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@dragstar328
Created January 9, 2018 05:53
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seabornを使ったプロットの凡例を見やすく
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# いつもの呪文\n",
"import pandas as pd\n",
"import matplotlib\n",
"from matplotlib import pyplot as plt\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# ここではimportしない\n",
"#import seaborn as sns \n",
"\n",
"import numpy as np\n",
"font = {\"family\": \"TakaoGothic\"}\n",
"matplotlib.rc('font', **font)\n",
"%matplotlib inline\n",
"\n",
"# 実効的に無視して問題ないwarningを非表示に\n",
"import warnings\n",
"warnings.filterwarnings(\"ignore\")"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7f9c5484c748>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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69y3vNtLZU5eQoRCPIHlX2qlZoRSfDUwiSaUd8YdKjZzC0Me9oNk/oMOzKgmF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\ncRGRMPb/lonQzKxj5U8AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f9c40a08668>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x = np.arange(0, 10, 0.1)\n",
"y1 = np.arange(0, 10, 0.1)\n",
"y2 = np.arange(10, 0, -0.1)\n",
"\n",
"plt.plot(x, y1, label=\"legend_1\")\n",
"plt.plot(x, y2, linestyle=\"--\", label=\"legend_2\")\n",
"\n",
"plt.legend(loc=\"best\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# ここでseabornをimport\n",
"import seaborn as sns"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7f9c3517def0>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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jU8N4enISXu4uao8mRLfpUPiOHTuWV199lW9+85vU1NTQ2NiIv7+/vWcTwmlo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\nI6QAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f9c35659b38>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(x, y1, label=\"legend_1\")\n",
"plt.plot(x, y2, linestyle=\"--\", label=\"legend_2\")\n",
"\n",
"plt.legend(loc=\"best\")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7f9c350cab00>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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rTWFsSihPTU3Ey91F7dKE6DYdCt/x48fzyiuv8M1vfpPq6moaGhrw9/e3d21C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\niIiIwVS+IiIiBvsXiIe64EUYu54AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f9c35659ac8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(x, y1, label=\"legend_1\")\n",
"plt.plot(x, y2, linestyle=\"--\", label=\"legend_2\")\n",
"\n",
"plt.legend(loc=\"best\", frameon=True, edgecolor=\"blue\")"
]
},
{
"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": "3.6.1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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