wiot.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "view-in-github"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/hyunchangyi/python2021/blob/main/wiot.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7wVD3CMPmcwR",
        "outputId": "84a4984c-3af2-48ea-acae-a6debd387fb3"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "rm: cannot remove 'python2021/': No such file or directory\n",
            "Cloning into 'python2021'...\n",
            "remote: Enumerating objects: 234, done.\u001b[K\n",
            "remote: Counting objects: 100% (234/234), done.\u001b[K\n",
            "remote: Compressing objects: 100% (219/219), done.\u001b[K\n",
            "remote: Total 234 (delta 110), reused 49 (delta 13), pack-reused 0\u001b[K\n",
            "Receiving objects: 100% (234/234), 41.34 MiB | 12.38 MiB/s, done.\n",
            "Resolving deltas: 100% (110/110), done.\n"
          ]
        }
      ],
      "source": [
        "!rm -r python10/\n",
        "!git clone https://github.com/hyunchangyi/python101.git"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "id": "HyYsMSSIi28h"
      },
      "outputs": [],
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "from IPython.display import IFrame, Image\n",
        "\n",
        "idx = pd.IndexSlice"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_P0VauIoi28k"
      },
      "source": [
        "# 국제투입산출표\n",
        "\n",
        "## 중간투입행렬 Z, 최종수요행렬 F, 부가가치벡터 V, 총산출벡터 X\n",
        "\n",
        "$\n",
        "\\begin{bmatrix}\n",
        "\\mathbf{Z} & \\mathbf{F}\\\\\n",
        "\\mathbf{V}' &  \\\\\n",
        "\\mathbf{X}' &  \n",
        "\\end{bmatrix}\n",
        "$\n",
        ",\n",
        "\n",
        "where\n",
        "$\n",
        "\\mathbf{Z} = \n",
        "\\begin{bmatrix}\n",
        "Z_{c-m, c-m} & Z_{c-m, c-s} & Z_{c-m, k-m} & Z_{c-m, k-s}\\\\\n",
        "Z_{c-s, c-m} & Z_{c-s, c-s} & Z_{c-s, k-m} & Z_{c-s, k-s}\\\\\n",
        "Z_{k-m, c-m} & Z_{k-m, c-s} & Z_{k-m, k-m} & Z_{k-m, k-s}\\\\\n",
        "Z_{k-s, c-m} & Z_{k-s, c-s} & Z_{k-s, k-m} & Z_{k-s, k-s}\n",
        "\\end{bmatrix}$\n",
        ",\n",
        "\n",
        "$\\mathbf{F} = \n",
        "\\begin{bmatrix}\n",
        "F_{c-m, c-c} & F_{c-m, c-i} &F_{c-m, k-c} &F_{c-m, k-i}\\\\\n",
        "F_{c-s, c-c} & F_{c-s, c-i} &F_{c-s, k-c} &F_{c-s, k-i}\\\\\n",
        "F_{k-m, c-c} & F_{k-m, c-i} &F_{k-m, k-c} &F_{k-m, k-i}\\\\\n",
        "F_{k-s, c-c} & F_{k-s, c-i} &F_{k-s, k-c} &F_{k-s, k-i}\n",
        "\\end{bmatrix}\n",
        "$\n",
        ",\n",
        "\n",
        "$\\mathbf{V}' = \n",
        "\\begin{bmatrix}\n",
        "V_{c-m} & V_{c-s} & V_{k-m} & V_{k-s}\n",
        "\\end{bmatrix}\n",
        "$\n",
        ",\n",
        "\n",
        "$\\mathbf{X}' = \n",
        "\\begin{bmatrix}\n",
        "X_{c-m} & X_{c-s} & X_{k-m} & X_{k-s}\n",
        "\\end{bmatrix}\n",
        "$\n",
        "\n",
        "---\n",
        "\n",
        "\n",
        "## 레온티에프 역행렬: $(1-A)^{-1}$\n",
        "- 최종소비지출과 총산출 간 선형관계를 나타내는 계수행렬\n",
        "- 특정 국가-산업의 총산출은 각 국가-산업으로 중간투입되거나 각 최종소비되므로\n",
        "$\\mathbf{X} = \\mathbf{Z} + \\mathbf{f}$ \n",
        "    - 또는 $\\mathbf{X} = \\mathbf{A}\\mathbf{X} + \\mathbf{f}$ (with $\\mathbf{A}\\_{i,j} = \\mathbf{Z}\\_{i,j} / \\mathbf{X}\\_j$ and $\\mathbf{f}\\_i = \\sum_{j} \\mathbf{F}_{i,j}$)\n",
        "-이로부터 행렬연산을 통해 다음 관계를 도출\n",
        "$\\mathbf{X} = (\\mathbf{I} - \\mathbf{A})^{-1}\\mathbf{f}$"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "id": "JEXGxaSBi28m"
      },
      "outputs": [],
      "source": [
        "def Leon(A):\n",
        "    return pd.DataFrame(np.linalg.inv(np.identity(A.shape[0]) - A),\n",
        "                        index=A.index, columns=A.columns)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RLs0sqnri28m"
      },
      "source": [
        "## 주피터노트북에서 수식 편집\n",
        "- http://jupyter-notebook.readthedocs.io/en/latest/examples/Notebook/Typesetting%20Equations.html"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "yE50oZ0ai28o"
      },
      "source": [
        "# WIOD"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 399
        },
        "id": "epHDNdlei28o",
        "outputId": "d33b3481-0f97-4fa1-a94f-9f25ac2e3170"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "execution_count": 4,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "Image('python101/input/wiot_download.PNG')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 238
        },
        "id": "C3-bmuUXi28p",
        "outputId": "272edce9-e540-486b-9a87-a1b984a8e7d2"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "execution_count": 5,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "Image('python101/input/wiot_csv.PNG')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "id": "kSxLKpgoi28p"
      },
      "outputs": [],
      "source": [
        "df = pd.read_csv('python101/input/WIOT2014_Nov16_ROW.csv', header=0, index_col=0)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 290
        },
        "id": "8QFUZJeei28q",
        "outputId": "4b0e4e3f-8405-41a6-f2e6-435e885ca75b"
      },
      "outputs": [
        {
          "data": {
            "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>AUS/A01</th>\n",
              "      <th>AUS/A02</th>\n",
              "      <th>AUS/A03</th>\n",
              "      <th>AUS/B</th>\n",
              "      <th>AUS/C10-C12</th>\n",
              "      <th>AUS/C13-C15</th>\n",
              "      <th>AUS/C16</th>\n",
              "      <th>AUS/C17</th>\n",
              "      <th>AUS/C18</th>\n",
              "      <th>AUS/C19</th>\n",
              "      <th>AUS/C20</th>\n",
              "      <th>AUS/C21</th>\n",
              "      <th>AUS/C22</th>\n",
              "      <th>AUS/C23</th>\n",
              "      <th>AUS/C24</th>\n",
              "      <th>AUS/C25</th>\n",
              "      <th>AUS/C26</th>\n",
              "      <th>AUS/C27</th>\n",
              "      <th>AUS/C28</th>\n",
              "      <th>AUS/C29</th>\n",
              "      <th>AUS/C30</th>\n",
              "      <th>AUS/C31_C32</th>\n",
              "      <th>AUS/C33</th>\n",
              "      <th>AUS/D35</th>\n",
              "      <th>AUS/E36</th>\n",
              "      <th>AUS/E37-E39</th>\n",
              "      <th>AUS/F</th>\n",
              "      <th>AUS/G45</th>\n",
              "      <th>AUS/G46</th>\n",
              "      <th>AUS/G47</th>\n",
              "      <th>AUS/H49</th>\n",
              "      <th>AUS/H50</th>\n",
              "      <th>AUS/H51</th>\n",
              "      <th>AUS/H52</th>\n",
              "      <th>AUS/H53</th>\n",
              "      <th>AUS/I</th>\n",
              "      <th>AUS/J58</th>\n",
              "      <th>AUS/J59_J60</th>\n",
              "      <th>AUS/J61</th>\n",
              "      <th>AUS/J62_J63</th>\n",
              "      <th>...</th>\n",
              "      <th>RUS/CONS_np</th>\n",
              "      <th>RUS/CONS_g</th>\n",
              "      <th>RUS/GFCF</th>\n",
              "      <th>RUS/INVEN</th>\n",
              "      <th>SVK/CONS_h</th>\n",
              "      <th>SVK/CONS_np</th>\n",
              "      <th>SVK/CONS_g</th>\n",
              "      <th>SVK/GFCF</th>\n",
              "      <th>SVK/INVEN</th>\n",
              "      <th>SVN/CONS_h</th>\n",
              "      <th>SVN/CONS_np</th>\n",
              "      <th>SVN/CONS_g</th>\n",
              "      <th>SVN/GFCF</th>\n",
              "      <th>SVN/INVEN</th>\n",
              "      <th>SWE/CONS_h</th>\n",
              "      <th>SWE/CONS_np</th>\n",
              "      <th>SWE/CONS_g</th>\n",
              "      <th>SWE/GFCF</th>\n",
              "      <th>SWE/INVEN</th>\n",
              "      <th>TUR/CONS_h</th>\n",
              "      <th>TUR/CONS_np</th>\n",
              "      <th>TUR/CONS_g</th>\n",
              "      <th>TUR/GFCF</th>\n",
              "      <th>TUR/INVEN</th>\n",
              "      <th>TWN/CONS_h</th>\n",
              "      <th>TWN/CONS_np</th>\n",
              "      <th>TWN/CONS_g</th>\n",
              "      <th>TWN/GFCF</th>\n",
              "      <th>TWN/INVEN</th>\n",
              "      <th>USA/CONS_h</th>\n",
              "      <th>USA/CONS_np</th>\n",
              "      <th>USA/CONS_g</th>\n",
              "      <th>USA/GFCF</th>\n",
              "      <th>USA/INVEN</th>\n",
              "      <th>ROW/CONS_h</th>\n",
              "      <th>ROW/CONS_np</th>\n",
              "      <th>ROW/CONS_g</th>\n",
              "      <th>ROW/GFCF</th>\n",
              "      <th>ROW/INVEN</th>\n",
              "      <th>TOT/GO</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>AUS/A01</th>\n",
              "      <td>12924.1797</td>\n",
              "      <td>112.4542</td>\n",
              "      <td>228.4805</td>\n",
              "      <td>538.8908</td>\n",
              "      <td>25139.3343</td>\n",
              "      <td>737.4926</td>\n",
              "      <td>4.4754</td>\n",
              "      <td>3.1305</td>\n",
              "      <td>1.8896</td>\n",
              "      <td>0.2268</td>\n",
              "      <td>86.7216</td>\n",
              "      <td>109.1476</td>\n",
              "      <td>147.2527</td>\n",
              "      <td>5.0543</td>\n",
              "      <td>8.1268</td>\n",
              "      <td>6.3418</td>\n",
              "      <td>0.3404</td>\n",
              "      <td>1.1245</td>\n",
              "      <td>2.3090</td>\n",
              "      <td>2.4935</td>\n",
              "      <td>2.5148</td>\n",
              "      <td>9.4517</td>\n",
              "      <td>0.0</td>\n",
              "      <td>14.3029</td>\n",
              "      <td>14.1849</td>\n",
              "      <td>0.4156</td>\n",
              "      <td>838.4008</td>\n",
              "      <td>5.7688</td>\n",
              "      <td>435.5278</td>\n",
              "      <td>1338.1366</td>\n",
              "      <td>50.2044</td>\n",
              "      <td>4.4885</td>\n",
              "      <td>6.6663</td>\n",
              "      <td>27.5398</td>\n",
              "      <td>4.5911</td>\n",
              "      <td>1257.1109</td>\n",
              "      <td>1.9858</td>\n",
              "      <td>36.9323</td>\n",
              "      <td>13.3234</td>\n",
              "      <td>18.0390</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0279</td>\n",
              "      <td>0.0059</td>\n",
              "      <td>2.7954</td>\n",
              "      <td>0.0128</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0006</td>\n",
              "      <td>0.0002</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0270</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0001</td>\n",
              "      <td>0.0001</td>\n",
              "      <td>0.0001</td>\n",
              "      <td>6.4962</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0016</td>\n",
              "      <td>0.0065</td>\n",
              "      <td>0.0005</td>\n",
              "      <td>7.2520</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0574</td>\n",
              "      <td>0.0147</td>\n",
              "      <td>0.0701</td>\n",
              "      <td>20.9742</td>\n",
              "      <td>0.2258</td>\n",
              "      <td>0.0302</td>\n",
              "      <td>0.3197</td>\n",
              "      <td>0.4210</td>\n",
              "      <td>57.2807</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.3249</td>\n",
              "      <td>0.0274</td>\n",
              "      <td>723.1900</td>\n",
              "      <td>0.0004</td>\n",
              "      <td>14.1563</td>\n",
              "      <td>20.5207</td>\n",
              "      <td>0.0101</td>\n",
              "      <td>70292.0345</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>AUS/A02</th>\n",
              "      <td>83.0296</td>\n",
              "      <td>201.4999</td>\n",
              "      <td>0.1913</td>\n",
              "      <td>17.1907</td>\n",
              "      <td>2.6463</td>\n",
              "      <td>0.0938</td>\n",
              "      <td>1430.8049</td>\n",
              "      <td>0.3695</td>\n",
              "      <td>4.9346</td>\n",
              "      <td>0.2519</td>\n",
              "      <td>160.7720</td>\n",
              "      <td>29.6218</td>\n",
              "      <td>25.4617</td>\n",
              "      <td>1.0755</td>\n",
              "      <td>1.2345</td>\n",
              "      <td>0.9973</td>\n",
              "      <td>0.0816</td>\n",
              "      <td>0.1572</td>\n",
              "      <td>0.3354</td>\n",
              "      <td>0.6690</td>\n",
              "      <td>0.3725</td>\n",
              "      <td>0.2008</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.4242</td>\n",
              "      <td>0.2848</td>\n",
              "      <td>0.2772</td>\n",
              "      <td>15.9829</td>\n",
              "      <td>0.4087</td>\n",
              "      <td>7.4225</td>\n",
              "      <td>4.5145</td>\n",
              "      <td>5.7428</td>\n",
              "      <td>0.4459</td>\n",
              "      <td>3.2657</td>\n",
              "      <td>8.0902</td>\n",
              "      <td>0.8596</td>\n",
              "      <td>6.9360</td>\n",
              "      <td>0.3917</td>\n",
              "      <td>0.6428</td>\n",
              "      <td>1.0765</td>\n",
              "      <td>3.9571</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0003</td>\n",
              "      <td>0.0001</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0001</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0033</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0003</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0005</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0002</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0146</td>\n",
              "      <td>0.1631</td>\n",
              "      <td>0.0014</td>\n",
              "      <td>0.3935</td>\n",
              "      <td>0.0001</td>\n",
              "      <td>15.2906</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0150</td>\n",
              "      <td>0.0004</td>\n",
              "      <td>0.4234</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0001</td>\n",
              "      <td>0.0010</td>\n",
              "      <td>-0.0001</td>\n",
              "      <td>2585.3797</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>AUS/A03</th>\n",
              "      <td>19.1477</td>\n",
              "      <td>0.0011</td>\n",
              "      <td>19.1067</td>\n",
              "      <td>4.2281</td>\n",
              "      <td>316.0751</td>\n",
              "      <td>22.8667</td>\n",
              "      <td>0.2523</td>\n",
              "      <td>0.2685</td>\n",
              "      <td>0.2986</td>\n",
              "      <td>0.0363</td>\n",
              "      <td>0.1962</td>\n",
              "      <td>0.2389</td>\n",
              "      <td>0.2872</td>\n",
              "      <td>0.7808</td>\n",
              "      <td>0.8504</td>\n",
              "      <td>0.7285</td>\n",
              "      <td>0.0613</td>\n",
              "      <td>0.1163</td>\n",
              "      <td>0.2481</td>\n",
              "      <td>0.5036</td>\n",
              "      <td>0.2752</td>\n",
              "      <td>121.6553</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.1124</td>\n",
              "      <td>0.2214</td>\n",
              "      <td>0.2175</td>\n",
              "      <td>11.9743</td>\n",
              "      <td>0.3100</td>\n",
              "      <td>30.1184</td>\n",
              "      <td>419.3634</td>\n",
              "      <td>2.0595</td>\n",
              "      <td>0.3387</td>\n",
              "      <td>2.5347</td>\n",
              "      <td>6.2754</td>\n",
              "      <td>0.6194</td>\n",
              "      <td>246.8482</td>\n",
              "      <td>0.2946</td>\n",
              "      <td>0.4791</td>\n",
              "      <td>0.7271</td>\n",
              "      <td>3.0032</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0001</td>\n",
              "      <td>0.0021</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0022</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0001</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0002</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0001</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.3833</td>\n",
              "      <td>0.0125</td>\n",
              "      <td>0.0005</td>\n",
              "      <td>0.0001</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.3125</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0050</td>\n",
              "      <td>0.0083</td>\n",
              "      <td>404.0411</td>\n",
              "      <td>0.0004</td>\n",
              "      <td>0.0046</td>\n",
              "      <td>0.3580</td>\n",
              "      <td>0.0006</td>\n",
              "      <td>3175.0444</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>AUS/B</th>\n",
              "      <td>115.9298</td>\n",
              "      <td>0.6950</td>\n",
              "      <td>5.9245</td>\n",
              "      <td>4492.0377</td>\n",
              "      <td>331.6094</td>\n",
              "      <td>5.9841</td>\n",
              "      <td>29.7409</td>\n",
              "      <td>49.7640</td>\n",
              "      <td>21.3827</td>\n",
              "      <td>10759.5968</td>\n",
              "      <td>550.7472</td>\n",
              "      <td>24.5704</td>\n",
              "      <td>49.8022</td>\n",
              "      <td>611.3403</td>\n",
              "      <td>11722.1286</td>\n",
              "      <td>108.1427</td>\n",
              "      <td>4.9384</td>\n",
              "      <td>12.3183</td>\n",
              "      <td>24.6304</td>\n",
              "      <td>27.5032</td>\n",
              "      <td>26.5213</td>\n",
              "      <td>28.0928</td>\n",
              "      <td>0.0</td>\n",
              "      <td>998.3952</td>\n",
              "      <td>28.4858</td>\n",
              "      <td>3.2638</td>\n",
              "      <td>2469.2884</td>\n",
              "      <td>17.1922</td>\n",
              "      <td>1366.5650</td>\n",
              "      <td>163.8032</td>\n",
              "      <td>196.1245</td>\n",
              "      <td>17.7611</td>\n",
              "      <td>63.6312</td>\n",
              "      <td>151.8552</td>\n",
              "      <td>60.4623</td>\n",
              "      <td>191.8479</td>\n",
              "      <td>16.2057</td>\n",
              "      <td>20.9423</td>\n",
              "      <td>85.5166</td>\n",
              "      <td>82.9795</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0004</td>\n",
              "      <td>0.0294</td>\n",
              "      <td>0.0067</td>\n",
              "      <td>0.0048</td>\n",
              "      <td>0.0001</td>\n",
              "      <td>0.0030</td>\n",
              "      <td>0.0008</td>\n",
              "      <td>0.0016</td>\n",
              "      <td>0.0111</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0013</td>\n",
              "      <td>0.0005</td>\n",
              "      <td>0.0002</td>\n",
              "      <td>0.1593</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.1208</td>\n",
              "      <td>0.0307</td>\n",
              "      <td>0.0031</td>\n",
              "      <td>0.0568</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0022</td>\n",
              "      <td>0.0221</td>\n",
              "      <td>0.0008</td>\n",
              "      <td>0.8129</td>\n",
              "      <td>0.0216</td>\n",
              "      <td>0.1512</td>\n",
              "      <td>0.0421</td>\n",
              "      <td>0.0132</td>\n",
              "      <td>11.3062</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0002</td>\n",
              "      <td>1.6103</td>\n",
              "      <td>0.0470</td>\n",
              "      <td>14.8716</td>\n",
              "      <td>0.0067</td>\n",
              "      <td>0.5947</td>\n",
              "      <td>19.7268</td>\n",
              "      <td>-0.2821</td>\n",
              "      <td>171985.1223</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>AUS/C10-C12</th>\n",
              "      <td>1590.8406</td>\n",
              "      <td>0.8801</td>\n",
              "      <td>42.5408</td>\n",
              "      <td>203.0119</td>\n",
              "      <td>10851.7590</td>\n",
              "      <td>262.2286</td>\n",
              "      <td>11.4674</td>\n",
              "      <td>18.1406</td>\n",
              "      <td>10.9028</td>\n",
              "      <td>2.8975</td>\n",
              "      <td>243.4517</td>\n",
              "      <td>108.6162</td>\n",
              "      <td>27.6398</td>\n",
              "      <td>21.2474</td>\n",
              "      <td>33.2338</td>\n",
              "      <td>27.4826</td>\n",
              "      <td>5.7690</td>\n",
              "      <td>15.4050</td>\n",
              "      <td>24.8882</td>\n",
              "      <td>24.2211</td>\n",
              "      <td>27.3793</td>\n",
              "      <td>28.6812</td>\n",
              "      <td>0.0</td>\n",
              "      <td>22.5073</td>\n",
              "      <td>15.8382</td>\n",
              "      <td>7.9510</td>\n",
              "      <td>445.8115</td>\n",
              "      <td>50.3994</td>\n",
              "      <td>1205.2354</td>\n",
              "      <td>1535.1823</td>\n",
              "      <td>56.4539</td>\n",
              "      <td>4.8980</td>\n",
              "      <td>31.4418</td>\n",
              "      <td>23.0538</td>\n",
              "      <td>22.5206</td>\n",
              "      <td>11916.7736</td>\n",
              "      <td>4.2730</td>\n",
              "      <td>21.1507</td>\n",
              "      <td>19.8714</td>\n",
              "      <td>27.1023</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0020</td>\n",
              "      <td>0.0254</td>\n",
              "      <td>0.0099</td>\n",
              "      <td>0.1261</td>\n",
              "      <td>0.0001</td>\n",
              "      <td>0.0026</td>\n",
              "      <td>0.0007</td>\n",
              "      <td>0.0001</td>\n",
              "      <td>1.2103</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0006</td>\n",
              "      <td>0.0004</td>\n",
              "      <td>0.0008</td>\n",
              "      <td>19.1042</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0204</td>\n",
              "      <td>0.0267</td>\n",
              "      <td>0.0031</td>\n",
              "      <td>3.8079</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.1272</td>\n",
              "      <td>0.0191</td>\n",
              "      <td>0.0007</td>\n",
              "      <td>376.3159</td>\n",
              "      <td>1.4184</td>\n",
              "      <td>0.1403</td>\n",
              "      <td>0.0377</td>\n",
              "      <td>0.0121</td>\n",
              "      <td>2197.9296</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0002</td>\n",
              "      <td>1.3935</td>\n",
              "      <td>0.0413</td>\n",
              "      <td>4810.2350</td>\n",
              "      <td>0.0014</td>\n",
              "      <td>47.0167</td>\n",
              "      <td>1.3452</td>\n",
              "      <td>0.0279</td>\n",
              "      <td>83504.0366</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 2685 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                AUS/A01   AUS/A02   AUS/A03  ...  ROW/GFCF  ROW/INVEN       TOT/GO\n",
              "AUS/A01      12924.1797  112.4542  228.4805  ...   20.5207     0.0101   70292.0345\n",
              "AUS/A02         83.0296  201.4999    0.1913  ...    0.0010    -0.0001    2585.3797\n",
              "AUS/A03         19.1477    0.0011   19.1067  ...    0.3580     0.0006    3175.0444\n",
              "AUS/B          115.9298    0.6950    5.9245  ...   19.7268    -0.2821  171985.1223\n",
              "AUS/C10-C12   1590.8406    0.8801   42.5408  ...    1.3452     0.0279   83504.0366\n",
              "\n",
              "[5 rows x 2685 columns]"
            ]
          },
          "execution_count": 7,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "df.head()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wEfnBFA3i28q"
      },
      "source": [
        "리스트(국가, 산업, 최종수요항목, 유로지역, 삭제항목) 정의"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "id": "eMz02HEfi28r"
