP0tG5TgFnbtdF7xxclm6WTll9AkwJNnBoVxd3QT/L1l8pLhSgstvaw96lrCeuUj4N9M1lpXgtaalDMpJKQlcF/4fTT0bogZM2ZtJrckFz8PP0ZHjDa6TKvSWlOUnIyTuzse7dphLijg2PDh1HtkEkGTJuERHkajV1/Fq2tXAFzq1cN/xN0GV111hk5OqyiZnCZ+S2tN4pGzLEw8xnd7LJPN+rYJYlSPUPq2qY+zTDYzVnkpHFkLKZ/BvtVww6NwYxyUFcPpPdBY1lpXlMlsYkfWDhLSE0hIS+B04WlclAuv932d/qG1cwlc4bZtmIuK8el1A1prDvXpi1e3bjSeOQOA/HXr8IyIuDThzF7J5DThEC6UlPPldstkswOnL1DX05VxvZozsntTQgNl4pLhtIZv4yBl2f/WWne4C1pdbOfo6gEhXYyt0Q6UmctIOpVEQloCP6T/QE5xDm5ObvQM7smUqCn0DelLXffas9dA4fYdlKal4TdkMADZb/0Hc0EBPr1uQClFyNuzcW3yvyVavjfeaFCl1iPBLWzewdP5LExM44vtJ7hQUk6HxnV57a6O3NEpWCabGenXtdbHt0LMXy2j6KKz0Kq/rLW+Tr/uxlVuLufmz28mqzALTxdPejXuxYDQAfQJ6YO3a+345bRo1y4KNm2i3sSJAOSuWEH+999T9847UE5ONPrndJwDAi6d79mpk1GlGkZulQubVGYyE7/3NB9vPkbikbO4OTtxW8dGPNAjlMgmfrV+7amhfr/W2tkdpqaCd6DRldml93a+x7bT25g7cC4AH+/5mMY+jenZuCeeLp4GV1fzivfv5/xny6n/xFScPD3J+fBDsmfOotVP63Hx96f8zBmcPD1x8q4dv7j8Sm6VC7uRlVfMJ1uPs2RrGqfzSmjs58nTN7dlRHQTAn3cjS6v9tLaMqLetQy+mGBZa92sN/R6HMJvB09pxlIRBWUFbMjYwI/pP/JCzxfwdvXG392fYJ9gys3luDi5MCpilNFl1qjS9HRy5n1A4INjcWvWjPJTpzj/+ef4DR2CR7t2+A8fjv+99+Lkbvn/7lKvnsEV2x4JbmE4rTW/HDvHx5uPsWb3KcrNmj5tgnh5cCixYTLZzDAXsmDPCsvoOnIkdBltuf19878ta619GxhdoV3ILcllfcZ64tPi2XRiE6XmUgI9AjmWd4yIwAhGhI0wusQaVX7uHFmvvU7d22/Du2dPAPJWr8bnpljcmjXDu2dP2m7dgnK1NDKpbSPrypDgFoYpKClnRfIJFm5OY9+pfOp4uDC6ZzPujwmleT35z2sIrSF5iWVG+NH1lrXW9SP+t2uZdz2ImWhsjXbgbPFZ1qavJT49ni0nt1Cuy2ng1YC7295N/9D+RAZFOmwTD11ezsm/P4NXdDT+94zAydubgsREvLpEAeDapAlttiSinC1f/6+BLSpOgltY3aGsCyxKTOPzbRnkl5TTrlEd/jW0A3dGNsbTzTF/mNm00kI4lQJNu1tuh/8yzzLJrNdUy6zw+uFGV2gXfr3Vfa74HP2W9aNclxPiE8ID7R5gQOgA2tdr77BzMzKnPY+Tjw8N4p5GubhQnnMGU34eAE5ubpf2/gZLL2+c5f95VUhwC6soN5lJSM1iYeIxNh7KwdVZcWsHy2SzqKb+DvsDzWaZyuDwWstt8H2rLI+fOgQedWDkcvAKkLXW1+HJ9U9SYiph9k2z8ffwJ65bHJH1I2nr39Zh/m3/OvMdIGvGDIoPHKDpnDmAZdSsXP4XxqELFlz2uY7yPbAVEtyiRmXnl7D0l3SWbEnnZG4xwXU9eOovbRnRtQn1ZLKZMfathq8mWUbVHn7QfphlZH3pdrjMDv8jaXlpxKfF88upX3i337s4OznTKagTZeayS+fcE2abzSmuhy4tRblZlvPlfDCfc4sX0zIhHuXkhEv9+rgVFl0K84bPTzO42tpFgltUO60129LOsTAxjdUpmZSZNL1a1eOFOyLoF1YfF+fa15XIML+utU75HNoMhBY3Wvpbt+ona60r6ELpBXZl72Jb1jbWHl/LwXMHAehQrwNnis7QwLsBD7R7wOAqq85cWIhyc0O5uJC7ciWZ056n1Y8/4BIYiFvz5vjExqKLilDe3gSMcuyZ77ZOgltUm8LScr5KPsnCzWnszczD192Fkd1DeaBHKC2DfIwur3b5/VprJ1eo08gS3EFtYdg8oyu0acdyj7E4dTHJ2ckcOHcAszbjpJyIDIokrmsc/UP709C7odFlVokpPx/l5HRx8tgW0sePJ/Tjj/CKisK9bVv8770XXW4CwPemWHxvijW4YvErCW5RZUfPFLBwcxqfbTtOfnE5YQ19eWVIBwZ3DsbLTf6JWU1xnuU9aq1h8V2Qd0LWWlfQ+eLzvLL1FW5rcRt9QvpQVF7EV4e/omNQRx7u+DCR9SPpWK8jPm72+wto+blzUF6OS1AQpcePc3jgX2j00v/hN2wY7m3bEDh2LC6BlrdJPNq2xePvcQZXLK5FfqqKSjGZNT/uy+LjzcfYcPAMLk6KQR0aMapHKNGhMtnMan671vrsUcsOZs4ulhG1f3NZa/07hWWF7D6zm+1Z20nOSiY8MJxHox7Fx82H1JxUYhrFANA2oC2b7t2Ei5P9/ogsO52FubAA9+bNMZeWcqjvjQSMeoD6Tz6Ja0gIQY8+imfHjgC4+PtT/4mpBlcsKsp+/1UKQ+RcKGFp0nEWJ6Zz4nwRDet4MHVAG+7p1oT6vh5Gl1d7pCfCun/9Zq11O+j+MJhKLMHdNMboCm1CdmE2O7J2XPqz7+w+TNqEQtHSryXRDS07Sro4ufD1kK8vfZ6TcsJJ2ddcjLITJyjPzsYzMhL+v737jo+qShs4/jvTUicJKZNeSehCEnpbkUVEFgQEFVdAeUVX1667uuva9X1d1HXtuq4VQxs8EgAAIABJREFU0BXFsq6y9oIiIh0p4tJSgBQSSE8mkznvH3eYJKwoKslkMs/388nHuXPvzDw5XvLM6UDBvLkEZeeQ+ugjmGw2Em6/neC+xjaqSiliL/mNL8MVP4MkbvGDtNZsKDrM4lUFvL35AM4WNyOzYrjpV305tV+8DDbrDM0N8O07ED8AYnPA1WT0XY+5xhhkFt/P1xH6nFu7Ka0rJTE8EYDLPryMFcUrAAg2BzMgdgD/M+B/yHPkMcgxiAhbhC/D/dmcxcU0ffsfb9/zgTvuoLmomJ7L3wYg4aabscS2zhA4sruW8H+yyYg4pgZnC//atJ9FX+5ly75qwoMszMxPZu7IdLIddl+H1/0dPdfaWQtjr4Nf3mL0Y0NAz7VudDWy5eAW8hx5mE1mFn61kDd2vsHnsz/HbDKz7Ntl1DXXkefIo290X6xm/16hy1m8j7qVK4k6+yyUUpT+eSGHXnyRXmvXYLLZaNi6FWWxEty7l69DFSeAbDIifpS9B+t4YXUBL68tpqqhmV7x4dw5fQAz8pIJD5JbplO43fDwYDhcAMGRxtrgJ50FGWOM8wGYsCsbK40m79INbCjfwLaKbbjcLpZNXUbv6N5MypxE7+jeuLUbM2Zm9Zrl65B/luaSEqr//Q5RM8/EHBFB3cqVlNx6K2EjhmNLT6fHnDlEnX22d8nQkP79fRyx6CzyV1gAxmCzT3aUsWhVAZ9+W47FpDitfwJzR6YzPDNaBpt1JK1h/wZj6lbZNpj7OphMMPpKsCcZc64tgbdYTWVjJZ8WfeodSLa3ei8AVpOVAbEDmNtvLnlxeaTYUwAYFDeIQXH+uzezq7KSw68sw37qBIKysnAWFFK2cCFBvXIIHz2aiEmnETZ6NNbkJABsKck+jlj4iiTuAHeozmkMNltdQFFlAw57EFdPyOHcYWnER8hgsw51aK9nQ49lULnLmGudcyo464xVzIYu8HWEnaq+uZ6lO5aS58gj15HLvpp93PLFLUQFRZEbl8uMnBnkOfLoF9OPILP/f5FxNzRQ8fQzhObnETZqFNrlovyvf8Uc3YOgrCxC83LJ/vRTrPEOAMyRkZgjI30ctegKJHEHqE1Fh1m0qoB/bd6P0+VmeGY0f5jUl4n947HKYLOOc7jISMqh0VC0Bj69BzJ/AWOuDqi51lVNVWws28j6svUkhiUyu89srCYrj218jAtPupBcRy59Yvrwz+n/JDMis1u0+GitOfjww1iTk4maORNls3Fo8WIAwkaNwupwkLPqCyw9jHtA2WzepC1EW5K4A0hjcwtvbT7A4lV72VRcRZjNzNlDUpg7IoPeCTLYrMPUlsO2N4yaddGXcOodMPoq6DsFrvsG7P69AtcP0VpTVFPUblrW7qrdgDEN64yeZwBgNVv58OwPvaO9rSYrWZFZPov7RDj497/jrq3Dcc3VKKWo+2IVQX37GInbbCb7008wBbe2bB1J2kJ8H0ncAaCosp4lXxbw8toiDtU3k+0I5/Yz+nNmfjL2YP8eaduluVvgH7Nh54egW4y51uNvhn6eaTnWEOOnmzmyPCjAvWvu5e3db1PRWAGA3Won15HLlKwp5DnyGBA7gGBLa+Ly9ylah/7xD+pWf0XKA38FoLmwkJbqGu/59BeWePehBtolbSGOlyTubsrt1nz6n3IWryrg4x1lmJRiYr945o5MZ2RWTLdoeuxyjsy1LvsGTvkjmMwQHm80g3fjudY1zhrCrGGYlIlntjzDi9tf5L1Z72FSJoLMQYxMGkmeI488Rx49o3r63cIm36fqrbepeOZpMpcuRVmtuBubcNfWol0ulMVC4p13trteyT7U4gSQxN3NHK538sraYpasLqCgop7Y8CCuOCWbc4enkRjZ/Wp3Pvddc63tSUaytobAtEd8HeEJpbXmQN0B70jv9WXr2XloJ29Me4OsqCx6Rvbk1PRTaXQ1EmoN5cr8K30d8s/WUluHslkx2WzUrlxJya23kfbcc9hSkjGFhmKNc9BSVYUlNpaY+RcQM/8CX4csujlJ3N3E18VVLFq1lzc37afJ5WZoRg+um9ibSf0TsFm6Tw2nS3C7jaZvsxXWPAXv/KHNXOtZxsYepu5Rs3K5XXx76Nt2/dNl9WUAhFnDGBQ3iFPTTyXMauzlfXLqyZycerIvQ/5ZWmrrqP3kE0IGnoQtLY2GjRvZO/tcUv/+JOFjx2J1OAju2xftbAJk1yzhG5K4/VhjcwvLvz7AolUFbCw6TIjVzMzBKcwdkU7fRP/uK+xytIYDG40BZltfN1YvGzQb+p8JUendZq51s7uZtSVriQ+LJysyi83lmzn/nfMBSAhLYLBjMHnxRrN3TlQOZj/8gqLdbrTTiSk4mJbaWkpuuZWIyadjnzABd10t+3/3O+JvuonoOedh69mTuKuvwpaaCkBQTg4pDz/k499ABLpOT9xKqVRgERAPaOBJrfWDnR2HPys+VM8LqwtZuqaIyjonWXFh3Dq1HzMHpxAhg81OrBYXrLin/Vzr7AkQ4Vn8wh4PfSb7NsafobSulA1lGwi2BDMudRxu7eayDy9jTr85XDv4WvrH9mfh2IXkOfK8a4D7m7ovV2MKCSZk0CB0SwvfjhpNj3POwXHtNZhCQ2ncsYPQ4cMBsDgcZL75T4IyMgAw2+3EXnKJD6MX4r91+lrlSqlEIFFrvV4pZQfWAdO11tuO9RpZq9wYbPb5zoMsWlXAR9+UAjChbzzzRmYwOlsGm51Qh4ugdCv0nmQcPz4GQqKMZvC+ZxhzsP1Qi7uFnYd3evumN5ZtZH/dfgCGJwznqdOeAmBT+SayIrOw2/xniuCRwWAA5Y89hslmI2aBsYDNzomnEdyvn3ek98En/kbwgAGEjxnts3iF+CFdaq1yrfUB4IDncY1SajuQDBwzcQeyqvpmlq0vZsmXBew5WEdsuI3fjsvm18PTSIqSwWYnRE0pFK2GfeugcJXx2BYOv98F1mC46EO/bgZ/ecfLfFT0EZvKNlHbXAtAXEgcuY5c5vSbQ74jn17RrRtTdPVlQ50FBTQfOEDYCGPr0uJrrsFVWkbGiy8A0PTNDkwhrf82Uh56EEtcnPdYtrMU/s6nfdxKqQwgD1j9HecuBi4GSEtL69S4uoKt+6tYvKqANzbuo7HZzeD0Hlw9IYdJAxIIsvhfv2KXUV8J+9fDvg0w/GJjUNm6Z+GTu41m8IQBMP4mGDDTSNrgd0l7+e7lvLnrTR6f8DhKKTaVb6K0rpTTM0/3TstKDk/u0q00WmtvfDUffkjdyi9IuOVmAA7+7UlqV6yg1+efARA+ZiwtNdXe16Y81L7nLbhPn06KWojO4bPErZQKB14FrtZaVx99Xmv9JPAkGE3lnRyeTzS5WnhnSwmLVhWwruAQwVYT03ONbTT7J8kaxT9ZyRb4/H7Ytx4O7Wl9PmMMpI+EQeca/dbxA1qTdRfn1m72VO3xNnlvKNvAExOeIC0ijWZ3Mw2uBmqaa4iwRXDn6Du79NzplupqGrdtI3TIEJTFwqGXXqLs/r+S89kKTEFBNO3cRe2KFbibmjAFBRGz4EKiz5/nTe5RM8/09a8gRKfySeJWSlkxkvYLWuvXfBFDV7L/cAMvrC5g6ZoiDtY6yYgJ5aZf9eWswalEhspgs+PS0mzsrLVvvadGvR7GXmvUnN3NULgakvNg8PmQlA9JuUZtG6BHuvHThTW1NLH14NZ2ibraaXzfjQ6OJs+Rh7PFCcC07GlMy57mfW1XS9pNu3ZxaOlSYhYswOpwUPPBhxy48Uayli8nKCsTW2YWkWecgW5shKAgYi6+iNjfXOx9fVCWfy+DKsTP5YtR5Qp4Gtiutb6/sz+/q9Bas3JnBYtW7eWD7cZgs/F9jJXNxmbHYjJ13WZMn9MaKneDdkNsDtQdhL/2B1ejcT44CpLz4cjgqsRcuHar7+L9CSobK3FrN7EhsWyt2Mrc5XNpdjcDkBGRwYT0CeTG5ZIfn0+aPa1LNXtrl4um3buxxMZiiY6mcft2iq+4ksS77iJsxHBaqqo4/MoyIiZOxOpwED52DGnPPI010VizPWz4MMKGD/O+X1f63YToCnxR4x4NzAW+Vkpt9Dx3o9Z6uQ9i6XTVjc28uq6YxV8WsLu8jugwG785uSe/HpZGanSor8Pruna8A8VftdaoG6uMZURnPQ2hMTDycnD0NRJ2j0xo+8e+i//h11pTUF1AvauefjH9aHQ18suXf8n8AfO5Mv9KMiMymdN3DrmOXHIduUQHd61R7e76eioXLSZ06BBCBw+muaSEPWdMI+H22+lxztlYHA5CBp6EKdQYMBYyaBC9161FmYyWAEtcXLvBY0KI79fp08F+iu4wHeybkmoWrSrgjQ37qHe2kJsaxbyR6Uw+KZFgqww282o4DPs3GMnZ1QSn3Gg8//hoKNturPedPNho7k4bAXG9fRvvT+BscbKtYpt3Wtam8k1UNlYyNGEoz5z2DACv/+d1+sX0o3d01/j9XBUV6KYmrElJ6JYWCubOwz7+FGIWLEA3N7Nj8BBif3spsZdcgna7qX57OaFDBmNN9M+530L4WpeaDhZInC43724tYfGqAr7aW0mQxcS03CTmjsjgpBQZbIbLCRab8fjzB2DDYqjY2Xo+Ka81cZ+zxNj+0k9301pTsoaV+1ayoWwDWw5uwek2+qPT7GmMSR5DniOP/Ph87/Uzcmb4KlQAqt5+G6UUEZONxWX2zDqL0CFDSL73HpTZjDUlGfORfaOtVnp9uQpTqNFipEwmIqdO8VnsQnR3krg7QElVIy+uLuAfa4oor2kiLTqUP03uy1lDUogKtfk6PN9ocUH5N56BY+uMJu/yHXDDHrCFGWt7x/Y2Rngn5xtJO6TN3sTRmb6L/SdYV7qOjws/5roh16GU4pVvX+H9ve/TN6Yvs/vMJs+RR64jl9iQWJ/Ep51OXOXlWJONFeDK7ruP5rIyku+5B4DDS18Gt9ubuONv/CPWNs3ZR6474kjSFkJ0PGkqP0G01qzaXcHiVQW8t60Ut9ac0tvB3JHpnJwTF1iDzbQ2pl3tWw9Z4yAsFr58At65wTgfHGkk5uTBRt+0n65EBsba3jsqd3g34Lh+6PUkhCXw4vYXeWTDI7x15ltEB0dTXl9OuC2cEItvWgwavt5Cw9ebif71rwHYd/311H+1hpxPPgag/NFHcZWXk3jbbQC0HD6MKSLC2w8thOhc0lTegWoam3l9wz4WryrgP2W1RIVaWTAmk/OGp5MWE0C1kOr9sPZZoza9fz00HDKeP+s5Y9esXhONBJ2UD9FZ4KcJocZZw+byzd5E/fXBr2lwNQCQFJZESV0JCWEJzOo1i9l9ZnunYsWFdvzgK1dlJeaoKJTJRPW771H5/POkP/8cymql9pNPOPjEE0TNnIkpKIiombMIH/sL71zouMsua/de5qioDo9XCPHTSOL+ib4trWHRqr28vn4fdc4WBqVEct9Zg5gysJsPNmusbh08tm+dsXb3wLONqVif3QeOftBnilGbTs43jsFI1tH+N//W5XZhMVnYXbWb6z+9nm8PfYtGY1ImevfozYzsGcZuWXF5xIfFe19nM3dsl0hzWRl1K1ZgnzABc1QUh197nQM33kjPD97HlpICCpTFQkt1NZaYGKLnziF6/gWYgoxV4NpOtxJC+BdJ3D9Cc4ub97aWsmjVXlbvqcRmMTF1YBLzRqYzKLUb1lBcTUbN2Z5gDCT721ijXxpP90qPTMg6pfXxH4uN/mo/Vd9cT72rntiQWJwtTqa+PpXpOdO5dNClOEIcRAdHc+mgS8l15DIwbqB3D+qOopub0W63sXrYnj2U3XsfsZdeSshJA3Du3s2Bm27GkphI+OjRhObn4fjDDd6+5oiJE4mYONH7XlKDFqL7kMR9HMqqG3nxq0L+8VUhpdVNpPQI4Q+n9+HsIalEh3WjwWbl30Lxmtbm7pItRh/1nGXG6O/0UcZKZMn5RpN3275ppfwiaVc1VVFUU0RRTRGF1YUU1hRSXFNMYU0hBxsOMjJxJE9OfBKb2cbEjIn06WGscx1uC+fJiU92WFza6aT285XY0lIJys7GWVzMrtMnk3jHHUTNmI4pOBhnQQEtVVUAhOTm0vO9d7GmpABgy8gg5oILOiw+IUTXIYPTjkFrzVd7Kln0ZQHvbinB5daM6x3H3BHpjOvtwOzPg820hsOFRnKu3g8jPf2bz06GgpXGimPJeUZyzhgDOaf6Nt4foe3mFCv3raS0vpQzc4y1rOcun8vG8o3trneEOEiNSCXVnkqaPY2cHjmMSx3XcfE5nSibDe12U3Lb7YQOzidy2jTcTU3syB9MzMUX4bjqKrTLRfmDD2GfdBoh/ft3WDxCiK5JBqf9CHVNLl7bsI8lqwrYUVpDZIiV+aMzmDMinfSYrl+j/F5b34CNLxijvesPGs/ZwmHYxWC2wmn/C9ZQiMnp0oPH3NpNaV0phTVGjbmopoiiaqMWXdFYwUdnfYRSiuV7lvNVyVfexD0lawoT0ieQYk8hzZ5Gij2lQ0d5N2zdinY6Cc3LA2D3GdMIHjCApP/7X5TJROPWrVgSjH5xU1AQGS8vxZZurJmuLBYc113bYbEJIfyXJG6PnWU1LF5VwKvr91Hb5GJAcgT3zBzI1EFJhNj8aLBZUw0c2NQ6V3r/erjwA7DHQ1URVBVDr0lGjTp5MDj6G0kbjClaXUhFQwXbK7czKmkUJmXixe0v8tKOlyiuKfau2w1gMVlICU8hLSKNIQlDaHY3YzPbuGHYDYSYWxPzOX3OOeExarfbO2Xq0Esv4So/SNwVlwNQetf/osxm0pcsBiBy2hlYEhK8r818dVm795KatRDieAR04na1uPlgeymLVhXwxa4KbGYTUwYmMmdkOnmpUV1/cwOXE0q3QGQqhMfB9n/B0rl4B49FpRnN3c31xvHIy2HUFT4L92iNrkZv//KRfueimiJuGHYDWZFZfFj4IXd+eSfvz3qfhLAEQq2hZEVmMS5lnFFrjkgjzZ5GfGg8ZtN/f7mKsEWc0Hiby8pw7t5D2IjhAJT+eSG1n31Gz7ffAqDh669pLt7nvT7hlpsxhYd7j2MuvPCExiOECEwBmbjLahp56asiXlxdSEl1I8lRIVw/qTfnDEklJjzI1+EdW1MNbH+rzeCxr6HFCVMfMrarTBwE4/5gJOvkfGPhk7Z88EWk1lmL2WQmxBLCjsodvLD9BWNgWE0hZfVl7a612+yk2dOoc9YBMC51HNlR2fQINlZQm549nenZ0zst9vo1a6h6+20SbrkFZTJxaPESKp59lj7r16FsNoJPGmD0V3v61RPvuqvdl73gvn07LVYhROAIuMFpT3y6i7+8t4PmFs3YnFjmjcxgfJ8uNthMa6je19rcnXASnDQL6irg3iyjXzoxt7W5O300hDt8FKrmUNMh7yjt4ppi8uPzGZ44nJ2HdjLjzRnc+4t7mZQ5iXWl67juk+tIi0gj1d46ICzVnkpaRBqRQR27frvWGnd1NaaQEJTNRtOePdS8+y5RZ5+NJTqamg8+4MCtt5H52qtY4+M5vGwZZff9hcx//hNrvAPn3r24Kg8RMvAklCUgv/MKITqJDE5ro29iBHNHZDBnRBpZceE//ILO4GoCi6em/8oFsHcl1HlqoyYrDP+NkbjDYuDytZ6Vxzq/373R1cjyPcu9SfpI03Ztc633GoXit7m/ZXjicJLtyVwz+Bp69egFwOD4wXxyzicdFp+7oYHG7duxZWRgiY7GuXcv5Q8/QszFFxHcuzd1K7+gaMEC0l9YYmw/WVxM+QMPEjZiBJboaCzxCdjHnwIuFwCRM2YQOXOmtxZty8jAlpHRYfELIcTxCLgat8856+DA5tbm7n3rIMwBC943zr96kZGUk/KN2nR8f7AGd3hYLreLA3UHKKopwqzMDE80+nHPW34eQ+KHcM3ga3C2OBn6wlBMmEi2J3tHZ3trzhGpJIcnE2Q+cd0N2u0Glwtls+Gur6fqrbcIGTSI4N69aT5wgKJLf0vc5ZdhnzCBpp072T1lKkn33UfklF/RtGsXRZdcSuLttxE2ahTNpWVUL19OxGkTje0pnU601t7VxIQQoquQGrevtDRD2TZjtbGBZxvPvXoR7HjbeByRYjR3p41qfc3Mv3doSAXVBeyt2mtMpaoupKjWmEq1