{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入matplotlib\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 创建画布 figsize 画布大小，  dpi 像素密度\n",
    "plt.figure(figsize=(20,8), dpi=100)\n",
    "# 绘制图像\n",
    "plt.plot([1,2,3], [4,5,6])\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
}