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@dear983604
Created March 3, 2019 14:05
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Tutorial of add_subplot & add_axes
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 圖框教學"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"#導入繪圖套件\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 繪製圖框"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## .figure()文件連結\n",
"https://matplotlib.org/api/_as_gen/matplotlib.pyplot.figure.html#matplotlib.pyplot.figure"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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/5MSJE/nhD3+45FlAwAfjgzrP77h06VK+8pWv5Jvf/GY2btz4vy8K/Ffe72z+\np5lreS+wPFo5y+94/fXXs3Pnzhw9evT6Lwhcs1bO8zPPPJMdO3Z4BCE3BCEXrrOXX375Pe/ddddd\nOXXqVDo7O3Pq1KnceeedS2a6urry6quvLl7Pzs5m69atee211/K73/0uGzZsyKVLl3L69Ols3br1\nilng+vqgzvM7hoaG0t3dnaeeeup6rg28j66urrzxxhuL17Ozs4t/xfrfZ7q6unLp0qVcuHAhHR0d\n1/ReYHm0cpbfmf/yl7+cn/70p/n4xz++rLsDV2rlPB8/fjwHDx7Md77znZw/fz433XRTPvKRj+Qb\n3/jGcn8N+MB5tAIso4GBgcV/tX5kZCQPPfTQkpn+/v4cPXo08/PzmZ+fz9GjR9Pf35+vfe1r+ctf\n/pKZmZn85je/ySc+8QkRF1ZQK+c5SZ5++ulcuHAhP/rRj5Z1byDp7e3N9PR0Tp48mbfffjujo6MZ\nGBi4YubdZ/zgwYO5//7709bWloGBgYyOjubixYs5efJkpqen87nPfW4lvgbc8Fo5y+fPn8+DDz6Y\n5557Ll/4whdWYn3gXVo5z7/+9a8zMzOTmZmZPPXUU/nud78r4rJqCbmwjHbt2pVjx46lu7s7x44d\ny65du5Ikk5OTeeKJJ5IkHR0d2b17d3p7e9Pb25s9e/Ys/tYAUEcr53l2djb79u3L1NRU7r333mze\nvDk/+clPVvLrwA2lvb09+/fvT39/fz71qU/lkUceSU9PT/bs2ZNf/vKXSZLHH388Z8+eTaPRyPPP\nP5/h4eEk//pHkR555JF8+tOfzv/93//lxz/+cW6++eaV/Dpww2rlLO/fvz8nTpzI9773vWzevDmb\nN2++6vPugeXRynmGG0nbwtUeMgIAAAAAQBl+IxcAAAAAoDghFwAAAACgOCEXAAAAAKA4IRcAAAAA\noDghFwAAAACgOCEXAAAAAKA4IRcAAAAAoLj/Bz1PBwFQriSpAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x19faaf97a20>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#繪製初始圖框\n",
"plt.figure(figsize=(24,8), dpi=72, facecolor=\"white\",edgecolor=\"green\")\n",
"plt.plot()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 使用add_subplot\n",
"## .figure.add_subplot()文件連結\n",
"https://matplotlib.org/api/_as_gen/matplotlib.figure.Figure.html#matplotlib.figure.Figure\n",
"* <font face=\"微软雅黑\"> add_subplot參數放入[ 上下切幾塊, 左右切幾塊, 第幾個圖 ] </font>"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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WXePVMuvMukUz68w6gJXW3Xv2yOSGJP+U5GeTXJ/kH5Mc27LmN5N8dPr8niSf2suaFtDP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\nYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x19faaf97748>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#建立初始圖框\n",
"fig = plt.figure(figsize=(16,8))\n",
"\n",
"#在fig圖裡可以切塊\n",
"ax = fig.add_subplot(2, 3, 1)\n",
"ax2 = fig.add_subplot(2, 3, 2)\n",
"ax3 = fig.add_subplot(2, 3, 5)\n",
"ax4 = fig.add_subplot(2, 3, 6)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## .figure.add_subplot().set_xlim() & set_xticks() 文件連結\n",
"https://matplotlib.org/api/axes_api.html#matplotlib.axes.Axes\n",
"### 可點進去各參數閱讀詳細文件\n",
"\n",
"https://matplotlib.org/api/_as_gen/matplotlib.axes.Axes.set_xticks.html#matplotlib.axes.Axes.set_xticks\n",
"https://matplotlib.org/api/_as_gen/matplotlib.axes.Axes.set_xlim.html#matplotlib.axes.Axes.set_xlim"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x19fab432748>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#設定座標範圍及座標數\n",
"fig = plt.figure(figsize=(16,8))\n",
"ax = fig.add_subplot(1, 1, 1)\n",
"ax.set_xlim(1,10.1) ##設定x軸範圍\n",
"ax.set_xticks(range(1,11,1)) ##設定x軸標籤\n",
"ax.set_ylim(-8.5,11)\n",
"ax.set_yticks(range(-8,11,2))\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## .figure.add_subplot().set_xticklabels()文件連結\n",
"https://matplotlib.org/api/_as_gen/matplotlib.axes.Axes.set_xticklabels.html#matplotlib.axes.Axes.set_xticklabels"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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ZfmGSQzIMWf5kkid295nLqgUAAIBd22gTSm2jA5L8QJJ7Jbk2yZuTPFawBQAAYBFL67nd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\nYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x19faafcb470>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#設定標籤顯示資料\n",
"fig = plt.figure(figsize=(16,8))\n",
"ax = fig.add_subplot(1, 1, 1)\n",
"ax.set_xlim(1,10.1)\n",
"ax.set_xticks(range(1,11,1))\n",
