2.1 matplotlib数据可视化 条形图 直方图.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3b2c3d49",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "21a4291f",
   "metadata": {},
   "outputs": [],
   "source": [
    "x = [1,2,3,4]\n",
    "y = [2,5,6,8]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "26f3e7f0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x, y)\n",
    "plt.show()   # 早期版需要使用"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "4c06d58d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1cb36a35450>]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(y)  # x轴默认是从零开始的整数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d3327b3e",
   "metadata": {},
   "outputs": [],
   "source": [
    "x = [1,2,3,4]\n",
    "y = [2,5,6,8]\n",
    "y1 = [3,4,7,8]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "126c6c7b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,y,label='A')\n",
    "plt.plot(x,y1,label='B')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "0f8dce85",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "92b91ad5",
   "metadata": {},
   "outputs": [],
   "source": [
    "data1 = np.random.randn(10).cumsum()   # randn正态分布的随机数,cumsum累加\n",
    "data2 = np.random.randn(10).cumsum() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "3de9cd8d",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1cb36aa4220>]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(data1, label='data1')\n",
    "plt.plot(data2, label='data2')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "caebce10",
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.linspace(0,7,100)  # 生成100个点，默认生成50个点\n",
    "y = np.sin(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "0a95ec32",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1cb36b4fd60>]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "49e9854b",
   "metadata": {},
   "outputs": [],
   "source": [
    "x = [1,2,3,4]\n",
    "y = [2,5,6,8]\n",
    "y1 = [3,4,7,8]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "b6128a61",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1cb36bfc550>]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(y, color='r')\n",
    "plt.plot(y1, color='b')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "5cf642b7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1cb36c5f340>]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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LFy5g69at+Omnn556bEBAAAICAqx5GyIit5aRIRtqmhMqGjeW79FXXwWKFnV8bS5t40ZZKwsADRsCy5cDlSqpWxOZzapgsWDBApQsWRKdO3e2dz1ERB5BUWSu4YYNpo/r0AGYOVMaRtL/tGsn3TMbNJC5FfyPU7dicbAwGAxYsGABoqKikM9rx+iIiEybOBH44QfTx0REACtXSn8nr7dli4SJgAC5/rNlixctefEsFu95t3XrVly8eBGDBw92RD1ERG5v7lxg6lTTx1SvDqxdy1ABvR54912gfXvgww9zHmeocFsWDzm0b98eTt5pnYjIbaxeDYwcafqYMmWATZukwZVXO3NG2nIfOCD3/fzkGpLHd/rybLyWQURkJ7t3y+pIg8H4McHBMjexQgWnleWaVqwAhgyRxh5Fi0pvc87b8wgWXwohIqInHTsmCxnu3zd+jJ8fsGoVULeu8+pyOffvSz+K3r0lVDRrBiQmMlR4EAYLIiIbXbkiqztu3zZ93MKFQJs2zqnJZSUl5XTOHD9etnYNC1O1JLIvXgohIrLBnTvSqvvSJdPHzZwpPSq8XoUKwKJFsvojMlLtasgBOGJBRGSDuDjgyBHTx7z/PvDee86px+XcuyfbuW7enPNYt24MFR6MwYKIyAbDhwPTpxt//rXXgH//23n1uJTjx6Wl6Pz50qM8PV3tisgJGCyIiGyg0QBjx8r8icd7Br74IrBgAeDjjX9pFy6UdtxHj8puaosXs2mHl/DGX3ciIrsbMABYvx4oWFDu16sH/PSTF/Z5SksDBg2SjU/S0yVdJSbK/yWvwGBBRGQn7dsDO3YAzz8ve4R43QbOd+4AjRoBsbEyTPPppzK3onRptSsjJ+KqECIiO3ruOWDPHi9tHlm4sMypSEmRWa0tW6pdEamAwYKIyM68KlSkpsr+8Nl7vc+eLZdASpRQty5SDS+FEBGRdf78UyZoDhiQ08e8YEGGCi/HYEFEZEJysrRioEcoimzh2qQJcPIkcPiwtB8lAoMFEZFRaWnSVbN9+6e36/YaKSnSQnT4cNnyvEsXWfXBttz0PwwWRER5yMiQfbL27wd27QKaN396226Pd+CAzE6Nj5emHV98Afz8M/d/p1wYLIiIHqMowLBhsmQ027FjQESE9HvySllZQP/+wJkzQHi4pK3Ro71spiqZg8GCiOgxEycCP/zw5ONXrsjIxY4dzq9Jdb6+snlY797AoUMyv4IoDwwWRESP+P57YOpU48+npADvvpuzCMKj7duXs8U5ICtAli8HihRRryZyeQwWRESPaNkSqFTJ+POlSwOrV3v4/h+KIvu8N28OvP66TM4kMpMn/0+DiMhiVapI58wGDZ58LigI2LgRqFDB6WU5T3KybGv+/vtAZqb8XLGi2lWRG2GwICJ6TKlSwPbtssw0m5+fjFTUq6dSUc6wZw9Qvz6wbh0QEADMmSOXPkJC1K6M3AiDBRFRHoKCgLVrpakkILuAt2mjbk0ONWMG0KKFrKmtWhVISJClMVz1QRZisCAiMsLfH9BqgZ07pSeUR9PrZUnpa69JvwqPHpohR+ImZEREJmg0wAsvqF2Fg2RkyDUeABg/HqhbF+jcmaMUZBOOWBAReZusLFlT27ix7EQKyDKXLl0YKshmDBZERN7k+nWgQwdgwgRZRhofr3ZF5GEYLIjIq8yaJas7vNKvv8rcia1bgQIFgNhYIDpa5aLI0zBYEJHXWLxYtrd45RXZ9dtrZGUBkyYBbdsCSUlA7dqyu1pUlNqVkQdisCAir7BlCzBokPxsMMiu3xMmSJNJj/fhh8Ann8g/dsgQadVds6baVZGHYrAgIo938CDw8svSSPJRU6fK9+zjj3ucUaOkXeiSJcC338plECIHYbAgIo929izQqRNw927ez//wg1wa8aiRi8xMYP36nPuhocDJk9KjgsjBGCyIyGPdvCkLIK5fN32cR62yvHwZaN1a/lFr1uQ8nt2vgsjBGCyIyCOlpcl366lTpo+bNAkYOtQ5NTnc+vWy6mPXLiA42Ev2didXw2BBRB4nIwPo3Rv4/XfTxw0dKsHC7WVkAGPGSJJKTgaee04mlrz0ktqVkRdiS28i8iiKIntnbdhg+riuXYFvvvGASyAXLshGJgkJcv+dd4B//1t2JyVSAYMFEXmUiRNlQqYpERHAsmVAPk/4C7h/v4SKwoXlH85RClKZJ/zPiogIgDS9mjrV9DHVq8t26B6z4rJnT2DmTAkUFSqoXQ0R51gQkWdYvRoYOdL0MaVLA5s2AcWKOaUkxzh7VuZSXLuW89h77zFUkMtgsCAit7d7N9C3r+lFEEFBwMaNbv79++OPQP36svrj7bfVroYoTwwWROTWjh2TiZj37xs/xs9PRjTq1XNWVXZ2/74Mx/TqBeh0QLNmspsakQtisCAit3XlijTAun3b9HELFwJt2jinJrs7dUpmm37zjdwfNw747TcgLEzduoiM4ORNInJLd+4AHTsCly6ZPu6LL2Q1plvasweIjJR+5MWLA4sWSZIicmEMFkTkdvR6WQRx5Ijp40aPlpvbqlNH9vkoWRKIiwPKlVO7IqKnYrAgIrdiMAADBwLbt5s+rm9f4PPPnVKSfZ0/D5QvD/j4AIUKAVu3AqVKeUjTDfIGnGNBRG5DUWQEIj7e9HFt2gALFsh3s1tZuBCoVUv6UmQrV46hgtyKxf+zu3LlCvr3749ixYohf/78ePbZZ/HHH384ojYiolxmzAC+/NL0MXXrAqtWuVlH67Q0YNAgICoKSE8Htm3jBmLktiyKwbdv30azZs3QunVrbNy4ESVKlMCpU6dQpEgRR9VHRAQAWLwYGDvW9DHh4dKrIjjYOTXZxV9/yY5px47JEMvkycBHH7nhcAuRsChYTJ8+HWFhYViwYMHDxypWrGj3ooiIHrVli/wHvSlFiwKbNwNlyjinJpspilyveest4N49KXzpUqBlS7UrI7KJRZH4559/RsOGDdGrVy+ULFkS9evXx7fffmvyNXq9HjqdLteNiMhcBw8CL78MZGYaPyZ/fmDdOtkHxG2cPSvbsN67J0tKExMZKsgjWBQszp49izlz5qBq1arYvHkzhg8fjnfeeQdardboa2JiYhASEvLwFsamLkRkprNngU6dpI2DMT4+wPLl0kPKpd26BcyfnzN3onJlmTQSEyN7vJcsqW59RHaiURRFMfdgf39/NGzYEHv27Hn42DvvvIP9+/dj7969eb5Gr9dDr9c/vK/T6RAWFoaUlBQEu9WFUCJypps3pXP1qVOmj/v2W2DIEOfUZLEHD2TSR2ys7O+RkQH8+ivQurXalRFZTKfTISQk5Knf3xbNsShTpgxq1qyZ67FnnnkGK1euNPqagIAABLjV9GwiUltammzg+bRQMXmyC4YKRZHLGrGx0tTq1q2c5xo0MH1Nh8gDWBQsmjVrhhMnTuR67OTJkwgPD7drUUTkvTIzgT59gN9/N33c0KHAxInOqckiBw8CDRvm3C9VCujfX5aSPvusenUROYlFweK9995D06ZN8a9//Qu9e/fG77//jvnz52P+/PmOqo+IvIiiAG++KVcNTOnWTfbk0micU5dRej2wdq2MSgwbJo81aCABokYNIDoaaN+eDa7Iq1g0xwIA1q1bh/Hjx+PUqVOoWLEiRo8ejaFDh5r9enOv0RCR95k4Efj0U9PHRERIl+sCBZxT0xMUBdi/H9BqZXno7dtA4cLAtWtAYKAck5UF+PqqVCCRYzhkjgUAdOnSBV26dLGpOCKix82b9/RQUb26DBCoEiquXJEuXbGxwN9/5zxerhwwYABw/35OsGCoIC/G8TkiUt3q1cCIEaaPKV0a2LQJKFbMKSU96ZtvgH/9S37On1+2V42Olo1JGCSIHmKwICJV7d4tO5Ga2hojKEhWbVao4ISCFAXYs0cudfTsKXMkAJl8uXOnhIlevdysbziR8zBYEJFqjh0DunaVqwjG+PnJiEa9eg4u5sIFYNEiCRSnT8tjt2/nBItq1YD//tfBRRC5PwYLIlLNli3y3W3KwoVytcEhDAaZN6HVSuOqbAULymjF4MEOemMiz8VgQUSqefddma4wfHjel0K++AJ49VUHFuDjA8ycCfz5p9xv3Voudbz8MlCokAPfmMhzMVgQkareeEMmZvbpk/uSyOjRcrObM2dk+OOnn2QORVCQPP7BB8C5c7KywymTOIg8m8V9LGzFPhZElJe9e6WN9z//yGTOxYtlQMEmOh2wYoVc6nh0fsSCBTIyQURmc1gfCyIiR4iIkBUi06cDc+faGCrOnAEmTZLRiXv35DGNBmjXTlZ39Ohhj5KJKA8MFkTkMmrUkMEEqzzaoMrPTzYAUxQ5aVSU7NcRGmq3WokobwwWROS+bt8Gli+XSx1FigAbNsjj5cvLpMyICKBxYxfYVITIezBYEJF7ycyUdaqxscCaNbIRGAD4+0vQKFJE7o8apVaFRF7N1qlRRERGHT8u8yftZu5cICwM6NQJiI+XUPHss7Iu9cKFnFBBRKrhiAUROcS5c9IWomxZuUJRurQVJ0lOlpGI7KWhGg2QlAQULw706ydzJ+rV46UOIhfCEQsisrtbt4DISOD6deDQIZnqcPKkmS/OyAB+/lmaVJUpI70nsvXpI/29r1wB/vMfoH59hgoiF8MRCyKyq7Q06Udx6lTOY+fPA02bAuvXA02aGHlhYqLMm4iLA27ezHl8//6cnwsXBrp3t3vNRGQ/DBZEZDeZmdKCe9++J59LTpZLI/HxEjxyvej554EDB3IeK1VKOmFGRQG1azu8biKyH14KISK7mTABWLfO+PP37gE/fJcFZdsjG37lyweUKydzKXr3lmGNy5eBzz9nqCByQ2zpTUR2c/ky0LEjcPRo3s8/X+ostulfQIE7V6U7ZqVK8sTZs7Kig6s6iFyWud/fHLEgIrsJDZUtOVq0ePK56vgba683llBRrpyEiWyVKjFUEHkIBgsisqvChYHNm4GeL1x/+FhpXMOmgB4o/lok8Msv0nOibVv1iiQih+HkTSKynaLIVuR37wKRkQgMBJatD8J7xeciNmsANn6cgArv/w7w8ieRx+McCyKy3oULwKJFslfH6dNAzZoyweJ/vSWUW8m4mFYM4eEq10lENuO26UTkGGlpwMqVEiZ+fWR1R8GCQKNGsvSjQAEAgKZ4MYQXV6lOIlIFgwURWWbEiNzdMFu3BqKjpVNmoUKqlUVEroHBgoiMO3NGQkTfvkCNGlAUQPPaa8Du3dK8asAAoEIFtaskIhfCYEFEuel0wIoVcqnjv/+Vx+7dg2HavzFwINC2TTtEnzrFPTqIKE8MFkQEGAzAtm0SJn76SeZJABIe2rWD0qw53n8fWLIEWLLEB1eTgPHjmS2I6EkMFkQk+3X07SsbegBAjRpyqaN/fyA0FF/MkM1Es338sWww+v/+H+Drq0rFROSiGCyIvM3t28Dy5cDWrbIjmI+P7NMxfLgEi6gooHHjh8MRS5YAY8Y8eZpvvgGSkuT5wEAn/xuIyGWxjwWRN8jMlI6XWi2wZg2g18vj27cDLVsafdnWrUCnTkBGhvFT9+gBrFpl12qJyAWxjwURAefPA7NnA4sXy/BCttq1ZYlozZpGX3roEPDSS6ZDRf78wNixdquWiDwAgwWRp1GUnFmVly4BM2bIz8WKAf36yaWO+vVNzrw8d052Kb171/jb+PgAy5YBERF2rJ2I3B6DBZEnyMgANm4EYmOB8HBg1ix5vHlz4I03JCV06iRzKZ7i1i0gMhK4ft30cXPnAt262V46EXkWBgsid5aYKGEiLg64eVMeK1IEmD5dQoRGA8ybZ/bp0tKALl2AU6dMHzdpEjB0qNVVE5EHY7AgckexsTIqcfhwzmOlSsny0Kgos0YmHpeZCfTpA+zbZ/q4oUMlWBAR5YXBgsgd6PVAvnw5TSNOnJBQ4e8PdO8uYSIyUo6xgqIAb74JrF9v+riuXWWZKRtjEZExDBZErkpRgD/+kCWiS5fK9uSdOslzr78OlC8vQwxFi9r8VpMmAT/8YPqY55+XyZpWZhci8hL8E0Hkaq5eleWhsbHA8eM5j69enRMsqlSRmx3Mmwd8+qnpY6pVA9aufbgbOhGRUQwWRK4iNRXo3VsaWRkM8lhgoDSTiI4GXnzR7m+5erXsgm5K6dLA5s1A8eJ2f3si8kAMFkRqURTg7FmgcmW5X6iQbMBhMADNmkmY6NULCAlxyNvv3i3bg2RnmLwEBckqVu6MTkTmYrAgcraLF2W+hFYrlz2SkiRUaDTAnDlAyZJA1aoOLeH4cZmIef++8WP8/KRVd716Di2FiDwMgwWRM6SlyXbkWi3w668yWgEABQtKL4rmzeV+s2YOL+XqVaBDB9mLzBSt1iFXX4jIwzFYEDna2rXAa6/l7o/dqpVc6njlFRmtcJKUFGnCefGi6eNmzJDLJERElmKwILK3s2eB9HTZ6AsAnn1WQkWlShImBgxQZdKCXi87kT7aUysv770HvP++U0oiIg/EYEFkD6mpwIoVcv1g506gc2dg3Tp5rkIFudxRp45qnaUMBmDgQNkl3ZRXX83Zs4yIyBo+lhw8efJkaDSaXLcaNWo4qjYi15aVBWzdKiMQpUpJ06qdOyU8KIo8n61uXdVChaLICER8vOnjWreW1hk+Fv1VICLKzeIRi1q1amHr1q05J2AbPvJWPXtKI4hsNWrIpY7+/YFy5dSq6glffAH85z+mj6lTR1aABAQ4pSQi8mAWp4J8+fKhdOnSjqiFyHXduQMsXy4NrIoUkcfatwd27JDrB9HRQKNGLreJxpIlwJgxpo8JD5deFQ5ql0FEXsbiYHHq1CmULVsWgYGBiIiIQExMDMqXL2/0eL1eD71e//C+TqezrlIiNZw9C3z0kYxM6PUyWWH4cHkuOhoYNEi6Y7qgrVulPFOKFgU2bQLKlnVOTUTk+Sy6mtqkSRPExsZi06ZNmDNnDs6dO4cXXngBqampRl8TExODkJCQh7ewsDCbiyZyiqtXZeLB8uUSKmrXzhmtAID8+V02VBw6JJ3AMzKMHxMYKCthOU2KiOxJoyjZnXosd+fOHYSHh2PmzJl4/fXX8zwmrxGLsLAwpKSkIDg42Nq3JnKslBSgRQtZm1m1quwu2qCBy13qyMu5c0BEBHD9uvFjfHxkTkW3bs6ri4jcm06nQ0hIyFO/v22aeVm4cGFUq1YNp0+fNnpMQEAAAjgjjNyJXi//uX/4sKz22LwZqFhR7arMcusWEBlpOlQA0jmcoYKIHMGmhWV3797FmTNnUKZMGXvVQ6S+K1eAkyelI+bGjW4TKtLSgC5dgFOnTB83cSLwxhvOqYmIvI9FIxYffPABunbtivDwcFy9ehWTJk2Cr68v+rL3L3mSSpWAvXvlmkL9+mpXY5bMTFmcsm+f6eOGDAEmT3ZKSUTkpSwKFpcvX0bfvn2RnJyMEiVKoHnz5khISECJEiUcVR+R81y9mrM8IixMbm5AUYBhw3IafRrTpYtcAnGDaSJE5MYsChbLli1zVB1E6oqLk86ZixZJ4ys3Mnky8P33po9p0gRYtgxgPzsicjQ27yXatk16Uty/D+zerXY1Fpk3D/jkE9PHVKsmoxkFCzqnJiLybgwW5N0SE3MaPvTuLf2v3cSaNcCIEaaPKV1aFrUUL+6cmoiIGCzIe507B3TsKDuTtmoFLFzoVjtwXbki8yuMCQqSRS0q7NBORF7Mff6KEtnTrVtAhw5AUhLw7LPSstvN+q2MGCHzJvz9n3zOz08aYNWr5/SyiMjLMViQd/rmG+lVUb68W+/A1bu3XOp4vHytFnjxRXVqIiLvxjni5J3+7/+ABw+Afv1caotza7RqBfz3vzIAc/UqMGMGwNYyRKQWm/YKsYa5vcaJ7E5R5OZG8ygscfEiEB8PfPCB2pUQkScy9/vbM//CEuVlyhQZoXhkUzxPUr48QwURqY/BgrzD/PkSLJYtkzkVRETkEAwW5Pl+/hkYPlx+njAB6NFD1XKIiDwZgwV5tr17ZXcug0Fadk+ZonZFZtu4UVbFEhG5EwYL8lx//y07b927B3TuDMyd6zY7cG3bBnTvDjRrJn28iIjcBYMFeabMTLnk8c8/QOPGwPLlbrMD16Ndxk+eBJo2BQ4dUrsqIiLzMFiQZ8qXTyZsNm7sVjtwPdplPFtSEtCyJbB1q3p1ERGZi8GCPFeLFkBCAlCihNqVmOXRLuOPS00FOnUClixxfl1ERJZgsCDPYTAAo0YBR4/mPOYmcyoA4L335NKHMdmXRoiIXBmDBXmOMWOAL78E2rQB7t5VuxqLzZoFPP+88eeHDAEmT3ZaOUREVmGwIM8wc6bcAPmGLlRI3XqsULy4rAbp0uXJ57p0AebMcasBGCLyUgwW5P6WLgXef19+/ve/pW23mypQQLY7HzIk57EmTaRhqJssaiEiL8c/VeTetm0DoqLk51GjPGKzjOwFLeXKSWZyo0UtRETc3ZTc2JEj0kEqNRXo0weIi/O4nUvv3nXLqzpE5IHM/f7miAW5r/LlgYYN5Wet1uNCBcBQQUTuh8GC3FdIiGyoodcDAQFqV0NERODkTXI36em5u0QFBABuckntwQO1KyAicjwGC3IfmZkyl6J/f2DSJLWrsUhKiqzu+PJLtSshInIsBgtyD4oCDB8uSyQCA4HISLUrMpteL5uKJSbKwpWxY6VJKBGRJ2KwIPcwZQrw3XcyQXPZMtny0w0YDLIa9rffch77/HNg4EBeGiEiz8RgQa5v/nwJFgDwzTdA9+7q1mOBDz6QHdsft2SJdNN8dBdTIiJPwGBBru3nn+USCABMmAC8+aa69Vjgiy+ku7gxW7YAI0c6rx4iImdgsCDXduWKzK8YPDhn1MINxMU9vQloeDgwbZpz6iEichb2sSDXNnw4ULOmzKlwkx24tm0DoqNNH1O0KLBpE1C2rFNKIiJyGo5YkOu5dg24fTvnfsuWgJ+fevVYIDFRVoBkZBg/JjAQWLsWqFHDaWURETkNgwW5lpQUoEMHoHlz4NIltauxyLlzQMeOpidk+vjIZE43WdRCRGQxBgtyHdkNHw4fBpKTTf9nv4u5dUvyUFKS6ePmzAG6dXNOTUREamCwINdgMMjEhN9+k523NmwAKlVSuyqzpKcDXbsCJ0+aPm7iROCNN5xTExGRWhgsyDWMGSONr/LlA376CWjQQO2KzJLdZTwhwfRxQ4YAkyc7pSQiIlUxWJD6Zs6UGwAsWAC0a6duPWZ6tMu4KV26yCUQN1nUQkRkEwYLUldaGvDVV/Lz9OmywZibyO4ybkqTJjkDMURE3oB/7khdBQsCu3cDS5cCo0erXY3ZHu0ybky1ajKaUbCgc2oiInIFHLEgddy/n/Nz2bLA+++7zbWCR7uMG1O6tDTAKl7cOTUREbkKBgtyvvPnpTvU0qVqV2KxvXuBV181ve15UJAsaqlY0Xl1ERG5CgYLcq7kZGn4cOGCzKlwo14Vf/8tEzHv3TN+jJ+fLGqpX995dRERuRIGC3Ke9HT5Zj5xAihfHli/3m1adV+9Knnon39MHxcbC7Rt65SSiIhcEoMFOUdmplxDSEgAihSRCQjlyqldlVlSUoBOnWSQxZTPPwdee805NRERuSoGC3I8RQFGjJCdt7J34HrmGbWrMkt2l/E//zR93KhRMv+UiMjb2RQspk2bBo1Gg1GjRtmpHPJIq1cD334rO3AtXQo0a6Z2RWYxGICoKOkybkqfPsAXX7jNohYiIoeyuo/F/v37MW/ePNSpU8ee9ZAn6tED+PBDoEIF+dkNnDkDTJ0qO5Ga0ro1oNVKZiIiIitHLO7evYt+/frh22+/RZEiRexdE3kajQaYNg0YNkztSkzS6aST5gsvAFWqyERMU+rUAVatAgICnFIeEZFbsCpYjBw5Ep07d0ZbM6a/6/V66HS6XDfyAgkJwIABuRthuaCsLGDLFqBfP2lqNXQosGvX019XvjywcSMQEuL4GomI3InFl0KWLVuGgwcPYv/+/WYdHxMTgylP631MnuXvv4HOnWVtZvnywGefqV3RE/7+Wy5hLFoEXLli2WuzF7WULeuY2oiI3JlFweLSpUt49913sWXLFgQGBpr1mvHjx2P0I3tA6HQ6hIWFWVYluY9HGz40bgx89JHaFT2UkQF8/71c4ti3z7pzBAbK/h9usqiFiMjpNIqiKOYevHr1arz00kvw9fV9+FhWVhY0Gg18fHyg1+tzPZcXnU6HkJAQpKSkIDg42PrKyfWkpAAtW8razKpVZXOxEiXUruohRZG5E2fPWvd6Pz8gPt5t5p8SEdmVud/fFs2xePHFF3HkyBEkJiY+vDVs2BD9+vVDYmLiU0MFeTC9Hnj5ZQkVpUrJtQIXChWAzCGNirLutRERwP79DBVERE9j0aWQoKAg1K5dO9djBQsWRLFixZ54nLzM8OHAr78ChQrJDlyVKqldUZ4GDgQmTTLv2LJlZf5pVBQvfRARmYur78k+hgyRZRU//QQ0aOC0t83IAC5eNP/4ChWAVq2MPx8YKJ3HN22S806bxlBBRGQJqxtkZdu+fbsdyiC317SpdJUqUMDhb6UoQGKirOpYskSmc+zZY/7ro6KAx39tmzaVx3v3BgoXtmOxRERexqLJm/bAyZseZOVKoHJloF49p7zd9esSJLRa4PDh3M+dOAFUq2beee7elcGVokXl0sjAgea/lojIW5n7/W3ziAV5qW3bgL595drBvn0Ov16gKDKB8ty5vJ/Xas1vl1GoEPD770CNGmzFTURkb/yzSpZLTJQtPzMypGdF9eoOf0uNRuY+GLNwoXTRNFfNmgwVRESOwD+tZJnz54GOHYHUVOlZsXCh076hTS0VvXz56buQEhGR4zFYkPmSk2WEIikJePZZ2Q7dzA6s9lC9OvD888af12qdVgoRERnBYEHmSU8HunSRWZJhYbIDl5XLJxRFmnK+8Yb01LJEXqMWGg3w4otA165WlUNERHbEyZtkHoMBCA7O2YGrXDmLT3Hxolw5WbgQOHUq5/ELF4DwcPPO0acPMGqUNPqsWhWIjgb695e9zoiISH0MFmSeQoWAtWuB06dl5qOZ0tJkVapWK3Mg8lrcvGgR8H//Z975ihQBvvoKqF1bLotoNGaXQkRETsA+FmTarl1As2YWfYMbDMDOnRImVqyQcGFKlSrAyZMMCURErswhm5CRl/n2W+CFF