{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入工具\n",
    "import matplotlib.pyplot as plt\n",
    "import random\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 创建画布\n",
    "plt.figure(figsize=(20,8), dpi=100)\n",
    "# 绘制图像\n",
    "plt.plot([1, 2, 3, 4, 5, 6 ,7], [17,17,18,15,11,11,13])\n",
    "\n",
    "# 保存图像  注意：保存图像必须在显示图像之前\n",
    "plt.savefig('./test_1.png')\n",
    "\n",
    "# 显示图像\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 完善原始折线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 需求：画出某城市11点到12点1小时内每分钟的温度变化折线图，温度范围在15度~18度\n",
    "\n",
    "# 生成数据\n",
    "x = range(60)\n",
    "y = [random.uniform(15,18) for i in x]\n",
    "\n",
    "# 创建画布\n",
    "plt.figure(figsize=(20,8))\n",
    "# 绘制图像\n",
    "plt.plot(x, y)\n",
    "\n",
    "# 添加描述信息\n",
    "plt.xlabel('时间', fontsize=20)\n",
    "plt.ylabel('温度',fontsize=20)\n",
    "plt.title('温度变化折线图', fontsize=25)\n",
    "\n",
    "# 添加坐标轴刻度\n",
    "x_tick_label = ['11点{}分'.format(i) for i in x]\n",
    "plt.xticks(x[::5], x_tick_label[::5])\n",
    "y_range = range(40)\n",
    "plt.yticks(y_range[::5])\n",
    "\n",
    "# 添加网格线\n",
    "plt.grid(linestyle='--', alpha=0.8)\n",
    "\n",
    "# 显示图像\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 同一个坐标系绘制两根折线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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bI+I2SS8rXXStpHf0M1DqcQ0RMVbZqXSzlZ0meI2yfap+FBGrur1zHwAAKCP9/asVAAA4NL1Y0tGS/qfL6Vr7+7buPd3vTGVH7TSU3lGuu3+XtEXSp0qn4SkiXijps5K+3/3UqX1V+lpvVHbq2wcj4gsRUVHahPznyvbz+XJK6Qf78/jdvta3OwdK/YnMnRFxfkTU9n+Pve5boSeOKru5+9Wlj/3+zlfqcFREvDAiLouIGyPiYUl/V3YUU9fbvkfZ/kdSNjT8dOdAKSJqe/kehvX0dVNKj6WUTpB0jKR/VfYucs/UExt194Z/HAUAIGcMlQAAQE86/8/8T7pctr9HKvWk813kbu3pypRSo7JNwkdJujkiLlZ2KtxyZfvt7LeU0kZJL1L2Lmn/qmwD7PuUHXVzraQP7edD79PvVaUhUHeTlG3I/WtJZ/Rx954GM6+RNE3SHSmlJd2uq+xvbRHxyohYpex0trWSfqvsneXOlbSk9PctpdtOioifKnuntiZlPx+Vkq4rHeklZUdNLS69G1xXfQ6BUkprUkpfSimdrmwD8CuUbfLemx6HVAAA4ODhX3gAAMBeIuJMZW/r/pCkP0bEVEmz9MRpbONLm3BPKX1+eOnzWaXPjyp93rln0pER8VxJj6WUFkXEJElvKl33097WkVL6XkS8WNkA6jvKTsV7Ybd3N9tfD0v6D2VHRD2ndFmjsgHTZGXf+0B1Djkq+7yVdEFE/KrzCK0upxpK2aDmj11vHBE1ki5U1v+NpYs3lq57iqQvly77Yg9fq3OY1NeafqtsmFalbD+pX0m6XdL8zj2nImJMRHxM2aBvrKT5yp6XByRNkPR8ST+MiA9IuljZnlSnS/pxl6/T+XvneRGxvI/1dPWqHk4b7Nzgnd9jAQDIWfR8xDkAADhURcS/Kjs65VsppfdExFskXTcID935rnFfl/ROSXellM4ufc0KZe8eNl3Z3jrPUHbkzlO19148myTdpGz4sVTZcGWnpI6U0mPdvo/nSBqp7N3cJks6QtJJyvZMmlm6WYuk25Sd6ndyl7uvl7RA2ZE7jynbpHxH1/2duouIL0n6F5Xe/a6H6+/VExtq9+a7