"ax.set_xticklabels(list(\"abcdefghij\"),fontsize=20,rotation=90) ##設定x軸標籤文字,旋轉90度\n",
"ax.set_ylim(-8.5,11)\n",
"ax.set_yticks(range(-8,11,2))\n",
"ax.set_yticklabels(list(\"abcdefghij\"),fontsize=30,rotation=45)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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a5mCEoaHVOoxv/dmIFTlJ+O4jpXd8X9qQFoeffXoRLpmH8fJ7jXM0SvmzDo3j77adQ35K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\nEEIIQ/x/eth0Oicy9ucAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x24bb177aac8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#練習繪圖\n",
"fig = plt.figure(figsize=(16,8))\n",
"ax = fig.add_subplot(2, 1, 1)\n",
"ax.set_xlim(1,10.1)\n",
"ax.set_xticks(range(1,11,1))\n",
"ax.set_xticklabels(list(\"abcdefghij\"),fontsize=20,rotation=90)\n",
"ax.set_ylim(-8.5,11)\n",
"ax.set_yticks(range(-8,11,2))\n",
"#ax.set_yticklabels(list(\"abcdefghij\"),fontsize=30,rotation=45)\n",
"x = np.arange(0.0, 10.0, 0.01)\n",
"y = 5*np.sin(2*np.pi*x)\n",
"plt.plot(x, y)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 新增副圖框"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 使用add_axes\n",
"## .fig.add_axes() 文件連結\n",
"https://matplotlib.org/api/_as_gen/matplotlib.figure.Figure.html#matplotlib.figure.Figure\n",
"* <font face=\"微软雅黑\"> add_axes參數放入[ 原點x, 原點y, 長, 寬 ] </font>\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
"<matplotlib.figure.Figure at 0x24bb129cb00>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#建立初始圖框\n",
"fig = plt.figure(figsize=(24, 15))\n",
"\n",
"#在fig圖裡可以堆疊,自訂放置位置\n",
"ax = fig.add_axes([0,0.3,1,0.5])\n",
"ax2 = fig.add_axes([0,0.1,1,0.2])\n",
"ax3 = fig.add_axes([0,0,1,0.1])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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KZRG/fP/Nd2wr7uwP4mRfI77+8jQkSapt48iQzs7EMbyUxOfuH4DlBnXd38rvsuPfvG0P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KCnhP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\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4D9zKqsTvd3JZxxGUv1JKcTSqAG8OdYazKdXHComjiTbeGurcfsOghHUcQfn9Th5uZFRg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\nIDTa913NXfaHYkw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7u2OqGpoxZ08EcioasGdub/Syo7oR0jFjvc3x6Qw/3MyswOs/34a4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\n/wuvn0KIZqE3gwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x24bb2605358>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#練習繪圖\n",
"fig = plt.figure(figsize=(24, 15))\n",
"ax = fig.add_axes([0,0.3,1,0.5])\n",
"ax2 = fig.add_axes([0,0.1,1,0.2])\n",
"ax3 = fig.add_axes([0,0,1,0.1])\n",
"ax3.set_xlim(1,10.1)\n",
"ax3.set_xticks(range(1,11,1))\n",
"ax3.set_xticklabels(list(\"abcdefghij\"),fontsize=20,rotation=90)\n",
"x = np.arange(0.0, 10.0, 0.01)\n",
"y = 5*np.sin(2*np.pi*x)\n",
"ax.plot(x,y)\n",
"ax2.plot(x,y)\n",
"ax3.plot(x,y)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## add_axes和add_subplot有什麼區別?\n",
"https://stackoverflow.com/questions/43326680/what-are-the-differences-between-add-axes-and-add-subplot"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\ProgramData\\Anaconda3\\lib\\site-packages\\matplotlib\\figure.py:1999: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
" warnings.warn(\"This figure includes Axes that are not compatible \"\n"
]
},
{
"data": {
"image/png": 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0p+1vIfkzeGy6isn4BbANo9SLEyLiCwXjvwP+fAjrzVWCHjt27OCNaqhZEnQrnontAY4A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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x24bb1e8ec88>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#範例\n",
"import matplotlib.pyplot as plt\n",
"plt.rcParams[\"figure.figsize\"] = (5,3)\n",
"\n",
"fig = plt.figure()\n",
"fig.add_subplot(241)\n",
"fig.add_subplot(242)\n",
"ax = fig.add_subplot(223)\n",
"ax.set_title(\"subplots\")\n",
"\n",
"fig.add_axes([0.77,.3,.2,.6])\n",
"ax2 =fig.add_axes([0.67,.5,.2,.3])\n",
"fig.add_axes([0.6,.1,.35,.3])\n",
"ax2.set_title(\"random axes\")\n",
"\n",
"plt.tight_layout()\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": "3.6.1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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