supplementary_session/supplementary_session.ipynb

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 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "f617409a",
   "metadata": {},
   "source": [
    "# Supplementary programming session for EEIOA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "673d1df1",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "66fd619a",
   "metadata": {},
   "source": [
    "## Nice-to-know's"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "a22e8c41",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'C:\\\\Users\\\\fdona\\\\OneDrive - Universiteit Leiden\\\\1_CML\\\\2_teaching\\\\EEIO\\\\advanced_EEIO_course_notebooks\\\\supplementary_session'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# if you want to know the directory in which the script/notebook is working\n",
    "import os\n",
    "\n",
    "# os.getcwd() shows directory\n",
    "os.getcwd()\n",
    "\n",
    "# os.chdir(\"Some new directory\") # This command allows to change the directory\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4ec1b5d9",
   "metadata": {},
   "source": [
    "### if you want to create new cells in jupyter:\n",
    "\n",
    "press a on your keybord to create a cell above the current one\n",
    "press b on your keybord to create a cell below the current one\n",
    "\n",
    "N.b. you will need to escape (press esc) the current cell to do it\n",
    "\n",
    "you can also press d twice to delete the current cell\n",
    "\n",
    "\n",
    "You can change whether a cell is for python code or markdown through the menu bar in jupyter notebooks \n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7edd441a",
   "metadata": {},
   "source": [
    "## MAKING SENSE OF DATASETS\n",
    "\n",
    "- small dataset: open it and explore it visually to know what you need to do. ~500 MB or higher:don't open it, because it takes a long time & can make laptop slow or stall it. \n",
    "- exiobase data for the exam: don't need to figure out yourself how to clean it --> we have done it before in class see intro to exiobase\n",
    "- Stick to the scripts we made before when importing & cleaning exiobase data\n",
    "\n",
    "**IMPORTANT**: python cannot import/read files that you have currently open on your laptop/desktop. Close them in order to move forward"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "fdcef1d8",
   "metadata": {},
   "outputs": [
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       "                                                  category  \\\n",
       "sector                                              region   \n",
       "Paddy rice                                              AT   \n",
       "Wheat                                                   AT   \n",
       "Cereal grains nec                                       AT   \n",
       "Vegetables, fruit, nuts                                 AT   \n",
       "...                                                    ...   \n",
       "Membership organisation services n.e.c. (91)            WM   \n",
       "Recreational, cultural and sporting services (92)       WM   \n",
       "Other services (93)                                     WM   \n",
       "Private households with employed persons (95)           WM   \n",
       "Extra-territorial organizations and bodies              WM   \n",
       "\n",
       "                                                   Final consumption expenditure by households  \\\n",
       "sector                                                                                     NaN   \n",
       "Paddy rice                                                                            0.000000   \n",
       "Wheat                                                                                54.189152   \n",
       "Cereal grains nec                                                                   193.921791   \n",
       "Vegetables, fruit, nuts                                                             939.695774   \n",
       "...                                                                                        ...   \n",
       "Membership organisation services n.e.c. (91)                                          0.014776   \n",
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       "Other services (93)                                                                   4.717351   \n",
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       "\n",
       "                                                   Final consumption expenditure by non-profit organisations serving households (NPISH)  \\\n",
       "sector                                                                                           NaN                                      \n",
       "Paddy rice                                                                                  0.000000                                      \n",
       "Wheat                                                                                       0.000000                                      \n",
       "Cereal grains nec                                                                           0.000000                                      \n",
       "Vegetables, fruit, nuts                                                                     0.000000                                      \n",
       "...                                                                                              ...                                      \n",
       "Membership organisation services n.e.c. (91)                                                4.879242                                      \n",
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       "Other services (93)                                                                         0.000000                                      \n",
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       "Extra-territorial organizations and bodies                                                  0.000000                                      \n",
       "\n",
       "                                                   Final consumption expenditure by government  \\\n",
       "sector                                                                                     NaN   \n",
       "Paddy rice                                                                            0.000000   \n",
       "Wheat                                                                                 0.000000   \n",
       "Cereal grains nec                                                                     0.000000   \n",
       "Vegetables, fruit, nuts                                                               0.000000   \n",
       "...                                                                                        ...   \n",
       "Membership organisation services n.e.c. (91)                                          0.129373   \n",
       "Recreational, cultural and sporting services (92)                                     5.936922   \n",
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       "\n",
       "                                                   Gross fixed capital formation  \\\n",
       "sector                                                                       NaN   \n",
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       "...                                                                          ...   \n",
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       "\n",
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       "sector                                                                NaN   \n",
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       "Wheat                                                            4.089780   \n",
       "Cereal grains nec                                                9.122934   \n",
       "Vegetables, fruit, nuts                                         20.803124   \n",
       "...                                                                   ...   \n",
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       "\n",
       "                                                   Changes in valuables  \\\n",
       "sector                                                              NaN   \n",
       "Paddy rice                                                          0.0   \n",
       "Wheat                                                               0.0   \n",
       "Cereal grains nec                                                   0.0   \n",
       "Vegetables, fruit, nuts                                             0.0   \n",
       "...                                                                 ...   \n",
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       "Other services (93)                                                 0.0   \n",
       "Private households with employed persons (95)                       0.0   \n",
       "Extra-territorial organizations and bodies                          0.0   \n",
       "\n",
       "                                                   Exports: Total (fob)  \\\n",
       "sector                                                              NaN   \n",
       "Paddy rice                                                          0.0   \n",
       "Wheat                                                               0.0   \n",
       "Cereal grains nec                                                   0.0   \n",
       "Vegetables, fruit, nuts                                             0.0   \n",
       "...                                                                 ...   \n",
       "Membership organisation services n.e.c. (91)                        0.0   \n",
       "Recreational, cultural and sporting services (92)                   0.0   \n",
       "Other services (93)                                                 0.0   \n",
       "Private households with employed persons (95)                       0.0   \n",
       "Extra-territorial organizations and bodies                          0.0   \n",
       "\n",
       "                                                   Final consumption expenditure by households.1  \\\n",
       "sector                                                                                       NaN   \n",
       "Paddy rice                                                                              0.000000   \n",
       "Wheat                                                                                   0.345796   \n",
       "Cereal grains nec                                                                       0.008222   \n",
       "Vegetables, fruit, nuts                                                                 0.456468   \n",
       "...                                                                                          ...   \n",
       "Membership organisation services n.e.c. (91)                                            0.215291   \n",
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       "Other services (93)                                                                     9.015246   \n",
       "Private households with employed persons (95)                                         232.984719   \n",
       "Extra-territorial organizations and bodies                                              0.000000   \n",
       "\n",
       "                                                   Final consumption expenditure by non-profit organisations serving households (NPISH).1  \\\n",
       "sector                                                                                           NaN                                        \n",
       "Paddy rice                                                                                  0.000000                                        \n",
       "Wheat                                                                                       0.000000                                        \n",
       "Cereal grains nec                                                                           0.000000                                        \n",
       "Vegetables, fruit, nuts                                                                     0.000000                                        \n",
       "...                                                                                              ...                                        \n",
       "Membership organisation services n.e.c. (91)                                               10.957894                                        \n",
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       "Other services (93)                                                                         0.000000                                        \n",
       "Private households with employed persons (95)                                               0.000000                                        \n",
       "Extra-territorial organizations and bodies                                                  0.000000                                        \n",
       "\n",
       "                                                   ...  \\\n",
       "sector                                             ...   \n",
       "Paddy rice                                         ...   \n",
       "Wheat                                              ...   \n",
       "Cereal grains nec                                  ...   \n",
       "Vegetables, fruit, nuts                            ...   \n",
       "...                                                ...   \n",
       "Membership organisation services n.e.c. (91)       ...   \n",
       "Recreational, cultural and sporting services (92)  ...   \n",
       "Other services (93)                                ...   \n",
       "Private households with employed persons (95)      ...   \n",
       "Extra-territorial organizations and bodies         ...   \n",
       "\n",
       "                                                   Changes in inventories.47  \\\n",
       "sector                                                                   NaN   \n",
       "Paddy rice                                                               0.0   \n",
       "Wheat                                                                    0.0   \n",
       "Cereal grains nec                                                        0.0   \n",
       "Vegetables, fruit, nuts                                                  0.0   \n",
       "...                                                                      ...   \n",
       "Membership organisation services n.e.c. (91)                             0.0   \n",
       "Recreational, cultural and sporting services (92)                        0.0   \n",
       "Other services (93)                                                      0.0   \n",
       "Private households with employed persons (95)                            0.0   \n",
       "Extra-territorial organizations and bodies                               0.0   \n",
       "\n",
       "                                                   Changes in valuables.47  \\\n",
       "sector                                                                 NaN   \n",
       "Paddy rice                                                             0.0   \n",
       "Wheat                                                                  0.0   \n",
       "Cereal grains nec                                                      0.0   \n",
       "Vegetables, fruit, nuts                                                0.0   \n",
       "...                                                                    ...   \n",
       "Membership organisation services n.e.c. (91)                           0.0   \n",
       "Recreational, cultural and sporting services (92)                      0.0   \n",
       "Other services (93)                                                    0.0   \n",
       "Private households with employed persons (95)                          0.0   \n",
       "Extra-territorial organizations and bodies                             0.0   \n",
       "\n",
       "                                                   Exports: Total (fob).47  \\\n",
       "sector                                                                 NaN   \n",
       "Paddy rice                                                             0.0   \n",
       "Wheat                                                                  0.0   \n",
       "Cereal grains nec                                                      0.0   \n",
       "Vegetables, fruit, nuts                                                0.0   \n",
       "...                                                                    ...   \n",
       "Membership organisation services n.e.c. (91)                           0.0   \n",
       "Recreational, cultural and sporting services (92)                      0.0   \n",
       "Other services (93)                                                    0.0   \n",
       "Private households with employed persons (95)                          0.0   \n",
       "Extra-territorial organizations and bodies                             0.0   \n",
       "\n",
       "                                                   Final consumption expenditure by households.48  \\\n",
       "sector                                                                                        NaN   \n",
       "Paddy rice                                                                               0.000000   \n",
       "Wheat                                                                                    0.015328   \n",
       "Cereal grains nec                                                                        0.061615   \n",
       "Vegetables, fruit, nuts                                                                  2.236581   \n",
       "...                                                                                           ...   \n",
       "Membership organisation services n.e.c. (91)                                          4660.403952   \n",
       "Recreational, cultural and sporting services (92)                                    26846.552524   \n",
       "Other services (93)                                                                  26216.300469   \n",
       "Private households with employed persons (95)                                            0.000000   \n",
       "Extra-territorial organizations and bodies                                               0.000000   \n",
       "\n",
       "                                                   Final consumption expenditure by non-profit organisations serving households (NPISH).48  \\\n",
       "sector                                                                                           NaN                                         \n",
       "Paddy rice                                                                              0.000000e+00                                         \n",
       "Wheat                                                                                   6.287412e-08                                         \n",
       "Cereal grains nec                                                                       1.128211e-07                                         \n",
       "Vegetables, fruit, nuts                                                                 1.139779e-06                                         \n",
       "...                                                                                              ...                                         \n",
       "Membership organisation services n.e.c. (91)                                            1.345316e+04                                         \n",
       "Recreational, cultural and sporting services (92)                                       7.735915e+03                                         \n",
       "Other services (93)                                                                     2.473419e+03                                         \n",
       "Private households with employed persons (95)                                           2.151285e-01                                         \n",
       "Extra-territorial organizations and bodies                                              0.000000e+00                                         \n",
       "\n",
       "                                                   Final consumption expenditure by government.48  \\\n",
       "sector                                                                                        NaN   \n",
       "Paddy rice                                                                               0.000000   \n",
       "Wheat                                                                                    0.000053   \n",
       "Cereal grains nec                                                                        0.000000   \n",
       "Vegetables, fruit, nuts                                                                  0.000000   \n",
       "...                                                                                           ...   \n",
       "Membership organisation services n.e.c. (91)                                          1697.160149   \n",
       "Recreational, cultural and sporting services (92)                                     7490.646379   \n",
       "Other services (93)                                                                    230.278180   \n",
       "Private households with employed persons (95)                                           46.674862   \n",
       "Extra-territorial organizations and bodies                                               0.000000   \n",
       "\n",
       "                                                   Gross fixed capital formation.48  \\\n",
       "sector                                                                          NaN   \n",
       "Paddy rice                                                                 0.000000   \n",
       "Wheat                                                                      0.000000   \n",
       "Cereal grains nec                                                          0.000106   \n",
       "Vegetables, fruit, nuts                                                    0.098036   \n",
       "...                                                                             ...   \n",
       "Membership organisation services n.e.c. (91)                               0.000000   \n",
       "Recreational, cultural and sporting services (92)                       2671.592793   \n",
       "Other services (93)                                                     1381.486180   \n",
       "Private households with employed persons (95)                             40.096374   \n",
       "Extra-territorial organizations and bodies                                 0.000000   \n",
       "\n",
       "                                                   Changes in inventories.48  \\\n",
       "sector                                                                   NaN   \n",
       "Paddy rice                                                               0.0   \n",
       "Wheat                                                                    0.0   \n",
       "Cereal grains nec                                                        0.0   \n",
       "Vegetables, fruit, nuts                                                  0.0   \n",
       "...                                                                      ...   \n",
       "Membership organisation services n.e.c. (91)                             0.0   \n",
       "Recreational, cultural and sporting services (92)                        0.0   \n",
       "Other services (93)                                                      0.0   \n",
       "Private households with employed persons (95)                            0.0   \n",
       "Extra-territorial organizations and bodies                               0.0   \n",
       "\n",
       "                                                   Changes in valuables.48  \\\n",
       "sector                                                                 NaN   \n",
       "Paddy rice                                                             0.0   \n",
       "Wheat                                                                  0.0   \n",
       "Cereal grains nec                                                      0.0   \n",
       "Vegetables, fruit, nuts                                                0.0   \n",
       "...                                                                    ...   \n",
       "Membership organisation services n.e.c. (91)                           0.0   \n",
       "Recreational, cultural and sporting services (92)                      0.0   \n",
       "Other services (93)                                                    0.0   \n",
       "Private households with employed persons (95)                          0.0   \n",
       "Extra-territorial organizations and bodies                             0.0   \n",
       "\n",
       "                                                   Exports: Total (fob).48  \n",
       "sector                                                                 NaN  \n",
       "Paddy rice                                                             0.0  \n",
       "Wheat                                                                  0.0  \n",
       "Cereal grains nec                                                      0.0  \n",
       "Vegetables, fruit, nuts                                                0.0  \n",
       "...                                                                    ...  \n",
       "Membership organisation services n.e.c. (91)                           0.0  \n",
       "Recreational, cultural and sporting services (92)                      0.0  \n",
       "Other services (93)                                                    0.0  \n",
       "Private households with employed persons (95)                          0.0  \n",
       "Extra-territorial organizations and bodies                             0.0  \n",
       "\n",
       "[9801 rows x 344 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#make the data look nice by specifying index_col & header\n",
    "Y = pd.read_csv(\"../intro_exiobase/data/IOT_2019_pxp/Y.txt\", sep=\"\\t\", index_col=1, header=1)\n",
    "# if you specify only one column or row (e.g., index_col=2 or header=5) you index will only be indexes with only one level labels\n",
    "Y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "8855e9d8",
   "metadata": {},
   "outputs": [
    {
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.089780</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.345796</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000053</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.000106</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <th rowspan=\"5\" valign=\"top\">WM</th>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>1.345316e+04</td>\n",
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       "      <th>Recreational, cultural and sporting services (92)</th>\n",
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       "      <td>0.000000</td>\n",
       "      <td>5.936922</td>\n",
       "      <td>2.140347</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6.676318</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>26846.552524</td>\n",
       "      <td>7.735915e+03</td>\n",
       "      <td>7490.646379</td>\n",
       "      <td>2671.592793</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>Other services (93)</th>\n",
       "      <td>4.717351</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.237168</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9.015246</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>26216.300469</td>\n",
       "      <td>2.473419e+03</td>\n",
       "      <td>230.278180</td>\n",
       "      <td>1381.486180</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Private households with employed persons (95)</th>\n",
       "      <td>103.512764</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>232.984719</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.151285e-01</td>\n",
       "      <td>46.674862</td>\n",
       "      <td>40.096374</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>Extra-territorial organizations and bodies</th>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>9800 rows × 343 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "region                                                                                            AT  \\\n",
       "category                                                 Final consumption expenditure by households   \n",
       "region sector                                                                                          \n",
       "AT     Paddy rice                                                                           0.000000   \n",
       "       Wheat                                                                               54.189152   \n",
       "       Cereal grains nec                                                                  193.921791   \n",
       "       Vegetables, fruit, nuts                                                            939.695774   \n",
       "       Oil seeds                                                                            0.000000   \n",
       "...                                                                                              ...   \n",
       "WM     Membership organisation services n.e.c. (91)                                         0.014776   \n",
       "       Recreational, cultural and sporting services (92)                                    0.000000   \n",
       "       Other services (93)                                                                  4.717351   \n",
       "       Private households with employed persons (95)                                      103.512764   \n",
       "       Extra-territorial organizations and bodies                                           0.000000   \n",
       "\n",
       "region                                                                                                                                         \\\n",
       "category                                                 Final consumption expenditure by non-profit organisations serving households (NPISH)   \n",
       "region sector                                                                                                                                   \n",
       "AT     Paddy rice                                                                                  0.000000                                     \n",
       "       Wheat                                                                                       0.000000                                     \n",
       "       Cereal grains nec                                                                           0.000000                                     \n",
       "       Vegetables, fruit, nuts                                                                     0.000000                                     \n",
       "       Oil seeds                                                                                   0.000000                                     \n",
       "...                                                                                                     ...                                     \n",
       "WM     Membership organisation services n.e.c. (91)                                                4.879242                                     \n",
       "       Recreational, cultural and sporting services (92)                                           0.000000                                     \n",
       "       Other services (93)                                                                         0.000000                                     \n",
       "       Private households with employed persons (95)                                               0.000000                                     \n",
       "       Extra-territorial organizations and bodies                                                  0.000000                                     \n",
       "\n",
       "region                                                                                                \\\n",
       "category                                                 Final consumption expenditure by government   \n",
       "region sector                                                                                          \n",
       "AT     Paddy rice                                                                           0.000000   \n",
       "       Wheat                                                                                0.000000   \n",
       "       Cereal grains nec                                                                    0.000000   \n",
       "       Vegetables, fruit, nuts                                                              0.000000   \n",
       "       Oil seeds                                                                            0.000000   \n",
       "...                                                                                              ...   \n",
       "WM     Membership organisation services n.e.c. (91)                                         0.129373   \n",
       "       Recreational, cultural and sporting services (92)                                    5.936922   \n",
       "       Other services (93)                                                                  0.237168   \n",
       "       Private households with employed persons (95)                                        0.000000   \n",
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       "\n",
       "region                                                                                  \\\n",
       "category                                                 Gross fixed capital formation   \n",
       "region sector                                                                            \n",
       "AT     Paddy rice                                                             0.000000   \n",
       "       Wheat                                                                  0.000000   \n",
       "       Cereal grains nec                                                      0.000000   \n",
       "       Vegetables, fruit, nuts                                                0.000000   \n",
       "       Oil seeds                                                              0.000000   \n",
       "...                                                                                ...   \n",
       "WM     Membership organisation services n.e.c. (91)                           0.000000   \n",
       "       Recreational, cultural and sporting services (92)                      2.140347   \n",
       "       Other services (93)                                                    0.000000   \n",
       "       Private households with employed persons (95)                          0.000000   \n",
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       "\n",