KaUnbRAeEeslHVn6dJ2kE5UNsf6sbJj3q5TSS3u430xlp69tTSmN72PtZ0pakVLa3MN175B0tbKOHco20b4spdRcun6ssne3O6XL3XZJOr7r6X8R8XpJ1/f+rQ/Y3JTSfYP4eAAAYID4Fx4AALCXlNIXI+IePbEX0q2Snqfs3dma1cPG2/2oUfZW9Y2lzzeVHvs/JCkininpHj15I+dNyjbW/oGk7creZezVkt5R+tPVR5Xtt9TV69XzqXKPKDtt61ZJN3QOoyLiREkXSHqhpKdLekm3+32g729TnUObEb1c/y+SPqNsuNX9e22W9FdJ/9bLfa+WdKyyI4R+3nm0Vmlvo89Kek8v9+s8eqq6r4WnlP7Qx9U/lPT+0hrfn1K6p9t9H4uI5ykbGL2odPGlPewn1fl7589TSq/qaz19iYjFyoaD/B4LAEDOcj1SKSKqJP1I2S9XKyR9Xdl+CQ+UbvK2lNKKnu8NAACGqog4V9keQJ2ngN0qaYyyvY0WKHv3r4XdN/GO7Fyo0yWdpexoptnKhjgnppRaut12mrJBx2pJK5Ud2bQopbRmH9ZXoWxwcYqk4yUdp2ygsmU/v+UhrXTK4iO9bKre9XbPldSSUvpzD9eNl3SUstMgH7AsFAAAHFR5D5VeJWl2SukzEfEbSb+XNCyldEVuiwIAAAAAAEC/8h4qHabs8PcWSX+Q9AtJr5XUpmwvg1f19y9iAAAAAAAAOPhyPRc9pfS4JEXEX5S9y8rtkhanlH5d2svheZLu6nqfiJgnaZ4k1dbWnj59+nRJ0rBhw1RRUaHm5mZJUmVlpYYPH66mpqY9962trdXu3bvV0ZFtEVFTU6O2tja1tbVJkqqrqxURez1GdXW1du3a1fm1NWLEiL0eY8SIEWptbd3rMSSppSU7Ar+qqkrDhg170mPs2rVLnfOyzs879fcYFRUVqqmpedJjtLS0qL092+Zi+PDhSint9RhVVVXavXv3Xo/RvU9zc/Nej9HR0aHW1tY9jSsrK/t9jO6N29vb93qMg/k8tbW1qaKiYtCep4E8RpGfp46ODh122GFl+3oaqs9TZWXlnusH43nq7TEOteepqalJFRUVZft6GqrPU0dHh6qrq8v29TRUn6eKigpVVVWV7etpqD5Pzc3Ne77Xcnw9DdXnqfP3rHJ9PQ3V56nz96xyfT0N1eepsrJSbW1tZft6GqrP086dO1VRUVG2ryeep/1/PS1cuPDRlNJE9SPXoVJETJD0uKRnS7pT2Tuv3Fy6+gFJk7rfJ6X0LUnfkqS6urpUX19/MJZq19DQoNNPPz3vZRQOXT3o6kFXD7p60NWDrh509aCrB1096OpB1+KKiLX7crsK90L6camkV6eU2iU1SfqYpNeVNsc8WdLiPBcHAAAAAACAnuW9p9JUSd9X9q4tq5W9je71kkZKuiWl9Im+7l+kI5VSSsre0AaDia4edPWgqwddPejqQVcPunrQ1YOuHnT1oGtxRURDSqmuv9vleqRSSmlDSumclNKzUkpvKH1+Vkrpaf0NlIpm9erVeS+hkOjqQVcPunrQ1YOuHnT1oKsHXT3o6kFXD7oi1z2V8IRt27blvYRCoqsHXT3o6kFXD7p60NWDrh509aCrB109DpWura2tevDBB/ds5l0kNTU1OvLIIzVs2LD9uj9DJQAAAAAAgF48+OCDGjVqlI4++uhCne6XUtKWLVv04IMPasaMGfv1GHlv1I2S4447Lu8lFBJdPejqQVcPunrQ1YOuHnT1oKsHXT3o6nGodN29e7cmTJhQqIGSJEWEJkyYcEBHYDFUKhNNTU15L6GQ6OpBVw+6etDVg64edPWgqwddPejqQVePQ6lr0QZKnQ70+2KoVCY2bNiQ9xIKia4edPWgqwddPejqQVcPunrQ1YOuHnT1oGv5aW9v3/P3RYsW7fW5A0MlAAAAAACAIWT27Nlqbm7e67K2tjadc845uvXWW/Xwww/rvPPO02233aa77rpLd911l2677Ta1tbUN6jrYqLtMTJkyJe8lFBJdPejqQVcPunrQ1YOuHnT1oKsHXT3o6kHX/NTU1Gj48OF7XVZVVaWf//zn+vWvf60777xT8+bN06ZNm/Zc39raqo6OjkFdB0OlMjF69Oi8l1BIdPWgqwddPejqQVcPunrQ1YOuHnT1oKsHXctDe3u7UkpatGiRHnvsMT3taU/TZz/7WU2bNk333HPPntu9733vU3V19aB+bYZKZWLFihU6/fTT815G4dDVg64edPWgqwddPejqQVcPunrQ1YOuHodi10/9aomWbtw+qI954hGj9YmXnDTg+5111lmSpI6ODr3hDW/QOeeco6997Wv64Ac/qCuvvFJr167VzJkzNX78eK1atWrQj1KSGCoBAAAAAAAMOXfdddeTLvuv//ov3XXXXbr88svV3t6uww8/XBUVFVq3bp1GjhypGTNm6LTTThu0NTBUKhOjRo3KewmFRFcPunrQ1YOuHnT1oKsHXT3o6kFXD7p6HIpd9+eIooPpsssu00UXXaSLL75Yp59+utatW6ezzz5bV199tV772tfq1FNPHdSvx7u/lYnjjz8+7yUUEl096OpBVw+6etDVg64edPWgqwddPejqQdfyU19fr5NPPlkbN27UlClTdPjhh6uxsVFbtmzR+PHjVVExuGMghkplYv78+XkvoZDo6kFXD7p60NWDrh509aCrB1096OpBVw+6HjwdHR197onU0dGh1atXa/z48aqsrNTw4cM1b948XXnllbrkkkt000036X3ve9+gr4vT38pESinvJRQSXT3o6kFXD7p60NWDrh509aCrB1096OpB14PnF7/4hb74xS/uOdLosMMO03Oe85w913d0dOgjH/mIXvGKV0iSPvOZz+y57qqrrtLIkSP1y1/+ctDXxVCpTERE3ksoJLp60NWDrh509aCrB1096OpBVw+6etDVg64Hz4UXXqgLL7xwv+77nve8Rx/+8IcHeUWZGMqTxbq6ulRfX5/3MgAAAAAAQEEtW7ZMJ5xwQt7LsOnp+4uIhpRSXX/3ZU+lMrFy5cq8l1BIdPWgqwddPejqQVcPunrQ1YOuHnT1oKsHXcFQqUzs2LEj7yUUEl096OpBVw+6etDVg64edPWgqwddPejqQVcwVAIAAAAAAMCAMVQqE7Nmzcp7CYVEVw+6etDVg64edPWgqwddPejqQVcPunrQtfy1tbVZH5+hUpnYvn173ksoJLp60NWDrh509aCrB1096OpBVw+6etDVg675eNOb3qTly5fr29/+tr7zne/0ervrrrtOn/rUp6xrYahUJh566KG8l1BIdPWgqwddPejqQVcPunrQ1YOuHnT1oKsHXfNRXV2tmpoaVVVVqbKycs/lt9xyi8455xxdcMEFuuCCC/Td735XN9xww57PzznnHNXX1w/qWqoG9dEAAAAAAACK6jeXSQ/fP7iPefgp0ouu7Pdm7e3tew2ROm3atEmXXHKJrrnmGt15552Du7Z+MFQqE1OnTs17CYVEVw+6etDVg64edPWgqwddPejqQVcPunrQ9eBpaWnRWWedperqaq1YsUIf+9jHJEk33nijrr32Wr3jHe9QTU2NJGnOnDmaOHHiXvdfs2aNVq9ePejrYqhUJmpra/NeQiHR1YOuHnT1oKsHXT3o6kFXD7p60NWDrh6HZNd9OKLIobq6Wvfcc48k6e1vf/uey0888URdccUVqqh4YnejsWPH6vbbb9/r/meccYZlXeypVCZWrVqV9xIKia4edPWgqwddPejqQVcPunrQ1YOuHnT1oGv+Zs2atddASZKOPfZYnXvuuZozZ45mzZqlc889V0cccYTl63OkEgAAAAAAwBCwefNmbdy48UmXt7W1qaoqG/G89a1v1cSJE7Vs2TI98MA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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 需求：画出某城市11点到12点1小时内每分钟的温度变化折线图，温度范围在15度~18度\n",
    "# 需求：再添加一个城市的温度变化\n",
    "\n",
    "# 生成数据\n",
    "x = range(60)\n",
    "y_shanghai = [random.uniform(15,18) for i in x]\n",
    "y_beijing = [random.uniform(1,3) for i in x]\n",
    "\n",
    "# 创建画布\n",
    "plt.figure(figsize=(20,8))\n",
    "# 绘制图像\n",
    "plt.plot(x, y_shanghai, label='上海')\n",
    "# 绘制第二根折线\n",
    "plt.plot(x, y_beijing, label='北京')\n",
    "\n",
    "# 添加描述信息\n",
    "plt.xlabel('时间', fontsize=20)\n",
    "plt.ylabel('温度',fontsize=20)\n",
    "plt.title('温度变化折线图', fontsize=25)\n",
    "\n",
    "# 添加坐标轴刻度\n",
    "x_tick_label = ['11点{}分'.format(i) for i in x]\n",
    "plt.xticks(x[::5], x_tick_label[::5])\n",
    "y_range = range(40)\n",
    "plt.yticks(y_range[::5])\n",
    "\n",
    "# 添加网格线\n",
    "plt.grid(linestyle='--', alpha=0.8)\n",
    "\n",
    "# 添加图例\n",
    "plt.legend(loc='upper right')\n",
    "\n",
