GGDP.ipynb

{
 "cells": [
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 导入库",
   "id": "381c6d0673735c12"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-17T08:44:47.497233Z",
     "start_time": "2025-01-17T08:44:47.492211Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "from statsmodels.tsa.arima.model import ARIMA\n",
    "from statsmodels.graphics.tsaplots import plot_acf, plot_pacf\n",
    "from statsmodels.tsa.stattools import adfuller"
   ],
   "id": "75e3dbac9fe1da23",
   "outputs": [],
   "execution_count": 35
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 读取数据并计算GGDP值",
   "id": "3d9893c0793604bd"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-17T08:44:50.152418Z",
     "start_time": "2025-01-17T08:44:49.096084Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 定义文件夹路径\n",
    "folder_path = './Papers/1/Data'\n",
    "folder_path = os.path.abspath(folder_path)\n",
    "files = os.listdir(folder_path)\n",
    "excel_extensions = ('.xlsx', '.xls')\n",
    "dataframes = {}\n",
    "\n",
    "# 定义高精度数据类型\n",
    "dtype = np.float64  # 使用float64确保高精度\n",
    "\n",
    "# 遍历文件夹中的文件\n",
    "print(files)\n",
    "for file_name in files:\n",
    "    # 检查文件是否为Excel文件\n",
    "    if file_name.lower().endswith(excel_extensions):\n",
    "        file_path = os.path.join(folder_path, file_name)\n",
    "        df_name = file_name[0:-5]  # 去除文件扩展名作为DataFrame的名称\n",
    "        try:\n",
    "            # 读取Excel文件的第一张表\n",
    "            # 第一列作为索引（假设第一列是非数值类型）\n",
    "            df = pd.read_excel(file_path, sheet_name=0, index_col=0)\n",
    "\n",
    "            # 将除第一列外的其他列转换为float64\n",
    "            # 使用astype将数值列转换为float64\n",
    "            for col in df.columns:\n",
    "                df[col] = pd.to_numeric(df[col], errors='coerce').astype(dtype)\n",
    "            df=df.drop(df.columns[0],axis=1)\n",
    "            dataframes[df_name] = df\n",
    "\n",
    "            # 获取行数和列数\n",
    "            num_rows, num_cols = df.shape\n",
    "            print(f\"Folder: {folder_path}\")\n",
    "            print(f\"File: {file_name}\")\n",
    "            print(f\"Rows: {num_rows}\")\n",
    "            print(f\"Columns: {num_cols}\")\n",
    "            print(\"-\" * 40+\"\\n\")\n",
    "\n",
    "        except Exception as e:\n",
    "            # 处理无法读取的文件\n",
    "            print(f\"Error reading file {file_name}: {e}\")\n",
    "            print(\"-\" * 40+\"\\n\")\n",
    "\n",
    "# 打印加载的DataFrame名称\n",
    "print(\"加载的 DataFrame 名称：\", list(dataframes.keys()))\n",
    "\n",
    "# 确保所有DataFrame的索引一致\n",
    "index = dataframes['CDM'].index\n",
    "for df in dataframes:\n",
    "    dataframes[df].index = index\n",
    "\n",
    "# 计算GGDP，确保使用高精度数据类型\n",
    "GGDP = (dataframes[\"GDP\"].astype(dtype) -(dataframes[\"CO2\"].astype(dtype) * dataframes[\"EnergyAverage\"].astype(dtype)) -(dataframes[\"Waste\"].astype(dtype) * 74 * dataframes[\"EnergyPrice\"].astype(dtype)) -(dataframes[\"GNI\"].astype(dtype) / 100 * dataframes[\"NRD\"].astype(dtype)))\n",
    "GDP=dataframes[\"GDP\"]\n",
    "# 打印计算结果\n",
    "GGDP.to_excel('GGDP.xlsx', index=True)"
   ],
   "id": "b2956bc4b0c49093",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['2.png', 'CDM.xlsx', 'CO2.xlsx', 'EnergyAverage.xlsx', 'EnergyPrice.xlsx', 'GDP.xlsx', 'GGDP.xlsx', 'GNI.xlsx', 'KWH.xlsx', 'NRD.xlsx', 'Waste.xlsx']\n",
      "Folder: D:\\PycharmProject\\GreenGDP\\Papers\\1\\Data\n",
      "File: CDM.xlsx\n",
      "Rows: 160\n",
      "Columns: 50\n",
      "----------------------------------------\n",
      "\n",
      "Folder: D:\\PycharmProject\\GreenGDP\\Papers\\1\\Data\n",
      "File: CO2.xlsx\n",
      "Rows: 160\n",
      "Columns: 50\n",
      "----------------------------------------\n",
      "\n",
      "Folder: D:\\PycharmProject\\GreenGDP\\Papers\\1\\Data\n",
      "File: EnergyAverage.xlsx\n",
      "Rows: 160\n",
      "Columns: 50\n",
      "----------------------------------------\n",
      "\n",