       "region                                                                           \\\n",
       "category                                                 Changes in inventories   \n",
       "region sector                                                                     \n",
       "AT     Paddy rice                                                      0.000000   \n",
       "       Wheat                                                           4.089780   \n",
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       "       Vegetables, fruit, nuts                                        20.803124   \n",
       "       Oil seeds                                                       0.000000   \n",
       "...                                                                         ...   \n",
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       "\n",
       "region                                                                         \\\n",
       "category                                                 Changes in valuables   \n",
       "region sector                                                                   \n",
       "AT     Paddy rice                                                           0   \n",
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       "...                                                                       ...   \n",
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       "\n",
       "region                                                                         \\\n",
       "category                                                 Exports: Total (fob)   \n",
       "region sector                                                                   \n",
       "AT     Paddy rice                                                           0   \n",
       "       Wheat                                                                0   \n",
       "       Cereal grains nec                                                    0   \n",
       "       Vegetables, fruit, nuts                                              0   \n",
       "       Oil seeds                                                            0   \n",
       "...                                                                       ...   \n",
       "WM     Membership organisation services n.e.c. (91)                         0   \n",
       "       Recreational, cultural and sporting services (92)                    0   \n",
       "       Other services (93)                                                  0   \n",
       "       Private households with employed persons (95)                        0   \n",
       "       Extra-territorial organizations and bodies                           0   \n",
       "\n",
       "region                                                                                            BE  \\\n",
       "category                                                 Final consumption expenditure by households   \n",
       "region sector                                                                                          \n",
       "AT     Paddy rice                                                                           0.000000   \n",
       "       Wheat                                                                                0.345796   \n",
       "       Cereal grains nec                                                                    0.008222   \n",
       "       Vegetables, fruit, nuts                                                              0.456468   \n",
       "       Oil seeds                                                                            0.090462   \n",
       "...                                                                                              ...   \n",
       "WM     Membership organisation services n.e.c. (91)                                         0.215291   \n",
       "       Recreational, cultural and sporting services (92)                                    0.000000   \n",
       "       Other services (93)                                                                  9.015246   \n",
       "       Private households with employed persons (95)                                      232.984719   \n",
       "       Extra-territorial organizations and bodies                                           0.000000   \n",
       "\n",
       "region                                                                                                                                         \\\n",
       "category                                                 Final consumption expenditure by non-profit organisations serving households (NPISH)   \n",
       "region sector                                                                                                                                   \n",
       "AT     Paddy rice                                                                                  0.000000                                     \n",
       "       Wheat                                                                                       0.000000                                     \n",
       "       Cereal grains nec                                                                           0.000000                                     \n",
       "       Vegetables, fruit, nuts                                                                     0.000000                                     \n",
       "       Oil seeds                                                                                   0.000000                                     \n",
       "...                                                                                                     ...                                     \n",
       "WM     Membership organisation services n.e.c. (91)                                               10.957894                                     \n",
       "       Recreational, cultural and sporting services (92)                                           0.000000                                     \n",
       "       Other services (93)                                                                         0.000000                                     \n",
       "       Private households with employed persons (95)                                               0.000000                                     \n",
       "       Extra-territorial organizations and bodies                                                  0.000000                                     \n",
       "\n",
       "region                                                                                                \\\n",
       "category                                                 Final consumption expenditure by government   \n",
       "region sector                                                                                          \n",
       "AT     Paddy rice                                                                           0.000000   \n",
       "       Wheat                                                                                0.000000   \n",
       "       Cereal grains nec                                                                    0.000000   \n",
       "       Vegetables, fruit, nuts                                                              0.000000   \n",
       "       Oil seeds                                                                            0.000000   \n",
       "...                                                                                              ...   \n",
       "WM     Membership organisation services n.e.c. (91)                                         0.000000   \n",
       "       Recreational, cultural and sporting services (92)                                    6.676318   \n",
       "       Other services (93)                                                                  0.000000   \n",
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       "       Extra-territorial organizations and bodies                                           0.000000   \n",
       "\n",
       "region                                                    ...  \\\n",
       "category                                                  ...   \n",
       "region sector                                             ...   \n",
       "AT     Paddy rice                                         ...   \n",
       "       Wheat                                              ...   \n",
       "       Cereal grains nec                                  ...   \n",
       "       Vegetables, fruit, nuts                            ...   \n",
       "       Oil seeds                                          ...   \n",
       "...                                                       ...   \n",
       "WM     Membership organisation services n.e.c. (91)       ...   \n",
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       "\n",
       "region                                                                       WF  \\\n",
       "category                                                 Changes in inventories   \n",
       "region sector                                                                     \n",
       "AT     Paddy rice                                                           0.0   \n",
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       "       Cereal grains nec                                                    0.0   \n",
       "       Vegetables, fruit, nuts                                              0.0   \n",
       "       Oil seeds                                                            0.0   \n",
       "...                                                                         ...   \n",
       "WM     Membership organisation services n.e.c. (91)                         0.0   \n",
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       "\n",
       "region                                                                         \\\n",
       "category                                                 Changes in valuables   \n",
       "region sector                                                                   \n",
       "AT     Paddy rice                                                         0.0   \n",
       "       Wheat                                                              0.0   \n",
       "       Cereal grains nec                                                  0.0   \n",
       "       Vegetables, fruit, nuts                                            0.0   \n",
       "       Oil seeds                                                          0.0   \n",
       "...                                                                       ...   \n",
       "WM     Membership organisation services n.e.c. (91)                       0.0   \n",
       "       Recreational, cultural and sporting services (92)                  0.0   \n",
       "       Other services (93)                                                0.0   \n",
       "       Private households with employed persons (95)                      0.0   \n",
       "       Extra-territorial organizations and bodies                         0.0   \n",
       "\n",
       "region                                                                         \\\n",
       "category                                                 Exports: Total (fob)   \n",
       "region sector                                                                   \n",
       "AT     Paddy rice                                                           0   \n",
       "       Wheat                                                                0   \n",
       "       Cereal grains nec                                                    0   \n",
       "       Vegetables, fruit, nuts                                              0   \n",
       "       Oil seeds                                                            0   \n",
       "...                                                                       ...   \n",
       "WM     Membership organisation services n.e.c. (91)                         0   \n",
       "       Recreational, cultural and sporting services (92)                    0   \n",
       "       Other services (93)                                                  0   \n",
       "       Private households with employed persons (95)                        0   \n",
       "       Extra-territorial organizations and bodies                           0   \n",
       "\n",
       "region                                                                                            WM  \\\n",
       "category                                                 Final consumption expenditure by households   \n",
       "region sector                                                                                          \n",
       "AT     Paddy rice                                                                           0.000000   \n",
       "       Wheat                                                                                0.015328   \n",
       "       Cereal grains nec                                                                    0.061615   \n",
       "       Vegetables, fruit, nuts                                                              2.236581   \n",
       "       Oil seeds                                                                            0.001202   \n",
       "...                                                                                              ...   \n",
       "WM     Membership organisation services n.e.c. (91)                                      4660.403952   \n",
       "       Recreational, cultural and sporting services (92)                                26846.552524   \n",
       "       Other services (93)                                                              26216.300469   \n",
       "       Private households with employed persons (95)                                        0.000000   \n",
       "       Extra-territorial organizations and bodies                                           0.000000   \n",
       "\n",
       "region                                                                                                                                         \\\n",
       "category                                                 Final consumption expenditure by non-profit organisations serving households (NPISH)   \n",
       "region sector                                                                                                                                   \n",
       "AT     Paddy rice                                                                              0.000000e+00                                     \n",
       "       Wheat                                                                                   6.287412e-08                                     \n",
       "       Cereal grains nec                                                                       1.128211e-07                                     \n",
       "       Vegetables, fruit, nuts                                                                 1.139779e-06                                     \n",
       "       Oil seeds                                                                               2.492860e-09                                     \n",
       "...                                                                                                     ...                                     \n",
       "WM     Membership organisation services n.e.c. (91)                                            1.345316e+04                                     \n",
       "       Recreational, cultural and sporting services (92)                                       7.735915e+03                                     \n",
       "       Other services (93)                                                                     2.473419e+03                                     \n",
       "       Private households with employed persons (95)                                           2.151285e-01                                     \n",
       "       Extra-territorial organizations and bodies                                              0.000000e+00                                     \n",
       "\n",
       "region                                                                                                \\\n",
       "category                                                 Final consumption expenditure by government   \n",
       "region sector                                                                                          \n",
       "AT     Paddy rice                                                                           0.000000   \n",
       "       Wheat                                                                                0.000053   \n",
       "       Cereal grains nec                                                                    0.000000   \n",
       "       Vegetables, fruit, nuts                                                              0.000000   \n",
       "       Oil seeds                                                                            0.000000   \n",
       "...                                                                                              ...   \n",
       "WM     Membership organisation services n.e.c. (91)                                      1697.160149   \n",
       "       Recreational, cultural and sporting services (92)                                 7490.646379   \n",
       "       Other services (93)                                                                230.278180   \n",
       "       Private households with employed persons (95)                                       46.674862   \n",
       "       Extra-territorial organizations and bodies                                           0.000000   \n",
       "\n",
       "region                                                                                  \\\n",
       "category                                                 Gross fixed capital formation   \n",
       "region sector                                                                            \n",
       "AT     Paddy rice                                                             0.000000   \n",
       "       Wheat                                                                  0.000000   \n",
       "       Cereal grains nec                                                      0.000106   \n",
       "       Vegetables, fruit, nuts                                                0.098036   \n",
       "       Oil seeds                                                              0.000000   \n",
       "...                                                                                ...   \n",
       "WM     Membership organisation services n.e.c. (91)                           0.000000   \n",
       "       Recreational, cultural and sporting services (92)                   2671.592793   \n",
       "       Other services (93)                                                 1381.486180   \n",
       "       Private households with employed persons (95)                         40.096374   \n",
       "       Extra-territorial organizations and bodies                             0.000000   \n",
       "\n",
       "region                                                                           \\\n",
       "category                                                 Changes in inventories   \n",
       "region sector                                                                     \n",
       "AT     Paddy rice                                                             0   \n",
       "       Wheat                                                                  0   \n",
       "       Cereal grains nec                                                      0   \n",
       "       Vegetables, fruit, nuts                                                0   \n",
       "       Oil seeds                                                              0   \n",
       "...                                                                         ...   \n",
       "WM     Membership organisation services n.e.c. (91)                           0   \n",
       "       Recreational, cultural and sporting services (92)                      0   \n",
       "       Other services (93)                                                    0   \n",
       "       Private households with employed persons (95)                          0   \n",
       "       Extra-territorial organizations and bodies                             0   \n",
       "\n",
       "region                                                                         \\\n",
       "category                                                 Changes in valuables   \n",
       "region sector                                                                   \n",
       "AT     Paddy rice                                                           0   \n",
       "       Wheat                                                                0   \n",
       "       Cereal grains nec                                                    0   \n",
       "       Vegetables, fruit, nuts                                              0   \n",
       "       Oil seeds                                                            0   \n",
       "...                                                                       ...   \n",
       "WM     Membership organisation services n.e.c. (91)                         0   \n",
       "       Recreational, cultural and sporting services (92)                    0   \n",
       "       Other services (93)                                                  0   \n",
       "       Private households with employed persons (95)                        0   \n",
       "       Extra-territorial organizations and bodies                           0   \n",
       "\n",
       "region                                                                         \n",
       "category                                                 Exports: Total (fob)  \n",
       "region sector                                                                  \n",
       "AT     Paddy rice                                                           0  \n",
       "       Wheat                                                                0  \n",
       "       Cereal grains nec                                                    0  \n",
       "       Vegetables, fruit, nuts                                              0  \n",
       "       Oil seeds                                                            0  \n",
       "...                                                                       ...  \n",
       "WM     Membership organisation services n.e.c. (91)                         0  \n",
       "       Recreational, cultural and sporting services (92)                    0  \n",
       "       Other services (93)                                                  0  \n",
       "       Private households with employed persons (95)                        0  \n",
       "       Extra-territorial organizations and bodies                           0  \n",
       "\n",
       "[9800 rows x 343 columns]"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# if you specify more than one column or row (e.g., index_col=[0, 1] or header=[0,1]) you have a multiindex\n",
    "Y = pd.read_csv(\"../intro_exiobase/data/IOT_2019_pxp/Y.txt\", sep=\"\\t\", index_col=[0, 1], header=[0, 1])\n",
    "Y"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a7335d69",
   "metadata": {},
   "source": [
    "For further explanation of creating a multi-index when you set-up your dataframe, please have another look at the intro to exiobase practical. Multi-indexes are explained in detail there."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "9f425e42",
   "metadata": {},
   "outputs": [
    {
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       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>9.122934</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.008222</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.161473e-02</td>\n",
       "      <td>1.128211e-07</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000106</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vegetables, fruit, nuts</th>\n",
       "      <td>939.695774</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>20.803124</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.456468</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.236581e+00</td>\n",
       "      <td>1.139779e-06</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.098036</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oil seeds</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.090462</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.202097e-03</td>\n",
       "      <td>2.492860e-09</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sugar cane, sugar beet</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.210820</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Plant-based fibers</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.071813</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Crops nec</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.848026</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.709393e-01</td>\n",
       "      <td>2.790274e-08</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.029875</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cattle</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>53.565610</td>\n",
       "      <td>8.311895</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.557759e-10</td>\n",
       "      <td>2.618939e-08</td>\n",
       "      <td>2.230573e-08</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pigs</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>237.979128</td>\n",
       "      <td>18.564737</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 343 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "region                                                                  AT  \\\n",
       "category                       Final consumption expenditure by households   \n",
       "region sector                                                                \n",
       "AT     Paddy rice                                                 0.000000   \n",
       "       Wheat                                                     54.189152   \n",
       "       Cereal grains nec                                        193.921791   \n",
       "       Vegetables, fruit, nuts                                  939.695774   \n",
       "       Oil seeds                                                  0.000000   \n",
       "       Sugar cane, sugar beet                                     0.000000   \n",
       "       Plant-based fibers                                         0.000000   \n",
       "       Crops nec                                                  0.000000   \n",
       "       Cattle                                                     0.000000   \n",
       "       Pigs                                                       0.000000   \n",
       "\n",
       "region                                                                                                               \\\n",
       "category                       Final consumption expenditure by non-profit organisations serving households (NPISH)   \n",
       "region sector                                                                                                         \n",
       "AT     Paddy rice                                                             0.0                                     \n",
       "       Wheat                                                                  0.0                                     \n",
       "       Cereal grains nec                                                      0.0                                     \n",
       "       Vegetables, fruit, nuts                                                0.0                                     \n",
       "       Oil seeds                                                              0.0                                     \n",
       "       Sugar cane, sugar beet                                                 0.0                                     \n",
       "       Plant-based fibers                                                     0.0                                     \n",
       "       Crops nec                                                              0.0                                     \n",
       "       Cattle                                                                 0.0                                     \n",
       "       Pigs                                                                   0.0                                     \n",
       "\n",
       "region                                                                      \\\n",
       "category                       Final consumption expenditure by government   \n",
       "region sector                                                                \n",
       "AT     Paddy rice                                                      0.0   \n",
       "       Wheat                                                           0.0   \n",
       "       Cereal grains nec                                               0.0   \n",
       "       Vegetables, fruit, nuts                                         0.0   \n",
       "       Oil seeds                                                       0.0   \n",
       "       Sugar cane, sugar beet                                          0.0   \n",
       "       Plant-based fibers                                              0.0   \n",
       "       Crops nec                                                       0.0   \n",
       "       Cattle                                                          0.0   \n",
       "       Pigs                                                            0.0   \n",
       "\n",
       "region                                                        \\\n",
       "category                       Gross fixed capital formation   \n",
       "region sector                                                  \n",
       "AT     Paddy rice                                   0.000000   \n",
       "       Wheat                                        0.000000   \n",
       "       Cereal grains nec                            0.000000   \n",
       "       Vegetables, fruit, nuts                      0.000000   \n",
       "       Oil seeds                                    0.000000   \n",
       "       Sugar cane, sugar beet                       0.000000   \n",
       "       Plant-based fibers                           0.000000   \n",
       "       Crops nec                                    0.000000   \n",
       "       Cattle                                      53.565610   \n",
       "       Pigs                                       237.979128   \n",
       "\n",
       "region                                                                      \\\n",
       "category                       Changes in inventories Changes in valuables   \n",
       "region sector                                                                \n",
       "AT     Paddy rice                            0.000000                    0   \n",
       "       Wheat                                 4.089780                    0   \n",
       "       Cereal grains nec                     9.122934                    0   \n",
       "       Vegetables, fruit, nuts              20.803124                    0   \n",
       "       Oil seeds                             0.000000                    0   \n",
       "       Sugar cane, sugar beet                3.210820                    0   \n",
       "       Plant-based fibers                    0.071813                    0   \n",
       "       Crops nec                             0.000000                    0   \n",
       "       Cattle                                8.311895                    0   \n",
       "       Pigs                                 18.564737                    0   \n",
       "\n",
       "region                                               \\\n",
       "category                       Exports: Total (fob)   \n",
       "region sector                                         \n",
       "AT     Paddy rice                                 0   \n",
       "       Wheat                                      0   \n",
       "       Cereal grains nec                          0   \n",
       "       Vegetables, fruit, nuts                    0   \n",
       "       Oil seeds                                  0   \n",
       "       Sugar cane, sugar beet                     0   \n",
       "       Plant-based fibers                         0   \n",
       "       Crops nec                                  0   \n",
       "       Cattle                                     0   \n",
       "       Pigs                                       0   \n",
       "\n",
       "region                                                                  BE  \\\n",
       "category                       Final consumption expenditure by households   \n",
       "region sector                                                                \n",
       "AT     Paddy rice                                                 0.000000   \n",
       "       Wheat                                                      0.345796   \n",
       "       Cereal grains nec                                          0.008222   \n",
       "       Vegetables, fruit, nuts                                    0.456468   \n",
       "       Oil seeds                                                  0.090462   \n",
       "       Sugar cane, sugar beet                                     0.000000   \n",
       "       Plant-based fibers                                         0.000000   \n",
       "       Crops nec                                                  0.848026   \n",
       "       Cattle                                                     0.000000   \n",
       "       Pigs                                                       0.000000   \n",
       "\n",
       "region                                                                                                               \\\n",
       "category                       Final consumption expenditure by non-profit organisations serving households (NPISH)   \n",
       "region sector                                                                                                         \n",
       "AT     Paddy rice                                                             0.0                                     \n",
       "       Wheat                                                                  0.0                                     \n",
       "       Cereal grains nec                                                      0.0                                     \n",
       "       Vegetables, fruit, nuts                                                0.0                                     \n",
       "       Oil seeds                                                              0.0                                     \n",