v3Y/Lm3UNPMced7EPTB2IBkRGYCxjOe/z/w3jlAHFtOJuXWce/eigoKwJiaiW1ooXbiQsBEjsI8fj7uujh0jRuK4+ipiLrzQmPt8y604fv97gnv3xmS3Y01IQIUYI8etKSmk/v1JgvsZy6wG9exJ9vvveT/LGu8gZv4F3mNls9GFOkiEEOK4SI37RCteC1+/YvRNl2w21vAGuH6PsdLY3s+NQWZJ+cYUrROsvrmekroSsqKMdcGXbFvC3uq93DTiJgDOfetctlRsASDcGu7tXz5Sa06xp5AekY4j9Kf3mbddBKX2s88whYQQOsT44lh85VUE9+9P7G8uBmDHkKFETp9Owk1/AuA/vziZHufOJvbSSwEoe+ABY0nPoUPRWuMqKcESG4uyWn9yfEII0dVJjbsjVB9o39w9+S8Qmw2lW2H9ImOE99AFnu0r81v3ls4Y87M/uqqpyrtcZ9tpVIXVhVQ0VmBRFtbMWYPFZOFgw0H21bZOUfr90N9jNplJs6cRFfTjp7y11NbhrqvFGm986Tj86qtoVws9zjFaFArmz8ccEUnKgw8AUHbPPVjT072JW1ksKHPr4i5Jf74ba2qq9zhnxaftPs9x9dXex0oprImJPypeIYTobqTGfTyObFEZ0gOK18HS86DmgPGcyWL0Q0/+C6QOheZG4znzT/9OpLX27kC1vWI77xe8zyWDLsFmtnH/uvt5dsuz7a53hDpIs6e1G609PnU8VvOPr5U27dqFq7SUsFFG833F08/gLCgg8Y7bASi86GJaKiu9i4cULrgI7XSSvuh54/pnnsUUGkqP2cZiJ0179mCOiMASE/OTy0MIIQKN1Lh/jBZXay36yHSsyl1w6h0w+iqITIGMsZ5tKwdDwgCwtlk28zgHkrW4WyitL223ZGfbGvRTE59iYNxAdh7eyTNbnmFG9gxSI1IZmzyWmOCYdk3bwZZjf+aRKVDmSGOqVf369TRs2OBdDOTg449T/e93yHrznwBUPvc8NR9/TK/PPzPirK7GVVHhfb/oefPQTY3e49QnHm83NSrmf+a3+/ygzMzjKg8hhBDHJ7Br3C0uKN9uJOeQKOg3zagx350MbhfYk4xm7uR8yDnNSNI/Un1zPWtL19KrRy8SwhJYW7KW21fdzr7afe2W7bSarN7acqo9lXN6n0NGZAbOFqfRRGz67tpzy+HDNO3cScigQSirlbovvuDwsldJvPv/MAUFcfDxxyl/8CF6b96EyWaj/NFHOfjIo/TZtBFls1H1r7eoX7OGhNtvQymFc+9e3I2NBPfp85OLVQghxM8jNe6jfbIQdn1krOntajCey5loJG5rMMx5DWJ7QcQP96c2uBpal+30bHRRWFPI5MzJzMiZQUVDBZd9eBl3jLqDGTkz6BHcg5weOYxPG++tNadFpOEIdWBSRt+vdruNRVgAVVZB7acrsJ82EUuPHtSuXEnZwntIeewxbCnJ1Hz4EQf+9Cd6vv8ettRUXBUVNGzdYiw0EhdH2OjRxh7NbjcAMfPnE3PRRSibsR1p5NQpRE6d4v19ZJ6yEEJ0bYGZuEs2AxoGX+Bp8s43FjU5IuvkdpdXO6txtjiJDYmlvrmeu7+629u8XdbQftnOyKBI0uxp3uPE8EQWnb6InlE9jbcOS+Pu9CuwREdjjoykef9+Kh54BudZswju1Yv6desoOP8C0p5+mrDhw3Du2UPJbbdhy8rEMmwY5vBwYw/mFmPqVtiY0aQ+9ZS3Dzly6lQip071fn7IwIGEDBzoPTaFhp6IEhRCCOEjgZm4z1nSbt1urTWVjZWto7NrCokKiuK8vucBMPX1qZySegq3jbqNYEswa0rWEB8az8ikkf81lcquQqhbsQKb2UjUVB4m+oaHUPPmwSmn4CwqZvfkySTdew+RU6fibmyk6rXXCBs5guBevbCmpBAzfz4WRxwAIfn5ZH/6iTcxhwwaROpjj3pjt8bHe0d4CyGE6P4CMnG/U/Au31R8024wWF1znfe8SZkYnTTam7iv73MZCSHGvGaFYkn5dIL7DyB8zBjcTie7fjmB6PPnEblgAe76eoovv4K4a68l6OKLMIWEoOsb0J5lNK1JiSTds5DQ/HwAbJmZ9F7X2n9vjY9vtw+zKTgYU3DHr5wmhBDCPwRk4l76zVI2lm8kJTyFVHsqv6xLxxGTQGzuMNLsaVjvf5YQ3dp0nnPx/dgnnw63jkMpReWzzxF55pmEjx2DyWbDfuoEbNnZgNEUnfnaq0ZzNmAKCyNj6Uve9zIFBxN5xhne4y6/dagQQoguJSAT963v2LHYTiXlnnsA2D1tOtakelKn/A6AopJSXBGtezk7brgBW2qK9zj7sxWYPIO7ABJuuaXd+x9ZclMIIYQ40QIycYdl92439zjxrrswhYd5j1P/9kS766POnNHuuG3SFkIIITqTTxK3UmoS8CBgBp7SWv+5Mz8/7vLL2h2HnPTj52cLIYQQvmD64UtOLKWUGXgUOB3oB5yrlJK2ZSGEEOI4dHriBoYBO7XWu7XWTuAlYJoP4hBCCCH8ji8SdzJQ1Oa42POcEEIIIX6ALxL3cVFKXayUWquUWlteXu7rcIQQQoguwReJex+Q2uY4xfNcO1rrJ7XWQ7TWQ+Li4jotOCGEEKIr80XiXgPkKKUylVI2YDbwpg/iEEIIIfxOp08H01q7lFKXA+9iTAd7Rmu9tbPjEEIIIfyRT+Zxa62XA8t98dlCCCGEP+uyg9OEEEII8d8kcQshhBB+RBK3EEII4UckcQshhBB+