      "Folder: D:\\PycharmProject\\GreenGDP\\Papers\\1\\Data\n",
      "File: EnergyPrice.xlsx\n",
      "Rows: 160\n",
      "Columns: 50\n",
      "----------------------------------------\n",
      "\n",
      "Folder: D:\\PycharmProject\\GreenGDP\\Papers\\1\\Data\n",
      "File: GDP.xlsx\n",
      "Rows: 160\n",
      "Columns: 50\n",
      "----------------------------------------\n",
      "\n",
      "Folder: D:\\PycharmProject\\GreenGDP\\Papers\\1\\Data\n",
      "File: GGDP.xlsx\n",
      "Rows: 160\n",
      "Columns: 50\n",
      "----------------------------------------\n",
      "\n",
      "Folder: D:\\PycharmProject\\GreenGDP\\Papers\\1\\Data\n",
      "File: GNI.xlsx\n",
      "Rows: 160\n",
      "Columns: 50\n",
      "----------------------------------------\n",
      "\n",
      "Folder: D:\\PycharmProject\\GreenGDP\\Papers\\1\\Data\n",
      "File: KWH.xlsx\n",
      "Rows: 160\n",
      "Columns: 50\n",
      "----------------------------------------\n",
      "\n",
      "Folder: D:\\PycharmProject\\GreenGDP\\Papers\\1\\Data\n",
      "File: NRD.xlsx\n",
      "Rows: 160\n",
      "Columns: 50\n",
      "----------------------------------------\n",
      "\n",
      "Folder: D:\\PycharmProject\\GreenGDP\\Papers\\1\\Data\n",
      "File: Waste.xlsx\n",
      "Rows: 160\n",
      "Columns: 50\n",
      "----------------------------------------\n",
      "\n",
      "加载的 DataFrame 名称： ['CDM', 'CO2', 'EnergyAverage', 'EnergyPrice', 'GDP', 'GGDP', 'GNI', 'KWH', 'NRD', 'Waste']\n"
     ]
    }
   ],
   "execution_count": 36
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 对GDP和GGDP的目前结果进行呈现",
   "id": "557850ad35443ef4"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-17T08:58:43.491086Z",
     "start_time": "2025-01-17T08:58:41.759317Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#绘制GGDP和GDP1970-2019图像\n",
    "mpl.rcParams['font.family'] = 'serif'\n",
    "mpl.rcParams['font.serif'] = ['Times New Roman']\n",
    "\n",
    "\n",
    "def plot(Source,name):\n",
    "    Source1 = Source.loc[[\"China\", \"Canada\", \"Australia\", \"United States\", \"United Kingdom\", \"Germany\", \"France\", \"Japan\",\n",
    "                      \"Russian Federation\", \"India\"]]\n",
    "    # 获取行数和列数\n",
    "    num_rows, num_cols = Source.shape\n",
    "    print(f\"Rows: {num_rows}\")\n",
    "    print(f\"Columns: {num_cols}\")\n",
    "    print(\"-\" * 40+\"\\n\")\n",
    "    columns_sum=np.sum(Source,axis=0)\n",
    "    columns_sum1=np.sum(Source1,axis=0)\n",
    "    columns_sum.to_excel('./Source/'+name+' 160sum.xlsx', index=True)\n",
    "    columns_sum1.to_excel('./Source/'+name+' 10sum.xlsx', index=True)\n",
    "    # 美化折线图\n",
    "    plt.figure(figsize=(10, 6))  # 设置图像大小\n",
    "    plt.plot(columns_sum, marker='o', linestyle='-', color='#1f77b4', linewidth=2, markersize=5, label='160 countries')  # 绘制折线图\n",
    "    plt.plot(columns_sum1, marker='o', linestyle='-', color='#f89177', linewidth=2, markersize=5, label='10 main countries')\n",
    "    plt.title('Comprehensive '+name+' Changes Chart ', fontsize=16, fontweight='bold', pad=20)  # 设置标题\n",
    "    plt.xlabel('Year', fontsize=12, labelpad=8)  # 设置x轴标签\n",
    "    plt.ylabel('Comprehensive GDP', fontsize=12, labelpad=8)  # 设置y轴标签\n",
    "    plt.xticks(ticks=range(len(columns_sum)), labels=columns_sum.index, rotation=45, fontsize=10)  # 设置x轴刻度和标签\n",
    "    plt.yticks(fontsize=10)  # 设置y轴刻度字体大小\n",
    "    plt.grid(True, linestyle='--', alpha=0.7)  # 显示网格，设置虚线样式和透明度\n",
    "    plt.legend(fontsize=12, loc='upper left')  # 显示图例，设置字体大小和位置\n",
    "\n",
    "    # 美化背景和边框\n",
    "    ax = plt.gca()  # 获取当前轴\n",
    "    ax.set_facecolor('#f7f7f7')  # 设置背景颜色\n",
    "    #ax.spines['top'].set_visible(False)  # 隐藏顶部边框\n",
    "    #ax.spines['right'].set_visible(False)  # 隐藏右侧边框\n",
    "    ax.spines['left'].set_color('#cccccc')  # 设置左侧边框颜色\n",
    "    ax.spines['right'].set_color('#cccccc')  # 设置左侧边框颜色\n",
    "    ax.spines['top'].set_color('#cccccc')  # 设置左侧边框颜色\n",