       "       Sugar cane, sugar beet                                                 0.0                                     \n",
       "       Plant-based fibers                                                     0.0                                     \n",
       "       Crops nec                                                              0.0                                     \n",
       "       Cattle                                                                 0.0                                     \n",
       "       Pigs                                                                   0.0                                     \n",
       "\n",
       "region                                                                      \\\n",
       "category                       Final consumption expenditure by government   \n",
       "region sector                                                                \n",
       "AT     Paddy rice                                                      0.0   \n",
       "       Wheat                                                           0.0   \n",
       "       Cereal grains nec                                               0.0   \n",
       "       Vegetables, fruit, nuts                                         0.0   \n",
       "       Oil seeds                                                       0.0   \n",
       "       Sugar cane, sugar beet                                          0.0   \n",
       "       Plant-based fibers                                              0.0   \n",
       "       Crops nec                                                       0.0   \n",
       "       Cattle                                                          0.0   \n",
       "       Pigs                                                            0.0   \n",
       "\n",
       "region                          ...                     WF  \\\n",
       "category                        ... Changes in inventories   \n",
       "region sector                   ...                          \n",
       "AT     Paddy rice               ...                    0.0   \n",
       "       Wheat                    ...                    0.0   \n",
       "       Cereal grains nec        ...                    0.0   \n",
       "       Vegetables, fruit, nuts  ...                    0.0   \n",
       "       Oil seeds                ...                    0.0   \n",
       "       Sugar cane, sugar beet   ...                    0.0   \n",
       "       Plant-based fibers       ...                    0.0   \n",
       "       Crops nec                ...                    0.0   \n",
       "       Cattle                   ...                    0.0   \n",
       "       Pigs                     ...                    0.0   \n",
       "\n",
       "region                                                                    \\\n",
       "category                       Changes in valuables Exports: Total (fob)   \n",
       "region sector                                                              \n",
       "AT     Paddy rice                               0.0                    0   \n",
       "       Wheat                                    0.0                    0   \n",
       "       Cereal grains nec                        0.0                    0   \n",
       "       Vegetables, fruit, nuts                  0.0                    0   \n",
       "       Oil seeds                                0.0                    0   \n",
       "       Sugar cane, sugar beet                   0.0                    0   \n",
       "       Plant-based fibers                       0.0                    0   \n",
       "       Crops nec                                0.0                    0   \n",
       "       Cattle                                   0.0                    0   \n",
       "       Pigs                                     0.0                    0   \n",
       "\n",
       "region                                                                  WM  \\\n",
       "category                       Final consumption expenditure by households   \n",
       "region sector                                                                \n",
       "AT     Paddy rice                                             0.000000e+00   \n",
       "       Wheat                                                  1.532798e-02   \n",
       "       Cereal grains nec                                      6.161473e-02   \n",
       "       Vegetables, fruit, nuts                                2.236581e+00   \n",
       "       Oil seeds                                              1.202097e-03   \n",
       "       Sugar cane, sugar beet                                 0.000000e+00   \n",
       "       Plant-based fibers                                     0.000000e+00   \n",
       "       Crops nec                                              1.709393e-01   \n",
       "       Cattle                                                 1.557759e-10   \n",
       "       Pigs                                                   0.000000e+00   \n",
       "\n",
       "region                                                                                                               \\\n",
       "category                       Final consumption expenditure by non-profit organisations serving households (NPISH)   \n",
       "region sector                                                                                                         \n",
       "AT     Paddy rice                                                    0.000000e+00                                     \n",
       "       Wheat                                                         6.287412e-08                                     \n",
       "       Cereal grains nec                                             1.128211e-07                                     \n",
       "       Vegetables, fruit, nuts                                       1.139779e-06                                     \n",
       "       Oil seeds                                                     2.492860e-09                                     \n",
       "       Sugar cane, sugar beet                                        0.000000e+00                                     \n",
       "       Plant-based fibers                                            0.000000e+00                                     \n",
       "       Crops nec                                                     2.790274e-08                                     \n",
       "       Cattle                                                        2.618939e-08                                     \n",
       "       Pigs                                                          0.000000e+00                                     \n",
       "\n",
       "region                                                                      \\\n",
       "category                       Final consumption expenditure by government   \n",
       "region sector                                                                \n",
       "AT     Paddy rice                                             0.000000e+00   \n",
       "       Wheat                                                  5.330009e-05   \n",
       "       Cereal grains nec                                      0.000000e+00   \n",
       "       Vegetables, fruit, nuts                                0.000000e+00   \n",
       "       Oil seeds                                              0.000000e+00   \n",
       "       Sugar cane, sugar beet                                 0.000000e+00   \n",
       "       Plant-based fibers                                     0.000000e+00   \n",
       "       Crops nec                                              0.000000e+00   \n",
       "       Cattle                                                 2.230573e-08   \n",
       "       Pigs                                                   0.000000e+00   \n",
       "\n",
       "region                                                        \\\n",
       "category                       Gross fixed capital formation   \n",
       "region sector                                                  \n",
       "AT     Paddy rice                                   0.000000   \n",
       "       Wheat                                        0.000000   \n",
       "       Cereal grains nec                            0.000106   \n",
       "       Vegetables, fruit, nuts                      0.098036   \n",
       "       Oil seeds                                    0.000000   \n",
       "       Sugar cane, sugar beet                       0.000000   \n",
       "       Plant-based fibers                           0.000000   \n",
       "       Crops nec                                    0.029875   \n",
       "       Cattle                                       0.000000   \n",
       "       Pigs                                         0.000000   \n",
       "\n",
       "region                                                                      \\\n",
       "category                       Changes in inventories Changes in valuables   \n",
       "region sector                                                                \n",
       "AT     Paddy rice                                   0                    0   \n",
       "       Wheat                                        0                    0   \n",
       "       Cereal grains nec                            0                    0   \n",
       "       Vegetables, fruit, nuts                      0                    0   \n",
       "       Oil seeds                                    0                    0   \n",
       "       Sugar cane, sugar beet                       0                    0   \n",
       "       Plant-based fibers                           0                    0   \n",
       "       Crops nec                                    0                    0   \n",
       "       Cattle                                       0                    0   \n",
       "       Pigs                                         0                    0   \n",
       "\n",
       "region                                               \n",
       "category                       Exports: Total (fob)  \n",
       "region sector                                        \n",
       "AT     Paddy rice                                 0  \n",
       "       Wheat                                      0  \n",
       "       Cereal grains nec                          0  \n",
       "       Vegetables, fruit, nuts                    0  \n",
       "       Oil seeds                                  0  \n",
       "       Sugar cane, sugar beet                     0  \n",
       "       Plant-based fibers                         0  \n",
       "       Crops nec                                  0  \n",
       "       Cattle                                     0  \n",
       "       Pigs                                       0  \n",
       "\n",
       "[10 rows x 343 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# return last 5 rows\n",
    "Y.tail()\n",
    "\n",
    "# return first 5 rows\n",
    "Y.head()\n",
    "\n",
    "# return first 10 rows\n",
    "Y.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "15732efb",
   "metadata": {},
   "source": [
    "## DATAFRAMES and SERIES (and their creation)\n",
    "\n",
    "Difference between dataframe and series:\n",
    "- Dataframe: multiple rows and columns\n",
    "- Series: just one column of dataframe (vector)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "b9ebf71c",
   "metadata": {},
   "outputs": [],
   "source": [
    "#turn dataframe into array\n",
    "Y2 =Y.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "3058804c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "numpy.ndarray"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#check the type\n",
    "type(Y2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "8ae46e50",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      0.00000\n",
       "1      0.00000\n",
       "2      0.00000\n",
       "3      0.00000\n",
       "4      3.21082\n",
       "        ...   \n",
       "338    0.00000\n",
       "339    0.00000\n",
       "340    0.00000\n",
       "341    0.00000\n",
       "342    0.00000\n",
       "Length: 343, dtype: float64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#turn it into a series\n",
    "Y3=pd.Series(Y.iloc[5].values)\n",
    "#you can also specify the index of your series if needed\n",
    "Y3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "7e4b3d26",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.series.Series"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#check the type\n",
    "type(Y3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8aaf5919",
   "metadata": {},
   "source": [
    "### A short explanation on slicing\n",
    "\n",
    "For example you have a final demand matrix (Y) with multi-index\n",
    "- I only want Paddy Rice --> Y.xs(\"Paddy rice\", level=1) \n",
    "\n",
    "*It gives you for every region only the product paddy rice*\n",
    "\n",
    "- If you want Paddy rice for Austria (AT) --> Y.xs(\"Paddy rice\", level =1).loc[\"AT\"]\n",
    "   \n",
    "Another method\n",
    "- Y.loc[pd.IndexSlice[\"AT\", \"Paddy Rice\"]]\n",
    "Here you use, the indexes of the multi-index to slice\n",
    "\n",
    "\n",
    "**REMEBER**: With **iloc and loc** always first pass the rows and then the columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "8aa5eb5d",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "\n",
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       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>category</th>\n",
       "      <th>Final consumption expenditure by households</th>\n",
       "      <th>Final consumption expenditure by non-profit organisations serving households (NPISH)</th>\n",
       "      <th>Final consumption expenditure by government</th>\n",
       "      <th>Gross fixed capital formation</th>\n",
       "      <th>Changes in inventories</th>\n",
       "      <th>Changes in valuables</th>\n",
       "      <th>Exports: Total (fob)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>region</th>\n",
       "      <th>sector</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">AT</th>\n",
       "      <th>Paddy rice</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wheat</th>\n",
       "      <td>0.345796</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.002595</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cereal grains nec</th>\n",
       "      <td>0.008222</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.003224</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vegetables, fruit, nuts</th>\n",
       "      <td>0.456468</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.001074</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oil seeds</th>\n",
       "      <td>0.090462</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000410</td>\n",
       "      <td>0</td>\n",
       "      <td>0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">NL</th>\n",
       "      <th>Membership organisation services n.e.c. (91)</th>\n",
       "      <td>0.000069</td>\n",
       "      <td>0.003488</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Recreational, cultural and sporting services (92)</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>32.017072</td>\n",
       "      <td>9.056869</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other services (93)</th>\n",
       "      <td>3.830703</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Private households with employed persons (95)</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Extra-territorial organizations and bodies</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "category                                                  Final consumption expenditure by households  \\\n",
       "region sector                                                                                           \n",
       "AT     Paddy rice                                                                            0.000000   \n",
       "       Wheat                                                                                 0.345796   \n",
       "       Cereal grains nec                                                                     0.008222   \n",
       "       Vegetables, fruit, nuts                                                               0.456468   \n",
       "       Oil seeds                                                                             0.090462   \n",
       "...                                                                                               ...   \n",
       "NL     Membership organisation services n.e.c. (91)                                          0.000069   \n",
       "       Recreational, cultural and sporting services (92)                                     0.000000   \n",
       "       Other services (93)                                                                   3.830703   \n",
       "       Private households with employed persons (95)                                         0.000000   \n",
       "       Extra-territorial organizations and bodies                                            0.000000   \n",
       "\n",
       "category                                                  Final consumption expenditure by non-profit organisations serving households (NPISH)  \\\n",
       "region sector                                                                                                                                    \n",
       "AT     Paddy rice                                                                                  0.000000                                      \n",
       "       Wheat                                                                                       0.000000                                      \n",
       "       Cereal grains nec                                                                           0.000000                                      \n",
       "       Vegetables, fruit, nuts                                                                     0.000000                                      \n",
       "       Oil seeds                                                                                   0.000000                                      \n",
       "...                                                                                                     ...                                      \n",
       "NL     Membership organisation services n.e.c. (91)                                                0.003488                                      \n",
       "       Recreational, cultural and sporting services (92)                                           0.000000                                      \n",
       "       Other services (93)                                                                         0.000000                                      \n",
       "       Private households with employed persons (95)                                               0.000000                                      \n",
       "       Extra-territorial organizations and bodies                                                  0.000000                                      \n",
       "\n",
       "category                                                  Final consumption expenditure by government  \\\n",
       "region sector                                                                                           \n",
       "AT     Paddy rice                                                                            0.000000   \n",
       "       Wheat                                                                                 0.000000   \n",
       "       Cereal grains nec                                                                     0.000000   \n",
       "       Vegetables, fruit, nuts                                                               0.000000   \n",
       "       Oil seeds                                                                             0.000000   \n",
       "...                                                                                               ...   \n",
       "NL     Membership organisation services n.e.c. (91)                                          0.000000   \n",
       "       Recreational, cultural and sporting services (92)                                    32.017072   \n",
       "       Other services (93)                                                                   0.000000   \n",
       "       Private households with employed persons (95)                                         0.000000   \n",
       "       Extra-territorial organizations and bodies                                            0.000000   \n",
       "\n",
       "category                                                  Gross fixed capital formation  \\\n",
       "region sector                                                                             \n",
       "AT     Paddy rice                                                              0.000000   \n",
       "       Wheat                                                                   0.000000   \n",
       "       Cereal grains nec                                                       0.000000   \n",
       "       Vegetables, fruit, nuts                                                 0.000000   \n",
       "       Oil seeds                                                               0.000000   \n",
       "...                                                                                 ...   \n",
       "NL     Membership organisation services n.e.c. (91)                            0.000000   \n",
       "       Recreational, cultural and sporting services (92)                       9.056869   \n",
       "       Other services (93)                                                     0.000000   \n",
       "       Private households with employed persons (95)                           0.000000   \n",
       "       Extra-territorial organizations and bodies                              0.000000   \n",
       "\n",
       "category                                                  Changes in inventories  \\\n",
       "region sector                                                                      \n",
       "AT     Paddy rice                                                       0.000000   \n",
       "       Wheat                                                            0.002595   \n",
       "       Cereal grains nec                                                0.003224   \n",
       "       Vegetables, fruit, nuts                                          0.001074   \n",
       "       Oil seeds                                                        0.000410   \n",
       "...                                                                          ...   \n",
       "NL     Membership organisation services n.e.c. (91)                     0.000000   \n",
       "       Recreational, cultural and sporting services (92)                0.000000   \n",
       "       Other services (93)                                              0.000000   \n",
       "       Private households with employed persons (95)                    0.000000   \n",
       "       Extra-territorial organizations and bodies                       0.000000   \n",
       "\n",
       "category                                                  Changes in valuables  \\\n",
       "region sector                                                                    \n",
       "AT     Paddy rice                                                            0   \n",
       "       Wheat                                                                 0   \n",
       "       Cereal grains nec                                                     0   \n",
       "       Vegetables, fruit, nuts                                               0   \n",
       "       Oil seeds                                                             0   \n",
       "...                                                                        ...   \n",
       "NL     Membership organisation services n.e.c. (91)                          0   \n",
       "       Recreational, cultural and sporting services (92)                     0   \n",
       "       Other services (93)                                                   0   \n",
       "       Private households with employed persons (95)                         0   \n",
       "       Extra-territorial organizations and bodies                            0   \n",
       "\n",
       "category                                                  Exports: Total (fob)  \n",
       "region sector                                                                   \n",
       "AT     Paddy rice                                                            0  \n",
       "       Wheat                                                                 0  \n",
       "       Cereal grains nec                                                     0  \n",
       "       Vegetables, fruit, nuts                                               0  \n",
       "       Oil seeds                                                             0  \n",
       "...                                                                        ...  \n",
       "NL     Membership organisation services n.e.c. (91)                          0  \n",
       "       Recreational, cultural and sporting services (92)                     0  \n",
       "       Other services (93)                                                   0  \n",
       "       Private households with employed persons (95)                         0  \n",
       "       Extra-territorial organizations and bodies                            0  \n",
       "\n",
       "[400 rows x 7 columns]"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "row = \"AT\"\n",
    "row2 = \"NL\"\n",
    "column = \"BE\"\n",
    "\n",
    "# Selecting only countries\n",
    "Y.loc[[row, row2], column]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "18836bf0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "row = (\"AT\", \"Paddy rice\") # During the lecture we put these labels between square brackets (i.e. list), the correct way is round brackets (i.e. tupple)\n",
    "column = (\"BE\", \"Final consumption expenditure by households\")\n",
    "\n",
    "Y.loc[pd.IndexSlice[row],pd.IndexSlice[column]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "fdd67641",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>category</th>\n",
       "      <th>Final consumption expenditure by households</th>\n",
       "      <th>Final consumption expenditure by non-profit organisations serving households (NPISH)</th>\n",
       "      <th>Final consumption expenditure by government</th>\n",
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       "      <th>Changes in inventories</th>\n",
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       "      <th>Exports: Total (fob)</th>\n",
       "      <th>Final consumption expenditure by households</th>\n",
       "      <th>Final consumption expenditure by non-profit organisations serving households (NPISH)</th>\n",
       "      <th>Final consumption expenditure by government</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Paddy rice</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wheat</th>\n",
       "      <td>54.189152</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.089780</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.345796</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.015328</td>\n",
       "      <td>6.287412e-08</td>\n",
       "      <td>0.000053</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cereal grains nec</th>\n",
       "      <td>193.921791</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>9.122934</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.008222</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.061615</td>\n",
       "      <td>1.128211e-07</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000106</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vegetables, fruit, nuts</th>\n",
       "      <td>939.695774</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>20.803124</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.456468</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.236581</td>\n",
       "      <td>1.139779e-06</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.098036</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oil seeds</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.090462</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.001202</td>\n",
       "      <td>2.492860e-09</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <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>Membership organisation services n.e.c. (91)</th>\n",
       "      <td>70.751464</td>\n",
       "      <td>9929.216035</td>\n",
       "      <td>341.424043</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000014</td>\n",
       "      <td>0.000731</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.941674</td>\n",
       "      <td>2.718841e+00</td>\n",
       "      <td>0.247520</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Recreational, cultural and sporting services (92)</th>\n",
       "      <td>7365.200099</td>\n",
       "      <td>3186.321274</td>\n",
       "      <td>890.627019</td>\n",
       "      <td>225.472047</td>\n",
       "      <td>1.443893</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.250211</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.956520</td>\n",
       "      <td>1.066817e-03</td>\n",
       "      <td>0.825061</td>\n",
       "      <td>0.294231</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other services (93)</th>\n",
       "      <td>4842.169195</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>168.822970</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.102439</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.726018</td>\n",
       "      <td>2.812187e-04</td>\n",
       "      <td>0.000019</td>\n",
       "      <td>0.044760</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Private households with employed persons (95)</th>\n",
       "      <td>0.038491</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>35.575462</td>\n",
       "      <td>3.978533e-04</td>\n",
       "      <td>0.516838</td>\n",
       "      <td>0.541154</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Extra-territorial organizations and bodies</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>200 rows × 343 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "region                                                                                     AT  \\\n",
       "category                                          Final consumption expenditure by households   \n",
       "sector                                                                                          \n",
       "Paddy rice                                                                           0.000000   \n",
       "Wheat                                                                               54.189152   \n",
       "Cereal grains nec                                                                  193.921791   \n",
       "Vegetables, fruit, nuts                                                            939.695774   \n",
       "Oil seeds                                                                            0.000000   \n",
       "...                                                                                       ...   \n",
       "Membership organisation services n.e.c. (91)                                        70.751464   \n",
       "Recreational, cultural and sporting services (92)                                 7365.200099   \n",
       "Other services (93)                                                               4842.169195   \n",
       "Private households with employed persons (95)                                        0.038491   \n",
       "Extra-territorial organizations and bodies                                           0.000000   \n",
       "\n",
       "region                                                                                                                                  \\\n",
       "category                                          Final consumption expenditure by non-profit organisations serving households (NPISH)   \n",
       "sector                                                                                                                                   \n",
       "Paddy rice                                                                                  0.000000                                     \n",
       "Wheat                                                                                       0.000000                                     \n",
       "Cereal grains nec                                                                           0.000000                                     \n",
       "Vegetables, fruit, nuts                                                                     0.000000                                     \n",
       "Oil seeds                                                                                   0.000000                                     \n",
       "...                                                                                              ...                                     \n",
       "Membership organisation services n.e.c. (91)                                             9929.216035                                     \n",
       "Recreational, cultural and sporting services (92)                                        3186.321274                                     \n",
       "Other services (93)                                                                         0.000000                                     \n",
       "Private households with employed persons (95)                                               0.000000                                     \n",
       "Extra-territorial organizations and bodies                                                  0.000000                                     \n",
       "\n",
       "region                                                                                         \\\n",
       "category                                          Final consumption expenditure by government   \n",
       "sector                                                                                          \n",
       "Paddy rice                                                                           0.000000   \n",
       "Wheat                                                                                0.000000   \n",
       "Cereal grains nec                                                                    0.000000   \n",
       "Vegetables, fruit, nuts                                                              0.000000   \n",
       "Oil seeds                                                                            0.000000   \n",