RBK3EEII4UeU1trXMfyJxnZ7AAAGHUlEQVQgpVQ5UHAC3zIWOHgC38/fSXm0J+XRSsqiPSmPVlIW7Z3o8kjXWn/n6mN+kbhPNKXUWq31EF/H0VVIebQn5dFKyqI9KY9WUhbtdWZ5SFO5EEII4UckcQshhBB+JFAT95O+DqCLkfJoT8qjlZRFe1IeraQs2uu08gjIPm4hhBDCXwVqjVsIIYTwS902cSulnlFKlSmlthzjvFJKPaSU2qmU2qyUyu/sGDvTcZTHOKVUlVJqo+fnls6OsbMopVKVUh8rpbYppbYqpa76jmsC5v44zvIIpPsjWCn1lVJqk6c8bv+Oa4KUUks998dqpVRG50fa8Y6zLC5QSpW3uTcW+CLWzqSUMiulNiil3vqOcx1+b/hkd7BO8hzwCLDoGOdPB3I8P8OBxz3/7a6e4/vLA+AzrfWUzgnHp1zAdVrr9UopO7BOKfW+1npbm2sC6f44nvKAwLk/moDxWutapZQV+Fwp9W+t9ZdtrrkQOKS1zlZKzQYWAuf4ItgOdjxlAbBUa325D+LzlauA7UDEd5zr8Huj29a4tdYrgMrvuWQasEgbvgSilFKJnRNd5zuO8ggYWusDWuv1nsc1GP8Ak4+6LGDuj+Msj4Dh+X9e6zm0en6OHgw0DXje83gZ8EullOqkEDvNcZZFQFFKpQC/Ap46xiUdfm9028R9HJKBojbHxQTwHyuPkZ4msX8rpfr7OpjO4GnGygNWH3UqIO+P7ykPCKD7w9MUuhEoA97XWh/z/tBau4AqIKZzo+wcx1EWADM9XUrLlFKpnRxiZ3sAuB5wH+N8h98bgZy4RXvrMZbYGwQ8DLzh43g6nFIqHHgVuFprXe3reHztB8ojoO4PrXWL1joXSAGGKaUG+DomXzmOsvgXkKG1Hgi8T2tts9tRSk0ByrTW63wZRyAn7n1A22+GKZ7nApLWuvpIk5jWejlgVUrF+jisDuPpr3sVeEFr/dp3XBJQ98cPlUeg3R9HaK0PAx8Dk4465b0/lFIWIBKo6NzoOtexykJrXaG1bvIcPgUM7uzYOtFo4Ayl1F7gJWC8UmrJUdd0+L0RyIn7TWCeZ/TwCKBKa33A10H5ilIq4Ug/jFJqGMa90S3/EHl+z6eB7Vrr+49xWcDcH8dTHgF2f8QppaI8j0OAU4FvjrrsTeB8z+NZwEe6Gy6KcTxlcdTYjzMwxkh0S1rrP2qtU7TWGcBsjP/vc466rMPvjW47qlwp9Q9gHBCrlCoGbsUYWIHW+glgOTAZ2AnUA/N9E2nnOI7ymAVcqpRyAQ3A7O74h8hjNDAX+NrTdwdwI5AGAXl/HE95BNL9kQg8r5QyY3xBeVlr/ZZS6g5grdb6TYwvOouVUjsxBn3O9l24Hep4yuJKpdQZGLMTKoELfBatj3T2vSErpwkhhBB+JJCbyoUQQgi/I4lbCCGE8COSuIUQQgg/IolbCCGE8COSuIUQQgg/IolbiACnlLpNKfW7H7jmOaXUrB/xnhnqGDvRCSF+HkncQgghhB+RxC1EN6aUGurZ/CFYKRXm2VP5mOtuK6UuUkqt8Wwm8qpSKrTN6QlKqbVKqW89azYf2YDiXs9rNiulftPhv5QQAa7brpwmhACt9Rql1JvAXUAIsERr/X1N2K9prf8OoJS6C2Nv4Yc95zKAYUBP4GOlVDYwD2M52KFKqSBgpVLqPQJ860chOpIkbiG6vzuANUAjcOUPXDvAk7CjgHDg3TbnXtZau4H/KKV2A32AicDANv3fkUAO8O0JjF8I0YYkbiG6vxiMJGwFgpVSNwK/AvBs19jWc8B0rfUmpdQFGOvbH3F0LVoDCrhCa902wR/Z11sI0QGkj1uI7u9vwM3AC8BCrfWftNa535G0AezAAc82n+cdde4spZRJKdUTyAJ2YNTIL/Vcj1Kql1IqrMN+EyGE1LiF6M6UUvOAZq31i54dnr5QSo3XWn90jJfcDKwGyj3/tbc5Vwh8BUQAl2itG5VST2H0fa/3bPtZDkzvmN9GCAGyO5gQQgjhV6SpXAghhPAjkriFEEIIPyKJWwghhPAjkriFEEIIPyKJWwghhPAjkriFEEIIPyKJWwghhPAjkriFEEIIP/L/kEfB1Q6BK80AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# sample code 2-4\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "xs = np.array([1, 2, 3, 4])\n", "ys = np.array([1, 4, 9, 16])\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(8,6))\n", "ax.plot(xs, ys, linestyle='solid', label='$y=x^2$')\n", "ax.plot(xs, ys/2, linestyle='dashed', label='$y=x^2 / 2$')\n", "ax.plot(xs, ys/3, linestyle='dashdot', label='$y = x^2 / 3$')\n", "ax.plot(xs, ys/4, linestyle='dotted', label='$y=x^2/4$')\n", "ax.set_ylabel('y-label')\n", "ax.set_xlabel('x-label')\n", "\n", "ax.legend()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "5XWJtxw9-cwX" }, "source": [ "## 2-5 Change the font.\n", "\n", "If the formula is displayed with the default font, it will be difficult to read, so specify a font suitable for mathematics.\n", "Please note that the available fonts differ depending on the version of matplotlib.\n", "\n", "We used the settings below for a while, but we got an error in Google Colab, so we changed it like sample code 2-5.\n", "\n", "