      },
      "outputs": [],
      "source": [
        "countries = ['AUS', 'AUT', 'BEL', 'BGR', 'BRA', 'CAN', 'CHE', 'CHN', 'CYP',\n",
        "             'CZE', 'DEU', 'DNK', 'ESP', 'EST', 'FIN', 'FRA', 'GBR', 'GRC',\n",
        "             'HRV', 'HUN', 'IDN', 'IND', 'IRL', 'ITA', 'JPN', 'KOR', 'LTU',\n",
        "             'LUX', 'LVA', 'MEX', 'MLT', 'NLD', 'NOR', 'POL', 'PRT', 'ROU',\n",
        "             'RUS', 'SVK', 'SVN', 'SWE', 'TUR', 'TWN', 'USA', 'ROW']\n",
        "sectors = ['A01', 'A02', 'A03', 'B', 'C10-C12', 'C13-C15', 'C16', 'C17', 'C18',\n",
        "           'C19', 'C20', 'C21', 'C22', 'C23', 'C24', 'C25', 'C26', 'C27',\n",
        "           'C28', 'C29', 'C30', 'C31_C32', 'C33', 'D35', 'E36', 'E37-E39', 'F',\n",
        "           'G45', 'G46', 'G47', 'H49', 'H50', 'H51', 'H52', 'H53', 'I', 'J58',\n",
        "           'J59_J60', 'J61', 'J62_J63', 'K64', 'K65', 'K66', 'L68', 'M69_M70',\n",
        "           'M71', 'M72', 'M73', 'M74_M75', 'N', 'O84', 'P85', 'Q', 'R_S', 'T',\n",
        "           'U']\n",
        "fdemands = ['CONS_h', 'CONS_np', 'CONS_g', 'GFCF', 'INVEN']\n",
        "EU = ['AUT', 'BEL', 'CZE', 'DNK', 'EST', 'FIN', 'FRA', 'DEU', 'GRC', 'HUN',\n",
        "      'IRL', 'ITA', 'LUX', 'NLD', 'POL', 'PRT', 'SVK', 'SVN', 'ESP', 'SWE',\n",
        "      'GBR', 'BGR', 'CYP', 'HRV', 'LTU', 'LVA', 'MLT', 'ROU']\n",
        "del_sector = ['II_fob', 'TXSP', 'EXP_adj', 'PURR', 'PURNR', 'IntTTM']"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "SVNfm4KVi28r",
        "outputId": "f28451e2-68a0-4687-c9de-f0f7f08b971b"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "44"
            ]
          },
          "execution_count": 9,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "len(countries)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "a0rlpqwui28r",
        "outputId": "7b172c84-997b-483c-b2a6-8e00eea628df"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "56"
            ]
          },
          "execution_count": 10,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "len(sectors)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "VpSyi4czi28s"
      },
      "source": [
        "데이터프레임 행, 열을 멀티인덱스로 변환\n",
        "- from_tuples()\n",
        "- index.str.split('/').tolist()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "id": "VwYBNda7i28s"
      },
      "outputs": [],
      "source": [
        "df.index = pd.MultiIndex.from_tuples(df.index.str.split('/').tolist())\n",
        "df.columns = pd.MultiIndex.from_tuples(df.columns.str.split('/').tolist())"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 287
        },
        "id": "gK-gd3DMoVkk",
        "outputId": "7d141939-424b-413e-c35c-3c318a010408"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "        vertical-align: top;\n",
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              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th colspan=\"40\" halign=\"left\">AUS</th>\n",
              "      <th>...</th>\n",
              "      <th colspan=\"4\" halign=\"left\">RUS</th>\n",
              "      <th colspan=\"5\" halign=\"left\">SVK</th>\n",
              "      <th colspan=\"5\" halign=\"left\">SVN</th>\n",
              "      <th colspan=\"5\" halign=\"left\">SWE</th>\n",
              "      <th colspan=\"5\" halign=\"left\">TUR</th>\n",
              "      <th colspan=\"5\" halign=\"left\">TWN</th>\n",
              "      <th colspan=\"5\" halign=\"left\">USA</th>\n",
              "      <th colspan=\"5\" halign=\"left\">ROW</th>\n",
              "      <th>TOT</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th>A01</th>\n",
              "      <th>A02</th>\n",
              "      <th>A03</th>\n",
              "      <th>B</th>\n",
              "      <th>C10-C12</th>\n",
              "      <th>C13-C15</th>\n",
              "      <th>C16</th>\n",
              "      <th>C17</th>\n",
              "      <th>C18</th>\n",
              "      <th>C19</th>\n",
              "      <th>C20</th>\n",
              "      <th>C21</th>\n",
              "      <th>C22</th>\n",
              "      <th>C23</th>\n",
              "      <th>C24</th>\n",
              "      <th>C25</th>\n",
              "      <th>C26</th>\n",
              "      <th>C27</th>\n",
              "      <th>C28</th>\n",
              "      <th>C29</th>\n",
              "      <th>C30</th>\n",
              "      <th>C31_C32</th>\n",
              "      <th>C33</th>\n",
              "      <th>D35</th>\n",
              "      <th>E36</th>\n",
              "      <th>E37-E39</th>\n",
              "      <th>F</th>\n",
              "      <th>G45</th>\n",
              "      <th>G46</th>\n",
              "      <th>G47</th>\n",
              "      <th>H49</th>\n",
              "      <th>H50</th>\n",
              "      <th>H51</th>\n",
              "      <th>H52</th>\n",
              "      <th>H53</th>\n",
              "      <th>I</th>\n",
              "      <th>J58</th>\n",
              "      <th>J59_J60</th>\n",
              "      <th>J61</th>\n",
              "      <th>J62_J63</th>\n",
              "      <th>...</th>\n",
              "      <th>CONS_np</th>\n",
              "      <th>CONS_g</th>\n",
              "      <th>GFCF</th>\n",
              "      <th>INVEN</th>\n",
              "      <th>CONS_h</th>\n",
              "      <th>CONS_np</th>\n",
              "      <th>CONS_g</th>\n",
              "      <th>GFCF</th>\n",
              "      <th>INVEN</th>\n",
              "      <th>CONS_h</th>\n",
              "      <th>CONS_np</th>\n",
              "      <th>CONS_g</th>\n",
              "      <th>GFCF</th>\n",
              "      <th>INVEN</th>\n",
              "      <th>CONS_h</th>\n",
              "      <th>CONS_np</th>\n",
              "      <th>CONS_g</th>\n",
              "      <th>GFCF</th>\n",
              "      <th>INVEN</th>\n",
              "      <th>CONS_h</th>\n",
              "      <th>CONS_np</th>\n",
              "      <th>CONS_g</th>\n",
              "      <th>GFCF</th>\n",
              "      <th>INVEN</th>\n",
              "      <th>CONS_h</th>\n",
              "      <th>CONS_np</th>\n",
              "      <th>CONS_g</th>\n",
              "      <th>GFCF</th>\n",
              "      <th>INVEN</th>\n",
              "      <th>CONS_h</th>\n",
              "      <th>CONS_np</th>\n",
              "      <th>CONS_g</th>\n",
              "      <th>GFCF</th>\n",
              "      <th>INVEN</th>\n",
              "      <th>CONS_h</th>\n",
              "      <th>CONS_np</th>\n",
              "      <th>CONS_g</th>\n",
              "      <th>GFCF</th>\n",
              "      <th>INVEN</th>\n",
              "      <th>GO</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th rowspan=\"5\" valign=\"top\">TOT</th>\n",
              "      <th>PURR</th>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>3092.8198</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>936.5305</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>13594.0479</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>5077.8019</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>103505.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>PURNR</th>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>-2354.5232</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>-2517.6785</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>-12905.5733</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>-38097.4543</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>-185796.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>VA</th>\n",
              "      <td>30489.1902</td>\n",
              "      <td>1569.8989</td>\n",
              "      <td>1894.7385</td>\n",
              "      <td>98315.1199</td>\n",
              "      <td>24247.3962</td>\n",
              "      <td>2335.7709</td>\n",
              "      <td>3382.9976</td>\n",
              "      <td>2463.2593</td>\n",
              "      <td>3042.4213</td>\n",
              "      <td>3751.8035</td>\n",
              "      <td>5333.5712</td>\n",
              "      <td>3360.2318</td>\n",
              "      <td>4251.7404</td>\n",
              "      <td>5473.8085</td>\n",
              "      <td>4766.2475</td>\n",
              "      <td>10112.5675</td>\n",
              "      <td>4016.7974</td>\n",
              "      <td>2265.6522</td>\n",
              "      <td>4993.9055</td>\n",
              "      <td>3167.1778</td>\n",
              "      <td>3581.5153</td>\n",
              "      <td>2161.8402</td>\n",
              "      <td>0.0</td>\n",
              "      <td>22113.1706</td>\n",
              "      <td>10234.9181</td>\n",
              "      <td>3357.6873</td>\n",
              "      <td>119992.6587</td>\n",
              "      <td>6931.4732</td>\n",
              "      <td>59177.7294</td>\n",
              "      <td>64839.2607</td>\n",
              "      <td>27824.2548</td>\n",
              "      <td>3461.9192</td>\n",
              "      <td>6222.2473</td>\n",
              "      <td>27037.0365</td>\n",
              "      <td>4605.4574</td>\n",
              "      <td>36235.2458</td>\n",
              "      <td>6370.6429</td>\n",
              "      <td>7010.7640</td>\n",
              "      <td>20233.0396</td>\n",
              "      <td>26689.0919</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>IntTTM</th>\n",
              "      <td>261.6787</td>\n",
              "      <td>22.2167</td>\n",
              "      <td>23.8678</td>\n",
              "      <td>946.4875</td>\n",
              "      <td>240.3313</td>\n",
              "      <td>56.7482</td>\n",
              "      <td>27.5229</td>\n",
              "      <td>68.4020</td>\n",
              "      <td>53.4074</td>\n",
              "      <td>880.2970</td>\n",
              "      <td>238.3826</td>\n",
              "      <td>92.8697</td>\n",
              "      <td>173.1126</td>\n",
              "      <td>133.8174</td>\n",
              "      <td>1214.1368</td>\n",
              "      <td>274.8162</td>\n",
              "      <td>85.1956</td>\n",
              "      <td>98.4198</td>\n",
              "      <td>210.6534</td>\n",
              "      <td>278.5184</td>\n",
              "      <td>160.3081</td>\n",
              "      <td>65.9119</td>\n",
              "      <td>0.0</td>\n",
              "      <td>175.0447</td>\n",
              "      <td>42.6608</td>\n",
              "      <td>6.6654</td>\n",
              "      <td>2065.0263</td>\n",
              "      <td>245.8204</td>\n",
              "      <td>364.0384</td>\n",
              "      <td>120.9025</td>\n",
              "      <td>380.8174</td>\n",
              "      <td>39.6550</td>\n",
              "      <td>285.7383</td>\n",
              "      <td>52.9200</td>\n",
              "      <td>62.1327</td>\n",
              "      <td>130.4120</td>\n",
              "      <td>23.1206</td>\n",
              "      <td>49.0251</td>\n",
              "      <td>124.9357</td>\n",
              "      <td>37.3465</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>13.2354</td>\n",
              "      <td>2785.5004</td>\n",
              "      <td>117.8002</td>\n",
              "      <td>898.3027</td>\n",
              "      <td>0.0</td>\n",
              "      <td>131.9255</td>\n",
              "      <td>354.6669</td>\n",
              "      <td>11.0283</td>\n",
              "      <td>471.8226</td>\n",
              "      <td>0.0</td>\n",
              "      <td>22.742</td>\n",
              "      <td>106.9345</td>\n",
              "      <td>112.9379</td>\n",
              "      <td>1977.5005</td>\n",
              "      <td>0.0</td>\n",
              "      <td>194.8343</td>\n",
              "      <td>1567.4157</td>\n",
              "      <td>86.3226</td>\n",
              "      <td>1931.8469</td>\n",
              "      <td>0.0</td>\n",
              "      <td>74.4336</td>\n",
              "      <td>2921.9624</td>\n",
              "      <td>18.0994</td>\n",
              "      <td>2170.049</td>\n",
              "      <td>46.6054</td>\n",
              "      <td>67.2012</td>\n",
              "      <td>1537.4178</td>\n",
              "      <td>110.8393</td>\n",
              "      <td>36205.7019</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>22731.407</td>\n",
              "      <td>738.0231</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GO</th>\n",
              "      <td>70292.0345</td>\n",
              "      <td>2585.3797</td>\n",
              "      <td>3175.0444</td>\n",
              "      <td>171985.1223</td>\n",
              "      <td>83504.0366</td>\n",
              "      <td>5064.0241</td>\n",
              "      <td>8999.7753</td>\n",
              "      <td>7925.2296</td>\n",
              "      <td>7784.0817</td>\n",
              "      <td>24455.0203</td>\n",
              "      <td>16160.9847</td>\n",
              "      <td>9784.7400</td>\n",
              "      <td>10784.6138</td>\n",
              "      <td>15538.1125</td>\n",
              "      <td>43584.6650</td>\n",
              "      <td>26102.3534</td>\n",
              "      <td>6032.9365</td>\n",
              "      <td>6013.8132</td>\n",
              "      <td>13821.5713</td>\n",
              "      <td>14087.4758</td>\n",
              "      <td>10714.4952</td>\n",
              "      <td>5695.0920</td>\n",
              "      <td>0.0</td>\n",
              "      <td>58881.7464</td>\n",
              "      <td>16475.4600</td>\n",
              "      <td>4247.0699</td>\n",
              "      <td>388428.5624</td>\n",
              "      <td>16037.7977</td>\n",
              "      <td>122996.7408</td>\n",
              "      <td>106061.0634</td>\n",
              "      <td>63815.3243</td>\n",
              "      <td>8193.5157</td>\n",
              "      <td>22758.4358</td>\n",
              "      <td>50759.4695</td>\n",
              "      <td>11041.3125</td>\n",
              "      <td>77107.0822</td>\n",
              "      <td>10601.5554</td>\n",
              "      <td>16208.0088</td>\n",
              "      <td>48156.5223</td>\n",
              "      <td>49016.9097</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 2685 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                   AUS                        ...  ROW        TOT\n",
              "                   A01        A02        A03  ... GFCF INVEN   GO\n",
              "TOT PURR        0.0000     0.0000     0.0000  ...  0.0   0.0  0.0\n",
              "    PURNR       0.0000     0.0000     0.0000  ...  0.0   0.0  0.0\n",
              "    VA      30489.1902  1569.8989  1894.7385  ...  0.0   0.0  0.0\n",
              "    IntTTM    261.6787    22.2167    23.8678  ...  0.0   0.0  0.0\n",
              "    GO      70292.0345  2585.3797  3175.0444  ...  0.0   0.0  0.0\n",
              "\n",
              "[5 rows x 2685 columns]"
            ]
          },
          "execution_count": 12,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "df.tail()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1U1Q_Gknodfo"
      },
      "source": [
        "TOT의 하위항목중 VA, GO를 제외한 나머니 항목(del_sector) 제거\n",
        "- df.drop(labels, axis=0, inplace=True)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "id": "Iu5wpf-xoUsH"
      },
      "outputs": [],
      "source": [
        "df.drop([('TOT', l) for l in del_sector], axis=0, inplace=True)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 287
        },
        "id": "bvGGyzIyi28s",
        "outputId": "4b324eca-3d33-493f-927f-acd59f148266"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th colspan=\"40\" halign=\"left\">AUS</th>\n",
              "      <th>...</th>\n",
              "      <th colspan=\"4\" halign=\"left\">RUS</th>\n",
              "      <th colspan=\"5\" halign=\"left\">SVK</th>\n",
              "      <th colspan=\"5\" halign=\"left\">SVN</th>\n",
              "      <th colspan=\"5\" halign=\"left\">SWE</th>\n",
              "      <th colspan=\"5\" halign=\"left\">TUR</th>\n",
              "      <th colspan=\"5\" halign=\"left\">TWN</th>\n",
              "      <th colspan=\"5\" halign=\"left\">USA</th>\n",
              "      <th colspan=\"5\" halign=\"left\">ROW</th>\n",
              "      <th>TOT</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th>A01</th>\n",
              "      <th>A02</th>\n",
              "      <th>A03</th>\n",
              "      <th>B</th>\n",
              "      <th>C10-C12</th>\n",
              "      <th>C13-C15</th>\n",
              "      <th>C16</th>\n",
              "      <th>C17</th>\n",
              "      <th>C18</th>\n",
              "      <th>C19</th>\n",
              "      <th>C20</th>\n",
              "      <th>C21</th>\n",
              "      <th>C22</th>\n",
              "      <th>C23</th>\n",
              "      <th>C24</th>\n",
              "      <th>C25</th>\n",
              "      <th>C26</th>\n",
              "      <th>C27</th>\n",
              "      <th>C28</th>\n",
              "      <th>C29</th>\n",
              "      <th>C30</th>\n",
              "      <th>C31_C32</th>\n",
              "      <th>C33</th>\n",
              "      <th>D35</th>\n",
              "      <th>E36</th>\n",
              "      <th>E37-E39</th>\n",
              "      <th>F</th>\n",
              "      <th>G45</th>\n",
              "      <th>G46</th>\n",
              "      <th>G47</th>\n",
              "      <th>H49</th>\n",
              "      <th>H50</th>\n",
              "      <th>H51</th>\n",
              "      <th>H52</th>\n",
              "      <th>H53</th>\n",
              "      <th>I</th>\n",
              "      <th>J58</th>\n",
              "      <th>J59_J60</th>\n",
              "      <th>J61</th>\n",
              "      <th>J62_J63</th>\n",
              "      <th>...</th>\n",
              "      <th>CONS_np</th>\n",
              "      <th>CONS_g</th>\n",
              "      <th>GFCF</th>\n",
              "      <th>INVEN</th>\n",
              "      <th>CONS_h</th>\n",
              "      <th>CONS_np</th>\n",
              "      <th>CONS_g</th>\n",
              "      <th>GFCF</th>\n",
              "      <th>INVEN</th>\n",
              "      <th>CONS_h</th>\n",
              "      <th>CONS_np</th>\n",
              "      <th>CONS_g</th>\n",
              "      <th>GFCF</th>\n",
              "      <th>INVEN</th>\n",
              "      <th>CONS_h</th>\n",
              "      <th>CONS_np</th>\n",
              "      <th>CONS_g</th>\n",
              "      <th>GFCF</th>\n",
              "      <th>INVEN</th>\n",
              "      <th>CONS_h</th>\n",
              "      <th>CONS_np</th>\n",
              "      <th>CONS_g</th>\n",
              "      <th>GFCF</th>\n",
              "      <th>INVEN</th>\n",
              "      <th>CONS_h</th>\n",
              "      <th>CONS_np</th>\n",
              "      <th>CONS_g</th>\n",
              "      <th>GFCF</th>\n",
              "      <th>INVEN</th>\n",
              "      <th>CONS_h</th>\n",
              "      <th>CONS_np</th>\n",
              "      <th>CONS_g</th>\n",
              "      <th>GFCF</th>\n",
              "      <th>INVEN</th>\n",
              "      <th>CONS_h</th>\n",
              "      <th>CONS_np</th>\n",
              "      <th>CONS_g</th>\n",
              "      <th>GFCF</th>\n",
              "      <th>INVEN</th>\n",
              "      <th>GO</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th rowspan=\"3\" valign=\"top\">ROW</th>\n",
              "      <th>R_S</th>\n",
              "      <td>2.1879</td>\n",
              "      <td>0.0112</td>\n",
              "      <td>0.1283</td>\n",
              "      <td>12.7066</td>\n",
              "      <td>5.1544</td>\n",
              "      <td>0.2974</td>\n",
              "      <td>0.2132</td>\n",
              "      <td>0.7038</td>\n",
              "      <td>0.5920</td>\n",
              "      <td>0.1078</td>\n",
              "      <td>1.0337</td>\n",
              "      <td>0.7572</td>\n",
              "      <td>0.3481</td>\n",
              "      <td>1.2048</td>\n",
              "      <td>1.0332</td>\n",
              "      <td>1.6639</td>\n",
              "      <td>0.1454</td>\n",
              "      <td>0.2996</td>\n",
              "      <td>0.4562</td>\n",
              "      <td>0.7439</td>\n",
              "      <td>0.7041</td>\n",
              "      <td>0.2783</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.2147</td>\n",
              "      <td>0.3905</td>\n",
              "      <td>0.2389</td>\n",
              "      <td>22.3658</td>\n",
              "      <td>0.3391</td>\n",
              "      <td>9.5946</td>\n",
              "      <td>12.2600</td>\n",
              "      <td>10.8435</td>\n",
              "      <td>0.6264</td>\n",
              "      <td>1.5002</td>\n",
              "      <td>3.7300</td>\n",
              "      <td>0.9621</td>\n",
              "      <td>4.7502</td>\n",
              "      <td>0.9923</td>\n",
              "      <td>5.7563</td>\n",
              "      <td>1.9481</td>\n",
              "      <td>2.0187</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0163</td>\n",
              "      <td>0.6676</td>\n",
              "      <td>0.5938</td>\n",
              "      <td>0.0448</td>\n",
              "      <td>0.9906</td>\n",
              "      <td>0.1534</td>\n",
              "      <td>0.1712</td>\n",
              "      <td>0.1081</td>\n",
              "      <td>0.0003</td>\n",
              "      <td>2.6904</td>\n",
              "      <td>0.0731</td>\n",
              "      <td>0.5266</td>\n",
              "      <td>0.1787</td>\n",
              "      <td>0.0025</td>\n",
              "      <td>27.6286</td>\n",
              "      <td>1.3245</td>\n",
              "      <td>22.5440</td>\n",
              "      <td>1.6764</td>\n",
              "      <td>0.0098</td>\n",
              "      <td>62.3797</td>\n",
              "      <td>0.0</td>\n",
              "      <td>70.6079</td>\n",
              "      <td>0.3565</td>\n",
              "      <td>0.0133</td>\n",
              "      <td>654.2852</td>\n",
              "      <td>10.5934</td>\n",
              "      <td>51.0644</td>\n",
              "      <td>4.2745</td>\n",
              "      <td>0.0457</td>\n",
              "      <td>572.6983</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.003</td>\n",
              "      <td>4.0934</td>\n",
              "      <td>0.1147</td>\n",
              "      <td>233841.2259</td>\n",
              "      <td>11700.9353</td>\n",
              "      <td>27314.8039</td>\n",
              "      <td>11.4778</td>\n",
              "      <td>2171.8532</td>\n",
              "      <td>457353.4452</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>T</th>\n",
              "      <td>0.0412</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0001</td>\n",
              "      <td>1.9062</td>\n",
              "      <td>0.4859</td>\n",
              "      <td>0.0394</td>\n",
              "      <td>0.0384</td>\n",
              "      <td>0.2365</td>\n",
              "      <td>0.1085</td>\n",
              "      <td>0.0052</td>\n",
              "      <td>0.2549</td>\n",
              "      <td>0.2301</td>\n",
              "      <td>0.2197</td>\n",
              "      <td>0.1360</td>\n",
              "      <td>0.1867</td>\n",
              "      <td>0.2484</td>\n",
              "      <td>0.0161</td>\n",
              "      <td>0.0207</td>\n",
              "      <td>0.1201</td>\n",
              "      <td>0.4860</td>\n",
              "      <td>0.0896</td>\n",
              "      <td>0.1141</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.1644</td>\n",
              "      <td>0.0441</td>\n",
              "      <td>0.0664</td>\n",
              "      <td>10.5276</td>\n",
              "      <td>0.0272</td>\n",
              "      <td>0.3691</td>\n",
              "      <td>0.5929</td>\n",
              "      <td>0.2860</td>\n",
              "      <td>0.0921</td>\n",
              "      <td>0.0467</td>\n",
              "      <td>0.2234</td>\n",
              "      <td>0.0600</td>\n",
              "      <td>0.1733</td>\n",
              "      <td>0.0506</td>\n",
              "      <td>0.0028</td>\n",
              "      <td>0.0078</td>\n",