4B33sl7qOExZ87IPhyVKwOtW8v25E8LFYAMgljSOZOIiFwXL4VQ3tauBYYNk59DQowOJ+h0Miqh1QL//a/1b6fVysAIERG5NwYLelJCgsySNBiAQYOATz/N9XRWlmxkqtXKnmP37tn2dr6+tp+DiIhcA4MF5XbihCwrvXcP6NQJmDfv4WjFiRMSJhYtkoZUtqpbV1Z1vPYaULKk7ecjIiL1MVhQjmvXgMhIaYTVuDEQH4/bd/2wfLkEioQE29+iRAlZHhoVJcGCiIg8C4MF5di1C7h0CZlVauCXUb9AO7gg1qyRnhG28PMDunWTMNGhg9wnIiLPxGBBDx19phe03Rtg8a5wJL1m+69Gw4ZyqePVV4FixWyvj4iIXB+DhZe7dcOApbF6aOPz48ABAKhs0/nKlAEGDJDRCQv6aBERkYdgsPBCGRnAhg0yb2LdGgMyDPltOl9AgOyiHhUFtG0L5ONvFRGR1+JXgJdQFCAxUcJEXBxw82b2M9b/CjRtKmGid2+r9yMjIiIPw2Dh4a5fB5YskUBx+LDt5wsLAwYOlFu1arafj4iIPAuDhYfKzAReeQVYv14aWtmiQAE5V1SUtOr2YSN4IiIygsHCQ+XLB6Sn2xYqWraUMNGzJxAUZL/aiIjIczFYeLCoKGDrVsteU7GivG7AAKBSJcfURUREnovBwoO99JKMNKSmmj6uUCGZgBkVBTRvzksdRERkPX6FuAlFAXbvlk2/zFWwINCrV97PaTSyNHTRIiApCfj+e6BFC4YKIiKyDUcsXNyFC/Llr9UCp08DZcsC3bvLjqDmiOqfiR9+yPl/c7VqOZc6wsIcVDQREXktBgsXpCjA4sVAbKxsT/6oq1dl3kRkpHknah43Eg3wBhr5HkTUTz3wfNcS2ZuVEhER2R0Hvl2QRiO7lT8eKrJptWae6JNP4PPdfPyhaYy5K4ojohtDBRERORaDhYuKjjb+3KpVQErKU07w7bfA5MkAAM3sr2UmJxERkYMxWLioXr2AwMC8n7t/H4iPN/HitWuBYcPk548/BoYPt3t9REREeWGwcJKsLOD8efOPDwkBXn7Z+POLFhl54vRpoE8fwGAABg0CPv3UkjKJiIhswmDhYCdOAB99BFSoALRpI9/35oqKevKxunWBWbOAH3808qLKlYExY4BOnWSiBidVEBGRE2kURVGc+YY6nQ4hISFISUlBcHCwM9/aaW7fBpYvl0mWCQm5n9u+XVplmyMrCwgPBx48APr1k6BRr56ZRWRmcv9yIiKyG3O/v/nNYyeZmcCWLbJEdM0aQK/P+zit1vxg4esrS0srVwb8/EwcqNMBn3witwIF5DGGCiIiUgG/fWx09KiEhcWLpYPl06xYAXz1lXTFNEeNGk854MEDmYyxbZvMr1i92rwTExEROQCDhRVu3QKWLpVAceCAZa+9e1facg8YYIdCDAZZl7ptm2z4MXGiHU5KRERkPQYLM2VkABs2SJhYt07uWys21k7BYuxYSTj58klaadDADiclIiKyHoPFUyQmShCIiwNu3rT9fBERwKuvSttumxZszJoFfPGF/LxgAdCune3FERER2YjBIg/XrwNLlsjoxOHDtp8vNBQYOFBu1avbfj4sXw6MHi0/T58O9O9vh5MSERHZjsHif/R6aVip1QIbN8pST1vkzw+88oosEW3d2vzdSM1SsSJQvDjw2mvSs4KIiMhFeHWwUBRg/34JE0uXSv8JW7VoIWGiZ0/AYW06GjcGDh2SPdTZAIuIiFyIVwaLK1dkeahWCxw/bvv5KlbMudRRqZLt58vThQsyyaNhQ7kfGuqgNyIiIrKe1wSLe/ekxYNWK42sLGmtnZdChWSjsOhooHlzwMeRzdGTk4HISODyZVmS0qqVA9+MiIjIeh4dLBQF2LNHwsTy5dKg0hYajez3ERUlPanMbXJlk/R0oGtX2XQkLAyoWtUJb0pERGQdjwwWFy8CCxfK7dQp289XtaqEiQEDgPLlbT+f2TIzgb59gb17gSJFgE2bgHLlnFgAERGRZSwawJ8zZw7q1KmD4OBgBAcHIyIiAhs3bnRUbRZJS5Mg8eKLspPohAm2hYqQEOCNN4Ddu2Ww4OOPnRwqFAUYORL4+WcgMFD+b82aTiyAiIjIchaNWISGhmLatGmoWrUqFEWBVqtF9+7dcejQIdSqVctRNT6VwSB7aly+bNt5fHyA9u1ldKJ7d1kyqppPPwXmz5ei4uJkIgcREZGLsyhYdO3aNdf9zz77DHPmzEFCQoKqwcLHB+jUSb6HrVGzpoSJ/v1lBafqsrJkHSwAfP018NJL6tZDRERkJqvnWGRlZWHFihVIS0tDRESE0eP0ej30j+whrrN1BqUR0dGWBYuiRWX6QnQ08NxzLtYOwtcXWLVKVoD06KF2NURERGazOFgcOXIEERERuH//PgoVKoRVq1ahpolr/zExMZgyZYpNRZrj+edlkqWpeRW+vjKyERUFdOkCBAQ4vCzLXLok/Sk0GtlYjKGCiIjcjMXdF6pXr47ExETs27cPw4cPR1RUFI4dO2b0+PHjxyMlJeXh7dKlSzYVbIxGI4EhL3XrAjNnSmOsn3+WVtsuFypOnADq1wfefFNWgxAREbkhjaIoii0naNu2LSpXrox58+aZdbxOp0NISAhSUlIQbOee1xcvyooQRQFKlAD69ZOwUa+eXd/G/q5dA5o2Bc6fBxo1An77zUlNMoiIiMxj7ve3zX0sDAZDrjkUaipfHpg0CWjQAOjQAfDzU7siM+h0cn3m/HmgShVg/XqGCiIiclsWBYvx48ejY8eOKF++PFJTUxEXF4ft27dj8+bNjqrPYpMmqV2BBR48kBaeiYlAyZLA5s0y1EJEROSmLAoWN27cwMCBA3Ht2jWEhISgTp062Lx5M9q1a+eo+jyXwSBLUrZtk41HNmxw4A5mREREzmFRsPj+++8dVYf3+eMPID5eVn+sXClrXomIiNycR+4V4hYaNwbWrgX++UfafRIREXkABgtny8qShhoA0LGjurUQERHZmcV9LMgGv/4K1KkDnD6tdiVEREQOwWDhLH/+KZ00jx0DPv9c7WqIiIgcgsHCGc6fl8seqalAy5bAl1+qXREREZFDMFg4WnKydOu6dg2oXRtYvRoIDFS7KiIiIodgsHCk9HSga1fZByQ0FNi4EShcWO2qiIiIHIbBwpE+/BDYu1fCxKZNEi6IiIg8GIOFI02cKHMq1q4FatVSuxoiIiKHYx8LRypRQnYq1WjUroSIiMgpOGJhb999B3z7bc59hgoiIvIiHLGwp3XrgDfflA3GKlcG2rRRuyIiIiKn4oiFvSQkAL175+xa2rq12hURERE5HYOFPZw4AXTpAty7J42w5s/nJRAiIvJKDBa2unZNGmAlJwMNG8pW6H5+aldFRESkCgYLW9y7B3TqJC27q1QB1q8HChVSuyoiIiLVMFjYIjAQ6NkTKFVKGmCVLKl2RURERKpisLCFRgN8/LHsWFq5strVEBERqY7BwhoLFgB37+bcL1pUvVqIiIhcCIOFpf7zH2DwYOlR8eCB2tUQERG5FAYLSyxfDrz3nvz8yiuAv7+69RAREbkYBgtz/fYbMHCg/Pz228DYserWQ0RE5IIYLMzx559Ajx5y6aNnT2DWLDbAIiIiygODxdNcuCDdNHU62QJ90SLA11ftqoiIiFwSg8XT3Lkj+3/Urg2sXi29K4iIiChP3N30aerWBfbskYmahQurXQ0REZFL44hFXjIzgb/+yrlfqRIQGqpePURERG6CweJxigK89RbQqBGwdq3a1RAREbkVXgp53NSpwLx5gI+PjFwQERGR2Thi8ajvvgMmTpSfv/4aeOkldeshIiJyMwwW2datA4YNk58/+ggYPlzdeoiIiNwQgwUAJCQAvXsDWVlAdLRcDiEiIiKLMVgAcgnk3j1phDV/PrtqEhERWYmTNwGZrFm9ulz+8PNTuxoiIiK35b3B4t496aKp0UiL7jFj1K6IiIjI7XnnpZAHD4CuXYHBg4GMDLWrISIi8hjeFywMBmDQIGDbNmDFCuDUKbUrIiIi8hjeFyw+/BCIiwPy5QNWrgRq1lS7IiIiIo/hXcHiP/8BZsyQn7//HoiMVLUcIiIiT+M9wWL5cuC99+TnadOAgQPVrYeIiMgDeUewSE4GhgyRn99+Gxg7Vt16iIiIPJR3LDctVgz46Sdg6VJg1iw2wCIiInIQ7wgWANCundyIiIjIYTz3UkhyMtCpE3DihNqVEBEReQ3PHLG4dw/o1g3Yswe4dg04eJCXP4iIiJzAohGLmJgYNGrUCEFBQShZsiR69OiBE642IpCZCfTtK6GicGFg8WKGCiIiIiexKFjs2LEDI0eOREJCArZs2YKMjAy0b98eaWlpjqrPMooCvPUWsGYNEBAArF0L1KqldlVERERew6JLIZs2bcp1PzY2FiVLlsSBAwfQokULuxZmlalTZadSjUa6azZvrnZFREREXsWmORYpKSkAgKJFixo9Rq/XQ6/XP7yv0+lseUvj4uOBiRPl56+/Bl5+2THvQ0REREZZvSrEYDBg1KhRaNasGWrXrm30uJiYGISEhDy8hYWFWfuWprVtCzRtCnz0ETBihGPeg4iIiEzSKIqiWPPC4cOHY+PGjdi1axdCQ0ONHpfXiEVYWBhSUlIQHBxszVsbp9cD/v6crElERGRnOp0OISEhT/3+tupSyFtvvYV169Zh586dJkMFAAQEBCAgIMCat7Gcs96HiIiI8mRRsFAUBW+//TZWrVqF7du3o2LFio6qi4iIiNyQRcFi5MiRiIuLw5o1axAUFISkpCQAQEhICPLnz++QAomIiMh9WDTHQmNk7sKCBQsQHR1t1jnMvUZDRERErsMhcyysnOdJREREXsJzNyEjIiIip2OwICIiIrthsCAiIiK7YbAgIiIiu2GwICIiIrthsCAiIiK7YbAgIiIiu2GwICIiIrthsCAiIiK7sWp3U1tkd+/U6XTOfmsiIiKyUvb39tO6cDs9WKSmpgIAwsLCnP3WREREZKPU1FSEhIQYfd6iTcjswWAw4OrVqwgKCjK6qZk1dDodwsLCcOnSJW5u9hT8rMzHz8oy/LzMx8/KfPyszOfIz0pRFKSmpqJs2bLw8TE+k8LpIxY+Pj4IDQ112PmDg4P5i2cmflbm42dlGX5e5uNnZT5+VuZz1GdlaqQiGydvEhERkd0wWBAREZHdeEywCAgIwKRJkxAQEKB2KS6Pn5X5+FlZhp+X+fhZmY+flflc4bNy+uRNIiIi8lweM2JBRERE6mOwICIiIrthsCAiIiK7YbAgIiIiu3GrYDF79mxUqFABgYGBaNKkCX7//XeTx69YsQI1atRAYGAgnn32WWzYsMFJlarPks8qNjYWGo0m1y0wMNCJ1apn586d6Nq1K8qWLQuNRoPVq1c/9TXbt29HgwYNEBAQgCpVqiA2NtbhdboCSz+r7du3P/F7pdFokJSU5JyCVRQTE4NGjRohKCgIJUuWRI8ePXDixImnvs4b/2ZZ81l569+sOXPmoE6dOg+bX0VERGDjxo0mX6PG75TbBIvly5dj9OjRmDRpEg4ePIi6desiMjISN27cyPP4PXv2oG/fvnj99ddx6NAh9OjRAz169MDRo0edXLnzWfpZAdKl7dq1aw9vFy5ccGLF6klLS0PdunUxe/Zss44/d+4cOnfujNatWyMxMRGjRo3CkCFDsHnzZgdXqj5LP6tsJ06cyPW7VbJkSQdV6Dp27NiBkSNHIiEhAVu2bEFGRgbat2+PtLQ0o6/x1r9Z1nxWgHf+zQoNDcW0adNw4MAB/PHHH2jTpg26d++Ov/76K8/jVfudUtxE48aNlZEjRz68n5WVpZQtW1aJiYnJ8/jevXsrnTt3zvVYkyZNlDfffNOhdboCSz+rBQsWKCEhIU6qznUBUFatWmXymLFjxyq1atXK9VifPn2UyMhIB1bmesz5rH777TcFgHL79m2n1OTKbty4oQBQduzYYfQYb/6b9ShzPiv+zcpRpEgR5bvvvsvzObV+p9xixOLBgwc4cOAA2rZt+/AxHx8ftG3bFnv37s3zNXv37s11PABERkYaPd5TWPNZAcDdu3cRHh6OsLAwkwnY23nr75Ut6tWrhzJlyqBdu3bYvXu32uWoIiUlBQBQtGhRo8fwd0uY81kB/JuVlZWFZcuWIS0tDREREXkeo9bvlFsEi1u3biErKwulSpXK9XipUqWMXq9NSkqy6HhPYc1nVb16dfzwww9Ys2YNFi9eDIPBgKZNm+Ly5cvOKNmtGPu90ul0uHfvnkpVuaYyZcpg7ty5WLlyJVauXImwsDC0atUKBw8eVLs0pzIYDBg1ahSaNWuG2rVrGz3OW/9mPcrcz8qb/2YdOXIEhQoVQkBAAIYNG4ZVq1ahZs2aeR6r1u+U03c3JdcTERGRK/E2bdoUzzzzDObNm4dPP/1UxcrInVWvXh3Vq1d/eL9p06Y4c+YMZs2ahUWLFqlYmXONHDkSR48exa5du9QuxeWZ+1l589+s6tWrIzExESkpKfjxxx8RFRWFHTt2GA0XanCLEYvixYvD19cX169fz/X49evXUbp06TxfU7p0aYuO9xTWfFaP8/PzQ/369XH69GlHlOjWjP1eBQcHI3/+/CpV5T4aN27sVb9Xb731FtatW4fffvsNoaGhJo/11r9Z2Sz5rB7nTX+z/P39UaVKFTz33HOIiYlB3bp18eWXX+Z5rFq/U24RLPz9/fHcc89h27ZtDx8zGAzYtm2b0WtLERERuY4HgC1bthg93lNY81k9LisrC0eOHEGZMmUcVabb8tbfK3tJTEz0it8rRVHw1ltvYdWqVfj1119RsWLFp77GW3+3rPmsHufNf7MMBgP0en2ez6n2O+XQqaF2tGzZMiUgIECJjY1Vjh07przxxhtK4cKFlaSkJEVRFGXAgAHKuHHjHh6/e/duJV++fMqMGTOU48ePK5MmTVL8/PyUI0eOqPVPcBpLP6spU6YomzdvVs6cOaMcOHBAefXVV5XAwEDlr7/+Uuuf4DSpqanKoUOHlEOHDikAlJkzZyqHDh1SLly4oCiKoowbN04ZMGDAw+PPnj2rFChQQBkzZoxy/PhxZfbs2Yqvr6+yadMmtf4JTmPpZzVr1ixl9erVyqlTp5QjR44o7777ruLj46Ns3bpVrX+C0wwfPlwJCQlRtm/frly7du3hLT09/eEx/JslrPmsvPVv1rhx45QdO3Yo586dUw4fPqyMGzdO0Wg0yi+//KIoiuv8TrlNsFAURfnqq6+U8uXLK/7+/krjxo2VhISEh8+1bNlSiYqKynV8fHy8Uq1aNcXf31+pVauWsn79eidXrB5LPqtRo0Y9PLZUqVJKp06dlIMHD6pQtfNlL4l8/Jb9+URFRSktW7Z84jX16tVT/P39lUqVKikLFixwet1qsPSzmj59ulK5cmUlMDBQKVq0qNKqVSvl119/Vad4J8vrcwKQ63eFf7OENZ+Vt/7NGjx4sBIeHq74+/srJUqUUF588cWHoUJRXOd3itumExERkd24xRwLIiIicg8MFkRERGQ3DBZERERkNwwWREREZDcMFkRERGQ3DBZERERkNwwWREREZDcMFkRERGQ3DBZERERkNwwWREREZDcMFkRERGQ3DBZERERkN/8fHQn1VnMoV2cAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(y, c='r', linestyle='--')\n",
    "plt.plot(y1, c='b', linestyle='-.', linewidth=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "973f29f2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1cb36ba6fb0>]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(y, c='r', ls='--', lw=1, marker='o')\n",
    "plt.plot(y1, c='b', ls='-.', lw=1, marker='^')  # marker标记"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "cd92e465",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.03, 'STUDENT')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(y1, c='b', ls='-.', lw=1, marker='1')\n",
    "plt.xlabel('age')\n",
    "plt.ylabel('height')\n",
    "plt.title('STUDENT',y=1.03) # y=1.03，标题位置上升"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "0a00e553",
   "metadata": {},
   "outputs": [],
   "source": [
    "y1 = np.random.randn(10).cumsum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "095031f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(y1, c='b', ls='-.', lw=1, marker='1',label='stu')\n",
    "plt.legend(loc='best')\n",
    "plt.xlabel('age')\n",
    "plt.ylabel('height')\n",
    "plt.title('STUDENT',y=1.03) # y=1.03，标题位置上升\n",
    "plt.xlim(0,10) # x的取值范围\n",
    "plt.ylim(0,5) # y的取值范围\n",
    "plt.xticks([0,4,8],['born','baby','child'])  # 设置标记\n",
    "plt.yticks([1,3,5],['height1','height2','height3'])  # 设置标记\n",