    "    ax.spines['bottom'].set_color('#cccccc')  # 设置底部边框颜色\n",
    "\n",
    "    # 调整布局\n",
    "    plt.tight_layout()\n",
    "    name=name+'.png'\n",
    "    # 保存图像\n",
    "    plt.savefig('./Output/'+name, dpi=300, bbox_inches='tight')  # 保存为PNG文件，设置分辨率和边界\n",
    "    print(\"图像已保存为 \"+name)\n",
    "    # 显示图像\n",
    "    plt.show()\n",
    "\n",
    "plot(dataframes['GGDP'],'GGDP 1970-2019')\n",
    "plot(dataframes['GDP'],'GDP 1970-2019')"
   ],
   "id": "a29e881379f63350",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Rows: 160\n",
      "Columns: 50\n",
      "----------------------------------------\n",
      "\n",
      "图像已保存为 GGDP 1970-2019.png\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Rows: 160\n",
      "Columns: 50\n",
      "----------------------------------------\n",
      "\n",
      "图像已保存为 GDP 1970-2019.png\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 46
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-17T08:44:55.794500Z",
     "start_time": "2025-01-17T08:44:55.766501Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#计算GGDP和GDP差值\n",
    "GGDPSum=pd.read_excel(\"./Source/GGDP 1970-2019 160sum.xlsx\", sheet_name=0, index_col=0)\n",
    "GDPSum=pd.read_excel(\"./Source/GDP 1970-2019 160sum.xlsx\", sheet_name=0, index_col=0)\n",
    "Diff=(GDPSum-GGDPSum)/GDPSum*100\n",
    "Diff\n"
   ],
   "id": "1820d7859b730546",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "             0\n",
       "1970  5.471893\n",
       "1971  5.298992\n",
       "1972  5.004456\n",
       "1973  4.626176\n",
       "1974  5.449966\n",
       "1975  4.919944\n",
       "1976  4.935458\n",
       "1977  4.658484\n",
       "1978  4.131649\n",
       "1979  5.225201\n",
       "1980  5.222647\n",
       "1981  4.383156\n",
       "1982  3.523737\n",
       "1983  3.705954\n",
       "1984  3.660983\n",
       "1985  3.504890\n",
       "1986  2.453077\n",
       "1987  2.521407\n",
       "1988  2.290072\n",
       "1989  2.416636\n",
       "1990  2.327028\n",
       "1991  1.970570\n",
       "1992  1.826546\n",
       "1993  1.799206\n",
       "1994  1.615845\n",
       "1995  1.510306\n",
       "1996  1.680256\n",
       "1997  1.602155\n",
       "1998  1.337652\n",
       "1999  1.476990\n",
       "2000  1.960729\n",
       "2001  1.826052\n",
       "2002  1.699685\n",
       "2003  1.755459\n",
       "2004  2.008844\n",
       "2005  2.310830\n",
       "2006  2.461394\n",
       "2007  2.390269\n",
       "2008  2.906881\n",
       "2009  2.071175\n",
       "2010  2.369352\n",
       "2011  2.744074\n",
       "2012  2.546967\n",
       "2013  2.418230\n",
       "2014  2.191821\n",
       "2015  1.597402\n",
       "2016  1.433440\n",
       "2017  1.543465\n",
       "2018  1.492691\n",
       "2019  1.555274"
      ],
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1970</th>\n",
       "      <td>5.471893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1971</th>\n",
       "      <td>5.298992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1972</th>\n",
       "      <td>5.004456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1973</th>\n",
       "      <td>4.626176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1974</th>\n",
       "      <td>5.449966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1975</th>\n",
       "      <td>4.919944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1976</th>\n",
       "      <td>4.935458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1977</th>\n",
       "      <td>4.658484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1978</th>\n",
       "      <td>4.131649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1979</th>\n",
       "      <td>5.225201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1980</th>\n",
       "      <td>5.222647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1981</th>\n",
       "      <td>4.383156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1982</th>\n",
       "      <td>3.523737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1983</th>\n",