              "      <td>0.0063</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0003</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0002</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0003</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0059</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0002</td>\n",
              "      <td>0.0008</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0116</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0009</td>\n",
              "      <td>0.0068</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0019</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0016</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>35.6673</td>\n",
              "      <td>0.7369</td>\n",
              "      <td>0.0025</td>\n",
              "      <td>0.0160</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>25.3555</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>14200.5315</td>\n",
              "      <td>0.0009</td>\n",
              "      <td>0.0705</td>\n",
              "      <td>0.0029</td>\n",
              "      <td>-73.4201</td>\n",
              "      <td>19919.4457</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>U</th>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.7195</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>30.4567</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.8744</td>\n",
              "      <td>32.0506</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th rowspan=\"2\" valign=\"top\">TOT</th>\n",
              "      <th>VA</th>\n",
              "      <td>30489.1902</td>\n",
              "      <td>1569.8989</td>\n",
              "      <td>1894.7385</td>\n",
              "      <td>98315.1199</td>\n",
              "      <td>24247.3962</td>\n",
              "      <td>2335.7709</td>\n",
              "      <td>3382.9976</td>\n",
              "      <td>2463.2593</td>\n",
              "      <td>3042.4213</td>\n",
              "      <td>3751.8035</td>\n",
              "      <td>5333.5712</td>\n",
              "      <td>3360.2318</td>\n",
              "      <td>4251.7404</td>\n",
              "      <td>5473.8085</td>\n",
              "      <td>4766.2475</td>\n",
              "      <td>10112.5675</td>\n",
              "      <td>4016.7974</td>\n",
              "      <td>2265.6522</td>\n",
              "      <td>4993.9055</td>\n",
              "      <td>3167.1778</td>\n",
              "      <td>3581.5153</td>\n",
              "      <td>2161.8402</td>\n",
              "      <td>0.0</td>\n",
              "      <td>22113.1706</td>\n",
              "      <td>10234.9181</td>\n",
              "      <td>3357.6873</td>\n",
              "      <td>119992.6587</td>\n",
              "      <td>6931.4732</td>\n",
              "      <td>59177.7294</td>\n",
              "      <td>64839.2607</td>\n",
              "      <td>27824.2548</td>\n",
              "      <td>3461.9192</td>\n",
              "      <td>6222.2473</td>\n",
              "      <td>27037.0365</td>\n",
              "      <td>4605.4574</td>\n",
              "      <td>36235.2458</td>\n",
              "      <td>6370.6429</td>\n",
              "      <td>7010.7640</td>\n",
              "      <td>20233.0396</td>\n",
              "      <td>26689.0919</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GO</th>\n",
              "      <td>70292.0345</td>\n",
              "      <td>2585.3797</td>\n",
              "      <td>3175.0444</td>\n",
              "      <td>171985.1223</td>\n",
              "      <td>83504.0366</td>\n",
              "      <td>5064.0241</td>\n",
              "      <td>8999.7753</td>\n",
              "      <td>7925.2296</td>\n",
              "      <td>7784.0817</td>\n",
              "      <td>24455.0203</td>\n",
              "      <td>16160.9847</td>\n",
              "      <td>9784.7400</td>\n",
              "      <td>10784.6138</td>\n",
              "      <td>15538.1125</td>\n",
              "      <td>43584.6650</td>\n",
              "      <td>26102.3534</td>\n",
              "      <td>6032.9365</td>\n",
              "      <td>6013.8132</td>\n",
              "      <td>13821.5713</td>\n",
              "      <td>14087.4758</td>\n",
              "      <td>10714.4952</td>\n",
              "      <td>5695.0920</td>\n",
              "      <td>0.0</td>\n",
              "      <td>58881.7464</td>\n",
              "      <td>16475.4600</td>\n",
              "      <td>4247.0699</td>\n",
              "      <td>388428.5624</td>\n",
              "      <td>16037.7977</td>\n",
              "      <td>122996.7408</td>\n",
              "      <td>106061.0634</td>\n",
              "      <td>63815.3243</td>\n",
              "      <td>8193.5157</td>\n",
              "      <td>22758.4358</td>\n",
              "      <td>50759.4695</td>\n",
              "      <td>11041.3125</td>\n",
              "      <td>77107.0822</td>\n",
              "      <td>10601.5554</td>\n",
              "      <td>16208.0088</td>\n",
              "      <td>48156.5223</td>\n",
              "      <td>49016.9097</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 2685 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                AUS                        ...      ROW                     TOT\n",
              "                A01        A02        A03  ...     GFCF      INVEN           GO\n",
              "ROW R_S      2.1879     0.0112     0.1283  ...  11.4778  2171.8532  457353.4452\n",
              "    T        0.0412     0.0000     0.0001  ...   0.0029   -73.4201   19919.4457\n",
              "    U        0.0000     0.0000     0.0000  ...   0.0000     0.8744      32.0506\n",
              "TOT VA   30489.1902  1569.8989  1894.7385  ...   0.0000     0.0000       0.0000\n",
              "    GO   70292.0345  2585.3797  3175.0444  ...   0.0000     0.0000       0.0000\n",
              "\n",
              "[5 rows x 2685 columns]"
            ]
          },
          "execution_count": 14,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "df.tail()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JHx7_qXCpCel"
      },
      "source": [
        "데이터프레임 둘러보기\n",
        "- f-string 이용"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 492
        },
        "id": "_c4iBHJyi28s",
        "outputId": "2f33df9c-73f1-4998-de32-3330fcdc339f"
      },
      "outputs": [
        {
          "data": {
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th colspan=\"40\" halign=\"left\">AUS</th>\n",
              "      <th>...</th>\n",
              "      <th colspan=\"4\" halign=\"left\">RUS</th>\n",
              "      <th colspan=\"5\" halign=\"left\">SVK</th>\n",
              "      <th colspan=\"5\" halign=\"left\">SVN</th>\n",
              "      <th colspan=\"5\" halign=\"left\">SWE</th>\n",
              "      <th colspan=\"5\" halign=\"left\">TUR</th>\n",
              "      <th colspan=\"5\" halign=\"left\">TWN</th>\n",
              "      <th colspan=\"5\" halign=\"left\">USA</th>\n",
              "      <th colspan=\"5\" halign=\"left\">ROW</th>\n",
              "      <th>TOT</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th>A01</th>\n",
              "      <th>A02</th>\n",
              "      <th>A03</th>\n",
              "      <th>B</th>\n",
              "      <th>C10-C12</th>\n",
              "      <th>C13-C15</th>\n",
              "      <th>C16</th>\n",
              "      <th>C17</th>\n",
              "      <th>C18</th>\n",
              "      <th>C19</th>\n",
              "      <th>C20</th>\n",
              "      <th>C21</th>\n",
              "      <th>C22</th>\n",
              "      <th>C23</th>\n",
              "      <th>C24</th>\n",
              "      <th>C25</th>\n",
              "      <th>C26</th>\n",
              "      <th>C27</th>\n",
              "      <th>C28</th>\n",
              "      <th>C29</th>\n",
              "      <th>C30</th>\n",
              "      <th>C31_C32</th>\n",
              "      <th>C33</th>\n",
              "      <th>D35</th>\n",
              "      <th>E36</th>\n",
              "      <th>E37-E39</th>\n",
              "      <th>F</th>\n",
              "      <th>G45</th>\n",
              "      <th>G46</th>\n",
              "      <th>G47</th>\n",
              "      <th>H49</th>\n",
              "      <th>H50</th>\n",
              "      <th>H51</th>\n",
              "      <th>H52</th>\n",
              "      <th>H53</th>\n",
              "      <th>I</th>\n",
              "      <th>J58</th>\n",
              "      <th>J59_J60</th>\n",
              "      <th>J61</th>\n",
              "      <th>J62_J63</th>\n",
              "      <th>...</th>\n",
              "      <th>CONS_np</th>\n",
              "      <th>CONS_g</th>\n",
              "      <th>GFCF</th>\n",
              "      <th>INVEN</th>\n",
              "      <th>CONS_h</th>\n",
              "      <th>CONS_np</th>\n",
              "      <th>CONS_g</th>\n",
              "      <th>GFCF</th>\n",
              "      <th>INVEN</th>\n",
              "      <th>CONS_h</th>\n",
              "      <th>CONS_np</th>\n",
              "      <th>CONS_g</th>\n",
              "      <th>GFCF</th>\n",
              "      <th>INVEN</th>\n",
              "      <th>CONS_h</th>\n",
              "      <th>CONS_np</th>\n",
              "      <th>CONS_g</th>\n",
              "      <th>GFCF</th>\n",
              "      <th>INVEN</th>\n",
              "      <th>CONS_h</th>\n",
              "      <th>CONS_np</th>\n",
              "      <th>CONS_g</th>\n",
              "      <th>GFCF</th>\n",
              "      <th>INVEN</th>\n",
              "      <th>CONS_h</th>\n",
              "      <th>CONS_np</th>\n",
              "      <th>CONS_g</th>\n",
              "      <th>GFCF</th>\n",
              "      <th>INVEN</th>\n",
              "      <th>CONS_h</th>\n",
              "      <th>CONS_np</th>\n",
              "      <th>CONS_g</th>\n",
              "      <th>GFCF</th>\n",
              "      <th>INVEN</th>\n",
              "      <th>CONS_h</th>\n",
              "      <th>CONS_np</th>\n",
              "      <th>CONS_g</th>\n",
              "      <th>GFCF</th>\n",
              "      <th>INVEN</th>\n",
              "      <th>GO</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th rowspan=\"5\" valign=\"top\">AUS</th>\n",
              "      <th>A01</th>\n",
              "      <td>12,924.18</td>\n",
              "      <td>112.45</td>\n",
              "      <td>228.48</td>\n",
              "      <td>538.89</td>\n",
              "      <td>25,139.33</td>\n",
              "      <td>737.49</td>\n",
              "      <td>4.48</td>\n",
              "      <td>3.13</td>\n",
              "      <td>1.89</td>\n",
              "      <td>0.23</td>\n",
              "      <td>86.72</td>\n",
              "      <td>109.15</td>\n",
              "      <td>147.25</td>\n",
              "      <td>5.05</td>\n",
              "      <td>8.13</td>\n",
              "      <td>6.34</td>\n",
              "      <td>0.34</td>\n",
              "      <td>1.12</td>\n",
              "      <td>2.31</td>\n",
              "      <td>2.49</td>\n",
              "      <td>2.51</td>\n",
              "      <td>9.45</td>\n",
              "      <td>0.00</td>\n",
              "      <td>14.30</td>\n",
              "      <td>14.18</td>\n",
              "      <td>0.42</td>\n",
              "      <td>838.40</td>\n",
              "      <td>5.77</td>\n",
              "      <td>435.53</td>\n",
              "      <td>1,338.14</td>\n",
              "      <td>50.20</td>\n",
              "      <td>4.49</td>\n",
              "      <td>6.67</td>\n",
              "      <td>27.54</td>\n",
              "      <td>4.59</td>\n",
              "      <td>1,257.11</td>\n",
              "      <td>1.99</td>\n",
              "      <td>36.93</td>\n",
              "      <td>13.32</td>\n",
              "      <td>18.04</td>\n",
              "      <td>...</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.03</td>\n",
              "      <td>0.01</td>\n",
              "      <td>2.80</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.03</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>6.50</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>7.25</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.06</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.07</td>\n",
              "      <td>20.97</td>\n",
              "      <td>0.23</td>\n",
              "      <td>0.03</td>\n",
              "      <td>0.32</td>\n",
              "      <td>0.42</td>\n",
              "      <td>57.28</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.32</td>\n",
              "      <td>0.03</td>\n",
              "      <td>723.19</td>\n",
              "      <td>0.00</td>\n",
              "      <td>14.16</td>\n",
              "      <td>20.52</td>\n",
              "      <td>0.01</td>\n",
              "      <td>70,292.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>A02</th>\n",
              "      <td>83.03</td>\n",
              "      <td>201.50</td>\n",
              "      <td>0.19</td>\n",
              "      <td>17.19</td>\n",
              "      <td>2.65</td>\n",
              "      <td>0.09</td>\n",
              "      <td>1,430.80</td>\n",
              "      <td>0.37</td>\n",
              "      <td>4.93</td>\n",
              "      <td>0.25</td>\n",
              "      <td>160.77</td>\n",
              "      <td>29.62</td>\n",
              "      <td>25.46</td>\n",
              "      <td>1.08</td>\n",
              "      <td>1.23</td>\n",
              "      <td>1.00</td>\n",
              "      <td>0.08</td>\n",
              "      <td>0.16</td>\n",
              "      <td>0.34</td>\n",
              "      <td>0.67</td>\n",
              "      <td>0.37</td>\n",
              "      <td>0.20</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.42</td>\n",
              "      <td>0.28</td>\n",
              "      <td>0.28</td>\n",
              "      <td>15.98</td>\n",
              "      <td>0.41</td>\n",
              "      <td>7.42</td>\n",
              "      <td>4.51</td>\n",
              "      <td>5.74</td>\n",
              "      <td>0.45</td>\n",
              "      <td>3.27</td>\n",
              "      <td>8.09</td>\n",
              "      <td>0.86</td>\n",
              "      <td>6.94</td>\n",
              "      <td>0.39</td>\n",
              "      <td>0.64</td>\n",
              "      <td>1.08</td>\n",
              "      <td>3.96</td>\n",
              "      <td>...</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.16</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.39</td>\n",
              "      <td>0.00</td>\n",
              "      <td>15.29</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.42</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>-0.00</td>\n",
              "      <td>2,585.38</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>A03</th>\n",
              "      <td>19.15</td>\n",
              "      <td>0.00</td>\n",
              "      <td>19.11</td>\n",
              "      <td>4.23</td>\n",
              "      <td>316.08</td>\n",
              "      <td>22.87</td>\n",
              "      <td>0.25</td>\n",
              "      <td>0.27</td>\n",
              "      <td>0.30</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.20</td>\n",
              "      <td>0.24</td>\n",
              "      <td>0.29</td>\n",
              "      <td>0.78</td>\n",
              "      <td>0.85</td>\n",
              "      <td>0.73</td>\n",
              "      <td>0.06</td>\n",
              "      <td>0.12</td>\n",
              "      <td>0.25</td>\n",
              "      <td>0.50</td>\n",
              "      <td>0.28</td>\n",
              "      <td>121.66</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.11</td>\n",
              "      <td>0.22</td>\n",
              "      <td>0.22</td>\n",
              "      <td>11.97</td>\n",
              "      <td>0.31</td>\n",
              "      <td>30.12</td>\n",
              "      <td>419.36</td>\n",
              "      <td>2.06</td>\n",
              "      <td>0.34</td>\n",
              "      <td>2.53</td>\n",
              "      <td>6.28</td>\n",
              "      <td>0.62</td>\n",
              "      <td>246.85</td>\n",
              "      <td>0.29</td>\n",
              "      <td>0.48</td>\n",
              "      <td>0.73</td>\n",
              "      <td>3.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.38</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.31</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.01</td>\n",
              "      <td>404.04</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.36</td>\n",
              "      <td>0.00</td>\n",
              "      <td>3,175.04</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>B</th>\n",
              "      <td>115.93</td>\n",
              "      <td>0.69</td>\n",
              "      <td>5.92</td>\n",
              "      <td>4,492.04</td>\n",
              "      <td>331.61</td>\n",
              "      <td>5.98</td>\n",
              "      <td>29.74</td>\n",
              "      <td>49.76</td>\n",
              "      <td>21.38</td>\n",
              "      <td>10,759.60</td>\n",
              "      <td>550.75</td>\n",
              "      <td>24.57</td>\n",
              "      <td>49.80</td>\n",
              "      <td>611.34</td>\n",
              "      <td>11,722.13</td>\n",
              "      <td>108.14</td>\n",
              "      <td>4.94</td>\n",
              "      <td>12.32</td>\n",
              "      <td>24.63</td>\n",
              "      <td>27.50</td>\n",
              "      <td>26.52</td>\n",
              "      <td>28.09</td>\n",
              "      <td>0.00</td>\n",
              "      <td>998.40</td>\n",
              "      <td>28.49</td>\n",
              "      <td>3.26</td>\n",
              "      <td>2,469.29</td>\n",
              "      <td>17.19</td>\n",
              "      <td>1,366.57</td>\n",
              "      <td>163.80</td>\n",
              "      <td>196.12</td>\n",
              "      <td>17.76</td>\n",
              "      <td>63.63</td>\n",
              "      <td>151.86</td>\n",
              "      <td>60.46</td>\n",
              "      <td>191.85</td>\n",
              "      <td>16.21</td>\n",
              "      <td>20.94</td>\n",
              "      <td>85.52</td>\n",
              "      <td>82.98</td>\n",
              "      <td>...</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.03</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.16</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.12</td>\n",
              "      <td>0.03</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.06</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.81</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.15</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.01</td>\n",
              "      <td>11.31</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.61</td>\n",
              "      <td>0.05</td>\n",
              "      <td>14.87</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.59</td>\n",
              "      <td>19.73</td>\n",
              "      <td>-0.28</td>\n",
              "      <td>171,985.12</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>C10-C12</th>\n",
              "      <td>1,590.84</td>\n",
              "      <td>0.88</td>\n",
              "      <td>42.54</td>\n",
              "      <td>203.01</td>\n",
              "      <td>10,851.76</td>\n",
              "      <td>262.23</td>\n",
              "      <td>11.47</td>\n",
              "      <td>18.14</td>\n",
              "      <td>10.90</td>\n",
              "      <td>2.90</td>\n",
              "      <td>243.45</td>\n",
              "      <td>108.62</td>\n",
              "      <td>27.64</td>\n",
              "      <td>21.25</td>\n",
              "      <td>33.23</td>\n",
              "      <td>27.48</td>\n",
              "      <td>5.77</td>\n",
              "      <td>15.40</td>\n",
              "      <td>24.89</td>\n",
              "      <td>24.22</td>\n",
              "      <td>27.38</td>\n",
              "      <td>28.68</td>\n",
              "      <td>0.00</td>\n",
              "      <td>22.51</td>\n",
              "      <td>15.84</td>\n",
              "      <td>7.95</td>\n",
              "      <td>445.81</td>\n",
              "      <td>50.40</td>\n",
              "      <td>1,205.24</td>\n",
              "      <td>1,535.18</td>\n",
              "      <td>56.45</td>\n",
              "      <td>4.90</td>\n",
              "      <td>31.44</td>\n",
              "      <td>23.05</td>\n",
              "      <td>22.52</td>\n",
              "      <td>11,916.77</td>\n",
              "      <td>4.27</td>\n",
              "      <td>21.15</td>\n",
              "      <td>19.87</td>\n",
              "      <td>27.10</td>\n",
              "      <td>...</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.03</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.13</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.21</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>19.10</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.03</td>\n",
              "      <td>0.00</td>\n",
              "      <td>3.81</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.13</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.00</td>\n",
              "      <td>376.32</td>\n",
              "      <td>1.42</td>\n",
              "      <td>0.14</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.01</td>\n",
              "      <td>2,197.93</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.39</td>\n",
              "      <td>0.04</td>\n",
              "      <td>4,810.23</td>\n",
              "      <td>0.00</td>\n",
              "      <td>47.02</td>\n",
              "      <td>1.35</td>\n",
              "      <td>0.03</td>\n",
              "      <td>83,504.04</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\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",
              "      <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",
              "      <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",
              "      <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 rowspan=\"3\" valign=\"top\">ROW</th>\n",
              "      <th>R_S</th>\n",
              "      <td>2.19</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.13</td>\n",
              "      <td>12.71</td>\n",
              "      <td>5.15</td>\n",
              "      <td>0.30</td>\n",
              "      <td>0.21</td>\n",
              "      <td>0.70</td>\n",
              "      <td>0.59</td>\n",
              "      <td>0.11</td>\n",
              "      <td>1.03</td>\n",
              "      <td>0.76</td>\n",
              "      <td>0.35</td>\n",
              "      <td>1.20</td>\n",
              "      <td>1.03</td>\n",
              "      <td>1.66</td>\n",
              "      <td>0.15</td>\n",
              "      <td>0.30</td>\n",
              "      <td>0.46</td>\n",
              "      <td>0.74</td>\n",
              "      <td>0.70</td>\n",
              "      <td>0.28</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.21</td>\n",
              "      <td>0.39</td>\n",
              "      <td>0.24</td>\n",
              "      <td>22.37</td>\n",
              "      <td>0.34</td>\n",
              "      <td>9.59</td>\n",
              "      <td>12.26</td>\n",
              "      <td>10.84</td>\n",
              "      <td>0.63</td>\n",
              "      <td>1.50</td>\n",
              "      <td>3.73</td>\n",
              "      <td>0.96</td>\n",
              "      <td>4.75</td>\n",
              "      <td>0.99</td>\n",
              "      <td>5.76</td>\n",
              "      <td>1.95</td>\n",
              "      <td>2.02</td>\n",
              "      <td>...</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.67</td>\n",
              "      <td>0.59</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.99</td>\n",
              "      <td>0.15</td>\n",
              "      <td>0.17</td>\n",
              "      <td>0.11</td>\n",
              "      <td>0.00</td>\n",
              "      <td>2.69</td>\n",
              "      <td>0.07</td>\n",
              "      <td>0.53</td>\n",
