{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from brightway2 import *\n",
    "from bw2regional.ecoinvent import *\n",
    "import xlrd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "projects.current = \"Better World\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Biosphere database already present!!! No setup is needed\n"
     ]
    }
   ],
   "source": [
    "bw2setup()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Extracting ecospold2 files:\n",
      "0%                          100%\n",
      "[##############################] | ETA[sec]: 0.000 | Item ID: fff527b1-0fe4-4\n",
      "Total time elapsed: 105.502 sec\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Title: Extracting ecospold2 files:\n",
      "  Started: 10/06/2015 19:48:54\n",
      "  Finished: 10/06/2015 19:50:39\n",
      "  Total time elapsed: 105.502 sec\n",
      "  CPU %: 93.200000\n",
      "  Memory %: 12.428045\n",
      "Extracted 11301 datasets in 105.62 seconds\n",
      "Applying strategy: normalize_units\n",
      "Applying strategy: remove_zero_amount_coproducts\n",
      "Applying strategy: remove_zero_amount_inputs_with_no_activity\n",
      "Applying strategy: remove_unnamed_parameters\n",
      "Applying strategy: es2_assign_only_product_with_amount_as_reference_product\n",
      "Applying strategy: assign_single_product_as_activity\n",
      "Applying strategy: create_composite_code\n",
      "Applying strategy: drop_unspecified_subcategories\n",
      "Applying strategy: link_biosphere_by_flow_uuid\n",
      "Applying strategy: link_internal_technosphere_by_composite_code\n",
      "Applying strategy: delete_exchanges_missing_activity\n",
      "Applying strategy: delete_ghost_exchanges\n",
      "Applied 12 strategies in 3.56 seconds\n"
     ]
    }
   ],
   "source": [
    "ei = SingleOutputEcospold2Importer(\n",
    "    \"/Users/cmutel/Documents/LCA Documents/Ecoinvent/3.1/cutoff/datasets\", \n",
    "    \"ecoinvent 3.1 cutoff\"\n",
    ")\n",
    "ei.apply_strategies()\n",
    "ei.write_database()\n",
    "ei = None"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "How many datasets?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11301"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "db = Database(\"ecoinvent 3.1 cutoff\")\n",
    "len(db)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "How many global datasets?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3187"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len([1 for x in db if x['location'] == 'GLO'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "How many RoW datasets?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2683"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len([1 for x in db if x['location'] == 'RoW'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "How many distinct Rest of Worlds?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "137"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_, row_locations, _ = discretize_rest_of_world(\"ecoinvent 3.1 cutoff\", warn=False)\n",
    "len(row_locations)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get disaggregation data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "wb = xlrd.open_workbook(\"files/exiobase-extract.xlsx\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "sheet = wb.sheet_by_name(\"Products\")\n",
    "products = {sheet.cell(row, 0).value: sheet.cell(row, 1).value for row in range(1, sheet.nrows)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "sheet = wb.sheet_by_name(\"Codes\")\n",
    "codes = {\n",
    "    int(sheet.cell(row, 1).value): [\n",
    "        'p' + obj[1:] \n",
    "        for obj in sheet.cell(row, 2).value.split(\";\")\n",
    "    ] \n",
    "    for row in range(2, sheet.nrows)\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{1: ['Paddy rice',\n",
       "  'Wheat',\n",
       "  'Cereal grains nec',\n",
       "  'Vegetables, fruit, nuts',\n",
       "  'Oil seeds',\n",
       "  'Sugar cane, sugar beet',\n",
       "  'Plant-based fibers',\n",
       "  'Crops nec',\n",
       "  'Cattle',\n",
       "  'Pigs',\n",
       "  'Poultry',\n",
       "  'Meat animals nec',\n",
       "  'Animal products nec',\n",
       "  'Raw milk',\n",
       "  'Wool, silk-worm cocoons',\n",
       "  'Manure (conventional treatment)',\n",
       "  'Manure (biogas treatment)'],\n",
       " 2: ['Products of forestry, logging and related services'],\n",
       " 5: ['Fish and other fishing products; services incidental of fishing'],\n",
       " 10: [],\n",
       " 11: ['Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  'Other Hydrocarbons'],\n",
       " 12: ['Uranium and thorium ores'],\n",
       " 13: ['Paddy rice',\n",
       "  'Wheat',\n",
       "  'Cereal grains nec',\n",
       "  'Vegetables, fruit, nuts',\n",
       "  'Oil seeds',\n",
       "  'Sugar cane, sugar beet',\n",
       "  'Plant-based fibers',\n",
       "  'Crops nec',\n",
       "  'Cattle',\n",
       "  'Pigs',\n",
       "  'Poultry',\n",
       "  'Meat animals nec',\n",
       "  'Animal products nec',\n",
       "  'Raw milk',\n",
       "  'Wool, silk-worm cocoons',\n",
       "  'Manure (conventional treatment)',\n",
       "  'Manure (biogas treatment)'],\n",
       " 14: ['Stone',\n",
       "  'Sand and clay',\n",
       "  'Chemical and fertilizer minerals, salt and other mining and quarrying products n.e.c.'],\n",
       " 15: ['Cattle'],\n",
       " 16: ['Tobacco products'],\n",
       " 17: ['Textiles'],\n",
       " 18: ['Wearing apparel; furs'],\n",
       " 19: ['Leather and leather products'],\n",
       " 20: ['Wood and products of wood and cork (except furniture); articles of straw and plaiting materials',\n",
       "  'Wood material for treatment, Re-processing of secondary wood material into new wood material'],\n",
       " 21: ['Pulp',\n",
       "  'Secondary paper for treatment, Re-processing of secondary paper into new pulp',\n",
       "  'Paper and paper products'],\n",
       " 22: ['Printed matter and recorded media'],\n",
       " 23: ['Nuclear fuel'],\n",
       " 24: [],\n",
       " 25: ['Rubber and plastic products'],\n",
       " 26: ['Glass and glass products',\n",
       "  'Secondary glass for treatment, Re-processing of secondary glass into new glass',\n",
       "  'Ceramic goods',\n",
       "  'Bricks, tiles and construction products, in baked clay',\n",
       "  'Cement, lime and plaster',\n",
       "  'Ash for treatment, Re-processing of ash into clinker',\n",
       "  'Other non-metallic mineral products'],\n",
       " 27: ['Basic iron and steel and of ferro-alloys and first products thereof',\n",
       "  'Secondary steel for treatment, Re-processing of secondary steel into new steel',\n",
       "  'Precious metals',\n",
       "  'Secondary preciuos metals for treatment, Re-processing of secondary preciuos metals into new preciuos metals',\n",
       "  'Aluminium and aluminium products',\n",
       "  'Secondary aluminium for treatment, Re-processing of secondary aluminium into new aluminium',\n",
       "  'Lead, zinc and tin and products thereof',\n",
       "  'Secondary lead for treatment, Re-processing of secondary lead into new lead',\n",
       "  'Copper products',\n",
       "  'Secondary copper for treatment, Re-processing of secondary copper into new copper',\n",