    "plt.grid()  # 添加网格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "21230319",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.style.use('ggplot')  # 使用内置样式"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "7a6c58f4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(y1, c='b', ls='-.', lw=1, marker='1',label='stu')\n",
    "plt.legend(loc='best')\n",
    "plt.xlabel('age')\n",
    "plt.ylabel('height')\n",
    "plt.title('STUDENT',y=1.03) # y=1.03，标题位置上升\n",
    "plt.xlim(0,10) # x的取值范围\n",
    "plt.ylim(0,5) # y的取值范围\n",
    "plt.xticks([0,4,8],['born','baby','child'])  # 设置标记\n",
    "plt.yticks([1,3,5],['height1','height2','height3'])  # 设置标记\n",
    "plt.grid()  # 添加网格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "6bfcc474",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn  # 引入seaborn样式"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "af87e77a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(y1, c='b', ls='-.', lw=1, marker='1',label='stu')\n",
    "plt.legend(loc='best')\n",
    "plt.xlabel('age')\n",
    "plt.ylabel('height')\n",
    "plt.title('STUDENT',y=1.03) # y=1.03，标题位置上升\n",
    "plt.xlim(0,10) # x的取值范围\n",
    "plt.ylim(0,5) # y的取值范围\n",
    "plt.xticks([0,4,8],['born','baby','child'])  # 设置标记\n",
    "plt.yticks([1,3,5],['height1','height2','height3'])  # 设置标记\n",
    "plt.grid()  # 添加网格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "19418001",
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.linspace(-np.pi, np.pi, 100)\n",
    "y = np.sin(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "1c8bd294",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([<matplotlib.axis.XTick at 0x1cb391370a0>,\n",
       "  <matplotlib.axis.XTick at 0x1cb39158d60>,\n",
       "  <matplotlib.axis.XTick at 0x1cb39158970>],\n",
       " [Text(-3.141592653589793, 0, '$-\\\\pi$'),\n",
       "  Text(0.0, 0, '0'),\n",
       "  Text(3.141592653589793, 0, '$+\\\\pi$')])"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,y,'b--')\n",
    "plt.xticks([-np.pi, 0, np.pi],[r'$-\\pi$',0,'$+\\pi$'])   # 添加符号"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "346cd0cb",
   "metadata": {},
   "source": [
    "# 条形图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "3d8a2984",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 4 artists>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = [1,3,5,7]\n",
    "y = [2,6,3,9]\n",
    "plt.bar(x,y,color='b')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "e682ce09",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 4 artists>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.barh(x,y,color='b')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "f36b5fc0",
   "metadata": {},
   "outputs": [],
   "source": [
    "y1 = [2,4,1,6]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "f00f1a60",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 4 artists>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(x,y)\n",
    "plt.bar(x,y1,bottom=y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "acd01377",
   "metadata": {},
   "outputs": [],
   "source": [
    "x1 = [2,4,6,8]\n",
    "y1 = [2,4,1,6]\n",
    "x = [1,3,5,7]\n",
    "y = [2,6,3,9]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "546077f9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 4 artists>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(x,y)\n",
    "plt.bar(x1,y1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c5a9534",
   "metadata": {},
   "source": [
    "# 直方图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "9fa84247",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = np.random.randn(1000)  # 1000个随机数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "7da2f9e3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-1.38389639e+00,  6.79546123e-01, -1.22356900e+00, -6.44960023e-01,\n",
       "       -9.34487461e-01, -1.02326760e+00, -6.39340232e-02,  6.67720010e-01,\n",
       "        5.61300867e-01,  1.05859962e+00,  1.25429909e+00,  1.40851502e+00,\n",
       "       -1.29677745e+00, -6.76776717e-01,  8.54784687e-01,  1.40854537e-01,\n",
       "        6.45917641e-01, -7.54668575e-01, -1.22824125e-01,  9.99142705e-01,\n",
       "       -4.80226166e-01, -2.32979138e-01,  7.21442550e-01, -6.60717986e-01,\n",
       "        1.56241076e-01,  1.21100353e+00,  1.58460362e+00,  1.85665135e-01,\n",
       "       -4.21797482e-01,  8.34838432e-01, -1.25578152e+00,  1.03056911e+00,\n",
       "       -2.50433518e-01, -1.65841809e+00, -1.46997780e+00,  3.18054068e-01,\n",