       "      <td>3.705954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1984</th>\n",
       "      <td>3.660983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1985</th>\n",
       "      <td>3.504890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986</th>\n",
       "      <td>2.453077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1987</th>\n",
       "      <td>2.521407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1988</th>\n",
       "      <td>2.290072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1989</th>\n",
       "      <td>2.416636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990</th>\n",
       "      <td>2.327028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991</th>\n",
       "      <td>1.970570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992</th>\n",
       "      <td>1.826546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993</th>\n",
       "      <td>1.799206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1994</th>\n",
       "      <td>1.615845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995</th>\n",
       "      <td>1.510306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1996</th>\n",
       "      <td>1.680256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1997</th>\n",
       "      <td>1.602155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1998</th>\n",
       "      <td>1.337652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999</th>\n",
       "      <td>1.476990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000</th>\n",
       "      <td>1.960729</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001</th>\n",
       "      <td>1.826052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002</th>\n",
       "      <td>1.699685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2003</th>\n",
       "      <td>1.755459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004</th>\n",
       "      <td>2.008844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005</th>\n",
       "      <td>2.310830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006</th>\n",
       "      <td>2.461394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007</th>\n",
       "      <td>2.390269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008</th>\n",
       "      <td>2.906881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009</th>\n",
       "      <td>2.071175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010</th>\n",
       "      <td>2.369352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011</th>\n",
       "      <td>2.744074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012</th>\n",
       "      <td>2.546967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>2.418230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>2.191821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>1.597402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>1.433440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017</th>\n",
       "      <td>1.543465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018</th>\n",
       "      <td>1.492691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019</th>\n",
       "      <td>1.555274</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 38
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-17T08:55:17.111380Z",
     "start_time": "2025-01-17T08:55:17.077294Z"
    }
   },
   "cell_type": "code",
   "source": [
    "Diff1=(GDP-GGDP)/GDP*100\n",
    "Diff1"
   ],
   "id": "4a0bcd09cc95d573",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "                    1970       1971       1972       1973       1974  \\\n",
       "Country Name                                                           \n",
       "Afghanistan     0.738116   0.850313   1.061029   1.635254   1.810791   \n",
       "Albania         9.651171   9.515444   8.810321   8.884447   9.420903   \n",
       "Algeria         6.096671   4.939482   7.155267   8.234053  17.560035   \n",