       "  'Other non-ferrous metal products',\n",
       "  'Secondary other non-ferrous metals for treatment, Re-processing of secondary other non-ferrous metals into new other non-ferrous metals',\n",
       "  'Foundry work services'],\n",
       " 28: ['Fabricated metal products, except machinery and equipment'],\n",
       " 29: ['Machinery and equipment n.e.c.'],\n",
       " 30: ['Office machinery and computers'],\n",
       " 31: ['Electrical machinery and apparatus n.e.c.'],\n",
       " 32: ['Radio, television and communication equipment and apparatus'],\n",
       " 33: ['Medical, precision and optical instruments, watches and clocks'],\n",
       " 34: ['Motor vehicles, trailers and semi-trailers'],\n",
       " 35: ['Other transport equipment'],\n",
       " 36: ['Furniture; other manufactured goods n.e.c.'],\n",
       " 37: ['Secondary raw materials',\n",
       "  'Bottles for treatment, Recycling of bottles by direct reuse'],\n",
       " 40: ['Electricity by coal',\n",
       "  'Electricity by gas',\n",
       "  'Electricity by nuclear',\n",
       "  'Electricity by hydro',\n",
       "  'Electricity by wind',\n",
       "  'Electricity by petroleum and other oil derivatives',\n",
       "  'Electricity by biomass and waste',\n",
       "  'Electricity by solar photovoltaic',\n",
       "  'Electricity by solar thermal',\n",
       "  'Electricity by tide, wave, ocean',\n",
       "  'Electricity by Geothermal',\n",
       "  'Electricity nec',\n",
       "  'Transmission services of electricity',\n",
       "  'Distribution and trade services of electricity',\n",
       "  'Steam and hot water supply services'],\n",
       " 41: ['Collected and purified water, distribution services of water'],\n",
       " 45: ['Construction work',\n",
       "  'Secondary construction material for treatment, Re-processing of secondary construction material into aggregates'],\n",
       " 50: ['Sale, maintenance, repair of motor vehicles, motor vehicles parts, motorcycles, motor cycles parts and accessoiries',\n",
       "  'Retail trade services of motor fuel'],\n",
       " 51: ['Wholesale trade and commission trade services, except of motor vehicles and motorcycles'],\n",
       " 52: ['Retail  trade services, except of motor vehicles and motorcycles; repair services of personal and household goods'],\n",
       " 55: ['Hotel and restaurant services'],\n",
       " 60: ['Railway transportation services',\n",
       "  'Other land transportation services',\n",
       "  'Transportation services via pipelines'],\n",
       " 61: ['Sea and coastal water transportation services',\n",
       "  'Inland water transportation services'],\n",
       " 62: ['Air transport services'],\n",
       " 63: ['Supporting and auxiliary transport services; travel agency services'],\n",
       " 64: ['Post and telecommunication services'],\n",
       " 65: ['Financial intermediation services, except insurance and pension funding services'],\n",
       " 66: ['Insurance and pension funding services, except compulsory social security services'],\n",
       " 67: ['Services auxiliary to financial intermediation'],\n",
       " 70: ['Real estate services'],\n",
       " 71: ['Renting services of machinery and equipment without operator and of personal and household goods'],\n",
       " 72: ['Computer and related services'],\n",
       " 73: ['Research and development services'],\n",
       " 74: ['Other business services'],\n",
       " 75: ['Public administration and defence services; compulsory social security services'],\n",
       " 80: ['Education services'],\n",
       " 85: ['Health and social work services'],\n",
       " 90: ['Food waste for treatment: incineration',\n",
       "  'Paper waste for treatment: incineration',\n",
       "  'Plastic waste for treatment: incineration',\n",
       "  'Intert/metal waste for treatment: incineration',\n",
       "  'Textiles waste for treatment: incineration',\n",
       "  'Wood waste for treatment: incineration',\n",
       "  'Oil/hazardous waste for treatment: incineration',\n",
       "  'Food waste for treatment: composting and land application',\n",
       "  'Paper and wood waste for treatment: composting and land application',\n",
       "  'Food waste for treatment: waste water treatment',\n",
       "  'Other waste for treatment: waste water treatment',\n",
       "  'Food waste for treatment: landfill',\n",
       "  'Paper for treatment: landfill'],\n",
       " 91: ['Membership organisation services n.e.c.'],\n",
       " 92: ['Recreational, cultural and sporting services'],\n",
       " 93: ['Other services', 'Extra-territorial organizations and bodies'],\n",
       " 95: ['Private households with employed persons'],\n",
       " 99: ['Extra-territorial organizations and bodies'],\n",
       " 101: [],\n",
       " 102: [],\n",
       " 103: [],\n",
       " 111: ['Paddy rice',\n",
       "  'Wheat',\n",
       "  'Cereal grains nec',\n",
       "  'Oil seeds',\n",
       "  'Sugar cane, sugar beet',\n",
       "  'Plant-based fibers',\n",
       "  'Crops nec'],\n",
       " 112: ['Vegetables, fruit, nuts', 'Oil seeds', 'Crops nec'],\n",
       " 113: ['Vegetables, fruit, nuts', 'Crops nec'],\n",
       " 120: ['Uranium and thorium ores'],\n",
       " 121: ['Cattle',\n",
       "  'Meat animals nec',\n",
       "  'Animal products nec',\n",
       "  'Raw milk',\n",
       "  'Wool, silk-worm cocoons',\n",
       "  'Manure (conventional treatment)',\n",
       "  'Manure (biogas treatment)'],\n",
       " 122: ['Pigs',\n",
       "  'Poultry',\n",
       "  'Meat animals nec',\n",
       "  'Animal products nec',\n",
       "  'Raw milk',\n",
       "  'Wool, silk-worm cocoons',\n",
       "  'Manure (conventional treatment)',\n",
       "  'Manure (biogas treatment)'],\n",
       " 130: ['Paddy rice',\n",
       "  'Wheat',\n",
       "  'Cereal grains nec',\n",
       "  'Vegetables, fruit, nuts',\n",
       "  'Oil seeds',\n",
       "  'Sugar cane, sugar beet',\n",
       "  'Plant-based fibers',\n",
       "  'Crops nec',\n",
       "  'Cattle',\n",
       "  'Pigs',\n",
       "  'Poultry',\n",
       "  'Meat animals nec',\n",
       "  'Animal products nec',\n",
       "  'Raw milk',\n",
       "  'Wool, silk-worm cocoons',\n",
       "  'Manure (conventional treatment)',\n",
       "  'Manure (biogas treatment)'],\n",
       " 131: ['Iron ores'],\n",
       " 132: ['Copper ores and concentrates',\n",
       "  'Nickel ores and concentrates',\n",
       "  'Aluminium ores and concentrates',\n",
       "  'Precious metal ores and concentrates',\n",
       "  'Lead, zinc and tin ores and concentrates',\n",
       "  'Other non-ferrous metal ores and concentrates'],\n",
       " 140: ['Paddy rice',\n",
       "  'Wheat',\n",
       "  'Cereal grains nec',\n",
       "  'Vegetables, fruit, nuts',\n",
       "  'Oil seeds',\n",
       "  'Sugar cane, sugar beet',\n",
       "  'Plant-based fibers',\n",
       "  'Crops nec',\n",
       "  'Cattle',\n",
       "  'Pigs',\n",
       "  'Poultry',\n",
       "  'Meat animals nec',\n",
       "  'Animal products nec',\n",
       "  'Raw milk',\n",
       "  'Wool, silk-worm cocoons',\n",
       "  'Manure (conventional treatment)',\n",