       "        9.49924288e-01,  5.60626438e-01,  8.23785374e-02, -7.36962909e-01,\n",
       "        1.05308202e+00,  8.69371430e-01,  1.76411588e-01,  5.77346627e-01,\n",
       "        3.88652920e-01, -4.87219514e-01, -8.56206830e-02, -1.28233295e+00,\n",
       "       -7.97584743e-01,  6.45780494e-01, -8.07243013e-01, -7.15205082e-01,\n",
       "       -7.86493320e-01,  3.30246424e-01, -8.57077075e-01,  1.13428474e+00,\n",
       "        9.47075046e-01,  6.40037587e-01,  4.54196108e-01, -3.33349045e-02,\n",
       "        3.42597265e-01, -1.54739728e+00, -3.47773127e-01, -7.96460119e-01,\n",
       "       -6.69722119e-01, -5.74745488e-02,  4.87155469e-03,  1.07761738e+00,\n",
       "        8.07146157e-02, -2.38387121e-01,  1.08050408e+00,  2.09172340e+00,\n",
       "       -3.83373548e-01, -1.23394045e+00, -2.08683676e+00,  1.75875578e-01,\n",
       "       -4.49233938e-02,  1.24313086e+00,  7.05197592e-01, -1.14912116e+00,\n",
       "       -2.29747408e-01,  1.44218571e+00,  9.46915045e-01, -2.02076970e+00,\n",
       "        1.73247701e+00, -3.99318109e-01,  1.14902195e+00,  1.33209170e+00,\n",
       "        1.38073582e-01, -1.19997411e-01,  5.09072830e-01,  1.34896785e+00,\n",
       "        5.00177741e-01,  1.18517112e+00, -7.02916284e-01, -3.78281304e-01,\n",
       "       -7.33408470e-01,  3.65530806e-01, -1.42276502e+00,  3.33978079e-02,\n",
       "       -1.77144649e+00,  7.80273188e-01,  1.63779943e-01,  3.12812096e-01,\n",
       "       -6.49273465e-01, -1.02888948e+00,  4.87109468e-01, -1.41594862e+00,\n",
       "       -5.53156553e-01, -6.31580810e-01,  8.69087387e-01,  1.01499107e+00,\n",
       "       -9.34958186e-01,  1.06182448e+00,  1.13861987e+00,  1.91875089e+00,\n",
       "       -1.21136463e+00,  1.65264580e+00,  3.48589754e-01, -1.61546306e+00,\n",
       "        2.60710548e-01,  3.06763476e-01, -3.82184030e-02, -5.36573451e-01,\n",
       "       -2.90406320e+00, -1.63120693e+00,  1.61559237e+00, -1.91750808e+00,\n",
       "       -1.43917793e-01, -4.33206921e-01, -8.91996916e-01,  1.97187676e+00,\n",
       "       -1.14555012e+00,  2.37017816e+00, -9.29756246e-01,  2.07618422e+00,\n",
       "       -1.87684248e+00, -5.80738781e-01, -3.12654244e-02,  5.07054035e-01,\n",
       "       -2.35127115e-01,  6.96125387e-01, -1.09602477e+00,  1.30425146e-01,\n",
       "        1.06554884e+00,  1.13565423e+00, -1.50692703e-01,  3.96737585e-01,\n",
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       "        1.39144354e+00,  1.01033993e+00,  1.45693135e+00, -3.55272785e-01,\n",
       "       -1.11183342e+00,  1.30239858e-01, -1.33843711e+00,  1.91153531e+00,\n",
       "        2.12222908e+00, -1.83846118e+00,  4.62626679e-01,  1.23608390e+00,\n",
       "       -4.65526886e-01,  1.99964611e+00,  8.08128676e-02,  1.06241884e+00,\n",
       "       -1.17164317e+00, -8.02028077e-01,  5.90411610e-01, -1.01905514e-01,\n",
       "       -4.16335610e-01, -1.02050820e+00,  9.44885574e-01,  3.20572912e-01,\n",
       "       -2.30611680e+00, -1.42416511e+00,  9.33684408e-01,  2.95070710e-01,\n",
       "        3.26353271e-02,  8.69842226e-01, -4.68614448e-01, -2.72948822e+00,\n",
       "        4.92755939e-01,  2.39941664e-01,  3.48204775e-02,  3.16610416e-01,\n",
       "       -2.47601198e-01, -4.85223771e-01,  2.00765485e+00, -5.24931152e-01,\n",
       "        1.12850700e+00,  1.33196870e+00,  1.20731829e+00,  6.75733397e-01,\n",
       "        1.33303292e+00,  1.01981118e+00, -6.19087234e-01, -5.53917973e-01,\n",
       "       -1.37376343e-01,  6.02634448e-02,  8.61344181e-01,  6.53995997e-01,\n",
       "       -1.21234542e+00,  4.63211678e-01, -1.11801787e+00, -7.52820124e-02,\n",
       "        2.28823434e-01,  7.77221532e-01,  1.91478698e+00, -1.28689511e+00,\n",
       "       -1.45725217e+00, -1.30194180e+00,  7.39851045e-01, -4.83954771e-02,\n",
       "       -6.69300859e-01,  3.62655703e-01, -5.08528529e-01,  1.94805202e-01,\n",
       "       -5.55020153e-01,  6.11398780e-01, -6.15568385e-01,  1.23544520e+00,\n",
       "        1.07129337e+00,  4.15857868e-01,  2.59177236e-02, -1.51024732e-01,\n",
       "        9.30451506e-01,  4.00167209e-01,  1.96131410e+00,  5.10518273e-01,\n",
       "        9.15566699e-01, -3.77129910e-01, -6.63248195e-02, -1.15146440e-01,\n",
       "        4.89674516e-01, -4.00786614e-01, -2.93307882e-01,  2.60940321e+00,\n",
       "       -1.42211546e+00,  2.20886887e+00, -1.49492177e-01, -7.76286331e-01,\n",