              "      <td>0.18</td>\n",
              "      <td>0.00</td>\n",
              "      <td>27.63</td>\n",
              "      <td>1.32</td>\n",
              "      <td>22.54</td>\n",
              "      <td>1.68</td>\n",
              "      <td>0.01</td>\n",
              "      <td>62.38</td>\n",
              "      <td>0.00</td>\n",
              "      <td>70.61</td>\n",
              "      <td>0.36</td>\n",
              "      <td>0.01</td>\n",
              "      <td>654.29</td>\n",
              "      <td>10.59</td>\n",
              "      <td>51.06</td>\n",
              "      <td>4.27</td>\n",
              "      <td>0.05</td>\n",
              "      <td>572.70</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>4.09</td>\n",
              "      <td>0.11</td>\n",
              "      <td>233,841.23</td>\n",
              "      <td>11,700.94</td>\n",
              "      <td>27,314.80</td>\n",
              "      <td>11.48</td>\n",
              "      <td>2,171.85</td>\n",
              "      <td>457,353.45</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>T</th>\n",
              "      <td>0.04</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.91</td>\n",
              "      <td>0.49</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.24</td>\n",
              "      <td>0.11</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.25</td>\n",
              "      <td>0.23</td>\n",
              "      <td>0.22</td>\n",
              "      <td>0.14</td>\n",
              "      <td>0.19</td>\n",
              "      <td>0.25</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.12</td>\n",
              "      <td>0.49</td>\n",
              "      <td>0.09</td>\n",
              "      <td>0.11</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.16</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.07</td>\n",
              "      <td>10.53</td>\n",
              "      <td>0.03</td>\n",
              "      <td>0.37</td>\n",
              "      <td>0.59</td>\n",
              "      <td>0.29</td>\n",
              "      <td>0.09</td>\n",
              "      <td>0.05</td>\n",
              "      <td>0.22</td>\n",
              "      <td>0.06</td>\n",
              "      <td>0.17</td>\n",
              "      <td>0.05</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.01</td>\n",
              "      <td>...</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>35.67</td>\n",
              "      <td>0.74</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.00</td>\n",
              "      <td>25.36</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>14,200.53</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.07</td>\n",
              "      <td>0.00</td>\n",
              "      <td>-73.42</td>\n",
              "      <td>19,919.45</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>U</th>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.72</td>\n",
              "      <td>0.00</td>\n",
              "      <td>30.46</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.87</td>\n",
              "      <td>32.05</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th rowspan=\"2\" valign=\"top\">TOT</th>\n",
              "      <th>VA</th>\n",
              "      <td>30,489.19</td>\n",
              "      <td>1,569.90</td>\n",
              "      <td>1,894.74</td>\n",
              "      <td>98,315.12</td>\n",
              "      <td>24,247.40</td>\n",
              "      <td>2,335.77</td>\n",
              "      <td>3,383.00</td>\n",
              "      <td>2,463.26</td>\n",
              "      <td>3,042.42</td>\n",
              "      <td>3,751.80</td>\n",
              "      <td>5,333.57</td>\n",
              "      <td>3,360.23</td>\n",
              "      <td>4,251.74</td>\n",
              "      <td>5,473.81</td>\n",
              "      <td>4,766.25</td>\n",
              "      <td>10,112.57</td>\n",
              "      <td>4,016.80</td>\n",
              "      <td>2,265.65</td>\n",
              "      <td>4,993.91</td>\n",
              "      <td>3,167.18</td>\n",
              "      <td>3,581.52</td>\n",
              "      <td>2,161.84</td>\n",
              "      <td>0.00</td>\n",
              "      <td>22,113.17</td>\n",
              "      <td>10,234.92</td>\n",
              "      <td>3,357.69</td>\n",
              "      <td>119,992.66</td>\n",
              "      <td>6,931.47</td>\n",
              "      <td>59,177.73</td>\n",
              "      <td>64,839.26</td>\n",
              "      <td>27,824.25</td>\n",
              "      <td>3,461.92</td>\n",
              "      <td>6,222.25</td>\n",
              "      <td>27,037.04</td>\n",
              "      <td>4,605.46</td>\n",
              "      <td>36,235.25</td>\n",
              "      <td>6,370.64</td>\n",
              "      <td>7,010.76</td>\n",
              "      <td>20,233.04</td>\n",
              "      <td>26,689.09</td>\n",
              "      <td>...</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GO</th>\n",
              "      <td>70,292.03</td>\n",
              "      <td>2,585.38</td>\n",
              "      <td>3,175.04</td>\n",
              "      <td>171,985.12</td>\n",
              "      <td>83,504.04</td>\n",
              "      <td>5,064.02</td>\n",
              "      <td>8,999.78</td>\n",
              "      <td>7,925.23</td>\n",
              "      <td>7,784.08</td>\n",
              "      <td>24,455.02</td>\n",
              "      <td>16,160.98</td>\n",
              "      <td>9,784.74</td>\n",
              "      <td>10,784.61</td>\n",
              "      <td>15,538.11</td>\n",
              "      <td>43,584.67</td>\n",
              "      <td>26,102.35</td>\n",
              "      <td>6,032.94</td>\n",
              "      <td>6,013.81</td>\n",
              "      <td>13,821.57</td>\n",
              "      <td>14,087.48</td>\n",
              "      <td>10,714.50</td>\n",
              "      <td>5,695.09</td>\n",
              "      <td>0.00</td>\n",
              "      <td>58,881.75</td>\n",
              "      <td>16,475.46</td>\n",
              "      <td>4,247.07</td>\n",
              "      <td>388,428.56</td>\n",
              "      <td>16,037.80</td>\n",
              "      <td>122,996.74</td>\n",
              "      <td>106,061.06</td>\n",
              "      <td>63,815.32</td>\n",
              "      <td>8,193.52</td>\n",
              "      <td>22,758.44</td>\n",
              "      <td>50,759.47</td>\n",
              "      <td>11,041.31</td>\n",
              "      <td>77,107.08</td>\n",
              "      <td>10,601.56</td>\n",
              "      <td>16,208.01</td>\n",
              "      <td>48,156.52</td>\n",
              "      <td>49,016.91</td>\n",
              "      <td>...</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>2466 rows × 2685 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                   AUS                      ...    ROW                   TOT\n",
              "                   A01       A02       A03  ...   GFCF     INVEN          GO\n",
              "AUS A01      12,924.18    112.45    228.48  ...  20.52      0.01   70,292.03\n",
              "    A02          83.03    201.50      0.19  ...   0.00     -0.00    2,585.38\n",
              "    A03          19.15      0.00     19.11  ...   0.36      0.00    3,175.04\n",
              "    B           115.93      0.69      5.92  ...  19.73     -0.28  171,985.12\n",
              "    C10-C12   1,590.84      0.88     42.54  ...   1.35      0.03   83,504.04\n",
              "...                ...       ...       ...  ...    ...       ...         ...\n",
              "ROW R_S           2.19      0.01      0.13  ...  11.48  2,171.85  457,353.45\n",
              "    T             0.04      0.00      0.00  ...   0.00    -73.42   19,919.45\n",
              "    U             0.00      0.00      0.00  ...   0.00      0.87       32.05\n",
              "TOT VA       30,489.19  1,569.90  1,894.74  ...   0.00      0.00        0.00\n",
              "    GO       70,292.03  2,585.38  3,175.04  ...   0.00      0.00        0.00\n",
              "\n",
              "[2466 rows x 2685 columns]"
            ]
          },
          "execution_count": 15,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "df.applymap(lambda x: f'{x:,.2f}')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ApPFVWK0pWCW"
      },
      "source": [
        "데이터프레임 표시 형식 변경\n",
        "- pd.set_option()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {
        "id": "Lqi64TfWi28t"
      },
      "outputs": [],
      "source": [
        "pd.set_option('display.float_format', lambda x: '{:,.2f}'.format(x) if abs(x) < 100 else '{:,.0f}'.format(x))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "OnWl1hhSi28t"
      },
      "source": [
        "유로지역 국가들을 하나의 지역으로 통합\n",
        "- 유로지역 국가이름을 'EU'로 대응시키는 딕셔너리 생성\n",
        "- 딕셔너리를 이용하여 행과 열에 있는 유로지역 국가명을 'EU'로 변경\n",
        "- 데이터프레임 값을 국가 이름 기준으로 다시 정리\n",
        "    - 행과 열 각각에 대해 행과 열 라벨을 기준으로 값 더하기 groupby(df.columns)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Aqs2fsM6ps2V",
        "outputId": "8fbb0a14-47f3-4dd4-cadb-a740f930d3d8"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "{'AUT': 'EU',\n",
              " 'BEL': 'EU',\n",
              " 'BGR': 'EU',\n",
              " 'CYP': 'EU',\n",
              " 'CZE': 'EU',\n",
              " 'DEU': 'EU',\n",
              " 'DNK': 'EU',\n",
              " 'ESP': 'EU',\n",
              " 'EST': 'EU',\n",
              " 'FIN': 'EU',\n",
              " 'FRA': 'EU',\n",
              " 'GBR': 'EU',\n",
              " 'GRC': 'EU',\n",
              " 'HRV': 'EU',\n",
              " 'HUN': 'EU',\n",
              " 'IRL': 'EU',\n",
              " 'ITA': 'EU',\n",
              " 'LTU': 'EU',\n",
              " 'LUX': 'EU',\n",
              " 'LVA': 'EU',\n",
              " 'MLT': 'EU',\n",
              " 'NLD': 'EU',\n",
              " 'POL': 'EU',\n",
              " 'PRT': 'EU',\n",
              " 'ROU': 'EU',\n",
              " 'SVK': 'EU',\n",
              " 'SVN': 'EU',\n",
              " 'SWE': 'EU'}"
            ]
          },
          "execution_count": 17,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "dict(zip(EU, ['EU'] * len(EU)))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {
        "id": "RlOO29fQi28t"
      },
      "outputs": [],
      "source": [
        "df.rename(columns = dict(zip(EU, ['EU'] * len(EU))), level = 0, inplace = True)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "id": "iVFnb_nWi28t"
      },
      "outputs": [],
      "source": [
        "df = df.rename(index = dict(zip(EU, ['EU'] * len(EU))), level = 0)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {
        "id": "dqHd3Pvji28u"
      },
      "outputs": [],
      "source": [
        "df = df.groupby(df.columns, axis=1, sort=False).sum()\n",
        "df = df.groupby(df.index, axis=0, sort=False).sum()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 669
        },
        "id": "1GOkE9TAi28u",
        "outputId": "4f7c796d-ef4c-4df3-c074-59621b093c53"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
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              "\n",
              "    .dataframe tbody tr th {\n",
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>(AUS, A01)</th>\n",
              "      <th>(AUS, A02)</th>\n",
              "      <th>(AUS, A03)</th>\n",
              "      <th>(AUS, B)</th>\n",
              "      <th>(AUS, C10-C12)</th>\n",
              "      <th>(AUS, C13-C15)</th>\n",
              "      <th>(AUS, C16)</th>\n",
              "      <th>(AUS, C17)</th>\n",
              "      <th>(AUS, C18)</th>\n",
              "      <th>(AUS, C19)</th>\n",
              "      <th>(AUS, C20)</th>\n",
              "      <th>(AUS, C21)</th>\n",
              "      <th>(AUS, C22)</th>\n",
              "      <th>(AUS, C23)</th>\n",
              "      <th>(AUS, C24)</th>\n",
              "      <th>(AUS, C25)</th>\n",
              "      <th>(AUS, C26)</th>\n",
              "      <th>(AUS, C27)</th>\n",
              "      <th>(AUS, C28)</th>\n",
              "      <th>(AUS, C29)</th>\n",
              "      <th>(AUS, C30)</th>\n",
              "      <th>(AUS, C31_C32)</th>\n",
              "      <th>(AUS, C33)</th>\n",
              "      <th>(AUS, D35)</th>\n",
              "      <th>(AUS, E36)</th>\n",
              "      <th>(AUS, E37-E39)</th>\n",
              "      <th>(AUS, F)</th>\n",
              "      <th>(AUS, G45)</th>\n",
              "      <th>(AUS, G46)</th>\n",
              "      <th>(AUS, G47)</th>\n",
              "      <th>(AUS, H49)</th>\n",
              "      <th>(AUS, H50)</th>\n",
              "      <th>(AUS, H51)</th>\n",
              "      <th>(AUS, H52)</th>\n",
              "      <th>(AUS, H53)</th>\n",
              "      <th>(AUS, I)</th>\n",
              "      <th>(AUS, J58)</th>\n",
              "      <th>(AUS, J59_J60)</th>\n",
              "      <th>(AUS, J61)</th>\n",
              "      <th>(AUS, J62_J63)</th>\n",
              "      <th>...</th>\n",
              "      <th>(KOR, CONS_np)</th>\n",
              "      <th>(KOR, CONS_g)</th>\n",
              "      <th>(KOR, GFCF)</th>\n",
              "      <th>(KOR, INVEN)</th>\n",
              "      <th>(MEX, CONS_h)</th>\n",
              "      <th>(MEX, CONS_np)</th>\n",
              "      <th>(MEX, CONS_g)</th>\n",
              "      <th>(MEX, GFCF)</th>\n",
              "      <th>(MEX, INVEN)</th>\n",
              "      <th>(NOR, CONS_h)</th>\n",
              "      <th>(NOR, CONS_np)</th>\n",
              "      <th>(NOR, CONS_g)</th>\n",
              "      <th>(NOR, GFCF)</th>\n",
              "      <th>(NOR, INVEN)</th>\n",
              "      <th>(RUS, CONS_h)</th>\n",
              "      <th>(RUS, CONS_np)</th>\n",
              "      <th>(RUS, CONS_g)</th>\n",
              "      <th>(RUS, GFCF)</th>\n",
              "      <th>(RUS, INVEN)</th>\n",
              "      <th>(TUR, CONS_h)</th>\n",
              "      <th>(TUR, CONS_np)</th>\n",
              "      <th>(TUR, CONS_g)</th>\n",
              "      <th>(TUR, GFCF)</th>\n",
              "      <th>(TUR, INVEN)</th>\n",
              "      <th>(TWN, CONS_h)</th>\n",
              "      <th>(TWN, CONS_np)</th>\n",
              "      <th>(TWN, CONS_g)</th>\n",
              "      <th>(TWN, GFCF)</th>\n",
              "      <th>(TWN, INVEN)</th>\n",
              "      <th>(USA, CONS_h)</th>\n",
              "      <th>(USA, CONS_np)</th>\n",
              "      <th>(USA, CONS_g)</th>\n",
              "      <th>(USA, GFCF)</th>\n",
              "      <th>(USA, INVEN)</th>\n",
              "      <th>(ROW, CONS_h)</th>\n",
              "      <th>(ROW, CONS_np)</th>\n",
              "      <th>(ROW, CONS_g)</th>\n",
              "      <th>(ROW, GFCF)</th>\n",
              "      <th>(ROW, INVEN)</th>\n",
              "      <th>(TOT, GO)</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>(AUS, A01)</th>\n",
              "      <td>12,924</td>\n",
              "      <td>112</td>\n",
              "      <td>228</td>\n",
              "      <td>539</td>\n",
              "      <td>25,139</td>\n",
              "      <td>737</td>\n",
              "      <td>4.48</td>\n",
              "      <td>3.13</td>\n",
              "      <td>1.89</td>\n",
              "      <td>0.23</td>\n",
              "      <td>86.72</td>\n",
              "      <td>109</td>\n",
              "      <td>147</td>\n",
              "      <td>5.05</td>\n",
              "      <td>8.13</td>\n",
              "      <td>6.34</td>\n",
              "      <td>0.34</td>\n",
              "      <td>1.12</td>\n",
              "      <td>2.31</td>\n",
              "      <td>2.49</td>\n",
              "      <td>2.51</td>\n",
              "      <td>9.45</td>\n",
              "      <td>0.00</td>\n",
              "      <td>14.30</td>\n",
              "      <td>14.18</td>\n",
              "      <td>0.42</td>\n",
              "      <td>838</td>\n",
              "      <td>5.77</td>\n",
              "      <td>436</td>\n",
              "      <td>1,338</td>\n",
              "      <td>50.20</td>\n",
              "      <td>4.49</td>\n",
              "      <td>6.67</td>\n",
              "      <td>27.54</td>\n",
              "      <td>4.59</td>\n",
              "      <td>1,257</td>\n",
              "      <td>1.99</td>\n",
              "      <td>36.93</td>\n",
              "      <td>13.32</td>\n",
              "      <td>18.04</td>\n",
              "      <td>...</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.12</td>\n",
              "      <td>0.07</td>\n",
              "      <td>1.18</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.00</td>\n",
              "      <td>4.68</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>2.65</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.03</td>\n",
              "      <td>0.01</td>\n",
              "      <td>2.80</td>\n",
              "      <td>7.25</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.06</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.07</td>\n",
              "      <td>20.97</td>\n",
              "      <td>0.23</td>\n",
              "      <td>0.03</td>\n",
              "      <td>0.32</td>\n",
              "      <td>0.42</td>\n",
              "      <td>57.28</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.32</td>\n",
              "      <td>0.03</td>\n",
              "      <td>723</td>\n",
              "      <td>0.00</td>\n",
              "      <td>14.16</td>\n",
              "      <td>20.52</td>\n",
              "      <td>0.01</td>\n",
              "      <td>70,292</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>(AUS, A02)</th>\n",
              "      <td>83.03</td>\n",
              "      <td>201</td>\n",
              "      <td>0.19</td>\n",
              "      <td>17.19</td>\n",
              "      <td>2.65</td>\n",
              "      <td>0.09</td>\n",
              "      <td>1,431</td>\n",
              "      <td>0.37</td>\n",
              "      <td>4.93</td>\n",
              "      <td>0.25</td>\n",
              "      <td>161</td>\n",
              "      <td>29.62</td>\n",
              "      <td>25.46</td>\n",
              "      <td>1.08</td>\n",
              "      <td>1.23</td>\n",
              "      <td>1.00</td>\n",
              "      <td>0.08</td>\n",
              "      <td>0.16</td>\n",
              "      <td>0.34</td>\n",
              "      <td>0.67</td>\n",
              "      <td>0.37</td>\n",
              "      <td>0.20</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.42</td>\n",
              "      <td>0.28</td>\n",
              "      <td>0.28</td>\n",
              "      <td>15.98</td>\n",
              "      <td>0.41</td>\n",
              "      <td>7.42</td>\n",
              "      <td>4.51</td>\n",
              "      <td>5.74</td>\n",
              "      <td>0.45</td>\n",
              "      <td>3.27</td>\n",
              "      <td>8.09</td>\n",
              "      <td>0.86</td>\n",
              "      <td>6.94</td>\n",
              "      <td>0.39</td>\n",
              "      <td>0.64</td>\n",
              "      <td>1.08</td>\n",
              "      <td>3.96</td>\n",
              "      <td>...</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.06</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.16</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.39</td>\n",
              "      <td>0.00</td>\n",
              "      <td>15.29</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.42</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>-0.00</td>\n",
              "      <td>2,585</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>(AUS, A03)</th>\n",
              "      <td>19.15</td>\n",
              "      <td>0.00</td>\n",
              "      <td>19.11</td>\n",
              "      <td>4.23</td>\n",
              "      <td>316</td>\n",
              "      <td>22.87</td>\n",
              "      <td>0.25</td>\n",
              "      <td>0.27</td>\n",
              "      <td>0.30</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.20</td>\n",
              "      <td>0.24</td>\n",
              "      <td>0.29</td>\n",
              "      <td>0.78</td>\n",
              "      <td>0.85</td>\n",
              "      <td>0.73</td>\n",
              "      <td>0.06</td>\n",
              "      <td>0.12</td>\n",
              "      <td>0.25</td>\n",
              "      <td>0.50</td>\n",
              "      <td>0.28</td>\n",
              "      <td>122</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.11</td>\n",
              "      <td>0.22</td>\n",
              "      <td>0.22</td>\n",
              "      <td>11.97</td>\n",
              "      <td>0.31</td>\n",
              "      <td>30.12</td>\n",
              "      <td>419</td>\n",
              "      <td>2.06</td>\n",
              "      <td>0.34</td>\n",
              "      <td>2.53</td>\n",
              "      <td>6.28</td>\n",
              "      <td>0.62</td>\n",
              "      <td>247</td>\n",
              "      <td>0.29</td>\n",
              "      <td>0.48</td>\n",
              "      <td>0.73</td>\n",
              "      <td>3.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.23</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.27</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.38</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.31</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.01</td>\n",
              "      <td>404</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.36</td>\n",
              "      <td>0.00</td>\n",
              "      <td>3,175</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>(AUS, B)</th>\n",
              "      <td>116</td>\n",
              "      <td>0.69</td>\n",
              "      <td>5.92</td>\n",
              "      <td>4,492</td>\n",
              "      <td>332</td>\n",
              "      <td>5.98</td>\n",
              "      <td>29.74</td>\n",
              "      <td>49.76</td>\n",
              "      <td>21.38</td>\n",
              "      <td>10,760</td>\n",
              "      <td>551</td>\n",
              "      <td>24.57</td>\n",
              "      <td>49.80</td>\n",
              "      <td>611</td>\n",
              "      <td>11,722</td>\n",
              "      <td>108</td>\n",
              "      <td>4.94</td>\n",
              "      <td>12.32</td>\n",
              "      <td>24.63</td>\n",
              "      <td>27.50</td>\n",
              "      <td>26.52</td>\n",
              "      <td>28.09</td>\n",
              "      <td>0.00</td>\n",
              "      <td>998</td>\n",
              "      <td>28.49</td>\n",
              "      <td>3.26</td>\n",
              "      <td>2,469</td>\n",
              "      <td>17.19</td>\n",
              "      <td>1,367</td>\n",
              "      <td>164</td>\n",
              "      <td>196</td>\n",
              "      <td>17.76</td>\n",
              "      <td>63.63</td>\n",
              "      <td>152</td>\n",
              "      <td>60.46</td>\n",
              "      <td>192</td>\n",
              "      <td>16.21</td>\n",
              "      <td>20.94</td>\n",
              "      <td>85.52</td>\n",
              "      <td>82.98</td>\n",
              "      <td>...</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.25</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.10</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.09</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.11</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.05</td>\n",
              "      <td>0.03</td>\n",
              "      <td>0.25</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.03</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.06</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.81</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.15</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.01</td>\n",
              "      <td>11.31</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.61</td>\n",
              "      <td>0.05</td>\n",
              "      <td>14.87</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.59</td>\n",
              "      <td>19.73</td>\n",
              "      <td>-0.28</td>\n",
              "      <td>171,985</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>(AUS, C10-C12)</th>\n",