       "  'Manure (biogas treatment)'],\n",
       " 141: ['Stone', 'Sand and clay'],\n",
       " 142: ['Chemical and fertilizer minerals, salt and other mining and quarrying products n.e.c.'],\n",
       " 150: ['Cattle'],\n",
       " 151: ['Products of meat cattle',\n",
       "  'Products of meat pigs',\n",
       "  'Products of meat poultry',\n",
       "  'Meat products nec',\n",
       "  'products of Vegetable oils and fats',\n",
       "  'Dairy products',\n",
       "  'Processed rice',\n",
       "  'Sugar',\n",
       "  'Food products nec',\n",
       "  'Beverages',\n",
       "  'Fish products'],\n",
       " 152: ['Dairy products'],\n",
       " 153: ['Processed rice', 'Food products nec'],\n",
       " 154: ['Processed rice', 'Food products nec'],\n",
       " 155: ['Beverages'],\n",
       " 160: ['Tobacco products'],\n",
       " 171: ['Textiles'],\n",
       " 172: ['Textiles'],\n",
       " 173: ['Textiles'],\n",
       " 181: ['Wearing apparel; furs'],\n",
       " 182: ['Wearing apparel; furs'],\n",
       " 191: ['Leather and leather products'],\n",
       " 192: ['Leather and leather products'],\n",
       " 200: ['Products of forestry, logging and related services'],\n",
       " 201: ['Wood and products of wood and cork (except furniture); articles of straw and plaiting materials',\n",
       "  'Wood material for treatment, Re-processing of secondary wood material into new wood material'],\n",
       " 202: ['Wood and products of wood and cork (except furniture); articles of straw and plaiting materials',\n",
       "  'Wood material for treatment, Re-processing of secondary wood material into new wood material'],\n",
       " 210: ['Pulp',\n",
       "  'Secondary paper for treatment, Re-processing of secondary paper into new pulp',\n",
       "  'Paper and paper products'],\n",
       " 221: ['Printed matter and recorded media'],\n",
       " 222: ['Printed matter and recorded media'],\n",
       " 223: ['Printed matter and recorded media'],\n",
       " 231: [],\n",
       " 232: [],\n",
       " 233: ['Nuclear fuel'],\n",
       " 241: [],\n",
       " 242: [],\n",
       " 243: [],\n",
       " 251: ['Rubber and plastic products'],\n",
       " 252: ['Rubber and plastic products'],\n",
       " 261: ['Glass and glass products',\n",
       "  'Secondary glass for treatment, Re-processing of secondary glass into new glass'],\n",
       " 269: ['Ceramic goods',\n",
       "  'Bricks, tiles and construction products, in baked clay',\n",
       "  'Cement, lime and plaster',\n",
       "  'Ash for treatment, Re-processing of ash into clinker',\n",
       "  'Other non-metallic mineral products'],\n",
       " 271: ['Basic iron and steel and of ferro-alloys and first products thereof',\n",
       "  'Secondary steel for treatment, Re-processing of secondary steel into new steel'],\n",
       " 272: ['Precious metals',\n",
       "  'Secondary preciuos metals for treatment, Re-processing of secondary preciuos metals into new preciuos metals',\n",
       "  'Aluminium and aluminium products',\n",
       "  'Secondary aluminium for treatment, Re-processing of secondary aluminium into new aluminium',\n",
       "  'Lead, zinc and tin and products thereof',\n",
       "  'Secondary lead for treatment, Re-processing of secondary lead into new lead',\n",
       "  'Copper products',\n",
       "  'Secondary copper for treatment, Re-processing of secondary copper into new copper',\n",
       "  'Other non-ferrous metal products',\n",
       "  'Secondary other non-ferrous metals for treatment, Re-processing of secondary other non-ferrous metals into new other non-ferrous metals'],\n",
       " 273: ['Foundry work services'],\n",
       " 281: ['Fabricated metal products, except machinery and equipment'],\n",
       " 289: ['Fabricated metal products, except machinery and equipment'],\n",
       " 291: ['Machinery and equipment n.e.c.'],\n",
       " 292: ['Machinery and equipment n.e.c.'],\n",
       " 293: ['Machinery and equipment n.e.c.'],\n",
       " 300: ['Office machinery and computers'],\n",
       " 311: ['Electrical machinery and apparatus n.e.c.'],\n",
       " 312: ['Electrical machinery and apparatus n.e.c.'],\n",
       " 313: ['Electrical machinery and apparatus n.e.c.'],\n",
       " 314: ['Electrical machinery and apparatus n.e.c.'],\n",
       " 315: ['Electrical machinery and apparatus n.e.c.'],\n",
       " 319: ['Electrical machinery and apparatus n.e.c.'],\n",
       " 321: ['Radio, television and communication equipment and apparatus'],\n",
       " 322: ['Radio, television and communication equipment and apparatus'],\n",
       " 323: ['Radio, television and communication equipment and apparatus'],\n",
       " 331: ['Medical, precision and optical instruments, watches and clocks'],\n",
       " 332: ['Medical, precision and optical instruments, watches and clocks'],\n",
       " 333: ['Medical, precision and optical instruments, watches and clocks'],\n",
       " 341: ['Motor vehicles, trailers and semi-trailers'],\n",
       " 342: ['Motor vehicles, trailers and semi-trailers'],\n",
       " 343: ['Motor vehicles, trailers and semi-trailers'],\n",
       " 351: ['Other transport equipment'],\n",
       " 352: ['Other transport equipment'],\n",
       " 353: ['Other transport equipment'],\n",
       " 359: ['Other transport equipment'],\n",
       " 361: ['Furniture; other manufactured goods n.e.c.'],\n",
       " 369: ['Furniture; other manufactured goods n.e.c.'],\n",
       " 371: ['Secondary raw materials'],\n",
       " 372: ['Secondary raw materials',\n",
       "  'Bottles for treatment, Recycling of bottles by direct reuse'],\n",
       " 401: ['Electricity by coal',\n",
       "  'Electricity by gas',\n",
       "  'Electricity by nuclear',\n",
       "  'Electricity by hydro',\n",
       "  'Electricity by wind',\n",
       "  'Electricity by petroleum and other oil derivatives',\n",
       "  'Electricity by biomass and waste',\n",
       "  'Electricity by solar photovoltaic',\n",
       "  'Electricity by solar thermal',\n",
       "  'Electricity by tide, wave, ocean',\n",
       "  'Electricity by Geothermal',\n",
       "  'Electricity nec',\n",
       "  'Transmission services of electricity',\n",
       "  'Distribution and trade services of electricity'],\n",
       " 402: [],\n",
       " 403: ['Steam and hot water supply services'],\n",
       " 410: ['Collected and purified water, distribution services of water'],\n",
       " 451: ['Construction work',\n",
       "  'Secondary construction material for treatment, Re-processing of secondary construction material into aggregates'],\n",
       " 452: ['Construction work',\n",
       "  'Secondary construction material for treatment, Re-processing of secondary construction material into aggregates'],\n",
       " 453: ['Construction work',\n",
       "  'Secondary construction material for treatment, Re-processing of secondary construction material into aggregates'],\n",
       " 454: ['Construction work',\n",
       "  'Secondary construction material for treatment, Re-processing of secondary construction material into aggregates'],\n",
       " 455: ['Construction work',\n",
       "  'Secondary construction material for treatment, Re-processing of secondary construction material into aggregates'],\n",