       "        9.71932198e-01, -2.14271440e+00, -1.01834966e+00, -5.91358645e-01,\n",
       "       -6.47740445e-01, -3.54097955e-01,  9.61521697e-01,  3.13480538e-01,\n",
       "        2.31515777e-01, -2.66868350e-01,  1.05868817e+00,  6.17108895e-01,\n",
       "        3.26435147e-01,  3.03439054e-01, -3.76722330e-01, -6.01779325e-02,\n",
       "        2.39627641e-01,  1.40808886e+00,  1.95280911e+00,  6.68445122e-01,\n",
       "        6.21572727e-01, -1.59123897e+00,  7.44880345e-01,  1.12893331e+00,\n",
       "       -9.08534292e-01,  1.18635401e+00,  1.49877274e+00, -1.30838408e+00,\n",
       "       -1.82520507e+00,  1.77553433e+00,  8.58420088e-01, -3.02888643e-01,\n",
       "       -6.61971885e-01,  7.09990844e-01,  1.71226075e+00,  7.54942514e-01,\n",
       "       -1.55800064e+00,  4.50430929e-01, -7.03214082e-01,  9.62523563e-02,\n",
       "       -4.02209129e-01,  7.59526335e-01,  1.19437324e+00,  8.66967321e-01,\n",
       "       -1.77545059e+00, -1.60610135e-01,  4.64113562e-01,  1.25894662e+00,\n",
       "        4.91794118e-01, -1.25473844e+00, -1.62715874e+00,  7.54354340e-01,\n",
       "       -2.15505805e-01, -9.66713875e-01,  6.50536554e-01,  1.05642854e+00,\n",
       "       -7.53868219e-01,  2.04623720e+00,  1.06599943e+00,  2.68473692e-01,\n",
       "        4.90530377e-01, -1.32900635e-01, -1.10413889e+00,  1.66123625e-01,\n",
       "       -1.19674783e+00, -4.76789290e-01, -2.04579510e-01, -2.62905507e-01,\n",
       "       -1.60533224e+00,  2.39121446e+00,  9.25599835e-01, -7.44215113e-01,\n",
       "        1.40390325e+00, -5.27053330e-01, -8.89849201e-01, -1.01396853e+00,\n",
       "       -6.25900713e-02,  1.35694059e+00,  4.13031818e-01, -8.92936211e-01,\n",
       "       -4.65577492e-01, -2.90236025e-02,  2.65005932e-01,  1.46710969e-01,\n",
       "       -8.73097048e-01, -1.14901434e+00, -3.14636411e-01,  1.97323732e+00,\n",
       "       -1.90700723e+00,  1.34810827e+00,  1.43906348e+00, -2.00230483e-02])"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "16ca3712",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2.948590646198825, -2.9102793844132324)"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.max(data), np.min(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "be76f9fb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([  4.,   4.,  10.,  18.,  31.,  54.,  67.,  87.,  99., 108., 106.,\n",
       "        104.,  90.,  89.,  49.,  30.,  23.,  17.,   7.,   3.]),\n",
       " array([-2.91027938, -2.61733588, -2.32439238, -2.03144888, -1.73850538,\n",
       "        -1.44556188, -1.15261838, -0.85967487, -0.56673137, -0.27378787,\n",
       "         0.01915563,  0.31209913,  0.60504263,  0.89798614,  1.19092964,\n",
       "         1.48387314,  1.77681664,  2.06976014,  2.36270364,  2.65564714,\n",
       "         2.94859065]),\n",
       " <BarContainer object of 20 artists>)"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(data, bins=20) # bins=20 分成20份"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "a57629f8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 2.,  2.,  0.,  3.,  1.,  3.,  2.,  7.,  6., 10.,  8., 15., 22.,\n",
       "        12., 28., 21., 27., 31., 38., 37., 40., 38., 44., 37., 48., 38.,\n",
       "        50., 48., 35., 39., 45., 31., 33., 34., 36., 18., 25., 10., 10.,\n",
       "        16.,  5., 16.,  9.,  6.,  4.,  3.,  2.,  2.,  1.,  2.]),\n",
       " array([-2.91027938, -2.79310198, -2.67592458, -2.55874718, -2.44156978,\n",
       "        -2.32439238, -2.20721498, -2.09003758, -1.97286018, -1.85568278,\n",
       "        -1.73850538, -1.62132798, -1.50415058, -1.38697318, -1.26979578,\n",
       "        -1.15261838, -1.03544097, -0.91826357, -0.80108617, -0.68390877,\n",
       "        -0.56673137, -0.44955397, -0.33237657, -0.21519917, -0.09802177,\n",
       "         0.01915563,  0.13633303,  0.25351043,  0.37068783,  0.48786523,\n",
       "         0.60504263,  0.72222003,  0.83939744,  0.95657484,  1.07375224,\n",
       "         1.19092964,  1.30810704,  1.42528444,  1.54246184,  1.65963924,\n",
       "         1.77681664,  1.89399404,  2.01117144,  2.12834884,  2.24552624,\n",
       "         2.36270364,  2.47988104,  2.59705844,  2.71423584,  2.83141325,\n",
       "         2.94859065]),\n",
       " <BarContainer object of 50 artists>)"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5,5))  # 初始化画布，设置图片大小\n",
    "plt.hist(data, bins=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cce7f31e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}