              "      <td>1,591</td>\n",
              "      <td>0.88</td>\n",
              "      <td>42.54</td>\n",
              "      <td>203</td>\n",
              "      <td>10,852</td>\n",
              "      <td>262</td>\n",
              "      <td>11.47</td>\n",
              "      <td>18.14</td>\n",
              "      <td>10.90</td>\n",
              "      <td>2.90</td>\n",
              "      <td>243</td>\n",
              "      <td>109</td>\n",
              "      <td>27.64</td>\n",
              "      <td>21.25</td>\n",
              "      <td>33.23</td>\n",
              "      <td>27.48</td>\n",
              "      <td>5.77</td>\n",
              "      <td>15.40</td>\n",
              "      <td>24.89</td>\n",
              "      <td>24.22</td>\n",
              "      <td>27.38</td>\n",
              "      <td>28.68</td>\n",
              "      <td>0.00</td>\n",
              "      <td>22.51</td>\n",
              "      <td>15.84</td>\n",
              "      <td>7.95</td>\n",
              "      <td>446</td>\n",
              "      <td>50.40</td>\n",
              "      <td>1,205</td>\n",
              "      <td>1,535</td>\n",
              "      <td>56.45</td>\n",
              "      <td>4.90</td>\n",
              "      <td>31.44</td>\n",
              "      <td>23.05</td>\n",
              "      <td>22.52</td>\n",
              "      <td>11,917</td>\n",
              "      <td>4.27</td>\n",
              "      <td>21.15</td>\n",
              "      <td>19.87</td>\n",
              "      <td>27.10</td>\n",
              "      <td>...</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.21</td>\n",
              "      <td>0.01</td>\n",
              "      <td>40.69</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.08</td>\n",
              "      <td>0.01</td>\n",
              "      <td>7.68</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.01</td>\n",
              "      <td>92.84</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.03</td>\n",
              "      <td>0.01</td>\n",
              "      <td>3.81</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.13</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.00</td>\n",
              "      <td>376</td>\n",
              "      <td>1.42</td>\n",
              "      <td>0.14</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.01</td>\n",
              "      <td>2,198</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.39</td>\n",
              "      <td>0.04</td>\n",
              "      <td>4,810</td>\n",
              "      <td>0.00</td>\n",
              "      <td>47.02</td>\n",
              "      <td>1.35</td>\n",
              "      <td>0.03</td>\n",
              "      <td>83,504</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",
              "      <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",
              "      <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",
              "      <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>(ROW, R_S)</th>\n",
              "      <td>2.19</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.13</td>\n",
              "      <td>12.71</td>\n",
              "      <td>5.15</td>\n",
              "      <td>0.30</td>\n",
              "      <td>0.21</td>\n",
              "      <td>0.70</td>\n",
              "      <td>0.59</td>\n",
              "      <td>0.11</td>\n",
              "      <td>1.03</td>\n",
              "      <td>0.76</td>\n",
              "      <td>0.35</td>\n",
              "      <td>1.20</td>\n",
              "      <td>1.03</td>\n",
              "      <td>1.66</td>\n",
              "      <td>0.15</td>\n",
              "      <td>0.30</td>\n",
              "      <td>0.46</td>\n",
              "      <td>0.74</td>\n",
              "      <td>0.70</td>\n",
              "      <td>0.28</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.21</td>\n",
              "      <td>0.39</td>\n",
              "      <td>0.24</td>\n",
              "      <td>22.37</td>\n",
              "      <td>0.34</td>\n",
              "      <td>9.59</td>\n",
              "      <td>12.26</td>\n",
              "      <td>10.84</td>\n",
              "      <td>0.63</td>\n",
              "      <td>1.50</td>\n",
              "      <td>3.73</td>\n",
              "      <td>0.96</td>\n",
              "      <td>4.75</td>\n",
              "      <td>0.99</td>\n",
              "      <td>5.76</td>\n",
              "      <td>1.95</td>\n",
              "      <td>2.02</td>\n",
              "      <td>...</td>\n",
              "      <td>0.00</td>\n",
              "      <td>82.27</td>\n",
              "      <td>7.16</td>\n",
              "      <td>0.01</td>\n",
              "      <td>3.93</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.31</td>\n",
              "      <td>0.07</td>\n",
              "      <td>24.27</td>\n",
              "      <td>2.35</td>\n",
              "      <td>2.97</td>\n",
              "      <td>0.19</td>\n",
              "      <td>0.29</td>\n",
              "      <td>10.03</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.67</td>\n",
              "      <td>0.59</td>\n",
              "      <td>0.04</td>\n",
              "      <td>62.38</td>\n",
              "      <td>0.00</td>\n",
              "      <td>70.61</td>\n",
              "      <td>0.36</td>\n",
              "      <td>0.01</td>\n",
              "      <td>654</td>\n",
              "      <td>10.59</td>\n",
              "      <td>51.06</td>\n",
              "      <td>4.27</td>\n",
              "      <td>0.05</td>\n",
              "      <td>573</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>4.09</td>\n",
              "      <td>0.11</td>\n",
              "      <td>233,841</td>\n",
              "      <td>11,701</td>\n",
              "      <td>27,315</td>\n",
              "      <td>11.48</td>\n",
              "      <td>2,172</td>\n",
              "      <td>457,353</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>(ROW, T)</th>\n",
              "      <td>0.04</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.91</td>\n",
              "      <td>0.49</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.24</td>\n",
              "      <td>0.11</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.25</td>\n",
              "      <td>0.23</td>\n",
              "      <td>0.22</td>\n",
              "      <td>0.14</td>\n",
              "      <td>0.19</td>\n",
              "      <td>0.25</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.12</td>\n",
              "      <td>0.49</td>\n",
              "      <td>0.09</td>\n",
              "      <td>0.11</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.16</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.07</td>\n",
              "      <td>10.53</td>\n",
              "      <td>0.03</td>\n",
              "      <td>0.37</td>\n",
              "      <td>0.59</td>\n",
              "      <td>0.29</td>\n",
              "      <td>0.09</td>\n",
              "      <td>0.05</td>\n",
              "      <td>0.22</td>\n",
              "      <td>0.06</td>\n",
              "      <td>0.17</td>\n",
              "      <td>0.05</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.01</td>\n",
              "      <td>...</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>35.67</td>\n",
              "      <td>0.74</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.00</td>\n",
              "      <td>25.36</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>14,201</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.07</td>\n",
              "      <td>0.00</td>\n",
              "      <td>-73.42</td>\n",
              "      <td>19,919</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>(ROW, U)</th>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.72</td>\n",
              "      <td>0.00</td>\n",
              "      <td>30.46</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.87</td>\n",
              "      <td>32.05</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>(TOT, VA)</th>\n",
              "      <td>30,489</td>\n",
              "      <td>1,570</td>\n",
              "      <td>1,895</td>\n",
              "      <td>98,315</td>\n",
              "      <td>24,247</td>\n",
              "      <td>2,336</td>\n",
              "      <td>3,383</td>\n",
              "      <td>2,463</td>\n",
              "      <td>3,042</td>\n",
              "      <td>3,752</td>\n",
              "      <td>5,334</td>\n",
              "      <td>3,360</td>\n",
              "      <td>4,252</td>\n",
              "      <td>5,474</td>\n",
              "      <td>4,766</td>\n",
              "      <td>10,113</td>\n",
              "      <td>4,017</td>\n",
              "      <td>2,266</td>\n",
              "      <td>4,994</td>\n",
              "      <td>3,167</td>\n",
              "      <td>3,582</td>\n",
              "      <td>2,162</td>\n",
              "      <td>0.00</td>\n",
              "      <td>22,113</td>\n",
              "      <td>10,235</td>\n",
              "      <td>3,358</td>\n",
              "      <td>119,993</td>\n",
              "      <td>6,931</td>\n",
              "      <td>59,178</td>\n",
              "      <td>64,839</td>\n",
              "      <td>27,824</td>\n",
              "      <td>3,462</td>\n",
              "      <td>6,222</td>\n",
              "      <td>27,037</td>\n",
              "      <td>4,605</td>\n",
              "      <td>36,235</td>\n",
              "      <td>6,371</td>\n",
              "      <td>7,011</td>\n",
              "      <td>20,233</td>\n",
              "      <td>26,689</td>\n",
              "      <td>...</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>(TOT, GO)</th>\n",
              "      <td>70,292</td>\n",
              "      <td>2,585</td>\n",
              "      <td>3,175</td>\n",
              "      <td>171,985</td>\n",
              "      <td>83,504</td>\n",
              "      <td>5,064</td>\n",
              "      <td>9,000</td>\n",
              "      <td>7,925</td>\n",
              "      <td>7,784</td>\n",
              "      <td>24,455</td>\n",
              "      <td>16,161</td>\n",
              "      <td>9,785</td>\n",
              "      <td>10,785</td>\n",
              "      <td>15,538</td>\n",
              "      <td>43,585</td>\n",
              "      <td>26,102</td>\n",
              "      <td>6,033</td>\n",
              "      <td>6,014</td>\n",
              "      <td>13,822</td>\n",
              "      <td>14,087</td>\n",
              "      <td>10,714</td>\n",
              "      <td>5,695</td>\n",
              "      <td>0.00</td>\n",
              "      <td>58,882</td>\n",
              "      <td>16,475</td>\n",
              "      <td>4,247</td>\n",
              "      <td>388,429</td>\n",
              "      <td>16,038</td>\n",
              "      <td>122,997</td>\n",
              "      <td>106,061</td>\n",
              "      <td>63,815</td>\n",
              "      <td>8,194</td>\n",
              "      <td>22,758</td>\n",
              "      <td>50,759</td>\n",
              "      <td>11,041</td>\n",
              "      <td>77,107</td>\n",
              "      <td>10,602</td>\n",
              "      <td>16,208</td>\n",
              "      <td>48,157</td>\n",
              "      <td>49,017</td>\n",
              "      <td>...</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>954 rows × 1038 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                (AUS, A01)  (AUS, A02)  ...  (ROW, INVEN)  (TOT, GO)\n",
              "(AUS, A01)          12,924         112  ...          0.01     70,292\n",
              "(AUS, A02)           83.03         201  ...         -0.00      2,585\n",
              "(AUS, A03)           19.15        0.00  ...          0.00      3,175\n",
              "(AUS, B)               116        0.69  ...         -0.28    171,985\n",
              "(AUS, C10-C12)       1,591        0.88  ...          0.03     83,504\n",
              "...                    ...         ...  ...           ...        ...\n",
              "(ROW, R_S)            2.19        0.01  ...         2,172    457,353\n",
              "(ROW, T)              0.04        0.00  ...        -73.42     19,919\n",
              "(ROW, U)              0.00        0.00  ...          0.87      32.05\n",
              "(TOT, VA)           30,489       1,570  ...          0.00       0.00\n",
              "(TOT, GO)           70,292       2,585  ...          0.00       0.00\n",
              "\n",
              "[954 rows x 1038 columns]"
            ]
          },
          "execution_count": 21,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "df"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "FvL7wlQai28u"
      },
      "source": [
        "국가명 리스트에서 유로지역 국가들을 제거하고, EU 추가"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {
        "id": "G7nwt0BUi28u"
      },
      "outputs": [],
      "source": [
        "countries = [item for item in countries if item not in EU]\n",
        "countries = countries + ['EU']"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "D4-t-PXqi28u",
        "outputId": "baf29cda-2ff1-4f49-c403-076cdf193827"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "17"
            ]
          },
          "execution_count": 23,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "len(countries)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qHW-xZiRi28v"
      },
      "source": [
        "투입산출표 행, 열 라벨이 tuple형식으로 바뀌었으므로, 멀티인덱스로 다시 변환"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "metadata": {
        "id": "HSS1qBVai28v"
      },
      "outputs": [],
      "source": [
        "df.index = pd.MultiIndex.from_tuples(df.index)\n",
        "df.columns = pd.MultiIndex.from_tuples(df.columns)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 510
        },
        "id": "cPH2Tkqni28v",
        "outputId": "62901231-6fc1-42ea-e6be-e57e30632bac"
      },
      "outputs": [
        {
          "data": {
            "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 tr th {\n",
              "        text-align: left;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th colspan=\"40\" halign=\"left\">AUS</th>\n",
              "      <th>...</th>\n",
              "      <th colspan=\"4\" halign=\"left\">KOR</th>\n",
              "      <th colspan=\"5\" halign=\"left\">MEX</th>\n",
              "      <th colspan=\"5\" halign=\"left\">NOR</th>\n",
              "      <th colspan=\"5\" halign=\"left\">RUS</th>\n",
              "      <th colspan=\"5\" halign=\"left\">TUR</th>\n",
              "      <th colspan=\"5\" halign=\"left\">TWN</th>\n",
              "      <th colspan=\"5\" halign=\"left\">USA</th>\n",
              "      <th colspan=\"5\" halign=\"left\">ROW</th>\n",
              "      <th>TOT</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th>A01</th>\n",
              "      <th>A02</th>\n",
              "      <th>A03</th>\n",
              "      <th>B</th>\n",
              "      <th>C10-C12</th>\n",
              "      <th>C13-C15</th>\n",
              "      <th>C16</th>\n",
              "      <th>C17</th>\n",
              "      <th>C18</th>\n",
              "      <th>C19</th>\n",
              "      <th>C20</th>\n",
              "      <th>C21</th>\n",
              "      <th>C22</th>\n",
              "      <th>C23</th>\n",
              "      <th>C24</th>\n",
              "      <th>C25</th>\n",
              "      <th>C26</th>\n",
              "      <th>C27</th>\n",
              "      <th>C28</th>\n",
              "      <th>C29</th>\n",
              "      <th>C30</th>\n",
              "      <th>C31_C32</th>\n",
              "      <th>C33</th>\n",
              "      <th>D35</th>\n",
              "      <th>E36</th>\n",
              "      <th>E37-E39</th>\n",
              "      <th>F</th>\n",
              "      <th>G45</th>\n",
              "      <th>G46</th>\n",
              "      <th>G47</th>\n",
              "      <th>H49</th>\n",
              "      <th>H50</th>\n",
              "      <th>H51</th>\n",
              "      <th>H52</th>\n",
              "      <th>H53</th>\n",
              "      <th>I</th>\n",
              "      <th>J58</th>\n",
              "      <th>J59_J60</th>\n",
              "      <th>J61</th>\n",
              "      <th>J62_J63</th>\n",
              "      <th>...</th>\n",
              "      <th>CONS_np</th>\n",
              "      <th>CONS_g</th>\n",
              "      <th>GFCF</th>\n",
              "      <th>INVEN</th>\n",
              "      <th>CONS_h</th>\n",
              "      <th>CONS_np</th>\n",
              "      <th>CONS_g</th>\n",
              "      <th>GFCF</th>\n",
              "      <th>INVEN</th>\n",
              "      <th>CONS_h</th>\n",
              "      <th>CONS_np</th>\n",
              "      <th>CONS_g</th>\n",
              "      <th>GFCF</th>\n",
              "      <th>INVEN</th>\n",
              "      <th>CONS_h</th>\n",
              "      <th>CONS_np</th>\n",
              "      <th>CONS_g</th>\n",
              "      <th>GFCF</th>\n",
              "      <th>INVEN</th>\n",
              "      <th>CONS_h</th>\n",
              "      <th>CONS_np</th>\n",
              "      <th>CONS_g</th>\n",
              "      <th>GFCF</th>\n",
              "      <th>INVEN</th>\n",
              "      <th>CONS_h</th>\n",
              "      <th>CONS_np</th>\n",
              "      <th>CONS_g</th>\n",
              "      <th>GFCF</th>\n",
              "      <th>INVEN</th>\n",
              "      <th>CONS_h</th>\n",
              "      <th>CONS_np</th>\n",
              "      <th>CONS_g</th>\n",
              "      <th>GFCF</th>\n",
              "      <th>INVEN</th>\n",
              "      <th>CONS_h</th>\n",
              "      <th>CONS_np</th>\n",
              "      <th>CONS_g</th>\n",
              "      <th>GFCF</th>\n",
              "      <th>INVEN</th>\n",
              "      <th>GO</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th rowspan=\"5\" valign=\"top\">AUS</th>\n",
              "      <th>A01</th>\n",
              "      <td>12,924</td>\n",
              "      <td>112</td>\n",
              "      <td>228</td>\n",
              "      <td>539</td>\n",
              "      <td>25,139</td>\n",
              "      <td>737</td>\n",
              "      <td>4.48</td>\n",
              "      <td>3.13</td>\n",
              "      <td>1.89</td>\n",
              "      <td>0.23</td>\n",
              "      <td>86.72</td>\n",
              "      <td>109</td>\n",
              "      <td>147</td>\n",
              "      <td>5.05</td>\n",
              "      <td>8.13</td>\n",
              "      <td>6.34</td>\n",
              "      <td>0.34</td>\n",
              "      <td>1.12</td>\n",
              "      <td>2.31</td>\n",
              "      <td>2.49</td>\n",
              "      <td>2.51</td>\n",
              "      <td>9.45</td>\n",
              "      <td>0.00</td>\n",
              "      <td>14.30</td>\n",
              "      <td>14.18</td>\n",
              "      <td>0.42</td>\n",
              "      <td>838</td>\n",
              "      <td>5.77</td>\n",
              "      <td>436</td>\n",
              "      <td>1,338</td>\n",
              "      <td>50.20</td>\n",
              "      <td>4.49</td>\n",
              "      <td>6.67</td>\n",
              "      <td>27.54</td>\n",
              "      <td>4.59</td>\n",
              "      <td>1,257</td>\n",
              "      <td>1.99</td>\n",
              "      <td>36.93</td>\n",
              "      <td>13.32</td>\n",
              "      <td>18.04</td>\n",
              "      <td>...</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.12</td>\n",
              "      <td>0.07</td>\n",
              "      <td>1.18</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.00</td>\n",
              "      <td>4.68</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>2.65</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.03</td>\n",
              "      <td>0.01</td>\n",
              "      <td>2.80</td>\n",
              "      <td>7.25</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.06</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.07</td>\n",
              "      <td>20.97</td>\n",
              "      <td>0.23</td>\n",
              "      <td>0.03</td>\n",
              "      <td>0.32</td>\n",
              "      <td>0.42</td>\n",
              "      <td>57.28</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.32</td>\n",
              "      <td>0.03</td>\n",
              "      <td>723</td>\n",
              "      <td>0.00</td>\n",
              "      <td>14.16</td>\n",
              "      <td>20.52</td>\n",
              "      <td>0.01</td>\n",
              "      <td>70,292</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>A02</th>\n",
              "      <td>83.03</td>\n",
              "      <td>201</td>\n",
              "      <td>0.19</td>\n",
              "      <td>17.19</td>\n",
              "      <td>2.65</td>\n",
              "      <td>0.09</td>\n",
              "      <td>1,431</td>\n",
              "      <td>0.37</td>\n",
              "      <td>4.93</td>\n",
              "      <td>0.25</td>\n",
              "      <td>161</td>\n",
              "      <td>29.62</td>\n",
              "      <td>25.46</td>\n",
              "      <td>1.08</td>\n",
              "      <td>1.23</td>\n",
              "      <td>1.00</td>\n",
              "      <td>0.08</td>\n",
              "      <td>0.16</td>\n",
              "      <td>0.34</td>\n",
              "      <td>0.67</td>\n",
              "      <td>0.37</td>\n",
              "      <td>0.20</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.42</td>\n",
              "      <td>0.28</td>\n",
              "      <td>0.28</td>\n",
              "      <td>15.98</td>\n",
              "      <td>0.41</td>\n",
              "      <td>7.42</td>\n",
              "      <td>4.51</td>\n",
              "      <td>5.74</td>\n",
              "      <td>0.45</td>\n",
              "      <td>3.27</td>\n",
              "      <td>8.09</td>\n",
              "      <td>0.86</td>\n",
              "      <td>6.94</td>\n",
              "      <td>0.39</td>\n",
              "      <td>0.64</td>\n",
              "      <td>1.08</td>\n",
              "      <td>3.96</td>\n",
              "      <td>...</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.06</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.16</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.39</td>\n",
              "      <td>0.00</td>\n",
              "      <td>15.29</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.42</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>-0.00</td>\n",
              "      <td>2,585</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>A03</th>\n",
              "      <td>19.15</td>\n",
              "      <td>0.00</td>\n",
              "      <td>19.11</td>\n",
              "      <td>4.23</td>\n",
              "      <td>316</td>\n",
              "      <td>22.87</td>\n",
              "      <td>0.25</td>\n",
              "      <td>0.27</td>\n",
              "      <td>0.30</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.20</td>\n",
              "      <td>0.24</td>\n",
              "      <td>0.29</td>\n",
              "      <td>0.78</td>\n",
              "      <td>0.85</td>\n",
              "      <td>0.73</td>\n",
              "      <td>0.06</td>\n",
              "      <td>0.12</td>\n",
              "      <td>0.25</td>\n",
              "      <td>0.50</td>\n",
              "      <td>0.28</td>\n",
              "      <td>122</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.11</td>\n",
              "      <td>0.22</td>\n",
              "      <td>0.22</td>\n",
              "      <td>11.97</td>\n",
              "      <td>0.31</td>\n",
              "      <td>30.12</td>\n",
              "      <td>419</td>\n",
              "      <td>2.06</td>\n",
              "      <td>0.34</td>\n",
              "      <td>2.53</td>\n",
              "      <td>6.28</td>\n",
              "      <td>0.62</td>\n",
              "      <td>247</td>\n",
              "      <td>0.29</td>\n",
              "      <td>0.48</td>\n",
              "      <td>0.73</td>\n",