       " 500: ['Fish and other fishing products; services incidental of fishing'],\n",
       " 501: ['Sale, maintenance, repair of motor vehicles, motor vehicles parts, motorcycles, motor cycles parts and accessoiries'],\n",
       " 502: ['Sale, maintenance, repair of motor vehicles, motor vehicles parts, motorcycles, motor cycles parts and accessoiries'],\n",
       " 503: ['Sale, maintenance, repair of motor vehicles, motor vehicles parts, motorcycles, motor cycles parts and accessoiries'],\n",
       " 504: ['Sale, maintenance, repair of motor vehicles, motor vehicles parts, motorcycles, motor cycles parts and accessoiries'],\n",
       " 505: ['Retail trade services of motor fuel'],\n",
       " 511: ['Wholesale trade and commission trade services, except of motor vehicles and motorcycles'],\n",
       " 512: ['Wholesale trade and commission trade services, except of motor vehicles and motorcycles'],\n",
       " 513: ['Wholesale trade and commission trade services, except of motor vehicles and motorcycles'],\n",
       " 514: ['Wholesale trade and commission trade services, except of motor vehicles and motorcycles'],\n",
       " 515: ['Wholesale trade and commission trade services, except of motor vehicles and motorcycles'],\n",
       " 519: ['Wholesale trade and commission trade services, except of motor vehicles and motorcycles'],\n",
       " 521: ['Retail  trade services, except of motor vehicles and motorcycles; repair services of personal and household goods'],\n",
       " 522: ['Retail  trade services, except of motor vehicles and motorcycles; repair services of personal and household goods'],\n",
       " 523: ['Retail  trade services, except of motor vehicles and motorcycles; repair services of personal and household goods'],\n",
       " 524: ['Retail  trade services, except of motor vehicles and motorcycles; repair services of personal and household goods'],\n",
       " 525: ['Retail  trade services, except of motor vehicles and motorcycles; repair services of personal and household goods'],\n",
       " 526: ['Retail  trade services, except of motor vehicles and motorcycles; repair services of personal and household goods'],\n",
       " 551: ['Hotel and restaurant services'],\n",
       " 552: ['Hotel and restaurant services'],\n",
       " 601: ['Railway transportation services'],\n",
       " 602: ['Other land transportation services'],\n",
       " 603: ['Transportation services via pipelines'],\n",
       " 611: ['Sea and coastal water transportation services'],\n",
       " 612: ['Inland water transportation services'],\n",
       " 621: ['Air transport services'],\n",
       " 622: ['Air transport services'],\n",
       " 630: ['Supporting and auxiliary transport services; travel agency services'],\n",
       " 641: ['Post and telecommunication services'],\n",
       " 642: ['Post and telecommunication services'],\n",
       " 651: ['Financial intermediation services, except insurance and pension funding services'],\n",
       " 659: ['Financial intermediation services, except insurance and pension funding services'],\n",
       " 660: ['Insurance and pension funding services, except compulsory social security services'],\n",
       " 671: ['Services auxiliary to financial intermediation'],\n",
       " 672: ['Services auxiliary to financial intermediation'],\n",
       " 701: ['Real estate services'],\n",
       " 702: ['Real estate services'],\n",
       " 711: ['Renting services of machinery and equipment without operator and of personal and household goods'],\n",
       " 712: ['Renting services of machinery and equipment without operator and of personal and household goods'],\n",
       " 713: ['Renting services of machinery and equipment without operator and of personal and household goods'],\n",
       " 721: ['Computer and related services'],\n",
       " 722: ['Computer and related services'],\n",
       " 723: ['Computer and related services'],\n",
       " 724: ['Computer and related services'],\n",
       " 725: ['Computer and related services'],\n",
       " 729: ['Computer and related services'],\n",
       " 731: ['Research and development services'],\n",
       " 732: ['Research and development services'],\n",
       " 741: ['Other business services'],\n",
       " 742: ['Other business services'],\n",
       " 743: ['Other business services'],\n",
       " 749: ['Other business services'],\n",
       " 751: ['Public administration and defence services; compulsory social security services'],\n",
       " 752: ['Public administration and defence services; compulsory social security services'],\n",
       " 753: ['Public administration and defence services; compulsory social security services'],\n",
       " 801: ['Education services'],\n",
       " 802: ['Education services'],\n",
       " 803: ['Education services'],\n",
       " 809: ['Education services'],\n",
       " 851: ['Health and social work services'],\n",
       " 852: ['Health and social work services'],\n",
       " 853: ['Health and social work services'],\n",
       " 900: ['Food waste for treatment: incineration',\n",
       "  'Paper waste for treatment: incineration',\n",
       "  'Plastic waste for treatment: incineration',\n",
       "  'Intert/metal waste for treatment: incineration',\n",
       "  'Textiles waste for treatment: incineration',\n",
       "  'Wood waste for treatment: incineration',\n",
       "  'Oil/hazardous waste for treatment: incineration',\n",
       "  'Food waste for treatment: composting and land application',\n",
       "  'Paper and wood waste for treatment: composting and land application',\n",
       "  'Food waste for treatment: waste water treatment',\n",
       "  'Other waste for treatment: waste water treatment',\n",
       "  'Food waste for treatment: landfill',\n",
       "  'Paper for treatment: landfill'],\n",
       " 911: ['Membership organisation services n.e.c.'],\n",
       " 912: ['Membership organisation services n.e.c.'],\n",
       " 919: ['Membership organisation services n.e.c.'],\n",
       " 921: ['Recreational, cultural and sporting services'],\n",
       " 922: ['Recreational, cultural and sporting services'],\n",
       " 923: ['Recreational, cultural and sporting services'],\n",
       " 924: ['Recreational, cultural and sporting services'],\n",
       " 930: ['Other services', 'Extra-territorial organizations and bodies'],\n",
       " 950: ['Private households with employed persons'],\n",
       " 990: ['Extra-territorial organizations and bodies'],\n",
       " 1010: [],\n",
       " 1020: [],\n",
       " 1030: [],\n",
       " 1110: ['Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  'Other Hydrocarbons'],\n",
       " 1120: ['Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  'Other Hydrocarbons'],\n",
       " 1200: ['Uranium and thorium ores'],\n",
       " 1310: ['Iron ores'],\n",
       " 1320: ['Copper ores and concentrates',\n",
       "  'Nickel ores and concentrates',\n",
       "  'Aluminium ores and concentrates',\n",
       "  'Precious metal ores and concentrates',\n",
       "  'Lead, zinc and tin ores and concentrates',\n",
       "  'Other non-ferrous metal ores and concentrates'],\n",
       " 1410: ['Stone', 'Sand and clay'],\n",
       " 1421: ['Chemical and fertilizer minerals, salt and other mining and quarrying products n.e.c.'],\n",