\n",
    "# for local jupyter notebook (not Google Colabe)\n",
    "plt.rcParams['font.family'] = 'Times New Roman'\n",
    "plt.rcParams['mathtext.fontset'] = 'cm'\n",
    "
" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 388 }, "executionInfo": { "elapsed": 619, "status": "ok", "timestamp": 1648474602508, "user": { "displayName": "Yoshihisa Nitta", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgJLeg9AmjfexROvC3P0wzJdd5AOGY_VOu-nxnh=s64", "userId": "15888006800030996813" }, "user_tz": -540 }, "id": "4uLSnutIv1QO", "outputId": "062a0e91-341a-4612-d0a3-9fe74f640d2c" }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# sample code 2-5\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "plt.rcParams['font.family'] = 'sans-serif'\n", "plt.rcParams['font.sans-serif'] = [ 'DejaVu Sans' ]\n", "plt.rcParams['mathtext.fontset'] = 'cm'\n", "\n", "xs = np.array([1, 2, 3, 4])\n", "ys = np.array([1, 4, 9, 16])\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(8,6))\n", "ax.plot(xs, ys, linestyle='solid', label='$y=x^2$')\n", "ax.plot(xs, ys/2, linestyle='dashed', label='$y=x^2 / 2$')\n", "ax.plot(xs, ys/3, linestyle='dashdot', label='$y = x^2 / 3$')\n", "ax.plot(xs, ys/4, linestyle='dotted', label='$y=x^2/4$')\n", "ax.set_ylabel('y-label')\n", "ax.set_xlabel('x-label')\n", "\n", "ax.legend()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "Ra29sGPQKJlw" }, "source": [ "## 2-6: Set the style of the markers" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 388 }, "executionInfo": { "elapsed": 672, "status": "ok", "timestamp": 1648474603178, "user": { "displayName": "Yoshihisa Nitta", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgJLeg9AmjfexROvC3P0wzJdd5AOGY_VOu-nxnh=s64", "userId": "15888006800030996813" }, "user_tz": -540 }, "id": "4Qf3urOUBkwW", "outputId": "c939d867-3a7b-43e9-837b-4b4d8b18100a" }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# sample code 2-6\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "plt.rcParams['font.family'] = 'sans-serif'\n", "plt.rcParams['font.sans-serif'] = [ 'DejaVu Sans' ]\n", "\n", "xs = np.array([1, 2, 3, 4])\n", "ys = np.array([1, 4, 9, 16])\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(8,6))\n", "ax.plot(xs, ys, label='$y=x^2$', marker='o')\n", "ax.plot(xs, ys/2, label='$y=x^2 / 2$', marker='d')\n", "ax.plot(xs, ys/3, label='$y = x^2 / 3$', marker='v')\n", "ax.plot(xs, ys/4, label='$y=x^2/4$', marker='*')\n", "ax.set_ylabel('y-label')\n", "ax.set_xlabel('x-label')\n", "\n", "ax.legend()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "yQpEc7NILLMN" }, "source": [ "## 2-7: Erase the lines to make a scatter diagram.