{ "cells": [ { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import os" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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IJ20OPWW0fswdYEBWSoNCpg37KwPGeUBW+CTsPe/LqT3dqOvhsvDrufnbVztI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\nHMcpQVy4O47jlCAu3B3HcUqQ/wfSY5rmlWVy4QAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "base_url = 'http://raw.githubusercontent.com/practical-jupyter/sample-data/master/anime/'\n", "anime_stock_returns_csv = os.path.join(base_url, 'anime_stock_returns.csv')\n", "anime_stock_returns_df = pd.read_csv(anime_stock_returns_csv, index_col=0)\n", "\n", "ax = anime_stock_returns_df.plot()\n", "ax.set_title('stock returns')\n", "plt.show() # 折れ線グラフの作成" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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3Hnrf6E0E8AhwCro53yIRmauUWpXlddschpgmwvzc5pkr48lxRo9jmiv7lRYw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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Y軸の範囲が異なる折れ線グラフ\n", "anime_stock_price_csv = os.path.join(base_url, 'anime_stock_price.csv')\n", "anime_stock_price_df = pd.read_csv(anime_stock_price_csv, index_col=0)\n", "ax = anime_stock_price_df.plot(secondary_y=['IG Port'])\n", "ax.set_title('secondary_y')\n", "ax.set_ylabel('TOEI ANIMATION')\n", "ax.right_ax.set_ylabel('IG Port')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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XXuDCCy9kwIABXHjhhfzrX/+ys7WYGTx4MCNHjmzUeZtLfg0B0ZRAvGBf62ojJtSP7iE+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\nwnEcx8mIGwjHcRwnI/8PyA6Rc2LNS4sAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 複数の図に分割\n", "# subplotsを使用した折れ線グラフ\n", "ax1, ax2 = anime_stock_price_df.plot(subplots=True)\n", "ax1.set_title('subplot1')\n", "ax2.set_title('subplot2')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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fbZ3eRy6dnZE+Onks0xBE44prT5+E844+tFK/mqKH/lVj8fVqN0ERlcqTE8q8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\n3Hb2NIQDBgaETIQDBm47e1p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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 散布図を作成\n", "anime_master_csv = os.path.join(base_url, 'anime_master.csv')\n", "anime_master_df = pd.read_csv(anime_master_csv)\n", "ax = anime_master_df.plot.scatter(x='members', y='rating')\n", "ax.set_title('Scatter')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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K3CKxgumHIqmmxC2ZZWb/ZWavmNlMM5toZheb2VfMbJqZ1ZrZ02a2\ne3zunWZ2k5nNMrNXzeyE+PjQ+LwHiJfSm9k3zexZM5tnZreZWUWC36bIRpS4JZPiWibHA/2BI4mq\nBkK0HP5cdx9AVMv71wUv2x44EBgBXFdwfF/gPHfvbWZ7EK3U/Jq77w18BpxSzu9FpLV0ayhZ9TXg\nj+6+FlhrZg8SbbTwVeBeM8ud16HgNfe7+3pgkZltV3D8WXd/LX58KDAAeC5+jy2Bd8v3bYi0nhK3\ntCXtgFVxS7mYjwseW8HjDxsdH+/ul5Y6OJFSUVeJZNVfgaPNrKOZdSbq/vgIeM3MTgSwSP9Wvu/j\nwAlmtm38HtuY2c6lDFzk81Lilkxy9+eAB4AFwCPAQqIaJqcA3zGz+cCLwMhWvu8i4HLgUTNbAEwn\n6hsXSQ0teZfMMrPO7r7GzDoBTwGjVcNENgfq45YsG2dmexINSo5X0pbNhVrcIiIZoz5uEZGMUeIW\nEckYJW4RkYxR4hYRyRglbhGRjPn/ZroCjE1iqkAAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 棒グラフを作成\n", "anime_genre_top10_pivoted_csv = os.path.join(\n", " base_url, 'anime_genre_top10_pivoted.csv')\n", "anime_genre_top10_pivoted_df = pd.read_csv(anime_genre_top10_pivoted_csv, index_col=0)\n", "ax = anime_genre_top10_pivoted_df.plot.bar()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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zc3oJ404HjsjMJzp6rEYXEY9k5of9u6lV6cwzRDIzI2I2MBtYCmwGjImI32Xm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\nmBAlSQJMiJIkAfD/Abl+XXu46tqQAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 対数軸を使用した棒グラフ\n", "ax = anime_genre_top10_pivoted_df.plot.bar(logy=True)\n", "ax.legend(bbox_to_anchor=(1, 1))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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7HvGxGe7eI1QMaWRm+wF3A+2IFtO7wt3nBih3LnCIu7/W2GWlnZlNc/c9m+rP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\nSUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 積み上げ棒グラフ\n", "ax = anime_genre_top10_pivoted_df.plot.bar(stacked=True)\n", "ax.set_title('stacked')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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Volwuz+XweRsfH6dddfWyBdlP64cn02tmWGlSU2a8vGWyj2qPzdlM/TKDBfk6mqN29FFd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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Histogram\n", "ax = anime_master_df['rating'].hist(bins=100)\n", "ax.set_title('Histogram')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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GmJycZGRkhIGBAYaGhppd2gGjpU5OQuO+GLP00PaG7MdsoZk6ATk4OMj4+DhdXV2sXbvW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\nDm4zs8Q4uM3MEvP/AatTAp1mDQrXAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 箱ひげ図を作成する\n", "ax = anime_genre_top10_pivoted_df.plot.box()\n", "ax.set_title('Box