       "...                                                                                       ...   \n",
       "Membership organisation services n.e.c. (91)                                       341.424043   \n",
       "Recreational, cultural and sporting services (92)                                  890.627019   \n",
       "Other services (93)                                                                168.822970   \n",
       "Private households with employed persons (95)                                        0.000000   \n",
       "Extra-territorial organizations and bodies                                           0.000000   \n",
       "\n",
       "region                                                                           \\\n",
       "category                                          Gross fixed capital formation   \n",
       "sector                                                                            \n",
       "Paddy rice                                                             0.000000   \n",
       "Wheat                                                                  0.000000   \n",
       "Cereal grains nec                                                      0.000000   \n",
       "Vegetables, fruit, nuts                                                0.000000   \n",
       "Oil seeds                                                              0.000000   \n",
       "...                                                                         ...   \n",
       "Membership organisation services n.e.c. (91)                           0.000000   \n",
       "Recreational, cultural and sporting services (92)                    225.472047   \n",
       "Other services (93)                                                    0.000000   \n",
       "Private households with employed persons (95)                          0.000000   \n",
       "Extra-territorial organizations and bodies                             0.000000   \n",
       "\n",
       "region                                                                    \\\n",
       "category                                          Changes in inventories   \n",
       "sector                                                                     \n",
       "Paddy rice                                                      0.000000   \n",
       "Wheat                                                           4.089780   \n",
       "Cereal grains nec                                               9.122934   \n",
       "Vegetables, fruit, nuts                                        20.803124   \n",
       "Oil seeds                                                       0.000000   \n",
       "...                                                                  ...   \n",
       "Membership organisation services n.e.c. (91)                    0.000000   \n",
       "Recreational, cultural and sporting services (92)               1.443893   \n",
       "Other services (93)                                             0.000000   \n",
       "Private households with employed persons (95)                   0.000000   \n",
       "Extra-territorial organizations and bodies                      0.000000   \n",
       "\n",
       "region                                                                  \\\n",
       "category                                          Changes in valuables   \n",
       "sector                                                                   \n",
       "Paddy rice                                                           0   \n",
       "Wheat                                                                0   \n",
       "Cereal grains nec                                                    0   \n",
       "Vegetables, fruit, nuts                                              0   \n",
       "Oil seeds                                                            0   \n",
       "...                                                                ...   \n",
       "Membership organisation services n.e.c. (91)                         0   \n",
       "Recreational, cultural and sporting services (92)                    0   \n",
       "Other services (93)                                                  0   \n",
       "Private households with employed persons (95)                        0   \n",
       "Extra-territorial organizations and bodies                           0   \n",
       "\n",
       "region                                                                  \\\n",
       "category                                          Exports: Total (fob)   \n",
       "sector                                                                   \n",
       "Paddy rice                                                           0   \n",
       "Wheat                                                                0   \n",
       "Cereal grains nec                                                    0   \n",
       "Vegetables, fruit, nuts                                              0   \n",
       "Oil seeds                                                            0   \n",
       "...                                                                ...   \n",
       "Membership organisation services n.e.c. (91)                         0   \n",
       "Recreational, cultural and sporting services (92)                    0   \n",
       "Other services (93)                                                  0   \n",
       "Private households with employed persons (95)                        0   \n",
       "Extra-territorial organizations and bodies                           0   \n",
       "\n",
       "region                                                                                     BE  \\\n",
       "category                                          Final consumption expenditure by households   \n",
       "sector                                                                                          \n",
       "Paddy rice                                                                           0.000000   \n",
       "Wheat                                                                                0.345796   \n",
       "Cereal grains nec                                                                    0.008222   \n",
       "Vegetables, fruit, nuts                                                              0.456468   \n",
       "Oil seeds                                                                            0.090462   \n",
       "...                                                                                       ...   \n",
       "Membership organisation services n.e.c. (91)                                         0.000014   \n",
       "Recreational, cultural and sporting services (92)                                    0.000000   \n",
       "Other services (93)                                                                  0.102439   \n",
       "Private households with employed persons (95)                                        0.000000   \n",
       "Extra-territorial organizations and bodies                                           0.000000   \n",
       "\n",
       "region                                                                                                                                  \\\n",
       "category                                          Final consumption expenditure by non-profit organisations serving households (NPISH)   \n",
       "sector                                                                                                                                   \n",
       "Paddy rice                                                                                  0.000000                                     \n",
       "Wheat                                                                                       0.000000                                     \n",
       "Cereal grains nec                                                                           0.000000                                     \n",
       "Vegetables, fruit, nuts                                                                     0.000000                                     \n",
       "Oil seeds                                                                                   0.000000                                     \n",
       "...                                                                                              ...                                     \n",
       "Membership organisation services n.e.c. (91)                                                0.000731                                     \n",
       "Recreational, cultural and sporting services (92)                                           0.000000                                     \n",
       "Other services (93)                                                                         0.000000                                     \n",
       "Private households with employed persons (95)                                               0.000000                                     \n",
       "Extra-territorial organizations and bodies                                                  0.000000                                     \n",
       "\n",
       "region                                                                                         \\\n",
       "category                                          Final consumption expenditure by government   \n",
       "sector                                                                                          \n",
       "Paddy rice                                                                           0.000000   \n",
       "Wheat                                                                                0.000000   \n",
       "Cereal grains nec                                                                    0.000000   \n",
       "Vegetables, fruit, nuts                                                              0.000000   \n",
       "Oil seeds                                                                            0.000000   \n",
       "...                                                                                       ...   \n",
       "Membership organisation services n.e.c. (91)                                         0.000000   \n",
       "Recreational, cultural and sporting services (92)                                    0.250211   \n",
       "Other services (93)                                                                  0.000000   \n",
       "Private households with employed persons (95)                                        0.000000   \n",
       "Extra-territorial organizations and bodies                                           0.000000   \n",
       "\n",
       "region                                             ...                     WF  \\\n",
       "category                                           ... Changes in inventories   \n",
       "sector                                             ...                          \n",
       "Paddy rice                                         ...                    0.0   \n",
       "Wheat                                              ...                    0.0   \n",
       "Cereal grains nec                                  ...                    0.0   \n",
       "Vegetables, fruit, nuts                            ...                    0.0   \n",
       "Oil seeds                                          ...                    0.0   \n",
       "...                                                ...                    ...   \n",
       "Membership organisation services n.e.c. (91)       ...                    0.0   \n",
       "Recreational, cultural and sporting services (92)  ...                    0.0   \n",
       "Other services (93)                                ...                    0.0   \n",
       "Private households with employed persons (95)      ...                    0.0   \n",
       "Extra-territorial organizations and bodies         ...                    0.0   \n",
       "\n",
       "region                                                                  \\\n",
       "category                                          Changes in valuables   \n",
       "sector                                                                   \n",
       "Paddy rice                                                         0.0   \n",
       "Wheat                                                              0.0   \n",
       "Cereal grains nec                                                  0.0   \n",
       "Vegetables, fruit, nuts                                            0.0   \n",
       "Oil seeds                                                          0.0   \n",
       "...                                                                ...   \n",
       "Membership organisation services n.e.c. (91)                       0.0   \n",
       "Recreational, cultural and sporting services (92)                  0.0   \n",
       "Other services (93)                                                0.0   \n",
       "Private households with employed persons (95)                      0.0   \n",
       "Extra-territorial organizations and bodies                         0.0   \n",
       "\n",
       "region                                                                  \\\n",
       "category                                          Exports: Total (fob)   \n",
       "sector                                                                   \n",
       "Paddy rice                                                           0   \n",
       "Wheat                                                                0   \n",
       "Cereal grains nec                                                    0   \n",
       "Vegetables, fruit, nuts                                              0   \n",
       "Oil seeds                                                            0   \n",
       "...                                                                ...   \n",
       "Membership organisation services n.e.c. (91)                         0   \n",
       "Recreational, cultural and sporting services (92)                    0   \n",
       "Other services (93)                                                  0   \n",
       "Private households with employed persons (95)                        0   \n",
       "Extra-territorial organizations and bodies                           0   \n",
       "\n",
       "region                                                                                     WM  \\\n",
       "category                                          Final consumption expenditure by households   \n",
       "sector                                                                                          \n",
       "Paddy rice                                                                           0.000000   \n",
       "Wheat                                                                                0.015328   \n",
       "Cereal grains nec                                                                    0.061615   \n",
       "Vegetables, fruit, nuts                                                              2.236581   \n",
       "Oil seeds                                                                            0.001202   \n",
       "...                                                                                       ...   \n",
       "Membership organisation services n.e.c. (91)                                         0.941674   \n",
       "Recreational, cultural and sporting services (92)                                    2.956520   \n",
       "Other services (93)                                                                  1.726018   \n",
       "Private households with employed persons (95)                                       35.575462   \n",
       "Extra-territorial organizations and bodies                                           0.000000   \n",
       "\n",
       "region                                                                                                                                  \\\n",
       "category                                          Final consumption expenditure by non-profit organisations serving households (NPISH)   \n",
       "sector                                                                                                                                   \n",
       "Paddy rice                                                                              0.000000e+00                                     \n",
       "Wheat                                                                                   6.287412e-08                                     \n",
       "Cereal grains nec                                                                       1.128211e-07                                     \n",
       "Vegetables, fruit, nuts                                                                 1.139779e-06                                     \n",
       "Oil seeds                                                                               2.492860e-09                                     \n",
       "...                                                                                              ...                                     \n",
       "Membership organisation services n.e.c. (91)                                            2.718841e+00                                     \n",
       "Recreational, cultural and sporting services (92)                                       1.066817e-03                                     \n",
       "Other services (93)                                                                     2.812187e-04                                     \n",
       "Private households with employed persons (95)                                           3.978533e-04                                     \n",
       "Extra-territorial organizations and bodies                                              0.000000e+00                                     \n",
       "\n",
       "region                                                                                         \\\n",
       "category                                          Final consumption expenditure by government   \n",
       "sector                                                                                          \n",
       "Paddy rice                                                                           0.000000   \n",
       "Wheat                                                                                0.000053   \n",
       "Cereal grains nec                                                                    0.000000   \n",
       "Vegetables, fruit, nuts                                                              0.000000   \n",
       "Oil seeds                                                                            0.000000   \n",
       "...                                                                                       ...   \n",
       "Membership organisation services n.e.c. (91)                                         0.247520   \n",
       "Recreational, cultural and sporting services (92)                                    0.825061   \n",
       "Other services (93)                                                                  0.000019   \n",
       "Private households with employed persons (95)                                        0.516838   \n",
       "Extra-territorial organizations and bodies                                           0.000000   \n",
       "\n",
       "region                                                                           \\\n",
       "category                                          Gross fixed capital formation   \n",
       "sector                                                                            \n",
       "Paddy rice                                                             0.000000   \n",
       "Wheat                                                                  0.000000   \n",
       "Cereal grains nec                                                      0.000106   \n",
       "Vegetables, fruit, nuts                                                0.098036   \n",
       "Oil seeds                                                              0.000000   \n",
       "...                                                                         ...   \n",
       "Membership organisation services n.e.c. (91)                           0.000000   \n",
       "Recreational, cultural and sporting services (92)                      0.294231   \n",
       "Other services (93)                                                    0.044760   \n",
       "Private households with employed persons (95)                          0.541154   \n",
       "Extra-territorial organizations and bodies                             0.000000   \n",
       "\n",
       "region                                                                    \\\n",
       "category                                          Changes in inventories   \n",
       "sector                                                                     \n",
       "Paddy rice                                                             0   \n",
       "Wheat                                                                  0   \n",
       "Cereal grains nec                                                      0   \n",
       "Vegetables, fruit, nuts                                                0   \n",
       "Oil seeds                                                              0   \n",
       "...                                                                  ...   \n",
       "Membership organisation services n.e.c. (91)                           0   \n",
       "Recreational, cultural and sporting services (92)                      0   \n",
       "Other services (93)                                                    0   \n",
       "Private households with employed persons (95)                          0   \n",
       "Extra-territorial organizations and bodies                             0   \n",
       "\n",
       "region                                                                  \\\n",
       "category                                          Changes in valuables   \n",
       "sector                                                                   \n",
       "Paddy rice                                                           0   \n",
       "Wheat                                                                0   \n",
       "Cereal grains nec                                                    0   \n",
       "Vegetables, fruit, nuts                                              0   \n",
       "Oil seeds                                                            0   \n",
       "...                                                                ...   \n",
       "Membership organisation services n.e.c. (91)                         0   \n",
       "Recreational, cultural and sporting services (92)                    0   \n",
       "Other services (93)                                                  0   \n",
       "Private households with employed persons (95)                        0   \n",
       "Extra-territorial organizations and bodies                           0   \n",
       "\n",
       "region                                                                  \n",
       "category                                          Exports: Total (fob)  \n",
       "sector                                                                  \n",
       "Paddy rice                                                           0  \n",
       "Wheat                                                                0  \n",
       "Cereal grains nec                                                    0  \n",
       "Vegetables, fruit, nuts                                              0  \n",
       "Oil seeds                                                            0  \n",
       "...                                                                ...  \n",
       "Membership organisation services n.e.c. (91)                         0  \n",
       "Recreational, cultural and sporting services (92)                    0  \n",
       "Other services (93)                                                  0  \n",
       "Private households with employed persons (95)                        0  \n",
       "Extra-territorial organizations and bodies                           0  \n",
       "\n",
       "[200 rows x 343 columns]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Using xs to slice by level 0 (i.e., region) multiindex \n",
    "Y.xs(row, level=0, axis=0) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "07fb0e9c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Paddy rice</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wheat</th>\n",
       "      <td>54.189152</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.089780</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.345796</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.015328</td>\n",
       "      <td>6.287412e-08</td>\n",
       "      <td>0.000053</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cereal grains nec</th>\n",
       "      <td>193.921791</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>9.122934</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.008222</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.061615</td>\n",
       "      <td>1.128211e-07</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000106</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vegetables, fruit, nuts</th>\n",
       "      <td>939.695774</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>20.803124</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.456468</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.236581</td>\n",
       "      <td>1.139779e-06</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.098036</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oil seeds</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.090462</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.001202</td>\n",
       "      <td>2.492860e-09</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Membership organisation services n.e.c. (91)</th>\n",
       "      <td>70.751464</td>\n",
       "      <td>9929.216035</td>\n",
       "      <td>341.424043</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000014</td>\n",
       "      <td>0.000731</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.941674</td>\n",
       "      <td>2.718841e+00</td>\n",
       "      <td>0.247520</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Recreational, cultural and sporting services (92)</th>\n",
       "      <td>7365.200099</td>\n",
       "      <td>3186.321274</td>\n",
       "      <td>890.627019</td>\n",
       "      <td>225.472047</td>\n",
       "      <td>1.443893</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.250211</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.956520</td>\n",
       "      <td>1.066817e-03</td>\n",
       "      <td>0.825061</td>\n",
       "      <td>0.294231</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other services (93)</th>\n",
       "      <td>4842.169195</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>168.822970</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.102439</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.726018</td>\n",
       "      <td>2.812187e-04</td>\n",
       "      <td>0.000019</td>\n",
       "      <td>0.044760</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Private households with employed persons (95)</th>\n",
       "      <td>0.038491</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>35.575462</td>\n",
       "      <td>3.978533e-04</td>\n",
       "      <td>0.516838</td>\n",
       "      <td>0.541154</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Extra-territorial organizations and bodies</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>200 rows × 343 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "region                                                                                     AT  \\\n",
       "category                                          Final consumption expenditure by households   \n",
       "sector                                                                                          \n",
       "Paddy rice                                                                           0.000000   \n",
       "Wheat                                                                               54.189152   \n",
       "Cereal grains nec                                                                  193.921791   \n",
       "Vegetables, fruit, nuts                                                            939.695774   \n",
       "Oil seeds                                                                            0.000000   \n",
       "...                                                                                       ...   \n",
       "Membership organisation services n.e.c. (91)                                        70.751464   \n",
       "Recreational, cultural and sporting services (92)                                 7365.200099   \n",
       "Other services (93)                                                               4842.169195   \n",
       "Private households with employed persons (95)                                        0.038491   \n",
       "Extra-territorial organizations and bodies                                           0.000000   \n",
       "\n",
       "region                                                                                                                                  \\\n",
       "category                                          Final consumption expenditure by non-profit organisations serving households (NPISH)   \n",
       "sector                                                                                                                                   \n",
       "Paddy rice                                                                                  0.000000                                     \n",
       "Wheat                                                                                       0.000000                                     \n",
       "Cereal grains nec                                                                           0.000000                                     \n",
       "Vegetables, fruit, nuts                                                                     0.000000                                     \n",
       "Oil seeds                                                                                   0.000000                                     \n",
       "...                                                                                              ...                                     \n",
       "Membership organisation services n.e.c. (91)                                             9929.216035                                     \n",
       "Recreational, cultural and sporting services (92)                                        3186.321274                                     \n",
       "Other services (93)                                                                         0.000000                                     \n",
       "Private households with employed persons (95)                                               0.000000                                     \n",
       "Extra-territorial organizations and bodies                                                  0.000000                                     \n",
       "\n",
       "region                                                                                         \\\n",
       "category                                          Final consumption expenditure by government   \n",
       "sector                                                                                          \n",
       "Paddy rice                                                                           0.000000   \n",
       "Wheat                                                                                0.000000   \n",
       "Cereal grains nec                                                                    0.000000   \n",
       "Vegetables, fruit, nuts                                                              0.000000   \n",
       "Oil seeds                                                                            0.000000   \n",
       "...                                                                                       ...   \n",
       "Membership organisation services n.e.c. (91)                                       341.424043   \n",
       "Recreational, cultural and sporting services (92)                                  890.627019   \n",
       "Other services (93)                                                                168.822970   \n",
       "Private households with employed persons (95)                                        0.000000   \n",
       "Extra-territorial organizations and bodies                                           0.000000   \n",
       "\n",
       "region                                                                           \\\n",
       "category                                          Gross fixed capital formation   \n",
       "sector                                                                            \n",
       "Paddy rice                                                             0.000000   \n",
       "Wheat                                                                  0.000000   \n",
       "Cereal grains nec                                                      0.000000   \n",
       "Vegetables, fruit, nuts                                                0.000000   \n",
       "Oil seeds                                                              0.000000   \n",
       "...                                                                         ...   \n",
       "Membership organisation services n.e.c. (91)                           0.000000   \n",
       "Recreational, cultural and sporting services (92)                    225.472047   \n",
       "Other services (93)                                                    0.000000   \n",
       "Private households with employed persons (95)                          0.000000   \n",
       "Extra-territorial organizations and bodies                             0.000000   \n",
       "\n",
       "region                                                                    \\\n",
       "category                                          Changes in inventories   \n",
       "sector                                                                     \n",
       "Paddy rice                                                      0.000000   \n",
       "Wheat                                                           4.089780   \n",
       "Cereal grains nec                                               9.122934   \n",
       "Vegetables, fruit, nuts                                        20.803124   \n",
       "Oil seeds                                                       0.000000   \n",
       "...                                                                  ...   \n",