       " 1422: ['Chemical and fertilizer minerals, salt and other mining and quarrying products n.e.c.'],\n",
       " 1429: ['Chemical and fertilizer minerals, salt and other mining and quarrying products n.e.c.'],\n",
       " 1511: ['Products of meat cattle',\n",
       "  'Products of meat pigs',\n",
       "  'Products of meat poultry',\n",
       "  'Meat products nec'],\n",
       " 1512: ['Fish products'],\n",
       " 1513: ['Processed rice', 'Food products nec'],\n",
       " 1514: ['products of Vegetable oils and fats'],\n",
       " 1520: ['Dairy products'],\n",
       " 1531: ['Processed rice', 'Food products nec'],\n",
       " 1532: ['Processed rice', 'Food products nec'],\n",
       " 1533: ['Processed rice', 'Food products nec'],\n",
       " 1541: ['Processed rice', 'Food products nec'],\n",
       " 1542: ['Sugar'],\n",
       " 1543: ['Food products nec'],\n",
       " 1544: ['Processed rice', 'Food products nec'],\n",
       " 1549: ['Food products nec'],\n",
       " 1551: ['Beverages'],\n",
       " 1552: ['Beverages'],\n",
       " 1553: ['Beverages'],\n",
       " 1554: ['Beverages'],\n",
       " 1600: ['Tobacco products'],\n",
       " 1711: ['Textiles'],\n",
       " 1712: ['Textiles'],\n",
       " 1721: ['Textiles'],\n",
       " 1722: ['Textiles'],\n",
       " 1723: ['Textiles'],\n",
       " 1729: ['Textiles'],\n",
       " 1730: ['Textiles'],\n",
       " 1810: ['Wearing apparel; furs'],\n",
       " 1820: ['Wearing apparel; furs'],\n",
       " 1911: ['Leather and leather products'],\n",
       " 1912: ['Leather and leather products'],\n",
       " 1920: ['Leather and leather products'],\n",
       " 2010: ['Wood and products of wood and cork (except furniture); articles of straw and plaiting materials',\n",
       "  'Wood material for treatment, Re-processing of secondary wood material into new wood material'],\n",
       " 2021: ['Wood and products of wood and cork (except furniture); articles of straw and plaiting materials',\n",
       "  'Wood material for treatment, Re-processing of secondary wood material into new wood material'],\n",
       " 2022: ['Wood and products of wood and cork (except furniture); articles of straw and plaiting materials',\n",
       "  'Wood material for treatment, Re-processing of secondary wood material into new wood material'],\n",
       " 2023: ['Wood and products of wood and cork (except furniture); articles of straw and plaiting materials',\n",
       "  'Wood material for treatment, Re-processing of secondary wood material into new wood material'],\n",
       " 2029: ['Wood and products of wood and cork (except furniture); articles of straw and plaiting materials',\n",
       "  'Wood material for treatment, Re-processing of secondary wood material into new wood material'],\n",
       " 2101: ['Pulp',\n",
       "  'Secondary paper for treatment, Re-processing of secondary paper into new pulp',\n",
       "  'Paper and paper products'],\n",
       " 2102: ['Secondary paper for treatment, Re-processing of secondary paper into new pulp',\n",
       "  'Paper and paper products'],\n",
       " 2109: ['Secondary paper for treatment, Re-processing of secondary paper into new pulp',\n",
       "  'Paper and paper products'],\n",
       " 2211: ['Printed matter and recorded media'],\n",
       " 2212: ['Printed matter and recorded media'],\n",
       " 2213: ['Printed matter and recorded media'],\n",
       " 2219: ['Printed matter and recorded media'],\n",
       " 2221: ['Printed matter and recorded media'],\n",
       " 2222: ['Printed matter and recorded media'],\n",
       " 2230: ['Printed matter and recorded media'],\n",
       " 2310: [],\n",
       " 2320: [],\n",
       " 2330: ['Nuclear fuel'],\n",
       " 2411: [],\n",
       " 2412: [],\n",
       " 2413: [],\n",
       " 2421: [],\n",
       " 2422: [],\n",
       " 2423: [],\n",
       " 2424: [],\n",
       " 2429: [],\n",
       " 2430: [],\n",
       " 2511: ['Rubber and plastic products'],\n",
       " 2519: ['Rubber and plastic products'],\n",
       " 2520: ['Rubber and plastic products'],\n",
       " 2610: ['Glass and glass products',\n",
       "  'Secondary glass for treatment, Re-processing of secondary glass into new glass'],\n",
       " 2691: ['Ceramic goods'],\n",
       " 2692: ['Ceramic goods'],\n",
       " 2693: ['Bricks, tiles and construction products, in baked clay'],\n",
       " 2694: ['Cement, lime and plaster'],\n",
       " 2695: ['Other non-metallic mineral products'],\n",
       " 2696: ['Other non-metallic mineral products'],\n",
       " 2699: ['Other non-metallic mineral products'],\n",
       " 2710: ['Basic iron and steel and of ferro-alloys and first products thereof',\n",
       "  'Secondary steel for treatment, Re-processing of secondary steel into new steel'],\n",
       " 2720: ['Precious metals',\n",
       "  'Secondary preciuos metals for treatment, Re-processing of secondary preciuos metals into new preciuos metals',\n",
       "  'Aluminium and aluminium products',\n",
       "  'Secondary aluminium for treatment, Re-processing of secondary aluminium into new aluminium',\n",
       "  'Lead, zinc and tin and products thereof',\n",
       "  'Secondary lead for treatment, Re-processing of secondary lead into new lead',\n",
       "  'Copper products',\n",
       "  'Secondary copper for treatment, Re-processing of secondary copper into new copper',\n",
       "  'Other non-ferrous metal products',\n",
       "  'Secondary other non-ferrous metals for treatment, Re-processing of secondary other non-ferrous metals into new other non-ferrous metals'],\n",
       " 2731: ['Foundry work services'],\n",
       " 2732: ['Foundry work services'],\n",
       " 2811: ['Fabricated metal products, except machinery and equipment'],\n",
       " 2812: ['Fabricated metal products, except machinery and equipment'],\n",
       " 2813: ['Fabricated metal products, except machinery and equipment'],\n",
       " 2891: ['Fabricated metal products, except machinery and equipment'],\n",
       " 2892: ['Fabricated metal products, except machinery and equipment'],\n",
       " 2893: ['Fabricated metal products, except machinery and equipment'],\n",
       " 2899: ['Fabricated metal products, except machinery and equipment'],\n",
       " 2911: ['Machinery and equipment n.e.c.'],\n",
       " 2912: ['Machinery and equipment n.e.c.'],\n",
       " 2913: ['Machinery and equipment n.e.c.'],\n",
       " 2914: ['Machinery and equipment n.e.c.'],\n",
       " 2915: ['Machinery and equipment n.e.c.'],\n",
       " 2919: ['Machinery and equipment n.e.c.'],\n",
       " 2921: ['Machinery and equipment n.e.c.'],\n",
       " 2922: ['Machinery and equipment n.e.c.'],\n",
       " 2923: ['Machinery and equipment n.e.c.'],\n",
       " 2924: ['Machinery and equipment n.e.c.'],\n",
       " 2925: ['Machinery and equipment n.e.c.'],\n",
       " 2926: ['Machinery and equipment n.e.c.'],\n",
       " 2927: ['Machinery and equipment n.e.c.'],\n",
       " 2929: ['Machinery and equipment n.e.c.'],\n",
       " 2930: ['Machinery and equipment n.e.c.'],\n",
       " 3000: ['Office machinery and computers'],\n",
       " 3110: ['Electrical machinery and apparatus n.e.c.'],\n",
       " 3120: ['Electrical machinery and apparatus n.e.c.'],\n",