Plot')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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aNOftKwI/NGsquGtk4cx5cdtEINOkfULG1I4Trs8hznnk9+FdfWt1dyLKb8+Q\nN1UaPh/4iZrdP1yXDxS5HUSqyoSEbIY9JUFeiNPunR3OHvGubox32cWBQJtLZf4h/NkV6/WU4fG+\ntxETUwmKUSYkZPPLkSRZSr+f/CV88qffsJbFrVBVHdrGkLdd2nvFz0NfNkPcvKPQ7QBSlUnIRlwJ\nFHz1JWvct5+Jz+7WPtibp+S39HxYZe95/juGxeNeRtwUuh1AqsqEhHya2wFkGgGZvFGn/mZOaEl2\nWDu071JXy3q/pedUsb4ZvGnPQbqZTltvMavqxSitE3J1UbEP6Od2HJnqpH1MfHhWeFO3o3og1jIG\nhloe8vaqdebCF6xzzoy1bCNhCt0OIFWldUIG+pP+r9HTujRwxuz7wkeHvK81sVw/PBBsdozzYS3Y\ncF3we2a5R28yNeQYpXuyMrO1PCDb4qRfPRruM2GjtSraa0f6A3lNj6ly6ILAz7qG8Zn9Eb2pS+HM\neaYZKQZpnZAP9BrRq7b70E31+X12hbNyvbdPXAYR6H7TM9aoL78aXhjNdSMCgU/8Yd8Zunz9Nj3x\npPhFZySA2dU7Bmldw1h7xg0nEjlIXbUerNosK3TYF/YfzQnVN+QEDgfzAoc0z18ref6DOfn+g/l5\n/oOd8/yHuuUED/XwWaEWe/iN6AhkX/C6Thm2O7Twp1/yTbSypM0ZXcMCHx/yttkatOSh8Plmo1Lv\n6+F2AKkorRMyTadMixSAr8Dy+U6wfHkEc7tBp/6tl6B6VNSqzbKCh3xh/7Hs0DF/bvBwKM9fp3n+\n2qzjSby2c66/rntu8HDPLLXMRpqtGLGDKfffH175vet8RfV50rWl87JU3++k+tEPKKi+dy8J3H5G\ncqI0Osgk5BhkVkKOhUhnFV/ncJZvYDg7n0Bed4611TStekg0XJtlBQ9nh/3HsoNHA04Sx0niufkN\nBwvyAo1J/EhPQTNq/n/vI5z98Kzw1pu/7qt7v6cMau4cZ8hbfwBVgl8O/N/RoxSYDqPUYBJyDNI9\nIbvzSyHSTSW7Wzgrm3B2Af68HrS6Q6eqArWi4VqfFTjiCzUcy7GTeNhO4gd9+f6DuXkNBwvyAnVd\ncgN1PXKCR3sISJJeUULkhRj++4fC++64LOut9Sdnnd70+RNC4UONj58KT1nyuo6YltQAjY4wCTkG\n6Z6QU6PpQESAHirZPUJZ2YSyO+HPb6NyrxoGrRUN1/nCgSPZofp6O4kfCuf56yTPfzDbTuK1nfIC\ntV1zA4d65ITqPbe3XJbS99Ynra5/KmNp1disCZHPDQ8EwwD7tdvqW0LfMLu+pJbubgeQitI9Iafv\nKBIRH0hvlazeoawcQjmdaSjUI5DnAAAgAElEQVRoY9s51SBobZYVqvNZgaN2Ej8SzPUfsvICtZLf\ncNCX56/Ny/Mf7JQXqOuWGzjUIzvsT/geaQL5X3nVmjB8ty6452LfR4l3RMCfa6kcOM//i4EgKf1p\nIAN1djuAVJTuCTmj2mXbJJID0tfy5fa1fLkEc7pQX9C39WtU/aAHs6zQIV/YfzQ7dKwh107imhc4\nKPkNtdl5dqdmYxLv6bOCMS2BOX6TTj3p4dDSW67xnRXMlvwR/kCPW0LX1eyl1zmxlGe4yvztxcAk\nZKN1InkgAyxf7gDLl0swtyv1tDkypV6wDooVOmR3ah5ryA0eDuXaI1Mk338wJ89/sCDfX9spN3Co\nW27gUK8sDecCDDzAhIdnhdd/5zrfgD0Np+76e3jqucl4mUbcmb+9GKR7Qk7fJgsvEylQfAXq850Y\n8OURyO3GMQa0fo3qkY+GFwaPHrt2+bJXf/250gJ/ft+k7NtnxJc0hA+6HUMqSveEbN6lU4VIFwvJ\nDwRXbw83rDhpyqAr6r/pe4AF3cbLP/nCCJUsMxU3hWh34rL8aqZJ9xqkScgpQNUKh+qXLfbXztoV\nblg+aWCnYQe65vQq2rJ5/BkX61OjHuBrOli3L3E7TiMqYbcDSEXpnpA7tBavkVh2Il6+2F87a2eo\nYdkksIYA1ri+53VSUSsUyu/14YcDV3XjUO87KZ/4Xb3rzWwNbnM7bqNdTEKOQbon5Dq3AzA+yU7E\nry/x187aEWpY2piIATi9x6Sl2Vk5p1moBbBl84QzVDkCMIYVZ87hyyeO1aUL7NEfhoc1uB1AKkr3\nhFzrdgDGcapWONSwYom/dtZ7oYYlE8EqjHw+W3KOjOgx/lQACw0DNNaSG8/JIZR3I3dPvZPv7e6i\nh9Yk9QUY0fjQ7QBSUbonZFND9gBVtUINK5f4a+99L1S/eCJYJzd33ti+560SyeoHoFgfLUy/ZfOE\nksZacqPBvHfyQ3y19PP6lyWiVsw7khgJYxJyDNI9IZsasovsRPzGUn/trO2h+kUTIdxsIgbolN19\n98BOwz+aANJYQ4aPaslvNHfdRfxj4gNcIyfptsXxjd7oIPMmGQOTkI24sxPxqqX+2lnbQvULJ0D4\nlLaumdL/0m0i8tEMv8Y25EZbt3yyltyoG4d7/ZKbJ31Pf7kmWwPvdPwVGHFgEnIM0j0hmyaLJFJV\nDTWsXmYn4gUTIDy0Pdf1yz9pQ7ec3h9bWKhpQg4G83sfjGhLbs5o3ij9A1cOGqeLTaef+0yTRQzS\nPSGbX4okiEjENaH6+ePbm4gbTex3cVjk44sHWWJ9YtjUli0TTm+pltwom1Dut7ln6p18d3dXrXsz\nmjiMuDI15Bike0J+z+0A0pmdiN9c5q+9920nEQ+Ltozh3UYvy/Xlf2IXEAvVpsecWnKzbclNDWbH\nybO55swv6BOm0y/5ju6dXmrmAMQgrRPyDbPL9gGH3Y4j3diJeM1yf+29W0P1r42H0PBYysnC5