       "Membership organisation services n.e.c. (91)                    0.000000   \n",
       "Recreational, cultural and sporting services (92)               1.443893   \n",
       "Other services (93)                                             0.000000   \n",
       "Private households with employed persons (95)                   0.000000   \n",
       "Extra-territorial organizations and bodies                      0.000000   \n",
       "\n",
       "region                                                                  \\\n",
       "category                                          Changes in valuables   \n",
       "sector                                                                   \n",
       "Paddy rice                                                           0   \n",
       "Wheat                                                                0   \n",
       "Cereal grains nec                                                    0   \n",
       "Vegetables, fruit, nuts                                              0   \n",
       "Oil seeds                                                            0   \n",
       "...                                                                ...   \n",
       "Membership organisation services n.e.c. (91)                         0   \n",
       "Recreational, cultural and sporting services (92)                    0   \n",
       "Other services (93)                                                  0   \n",
       "Private households with employed persons (95)                        0   \n",
       "Extra-territorial organizations and bodies                           0   \n",
       "\n",
       "region                                                                  \\\n",
       "category                                          Exports: Total (fob)   \n",
       "sector                                                                   \n",
       "Paddy rice                                                           0   \n",
       "Wheat                                                                0   \n",
       "Cereal grains nec                                                    0   \n",
       "Vegetables, fruit, nuts                                              0   \n",
       "Oil seeds                                                            0   \n",
       "...                                                                ...   \n",
       "Membership organisation services n.e.c. (91)                         0   \n",
       "Recreational, cultural and sporting services (92)                    0   \n",
       "Other services (93)                                                  0   \n",
       "Private households with employed persons (95)                        0   \n",
       "Extra-territorial organizations and bodies                           0   \n",
       "\n",
       "region                                                                                     BE  \\\n",
       "category                                          Final consumption expenditure by households   \n",
       "sector                                                                                          \n",
       "Paddy rice                                                                           0.000000   \n",
       "Wheat                                                                                0.345796   \n",
       "Cereal grains nec                                                                    0.008222   \n",
       "Vegetables, fruit, nuts                                                              0.456468   \n",
       "Oil seeds                                                                            0.090462   \n",
       "...                                                                                       ...   \n",
       "Membership organisation services n.e.c. (91)                                         0.000014   \n",
       "Recreational, cultural and sporting services (92)                                    0.000000   \n",
       "Other services (93)                                                                  0.102439   \n",
       "Private households with employed persons (95)                                        0.000000   \n",
       "Extra-territorial organizations and bodies                                           0.000000   \n",
       "\n",
       "region                                                                                                                                  \\\n",
       "category                                          Final consumption expenditure by non-profit organisations serving households (NPISH)   \n",
       "sector                                                                                                                                   \n",
       "Paddy rice                                                                                  0.000000                                     \n",
       "Wheat                                                                                       0.000000                                     \n",
       "Cereal grains nec                                                                           0.000000                                     \n",
       "Vegetables, fruit, nuts                                                                     0.000000                                     \n",
       "Oil seeds                                                                                   0.000000                                     \n",
       "...                                                                                              ...                                     \n",
       "Membership organisation services n.e.c. (91)                                                0.000731                                     \n",
       "Recreational, cultural and sporting services (92)                                           0.000000                                     \n",
       "Other services (93)                                                                         0.000000                                     \n",
       "Private households with employed persons (95)                                               0.000000                                     \n",
       "Extra-territorial organizations and bodies                                                  0.000000                                     \n",
       "\n",
       "region                                                                                         \\\n",
       "category                                          Final consumption expenditure by government   \n",
       "sector                                                                                          \n",
       "Paddy rice                                                                           0.000000   \n",
       "Wheat                                                                                0.000000   \n",
       "Cereal grains nec                                                                    0.000000   \n",
       "Vegetables, fruit, nuts                                                              0.000000   \n",
       "Oil seeds                                                                            0.000000   \n",
       "...                                                                                       ...   \n",
       "Membership organisation services n.e.c. (91)                                         0.000000   \n",
       "Recreational, cultural and sporting services (92)                                    0.250211   \n",
       "Other services (93)                                                                  0.000000   \n",
       "Private households with employed persons (95)                                        0.000000   \n",
       "Extra-territorial organizations and bodies                                           0.000000   \n",
       "\n",
       "region                                             ...                     WF  \\\n",
       "category                                           ... Changes in inventories   \n",
       "sector                                             ...                          \n",
       "Paddy rice                                         ...                    0.0   \n",
       "Wheat                                              ...                    0.0   \n",
       "Cereal grains nec                                  ...                    0.0   \n",
       "Vegetables, fruit, nuts                            ...                    0.0   \n",
       "Oil seeds                                          ...                    0.0   \n",
       "...                                                ...                    ...   \n",
       "Membership organisation services n.e.c. (91)       ...                    0.0   \n",
       "Recreational, cultural and sporting services (92)  ...                    0.0   \n",
       "Other services (93)                                ...                    0.0   \n",
       "Private households with employed persons (95)      ...                    0.0   \n",
       "Extra-territorial organizations and bodies         ...                    0.0   \n",
       "\n",
       "region                                                                  \\\n",
       "category                                          Changes in valuables   \n",
       "sector                                                                   \n",
       "Paddy rice                                                         0.0   \n",
       "Wheat                                                              0.0   \n",
       "Cereal grains nec                                                  0.0   \n",
       "Vegetables, fruit, nuts                                            0.0   \n",
       "Oil seeds                                                          0.0   \n",
       "...                                                                ...   \n",
       "Membership organisation services n.e.c. (91)                       0.0   \n",
       "Recreational, cultural and sporting services (92)                  0.0   \n",
       "Other services (93)                                                0.0   \n",
       "Private households with employed persons (95)                      0.0   \n",
       "Extra-territorial organizations and bodies                         0.0   \n",
       "\n",
       "region                                                                  \\\n",
       "category                                          Exports: Total (fob)   \n",
       "sector                                                                   \n",
       "Paddy rice                                                           0   \n",
       "Wheat                                                                0   \n",
       "Cereal grains nec                                                    0   \n",
       "Vegetables, fruit, nuts                                              0   \n",
       "Oil seeds                                                            0   \n",
       "...                                                                ...   \n",
       "Membership organisation services n.e.c. (91)                         0   \n",
       "Recreational, cultural and sporting services (92)                    0   \n",
       "Other services (93)                                                  0   \n",
       "Private households with employed persons (95)                        0   \n",
       "Extra-territorial organizations and bodies                           0   \n",
       "\n",
       "region                                                                                     WM  \\\n",
       "category                                          Final consumption expenditure by households   \n",
       "sector                                                                                          \n",
       "Paddy rice                                                                           0.000000   \n",
       "Wheat                                                                                0.015328   \n",
       "Cereal grains nec                                                                    0.061615   \n",
       "Vegetables, fruit, nuts                                                              2.236581   \n",
       "Oil seeds                                                                            0.001202   \n",
       "...                                                                                       ...   \n",
       "Membership organisation services n.e.c. (91)                                         0.941674   \n",
       "Recreational, cultural and sporting services (92)                                    2.956520   \n",
       "Other services (93)                                                                  1.726018   \n",
       "Private households with employed persons (95)                                       35.575462   \n",
       "Extra-territorial organizations and bodies                                           0.000000   \n",
       "\n",
       "region                                                                                                                                  \\\n",
       "category                                          Final consumption expenditure by non-profit organisations serving households (NPISH)   \n",
       "sector                                                                                                                                   \n",
       "Paddy rice                                                                              0.000000e+00                                     \n",
       "Wheat                                                                                   6.287412e-08                                     \n",
       "Cereal grains nec                                                                       1.128211e-07                                     \n",
       "Vegetables, fruit, nuts                                                                 1.139779e-06                                     \n",
       "Oil seeds                                                                               2.492860e-09                                     \n",
       "...                                                                                              ...                                     \n",
       "Membership organisation services n.e.c. (91)                                            2.718841e+00                                     \n",
       "Recreational, cultural and sporting services (92)                                       1.066817e-03                                     \n",
       "Other services (93)                                                                     2.812187e-04                                     \n",
       "Private households with employed persons (95)                                           3.978533e-04                                     \n",
       "Extra-territorial organizations and bodies                                              0.000000e+00                                     \n",
       "\n",
       "region                                                                                         \\\n",
       "category                                          Final consumption expenditure by government   \n",
       "sector                                                                                          \n",
       "Paddy rice                                                                           0.000000   \n",
       "Wheat                                                                                0.000053   \n",
       "Cereal grains nec                                                                    0.000000   \n",
       "Vegetables, fruit, nuts                                                              0.000000   \n",
       "Oil seeds                                                                            0.000000   \n",
       "...                                                                                       ...   \n",
       "Membership organisation services n.e.c. (91)                                         0.247520   \n",
       "Recreational, cultural and sporting services (92)                                    0.825061   \n",
       "Other services (93)                                                                  0.000019   \n",
       "Private households with employed persons (95)                                        0.516838   \n",
       "Extra-territorial organizations and bodies                                           0.000000   \n",
       "\n",
       "region                                                                           \\\n",
       "category                                          Gross fixed capital formation   \n",
       "sector                                                                            \n",
       "Paddy rice                                                             0.000000   \n",
       "Wheat                                                                  0.000000   \n",
       "Cereal grains nec                                                      0.000106   \n",
       "Vegetables, fruit, nuts                                                0.098036   \n",
       "Oil seeds                                                              0.000000   \n",
       "...                                                                         ...   \n",
       "Membership organisation services n.e.c. (91)                           0.000000   \n",
       "Recreational, cultural and sporting services (92)                      0.294231   \n",
       "Other services (93)                                                    0.044760   \n",
       "Private households with employed persons (95)                          0.541154   \n",
       "Extra-territorial organizations and bodies                             0.000000   \n",
       "\n",
       "region                                                                    \\\n",
       "category                                          Changes in inventories   \n",
       "sector                                                                     \n",
       "Paddy rice                                                             0   \n",
       "Wheat                                                                  0   \n",
       "Cereal grains nec                                                      0   \n",
       "Vegetables, fruit, nuts                                                0   \n",
       "Oil seeds                                                              0   \n",
       "...                                                                  ...   \n",
       "Membership organisation services n.e.c. (91)                           0   \n",
       "Recreational, cultural and sporting services (92)                      0   \n",
       "Other services (93)                                                    0   \n",
       "Private households with employed persons (95)                          0   \n",
       "Extra-territorial organizations and bodies                             0   \n",
       "\n",
       "region                                                                  \\\n",
       "category                                          Changes in valuables   \n",
       "sector                                                                   \n",
       "Paddy rice                                                           0   \n",
       "Wheat                                                                0   \n",
       "Cereal grains nec                                                    0   \n",
       "Vegetables, fruit, nuts                                              0   \n",
       "Oil seeds                                                            0   \n",
       "...                                                                ...   \n",
       "Membership organisation services n.e.c. (91)                         0   \n",
       "Recreational, cultural and sporting services (92)                    0   \n",
       "Other services (93)                                                  0   \n",
       "Private households with employed persons (95)                        0   \n",
       "Extra-territorial organizations and bodies                           0   \n",
       "\n",
       "region                                                                  \n",
       "category                                          Exports: Total (fob)  \n",
       "sector                                                                  \n",
       "Paddy rice                                                           0  \n",
       "Wheat                                                                0  \n",
       "Cereal grains nec                                                    0  \n",
       "Vegetables, fruit, nuts                                              0  \n",
       "Oil seeds                                                            0  \n",
       "...                                                                ...  \n",
       "Membership organisation services n.e.c. (91)                         0  \n",
       "Recreational, cultural and sporting services (92)                    0  \n",
       "Other services (93)                                                  0  \n",
       "Private households with employed persons (95)                        0  \n",
       "Extra-territorial organizations and bodies                           0  \n",
       "\n",
       "[200 rows x 343 columns]"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Y.loc[\"AT\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "97f75ebd",
   "metadata": {},
   "outputs": [
    {
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       "      <th>Final consumption expenditure by households</th>\n",
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       "      <th>AT</th>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
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       "      <th>BE</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <th>BG</th>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <th>CY</th>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
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       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <th>DK</th>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
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       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <th>ES</th>\n",
       "      <td>0.006586</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.814986e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>FI</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>FR</th>\n",
       "      <td>0.005705</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.903556e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.025267</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>GR</th>\n",
       "      <td>0.008523</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.819373e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <th>HR</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <th>HU</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IE</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IT</th>\n",
       "      <td>0.071526</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.401120e-05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.005724</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LT</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LU</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LV</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NL</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PL</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PT</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000085</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RO</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SE</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SI</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SK</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GB</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>US</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JP</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CN</th>\n",
       "      <td>0.004004</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.142609e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CA</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KR</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BR</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IN</th>\n",
       "      <td>0.142384</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.473314e-04</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000772</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MX</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RU</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AU</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CH</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TR</th>\n",
       "      <td>0.004301</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.450522e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000180</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TW</th>\n",
       "      <td>0.000287</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.968784e-07</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NO</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ID</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZA</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WA</th>\n",
       "      <td>0.166098</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.718689e-04</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.168708</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WL</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000346</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WE</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WF</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WM</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2361.532756</td>\n",
       "      <td>0.024973</td>\n",
       "      <td>2.859283</td>\n",
       "      <td>0.251725</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>49 rows × 343 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "region                                            AT  \\\n",
       "category Final consumption expenditure by households   \n",
       "region                                                 \n",
       "AT                                          0.000000   \n",
       "BE                                          0.000000   \n",
       "BG                                          0.000000   \n",
       "CY                                          0.000000   \n",
       "CZ                                          0.000000   \n",
       "DE                                          0.000000   \n",
       "DK                                          0.000000   \n",
       "EE                                          0.000000   \n",
       "ES                                          0.006586   \n",
       "FI                                          0.000000   \n",
       "FR                                          0.005705   \n",
       "GR                                          0.008523   \n",
       "HR                                          0.000000   \n",
       "HU                                          0.000000   \n",
       "IE                                          0.000000   \n",
       "IT                                          0.071526   \n",
       "LT                                          0.000000   \n",
       "LU                                          0.000000   \n",
       "LV                                          0.000000   \n",
       "MT                                          0.000000   \n",
       "NL                                          0.000000   \n",
       "PL                                          0.000000   \n",
       "PT                                          0.000000   \n",
       "RO                                          0.000000   \n",
       "SE                                          0.000000   \n",
       "SI                                          0.000000   \n",
       "SK                                          0.000000   \n",
       "GB                                          0.000000   \n",
       "US                                          0.000000   \n",
       "JP                                          0.000000   \n",
       "CN                                          0.004004   \n",
       "CA                                          0.000000   \n",
       "KR                                          0.000000   \n",
       "BR                                          0.000000   \n",
       "IN                                          0.142384   \n",
       "MX                                          0.000000   \n",
       "RU                                          0.000000   \n",
       "AU                                          0.000000   \n",
       "CH                                          0.000000   \n",
       "TR                                          0.004301   \n",
       "TW                                          0.000287   \n",
       "NO                                          0.000000   \n",
       "ID                                          0.000000   \n",
       "ZA                                          0.000000   \n",
       "WA                                          0.166098   \n",
       "WL                                          0.000000   \n",
       "WE                                          0.000000   \n",
       "WF                                          0.000000   \n",
       "WM                                          0.000000   \n",
       "\n",
       "region                                                                                         \\\n",
       "category Final consumption expenditure by non-profit organisations serving households (NPISH)   \n",
       "region                                                                                          \n",
       "AT                                                      0.0                                     \n",
       "BE                                                      0.0                                     \n",
       "BG                                                      0.0                                     \n",
       "CY                                                      0.0                                     \n",
       "CZ                                                      0.0                                     \n",
       "DE                                                      0.0                                     \n",
       "DK                                                      0.0                                     \n",
       "EE                                                      0.0                                     \n",
       "ES                                                      0.0                                     \n",
       "FI                                                      0.0                                     \n",
       "FR                                                      0.0                                     \n",
       "GR                                                      0.0                                     \n",
       "HR                                                      0.0                                     \n",
       "HU                                                      0.0                                     \n",
       "IE                                                      0.0                                     \n",
       "IT                                                      0.0                                     \n",
       "LT                                                      0.0                                     \n",
       "LU                                                      0.0                                     \n",
       "LV                                                      0.0                                     \n",
       "MT                                                      0.0                                     \n",
       "NL                                                      0.0                                     \n",
       "PL                                                      0.0                                     \n",
       "PT                                                      0.0                                     \n",
       "RO                                                      0.0                                     \n",
       "SE                                                      0.0                                     \n",
       "SI                                                      0.0                                     \n",
       "SK                                                      0.0                                     \n",
       "GB                                                      0.0                                     \n",
       "US                                                      0.0                                     \n",
       "JP                                                      0.0                                     \n",
       "CN                                                      0.0                                     \n",
       "CA                                                      0.0                                     \n",
       "KR                                                      0.0                                     \n",
       "BR                                                      0.0                                     \n",
       "IN                                                      0.0                                     \n",
       "MX                                                      0.0                                     \n",
       "RU                                                      0.0                                     \n",
       "AU                                                      0.0                                     \n",
       "CH                                                      0.0                                     \n",
       "TR                                                      0.0                                     \n",
       "TW                                                      0.0                                     \n",
       "NO                                                      0.0                                     \n",
       "ID                                                      0.0                                     \n",
       "ZA                                                      0.0                                     \n",
       "WA                                                      0.0                                     \n",