       " 3130: ['Electrical machinery and apparatus n.e.c.'],\n",
       " 3140: ['Electrical machinery and apparatus n.e.c.'],\n",
       " 3150: ['Electrical machinery and apparatus n.e.c.'],\n",
       " 3190: ['Electrical machinery and apparatus n.e.c.'],\n",
       " 3210: ['Radio, television and communication equipment and apparatus'],\n",
       " 3220: ['Radio, television and communication equipment and apparatus'],\n",
       " 3230: ['Radio, television and communication equipment and apparatus'],\n",
       " 3311: ['Medical, precision and optical instruments, watches and clocks'],\n",
       " 3312: ['Medical, precision and optical instruments, watches and clocks'],\n",
       " 3313: ['Medical, precision and optical instruments, watches and clocks'],\n",
       " 3320: ['Medical, precision and optical instruments, watches and clocks'],\n",
       " 3330: ['Medical, precision and optical instruments, watches and clocks'],\n",
       " 3410: ['Motor vehicles, trailers and semi-trailers'],\n",
       " 3420: ['Motor vehicles, trailers and semi-trailers'],\n",
       " 3430: ['Motor vehicles, trailers and semi-trailers'],\n",
       " 3511: ['Other transport equipment'],\n",
       " 3512: ['Other transport equipment'],\n",
       " 3520: ['Other transport equipment'],\n",
       " 3530: ['Other transport equipment'],\n",
       " 3591: ['Other transport equipment'],\n",
       " 3592: ['Other transport equipment'],\n",
       " 3599: ['Other transport equipment'],\n",
       " 3610: ['Furniture; other manufactured goods n.e.c.'],\n",
       " 3691: ['Furniture; other manufactured goods n.e.c.'],\n",
       " 3692: ['Furniture; other manufactured goods n.e.c.'],\n",
       " 3693: ['Furniture; other manufactured goods n.e.c.'],\n",
       " 3694: ['Furniture; other manufactured goods n.e.c.'],\n",
       " 3699: ['Furniture; other manufactured goods n.e.c.'],\n",
       " 3710: ['Secondary raw materials'],\n",
       " 3720: ['Secondary raw materials',\n",
       "  'Bottles for treatment, Recycling of bottles by direct reuse'],\n",
       " 4010: ['Electricity by coal',\n",
       "  'Electricity by gas',\n",
       "  'Electricity by nuclear',\n",
       "  'Electricity by hydro',\n",
       "  'Electricity by wind',\n",
       "  'Electricity by petroleum and other oil derivatives',\n",
       "  'Electricity by biomass and waste',\n",
       "  'Electricity by solar photovoltaic',\n",
       "  'Electricity by solar thermal',\n",
       "  'Electricity by tide, wave, ocean',\n",
       "  'Electricity by Geothermal',\n",
       "  'Electricity nec',\n",
       "  'Transmission services of electricity',\n",
       "  'Distribution and trade services of electricity'],\n",
       " 4020: [],\n",
       " 4030: ['Steam and hot water supply services'],\n",
       " 4100: ['Collected and purified water, distribution services of water'],\n",
       " 4510: ['Construction work',\n",
       "  'Secondary construction material for treatment, Re-processing of secondary construction material into aggregates'],\n",
       " 4520: ['Construction work',\n",
       "  'Secondary construction material for treatment, Re-processing of secondary construction material into aggregates'],\n",
       " 4530: ['Construction work',\n",
       "  'Secondary construction material for treatment, Re-processing of secondary construction material into aggregates'],\n",
       " 4540: ['Construction work',\n",
       "  'Secondary construction material for treatment, Re-processing of secondary construction material into aggregates'],\n",
       " 4550: ['Construction work',\n",
       "  'Secondary construction material for treatment, Re-processing of secondary construction material into aggregates'],\n",
       " 5010: ['Sale, maintenance, repair of motor vehicles, motor vehicles parts, motorcycles, motor cycles parts and accessoiries'],\n",
       " 5020: ['Sale, maintenance, repair of motor vehicles, motor vehicles parts, motorcycles, motor cycles parts and accessoiries'],\n",
       " 5030: ['Sale, maintenance, repair of motor vehicles, motor vehicles parts, motorcycles, motor cycles parts and accessoiries'],\n",
       " 5040: ['Sale, maintenance, repair of motor vehicles, motor vehicles parts, motorcycles, motor cycles parts and accessoiries'],\n",
       " 5050: ['Retail trade services of motor fuel'],\n",
       " 5110: ['Wholesale trade and commission trade services, except of motor vehicles and motorcycles'],\n",
       " 5121: ['Wholesale trade and commission trade services, except of motor vehicles and motorcycles'],\n",
       " 5122: ['Wholesale trade and commission trade services, except of motor vehicles and motorcycles'],\n",
       " 5131: ['Wholesale trade and commission trade services, except of motor vehicles and motorcycles'],\n",
       " 5139: ['Wholesale trade and commission trade services, except of motor vehicles and motorcycles'],\n",
       " 5141: ['Wholesale trade and commission trade services, except of motor vehicles and motorcycles'],\n",
       " 5142: ['Wholesale trade and commission trade services, except of motor vehicles and motorcycles'],\n",
       " 5143: ['Wholesale trade and commission trade services, except of motor vehicles and motorcycles'],\n",
       " 5149: ['Wholesale trade and commission trade services, except of motor vehicles and motorcycles'],\n",
       " 5150: ['Wholesale trade and commission trade services, except of motor vehicles and motorcycles'],\n",
       " 5190: ['Wholesale trade and commission trade services, except of motor vehicles and motorcycles'],\n",
       " 5211: ['Retail  trade services, except of motor vehicles and motorcycles; repair services of personal and household goods'],\n",
       " 5219: ['Retail  trade services, except of motor vehicles and motorcycles; repair services of personal and household goods'],\n",
       " 5220: ['Retail  trade services, except of motor vehicles and motorcycles; repair services of personal and household goods'],\n",
       " 5231: ['Retail  trade services, except of motor vehicles and motorcycles; repair services of personal and household goods'],\n",
       " 5232: ['Retail  trade services, except of motor vehicles and motorcycles; repair services of personal and household goods'],\n",
       " 5233: ['Retail  trade services, except of motor vehicles and motorcycles; repair services of personal and household goods'],\n",
       " 5234: ['Retail  trade services, except of motor vehicles and motorcycles; repair services of personal and household goods'],\n",
       " 5239: ['Retail  trade services, except of motor vehicles and motorcycles; repair services of personal and household goods'],\n",
       " 5240: ['Retail  trade services, except of motor vehicles and motorcycles; repair services of personal and household goods'],\n",
       " 5251: ['Retail  trade services, except of motor vehicles and motorcycles; repair services of personal and household goods'],\n",
       " 5252: ['Retail  trade services, except of motor vehicles and motorcycles; repair services of personal and household goods'],\n",
       " 5259: ['Retail  trade services, except of motor vehicles and motorcycles; repair services of personal and household goods'],\n",