              "      <td>3.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.23</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.27</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.38</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.31</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.01</td>\n",
              "      <td>404</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.36</td>\n",
              "      <td>0.00</td>\n",
              "      <td>3,175</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>B</th>\n",
              "      <td>116</td>\n",
              "      <td>0.69</td>\n",
              "      <td>5.92</td>\n",
              "      <td>4,492</td>\n",
              "      <td>332</td>\n",
              "      <td>5.98</td>\n",
              "      <td>29.74</td>\n",
              "      <td>49.76</td>\n",
              "      <td>21.38</td>\n",
              "      <td>10,760</td>\n",
              "      <td>551</td>\n",
              "      <td>24.57</td>\n",
              "      <td>49.80</td>\n",
              "      <td>611</td>\n",
              "      <td>11,722</td>\n",
              "      <td>108</td>\n",
              "      <td>4.94</td>\n",
              "      <td>12.32</td>\n",
              "      <td>24.63</td>\n",
              "      <td>27.50</td>\n",
              "      <td>26.52</td>\n",
              "      <td>28.09</td>\n",
              "      <td>0.00</td>\n",
              "      <td>998</td>\n",
              "      <td>28.49</td>\n",
              "      <td>3.26</td>\n",
              "      <td>2,469</td>\n",
              "      <td>17.19</td>\n",
              "      <td>1,367</td>\n",
              "      <td>164</td>\n",
              "      <td>196</td>\n",
              "      <td>17.76</td>\n",
              "      <td>63.63</td>\n",
              "      <td>152</td>\n",
              "      <td>60.46</td>\n",
              "      <td>192</td>\n",
              "      <td>16.21</td>\n",
              "      <td>20.94</td>\n",
              "      <td>85.52</td>\n",
              "      <td>82.98</td>\n",
              "      <td>...</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.25</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.10</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.09</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.11</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.05</td>\n",
              "      <td>0.03</td>\n",
              "      <td>0.25</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.03</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.06</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.81</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.15</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.01</td>\n",
              "      <td>11.31</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.61</td>\n",
              "      <td>0.05</td>\n",
              "      <td>14.87</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.59</td>\n",
              "      <td>19.73</td>\n",
              "      <td>-0.28</td>\n",
              "      <td>171,985</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>C10-C12</th>\n",
              "      <td>1,591</td>\n",
              "      <td>0.88</td>\n",
              "      <td>42.54</td>\n",
              "      <td>203</td>\n",
              "      <td>10,852</td>\n",
              "      <td>262</td>\n",
              "      <td>11.47</td>\n",
              "      <td>18.14</td>\n",
              "      <td>10.90</td>\n",
              "      <td>2.90</td>\n",
              "      <td>243</td>\n",
              "      <td>109</td>\n",
              "      <td>27.64</td>\n",
              "      <td>21.25</td>\n",
              "      <td>33.23</td>\n",
              "      <td>27.48</td>\n",
              "      <td>5.77</td>\n",
              "      <td>15.40</td>\n",
              "      <td>24.89</td>\n",
              "      <td>24.22</td>\n",
              "      <td>27.38</td>\n",
              "      <td>28.68</td>\n",
              "      <td>0.00</td>\n",
              "      <td>22.51</td>\n",
              "      <td>15.84</td>\n",
              "      <td>7.95</td>\n",
              "      <td>446</td>\n",
              "      <td>50.40</td>\n",
              "      <td>1,205</td>\n",
              "      <td>1,535</td>\n",
              "      <td>56.45</td>\n",
              "      <td>4.90</td>\n",
              "      <td>31.44</td>\n",
              "      <td>23.05</td>\n",
              "      <td>22.52</td>\n",
              "      <td>11,917</td>\n",
              "      <td>4.27</td>\n",
              "      <td>21.15</td>\n",
              "      <td>19.87</td>\n",
              "      <td>27.10</td>\n",
              "      <td>...</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.21</td>\n",
              "      <td>0.01</td>\n",
              "      <td>40.69</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.08</td>\n",
              "      <td>0.01</td>\n",
              "      <td>7.68</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.01</td>\n",
              "      <td>92.84</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.03</td>\n",
              "      <td>0.01</td>\n",
              "      <td>3.81</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.13</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.00</td>\n",
              "      <td>376</td>\n",
              "      <td>1.42</td>\n",
              "      <td>0.14</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.01</td>\n",
              "      <td>2,198</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.39</td>\n",
              "      <td>0.04</td>\n",
              "      <td>4,810</td>\n",
              "      <td>0.00</td>\n",
              "      <td>47.02</td>\n",
              "      <td>1.35</td>\n",
              "      <td>0.03</td>\n",
              "      <td>83,504</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\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",
              "      <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",
              "      <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",
              "      <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 rowspan=\"3\" valign=\"top\">ROW</th>\n",
              "      <th>R_S</th>\n",
              "      <td>2.19</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.13</td>\n",
              "      <td>12.71</td>\n",
              "      <td>5.15</td>\n",
              "      <td>0.30</td>\n",
              "      <td>0.21</td>\n",
              "      <td>0.70</td>\n",
              "      <td>0.59</td>\n",
              "      <td>0.11</td>\n",
              "      <td>1.03</td>\n",
              "      <td>0.76</td>\n",
              "      <td>0.35</td>\n",
              "      <td>1.20</td>\n",
              "      <td>1.03</td>\n",
              "      <td>1.66</td>\n",
              "      <td>0.15</td>\n",
              "      <td>0.30</td>\n",
              "      <td>0.46</td>\n",
              "      <td>0.74</td>\n",
              "      <td>0.70</td>\n",
              "      <td>0.28</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.21</td>\n",
              "      <td>0.39</td>\n",
              "      <td>0.24</td>\n",
              "      <td>22.37</td>\n",
              "      <td>0.34</td>\n",
              "      <td>9.59</td>\n",
              "      <td>12.26</td>\n",
              "      <td>10.84</td>\n",
              "      <td>0.63</td>\n",
              "      <td>1.50</td>\n",
              "      <td>3.73</td>\n",
              "      <td>0.96</td>\n",
              "      <td>4.75</td>\n",
              "      <td>0.99</td>\n",
              "      <td>5.76</td>\n",
              "      <td>1.95</td>\n",
              "      <td>2.02</td>\n",
              "      <td>...</td>\n",
              "      <td>0.00</td>\n",
              "      <td>82.27</td>\n",
              "      <td>7.16</td>\n",
              "      <td>0.01</td>\n",
              "      <td>3.93</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.31</td>\n",
              "      <td>0.07</td>\n",
              "      <td>24.27</td>\n",
              "      <td>2.35</td>\n",
              "      <td>2.97</td>\n",
              "      <td>0.19</td>\n",
              "      <td>0.29</td>\n",
              "      <td>10.03</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.67</td>\n",
              "      <td>0.59</td>\n",
              "      <td>0.04</td>\n",
              "      <td>62.38</td>\n",
              "      <td>0.00</td>\n",
              "      <td>70.61</td>\n",
              "      <td>0.36</td>\n",
              "      <td>0.01</td>\n",
              "      <td>654</td>\n",
              "      <td>10.59</td>\n",
              "      <td>51.06</td>\n",
              "      <td>4.27</td>\n",
              "      <td>0.05</td>\n",
              "      <td>573</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>4.09</td>\n",
              "      <td>0.11</td>\n",
              "      <td>233,841</td>\n",
              "      <td>11,701</td>\n",
              "      <td>27,315</td>\n",
              "      <td>11.48</td>\n",
              "      <td>2,172</td>\n",
              "      <td>457,353</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>T</th>\n",
              "      <td>0.04</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.91</td>\n",
              "      <td>0.49</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.24</td>\n",
              "      <td>0.11</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.25</td>\n",
              "      <td>0.23</td>\n",
              "      <td>0.22</td>\n",
              "      <td>0.14</td>\n",
              "      <td>0.19</td>\n",
              "      <td>0.25</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.12</td>\n",
              "      <td>0.49</td>\n",
              "      <td>0.09</td>\n",
              "      <td>0.11</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.16</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.07</td>\n",
              "      <td>10.53</td>\n",
              "      <td>0.03</td>\n",
              "      <td>0.37</td>\n",
              "      <td>0.59</td>\n",
              "      <td>0.29</td>\n",
              "      <td>0.09</td>\n",
              "      <td>0.05</td>\n",
              "      <td>0.22</td>\n",
              "      <td>0.06</td>\n",
              "      <td>0.17</td>\n",
              "      <td>0.05</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.01</td>\n",
              "      <td>...</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>35.67</td>\n",
              "      <td>0.74</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.00</td>\n",
              "      <td>25.36</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>14,201</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.07</td>\n",
              "      <td>0.00</td>\n",
              "      <td>-73.42</td>\n",
              "      <td>19,919</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>U</th>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.72</td>\n",
              "      <td>0.00</td>\n",
              "      <td>30.46</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.87</td>\n",
              "      <td>32.05</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th rowspan=\"2\" valign=\"top\">TOT</th>\n",
              "      <th>VA</th>\n",
              "      <td>30,489</td>\n",
              "      <td>1,570</td>\n",
              "      <td>1,895</td>\n",
              "      <td>98,315</td>\n",
              "      <td>24,247</td>\n",
              "      <td>2,336</td>\n",
              "      <td>3,383</td>\n",
              "      <td>2,463</td>\n",
              "      <td>3,042</td>\n",
              "      <td>3,752</td>\n",
              "      <td>5,334</td>\n",
              "      <td>3,360</td>\n",
              "      <td>4,252</td>\n",
              "      <td>5,474</td>\n",
              "      <td>4,766</td>\n",
              "      <td>10,113</td>\n",
              "      <td>4,017</td>\n",
              "      <td>2,266</td>\n",
              "      <td>4,994</td>\n",
              "      <td>3,167</td>\n",
              "      <td>3,582</td>\n",
              "      <td>2,162</td>\n",
              "      <td>0.00</td>\n",
              "      <td>22,113</td>\n",
              "      <td>10,235</td>\n",
              "      <td>3,358</td>\n",
              "      <td>119,993</td>\n",
              "      <td>6,931</td>\n",
              "      <td>59,178</td>\n",
              "      <td>64,839</td>\n",
              "      <td>27,824</td>\n",
              "      <td>3,462</td>\n",
              "      <td>6,222</td>\n",
              "      <td>27,037</td>\n",
              "      <td>4,605</td>\n",
              "      <td>36,235</td>\n",
              "      <td>6,371</td>\n",
              "      <td>7,011</td>\n",
              "      <td>20,233</td>\n",
              "      <td>26,689</td>\n",
              "      <td>...</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GO</th>\n",
              "      <td>70,292</td>\n",
              "      <td>2,585</td>\n",
              "      <td>3,175</td>\n",
              "      <td>171,985</td>\n",
              "      <td>83,504</td>\n",
              "      <td>5,064</td>\n",
              "      <td>9,000</td>\n",
              "      <td>7,925</td>\n",
              "      <td>7,784</td>\n",
              "      <td>24,455</td>\n",
              "      <td>16,161</td>\n",
              "      <td>9,785</td>\n",
              "      <td>10,785</td>\n",
              "      <td>15,538</td>\n",
              "      <td>43,585</td>\n",
              "      <td>26,102</td>\n",
              "      <td>6,033</td>\n",
              "      <td>6,014</td>\n",
              "      <td>13,822</td>\n",
              "      <td>14,087</td>\n",
              "      <td>10,714</td>\n",
              "      <td>5,695</td>\n",
              "      <td>0.00</td>\n",
              "      <td>58,882</td>\n",
              "      <td>16,475</td>\n",
              "      <td>4,247</td>\n",
              "      <td>388,429</td>\n",
              "      <td>16,038</td>\n",
              "      <td>122,997</td>\n",
              "      <td>106,061</td>\n",
              "      <td>63,815</td>\n",
              "      <td>8,194</td>\n",
              "      <td>22,758</td>\n",
              "      <td>50,759</td>\n",
              "      <td>11,041</td>\n",
              "      <td>77,107</td>\n",
              "      <td>10,602</td>\n",
              "      <td>16,208</td>\n",
              "      <td>48,157</td>\n",
              "      <td>49,017</td>\n",
              "      <td>...</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>954 rows × 1038 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "               AUS                      ...    ROW                  TOT\n",
              "               A01   A02   A03       B  ... CONS_g  GFCF  INVEN      GO\n",
              "AUS A01     12,924   112   228     539  ...  14.16 20.52   0.01  70,292\n",
              "    A02      83.03   201  0.19   17.19  ...   0.00  0.00  -0.00   2,585\n",
              "    A03      19.15  0.00 19.11    4.23  ...   0.00  0.36   0.00   3,175\n",
              "    B          116  0.69  5.92   4,492  ...   0.59 19.73  -0.28 171,985\n",
              "    C10-C12  1,591  0.88 42.54     203  ...  47.02  1.35   0.03  83,504\n",
              "...            ...   ...   ...     ...  ...    ...   ...    ...     ...\n",
              "ROW R_S       2.19  0.01  0.13   12.71  ... 27,315 11.48  2,172 457,353\n",
              "    T         0.04  0.00  0.00    1.91  ...   0.07  0.00 -73.42  19,919\n",
              "    U         0.00  0.00  0.00    0.00  ...  30.46  0.00   0.87   32.05\n",
              "TOT VA      30,489 1,570 1,895  98,315  ...   0.00  0.00   0.00    0.00\n",
              "    GO      70,292 2,585 3,175 171,985  ...   0.00  0.00   0.00    0.00\n",
              "\n",
              "[954 rows x 1038 columns]"
            ]
          },
          "execution_count": 25,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "df"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "IByWQfLEi28v",
        "outputId": "4fdf1e76-bbdc-422b-94cd-2f69e2c5f49d"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AUS BRA CAN CHE CHN IDN IND JPN KOR MEX NOR RUS TUR TWN USA ROW EU\n"
          ]
        }
      ],
      "source": [
        "print(*countries)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "metadata": {
        "id": "Sx0IZXb_i28w"
      },
      "outputs": [],
      "source": [
        "df.sort_index(ascending=True, inplace=True, axis=0)\n",
        "df.sort_index(ascending=True, inplace=True, axis=1)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 28,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 510
        },
        "id": "ZGmFAhiZi28w",
        "outputId": "5f747e03-0b73-4328-97e7-6b99f8074dcf"
      },
      "outputs": [
        {
          "data": {
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              "  <thead>\n",
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              "      <th></th>\n",
              "      <th></th>\n",
              "      <th colspan=\"40\" halign=\"left\">AUS</th>\n",
              "      <th>...</th>\n",
              "      <th colspan=\"40\" halign=\"left\">USA</th>\n",
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              "    <tr>\n",
              "      <th></th>\n",
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              "      <th>A01</th>\n",
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              "      <th>C10-C12</th>\n",
              "      <th>C13-C15</th>\n",
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              "      <th>H50</th>\n",
              "      <th>H51</th>\n",
              "      <th>H52</th>\n",
              "      <th>H53</th>\n",
              "      <th>I</th>\n",
              "      <th>INVEN</th>\n",
              "      <th>J58</th>\n",
              "      <th>J59_J60</th>\n",
              "      <th>J61</th>\n",
              "      <th>J62_J63</th>\n",
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              "      <th>K65</th>\n",
              "      <th>K66</th>\n",
              "      <th>L68</th>\n",
              "      <th>M69_M70</th>\n",
              "      <th>M71</th>\n",
              "      <th>M72</th>\n",
              "      <th>M73</th>\n",
              "      <th>M74_M75</th>\n",
              "      <th>N</th>\n",
              "      <th>O84</th>\n",
              "      <th>P85</th>\n",
              "      <th>Q</th>\n",
              "      <th>R_S</th>\n",
              "      <th>T</th>\n",
              "      <th>U</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th rowspan=\"5\" valign=\"top\">AUS</th>\n",
              "      <th>A01</th>\n",
              "      <td>12,924</td>\n",
              "      <td>112</td>\n",
              "      <td>228</td>\n",
              "      <td>539</td>\n",
              "      <td>25,139</td>\n",
              "      <td>737</td>\n",
              "      <td>4.48</td>\n",
              "      <td>3.13</td>\n",
              "      <td>1.89</td>\n",
              "      <td>0.23</td>\n",
              "      <td>86.72</td>\n",
              "      <td>109</td>\n",
              "      <td>147</td>\n",
              "      <td>5.05</td>\n",
              "      <td>8.13</td>\n",
              "      <td>6.34</td>\n",
              "      <td>0.34</td>\n",
              "      <td>1.12</td>\n",
              "      <td>2.31</td>\n",
              "      <td>2.49</td>\n",
              "      <td>2.51</td>\n",
              "      <td>9.45</td>\n",
              "      <td>0.00</td>\n",
              "      <td>271</td>\n",
              "      <td>7,189</td>\n",
              "      <td>0.00</td>\n",
              "      <td>14.30</td>\n",
              "      <td>14.18</td>\n",
              "      <td>0.42</td>\n",
              "      <td>838</td>\n",
              "      <td>5.77</td>\n",
              "      <td>436</td>\n",
              "      <td>1,338</td>\n",
              "      <td>3,879</td>\n",
              "      <td>50.20</td>\n",
              "      <td>4.49</td>\n",
              "      <td>6.67</td>\n",
              "      <td>27.54</td>\n",
              "      <td>4.59</td>\n",
              "      <td>1,257</td>\n",
              "      <td>...</td>\n",
              "      <td>0.09</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>57.28</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.33</td>\n",
              "      <td>0.09</td>\n",
              "      <td>0.40</td>\n",
              "      <td>0.37</td>\n",
              "      <td>0.32</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.78</td>\n",
              "      <td>0.03</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.05</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.11</td>\n",
              "      <td>0.08</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.22</td>\n",
              "      <td>0.41</td>\n",
              "      <td>0.12</td>\n",
              "      <td>0.25</td>\n",
              "      <td>0.12</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>A02</th>\n",
              "      <td>83.03</td>\n",
              "      <td>201</td>\n",
              "      <td>0.19</td>\n",
              "      <td>17.19</td>\n",
              "      <td>2.65</td>\n",
              "      <td>0.09</td>\n",
              "      <td>1,431</td>\n",
              "      <td>0.37</td>\n",
              "      <td>4.93</td>\n",
              "      <td>0.25</td>\n",
              "      <td>161</td>\n",
              "      <td>29.62</td>\n",
              "      <td>25.46</td>\n",
              "      <td>1.08</td>\n",
              "      <td>1.23</td>\n",
              "      <td>1.00</td>\n",
              "      <td>0.08</td>\n",
              "      <td>0.16</td>\n",
              "      <td>0.34</td>\n",
              "      <td>0.67</td>\n",
              "      <td>0.37</td>\n",
              "      <td>0.20</td>\n",
              "      <td>0.00</td>\n",
              "      <td>65.57</td>\n",
              "      <td>112</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.42</td>\n",
              "      <td>0.28</td>\n",
              "      <td>0.28</td>\n",
              "      <td>15.98</td>\n",
              "      <td>0.41</td>\n",
              "      <td>7.42</td>\n",
              "      <td>4.51</td>\n",
              "      <td>0.77</td>\n",
              "      <td>5.74</td>\n",
              "      <td>0.45</td>\n",
              "      <td>3.27</td>\n",
              "      <td>8.09</td>\n",
              "      <td>0.86</td>\n",
              "      <td>6.94</td>\n",
              "      <td>...</td>\n",
              "      <td>0.05</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>15.29</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.03</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.03</td>\n",
              "      <td>0.09</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.03</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.13</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.03</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.05</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.35</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.12</td>\n",
              "      <td>0.05</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>A03</th>\n",
              "      <td>19.15</td>\n",
              "      <td>0.00</td>\n",
              "      <td>19.11</td>\n",
              "      <td>4.23</td>\n",
              "      <td>316</td>\n",
              "      <td>22.87</td>\n",
              "      <td>0.25</td>\n",
              "      <td>0.27</td>\n",
              "      <td>0.30</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.20</td>\n",
              "      <td>0.24</td>\n",
              "      <td>0.29</td>\n",
              "      <td>0.78</td>\n",
              "      <td>0.85</td>\n",
              "      <td>0.73</td>\n",
              "      <td>0.06</td>\n",
              "      <td>0.12</td>\n",
              "      <td>0.25</td>\n",
              "      <td>0.50</td>\n",
              "      <td>0.28</td>\n",
              "      <td>122</td>\n",