       "Angola          8.084210   8.394824   7.905603   8.380428   8.995817   \n",
       "Argentina       0.350987   0.458803   0.492727   0.410965   1.228970   \n",
       "...                  ...        ...        ...        ...        ...   \n",
       "Venezuela, RB   6.444489   7.382308   7.079158   9.997659  24.205845   \n",
       "Vietnam         4.057539   3.982206   3.936744   3.902234   3.607646   \n",
       "Yemen, Rep.     4.529425   4.608121   4.822502   5.340504   5.500712   \n",
       "Zambia         23.058396  26.614520  22.877907  30.004445  23.170652   \n",
       "Zimbabwe       13.726500  12.418846  10.301562   9.010931   8.115099   \n",
       "\n",
       "                    1975       1976       1977       1978       1979  ...  \\\n",
       "Country Name                                                          ...   \n",
       "Afghanistan     2.470804   2.861739   2.526449   1.935793   2.622087  ...   \n",
       "Albania         9.719071  10.287448  10.467219  11.426714  12.474808  ...   \n",
       "Algeria        15.766250  17.989629  16.194086  14.090482  26.295032  ...   \n",
       "Angola          8.957703   9.282224   9.114421   9.115674   9.554527  ...   \n",
       "Argentina       2.273259   2.324743   1.709544   1.898199   4.256336  ...   \n",
       "...                  ...        ...        ...        ...        ...  ...   \n",
       "Venezuela, RB  19.196092  17.994151  11.743496  11.312382  24.372641  ...   \n",
       "Vietnam         3.434219   3.581635   3.830594   3.495392   3.534845  ...   \n",
       "Yemen, Rep.     5.713100   6.091998   6.495731   6.405696   6.937123  ...   \n",
       "Zambia         16.293002  18.277215  16.895843  13.048913  15.305252  ...   \n",
       "Zimbabwe        7.270123   8.032319   7.911290   7.320072   6.869926  ...   \n",
       "\n",
       "                    2010       2011       2012       2013       2014  \\\n",
       "Country Name                                                           \n",
       "Afghanistan     0.406942   0.480531   0.493249   0.415059   0.414499   \n",
       "Albania         1.738154   2.568275   2.875515   3.063728   3.165562   \n",
       "Algeria        17.638075  17.563452  18.908256  18.471190  15.887036   \n",
       "Angola         30.809608  25.031319  24.775023  23.438346  18.300949   \n",
       "Argentina       2.507952   2.653250   2.785813   2.688352   2.425434   \n",
       "...                  ...        ...        ...        ...        ...   \n",
       "Venezuela, RB   1.057209   2.591178   1.724980   1.608418   0.839690   \n",
       "Vietnam         3.528243   3.883760   3.469909   2.759696   2.380104   \n",
       "Yemen, Rep.    12.386104  10.536940   7.127345   8.253766   5.345408   \n",
       "Zambia         13.342280  12.578657  11.753694  10.883763  10.029148   \n",
       "Zimbabwe        7.344380   8.927287   7.481203   6.213059   6.298061   \n",
       "\n",
       "                    2015       2016       2017      2018       2019  \n",
       "Country Name                                                         \n",
       "Afghanistan     0.422042   0.500742   0.509466  0.479491   0.484466  \n",
       "Albania         7.681512   1.208452   1.477807  1.290651   1.262993  \n",
       "Algeria        12.082783   8.572567   9.008985  8.131068   7.879866  \n",
       "Angola          9.723861   9.545836  10.945686  9.808459  10.679429  \n",
       "Argentina       0.959752   0.837951   0.937057  0.980515   1.126021  \n",
       "...                  ...        ...        ...       ...        ...  \n",
       "Venezuela, RB   0.794294   0.684123   0.671568  0.677970   0.694037  \n",
       "Vietnam         1.356693   0.965234   0.973766  0.994540   1.021830  \n",
       "Yemen, Rep.     0.139765   0.044356   0.256343  0.257338   0.274917  \n",
       "Zambia         11.303906  10.000338   8.827748  9.634292  11.780158  \n",
       "Zimbabwe        5.572490   5.487451   5.513693  5.681945   6.410823  \n",