\n", "\n", "To remove the lines from the line graph, specify linestyle='None' as an argument of the plot() function call." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 388 }, "executionInfo": { "elapsed": 615, "status": "ok", "timestamp": 1648474603781, "user": { "displayName": "Yoshihisa Nitta", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgJLeg9AmjfexROvC3P0wzJdd5AOGY_VOu-nxnh=s64", "userId": "15888006800030996813" }, "user_tz": -540 }, "id": "9TUD0k7JKaTe", "outputId": "c8efa0f0-ccad-401f-c3b3-72ea17c6a3bc" }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# sample code 2-7\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "plt.rcParams['font.family'] = 'sans-serif'\n", "plt.rcParams['font.sans-serif'] = [ 'DejaVu Sans' ]\n", "\n", "xs = np.array([1, 2, 3, 4])\n", "ys = np.array([1, 4, 9, 16])\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(8,6))\n", "ax.plot(xs, ys, label='$y=x^2$', marker='o', linestyle='None')\n", "ax.plot(xs, ys/2, label='$y=x^2 / 2$', marker='d', linestyle='None')\n", "ax.plot(xs, ys/3, label='$y = x^2 / 3$', marker='v', linestyle='None')\n", "ax.plot(xs, ys/4, label='$y=x^2/4$', marker='*', linestyle='None')\n", "ax.set_ylabel('y-label')\n", "ax.set_xlabel('x-label')\n", "\n", "ax.legend()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "rfOsyw-1z1gD" }, "source": [ "## 2-8: Color the top and bottom of the lines differently (numpy.ma.masked_where)\n", "\n", "By masking the y value with numpy.ma.masked_where(), the upper and lower sides of the line can be displayed in different colors." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 375 }, "executionInfo": { "elapsed": 6, "status": "ok", "timestamp": 1648474603782, "user": { "displayName": "Yoshihisa Nitta", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgJLeg9AmjfexROvC3P0wzJdd5AOGY_VOu-nxnh=s64", "userId": "15888006800030996813" }, "user_tz": -540 }, "id": "M2rWST1eLjNE", "outputId": "c6be3162-65e1-4b92-fc8f-125c8e51c21b" }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# sample code 2-8\n", "# draw lines in different colors\n", "%matplotlib inline\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "x = np.arange(-np.pi, np.pi, 0.001)\n", "y = np.sin(4 * x) + x/5\n", "\n", "upper = 0.75\n", "lower = -0.75\n", "\n", "set_upper = np.ma.masked_where(ylower, y) # Leave values less than or equal to 'lower'\n", "# Leave values between 'lower' and 'upper'\n", "set_middle = np.ma.masked_where(np.logical_or(y > upper, y