Q2.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np,pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = pd.read_excel('./data/owid-covid-data.xlsx')\n",
    "df1[\"date\"]= pd.to_datetime(df1['date'],errors='coerce')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "疫情高峰 = df1[df1['date'] == '2020-12-10']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\administrator\\appdata\\local\\programs\\python\\python39\\lib\\site-packages\\pandas\\core\\indexing.py:1596: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self.obj[key] = _infer_fill_value(value)\n",
      "c:\\users\\administrator\\appdata\\local\\programs\\python\\python39\\lib\\site-packages\\pandas\\core\\indexing.py:1715: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  isetter(loc, v)\n"
     ]
    }
   ],
   "source": [
    "累计确诊人数排名 = 疫情高峰[疫情高峰['continent'].notnull()].drop_duplicates(subset=['location'],keep='last',inplace=False).sort_values(by='total_cases',ascending=False)\n",
    "累计确诊人数世界前十 = 累计确诊人数排名.iloc[:10]\n",
    "新增确诊人数排名 = 疫情高峰[疫情高峰['continent'].notnull()].drop_duplicates(subset=['location'],keep='last',inplace=False).sort_values(by='new_cases',ascending=False)\n",
    "新增确诊人数世界前十 = 新增确诊人数排名.iloc[:10]\n",
    "累计确诊人数占人口比 = pd.DataFrame(疫情高峰['total_cases'] / 疫情高峰['population'],columns=['R1'])\n",
    "疫情高峰.loc[:,'R1'] = 累计确诊人数占人口比\n",
    "累计确诊人数占人口比排名 = 疫情高峰[疫情高峰['continent'].notnull()].drop_duplicates(subset=['location'],keep='last',inplace=False).sort_values(by='R1',ascending=False)\n",
    "累计确诊人数占人口比排名前十 = 累计确诊人数占人口比排名.iloc[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "累计死亡人数排名 = 疫情高峰[疫情高峰['continent'].notnull()].drop_duplicates(subset=['location'],keep='last',inplace=False).sort_values(by='total_deaths',ascending=False)\n",
    "累计死亡人数排名前十 = 累计死亡人数排名.iloc[:10]\n",
    "新增死亡人数排名 = 疫情高峰[疫情高峰['continent'].notnull()].drop_duplicates(subset=['location'],keep='last',inplace=False).sort_values(by='new_deaths',ascending=False)\n",
    "新增死亡人数排名前十 = 新增死亡人数排名.iloc[:10]\n",
    "病死率 = pd.DataFrame(疫情高峰['total_deaths'] / 疫情高峰['total_cases'],columns=['R2'])\n",
    "疫情高峰.loc[:,'R2'] = 病死率\n",
    "病死率排名 = 疫情高峰[疫情高峰['continent'].notnull()].drop_duplicates(subset=['location'],keep='last',inplace=False).sort_values(by='R2',ascending=False)\n",
    "病死率排名前十 = 病死率排名.iloc[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2,1,figsize=(16, 9))\n",
    "# 累计确诊人数世界前十\n",
    "ax[0].barh(累计确诊人数世界前十['location'],累计确诊人数世界前十['total_cases'],label='Total number of confirmed covid-19')\n",
    "ax[0].set_title('COVID-19 confirmed number of people in 2020/12/10 Top 10')\n",
    "ax[0].xaxis.grid(True, linestyle='--', which='major',color='grey', alpha=.25)\n",
    "ax[0].invert_yaxis()\n",
    "for i, (value, name) in enumerate(zip(累计确诊人数世界前十['total_cases'], 累计确诊人数世界前十['location'])):\n",
    "    ax[0].text(value, i,int(value),ha='left',color='red')\n",
    "ax[0].legend()\n",
    "# 新增确诊人数世界前十\n",
    "ax[1].barh(新增确诊人数世界前十['location'],新增确诊人数世界前十['new_cases'],label='COVID-19\\'s new diagnosis')\n",
    "ax[1].set_title('COVID-19\\'s new diagnosis in 2020/12/10 Top 10')\n",
    "ax[1].xaxis.grid(True, linestyle='--', which='major',color='grey', alpha=.25)\n",
    "ax[1].invert_yaxis()\n",
    "for i, (value, name) in enumerate(zip(新增确诊人数世界前十['new_cases'], 新增确诊人数世界前十['location'])):\n",
    "    ax[1].text(value, i,int(value),ha='left',color='red')\n",
    "ax[1].legend()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(14, 7))\n",
    "ax.barh(累计确诊人数占人口比排名前十['location'],累计确诊人数占人口比排名前十['R1'],label='Proportion of cumulative confirmed cases in population')\n",
    "ax.set_title('COVID-19\\'s proportion of cumulative confirmed cases in population 2020/12/10 Top 10')\n",
    "ax.xaxis.grid(True, linestyle='--', which='major',color='grey', alpha=.25)\n",
    "ax.invert_yaxis()\n",
    "ax.legend(fontsize=5)\n",
    "for i, (value, name) in enumerate(zip(累计确诊人数占人口比排名前十['R1'], 累计确诊人数占人口比排名前十['location'])):\n",
    "    ax.text(value, i,str(round(float(value)*100,3))+'%',ha='left',color='red')\n",
    "    \n",
    "plt.tight_layout()\n",