       " 5260: ['Retail  trade services, except of motor vehicles and motorcycles; repair services of personal and household goods'],\n",
       " 5510: ['Hotel and restaurant services'],\n",
       " 5520: ['Hotel and restaurant services'],\n",
       " 6010: ['Railway transportation services'],\n",
       " 6021: ['Other land transportation services'],\n",
       " 6022: ['Other land transportation services'],\n",
       " 6023: ['Other land transportation services'],\n",
       " 6030: ['Transportation services via pipelines'],\n",
       " 6110: ['Sea and coastal water transportation services'],\n",
       " 6120: ['Inland water transportation services'],\n",
       " 6210: ['Air transport services'],\n",
       " 6220: ['Air transport services'],\n",
       " 6301: ['Supporting and auxiliary transport services; travel agency services'],\n",
       " 6302: ['Supporting and auxiliary transport services; travel agency services'],\n",
       " 6303: ['Supporting and auxiliary transport services; travel agency services'],\n",
       " 6304: ['Supporting and auxiliary transport services; travel agency services'],\n",
       " 6309: ['Supporting and auxiliary transport services; travel agency services'],\n",
       " 6411: ['Post and telecommunication services'],\n",
       " 6412: ['Post and telecommunication services'],\n",
       " 6420: ['Post and telecommunication services'],\n",
       " 6511: ['Financial intermediation services, except insurance and pension funding services'],\n",
       " 6519: ['Financial intermediation services, except insurance and pension funding services'],\n",
       " 6591: ['Financial intermediation services, except insurance and pension funding services'],\n",
       " 6592: ['Financial intermediation services, except insurance and pension funding services'],\n",
       " 6599: ['Financial intermediation services, except insurance and pension funding services'],\n",
       " 6601: ['Insurance and pension funding services, except compulsory social security services'],\n",
       " 6602: ['Insurance and pension funding services, except compulsory social security services'],\n",
       " 6603: ['Insurance and pension funding services, except compulsory social security services'],\n",
       " 6711: ['Services auxiliary to financial intermediation'],\n",
       " 6712: ['Services auxiliary to financial intermediation'],\n",
       " 6719: ['Services auxiliary to financial intermediation'],\n",
       " 6720: ['Services auxiliary to financial intermediation'],\n",
       " 7010: ['Real estate services'],\n",
       " 7020: ['Real estate services'],\n",
       " 7111: ['Renting services of machinery and equipment without operator and of personal and household goods'],\n",
       " 7112: ['Renting services of machinery and equipment without operator and of personal and household goods'],\n",
       " 7113: ['Renting services of machinery and equipment without operator and of personal and household goods'],\n",
       " 7121: ['Renting services of machinery and equipment without operator and of personal and household goods'],\n",
       " 7122: ['Renting services of machinery and equipment without operator and of personal and household goods'],\n",
       " 7123: ['Renting services of machinery and equipment without operator and of personal and household goods'],\n",
       " 7129: ['Renting services of machinery and equipment without operator and of personal and household goods'],\n",
       " 7130: ['Renting services of machinery and equipment without operator and of personal and household goods'],\n",
       " 7210: ['Computer and related services'],\n",
       " 7220: ['Computer and related services'],\n",
       " 7230: ['Computer and related services'],\n",
       " 7240: ['Computer and related services'],\n",
       " 7250: ['Computer and related services'],\n",
       " 7290: ['Computer and related services'],\n",
       " 7310: ['Research and development services'],\n",
       " 7320: ['Research and development services'],\n",
       " 7411: ['Other business services'],\n",
       " 7412: ['Other business services'],\n",
       " 7413: ['Other business services'],\n",
       " 7414: ['Other business services'],\n",
       " 7421: ['Other business services'],\n",
       " 7422: ['Other business services'],\n",
       " 7430: ['Other business services'],\n",
       " 7491: ['Other business services'],\n",
       " 7492: ['Other business services'],\n",
       " 7493: ['Other business services'],\n",
       " 7494: ['Other business services'],\n",
       " 7495: ['Other business services'],\n",
       " 7499: ['Other business services'],\n",
       " 7511: ['Public administration and defence services; compulsory social security services'],\n",
       " 7512: ['Public administration and defence services; compulsory social security services'],\n",
       " 7513: ['Public administration and defence services; compulsory social security services'],\n",
       " 7514: ['Public administration and defence services; compulsory social security services'],\n",
       " 7521: ['Public administration and defence services; compulsory social security services'],\n",
       " 7522: ['Public administration and defence services; compulsory social security services'],\n",
       " 7523: ['Public administration and defence services; compulsory social security services'],\n",
       " 7530: ['Public administration and defence services; compulsory social security services'],\n",
       " 8010: ['Education services'],\n",
       " 8021: ['Education services'],\n",
       " 8022: ['Education services'],\n",
       " 8030: ['Education services'],\n",
       " 8090: ['Education services'],\n",
       " 8511: ['Health and social work services'],\n",
       " 8512: ['Health and social work services'],\n",
       " 8519: ['Health and social work services'],\n",
       " 8520: ['Health and social work services'],\n",
       " 8531: ['Health and social work services'],\n",
       " 8532: ['Health and social work services'],\n",
       " 9000: ['Food waste for treatment: incineration',\n",
       "  'Paper waste for treatment: incineration',\n",
       "  'Plastic waste for treatment: incineration',\n",
       "  'Intert/metal waste for treatment: incineration',\n",
       "  'Textiles waste for treatment: incineration',\n",
       "  'Wood waste for treatment: incineration',\n",
       "  'Oil/hazardous waste for treatment: incineration',\n",
       "  'Food waste for treatment: composting and land application',\n",
       "  'Paper and wood waste for treatment: composting and land application',\n",
       "  'Food waste for treatment: waste water treatment',\n",
       "  'Other waste for treatment: waste water treatment',\n",
       "  'Food waste for treatment: landfill',\n",
       "  'Paper for treatment: landfill'],\n",
       " 9111: ['Membership organisation services n.e.c.'],\n",
       " 9112: ['Membership organisation services n.e.c.'],\n",
       " 9120: ['Membership organisation services n.e.c.'],\n",
       " 9191: ['Membership organisation services n.e.c.'],\n",
       " 9192: ['Membership organisation services n.e.c.'],\n",
       " 9199: ['Membership organisation services n.e.c.'],\n",
       " 9211: ['Recreational, cultural and sporting services'],\n",
       " 9212: ['Recreational, cultural and sporting services'],\n",