       "WL                                                      0.0                                     \n",
       "WE                                                      0.0                                     \n",
       "WF                                                      0.0                                     \n",
       "WM                                                      0.0                                     \n",
       "\n",
       "region                                                \\\n",
       "category Final consumption expenditure by government   \n",
       "region                                                 \n",
       "AT                                               0.0   \n",
       "BE                                               0.0   \n",
       "BG                                               0.0   \n",
       "CY                                               0.0   \n",
       "CZ                                               0.0   \n",
       "DE                                               0.0   \n",
       "DK                                               0.0   \n",
       "EE                                               0.0   \n",
       "ES                                               0.0   \n",
       "FI                                               0.0   \n",
       "FR                                               0.0   \n",
       "GR                                               0.0   \n",
       "HR                                               0.0   \n",
       "HU                                               0.0   \n",
       "IE                                               0.0   \n",
       "IT                                               0.0   \n",
       "LT                                               0.0   \n",
       "LU                                               0.0   \n",
       "LV                                               0.0   \n",
       "MT                                               0.0   \n",
       "NL                                               0.0   \n",
       "PL                                               0.0   \n",
       "PT                                               0.0   \n",
       "RO                                               0.0   \n",
       "SE                                               0.0   \n",
       "SI                                               0.0   \n",
       "SK                                               0.0   \n",
       "GB                                               0.0   \n",
       "US                                               0.0   \n",
       "JP                                               0.0   \n",
       "CN                                               0.0   \n",
       "CA                                               0.0   \n",
       "KR                                               0.0   \n",
       "BR                                               0.0   \n",
       "IN                                               0.0   \n",
       "MX                                               0.0   \n",
       "RU                                               0.0   \n",
       "AU                                               0.0   \n",
       "CH                                               0.0   \n",
       "TR                                               0.0   \n",
       "TW                                               0.0   \n",
       "NO                                               0.0   \n",
       "ID                                               0.0   \n",
       "ZA                                               0.0   \n",
       "WA                                               0.0   \n",
       "WL                                               0.0   \n",
       "WE                                               0.0   \n",
       "WF                                               0.0   \n",
       "WM                                               0.0   \n",
       "\n",
       "region                                                         \\\n",
       "category Gross fixed capital formation Changes in inventories   \n",
       "region                                                          \n",
       "AT                                 0.0           0.000000e+00   \n",
       "BE                                 0.0           0.000000e+00   \n",
       "BG                                 0.0           0.000000e+00   \n",
       "CY                                 0.0           0.000000e+00   \n",
       "CZ                                 0.0           0.000000e+00   \n",
       "DE                                 0.0           0.000000e+00   \n",
       "DK                                 0.0           0.000000e+00   \n",
       "EE                                 0.0           0.000000e+00   \n",
       "ES                                 0.0           6.814986e-06   \n",
       "FI                                 0.0           0.000000e+00   \n",
       "FR                                 0.0           5.903556e-06   \n",
       "GR                                 0.0           8.819373e-06   \n",
       "HR                                 0.0           0.000000e+00   \n",
       "HU                                 0.0           0.000000e+00   \n",
       "IE                                 0.0           0.000000e+00   \n",
       "IT                                 0.0           7.401120e-05   \n",
       "LT                                 0.0           0.000000e+00   \n",
       "LU                                 0.0           0.000000e+00   \n",
       "LV                                 0.0           0.000000e+00   \n",
       "MT                                 0.0           0.000000e+00   \n",
       "NL                                 0.0           0.000000e+00   \n",
       "PL                                 0.0           0.000000e+00   \n",
       "PT                                 0.0           0.000000e+00   \n",
       "RO                                 0.0           0.000000e+00   \n",
       "SE                                 0.0           0.000000e+00   \n",
       "SI                                 0.0           0.000000e+00   \n",
       "SK                                 0.0           0.000000e+00   \n",
       "GB                                 0.0           0.000000e+00   \n",
       "US                                 0.0           0.000000e+00   \n",
       "JP                                 0.0           0.000000e+00   \n",
       "CN                                 0.0           4.142609e-06   \n",
       "CA                                 0.0           0.000000e+00   \n",
       "KR                                 0.0           0.000000e+00   \n",
       "BR                                 0.0           0.000000e+00   \n",
       "IN                                 0.0           1.473314e-04   \n",
       "MX                                 0.0           0.000000e+00   \n",
       "RU                                 0.0           0.000000e+00   \n",
       "AU                                 0.0           0.000000e+00   \n",
       "CH                                 0.0           0.000000e+00   \n",
       "TR                                 0.0           4.450522e-06   \n",
       "TW                                 0.0           2.968784e-07   \n",
       "NO                                 0.0           0.000000e+00   \n",
       "ID                                 0.0           0.000000e+00   \n",
       "ZA                                 0.0           0.000000e+00   \n",
       "WA                                 0.0           1.718689e-04   \n",
       "WL                                 0.0           0.000000e+00   \n",
       "WE                                 0.0           0.000000e+00   \n",
       "WF                                 0.0           0.000000e+00   \n",
       "WM                                 0.0           0.000000e+00   \n",
       "\n",
       "region                                              \\\n",
       "category Changes in valuables Exports: Total (fob)   \n",
       "region                                               \n",
       "AT                          0                    0   \n",
       "BE                          0                    0   \n",
       "BG                          0                    0   \n",
       "CY                          0                    0   \n",
       "CZ                          0                    0   \n",
       "DE                          0                    0   \n",
       "DK                          0                    0   \n",
       "EE                          0                    0   \n",
       "ES                          0                    0   \n",
       "FI                          0                    0   \n",
       "FR                          0                    0   \n",
       "GR                          0                    0   \n",
       "HR                          0                    0   \n",
       "HU                          0                    0   \n",
       "IE                          0                    0   \n",
       "IT                          0                    0   \n",
       "LT                          0                    0   \n",
       "LU                          0                    0   \n",
       "LV                          0                    0   \n",
       "MT                          0                    0   \n",
       "NL                          0                    0   \n",
       "PL                          0                    0   \n",
       "PT                          0                    0   \n",
       "RO                          0                    0   \n",
       "SE                          0                    0   \n",
       "SI                          0                    0   \n",
       "SK                          0                    0   \n",
       "GB                          0                    0   \n",
       "US                          0                    0   \n",
       "JP                          0                    0   \n",
       "CN                          0                    0   \n",
       "CA                          0                    0   \n",
       "KR                          0                    0   \n",
       "BR                          0                    0   \n",
       "IN                          0                    0   \n",
       "MX                          0                    0   \n",
       "RU                          0                    0   \n",
       "AU                          0                    0   \n",
       "CH                          0                    0   \n",
       "TR                          0                    0   \n",
       "TW                          0                    0   \n",
       "NO                          0                    0   \n",
       "ID                          0                    0   \n",
       "ZA                          0                    0   \n",
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       "WM                          0                    0   \n",
       "\n",
       "region                                            BE  \\\n",
       "category Final consumption expenditure by households   \n",
       "region                                                 \n",
       "AT                                          0.000000   \n",
       "BE                                          0.000000   \n",
       "BG                                          0.000000   \n",
       "CY                                          0.000000   \n",
       "CZ                                          0.000000   \n",
       "DE                                          0.000000   \n",
       "DK                                          0.000000   \n",
       "EE                                          0.000000   \n",
       "ES                                          0.000000   \n",
       "FI                                          0.000000   \n",
       "FR                                          0.025267   \n",
       "GR                                          0.000000   \n",
       "HR                                          0.000000   \n",
       "HU                                          0.000000   \n",
       "IE                                          0.000000   \n",
       "IT                                          0.005724   \n",
       "LT                                          0.000000   \n",
       "LU                                          0.000000   \n",
       "LV                                          0.000000   \n",
       "MT                                          0.000000   \n",
       "NL                                          0.000000   \n",
       "PL                                          0.000000   \n",
       "PT                                          0.000085   \n",
       "RO                                          0.000000   \n",
       "SE                                          0.000000   \n",
       "SI                                          0.000000   \n",
       "SK                                          0.000000   \n",
       "GB                                          0.000000   \n",
       "US                                          0.000000   \n",
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       "CN                                          0.000000   \n",
       "CA                                          0.000000   \n",
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       "BR                                          0.000000   \n",
       "IN                                          0.000772   \n",
       "MX                                          0.000000   \n",
       "RU                                          0.000000   \n",
       "AU                                          0.000000   \n",
       "CH                                          0.000000   \n",
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       "WL                                          0.000346   \n",
       "WE                                          0.000000   \n",
       "WF                                          0.000000   \n",
       "WM                                          0.000000   \n",
       "\n",
       "region                                                                                         \\\n",
       "category Final consumption expenditure by non-profit organisations serving households (NPISH)   \n",
       "region                                                                                          \n",
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       "SI                                                      0.0                                     \n",
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       "US                                                      0.0                                     \n",
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       "AU                                                      0.0                                     \n",
       "CH                                                      0.0                                     \n",
       "TR                                                      0.0                                     \n",
       "TW                                                      0.0                                     \n",
       "NO                                                      0.0                                     \n",
       "ID                                                      0.0                                     \n",
       "ZA                                                      0.0                                     \n",
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       "WL                                                      0.0                                     \n",
       "WE                                                      0.0                                     \n",
       "WF                                                      0.0                                     \n",
       "WM                                                      0.0                                     \n",
       "\n",
       "region                                                ...  \\\n",
       "category Final consumption expenditure by government  ...   \n",
       "region                                                ...   \n",
       "AT                                               0.0  ...   \n",
       "BE                                               0.0  ...   \n",
       "BG                                               0.0  ...   \n",
       "CY                                               0.0  ...   \n",
       "CZ                                               0.0  ...   \n",
       "DE                                               0.0  ...   \n",
       "DK                                               0.0  ...   \n",
       "EE                                               0.0  ...   \n",
       "ES                                               0.0  ...   \n",
       "FI                                               0.0  ...   \n",
       "FR                                               0.0  ...   \n",
       "GR                                               0.0  ...   \n",
       "HR                                               0.0  ...   \n",
       "HU                                               0.0  ...   \n",
       "IE                                               0.0  ...   \n",
       "IT                                               0.0  ...   \n",
       "LT                                               0.0  ...   \n",
       "LU                                               0.0  ...   \n",
       "LV                                               0.0  ...   \n",
       "MT                                               0.0  ...   \n",
       "NL                                               0.0  ...   \n",
       "PL                                               0.0  ...   \n",
       "PT                                               0.0  ...   \n",
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       "SE                                               0.0  ...   \n",
       "SI                                               0.0  ...   \n",
       "SK                                               0.0  ...   \n",
       "GB                                               0.0  ...   \n",
       "US                                               0.0  ...   \n",
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       "WM                                               0.0  ...   \n",
       "\n",
       "region                       WF                                            \\\n",
       "category Changes in inventories Changes in valuables Exports: Total (fob)   \n",
       "region                                                                      \n",
       "AT                          0.0                  0.0                    0   \n",
       "BE                          0.0                  0.0                    0   \n",
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       "CZ                          0.0                  0.0                    0   \n",
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       "HU                          0.0                  0.0                    0   \n",
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       "CN                          0.0                  0.0                    0   \n",
       "CA                          0.0                  0.0                    0   \n",
       "KR                          0.0                  0.0                    0   \n",
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       "IN                          0.0                  0.0                    0   \n",
       "MX                          0.0                  0.0                    0   \n",
       "RU                          0.0                  0.0                    0   \n",
       "AU                          0.0                  0.0                    0   \n",
       "CH                          0.0                  0.0                    0   \n",
       "TR                          0.0                  0.0                    0   \n",
       "TW                          0.0                  0.0                    0   \n",
       "NO                          0.0                  0.0                    0   \n",
       "ID                          0.0                  0.0                    0   \n",
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       "WF                          0.0                  0.0                    0   \n",
       "WM                          0.0                  0.0                    0   \n",
       "\n",
       "region                                            WM  \\\n",
       "category Final consumption expenditure by households   \n",
       "region                                                 \n",
       "AT                                          0.000000   \n",
       "BE                                          0.000000   \n",
       "BG                                          0.000000   \n",
       "CY                                          0.000000   \n",
       "CZ                                          0.000000   \n",
       "DE                                          0.000000   \n",
       "DK                                          0.000000   \n",
       "EE                                          0.000000   \n",
       "ES                                          0.000000   \n",
       "FI                                          0.000000   \n",
       "FR                                          0.000000   \n",
       "GR                                          0.000000   \n",
       "HR                                          0.000000   \n",
       "HU                                          0.000000   \n",
       "IE                                          0.000000   \n",
       "IT                                          0.000000   \n",
       "LT                                          0.000000   \n",
       "LU                                          0.000000   \n",
       "LV                                          0.000000   \n",
       "MT                                          0.000000   \n",
       "NL                                          0.000000   \n",
       "PL                                          0.000000   \n",
       "PT                                          0.000000   \n",
       "RO                                          0.000000   \n",
       "SE                                          0.000000   \n",
       "SI                                          0.000000   \n",
       "SK                                          0.000000   \n",
       "GB                                          0.000000   \n",
       "US                                          0.000000   \n",
       "JP                                          0.000000   \n",
       "CN                                          0.000000   \n",
       "CA                                          0.000000   \n",
       "KR                                          0.000000   \n",
       "BR                                          0.000000   \n",
       "IN                                          0.000000   \n",
       "MX                                          0.000000   \n",
       "RU                                          0.000000   \n",
       "AU                                          0.000000   \n",
       "CH                                          0.000000   \n",
       "TR                                          0.000000   \n",
       "TW                                          0.000000   \n",
       "NO                                          0.000000   \n",
       "ID                                          0.000000   \n",
       "ZA                                          0.000000   \n",
       "WA                                          0.000000   \n",
       "WL                                          0.000000   \n",
       "WE                                          0.000000   \n",
       "WF                                          0.000000   \n",
       "WM                                       2361.532756   \n",
       "\n",
       "region                                                                                         \\\n",
       "category Final consumption expenditure by non-profit organisations serving households (NPISH)   \n",
       "region                                                                                          \n",
       "AT                                                 0.000000                                     \n",
       "BE                                                 0.000000                                     \n",
       "BG                                                 0.000000                                     \n",
       "CY                                                 0.000000                                     \n",
       "CZ                                                 0.000000                                     \n",
       "DE                                                 0.000000                                     \n",
       "DK                                                 0.000000                                     \n",
       "EE                                                 0.000000                                     \n",
       "ES                                                 0.000000                                     \n",
       "FI                                                 0.000000                                     \n",
       "FR                                                 0.000000                                     \n",
       "GR                                                 0.000000                                     \n",
       "HR                                                 0.000000                                     \n",
       "HU                                                 0.000000                                     \n",
       "IE                                                 0.000000                                     \n",
       "IT                                                 0.000000                                     \n",
       "LT                                                 0.000000                                     \n",
       "LU                                                 0.000000                                     \n",
       "LV                                                 0.000000                                     \n",
       "MT                                                 0.000000                                     \n",
       "NL                                                 0.000000                                     \n",
       "PL                                                 0.000000                                     \n",
       "PT                                                 0.000000                                     \n",
       "RO                                                 0.000000                                     \n",
       "SE                                                 0.000000                                     \n",
       "SI                                                 0.000000                                     \n",
       "SK                                                 0.000000                                     \n",
       "GB                                                 0.000000                                     \n",
       "US                                                 0.000000                                     \n",
       "JP                                                 0.000000                                     \n",
       "CN                                                 0.000000                                     \n",
       "CA                                                 0.000000                                     \n",
       "KR                                                 0.000000                                     \n",
       "BR                                                 0.000000                                     \n",
       "IN                                                 0.000000                                     \n",
       "MX                                                 0.000000                                     \n",
       "RU                                                 0.000000                                     \n",
       "AU                                                 0.000000                                     \n",
       "CH                                                 0.000000                                     \n",
       "TR                                                 0.000000                                     \n",
       "TW                                                 0.000000                                     \n",
       "NO                                                 0.000000                                     \n",
       "ID                                                 0.000000                                     \n",
       "ZA                                                 0.000000                                     \n",
       "WA                                                 0.000000                                     \n",
       "WL                                                 0.000000                                     \n",
       "WE                                                 0.000000                                     \n",
       "WF                                                 0.000000                                     \n",
       "WM                                                 0.024973                                     \n",
       "\n",
       "region                                                \\\n",
       "category Final consumption expenditure by government   \n",
       "region                                                 \n",
       "AT                                          0.000000   \n",
       "BE                                          0.000000   \n",
       "BG                                          0.000000   \n",
       "CY                                          0.000000   \n",
       "CZ                                          0.000000   \n",
       "DE                                          0.000000   \n",
       "DK                                          0.000000   \n",
       "EE                                          0.000000   \n",
       "ES                                          0.000000   \n",
       "FI                                          0.000000   \n",
       "FR                                          0.000000   \n",
       "GR                                          0.000000   \n",
       "HR                                          0.000000   \n",
       "HU                                          0.000000   \n",
       "IE                                          0.000000   \n",
       "IT                                          0.000000   \n",
       "LT                                          0.000000   \n",
       "LU                                          0.000000   \n",
       "LV                                          0.000000   \n",
       "MT                                          0.000000   \n",
       "NL                                          0.000000   \n",
       "PL                                          0.000000   \n",
       "PT                                          0.000000   \n",
       "RO                                          0.000000   \n",
       "SE                                          0.000000   \n",
       "SI                                          0.000000   \n",
       "SK                                          0.000000   \n",
       "GB                                          0.000000   \n",
       "US                                          0.000000   \n",
       "JP                                          0.000000   \n",
       "CN                                          0.000000   \n",
       "CA                                          0.000000   \n",
       "KR                                          0.000000   \n",
       "BR                                          0.000000   \n",
       "IN                                          0.000000   \n",
       "MX                                          0.000000   \n",
       "RU                                          0.000000   \n",
       "AU                                          0.000000   \n",
       "CH                                          0.000000   \n",
       "TR                                          0.000000   \n",
       "TW                                          0.000000   \n",
       "NO                                          0.000000   \n",
       "ID                                          0.000000   \n",
       "ZA                                          0.000000   \n",
       "WA                                          0.000000   \n",
       "WL                                          0.000000   \n",
       "WE                                          0.000000   \n",
       "WF                                          0.000000   \n",
       "WM                                          2.859283   \n",
       "\n",
       "region                                                         \\\n",
       "category Gross fixed capital formation Changes in inventories   \n",
       "region                                                          \n",
       "AT                            0.000000                      0   \n",
       "BE                            0.000000                      0   \n",
       "BG                            0.000000                      0   \n",
       "CY                            0.000000                      0   \n",
       "CZ                            0.000000                      0   \n",
       "DE                            0.000000                      0   \n",
       "DK                            0.000000                      0   \n",
       "EE                            0.000000                      0   \n",
       "ES                            0.000000                      0   \n",
       "FI                            0.000000                      0   \n",
       "FR                            0.000000                      0   \n",
       "GR                            0.000000                      0   \n",
       "HR                            0.000000                      0   \n",
       "HU                            0.000000                      0   \n",
       "IE                            0.000000                      0   \n",
       "IT                            0.000000                      0   \n",
       "LT                            0.000000                      0   \n",
       "LU                            0.000000                      0   \n",
       "LV                            0.000000                      0   \n",
       "MT                            0.000000                      0   \n",
       "NL                            0.000000                      0   \n",
       "PL                            0.000000                      0   \n",
       "PT                            0.000000                      0   \n",