    "plt.legend(fontsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2,1,figsize=(16, 9))\n",
    "# 累计死亡人数排名前十\n",
    "ax[0].barh(累计死亡人数排名前十['location'],累计死亡人数排名前十['total_deaths'],label='Total deaths')\n",
    "ax[0].set_title('Total deaths of confirmed covid-19 in 2020/12/10 Top 10')\n",
    "ax[0].xaxis.grid(True, linestyle='--', which='major',color='grey', alpha=.25)\n",
    "ax[0].invert_yaxis()\n",
    "for i, (value, name) in enumerate(zip(累计死亡人数排名前十['total_deaths'], 累计死亡人数排名前十['location'])):\n",
    "    ax[0].text(value, i,int(value),ha='left',color='red')\n",
    "ax[0].legend()\n",
    "# 新增死亡人数排名前十\n",
    "ax[1].barh(新增死亡人数排名前十['location'],新增死亡人数排名前十['new_deaths'],label='COVID-19\\'s new deaths')\n",
    "ax[1].set_title('COVID-19\\'s new deaths in 2020/12/10 Top 10')\n",
    "ax[1].xaxis.grid(True, linestyle='--', which='major',color='grey', alpha=.25)\n",
    "ax[1].invert_yaxis()\n",
    "for i, (value, name) in enumerate(zip(新增死亡人数排名前十['new_deaths'], 新增死亡人数排名前十['location'])):\n",
    "    ax[1].text(value, i,int(value),ha='left',color='red')\n",
    "ax[1].legend()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(14, 7))\n",
    "ax.barh(病死率排名前十['location'],病死率排名前十['R2'],label='Fatality rate')\n",
    "ax.set_title('The fatality rate of COVID-19 in different countries Top 10')\n",
    "ax.xaxis.grid(True, linestyle='--', which='major',color='grey', alpha=.25)\n",
    "ax.invert_yaxis()\n",
    "ax.legend(fontsize=5)\n",
    "for i, (value, name) in enumerate(zip(病死率排名前十['R2'], 病死率排名前十['location'])):\n",
    "    ax.text(value, i,str(round(float(value)*100,3))+'%',ha='left',color='red')\n",
    "plt.tight_layout()\n",
    "plt.legend(fontsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "病死率排名后十 = 疫情高峰[疫情高峰['total_cases']>=10000].sort_values(by='R2',ascending=True).iloc[:10]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(14, 7))\n",
    "ax.barh(病死率排名后十['location'],病死率排名后十['R2'],label='Fatality rate')\n",
    "ax.set_title('The fatality rate of COVID-19 in different countries Last 10')\n",
    "ax.xaxis.grid(True, linestyle='--', which='major',color='grey', alpha=.25)\n",
    "ax.invert_yaxis()\n",
    "ax.legend(fontsize=5)\n",
    "for i, (value, name) in enumerate(zip(病死率排名后十['R2'], 病死率排名后十['location'])):\n",
    "    ax.text(value, i,str(round(float(value)*100,3))+'%',ha='left',color='red')\n",
    "plt.tight_layout()\n",
    "plt.legend(fontsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "疫苗 = df1.drop_duplicates(subset='location',keep='last')\n",
    "疫苗 = 疫苗[疫苗['continent'].notnull()]\n",
    "疫苗 = 疫苗.sort_values(by='total_vaccinations',ascending=False).iloc[:10]\n",
    "fig,ax = plt.subplots(2,1,figsize=(14,7))\n",
    "ax[0].barh(疫苗['location'],疫苗['total_vaccinations'],label='Number of people vaccinated')\n",
    "ax[0].set_title('Number of people vaccinated by country Top 10')\n",
    "ax[0].xaxis.grid(True, linestyle='--', which='major',color='grey', alpha=.25)\n",
    "ax[0].invert_yaxis()\n",
    "ax[0].legend(fontsize=5)\n",
    "for i, (value, name) in enumerate(zip(疫苗['total_vaccinations'], 疫苗['location'])):\n",
    "    ax[0].text(value, i,int(value),ha='center',color='red')\n",
    "ax[0].legend(fontsize=14)\n",
    "\n",
    "\n",
    "疫苗['疫苗人口比'] = 疫苗['total_vaccinations'] / 疫苗['population']\n",
    "疫苗 = 疫苗.sort_values(by='疫苗人口比',ascending=False).iloc[:10]\n",
    "\n",
    "ax[1].barh(疫苗['location'],疫苗['疫苗人口比'],label='Vaccination rate')\n",
    "ax[1].set_title('Vaccination rates by country Top 10')\n",
    "ax[1].xaxis.grid(True, linestyle='--', which='major',color='grey', alpha=.25)\n",
    "ax[1].invert_yaxis()\n",
    "ax[1].legend(fontsize=5)\n",
    "for i, (value, name) in enumerate(zip(疫苗['疫苗人口比'], 疫苗['location'])):\n",
    "    ax[1].text(value, i,round(float(value),2),ha='center',color='red')\n",
    "\n",
    "ax[1].legend(fontsize=14)    \n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  }
 ],
 "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": "3.9.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}