y/t\nNb3Z3UIiO/UibbHbkltd7z/Shfxz4gNcI4X6ziJnIwAj8Xa6HUCqSuuE7DAzu+JEVTXkX/u6v/be\nLaH6V8dB6NSOlDe6z38tzxLf4Oaea66GDE4t+eCJ7aolN+rG4V538P3J5fxyXY4GamKJ1YjKFrcD\nSFWZkJBNr3schPzr7ER87JWxEDqto+Xl+zrvO7lLyZktPW9FjENuasvmiadHU0tudBarRs3hysHj\nddECVM1MssQxCTlGJiEbrQr5169oOHjvptCxl+OSiBtN6nfJJhFpcUuplmrIEFstuVE2odxv8bup\nd/Gdvd20bnUsZRhtMgk5RiYhG81yEnF16NhL50CwKJ5l98zt/3avvBMmtHZO02FvTW3ZPGFkLLXk\nRoPYWfgg15x1mf55iai1P9ZyjGZtdTuAVGUSsvExIf+GyERcnIh7TO5/aa2ItLo0qiVWqx1wwWBB\nn1hryZEu4OmJD3KN72StWWw6/eLG1JBjlAkJudrtAFJB2L9hZcPBezeGjr2QsEQMMKTziDcKsruM\naeu8tmrI0PFacqOuHO75c26ZdDO/MJ1+HXd07/TSXW4HkarSPiHfMLtsO2C2k2lB2F/9RsPB+zYE\nj71wNgRHJPJegoTO7vOZnu05t7U25EbBYEGf2oMndLiW3OhMVo+aw5dPmqgLTKdf7EztuAPaTMgi\nEhaRNRFfhbHcSES+IyKdYrk2DsyMrSaOJ+L/jIHAyGTc84xe05b6srLbNYvPovUmi0abN08cqcqx\njkV2XDbhnG8ya+qvufH97lrb6lRto1kr3Q4glbWnhlyvqqURX9tjvNd3ALcSsulNd4QDm1Y11N73\nVjITMUBOVl7dad3Obvf92lNDho9qyXFPAieye8gDfG30F/XxpaLWvniXn8aWuR1AKoupyUJECkVk\nkYisdr4mOMenich8Efm7iGwSkSfEdiNwIvCaiLzmnPugiLwhIhtE5PaIsu8UkY0isk5EfiMiXUVk\nm4jkOM93i/x/O2X8u3Y4sHlVQ+3964NHnxuNBk5P9v3H971gjYj0bu/57a0hA2zePHFEPGvJkc7n\nmQmz+WrOKbrVzPRrH5OQO6A9u04XiEjjzgzbVPVi4APgU6raICLDgb8CjR01ZwIjgd3AEmCiqs4S\nke8B01W1cYjRj1T1Q6e3/RUROQPYBVwMFKmqikgPVT0sIvOBzwH/Ar4I/FNVg1G8zuVRnJtWwoEt\nq4PHXspG/aPdiqFrds/3BhScPD6aayxpf/ILBgv61taesKBnzz1To4+ubV040uNnzJy8ltJ19+gP\nOgUlN+o1OzLEh5g25A6JtsniYudYDvCIiKwHngIiO4NWqOpOVbWANUBhC+V+QURWY7fvjnTKqMPe\ni+sPInIJfFTrmQN81Xn8VeCP7Xp1jhtml72H/QaRMcKBrW821N6/Lni06izU/4nFe5Jp8oDP7xaR\n3GiusYiuMrp5U+JqyY1GseaMOXx5yCSdvwDV+kTeK0Ut3zu91HyK6IBYR1l8F3gfGIVdM478Y4tc\nhzZMM7VwETkZuBmYoapnAPOAfFUNAecAfwfOA54HUNUlQKGITAN8qvpWDDFnxEepcODtNxtqH1gb\nPPrvM91OxAADCk5Z1zWn57hor4umyQI+qiUnvGkqm3DO/3Lv1F9z4wfd9aDp9Pu4jPgbS6RYE3J3\nYI9TC74SaHWQv+Mw0NV53A04CtSJSH/gMwAi0gXorqrPYSf9URHXPw78hShrxxFejPG6lBAO1Kxp\nqH1gTfDos2eiDaPaviIpdEK/C9vTLPYJ0daQATZvnpDwWnIju9Pv66O/pI+ZTr/jTELuoFgT8gPA\nVSKyFiiCdg3Ofxh4XkReU9W12E0Vm7CT7BLnnK5AlYisAxYD34u4/gmgJ3Z7dSyej/E6TwsH3lnb\nUPvgmuDRZ0rRhlK344lU3H3c0pys3JjGNrd3lEWkYKBT39raAUntwP0c/57wEFfnDjWdfgEyuK8m\nXiRVfodE5FLgQlW9MtYy7r/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SLwJecjuWSLlZBR8O7Vrq2aaKRpaoJ2vIAJuqJ6VKLfn3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\nAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 円グラフを作成\n", "anime_genre_top10_csv = os.path.join(base_url, 'anime_genre_top10.csv')\n", "anime_genre_top10_df = pd.read_csv(anime_genre_top10_csv)\n", "ax = anime_genre_top10_df.groupby('genre').sum()['members'].plot.pie(figsize=(5, 5))\n", "ax.set_title('Pie Chart')\n", "ax.set_ylabel('') #Y軸ラベルを削除\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.3" } }, "nbformat": 4, "nbformat_minor": 2 }