    "# 显示图像\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 多个坐标系绘图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 需求：画出某城市11点到12点1小时内每分钟的温度变化折线图，温度范围在15度~18度\n",
    "# 需求：再添加一个城市的温度变化\n",
    "# 如果我们想要将上海和北京的天气图显示在同一个图的不同坐标系当中\n",
    "\n",
    "# 生成数据\n",
    "x = range(60)\n",
    "y_shanghai = [random.uniform(15,18) for i in x]\n",
    "y_beijing = [random.uniform(1,3) for i in x]\n",
    "\n",
    "# 创建画布  nrows 绘图区域的行数， ncols 绘图区域的列数\n",
    "# plt.figure(figsize=(20,8))\n",
    "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(20,8))\n",
    "\n",
    "\n",
    "# 绘制图像\n",
    "# plt.plot(x, y_shanghai, label='上海')\n",
    "ax[0].plot(x, y_shanghai, label='上海')\n",
    "# 绘制第二根折线\n",
    "# plt.plot(x, y_beijing, label='北京')\n",
    "ax[1].plot(x, y_beijing, label='北京', color='r')\n",
    "\n",
    "# 添加描述信息\n",
    "# plt.xlabel('时间', fontsize=20)\n",
    "# plt.ylabel('温度',fontsize=20)\n",
    "# plt.title('温度变化折线图', fontsize=25)\n",
    "ax[0].set_xlabel('时间', fontsize=20)\n",
    "ax[0].set_ylabel('温度',fontsize=20)\n",
    "ax[0].set_title('温度变化折线图', fontsize=25)\n",
    "ax[1].set_xlabel('时间', fontsize=20)\n",
    "ax[1].set_ylabel('温度',fontsize=20)\n",
    "ax[1].set_title('温度变化折线图', fontsize=25)\n",
    "\n",
    "# 添加坐标轴刻度\n",
    "x_tick_label = ['11点{}分'.format(i) for i in x]\n",
    "y_range = range(40)\n",
    "\n",
    "# plt.xticks(x[::5], x_tick_label[::5])\n",
    "# plt.yticks(y_range[::5])\n",
    "ax[0].set_xticks(x[::5])\n",
    "ax[0].set_xticklabels(x_tick_label[::5])\n",
    "ax[0].set_yticks(y_range[::5])\n",
    "ax[1].set_xticks(x[::5])\n",
    "ax[1].set_xticklabels(x_tick_label[::5])\n",
    "ax[1].set_yticks(y_range[::5])\n",
    "\n",
    "# 添加网格线\n",
    "# plt.grid(linestyle='--', alpha=0.8)\n",
    "ax[0].grid(linestyle='--', alpha=0.8)\n",
    "ax[1].grid(linestyle='--', alpha=0.8)\n",
    "\n",
    "# 添加图例\n",
    "# plt.legend(loc='upper right')\n",
    "ax[0].legend(loc='upper right')\n",
    "ax[1].legend(loc='upper right')\n",
    "\n",
    "# 显示图像\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 绘制函数图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 创建数据\n",
    "x = np.linspace(-10, 10, 1000)  # 绘制函数图像的时候要取足够多的点，才能看到光滑的曲线\n",
    "y = np.sin(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 创建画布\n",
    "plt.figure(figsize=(20,8))\n",
    "\n",
    "# 绘制图像 折线图\n",
    "plt.plot(x, y)\n",
    "\n",
    "# 显示图像\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": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}