       "RO                            0.000000                      0   \n",
       "SE                            0.000000                      0   \n",
       "SI                            0.000000                      0   \n",
       "SK                            0.000000                      0   \n",
       "GB                            0.000000                      0   \n",
       "US                            0.000000                      0   \n",
       "JP                            0.000000                      0   \n",
       "CN                            0.000000                      0   \n",
       "CA                            0.000000                      0   \n",
       "KR                            0.000000                      0   \n",
       "BR                            0.000000                      0   \n",
       "IN                            0.000000                      0   \n",
       "MX                            0.000000                      0   \n",
       "RU                            0.000000                      0   \n",
       "AU                            0.000000                      0   \n",
       "CH                            0.000000                      0   \n",
       "TR                            0.000000                      0   \n",
       "TW                            0.000000                      0   \n",
       "NO                            0.000000                      0   \n",
       "ID                            0.000000                      0   \n",
       "ZA                            0.000000                      0   \n",
       "WA                            0.000000                      0   \n",
       "WL                            0.000000                      0   \n",
       "WE                            0.000000                      0   \n",
       "WF                            0.000000                      0   \n",
       "WM                            0.251725                      0   \n",
       "\n",
       "region                                              \n",
       "category Changes in valuables Exports: Total (fob)  \n",
       "region                                              \n",
       "AT                          0                    0  \n",
       "BE                          0                    0  \n",
       "BG                          0                    0  \n",
       "CY                          0                    0  \n",
       "CZ                          0                    0  \n",
       "DE                          0                    0  \n",
       "DK                          0                    0  \n",
       "EE                          0                    0  \n",
       "ES                          0                    0  \n",
       "FI                          0                    0  \n",
       "FR                          0                    0  \n",
       "GR                          0                    0  \n",
       "HR                          0                    0  \n",
       "HU                          0                    0  \n",
       "IE                          0                    0  \n",
       "IT                          0                    0  \n",
       "LT                          0                    0  \n",
       "LU                          0                    0  \n",
       "LV                          0                    0  \n",
       "MT                          0                    0  \n",
       "NL                          0                    0  \n",
       "PL                          0                    0  \n",
       "PT                          0                    0  \n",
       "RO                          0                    0  \n",
       "SE                          0                    0  \n",
       "SI                          0                    0  \n",
       "SK                          0                    0  \n",
       "GB                          0                    0  \n",
       "US                          0                    0  \n",
       "JP                          0                    0  \n",
       "CN                          0                    0  \n",
       "CA                          0                    0  \n",
       "KR                          0                    0  \n",
       "BR                          0                    0  \n",
       "IN                          0                    0  \n",
       "MX                          0                    0  \n",
       "RU                          0                    0  \n",
       "AU                          0                    0  \n",
       "CH                          0                    0  \n",
       "TR                          0                    0  \n",
       "TW                          0                    0  \n",
       "NO                          0                    0  \n",
       "ID                          0                    0  \n",
       "ZA                          0                    0  \n",
       "WA                          0                    0  \n",
       "WL                          0                    0  \n",
       "WE                          0                    0  \n",
       "WF                          0                    0  \n",
       "WM                          0                    0  \n",
       "\n",
       "[49 rows x 343 columns]"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Slice by level 1 of the index (i.e., sector)\n",
    "Y.xs(\"Paddy rice\", level=1, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "91e8a8b5",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>region</th>\n",
       "      <th colspan=\"2\" halign=\"left\">AT</th>\n",
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       "      <th rowspan=\"5\" valign=\"top\">AT</th>\n",
       "      <th>Paddy rice</th>\n",
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       "      <td>4.089780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cereal grains nec</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>9.122934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vegetables, fruit, nuts</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>20.803124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oil seeds</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">WM</th>\n",
       "      <th>Membership organisation services n.e.c. (91)</th>\n",
       "      <td>0.129373</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Recreational, cultural and sporting services (92)</th>\n",
       "      <td>5.936922</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other services (93)</th>\n",
       "      <td>0.237168</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Private households with employed persons (95)</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Extra-territorial organizations and bodies</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9800 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "region                                                                                            AT  \\\n",
       "category                                                 Final consumption expenditure by government   \n",
       "region sector                                                                                          \n",
       "AT     Paddy rice                                                                           0.000000   \n",
       "       Wheat                                                                                0.000000   \n",
       "       Cereal grains nec                                                                    0.000000   \n",
       "       Vegetables, fruit, nuts                                                              0.000000   \n",
       "       Oil seeds                                                                            0.000000   \n",
       "...                                                                                              ...   \n",
       "WM     Membership organisation services n.e.c. (91)                                         0.129373   \n",
       "       Recreational, cultural and sporting services (92)                                    5.936922   \n",
       "       Other services (93)                                                                  0.237168   \n",
       "       Private households with employed persons (95)                                        0.000000   \n",
       "       Extra-territorial organizations and bodies                                           0.000000   \n",
       "\n",
       "region                                                                           \n",
       "category                                                 Changes in inventories  \n",
       "region sector                                                                    \n",
       "AT     Paddy rice                                                      0.000000  \n",
       "       Wheat                                                           4.089780  \n",
       "       Cereal grains nec                                               9.122934  \n",
       "       Vegetables, fruit, nuts                                        20.803124  \n",
       "       Oil seeds                                                       0.000000  \n",
       "...                                                                         ...  \n",
       "WM     Membership organisation services n.e.c. (91)                    0.000000  \n",
       "       Recreational, cultural and sporting services (92)               0.000000  \n",
       "       Other services (93)                                             0.000000  \n",
       "       Private households with employed persons (95)                   0.000000  \n",
       "       Extra-territorial organizations and bodies                      0.000000  \n",
       "\n",
       "[9800 rows x 2 columns]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# slicing a region (level 0) and multiple categories (level 1)\n",
    "fd_categories_columns = [\"Final consumption expenditure by government\", \"Changes in inventories\"]\n",
    "\n",
    "Y.loc[:, pd.IndexSlice[\"AT\",fd_categories_columns]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "1c7c8ac4",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>region</th>\n",
       "      <th>AT</th>\n",
       "      <th>BE</th>\n",
       "      <th>BG</th>\n",
       "      <th>CY</th>\n",
       "      <th>CZ</th>\n",
       "      <th>DE</th>\n",
       "      <th>DK</th>\n",
       "      <th>EE</th>\n",
       "      <th>ES</th>\n",
       "      <th>FI</th>\n",
       "      <th>...</th>\n",
       "      <th>TR</th>\n",
       "      <th>TW</th>\n",
       "      <th>NO</th>\n",
       "      <th>ID</th>\n",
       "      <th>ZA</th>\n",
       "      <th>WA</th>\n",
       "      <th>WL</th>\n",
       "      <th>WE</th>\n",
       "      <th>WF</th>\n",
       "      <th>WM</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>region</th>\n",
       "      <th>sector</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">AT</th>\n",
       "      <th>Paddy rice</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wheat</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cereal grains nec</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vegetables, fruit, nuts</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000018</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003284</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.009945</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.098036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oil seeds</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">WM</th>\n",
       "      <th>Membership organisation services n.e.c. (91)</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Recreational, cultural and sporting services (92)</th>\n",
       "      <td>2.140347</td>\n",
       "      <td>1.888572</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.011453</td>\n",
       "      <td>0.396285</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.579222</td>\n",
       "      <td>0.012249</td>\n",
       "      <td>0.961878</td>\n",
       "      <td>0.183898</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.005080</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.030226</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.001192</td>\n",
       "      <td>2671.592793</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other services (93)</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.002366</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.827245</td>\n",
       "      <td>0.001735</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000659</td>\n",
       "      <td>1381.486180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Private households with employed persons (95)</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.963776</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>40.096374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Extra-territorial organizations and bodies</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9800 rows × 49 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "region                                                          AT        BE  \\\n",
       "region sector                                                                  \n",
       "AT     Paddy rice                                         0.000000  0.000000   \n",
       "       Wheat                                              0.000000  0.000000   \n",
       "       Cereal grains nec                                  0.000000  0.000000   \n",
       "       Vegetables, fruit, nuts                            0.000000  0.000000   \n",
       "       Oil seeds                                          0.000000  0.000000   \n",
       "...                                                            ...       ...   \n",
       "WM     Membership organisation services n.e.c. (91)       0.000000  0.000000   \n",
       "       Recreational, cultural and sporting services (92)  2.140347  1.888572   \n",
       "       Other services (93)                                0.000000  0.000000   \n",
       "       Private households with employed persons (95)      0.000000  0.000000   \n",
       "       Extra-territorial organizations and bodies         0.000000  0.000000   \n",
       "\n",
       "region                                                     BG        CY  \\\n",
       "region sector                                                             \n",
       "AT     Paddy rice                                         0.0  0.000000   \n",
       "       Wheat                                              0.0  0.000000   \n",
       "       Cereal grains nec                                  0.0  0.000000   \n",
       "       Vegetables, fruit, nuts                            0.0  0.000000   \n",
       "       Oil seeds                                          0.0  0.000000   \n",
       "...                                                       ...       ...   \n",
       "WM     Membership organisation services n.e.c. (91)       0.0  0.000000   \n",
       "       Recreational, cultural and sporting services (92)  0.0  0.011453   \n",
       "       Other services (93)                                0.0  0.000000   \n",
       "       Private households with employed persons (95)      0.0  0.000000   \n",
       "       Extra-territorial organizations and bodies         0.0  0.000000   \n",
       "\n",
       "region                                                          CZ   DE  \\\n",
       "region sector                                                             \n",
       "AT     Paddy rice                                         0.000000  0.0   \n",
       "       Wheat                                              0.000000  0.0   \n",
       "       Cereal grains nec                                  0.000000  0.0   \n",
       "       Vegetables, fruit, nuts                            0.000000  0.0   \n",
       "       Oil seeds                                          0.000000  0.0   \n",
       "...                                                            ...  ...   \n",
       "WM     Membership organisation services n.e.c. (91)       0.000000  0.0   \n",
       "       Recreational, cultural and sporting services (92)  0.396285  0.0   \n",
       "       Other services (93)                                0.000000  0.0   \n",
       "       Private households with employed persons (95)      0.000000  0.0   \n",
       "       Extra-territorial organizations and bodies         0.000000  0.0   \n",
       "\n",
       "region                                                          DK        EE  \\\n",
       "region sector                                                                  \n",
       "AT     Paddy rice                                         0.000000  0.000000   \n",
       "       Wheat                                              0.000000  0.000000   \n",
       "       Cereal grains nec                                  0.000000  0.000000   \n",
       "       Vegetables, fruit, nuts                            0.000000  0.000000   \n",
       "       Oil seeds                                          0.000000  0.000000   \n",
       "...                                                            ...       ...   \n",
       "WM     Membership organisation services n.e.c. (91)       0.000000  0.000000   \n",
       "       Recreational, cultural and sporting services (92)  1.579222  0.012249   \n",
       "       Other services (93)                                0.000000  0.000000   \n",
       "       Private households with employed persons (95)      0.000000  0.000000   \n",
       "       Extra-territorial organizations and bodies         0.000000  0.000000   \n",
       "\n",
       "region                                                          ES        FI  \\\n",
       "region sector                                                                  \n",
       "AT     Paddy rice                                         0.000000  0.000000   \n",
       "       Wheat                                              0.000000  0.000000   \n",
       "       Cereal grains nec                                  0.000000  0.000000   \n",
       "       Vegetables, fruit, nuts                            0.000000  0.000000   \n",
       "       Oil seeds                                          0.000000  0.000000   \n",
       "...                                                            ...       ...   \n",
       "WM     Membership organisation services n.e.c. (91)       0.000000  0.000000   \n",
       "       Recreational, cultural and sporting services (92)  0.961878  0.183898   \n",
       "       Other services (93)                                0.000000  0.000000   \n",
       "       Private households with employed persons (95)      0.000000  0.000000   \n",
       "       Extra-territorial organizations and bodies         0.000000  0.000000   \n",
       "\n",
       "region                                                    ...        TR   TW  \\\n",
       "region sector                                             ...                  \n",
       "AT     Paddy rice                                         ...  0.000000  0.0   \n",
       "       Wheat                                              ...  0.000000  0.0   \n",
       "       Cereal grains nec                                  ...  0.000000  0.0   \n",
       "       Vegetables, fruit, nuts                            ...  0.000018  0.0   \n",
       "       Oil seeds                                          ...  0.000000  0.0   \n",
       "...                                                       ...       ...  ...   \n",
       "WM     Membership organisation services n.e.c. (91)       ...  0.000000  0.0   \n",
       "       Recreational, cultural and sporting services (92)  ...  0.000000  0.0   \n",
       "       Other services (93)                                ...  0.000000  0.0   \n",
       "       Private households with employed persons (95)      ...  0.000000  0.0   \n",
       "       Extra-territorial organizations and bodies         ...  0.000000  0.0   \n",
       "\n",
       "region                                                          NO        ID  \\\n",
       "region sector                                                                  \n",
       "AT     Paddy rice                                         0.000000  0.000000   \n",
       "       Wheat                                              0.000000  0.000000   \n",
       "       Cereal grains nec                                  0.000000  0.000000   \n",
       "       Vegetables, fruit, nuts                            0.003284  0.000000   \n",
       "       Oil seeds                                          0.000000  0.000000   \n",
       "...                                                            ...       ...   \n",
       "WM     Membership organisation services n.e.c. (91)       0.000000  0.000000   \n",
       "       Recreational, cultural and sporting services (92)  0.000000  0.005080   \n",
       "       Other services (93)                                0.000000  0.002366   \n",
       "       Private households with employed persons (95)      0.000000  0.000000   \n",
       "       Extra-territorial organizations and bodies         0.000000  0.000000   \n",
       "\n",
       "region                                                     ZA        WA  \\\n",
       "region sector                                                             \n",
       "AT     Paddy rice                                         0.0  0.000000   \n",
       "       Wheat                                              0.0  0.000000   \n",
       "       Cereal grains nec                                  0.0  0.000000   \n",
       "       Vegetables, fruit, nuts                            0.0  0.009945   \n",
       "       Oil seeds                                          0.0  0.000000   \n",
       "...                                                       ...       ...   \n",
       "WM     Membership organisation services n.e.c. (91)       0.0  0.000000   \n",
       "       Recreational, cultural and sporting services (92)  0.0  3.030226   \n",
       "       Other services (93)                                0.0  0.827245   \n",
       "       Private households with employed persons (95)      0.0  1.963776   \n",
       "       Extra-territorial organizations and bodies         0.0  0.000000   \n",
       "\n",
       "region                                                          WL   WE  \\\n",
       "region sector                                                             \n",
       "AT     Paddy rice                                         0.000000  0.0   \n",
       "       Wheat                                              0.000000  0.0   \n",
       "       Cereal grains nec                                  0.000000  0.0   \n",
       "       Vegetables, fruit, nuts                            0.000000  0.0   \n",
       "       Oil seeds                                          0.000000  0.0   \n",
       "...                                                            ...  ...   \n",
       "WM     Membership organisation services n.e.c. (91)       0.000000  0.0   \n",
       "       Recreational, cultural and sporting services (92)  0.000000  0.0   \n",
       "       Other services (93)                                0.001735  0.0   \n",
       "       Private households with employed persons (95)      0.000000  0.0   \n",
       "       Extra-territorial organizations and bodies         0.000000  0.0   \n",
       "\n",
       "region                                                          WF  \\\n",
       "region sector                                                        \n",
       "AT     Paddy rice                                         0.000000   \n",
       "       Wheat                                              0.000000   \n",
       "       Cereal grains nec                                  0.000000   \n",
       "       Vegetables, fruit, nuts                            0.000000   \n",
       "       Oil seeds                                          0.000000   \n",
       "...                                                            ...   \n",
       "WM     Membership organisation services n.e.c. (91)       0.000000   \n",
       "       Recreational, cultural and sporting services (92)  0.001192   \n",
       "       Other services (93)                                0.000659   \n",
       "       Private households with employed persons (95)      0.000000   \n",
       "       Extra-territorial organizations and bodies         0.000000   \n",
       "\n",
       "region                                                             WM  \n",
       "region sector                                                          \n",
       "AT     Paddy rice                                            0.000000  \n",
       "       Wheat                                                 0.000000  \n",
       "       Cereal grains nec                                     0.000106  \n",
       "       Vegetables, fruit, nuts                               0.098036  \n",
       "       Oil seeds                                             0.000000  \n",
       "...                                                               ...  \n",
       "WM     Membership organisation services n.e.c. (91)          0.000000  \n",
       "       Recreational, cultural and sporting services (92)  2671.592793  \n",
       "       Other services (93)                                1381.486180  \n",
       "       Private households with employed persons (95)        40.096374  \n",
       "       Extra-territorial organizations and bodies            0.000000  \n",
       "\n",
       "[9800 rows x 49 columns]"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# slicing a single category in the columns \n",
    "Y.xs(\"Gross fixed capital formation\", level=1, axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a86b30ca",
   "metadata": {},
   "source": [
    "## Summing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "3000bad3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "region  sector                                           \n",
       "AT      Paddy rice                                               0.000000\n",
       "        Wheat                                                  151.894903\n",
       "        Cereal grains nec                                      235.082097\n",
       "        Vegetables, fruit, nuts                               1281.332714\n",
       "        Oil seeds                                               34.464130\n",
       "                                                                 ...     \n",
       "WM      Membership organisation services n.e.c. (91)         19939.515621\n",
       "        Recreational, cultural and sporting services (92)    45246.056106\n",
       "        Other services (93)                                  30433.800808\n",
       "        Private households with employed persons (95)         3811.617298\n",
       "        Extra-territorial organizations and bodies               0.000000\n",
       "Length: 9800, dtype: float64"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#row-sum\n",
    "Y.sum(axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "fa24fcfd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "region  category                                                                            \n",
       "AT      Final consumption expenditure by households                                             192318.575341\n",
       "        Final consumption expenditure by non-profit organisations serving households (NPISH)     13239.856383\n",
       "        Final consumption expenditure by government                                              77327.369938\n",
       "        Gross fixed capital formation                                                            98249.143088\n",
       "        Changes in inventories                                                                    3026.268369\n",
       "                                                                                                    ...      \n",
       "WM      Final consumption expenditure by government                                             528140.407666\n",
       "        Gross fixed capital formation                                                           976734.597382\n",
       "        Changes in inventories                                                                       0.000000\n",
       "        Changes in valuables                                                                         0.000000\n",
       "        Exports: Total (fob)                                                                         0.000000\n",
       "Length: 343, dtype: float64"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#column sum\n",
    "Y.sum(axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "1ee2bae7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "region  sector                                           \n",
       "AT      Paddy rice                                               0.000000\n",
       "        Wheat                                                  151.894903\n",
       "        Cereal grains nec                                      235.082097\n",
       "        Vegetables, fruit, nuts                               1281.332714\n",
       "        Oil seeds                                               34.464130\n",
       "                                                                 ...     \n",
       "WM      Membership organisation services n.e.c. (91)         19939.515621\n",
       "        Recreational, cultural and sporting services (92)    45246.056106\n",
       "        Other services (93)                                  30433.800808\n",
       "        Private households with employed persons (95)         3811.617298\n",
       "        Extra-territorial organizations and bodies               0.000000\n",
       "Length: 9800, dtype: float64"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# summing using matrix multiplications\n",
    "# Row sum\n",
    "i = np.ones(Y.shape[1])\n",
    "i\n",
    "\n",
    "Y@i"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "c6928ed8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "region  category                                                                            \n",
       "AT      Final consumption expenditure by households                                             192318.575341\n",
       "        Final consumption expenditure by non-profit organisations serving households (NPISH)     13239.856383\n",
       "        Final consumption expenditure by government                                              77327.369938\n",
       "        Gross fixed capital formation                                                            98249.143088\n",
       "        Changes in inventories                                                                    3026.268369\n",
       "                                                                                                    ...      \n",
       "WM      Final consumption expenditure by government                                             528140.407666\n",
       "        Gross fixed capital formation                                                           976734.597382\n",
       "        Changes in inventories                                                                       0.000000\n",
       "        Changes in valuables                                                                         0.000000\n",
       "        Exports: Total (fob)                                                                         0.000000\n",
       "Length: 343, dtype: float64"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# summing using matrix multiplications\n",
    "# Column sum\n",
    "i = np.ones(Y.shape[0])\n",
    "i\n",
    "\n",
    "i@Y"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b1b362ab",
   "metadata": {},
   "source": [
    "## Aggregate data using groupby"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "8f8200f8",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>region</th>\n",
       "      <th>AT</th>\n",
       "      <th>BE</th>\n",
       "      <th>BG</th>\n",
       "      <th>CY</th>\n",
       "      <th>CZ</th>\n",
       "      <th>DE</th>\n",
       "      <th>DK</th>\n",
       "      <th>EE</th>\n",
       "      <th>ES</th>\n",
       "      <th>FI</th>\n",
       "      <th>...</th>\n",
       "      <th>TR</th>\n",
       "      <th>TW</th>\n",
       "      <th>NO</th>\n",
       "      <th>ID</th>\n",
       "      <th>ZA</th>\n",
       "      <th>WA</th>\n",
       "      <th>WL</th>\n",
       "      <th>WE</th>\n",
       "      <th>WF</th>\n",
       "      <th>WM</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>region</th>\n",
       "      <th>sector</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">AT</th>\n",
       "      <th>Paddy rice</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wheat</th>\n",
       "      <td>58.278932</td>\n",
       "      <td>0.348391</td>\n",
       "      <td>4.019428e+00</td>\n",
       "      <td>0.000730</td>\n",
       "      <td>0.187978</td>\n",
       "      <td>17.732647</td>\n",
       "      <td>0.044819</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.765581</td>\n",
       "      <td>0.000252</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.141973</td>\n",
       "      <td>0.002453</td>\n",
       "      <td>0.000018</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.015381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cereal grains nec</th>\n",
       "      <td>203.044725</td>\n",
       "      <td>0.011447</td>\n",
       "      <td>3.244506e-01</td>\n",
       "      <td>0.093658</td>\n",
       "      <td>1.410096</td>\n",
       "      <td>17.924611</td>\n",
       "      <td>0.137792</td>\n",
       "      <td>0.004264</td>\n",
       "      <td>0.066796</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000016</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.344964</td>\n",
       "      <td>0.011518</td>\n",
       "      <td>0.000265</td>\n",
       "      <td>4.516913e-04</td>\n",
       "      <td>0.061721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vegetables, fruit, nuts</th>\n",
       "      <td>960.498898</td>\n",
       "      <td>0.457541</td>\n",
       "      <td>8.706525e-01</td>\n",
       "      <td>0.092957</td>\n",
       "      <td>9.479002</td>\n",
       "      <td>116.414865</td>\n",
       "      <td>0.447994</td>\n",
       "      <td>0.102967</td>\n",
       "      <td>7.644677</td>\n",
       "      <td>4.419171</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.386552</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.478666</td>\n",
       "      <td>0.280100</td>\n",
       "      <td>3.582781</td>\n",
       "      <td>2.305894e-01</td>\n",
       "      <td>2.334618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oil seeds</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.090872</td>\n",