       "\n",
       "[160 rows x 50 columns]"
      ],
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>1970</th>\n",
       "      <th>1971</th>\n",
       "      <th>1972</th>\n",
       "      <th>1973</th>\n",
       "      <th>1974</th>\n",
       "      <th>1975</th>\n",
       "      <th>1976</th>\n",
       "      <th>1977</th>\n",
       "      <th>1978</th>\n",
       "      <th>1979</th>\n",
       "      <th>...</th>\n",
       "      <th>2010</th>\n",
       "      <th>2011</th>\n",
       "      <th>2012</th>\n",
       "      <th>2013</th>\n",
       "      <th>2014</th>\n",
       "      <th>2015</th>\n",
       "      <th>2016</th>\n",
       "      <th>2017</th>\n",
       "      <th>2018</th>\n",
       "      <th>2019</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Country Name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Afghanistan</th>\n",
       "      <td>0.738116</td>\n",
       "      <td>0.850313</td>\n",
       "      <td>1.061029</td>\n",
       "      <td>1.635254</td>\n",
       "      <td>1.810791</td>\n",
       "      <td>2.470804</td>\n",
       "      <td>2.861739</td>\n",
       "      <td>2.526449</td>\n",
       "      <td>1.935793</td>\n",
       "      <td>2.622087</td>\n",
       "      <td>...</td>\n",
       "      <td>0.406942</td>\n",
       "      <td>0.480531</td>\n",
       "      <td>0.493249</td>\n",
       "      <td>0.415059</td>\n",
       "      <td>0.414499</td>\n",
       "      <td>0.422042</td>\n",
       "      <td>0.500742</td>\n",
       "      <td>0.509466</td>\n",
       "      <td>0.479491</td>\n",
       "      <td>0.484466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Albania</th>\n",
       "      <td>9.651171</td>\n",
       "      <td>9.515444</td>\n",
       "      <td>8.810321</td>\n",
       "      <td>8.884447</td>\n",
       "      <td>9.420903</td>\n",
       "      <td>9.719071</td>\n",
       "      <td>10.287448</td>\n",
       "      <td>10.467219</td>\n",
       "      <td>11.426714</td>\n",
       "      <td>12.474808</td>\n",
       "      <td>...</td>\n",
       "      <td>1.738154</td>\n",
       "      <td>2.568275</td>\n",
       "      <td>2.875515</td>\n",
       "      <td>3.063728</td>\n",
       "      <td>3.165562</td>\n",
       "      <td>7.681512</td>\n",
       "      <td>1.208452</td>\n",
       "      <td>1.477807</td>\n",
       "      <td>1.290651</td>\n",
       "      <td>1.262993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Algeria</th>\n",
       "      <td>6.096671</td>\n",
       "      <td>4.939482</td>\n",
       "      <td>7.155267</td>\n",
       "      <td>8.234053</td>\n",
       "      <td>17.560035</td>\n",
       "      <td>15.766250</td>\n",
       "      <td>17.989629</td>\n",
       "      <td>16.194086</td>\n",
       "      <td>14.090482</td>\n",
       "      <td>26.295032</td>\n",
       "      <td>...</td>\n",
       "      <td>17.638075</td>\n",
       "      <td>17.563452</td>\n",
       "      <td>18.908256</td>\n",
       "      <td>18.471190</td>\n",
       "      <td>15.887036</td>\n",
       "      <td>12.082783</td>\n",
       "      <td>8.572567</td>\n",
       "      <td>9.008985</td>\n",
       "      <td>8.131068</td>\n",
       "      <td>7.879866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Angola</th>\n",
       "      <td>8.084210</td>\n",
       "      <td>8.394824</td>\n",
       "      <td>7.905603</td>\n",
       "      <td>8.380428</td>\n",
       "      <td>8.995817</td>\n",
       "      <td>8.957703</td>\n",
       "      <td>9.282224</td>\n",
       "      <td>9.114421</td>\n",
       "      <td>9.115674</td>\n",
       "      <td>9.554527</td>\n",
       "      <td>...</td>\n",
       "      <td>30.809608</td>\n",
       "      <td>25.031319</td>\n",
       "      <td>24.775023</td>\n",
       "      <td>23.438346</td>\n",
       "      <td>18.300949</td>\n",
       "      <td>9.723861</td>\n",
       "      <td>9.545836</td>\n",
       "      <td>10.945686</td>\n",
       "      <td>9.808459</td>\n",
