{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 散布図\n", "\n", "「合州国の州別暴力犯罪率」を例に説明します。" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# 「#」(シャープ)以降の文字はプログラムに影響しません。\n", "# 図やグラフを図示するためのライブラリをインポートする。\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# 数値計算やデータフレーム操作に関するライブラリをインポートする\n", "import numpy as np\n", "import pandas as pd\n", "from pandas.tools import plotting # 高度なプロットを行うツールのインポート" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# URL によるリソースへのアクセスを提供するライブラリをインポートする。\n", "# import urllib # Python 2 の場合\n", "import urllib.request # Python 3 の場合" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "df2 = pd.read_csv('USArrests.txt', sep='\\t', index_col=0) # データの読み込み" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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MurderAssaultUrbanPopRape
Alabama13.22365821.2
Alaska10.02634844.5
Arizona8.12948031.0
Arkansas8.81905019.5
California9.02769140.6
Colorado7.92047838.7
Connecticut3.31107711.1
Delaware5.92387215.8
Florida15.43358031.9
Georgia17.42116025.8
Hawaii5.3468320.2
Idaho2.61205414.2
Illinois10.42498324.0
Indiana7.21136521.0
Iowa2.2565711.3
Kansas6.01156618.0
Kentucky9.71095216.3
Louisiana15.42496622.2
Maine2.183517.8
Maryland11.33006727.8
Massachusetts4.41498516.3
Michigan12.12557435.1
Minnesota2.7726614.9
Mississippi16.12594417.1
Missouri9.01787028.2
Montana6.01095316.4
Nebraska4.31026216.5
Nevada12.22528146.0
New Hampshire2.157569.5
New Jersey7.41598918.8
New Mexico11.42857032.1
New York11.12548626.1
North Carolina13.03374516.1
North Dakota0.845447.3
Ohio7.31207521.4
Oklahoma6.61516820.0
Oregon4.91596729.3
Pennsylvania6.31067214.9
Rhode Island3.4174878.3
South Carolina14.42794822.5
South Dakota3.8864512.8
Tennessee13.21885926.9
Texas12.72018025.5
Utah3.21208022.9
Vermont2.2483211.2
Virginia8.51566320.7
Washington4.01457326.2
West Virginia5.781399.3
Wisconsin2.6536610.8
Wyoming6.81616015.6
\n", "
" ], "text/plain": [ " Murder Assault UrbanPop Rape\n", "Alabama 13.2 236 58 21.2\n", "Alaska 10.0 263 48 44.5\n", "Arizona 8.1 294 80 31.0\n", "Arkansas 8.8 190 50 19.5\n", "California 9.0 276 91 40.6\n", "Colorado 7.9 204 78 38.7\n", "Connecticut 3.3 110 77 11.1\n", "Delaware 5.9 238 72 15.8\n", "Florida 15.4 335 80 31.9\n", "Georgia 17.4 211 60 25.8\n", "Hawaii 5.3 46 83 20.2\n", "Idaho 2.6 120 54 14.2\n", "Illinois 10.4 249 83 24.0\n", "Indiana 7.2 113 65 21.0\n", "Iowa 2.2 56 57 11.3\n", "Kansas 6.0 115 66 18.0\n", "Kentucky 9.7 109 52 16.3\n", "Louisiana 15.4 249 66 22.2\n", "Maine 2.1 83 51 7.8\n", "Maryland 11.3 300 67 27.8\n", "Massachusetts 4.4 149 85 16.3\n", "Michigan 12.1 255 74 35.1\n", "Minnesota 2.7 72 66 14.9\n", "Mississippi 16.1 259 44 17.1\n", "Missouri 9.0 178 70 28.2\n", "Montana 6.0 109 53 16.4\n", "Nebraska 4.3 102 62 16.5\n", "Nevada 12.2 252 81 46.0\n", "New Hampshire 2.1 57 56 9.5\n", "New Jersey 7.4 159 89 18.8\n", "New Mexico 11.4 285 70 32.1\n", "New York 11.1 254 86 26.1\n", "North Carolina 13.0 337 45 16.1\n", "North Dakota 0.8 45 44 7.3\n", "Ohio 7.3 120 75 21.4\n", "Oklahoma 6.6 151 68 20.0\n", "Oregon 4.9 159 67 29.3\n", "Pennsylvania 6.3 106 72 14.9\n", "Rhode Island 3.4 174 87 8.3\n", "South Carolina 14.4 279 48 22.5\n", "South Dakota 3.8 86 45 12.8\n", "Tennessee 13.2 188 59 26.9\n", "Texas 12.7 201 80 25.5\n", "Utah 3.2 120 80 22.9\n", "Vermont 2.2 48 32 11.2\n", "Virginia 8.5 156 63 20.7\n", "Washington 4.0 145 73 26.2\n", "West Virginia 5.7 81 39 9.3\n", "Wisconsin 2.6 53 66 10.8\n", "Wyoming 6.8 161 60 15.6" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df2" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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4tQaSSpCmNXvF3R91979190uB5wNfJbnU/XfMTCOqpCljaxX09m5iYGAuAwNz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 散布図を描く\n", "df2.plot(kind='scatter', x=df2.columns[2], y=df2.columns[0], grid=True)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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sdFdVVVFRWcO09Jk261Or1ZKfn0te/kU6Oztt1u9YYCubu7i48MwzTxMZ4svH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rBo0SKbatCPRiQ2JrEN8JoQ4hfAKiABaAEOAD+TUp7ttd0/Az8EAoD9wE+klOcsOb7uujghvSe+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\nYDAQGZPCk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LzwwguOVrAJVb1BXXdVvUFdd1W9QW13e1JU1s7p821WL0Vl7Q711j1wJ+TV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\noyA6gGs0Go1GoyA6gGs0Go1GoyD/H0CqfBUP3ecoAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 丸のサイズと色に意味をもたせた散布図を描く\n", "df2.plot(kind='scatter', x=df2.columns[2], y=df2.columns[0], grid=True, c=df2.iloc[:, 3], cmap='coolwarm', \n", " s=df2.iloc[:, 1], alpha=0.5)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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X+D/hO1ZOKajXzvEwxtT0n2/GNyxkJU5vl/I4x2Xga6rgTAK8BeduLcG8h3N+/BP4R8Dr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TNw4EBsbW1ZvXo1kyZNwsTEhIKCAmbNmkWjRo2YM2eO9vOtU6cO//3vf3UKLra2tmzcuFEnBwMG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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 丸のサイズと色に意味をもたせた散布図を描く(別法)\n", "\n", "names, name_label = df2.dropna().index, \"States\"\n", "x_axis, x_label = df2.dropna()[\"UrbanPop\"], \"UrbanPop\"\n", "y_axis, y_label = df2.dropna()[\"Murder\"], \"Murder\"\n", "sizes, size_label = df2.dropna()[\"Assault\"], \"Assault\" \n", "colors, color_label = df2.dropna()[\"Rape\"], \"Rape\"\n", "\n", "plt.figure(figsize=(15, 10))\n", "for x, y, name in zip(x_axis, y_axis, names):\n", " plt.text(x, y, name, alpha=0.8, size=12)\n", "plt.scatter(x_axis, y_axis, s=sizes, c=colors, alpha=0.5, cmap='coolwarm')\n", "plt.colorbar(alpha=0.8)\n", "plt.title(\"x=%s, y=%s, size=%s, color=%s\" % (x_label, y_label, size_label, color_label))\n", "plt.xlabel(x_label, size=12)\n", "plt.ylabel(y_label, size=12)\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.4.5" } }, "nbformat": 4, "nbformat_minor": 2 }