       "      <td>4.676137e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.056635</td>\n",
       "      <td>20.309922</td>\n",
       "      <td>0.192932</td>\n",
       "      <td>0.000116</td>\n",
       "      <td>0.029758</td>\n",
       "      <td>0.042871</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000298</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.045725</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011564</td>\n",
       "      <td>0.514071</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000030</td>\n",
       "      <td>5.232029e-07</td>\n",
       "      <td>0.001202</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">WM</th>\n",
       "      <th>Membership organisation services n.e.c. (91)</th>\n",
       "      <td>5.023391</td>\n",
       "      <td>11.173185</td>\n",
       "      <td>8.848693e-01</td>\n",
       "      <td>0.458058</td>\n",
       "      <td>0.293489</td>\n",
       "      <td>0.029401</td>\n",
       "      <td>14.699218</td>\n",
       "      <td>0.782561</td>\n",
       "      <td>2.688026</td>\n",
       "      <td>0.496694</td>\n",
       "      <td>...</td>\n",
       "      <td>0.018611</td>\n",
       "      <td>0.000202</td>\n",
       "      <td>0.021133</td>\n",
       "      <td>0.029247</td>\n",
       "      <td>0.000491</td>\n",
       "      <td>22.710812</td>\n",
       "      <td>0.013601</td>\n",
       "      <td>0.306360</td>\n",
       "      <td>3.355680e-02</td>\n",
       "      <td>19810.728324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Recreational, cultural and sporting services (92)</th>\n",
       "      <td>8.077269</td>\n",
       "      <td>8.564890</td>\n",
       "      <td>2.049811e-02</td>\n",
       "      <td>1.896451</td>\n",
       "      <td>0.960470</td>\n",
       "      <td>0.026390</td>\n",
       "      <td>34.935342</td>\n",
       "      <td>0.084338</td>\n",
       "      <td>15.513041</td>\n",
       "      <td>1.183776</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.090511</td>\n",
       "      <td>0.029038</td>\n",
       "      <td>0.017447</td>\n",
       "      <td>0.004989</td>\n",
       "      <td>19.513981</td>\n",
       "      <td>0.259136</td>\n",
       "      <td>1.063043</td>\n",
       "      <td>3.556501e-02</td>\n",
       "      <td>44744.706243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other services (93)</th>\n",
       "      <td>4.954519</td>\n",
       "      <td>9.015246</td>\n",
       "      <td>2.992959e-02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.313790</td>\n",
       "      <td>0.073130</td>\n",
       "      <td>5.191541</td>\n",
       "      <td>0.001477</td>\n",
       "      <td>6.673981</td>\n",
       "      <td>0.276431</td>\n",
       "      <td>...</td>\n",
       "      <td>0.031382</td>\n",
       "      <td>0.068903</td>\n",
       "      <td>0.027794</td>\n",
       "      <td>0.014548</td>\n",
       "      <td>0.008648</td>\n",
       "      <td>36.483748</td>\n",
       "      <td>0.192276</td>\n",
       "      <td>0.649279</td>\n",
       "      <td>3.448076e-02</td>\n",
       "      <td>30301.484253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Private households with employed persons (95)</th>\n",
       "      <td>103.512764</td>\n",
       "      <td>232.984719</td>\n",
       "      <td>2.223431e-08</td>\n",
       "      <td>6.196879</td>\n",
       "      <td>6.733813</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>52.827894</td>\n",
       "      <td>8.600360</td>\n",
       "      <td>136.681039</td>\n",
       "      <td>11.183455</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000490</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.001328</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>155.542171</td>\n",
       "      <td>0.003956</td>\n",
       "      <td>12.210549</td>\n",
       "      <td>2.237702e-03</td>\n",
       "      <td>86.986365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Extra-territorial organizations and bodies</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9800 rows × 49 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "region                                                            AT  \\\n",
       "region sector                                                          \n",
       "AT     Paddy rice                                           0.000000   \n",
       "       Wheat                                               58.278932   \n",
       "       Cereal grains nec                                  203.044725   \n",
       "       Vegetables, fruit, nuts                            960.498898   \n",
       "       Oil seeds                                            0.000000   \n",
       "...                                                              ...   \n",
       "WM     Membership organisation services n.e.c. (91)         5.023391   \n",
       "       Recreational, cultural and sporting services (92)    8.077269   \n",
       "       Other services (93)                                  4.954519   \n",
       "       Private households with employed persons (95)      103.512764   \n",
       "       Extra-territorial organizations and bodies           0.000000   \n",
       "\n",
       "region                                                            BE  \\\n",
       "region sector                                                          \n",
       "AT     Paddy rice                                           0.000000   \n",
       "       Wheat                                                0.348391   \n",
       "       Cereal grains nec                                    0.011447   \n",
       "       Vegetables, fruit, nuts                              0.457541   \n",
       "       Oil seeds                                            0.090872   \n",
       "...                                                              ...   \n",
       "WM     Membership organisation services n.e.c. (91)        11.173185   \n",
       "       Recreational, cultural and sporting services (92)    8.564890   \n",
       "       Other services (93)                                  9.015246   \n",
       "       Private households with employed persons (95)      232.984719   \n",
       "       Extra-territorial organizations and bodies           0.000000   \n",
       "\n",
       "region                                                              BG  \\\n",
       "region sector                                                            \n",
       "AT     Paddy rice                                         0.000000e+00   \n",
       "       Wheat                                              4.019428e+00   \n",
       "       Cereal grains nec                                  3.244506e-01   \n",
       "       Vegetables, fruit, nuts                            8.706525e-01   \n",
       "       Oil seeds                                          4.676137e+00   \n",
       "...                                                                ...   \n",
       "WM     Membership organisation services n.e.c. (91)       8.848693e-01   \n",
       "       Recreational, cultural and sporting services (92)  2.049811e-02   \n",
       "       Other services (93)                                2.992959e-02   \n",
       "       Private households with employed persons (95)      2.223431e-08   \n",
       "       Extra-territorial organizations and bodies         0.000000e+00   \n",
       "\n",
       "region                                                          CY        CZ  \\\n",
       "region sector                                                                  \n",
       "AT     Paddy rice                                         0.000000  0.000000   \n",
       "       Wheat                                              0.000730  0.187978   \n",
       "       Cereal grains nec                                  0.093658  1.410096   \n",
       "       Vegetables, fruit, nuts                            0.092957  9.479002   \n",
       "       Oil seeds                                          0.000000  1.056635   \n",
       "...                                                            ...       ...   \n",
       "WM     Membership organisation services n.e.c. (91)       0.458058  0.293489   \n",
       "       Recreational, cultural and sporting services (92)  1.896451  0.960470   \n",
       "       Other services (93)                                0.000000  0.313790   \n",
       "       Private households with employed persons (95)      6.196879  6.733813   \n",
       "       Extra-territorial organizations and bodies         0.000000  0.000000   \n",
       "\n",
       "region                                                            DE  \\\n",
       "region sector                                                          \n",
       "AT     Paddy rice                                           0.000000   \n",
       "       Wheat                                               17.732647   \n",
       "       Cereal grains nec                                   17.924611   \n",
       "       Vegetables, fruit, nuts                            116.414865   \n",
       "       Oil seeds                                           20.309922   \n",
       "...                                                              ...   \n",
       "WM     Membership organisation services n.e.c. (91)         0.029401   \n",
       "       Recreational, cultural and sporting services (92)    0.026390   \n",
       "       Other services (93)                                  0.073130   \n",
       "       Private households with employed persons (95)        0.000000   \n",
       "       Extra-territorial organizations and bodies           0.000000   \n",
       "\n",
       "region                                                           DK        EE  \\\n",
       "region sector                                                                   \n",
       "AT     Paddy rice                                          0.000000  0.000000   \n",
       "       Wheat                                               0.044819  0.000000   \n",
       "       Cereal grains nec                                   0.137792  0.004264   \n",
       "       Vegetables, fruit, nuts                             0.447994  0.102967   \n",
       "       Oil seeds                                           0.192932  0.000116   \n",
       "...                                                             ...       ...   \n",
       "WM     Membership organisation services n.e.c. (91)       14.699218  0.782561   \n",
       "       Recreational, cultural and sporting services (92)  34.935342  0.084338   \n",
       "       Other services (93)                                 5.191541  0.001477   \n",
       "       Private households with employed persons (95)      52.827894  8.600360   \n",
       "       Extra-territorial organizations and bodies          0.000000  0.000000   \n",
       "\n",
       "region                                                            ES  \\\n",
       "region sector                                                          \n",
       "AT     Paddy rice                                           0.000000   \n",
       "       Wheat                                                1.765581   \n",
       "       Cereal grains nec                                    0.066796   \n",
       "       Vegetables, fruit, nuts                              7.644677   \n",
       "       Oil seeds                                            0.029758   \n",
       "...                                                              ...   \n",
       "WM     Membership organisation services n.e.c. (91)         2.688026   \n",
       "       Recreational, cultural and sporting services (92)   15.513041   \n",
       "       Other services (93)                                  6.673981   \n",
       "       Private households with employed persons (95)      136.681039   \n",
       "       Extra-territorial organizations and bodies           0.000000   \n",
       "\n",
       "region                                                           FI  ...  \\\n",
       "region sector                                                        ...   \n",
       "AT     Paddy rice                                          0.000000  ...   \n",
       "       Wheat                                               0.000252  ...   \n",
       "       Cereal grains nec                                   0.000000  ...   \n",
       "       Vegetables, fruit, nuts                             4.419171  ...   \n",
       "       Oil seeds                                           0.042871  ...   \n",
       "...                                                             ...  ...   \n",
       "WM     Membership organisation services n.e.c. (91)        0.496694  ...   \n",
       "       Recreational, cultural and sporting services (92)   1.183776  ...   \n",
       "       Other services (93)                                 0.276431  ...   \n",
       "       Private households with employed persons (95)      11.183455  ...   \n",
       "       Extra-territorial organizations and bodies          0.000000  ...   \n",
       "\n",
       "region                                                          TR        TW  \\\n",
       "region sector                                                                  \n",
       "AT     Paddy rice                                         0.000000  0.000000   \n",
       "       Wheat                                              0.000003  0.000000   \n",
       "       Cereal grains nec                                  0.000016  0.000000   \n",
       "       Vegetables, fruit, nuts                            0.000176  0.000000   \n",
       "       Oil seeds                                          0.000298  0.000000   \n",
       "...                                                            ...       ...   \n",
       "WM     Membership organisation services n.e.c. (91)       0.018611  0.000202   \n",
       "       Recreational, cultural and sporting services (92)  0.000000  0.090511   \n",
       "       Other services (93)                                0.031382  0.068903   \n",
       "       Private households with employed persons (95)      0.000490  0.000100   \n",
       "       Extra-territorial organizations and bodies         0.000000  0.000000   \n",
       "\n",
       "region                                                          NO        ID  \\\n",
       "region sector                                                                  \n",
       "AT     Paddy rice                                         0.000000  0.000000   \n",
       "       Wheat                                              0.000000  0.000000   \n",
       "       Cereal grains nec                                  0.000000  0.000000   \n",
       "       Vegetables, fruit, nuts                            0.386552  0.000000   \n",
       "       Oil seeds                                          0.045725  0.000000   \n",
       "...                                                            ...       ...   \n",
       "WM     Membership organisation services n.e.c. (91)       0.021133  0.029247   \n",
       "       Recreational, cultural and sporting services (92)  0.029038  0.017447   \n",
       "       Other services (93)                                0.027794  0.014548   \n",
       "       Private households with employed persons (95)      0.001328  0.000000   \n",
       "       Extra-territorial organizations and bodies         0.000000  0.000000   \n",
       "\n",
       "region                                                          ZA  \\\n",
       "region sector                                                        \n",
       "AT     Paddy rice                                         0.000000   \n",
       "       Wheat                                              0.000000   \n",
       "       Cereal grains nec                                  0.000000   \n",
       "       Vegetables, fruit, nuts                            0.000000   \n",
       "       Oil seeds                                          0.011564   \n",
       "...                                                            ...   \n",
       "WM     Membership organisation services n.e.c. (91)       0.000491   \n",
       "       Recreational, cultural and sporting services (92)  0.004989   \n",
       "       Other services (93)                                0.008648   \n",
       "       Private households with employed persons (95)      0.000000   \n",
       "       Extra-territorial organizations and bodies         0.000000   \n",
       "\n",
       "region                                                            WA  \\\n",
       "region sector                                                          \n",
       "AT     Paddy rice                                           0.000000   \n",
       "       Wheat                                                0.141973   \n",
       "       Cereal grains nec                                    0.344964   \n",
       "       Vegetables, fruit, nuts                              0.478666   \n",
       "       Oil seeds                                            0.514071   \n",
       "...                                                              ...   \n",
       "WM     Membership organisation services n.e.c. (91)        22.710812   \n",
       "       Recreational, cultural and sporting services (92)   19.513981   \n",
       "       Other services (93)                                 36.483748   \n",
       "       Private households with employed persons (95)      155.542171   \n",
       "       Extra-territorial organizations and bodies           0.000000   \n",
       "\n",
       "region                                                          WL         WE  \\\n",
       "region sector                                                                   \n",
       "AT     Paddy rice                                         0.000000   0.000000   \n",
       "       Wheat                                              0.002453   0.000018   \n",
       "       Cereal grains nec                                  0.011518   0.000265   \n",
       "       Vegetables, fruit, nuts                            0.280100   3.582781   \n",
       "       Oil seeds                                          0.000000   0.000030   \n",
       "...                                                            ...        ...   \n",
       "WM     Membership organisation services n.e.c. (91)       0.013601   0.306360   \n",
       "       Recreational, cultural and sporting services (92)  0.259136   1.063043   \n",
       "       Other services (93)                                0.192276   0.649279   \n",
       "       Private households with employed persons (95)      0.003956  12.210549   \n",
       "       Extra-territorial organizations and bodies         0.000000   0.000000   \n",
       "\n",
       "region                                                              WF  \\\n",
       "region sector                                                            \n",
       "AT     Paddy rice                                         0.000000e+00   \n",
       "       Wheat                                              0.000000e+00   \n",
       "       Cereal grains nec                                  4.516913e-04   \n",
       "       Vegetables, fruit, nuts                            2.305894e-01   \n",
       "       Oil seeds                                          5.232029e-07   \n",
       "...                                                                ...   \n",
       "WM     Membership organisation services n.e.c. (91)       3.355680e-02   \n",
       "       Recreational, cultural and sporting services (92)  3.556501e-02   \n",
       "       Other services (93)                                3.448076e-02   \n",
       "       Private households with employed persons (95)      2.237702e-03   \n",
       "       Extra-territorial organizations and bodies         0.000000e+00   \n",
       "\n",
       "region                                                              WM  \n",
       "region sector                                                           \n",
       "AT     Paddy rice                                             0.000000  \n",
       "       Wheat                                                  0.015381  \n",
       "       Cereal grains nec                                      0.061721  \n",
       "       Vegetables, fruit, nuts                                2.334618  \n",
       "       Oil seeds                                              0.001202  \n",
       "...                                                                ...  \n",
       "WM     Membership organisation services n.e.c. (91)       19810.728324  \n",
       "       Recreational, cultural and sporting services (92)  44744.706243  \n",
       "       Other services (93)                                30301.484253  \n",
       "       Private households with employed persons (95)         86.986365  \n",
       "       Extra-territorial organizations and bodies             0.000000  \n",
       "\n",
       "[9800 rows x 49 columns]"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Y_reg = Y.groupby(level=0, axis=1, sort=False).sum()\n",
    "Y_reg\n",
    "#level is 0, since it is first level of multi-index\n",
    "#axis=1, because it is about the columns\n",
    "#sort=False, because it doesn't need to sort it here\n",
    "#and then you use .sum() to sum over the groups of regions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "a2f4d10e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>category</th>\n",
       "      <th>Final consumption expenditure by households</th>\n",
       "      <th>Final consumption expenditure by non-profit organisations serving households (NPISH)</th>\n",
       "      <th>Final consumption expenditure by government</th>\n",
       "      <th>Gross fixed capital formation</th>\n",
       "      <th>Changes in inventories</th>\n",
       "      <th>Changes in valuables</th>\n",
       "      <th>Exports: Total (fob)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>region</th>\n",
       "      <th>sector</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">AT</th>\n",
       "      <th>Paddy rice</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wheat</th>\n",
       "      <td>141.854075</td>\n",
       "      <td>0.380048</td>\n",
       "      <td>0.299433</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>9.361347</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cereal grains nec</th>\n",
       "      <td>220.333540</td>\n",
       "      <td>0.048868</td>\n",
       "      <td>0.245530</td>\n",
       "      <td>0.000106</td>\n",
       "      <td>14.454054</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vegetables, fruit, nuts</th>\n",
       "      <td>1250.286206</td>\n",
       "      <td>0.539443</td>\n",
       "      <td>0.300455</td>\n",
       "      <td>1.046250</td>\n",
       "      <td>29.160360</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oil seeds</th>\n",
       "      <td>31.708070</td>\n",
       "      <td>0.004551</td>\n",
       "      <td>0.006552</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.744956</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">WM</th>\n",
       "      <th>Membership organisation services n.e.c. (91)</th>\n",
       "      <td>4669.818166</td>\n",
       "      <td>13569.521232</td>\n",
       "      <td>1700.176223</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Recreational, cultural and sporting services (92)</th>\n",
       "      <td>27195.794372</td>\n",
       "      <td>7803.978481</td>\n",
       "      <td>7552.829637</td>\n",
       "      <td>2692.599115</td>\n",
       "      <td>0.854501</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other services (93)</th>\n",
       "      <td>26342.789403</td>\n",
       "      <td>2477.216877</td>\n",
       "      <td>231.459294</td>\n",
       "      <td>1382.318185</td>\n",
       "      <td>0.017049</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Private households with employed persons (95)</th>\n",
       "      <td>3499.267364</td>\n",
       "      <td>10.973257</td>\n",
       "      <td>259.316526</td>\n",
       "      <td>42.060151</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Extra-territorial organizations and bodies</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9800 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "category                                                  Final consumption expenditure by households  \\\n",
       "region sector                                                                                           \n",
       "AT     Paddy rice                                                                            0.000000   \n",
       "       Wheat                                                                               141.854075   \n",
       "       Cereal grains nec                                                                   220.333540   \n",
       "       Vegetables, fruit, nuts                                                            1250.286206   \n",
       "       Oil seeds                                                                            31.708070   \n",
       "...                                                                                               ...   \n",
       "WM     Membership organisation services n.e.c. (91)                                       4669.818166   \n",
       "       Recreational, cultural and sporting services (92)                                 27195.794372   \n",
       "       Other services (93)                                                               26342.789403   \n",
       "       Private households with employed persons (95)                                      3499.267364   \n",
       "       Extra-territorial organizations and bodies                                            0.000000   \n",
       "\n",
       "category                                                  Final consumption expenditure by non-profit organisations serving households (NPISH)  \\\n",
       "region sector                                                                                                                                    \n",
       "AT     Paddy rice                                                                                  0.000000                                      \n",
       "       Wheat                                                                                       0.380048                                      \n",
       "       Cereal grains nec                                                                           0.048868                                      \n",
       "       Vegetables, fruit, nuts                                                                     0.539443                                      \n",
       "       Oil seeds                                                                                   0.004551                                      \n",
       "...                                                                                                     ...                                      \n",
       "WM     Membership organisation services n.e.c. (91)                                            13569.521232                                      \n",
       "       Recreational, cultural and sporting services (92)                                        7803.978481                                      \n",
       "       Other services (93)                                                                      2477.216877                                      \n",
       "       Private households with employed persons (95)                                              10.973257                                      \n",
       "       Extra-territorial organizations and bodies                                                  0.000000                                      \n",
       "\n",
       "category                                                  Final consumption expenditure by government  \\\n",
       "region sector                                                                                           \n",
       "AT     Paddy rice                                                                            0.000000   \n",
       "       Wheat                                                                                 0.299433   \n",
       "       Cereal grains nec                                                                     0.245530   \n",
       "       Vegetables, fruit, nuts                                                               0.300455   \n",
       "       Oil seeds                                                                             0.006552   \n",
       "...                                                                                               ...   \n",
       "WM     Membership organisation services n.e.c. (91)                                       1700.176223   \n",
       "       Recreational, cultural and sporting services (92)                                  7552.829637   \n",
       "       Other services (93)                                                                 231.459294   \n",
       "       Private households with employed persons (95)                                       259.316526   \n",
       "       Extra-territorial organizations and bodies                                            0.000000   \n",
       "\n",
       "category                                                  Gross fixed capital formation  \\\n",
       "region sector                                                                             \n",
       "AT     Paddy rice                                                              0.000000   \n",
       "       Wheat                                                                   0.000000   \n",
       "       Cereal grains nec                                                       0.000106   \n",
       "       Vegetables, fruit, nuts                                                 1.046250   \n",
       "       Oil seeds                                                               0.000000   \n",
       "...                                                                                 ...   \n",
       "WM     Membership organisation services n.e.c. (91)                            0.000000   \n",
       "       Recreational, cultural and sporting services (92)                    2692.599115   \n",
       "       Other services (93)                                                  1382.318185   \n",
       "       Private households with employed persons (95)                          42.060151   \n",
       "       Extra-territorial organizations and bodies                              0.000000   \n",
       "\n",
       "category                                                  Changes in inventories  \\\n",
       "region sector                                                                      \n",
       "AT     Paddy rice                                                       0.000000   \n",
       "       Wheat                                                            9.361347   \n",
       "       Cereal grains nec                                               14.454054   \n",
       "       Vegetables, fruit, nuts                                         29.160360   \n",
       "       Oil seeds                                                        2.744956   \n",
       "...                                                                          ...   \n",
       "WM     Membership organisation services n.e.c. (91)                     0.000000   \n",
       "       Recreational, cultural and sporting services (92)                0.854501   \n",
       "       Other services (93)                                              0.017049   \n",
       "       Private households with employed persons (95)                    0.000000   \n",
       "       Extra-territorial organizations and bodies                       0.000000   \n",
       "\n",
       "category                                                  Changes in valuables  \\\n",
       "region sector                                                                    \n",
       "AT     Paddy rice                                                          0.0   \n",
       "       Wheat                                                               0.0   \n",
       "       Cereal grains nec                                                   0.0   \n",
       "       Vegetables, fruit, nuts                                             0.0   \n",
       "       Oil seeds                                                           0.0   \n",
       "...                                                                        ...   \n",
       "WM     Membership organisation services n.e.c. (91)                        0.0   \n",
       "       Recreational, cultural and sporting services (92)                   0.0   \n",
       "       Other services (93)                                                 0.0   \n",
       "       Private households with employed persons (95)                       0.0   \n",
       "       Extra-territorial organizations and bodies                          0.0   \n",
       "\n",
       "category                                                  Exports: Total (fob)  \n",
       "region sector                                                                   \n",
       "AT     Paddy rice                                                          0.0  \n",
       "       Wheat                                                               0.0  \n",
       "       Cereal grains nec                                                   0.0  \n",
       "       Vegetables, fruit, nuts                                             0.0  \n",
       "       Oil seeds                                                           0.0  \n",
       "...                                                                        ...  \n",
       "WM     Membership organisation services n.e.c. (91)                        0.0  \n",
       "       Recreational, cultural and sporting services (92)                   0.0  \n",
       "       Other services (93)                                                 0.0  \n",
       "       Private households with employed persons (95)                       0.0  \n",
       "       Extra-territorial organizations and bodies                          0.0  \n",
       "\n",
       "[9800 rows x 7 columns]"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Y_category = Y.groupby(level=1, axis=1, sort=False).sum()\n",
    "Y_category"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "45895d54",
   "metadata": {},
   "source": [
    "## Copy\n",
    "Be aware of what the right way to copying a variable is."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "1e3667c6",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Y_modified =Y \n",
    "#any change you make here, also changes original Y\n",
    "\n",
    "Y_modified=Y.copy\n",
    "#in this way, you make a copy that you can change without changing anything in original Y"
   ]
  }
 ],
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