qwertyuiop/codes.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "9d67d3ba-beb6-426d-8482-9adc32e5b1bb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[('加州', '5959487', '76983'), ('德克萨斯', '4946880', '76364'), ('佛罗里达', '4486276', '62622'), ('纽约', '3929750', '60276'), ('伊利诺伊', '2382423', '30794'), ('宾夕法尼亚', '2206899', '37522'), ('俄亥俄', '2151829', '30072'), ('乔治亚', '1928942', '31521'), ('密西根', '1855658', '29955'), ('北卡', '1816380', '19619'), ('新泽西', '1782463', '29374'), ('田纳西', '1462996', '20941'), ('亚利桑那', '1430241', '24586'), ('印第安纳', '1314688', '19448'), ('马萨诸塞', '1250765', '20510'), ('弗吉尼亚', '1220869', '15651'), ('威斯康星', '1186066', '11402'), ('密苏里', '1075994', '16476'), ('明尼苏达', '1064065', '10906'), ('南卡', '1048252', '14746'), ('科罗拉多', '979437', '10402'), ('阿拉巴马', '957848', '16585'), ('华盛顿州', '913980', '9974'), ('路易斯安那', '908428', '15054'), ('肯塔基', '904916', '12319'), ('马里兰', '800743', '12107'), ('俄克拉荷马', '737593', '12592'), ('犹他', '682036', '3887'), ('阿肯色', '604843', '9298'), ('爱荷华', '596296', '8019'), ('密西西比', '586547', '10527'), ('堪萨斯', '565288', '7101'), ('康涅狄格', '563635', '9281'), ('内华达', '509472', '8509'), ('俄勒冈', '449267', '5728'), ('新墨西哥', '364861', '5969'), ('内布拉斯加', '355928', '3416'), ('西弗吉尼亚', '351688', '5421'), ('波多黎各', '340152', '3357'), ('爱达荷', '325730', '4223'), ('罗德岛', '266066', '3121'), ('新罕布什尔', '211952', '2017'), ('蒙大拿', '202863', '2917'), ('特拉华', '195600', '2286'), ('南达科塔', '189411', '2522'), ('北达科塔', '180646', '2073'), ('阿拉斯加', '161678', '979'), ('缅因', '152173', '1599'), ('夏威夷', '134442', '1101'), ('怀俄明', '119093', '1572'), ('华盛顿特区', '108112', '1225'), ('佛蒙特', '73802', '482'), ('关岛', '20594', '274'), ('维京群岛', '11833', '89'), ('北马里亚纳群岛', '3518', '18'), ('至尊公主号', '103', '3'), ('钻石公主号', '49', '0'), ('美属萨摩亚', '10', '0')]\n"
     ]
    }
   ],
   "source": [
    "#爬取数据生成contents.csv文件\n",
    "import requests\n",
    "url = \"https://www.bitpush.news/covid19/\"\n",
    "# 设置请求头信息\n",
    "headers = {\n",
    "    \"user-agent\": \"Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/95.0.4638.69 Safari/537.36\"\n",
    "}\n",
    "# 使用reqeusts模快发起 GET 请求\n",
    "response = requests.get(url, headers=headers)\n",
    "# 获取请求的返回结果\n",
    "html = response.text\n",
    "# 导入 lxml\n",
    "from lxml import etree\n",
    "parse = etree.HTMLParser(encoding='utf-8')        # 添加编码\n",
    "# 解析 requests 返回的响应结果\n",
    "doc = etree.HTML(html)  \n",
    "# 提取美国各州数据\n",
    "base_path = '//h1[contains(text(), \"美国境内统计数据\")]/following-sibling::div[@class=\"table_container\"]//tbody/tr'\n",
    "# base_path = '//div[@class=\"table_container\"][2]//tbody/tr'\n",
    "# # 提取数据&数据清洗\n",
    "county = doc.xpath(f'{base_path}/td[1]/span/text()')\n",
    "person = doc.xpath(f'{base_path}/td[2]/text()')\n",
    "death = doc.xpath(f'{base_path}/td[3]/text()')\n",
    "person = [x.replace(\",\", \"\") for x in person]\n",
    "death = [x.replace(\",\", \"\") for x in death]\n",
    "message = list(zip(county, person, death))\n",
    "import csv\n",
    "with open(\"contents.csv\", \"w\", encoding=\"utf-8\", newline=\"\") as f:  # 确保换行符正确\n",
    "    w = csv.writer(f)\n",
    "    w.writerows(message)\n",
    "print(message)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "16882b4e-02b7-4ee7-a5be-8f1555723c4a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 58 entries, 0 to 57\n",
      "Data columns (total 3 columns):\n",
      " #   Column  Non-Null Count  Dtype \n",
      "---  ------  --------------  ----- \n",
      " 0   county  58 non-null     object\n",
      " 1   person  58 non-null     int64 \n",
      " 2   death   58 non-null     int64 \n",
      "dtypes: int64(2), object(1)\n",
      "memory usage: 1.5+ KB\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#请等待contents.csv文件生成以后再运行，爬虫操作有点慢。。\n",
    "#数据可视化\n",
    "import pandas as pd\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "df = pd.read_csv(\"contents.csv\", names=[\"county\", \"person\", \"death\"])\n",
    "df_sorted = df.sort_values(\"death\", ascending=False)\n",
    "df_top20 = df_sorted.head(20)\n",
    "df.head()\n",
    "df.info()\n",
    "# 在jupyter中直接展示图像\n",
    "%matplotlib inline\n",
    "# 设置中文显示\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['figure.figsize'] = (10, 5)  # 设置figure_size尺寸\n",
    "\n",
    "# x轴坐标\n",
    "x = df_top20[\"county\"].values\n",
    "# y轴坐标\n",
    "y = df_top20[\"death\"].values\n",
    "# 绘制柱状图\n",
    "mean_death = df_top20[\"death\"].mean()\n",
    "colors = ['red' if val > mean_death else 'gray' for val in y]\n",
    "plt.bar(x, y, color=colors)\n",
    "# 设置x轴名称\n",
    "plt.xlabel(\"美国新冠感染死亡人数TOP20州\",fontsize=14)\n",
    "# 设置x轴名称\n",
    "plt.ylabel(\"死亡人数\",fontsize=14)\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  }
 ],
 "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": "3.12.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}