              "      <td>0.00</td>\n",
              "      <td>23.99</td>\n",
              "      <td>1,346</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.11</td>\n",
              "      <td>0.22</td>\n",
              "      <td>0.22</td>\n",
              "      <td>11.97</td>\n",
              "      <td>0.31</td>\n",
              "      <td>30.12</td>\n",
              "      <td>419</td>\n",
              "      <td>0.08</td>\n",
              "      <td>2.06</td>\n",
              "      <td>0.34</td>\n",
              "      <td>2.53</td>\n",
              "      <td>6.28</td>\n",
              "      <td>0.62</td>\n",
              "      <td>247</td>\n",
              "      <td>...</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.31</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.07</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.95</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.29</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.10</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>B</th>\n",
              "      <td>116</td>\n",
              "      <td>0.69</td>\n",
              "      <td>5.92</td>\n",
              "      <td>4,492</td>\n",
              "      <td>332</td>\n",
              "      <td>5.98</td>\n",
              "      <td>29.74</td>\n",
              "      <td>49.76</td>\n",
              "      <td>21.38</td>\n",
              "      <td>10,760</td>\n",
              "      <td>551</td>\n",
              "      <td>24.57</td>\n",
              "      <td>49.80</td>\n",
              "      <td>611</td>\n",
              "      <td>11,722</td>\n",
              "      <td>108</td>\n",
              "      <td>4.94</td>\n",
              "      <td>12.32</td>\n",
              "      <td>24.63</td>\n",
              "      <td>27.50</td>\n",
              "      <td>26.52</td>\n",
              "      <td>28.09</td>\n",
              "      <td>0.00</td>\n",
              "      <td>259</td>\n",
              "      <td>2,001</td>\n",
              "      <td>0.00</td>\n",
              "      <td>998</td>\n",
              "      <td>28.49</td>\n",
              "      <td>3.26</td>\n",
              "      <td>2,469</td>\n",
              "      <td>17.19</td>\n",
              "      <td>1,367</td>\n",
              "      <td>164</td>\n",
              "      <td>6,529</td>\n",
              "      <td>196</td>\n",
              "      <td>17.76</td>\n",
              "      <td>63.63</td>\n",
              "      <td>152</td>\n",
              "      <td>60.46</td>\n",
              "      <td>192</td>\n",
              "      <td>...</td>\n",
              "      <td>0.29</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.00</td>\n",
              "      <td>11.31</td>\n",
              "      <td>0.00</td>\n",
              "      <td>8.75</td>\n",
              "      <td>0.30</td>\n",
              "      <td>0.07</td>\n",
              "      <td>2.69</td>\n",
              "      <td>0.12</td>\n",
              "      <td>1.12</td>\n",
              "      <td>0.76</td>\n",
              "      <td>1.61</td>\n",
              "      <td>0.41</td>\n",
              "      <td>0.03</td>\n",
              "      <td>0.12</td>\n",
              "      <td>0.10</td>\n",
              "      <td>0.07</td>\n",
              "      <td>0.94</td>\n",
              "      <td>0.05</td>\n",
              "      <td>0.11</td>\n",
              "      <td>0.14</td>\n",
              "      <td>0.39</td>\n",
              "      <td>0.35</td>\n",
              "      <td>0.20</td>\n",
              "      <td>0.21</td>\n",
              "      <td>0.37</td>\n",
              "      <td>1.03</td>\n",
              "      <td>0.80</td>\n",
              "      <td>0.37</td>\n",
              "      <td>0.20</td>\n",
              "      <td>0.20</td>\n",
              "      <td>0.07</td>\n",
              "      <td>0.77</td>\n",
              "      <td>4.40</td>\n",
              "      <td>0.13</td>\n",
              "      <td>1.16</td>\n",
              "      <td>0.58</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>C10-C12</th>\n",
              "      <td>1,591</td>\n",
              "      <td>0.88</td>\n",
              "      <td>42.54</td>\n",
              "      <td>203</td>\n",
              "      <td>10,852</td>\n",
              "      <td>262</td>\n",
              "      <td>11.47</td>\n",
              "      <td>18.14</td>\n",
              "      <td>10.90</td>\n",
              "      <td>2.90</td>\n",
              "      <td>243</td>\n",
              "      <td>109</td>\n",
              "      <td>27.64</td>\n",
              "      <td>21.25</td>\n",
              "      <td>33.23</td>\n",
              "      <td>27.48</td>\n",
              "      <td>5.77</td>\n",
              "      <td>15.40</td>\n",
              "      <td>24.89</td>\n",
              "      <td>24.22</td>\n",
              "      <td>27.38</td>\n",
              "      <td>28.68</td>\n",
              "      <td>0.00</td>\n",
              "      <td>21.38</td>\n",
              "      <td>27,018</td>\n",
              "      <td>0.00</td>\n",
              "      <td>22.51</td>\n",
              "      <td>15.84</td>\n",
              "      <td>7.95</td>\n",
              "      <td>446</td>\n",
              "      <td>50.40</td>\n",
              "      <td>1,205</td>\n",
              "      <td>1,535</td>\n",
              "      <td>387</td>\n",
              "      <td>56.45</td>\n",
              "      <td>4.90</td>\n",
              "      <td>31.44</td>\n",
              "      <td>23.05</td>\n",
              "      <td>22.52</td>\n",
              "      <td>11,917</td>\n",
              "      <td>...</td>\n",
              "      <td>0.28</td>\n",
              "      <td>0.06</td>\n",
              "      <td>0.00</td>\n",
              "      <td>2,198</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.33</td>\n",
              "      <td>0.22</td>\n",
              "      <td>1.26</td>\n",
              "      <td>3.68</td>\n",
              "      <td>1.39</td>\n",
              "      <td>0.06</td>\n",
              "      <td>0.05</td>\n",
              "      <td>0.10</td>\n",
              "      <td>0.03</td>\n",
              "      <td>0.03</td>\n",
              "      <td>60.99</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.06</td>\n",
              "      <td>0.08</td>\n",
              "      <td>0.23</td>\n",
              "      <td>0.13</td>\n",
              "      <td>0.06</td>\n",
              "      <td>0.05</td>\n",
              "      <td>0.10</td>\n",
              "      <td>0.11</td>\n",
              "      <td>0.49</td>\n",
              "      <td>0.42</td>\n",
              "      <td>0.23</td>\n",
              "      <td>0.23</td>\n",
              "      <td>0.07</td>\n",
              "      <td>0.24</td>\n",
              "      <td>27.57</td>\n",
              "      <td>8.29</td>\n",
              "      <td>16.37</td>\n",
              "      <td>4.27</td>\n",
              "      <td>0.03</td>\n",
              "      <td>0.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\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",
              "      <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",
              "      <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",
              "      <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 rowspan=\"5\" valign=\"top\">USA</th>\n",
              "      <th>P85</th>\n",
              "      <td>0.38</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>4.65</td>\n",
              "      <td>1.24</td>\n",
              "      <td>0.08</td>\n",
              "      <td>0.09</td>\n",
              "      <td>0.28</td>\n",
              "      <td>0.32</td>\n",
              "      <td>0.05</td>\n",
              "      <td>0.33</td>\n",
              "      <td>0.62</td>\n",
              "      <td>0.29</td>\n",
              "      <td>0.72</td>\n",
              "      <td>0.95</td>\n",
              "      <td>0.63</td>\n",
              "      <td>0.07</td>\n",
              "      <td>0.15</td>\n",
              "      <td>0.48</td>\n",
              "      <td>0.61</td>\n",
              "      <td>0.20</td>\n",
              "      <td>0.05</td>\n",
              "      <td>0.00</td>\n",
              "      <td>25.94</td>\n",
              "      <td>25.78</td>\n",
              "      <td>0.00</td>\n",
              "      <td>2.10</td>\n",
              "      <td>0.40</td>\n",
              "      <td>0.15</td>\n",
              "      <td>4.85</td>\n",
              "      <td>0.88</td>\n",
              "      <td>2.01</td>\n",
              "      <td>1.35</td>\n",
              "      <td>0.01</td>\n",
              "      <td>1.56</td>\n",
              "      <td>0.12</td>\n",
              "      <td>0.26</td>\n",
              "      <td>2.24</td>\n",
              "      <td>0.15</td>\n",
              "      <td>0.60</td>\n",
              "      <td>...</td>\n",
              "      <td>186</td>\n",
              "      <td>128</td>\n",
              "      <td>0.00</td>\n",
              "      <td>260,822</td>\n",
              "      <td>0.00</td>\n",
              "      <td>281</td>\n",
              "      <td>9.61</td>\n",
              "      <td>60.98</td>\n",
              "      <td>501</td>\n",
              "      <td>711</td>\n",
              "      <td>2,296</td>\n",
              "      <td>7,523</td>\n",
              "      <td>8,487</td>\n",
              "      <td>184</td>\n",
              "      <td>40.76</td>\n",
              "      <td>99.12</td>\n",
              "      <td>71.76</td>\n",
              "      <td>25.23</td>\n",
              "      <td>793</td>\n",
              "      <td>1.55</td>\n",
              "      <td>212</td>\n",
              "      <td>329</td>\n",
              "      <td>962</td>\n",
              "      <td>1,092</td>\n",
              "      <td>653</td>\n",
              "      <td>496</td>\n",
              "      <td>638</td>\n",
              "      <td>716</td>\n",
              "      <td>1,944</td>\n",
              "      <td>842</td>\n",
              "      <td>454</td>\n",
              "      <td>457</td>\n",
              "      <td>149</td>\n",
              "      <td>1,597</td>\n",
              "      <td>11,929</td>\n",
              "      <td>2,330</td>\n",
              "      <td>1,925</td>\n",
              "      <td>3,204</td>\n",
              "      <td>70.50</td>\n",
              "      <td>0.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Q</th>\n",
              "      <td>0.09</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.24</td>\n",
              "      <td>0.24</td>\n",
              "      <td>0.05</td>\n",
              "      <td>0.09</td>\n",
              "      <td>0.12</td>\n",
              "      <td>0.11</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.48</td>\n",
              "      <td>0.48</td>\n",
              "      <td>0.05</td>\n",
              "      <td>0.03</td>\n",
              "      <td>0.09</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.03</td>\n",
              "      <td>0.03</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.05</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.00</td>\n",
              "      <td>9.79</td>\n",
              "      <td>7.88</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.05</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.72</td>\n",
              "      <td>0.05</td>\n",
              "      <td>0.29</td>\n",
              "      <td>0.28</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.07</td>\n",
              "      <td>0.03</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.25</td>\n",
              "      <td>0.21</td>\n",
              "      <td>0.19</td>\n",
              "      <td>...</td>\n",
              "      <td>88.52</td>\n",
              "      <td>14.87</td>\n",
              "      <td>0.00</td>\n",
              "      <td>2,019,393</td>\n",
              "      <td>0.00</td>\n",
              "      <td>90.05</td>\n",
              "      <td>3.08</td>\n",
              "      <td>43.40</td>\n",
              "      <td>1,020</td>\n",
              "      <td>140</td>\n",
              "      <td>688</td>\n",
              "      <td>536</td>\n",
              "      <td>4,314</td>\n",
              "      <td>188</td>\n",
              "      <td>34.23</td>\n",
              "      <td>120</td>\n",
              "      <td>62.17</td>\n",
              "      <td>29.20</td>\n",
              "      <td>387</td>\n",
              "      <td>0.04</td>\n",
              "      <td>123</td>\n",
              "      <td>108</td>\n",
              "      <td>269</td>\n",
              "      <td>506</td>\n",
              "      <td>237</td>\n",
              "      <td>223</td>\n",
              "      <td>396</td>\n",
              "      <td>1,248</td>\n",
              "      <td>952</td>\n",
              "      <td>420</td>\n",
              "      <td>226</td>\n",
              "      <td>228</td>\n",
              "      <td>74.32</td>\n",
              "      <td>790</td>\n",
              "      <td>28,060</td>\n",
              "      <td>108</td>\n",
              "      <td>22,106</td>\n",
              "      <td>366</td>\n",
              "      <td>8.18</td>\n",
              "      <td>0.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>R_S</th>\n",
              "      <td>0.08</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.30</td>\n",
              "      <td>0.08</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.03</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.03</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>11.49</td>\n",
              "      <td>8.06</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.05</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.66</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.23</td>\n",
              "      <td>0.25</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.20</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.14</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.11</td>\n",
              "      <td>...</td>\n",
              "      <td>644</td>\n",
              "      <td>319</td>\n",
              "      <td>0.00</td>\n",
              "      <td>538,691</td>\n",
              "      <td>0.00</td>\n",
              "      <td>704</td>\n",
              "      <td>24.06</td>\n",
              "      <td>1,025</td>\n",
              "      <td>3,736</td>\n",
              "      <td>2,227</td>\n",
              "      <td>12,820</td>\n",
              "      <td>7,827</td>\n",
              "      <td>6,394</td>\n",
              "      <td>1,670</td>\n",
              "      <td>115</td>\n",
              "      <td>199</td>\n",
              "      <td>1,585</td>\n",
              "      <td>367</td>\n",
              "      <td>7,481</td>\n",
              "      <td>11.04</td>\n",
              "      <td>897</td>\n",
              "      <td>7,989</td>\n",
              "      <td>16,697</td>\n",
              "      <td>3,981</td>\n",
              "      <td>6,369</td>\n",
              "      <td>1,902</td>\n",
              "      <td>2,174</td>\n",
              "      <td>9,989</td>\n",
              "      <td>13,264</td>\n",
              "      <td>4,034</td>\n",
              "      <td>2,174</td>\n",
              "      <td>2,189</td>\n",
              "      <td>714</td>\n",
              "      <td>13,904</td>\n",
              "      <td>19,776</td>\n",
              "      <td>2,802</td>\n",
              "      <td>21,852</td>\n",
              "      <td>19,390</td>\n",
              "      <td>176</td>\n",
              "      <td>0.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>T</th>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.03</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>18.08</td>\n",
              "      <td>11.06</td>\n",
              "      <td>0.00</td>\n",
              "      <td>15,009</td>\n",
              "      <td>0.00</td>\n",
              "      <td>18.87</td>\n",
              "      <td>0.64</td>\n",
              "      <td>39.26</td>\n",
              "      <td>137</td>\n",
              "      <td>77.59</td>\n",
              "      <td>482</td>\n",
              "      <td>273</td>\n",
              "      <td>40.21</td>\n",
              "      <td>52.22</td>\n",
              "      <td>4.08</td>\n",
              "      <td>3.37</td>\n",
              "      <td>65.66</td>\n",
              "      <td>13.97</td>\n",
              "      <td>218</td>\n",
              "      <td>0.14</td>\n",
              "      <td>24.21</td>\n",
              "      <td>43.31</td>\n",
              "      <td>147</td>\n",
              "      <td>109</td>\n",
              "      <td>204</td>\n",
              "      <td>41.63</td>\n",
              "      <td>61.77</td>\n",
              "      <td>346</td>\n",
              "      <td>318</td>\n",
              "      <td>106</td>\n",
              "      <td>57.27</td>\n",
              "      <td>57.66</td>\n",
              "      <td>18.82</td>\n",
              "      <td>480</td>\n",
              "      <td>645</td>\n",
              "      <td>82.20</td>\n",
              "      <td>860</td>\n",
              "      <td>227</td>\n",
              "      <td>6.09</td>\n",
              "      <td>0.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>U</th>\n",
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              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
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              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
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              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
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              "  </tbody>\n",
              "</table>\n",
              "<p>954 rows × 1038 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "               AUS                           ...   USA                         \n",
              "               A01  A02   A03     B C10-C12  ...   P85      Q    R_S     T    U\n",
              "AUS A01     12,924  112   228   539  25,139  ...  0.12   0.25   0.12  0.00 0.00\n",
              "    A02      83.03  201  0.19 17.19    2.65  ...  0.02   0.12   0.05  0.00 0.00\n",
              "    A03      19.15 0.00 19.11  4.23     316  ...  0.02   0.10   0.04  0.00 0.00\n",
              "    B          116 0.69  5.92 4,492     332  ...  0.13   1.16   0.58  0.01 0.00\n",
              "    C10-C12  1,591 0.88 42.54   203  10,852  ...  8.29  16.37   4.27  0.03 0.00\n",
              "...            ...  ...   ...   ...     ...  ...   ...    ...    ...   ...  ...\n",
              "USA P85       0.38 0.00  0.01  4.65    1.24  ... 2,330  1,925  3,204 70.50 0.00\n",
              "    Q         0.09 0.00  0.01  0.24    0.24  ...   108 22,106    366  8.18 0.00\n",
              "    R_S       0.08 0.00  0.00  0.30    0.08  ... 2,802 21,852 19,390   176 0.00\n",
              "    T         0.00 0.00  0.00  0.00    0.00  ... 82.20    860    227  6.09 0.00\n",
              "    U         0.00 0.00  0.00  0.00    0.00  ...  0.00   0.00   0.00  0.00 0.00\n",
              "\n",
              "[954 rows x 1038 columns]"
            ]
          },
          "execution_count": 28,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "df"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TyDO9SgFi28w"
      },
      "source": [
        "# 중국-제조업 소비 증가의 파급영향\n",
        "\n",
        "$(\\mathbf{I} - \\mathbf{A})^{-1}\\begin{bmatrix} 1\\\\ 0\\\\ 0\\\\ 0 \\end{bmatrix}$"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Thb0ZL3Fi28w"
      },
      "source": [
        "전체 투입산출표를 중간투입행렬, 최종수요행렬, 부가가치백터, 총산출벡터 등으로 나누어 정의\n",
        "- 총산출이 0이면 계산시 오류가 발생하므로 총산출 벡터 P에서 0값을 아주 작은 값 10e-7로 대체"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 29,
      "metadata": {
        "id": "bCcbb_9oi28w"
      },
      "outputs": [],
      "source": [
        "Z = df.loc[countries, (countries, sectors)]\n",
        "F = df.loc[countries, (countries, fdemands)]\n",
        "# VA = df.loc['TOT', (countries, sectors)].loc[['VA'], :]\n",
        "VA = df.loc[idx['TOT', ['VA']], (countries, sectors)]\n",
        "# P = df.loc['TOT', (countries, sectors)].loc[['GO'], :]\n",
        "P = df.loc[idx['TOT', ['GO']], (countries, sectors)]\n",
        "P[P <= 0] = 10e-7"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "X6P7W3tBi28x"
      },
      "source": [
        "Z, V를 국가-산업별 총산출(P)로 나누어 A, v 계산\n",
        "\n",
        "- 판다스에서 데이터프레임 연산은 행, 열이름이 일치해야하므로 P.squeeze()으로 P에서 행이름을 제거\n",
        "- 열 이름(axis = 1)을 기준으로 Z, V의 각 항목을 P의 각 항목으로 나누어줌"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 30,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 179
        },
        "id": "s2JGIuUYrcKW",
        "outputId": "af97b0e2-e03e-4242-eae8-4bb5612d1a96"
      },
      "outputs": [
        {
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              "      <th>U</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>TOT</th>\n",
              "      <th>VA</th>\n",
              "      <td>30,489</td>\n",
              "      <td>1,570</td>\n",
              "      <td>1,895</td>\n",
              "      <td>98,315</td>\n",
              "      <td>24,247</td>\n",
              "      <td>2,336</td>\n",
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              "      <td>3,752</td>\n",
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              "      <td>4,252</td>\n",
              "      <td>5,474</td>\n",
              "      <td>4,766</td>\n",
              "      <td>10,113</td>\n",
              "      <td>4,017</td>\n",
              "      <td>2,266</td>\n",
              "      <td>4,994</td>\n",
              "      <td>3,167</td>\n",
              "      <td>3,582</td>\n",
              "      <td>2,162</td>\n",
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              "      <td>22,113</td>\n",
              "      <td>10,235</td>\n",
              "      <td>3,358</td>\n",
              "      <td>119,993</td>\n",
              "      <td>6,931</td>\n",
              "      <td>59,178</td>\n",
              "      <td>64,839</td>\n",
              "      <td>27,824</td>\n",
              "      <td>3,462</td>\n",
              "      <td>6,222</td>\n",
              "      <td>27,037</td>\n",
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              "      <td>36,235</td>\n",
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              "      <td>7,011</td>\n",
              "      <td>20,233</td>\n",
              "      <td>26,689</td>\n",
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              "<p>1 rows × 952 columns</p>\n",
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            "text/plain": [
              "          AUS                             ...      EU                              \n",
              "          A01   A02   A03      B C10-C12  ...     P85         Q     R_S      T    U\n",
              "TOT VA 30,489 1,570 1,895 98,315  24,247  ... 877,287 1,226,105 528,740 69,503 0.00\n",
              "\n",
              "[1 rows x 952 columns]"
            ]
          },
          "execution_count": 30,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "VA"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 31,
      "metadata": {
        "colab": {
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        "id": "CNIu2mbvrehY",
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              "  <tbody>\n",
              "    <tr>\n",
              "      <th>TOT</th>\n",
              "      <th>GO</th>\n",
              "      <td>70,292</td>\n",
              "      <td>2,585</td>\n",
              "      <td>3,175</td>\n",
              "      <td>171,985</td>\n",
              "      <td>83,504</td>\n",
              "      <td>5,064</td>\n",
              "      <td>9,000</td>\n",
              "      <td>7,925</td>\n",
              "      <td>7,784</td>\n",
              "      <td>24,455</td>\n",
              "      <td>16,161</td>\n",
              "      <td>9,785</td>\n",
              "      <td>10,785</td>\n",
              "      <td>15,538</td>\n",
              "      <td>43,585</td>\n",
              "      <td>26,102</td>\n",
              "      <td>6,033</td>\n",