       "      <td>10.679429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Argentina</th>\n",
       "      <td>0.350987</td>\n",
       "      <td>0.458803</td>\n",
       "      <td>0.492727</td>\n",
       "      <td>0.410965</td>\n",
       "      <td>1.228970</td>\n",
       "      <td>2.273259</td>\n",
       "      <td>2.324743</td>\n",
       "      <td>1.709544</td>\n",
       "      <td>1.898199</td>\n",
       "      <td>4.256336</td>\n",
       "      <td>...</td>\n",
       "      <td>2.507952</td>\n",
       "      <td>2.653250</td>\n",
       "      <td>2.785813</td>\n",
       "      <td>2.688352</td>\n",
       "      <td>2.425434</td>\n",
       "      <td>0.959752</td>\n",
       "      <td>0.837951</td>\n",
       "      <td>0.937057</td>\n",
       "      <td>0.980515</td>\n",
       "      <td>1.126021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Venezuela, RB</th>\n",
       "      <td>6.444489</td>\n",
       "      <td>7.382308</td>\n",
       "      <td>7.079158</td>\n",
       "      <td>9.997659</td>\n",
       "      <td>24.205845</td>\n",
       "      <td>19.196092</td>\n",
       "      <td>17.994151</td>\n",
       "      <td>11.743496</td>\n",
       "      <td>11.312382</td>\n",
       "      <td>24.372641</td>\n",
       "      <td>...</td>\n",
       "      <td>1.057209</td>\n",
       "      <td>2.591178</td>\n",
       "      <td>1.724980</td>\n",
       "      <td>1.608418</td>\n",
       "      <td>0.839690</td>\n",
       "      <td>0.794294</td>\n",
       "      <td>0.684123</td>\n",
       "      <td>0.671568</td>\n",
       "      <td>0.677970</td>\n",
       "      <td>0.694037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vietnam</th>\n",
       "      <td>4.057539</td>\n",
       "      <td>3.982206</td>\n",
       "      <td>3.936744</td>\n",
       "      <td>3.902234</td>\n",
       "      <td>3.607646</td>\n",
       "      <td>3.434219</td>\n",
       "      <td>3.581635</td>\n",
       "      <td>3.830594</td>\n",
       "      <td>3.495392</td>\n",
       "      <td>3.534845</td>\n",
       "      <td>...</td>\n",
       "      <td>3.528243</td>\n",
       "      <td>3.883760</td>\n",
       "      <td>3.469909</td>\n",
       "      <td>2.759696</td>\n",
       "      <td>2.380104</td>\n",
       "      <td>1.356693</td>\n",
       "      <td>0.965234</td>\n",
       "      <td>0.973766</td>\n",
       "      <td>0.994540</td>\n",
       "      <td>1.021830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yemen, Rep.</th>\n",
       "      <td>4.529425</td>\n",
       "      <td>4.608121</td>\n",
       "      <td>4.822502</td>\n",
       "      <td>5.340504</td>\n",
       "      <td>5.500712</td>\n",
       "      <td>5.713100</td>\n",
       "      <td>6.091998</td>\n",
       "      <td>6.495731</td>\n",
       "      <td>6.405696</td>\n",
       "      <td>6.937123</td>\n",
       "      <td>...</td>\n",
       "      <td>12.386104</td>\n",
       "      <td>10.536940</td>\n",
       "      <td>7.127345</td>\n",
       "      <td>8.253766</td>\n",
       "      <td>5.345408</td>\n",
       "      <td>0.139765</td>\n",
       "      <td>0.044356</td>\n",
       "      <td>0.256343</td>\n",
       "      <td>0.257338</td>\n",
       "      <td>0.274917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zambia</th>\n",
       "      <td>23.058396</td>\n",
       "      <td>26.614520</td>\n",
       "      <td>22.877907</td>\n",
       "      <td>30.004445</td>\n",
       "      <td>23.170652</td>\n",
       "      <td>16.293002</td>\n",
       "      <td>18.277215</td>\n",
       "      <td>16.895843</td>\n",
       "      <td>13.048913</td>\n",
       "      <td>15.305252</td>\n",
       "      <td>...</td>\n",
       "      <td>13.342280</td>\n",
       "      <td>12.578657</td>\n",
       "      <td>11.753694</td>\n",
       "      <td>10.883763</td>\n",
       "      <td>10.029148</td>\n",
       "      <td>11.303906</td>\n",
       "      <td>10.000338</td>\n",
       "      <td>8.827748</td>\n",
       "      <td>9.634292</td>\n",
       "      <td>11.780158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zimbabwe</th>\n",
       "      <td>13.726500</td>\n",
       "      <td>12.418846</td>\n",
       "      <td>10.301562</td>\n",
       "      <td>9.010931</td>\n",
       "      <td>8.115099</td>\n",
       "      <td>7.270123</td>\n",
       "      <td>8.032319</td>\n",
       "      <td>7.911290</td>\n",
       "      <td>7.320072</td>\n",
       "      <td>6.869926</td>\n",
       "      <td>...</td>\n",
       "      <td>7.344380</td>\n",
       "      <td>8.927287</td>\n",
       "      <td>7.481203</td>\n",
       "      <td>6.213059</td>\n",
       "      <td>6.298061</td>\n",
       "      <td>5.572490</td>\n",
       "      <td>5.487451</td>\n",
       "      <td>5.513693</td>\n",
       "      <td>5.681945</td>\n",
       "      <td>6.410823</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>160 rows × 50 columns</p>\n",
       "</div>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 44
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-17T09:06:46.540646Z",
     "start_time": "2025-01-17T09:06:45.532659Z"
    }
   },
   "cell_type": "code",
   "source": [
    "## GDP和GGDP直接对比图\n",
    "def plot1(Source,Source1,Source2,Source3,name):\n",
    "    \n",
    "    columns_sum=np.sum(Source,axis=0)\n",
    "    columns_sum1=np.sum(Source1,axis=0)\n",
    "    columns_sum2=np.sum(Source2,axis=0)\n",
    "    columns_sum3=np.sum(Source3,axis=0)\n",
    "    # 美化折线图\n",
    "    plt.figure(figsize=(10, 6))  # 设置图像大小\n",
    "    plt.plot(columns_sum, marker='o', linestyle='-', color='#1f77b4', linewidth=2, markersize=5, label='GDP of 160 Countries')  # 绘制折线图\n",
    "    plt.plot(columns_sum1, marker='o', linestyle='-', color='#d0df16', linewidth=2, markersize=5, label='GGDP of 160 Countries')\n",
    "    plt.plot(columns_sum2, marker='o', linestyle='-', color='#05e8d0', linewidth=2, markersize=5, label='GDP of 10 Countries')  # 绘制折线图\n",
    "    plt.plot(columns_sum3, marker='o', linestyle='-', color='#df16cd', linewidth=2, markersize=5, label='GGDP of 10 Countries')\n",
    "    plt.title('Comprehensive '+name+' Changes Chart ', fontsize=16, fontweight='bold', pad=20)  # 设置标题\n",
    "    plt.xlabel('Year', fontsize=12, labelpad=8)  # 设置x轴标签\n",
    "    plt.ylabel('Total ', fontsize=12, labelpad=8)  # 设置y轴标签\n",
    "    plt.xticks(ticks=range(len(columns_sum)), labels=columns_sum.index, rotation=45, fontsize=10)  # 设置x轴刻度和标签\n",
    "    plt.yticks(fontsize=10)  # 设置y轴刻度字体大小\n",
    "    plt.grid(True, linestyle='--', alpha=0.7)  # 显示网格，设置虚线样式和透明度\n",
    "    plt.legend(fontsize=12, loc='upper left')  # 显示图例，设置字体大小和位置\n",
    "\n",
    "    # 美化背景和边框\n",
    "    ax = plt.gca()  # 获取当前轴\n",
    "    ax.set_facecolor('#f7f7f7')  # 设置背景颜色\n",
    "    #ax.spines['top'].set_visible(False)  # 隐藏顶部边框\n",
    "    #ax.spines['right'].set_visible(False)  # 隐藏右侧边框\n",
    "    ax.spines['left'].set_color('#cccccc')  # 设置左侧边框颜色\n",
    "    ax.spines['right'].set_color('#cccccc')  # 设置左侧边框颜色\n",
    "    ax.spines['top'].set_color('#cccccc')  # 设置左侧边框颜色\n",
    "    ax.spines['bottom'].set_color('#cccccc')  # 设置底部边框颜色\n",
    "\n",
    "    # 调整布局\n",
    "    plt.tight_layout()\n",
    "    plt.savefig('./Output/'+name, dpi=300, bbox_inches='tight')  # 保存为PNG文件，设置分辨率和边界\n",
    "    name=name+'.png'\n",
    "    # 显示图像\n",
    "    plt.show()\n",
    "plot1(GDP,GGDP,GDP.loc[[\"China\", \"Canada\", \"Australia\", \"United States\", \"United Kingdom\", \"Germany\", \"France\", \"Japan\", \"Russian Federation\", \"India\"]], GGDP.loc[[\"China\", \"Canada\", \"Australia\", \"United States\", \"United Kingdom\", \"Germany\", \"France\", \"Japan\",\"Russian Federation\", \"India\"]],'GDP and GGDP')"
   ],
   "id": "a620bacadada3f60",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 54
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": "",
   "id": "4fc6e45fcc91f031"
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}