              "      <td>6,014</td>\n",
              "      <td>13,822</td>\n",
              "      <td>14,087</td>\n",
              "      <td>10,714</td>\n",
              "      <td>5,695</td>\n",
              "      <td>0.00</td>\n",
              "      <td>58,882</td>\n",
              "      <td>16,475</td>\n",
              "      <td>4,247</td>\n",
              "      <td>388,429</td>\n",
              "      <td>16,038</td>\n",
              "      <td>122,997</td>\n",
              "      <td>106,061</td>\n",
              "      <td>63,815</td>\n",
              "      <td>8,194</td>\n",
              "      <td>22,758</td>\n",
              "      <td>50,759</td>\n",
              "      <td>11,041</td>\n",
              "      <td>77,107</td>\n",
              "      <td>10,602</td>\n",
              "      <td>16,208</td>\n",
              "      <td>48,157</td>\n",
              "      <td>49,017</td>\n",
              "      <td>...</td>\n",
              "      <td>365,499</td>\n",
              "      <td>354,298</td>\n",
              "      <td>803,512</td>\n",
              "      <td>986,997</td>\n",
              "      <td>271,691</td>\n",
              "      <td>276,604</td>\n",
              "      <td>249,457</td>\n",
              "      <td>978,963</td>\n",
              "      <td>85,795</td>\n",
              "      <td>296,491</td>\n",
              "      <td>2,305,160</td>\n",
              "      <td>449,801</td>\n",
              "      <td>1,650,796</td>\n",
              "      <td>1,265,913</td>\n",
              "      <td>814,682</td>\n",
              "      <td>187,142</td>\n",
              "      <td>184,742</td>\n",
              "      <td>665,202</td>\n",
              "      <td>146,049</td>\n",
              "      <td>905,198</td>\n",
              "      <td>200,374</td>\n",
              "      <td>203,922</td>\n",
              "      <td>488,588</td>\n",
              "      <td>710,027</td>\n",
              "      <td>1,116,287</td>\n",
              "      <td>530,337</td>\n",
              "      <td>288,675</td>\n",
              "      <td>2,436,445</td>\n",
              "      <td>941,083</td>\n",
              "      <td>446,279</td>\n",
              "      <td>225,195</td>\n",
              "      <td>187,548</td>\n",
              "      <td>168,953</td>\n",
              "      <td>1,246,395</td>\n",
              "      <td>1,608,621</td>\n",
              "      <td>1,108,725</td>\n",
              "      <td>1,905,828</td>\n",
              "      <td>897,302</td>\n",
              "      <td>69,535</td>\n",
              "      <td>0.00</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>1 rows × 952 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "          AUS                      ...        EU                    \n",
              "          A01   A02   A03       B  ...         Q     R_S      T    U\n",
              "TOT GO 70,292 2,585 3,175 171,985  ... 1,905,828 897,302 69,535 0.00\n",
              "\n",
              "[1 rows x 952 columns]"
            ]
          },
          "execution_count": 31,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "\n",
        "P"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 32,
      "metadata": {
        "id": "Q3M1Seu1i28x"
      },
      "outputs": [],
      "source": [
        "v = VA.div(P.squeeze(), axis=1)\n",
        "A = Z.div(P.squeeze(), axis=1)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 33,
      "metadata": {
        "id": "v8g_JW_pi28x"
      },
      "outputs": [],
      "source": [
        "B = Leon(A)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 34,
      "metadata": {
        "id": "yUg2b6r5i28x"
      },
      "outputs": [],
      "source": [
        "# NOTE: v = i'*(1-A). see Stehrer (2012),\n",
        "# 'Trade in Value Added and the Value Added in Trade'"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 35,
      "metadata": {
        "id": "umJmb1j3i28x"
      },
      "outputs": [],
      "source": [
        "V = pd.DataFrame(np.diag(v.values[0]), index=A.index, columns=A.columns)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Rmf1z2V2i28x"
      },
      "source": [
        "# 국가-산업별 수출\n",
        "\n",
        "- 전체 국가 리스트에서 l국을 제외한 국가 리스트 _l 생성\n",
        "- l국 수출은 l국 산출중 _l국으로 중간투입된 것과 _l국에서 최종소비/투자된 것의 합"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 37,
      "metadata": {
        "id": "MyV0K5Gui28x"
      },
      "outputs": [],
      "source": [
        "# %-----------------------------------------------------------------------%\n",
        "# % export\n",
        "# %-----------------------------------------------------------------------%\n",
        "EX = pd.DataFrame()\n",
        "for l in countries:\n",
        "    _l = [item for item in countries if item not in [l]]\n",
        "    E = Z.loc[l, _l].sum(axis=1) + F.loc[l, _l].sum(axis=1)\n",
        "    E.name = l\n",
        "    EX = EX.append(E.T)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RPSesAQki28y"
      },
      "source": [
        "# 수입의존도 Import content(intensity)\n",
        "\n",
        "## direct import\n",
        "\n",
        "$\\mathbf{F} = \n",
        "\\begin{bmatrix}\n",
        "F_{c-m, k-c} &F_{c-m, k-i}\\\\\n",
        "F_{c-s, k-c} &F_{c-s, k-i}\n",
        "\\end{bmatrix}\n",
        "$\n",
        "\n",
        "## indirect import\n",
        "\n",
        "$\\mathbf{A}_{c,k}(\\mathbf{I}-\\mathbf{A}_k)^{-1}\\mathbf{F}_k \\\\\n",
        "=\\begin{bmatrix} A_{c-m, k-c} & A_{c-m, k-i}\\\\ A_{c-s, k-c} & A_{c-s, k-i} \\end{bmatrix}\n",
        "\\left(I - \\begin{bmatrix} A_{k-m, k-m} & A_{k-m, k-s}\\\\ A_{k-s, k-m} & A_{k-s, k-s} \\end{bmatrix}\\right)^{-1}\n",
        "\\begin{bmatrix}\n",
        "F_{k-m, k-c} &F_{k-m, k-i}\\\\\n",
        "F_{k-s, k-c} &F_{k-s, k-i}\n",
        "\\end{bmatrix}\n",
        "$"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 39,
      "metadata": {
        "id": "2S595D6li28y"
      },
      "outputs": [],
      "source": [
        "# %-----------------------------------------------------------------------%\n",
        "# % direct imports: Md (Mdir in M-file)\n",
        "# % direct import for export is 0\n",
        "# %-----------------------------------------------------------------------%\n",
        "Md = pd.DataFrame()\n",
        "for l in countries:\n",
        "    M = F[l].groupby(axis=0, level=1).sum() - F.loc[l, l]\n",
        "    M.index = pd.MultiIndex.from_arrays([[l] * len(M.index), M.index])\n",
        "    Md = Md.append(M)\n",
        "Md['EX'] = 0.0\n",
        "# Md[\"TOTAL\"] = Md.sum(axis=1)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 40,
      "metadata": {
        "id": "Ky0qQ19Fi28y"
      },
      "outputs": [],
      "source": [
        "# %-----------------------------------------------------------------------%\n",
        "# % indirect imports: Mi (Mind in M-file)\n",
        "# %-----------------------------------------------------------------------%\n",
        "Mi = pd.DataFrame()\n",
        "for l in countries:\n",
        "    FE = F.loc[l, l]\n",
        "    FE['EX'] = EX.loc[l, :]\n",
        "    M = A[l].groupby(axis=0, level=1).sum() - A.loc[l, l]\n",
        "    M = M.dot(Leon(A.loc[l, l]).dot(FE))\n",
        "    M.index = pd.MultiIndex.from_arrays([[l] * len(M.index), M.index])\n",
        "    Mi = Mi.append(M)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WOweMrVri28y"
      },
      "source": [
        "# TiVA: Trade in Value Added\n",
        "\n",
        "$\\mathbf{V}(\\mathbf{I}-\\mathbf{A})^{-1}F$"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "peqvXhBhi28y"
      },
      "outputs": [],
      "source": [
        "TiVA = V.dot(B).dot(F.groupby(level=0, axis=1).sum())\n",
        "TiVA = TiVA.groupby(level=0, axis=0).sum()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4ORgyv7Li28z"
      },
      "source": [
        "# Value Added in Gross Export\n",
        "\n",
        "$\\mathbf{V}(\\mathbf{I}-\\mathbf{A})^{-1}\\begin{bmatrix} X_{c} & \\mathbf{0}\\\\ \\mathbf{0} & X_{k} \\end{bmatrix}$"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "_vb3RAjWi28z"
      },
      "outputs": [],
      "source": [
        "# %-----------------------------------------------------------------------%\n",
        "# Value share of countries (row) in each country's gross export (col)\n",
        "# 1. calculate VAS, 2. divide VAS by gross export\n",
        "# %-----------------------------------------------------------------------%\n",
        "EX_stacked = EX.stack()\n",
        "X = pd.DataFrame(np.diag(EX_stacked), index=EX_stacked.index,\n",
        "                 columns=EX_stacked.index)\n",
        "X = X.groupby(level=0, axis=1).sum()\n",
        "\n",
        "vas = V.dot(B.dot(X))\n",
        "vas = vas.groupby(axis=0, level=0).sum()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 582
        },
        "id": "QIpqDngai28z",
        "outputId": "bd091bd8-fc16-4892-edfe-4cde284739d3"
      },
      "outputs": [
        {
          "data": {
            "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>AUS</th>\n",
              "      <th>BRA</th>\n",
              "      <th>CAN</th>\n",
              "      <th>CHE</th>\n",
              "      <th>CHN</th>\n",
              "      <th>EU</th>\n",
              "      <th>IDN</th>\n",
              "      <th>IND</th>\n",
              "      <th>JPN</th>\n",
              "      <th>KOR</th>\n",
              "      <th>MEX</th>\n",
              "      <th>NOR</th>\n",
              "      <th>ROW</th>\n",
              "      <th>RUS</th>\n",
              "      <th>TUR</th>\n",
              "      <th>TWN</th>\n",
              "      <th>USA</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>AUS</th>\n",
              "      <td>240,860</td>\n",
              "      <td>393</td>\n",
              "      <td>663</td>\n",
              "      <td>468</td>\n",
              "      <td>17,179</td>\n",
              "      <td>4,248</td>\n",
              "      <td>1,247</td>\n",
              "      <td>2,072</td>\n",
              "      <td>11,906</td>\n",
              "      <td>8,778</td>\n",
              "      <td>658</td>\n",
              "      <td>137</td>\n",
              "      <td>24,468</td>\n",
              "      <td>194</td>\n",
              "      <td>705</td>\n",
              "      <td>7,472</td>\n",
              "      <td>1,987</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BRA</th>\n",
              "      <td>312</td>\n",
              "      <td>208,497</td>\n",
              "      <td>1,401</td>\n",
              "      <td>347</td>\n",
              "      <td>8,193</td>\n",
              "      <td>7,775</td>\n",
              "      <td>666</td>\n",
              "      <td>1,584</td>\n",
              "      <td>2,281</td>\n",
              "      <td>2,284</td>\n",
              "      <td>1,365</td>\n",
              "      <td>603</td>\n",
              "      <td>22,327</td>\n",
              "      <td>213</td>\n",
              "      <td>774</td>\n",
              "      <td>1,541</td>\n",
              "      <td>3,929</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CAN</th>\n",
              "      <td>420</td>\n",
              "      <td>490</td>\n",
              "      <td>421,837</td>\n",
              "      <td>638</td>\n",
              "      <td>4,388</td>\n",
              "      <td>9,229</td>\n",
              "      <td>370</td>\n",
              "      <td>669</td>\n",
              "      <td>2,653</td>\n",
              "      <td>2,859</td>\n",
              "      <td>3,368</td>\n",
              "      <td>1,109</td>\n",
              "      <td>21,222</td>\n",
              "      <td>257</td>\n",
              "      <td>519</td>\n",
              "      <td>1,628</td>\n",
              "      <td>37,018</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CHE</th>\n",
              "      <td>320</td>\n",
              "      <td>240</td>\n",
              "      <td>798</td>\n",
              "      <td>253,903</td>\n",
              "      <td>2,602</td>\n",
              "      <td>18,150</td>\n",
              "      <td>186</td>\n",
              "      <td>521</td>\n",
              "      <td>1,157</td>\n",
              "      <td>1,302</td>\n",
              "      <td>613</td>\n",
              "      <td>326</td>\n",
              "      <td>17,756</td>\n",
              "      <td>608</td>\n",
              "      <td>565</td>\n",
              "      <td>783</td>\n",
              "      <td>2,177</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CHN</th>\n",
              "      <td>4,739</td>\n",
              "      <td>3,215</td>\n",
              "      <td>9,837</td>\n",
              "      <td>3,113</td>\n",
              "      <td>2,003,597</td>\n",
              "      <td>54,361</td>\n",
              "      <td>6,045</td>\n",
              "      <td>6,563</td>\n",
              "      <td>25,906</td>\n",
              "      <td>39,281</td>\n",
              "      <td>14,266</td>\n",
              "      <td>1,172</td>\n",
              "      <td>174,357</td>\n",
              "      <td>4,347</td>\n",
              "      <td>5,820</td>\n",
              "      <td>23,338</td>\n",
              "      <td>25,061</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>EU</th>\n",
              "      <td>5,673</td>\n",
              "      <td>6,363</td>\n",
              "      <td>16,979</td>\n",
              "      <td>53,214</td>\n",
              "      <td>47,879</td>\n",
              "      <td>2,739,939</td>\n",
              "      <td>3,497</td>\n",
              "      <td>8,184</td>\n",
              "      <td>17,700</td>\n",
              "      <td>26,409</td>\n",
              "      <td>13,910</td>\n",
              "      <td>17,758</td>\n",
              "      <td>252,780</td>\n",
              "      <td>16,062</td>\n",
              "      <td>24,250</td>\n",
              "      <td>13,264</td>\n",
              "      <td>44,460</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>IDN</th>\n",
              "      <td>1,251</td>\n",
              "      <td>400</td>\n",
              "      <td>556</td>\n",
              "      <td>188</td>\n",
              "      <td>5,614</td>\n",
              "      <td>3,980</td>\n",
              "      <td>171,696</td>\n",
              "      <td>1,680</td>\n",
              "      <td>6,129</td>\n",
              "      <td>5,296</td>\n",
              "      <td>615</td>\n",
              "      <td>85.99</td>\n",
              "      <td>22,031</td>\n",
              "      <td>184</td>\n",
              "      <td>889</td>\n",
              "      <td>4,918</td>\n",
              "      <td>1,758</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>IND</th>\n",
              "      <td>439</td>\n",
              "      <td>629</td>\n",
              "      <td>792</td>\n",
              "      <td>561</td>\n",
              "      <td>4,035</td>\n",
              "      <td>7,906</td>\n",
              "      <td>837</td>\n",
              "      <td>269,981</td>\n",
              "      <td>1,454</td>\n",
              "      <td>2,184</td>\n",
              "      <td>1,007</td>\n",
              "      <td>166</td>\n",
              "      <td>27,509</td>\n",
              "      <td>344</td>\n",
              "      <td>1,702</td>\n",
              "      <td>1,347</td>\n",
              "      <td>3,050</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>JPN</th>\n",
              "      <td>1,326</td>\n",
              "      <td>721</td>\n",
              "      <td>3,705</td>\n",
              "      <td>1,101</td>\n",
              "      <td>26,721</td>\n",
              "      <td>14,231</td>\n",
              "      <td>2,358</td>\n",
              "      <td>1,496</td>\n",
              "      <td>610,829</td>\n",
              "      <td>20,171</td>\n",
              "      <td>5,863</td>\n",
              "      <td>408</td>\n",
              "      <td>50,128</td>\n",
              "      <td>1,038</td>\n",
              "      <td>1,165</td>\n",
              "      <td>17,973</td>\n",
              "      <td>11,089</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>KOR</th>\n",
              "      <td>913</td>\n",
              "      <td>783</td>\n",
              "      <td>1,708</td>\n",
              "      <td>443</td>\n",
              "      <td>31,232</td>\n",
              "      <td>9,907</td>\n",
              "      <td>1,854</td>\n",
              "      <td>1,609</td>\n",
              "      <td>7,546</td>\n",
              "      <td>421,203</td>\n",
              "      <td>4,916</td>\n",
              "      <td>244</td>\n",
              "      <td>34,968</td>\n",
              "      <td>1,506</td>\n",
              "      <td>2,049</td>\n",
              "      <td>8,615</td>\n",
              "      <td>6,673</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>MEX</th>\n",
              "      <td>252</td>\n",
              "      <td>457</td>\n",
              "      <td>3,994</td>\n",
              "      <td>579</td>\n",
              "      <td>1,696</td>\n",
              "      <td>4,660</td>\n",
              "      <td>97.75</td>\n",
              "      <td>802</td>\n",
              "      <td>850</td>\n",
              "      <td>1,621</td>\n",
              "      <td>239,560</td>\n",
              "      <td>113</td>\n",
              "      <td>7,137</td>\n",
              "      <td>105</td>\n",
              "      <td>316</td>\n",
              "      <td>598</td>\n",
              "      <td>18,499</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>NOR</th>\n",
              "      <td>214</td>\n",
              "      <td>542</td>\n",
              "      <td>984</td>\n",
              "      <td>588</td>\n",
              "      <td>1,908</td>\n",
              "      <td>22,767</td>\n",
              "      <td>181</td>\n",
              "      <td>407</td>\n",
              "      <td>1,045</td>\n",
              "      <td>1,541</td>\n",
              "      <td>309</td>\n",
              "      <td>147,826</td>\n",
              "      <td>17,700</td>\n",
              "      <td>369</td>\n",
              "      <td>857</td>\n",
              "      <td>671</td>\n",
              "      <td>1,595</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ROW</th>\n",
              "      <td>18,010</td>\n",
              "      <td>12,880</td>\n",
              "      <td>18,241</td>\n",
              "      <td>11,293</td>\n",
              "      <td>159,189</td>\n",
              "      <td>153,137</td>\n",
              "      <td>14,153</td>\n",
              "      <td>42,192</td>\n",
              "      <td>79,592</td>\n",
              "      <td>94,905</td>\n",
              "      <td>15,397</td>\n",
              "      <td>4,681</td>\n",
              "      <td>2,870,803</td>\n",
              "      <td>7,432</td>\n",
              "      <td>19,146</td>\n",
              "      <td>54,054</td>\n",
              "      <td>60,118</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>RUS</th>\n",
              "      <td>1,214</td>\n",
              "      <td>829</td>\n",
              "      <td>1,985</td>\n",
              "      <td>5,247</td>\n",
              "      <td>12,640</td>\n",
              "      <td>39,182</td>\n",
              "      <td>800</td>\n",
              "      <td>2,010</td>\n",
              "      <td>8,806</td>\n",
              "      <td>7,437</td>\n",
              "      <td>1,091</td>\n",
              "      <td>1,070</td>\n",
              "      <td>81,750</td>\n",
              "      <td>428,800</td>\n",
              "      <td>5,114</td>\n",
              "      <td>2,459</td>\n",
              "      <td>4,995</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>TUR</th>\n",
              "      <td>171</td>\n",
              "      <td>207</td>\n",
              "      <td>620</td>\n",
              "      <td>484</td>\n",
              "      <td>1,574</td>\n",
              "      <td>11,020</td>\n",
              "      <td>323</td>\n",
              "      <td>376</td>\n",
              "      <td>478</td>\n",
              "      <td>681</td>\n",
              "      <td>381</td>\n",
              "      <td>187</td>\n",
              "      <td>13,186</td>\n",
              "      <td>1,159</td>\n",
              "      <td>165,812</td>\n",
              "      <td>408</td>\n",
              "      <td>1,328</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>TWN</th>\n",
              "      <td>472</td>\n",
              "      <td>455</td>\n",
              "      <td>1,331</td>\n",
              "      <td>306</td>\n",
              "      <td>24,584</td>\n",
              "      <td>5,650</td>\n",
              "      <td>615</td>\n",
              "      <td>528</td>\n",
              "      <td>4,940</td>\n",
              "      <td>5,197</td>\n",
              "      <td>2,474</td>\n",
              "      <td>168</td>\n",
              "      <td>25,043</td>\n",
              "      <td>202</td>\n",
              "      <td>582</td>\n",
              "      <td>202,373</td>\n",
              "      <td>3,585</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>USA</th>\n",
              "      <td>3,602</td>\n",
              "      <td>5,049</td>\n",
              "      <td>67,547</td>\n",
              "      <td>7,446</td>\n",
              "      <td>25,691</td>\n",
              "      <td>89,125</td>\n",
              "      <td>1,942</td>\n",
              "      <td>4,107</td>\n",
              "      <td>13,326</td>\n",
              "      <td>17,475</td>\n",
              "      <td>53,171</td>\n",
              "      <td>2,257</td>\n",
              "      <td>124,333</td>\n",
              "      <td>1,596</td>\n",
              "      <td>3,371</td>\n",
              "      <td>10,033</td>\n",
              "      <td>1,678,919</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "        AUS     BRA     CAN     CHE  ...     RUS     TUR     TWN       USA\n",
              "AUS 240,860     393     663     468  ...     194     705   7,472     1,987\n",
              "BRA     312 208,497   1,401     347  ...     213     774   1,541     3,929\n",
              "CAN     420     490 421,837     638  ...     257     519   1,628    37,018\n",
              "CHE     320     240     798 253,903  ...     608     565     783     2,177\n",
              "CHN   4,739   3,215   9,837   3,113  ...   4,347   5,820  23,338    25,061\n",
              "EU    5,673   6,363  16,979  53,214  ...  16,062  24,250  13,264    44,460\n",
              "IDN   1,251     400     556     188  ...     184     889   4,918     1,758\n",
              "IND     439     629     792     561  ...     344   1,702   1,347     3,050\n",
              "JPN   1,326     721   3,705   1,101  ...   1,038   1,165  17,973    11,089\n",
              "KOR     913     783   1,708     443  ...   1,506   2,049   8,615     6,673\n",
              "MEX     252     457   3,994     579  ...     105     316     598    18,499\n",
              "NOR     214     542     984     588  ...     369     857     671     1,595\n",
              "ROW  18,010  12,880  18,241  11,293  ...   7,432  19,146  54,054    60,118\n",
              "RUS   1,214     829   1,985   5,247  ... 428,800   5,114   2,459     4,995\n",
              "TUR     171     207     620     484  ...   1,159 165,812     408     1,328\n",
              "TWN     472     455   1,331     306  ...     202     582 202,373     3,585\n",
              "USA   3,602   5,049  67,547   7,446  ...   1,596   3,371  10,033 1,678,919\n",
              "\n",
              "[17 rows x 17 columns]"
            ]
          },
          "execution_count": 52,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "vas"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
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        },
        "id": "YxbpLJa2i28z",
        "outputId": "3a9e6645-86a3-4ae2-fb94-5dc15e18597f"
      },
      "outputs": [
        {
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              "39280.82758847543"
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          "execution_count": 53,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "vas.loc['CHN', 'KOR']"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "b_b8doZai28z"
      },
      "outputs": [],
      "source": []
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