       " 9213: ['Recreational, cultural and sporting services'],\n",
       " 9214: ['Recreational, cultural and sporting services'],\n",
       " 9219: ['Recreational, cultural and sporting services'],\n",
       " 9220: ['Recreational, cultural and sporting services'],\n",
       " 9231: ['Recreational, cultural and sporting services'],\n",
       " 9232: ['Recreational, cultural and sporting services'],\n",
       " 9233: ['Recreational, cultural and sporting services'],\n",
       " 9241: ['Recreational, cultural and sporting services'],\n",
       " 9249: ['Recreational, cultural and sporting services'],\n",
       " 9301: ['Other services', 'Extra-territorial organizations and bodies'],\n",
       " 9302: ['Other services', 'Extra-territorial organizations and bodies'],\n",
       " 9303: ['Other services', 'Extra-territorial organizations and bodies'],\n",
       " 9309: ['Other services', 'Extra-territorial organizations and bodies'],\n",
       " 9500: ['Private households with employed persons'],\n",
       " 9900: ['Extra-territorial organizations and bodies']}"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "codes = {key: [products[obj] for obj in value if obj in products] for key, value in codes.items()}\n",
    "codes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Paddy rice', 0.0, 'Austria'),\n",
       " ('Paddy rice', 0.0, 'Belgium'),\n",
       " ('Paddy rice', 19580.3406992209, 'Bulgaria'),\n",
       " ('Paddy rice', 0.0, 'Cyprus'),\n",
       " ('Paddy rice', 0.0, 'Czech Republic'),\n",
       " ('Paddy rice', 0.0, 'Germany'),\n",
       " ('Paddy rice', 0.0, 'Denmark'),\n",
       " ('Paddy rice', 0.0, 'Estonia'),\n",
       " ('Paddy rice', 1478479.46274253, 'Spain'),\n",
       " ('Paddy rice', 0.0, 'Finland'),\n",
       " ('Paddy rice', 352904.77975731, 'France'),\n",
       " ('Paddy rice', 216091.876492565, 'Greece'),\n",
       " ('Paddy rice', 7959.87224111294, 'Hungary'),\n",
       " ('Paddy rice', 0.0, 'Ireland'),\n",
       " ('Paddy rice', 1112715.025, 'Italy'),\n",
       " ('Paddy rice', 0.0, 'Lithuania'),\n",
       " ('Paddy rice', 0.0, 'Luxembourg'),\n",
       " ('Paddy rice', 0.0, 'Latvia'),\n",
       " ('Paddy rice', 0.0, 'Malta'),\n",
       " ('Paddy rice', 0.0, 'Netherlands'),\n",
       " ('Paddy rice', 0.0, 'Poland'),\n",
       " ('Paddy rice', 447393.241025738, 'Portugal'),\n",
       " ('Paddy rice', 23413.7594349601, 'Romania'),\n",
       " ('Paddy rice', 0.0, 'Sweden'),\n",
       " ('Paddy rice', 0.0, 'Slovenia'),\n",
       " ('Paddy rice', 0.0, 'Slovakia'),\n",
       " ('Paddy rice', 0.0, 'United Kingdom'),\n",
       " ('Paddy rice', 6270547.24031018, 'United States'),\n",
       " ('Paddy rice', 7870192.5, 'Japan'),\n",
       " ('Paddy rice', 135394664.85, 'China'),\n",
       " ('Paddy rice', 0.0, 'Canada'),\n",
       " ('Paddy rice', 4362455.0, 'South Korea'),\n",
       " ('Paddy rice', 6632958.73947127, 'Brazil'),\n",
       " ('Paddy rice', 103798657.704137, 'India'),\n",
       " ('Paddy rice', 380296.578253906, 'Mexico'),\n",
       " ('Paddy rice', 935845.139055816, 'Russia'),\n",
       " ('Paddy rice', 107224.259989074, 'Australia'),\n",
       " ('Paddy rice', 0.0, 'Switzerland'),\n",
       " ('Paddy rice', 492342.377066881, 'Turkey'),\n",
       " ('Paddy rice', 0.0, 'Taiwan'),\n",
       " ('Paddy rice', 0.0, 'Norway'),\n",
       " ('Paddy rice', 41296221.5, 'Indonesia'),\n",
       " ('Paddy rice', 13014.7390212591, 'South Africa'),\n",
       " ('Paddy rice', 135053887.245264, 'RoW Asia and Pacific'),\n",
       " ('Paddy rice', 9327245.06524354, 'RoW America'),\n",
       " ('Paddy rice', 233372.295561226, 'RoW Europe'),\n",
       " ('Paddy rice', 10095443.4260778, 'RoW Africa'),\n",
       " ('Paddy rice', 7094875.36591209, 'RoW Middle East'),\n",
       " ('Wheat', 1034951.864, 'Austria'),\n",
       " ('Wheat', 1166600.664, 'Belgium'),\n",
       " ('Wheat', 1755868.56989378, 'Bulgaria'),\n",
       " ('Wheat', 7307.6707124332, 'Cyprus'),\n",
       " ('Wheat', 2899353.32259597, 'Czech Republic'),\n",
       " ('Wheat', 15404462.76, 'Germany'),\n",
       " ('Wheat', 3342400.32, 'Denmark'),\n",
       " ('Wheat', 255672.538229522, 'Estonia'),\n",
       " ('Wheat', 4758063.68440532, 'Spain'),\n",
       " ('Wheat', 587588.915507329, 'Finland'),\n",
       " ('Wheat', 24231884.6, 'France'),\n",
       " ('Wheat', 1204181.52084174, 'Greece'),\n",
       " ('Wheat', 2922587.49652004, 'Hungary'),\n",
       " ('Wheat', 523961.635309085, 'Ireland'),\n",
       " ('Wheat', 5303065.128, 'Italy'),\n",
       " ('Wheat', 784029.679140461, 'Lithuania'),\n",
       " ('Wheat', 52064.539048047, 'Luxembourg'),\n",
       " ('Wheat', 596629.750543929, 'Latvia'),\n",
       " ('Wheat', 8323.75401226854, 'Malta'),\n",
       " ('Wheat', 729293.097745375, 'Netherlands'),\n",
       " ('Wheat', 6143817.34772112, 'Poland'),\n",
       " ('Wheat', 100398.819112613, 'Portugal'),\n",
       " ('Wheat', 2251682.616, 'Romania'),\n",
       " ('Wheat', 1667843.38273054, 'Sweden'),\n",
       " ('Wheat', 98595.5347669663, 'Slovenia'),\n",
       " ('Wheat', 1159291.63181154, 'Slovakia'),\n",
       " ('Wheat', 9743994.41496176, 'United Kingdom'),\n",
       " ('Wheat', 37299372.3588195, 'United States'),\n",
       " ('Wheat', 673109.96, 'Japan'),\n",
       " ('Wheat', 80837019.7216, 'China'),\n",
       " ('Wheat', 14408797.4555552, 'Canada'),\n",
       " ('Wheat', 5436.7996, 'South Korea'),\n",
       " ('Wheat', 1587664.62107591, 'Brazil'),\n",
       " ('Wheat', 55091028.8479518, 'India'),\n",
       " ('Wheat', 2597461.78545004, 'Mexico'),\n",
       " ('Wheat', 36512572.8, 'Russia'),\n",
       " ('Wheat', 9099625.19001727, 'Australia'),\n",
       " ('Wheat', 395742.906278128, 'Switzerland'),\n",
       " ('Wheat', 12704241.0969541, 'Turkey'),\n",
       " ('Wheat', 0.0, 'Taiwan'),\n",
       " ('Wheat', 292425.951947378, 'Norway'),\n",
       " ('Wheat', 0.0, 'Indonesia'),\n",
       " ('Wheat', 1390618.43655996, 'South Africa'),\n",
       " ('Wheat', 43810511.4233143, 'RoW Asia and Pacific'),\n",
       " ('Wheat', 14401317.9780183, 'RoW America'),\n",
       " ('Wheat', 14149083.3144747, 'RoW Europe'),\n",
       " ('Wheat', 6905820.46201731, 'RoW Africa'),\n",
       " ('Wheat', 24084546.9181747, 'RoW Middle East'),\n",
       " ('Cereal grains nec', 2455211.7927, 'Austria'),\n",
       " ('Cereal grains nec', 834385.355775, 'Belgium'),\n",
       " ('Cereal grains nec', 553676.462956805, 'Bulgaria'),\n",
       " ('Cereal grains nec', 38044.2232781076, 'Cyprus'),\n",
       " ('Cereal grains nec', 2345729.68992563, 'Czech Republic'),\n",
       " ('Cereal grains nec', 14477257.1133, 'Germany'),\n",
       " ('Cereal grains nec', 2705523.525, 'Denmark'),\n",
       " ('Cereal grains nec', 390132.796110309, 'Estonia'),\n",
       " ('Cereal grains nec', 12659338.8834616, 'Spain'),\n",
       " ('Cereal grains nec', 2431791.20725448, 'Finland'),\n",
       " ('Cereal grains nec', 19355502.44025, 'France'),\n",
       " ('Cereal grains nec', 2032087.35014107, 'Greece'),\n",
       " ('Cereal grains nec', 4094408.20258872, 'Hungary'),\n",
       " ('Cereal grains nec', 942535.974160834, 'Ireland'),\n",
       " ('Cereal grains nec', 8509388.3208, 'Italy'),\n",
       " ('Cereal grains nec', 1086606.5446233, 'Lithuania'),\n",
       " ('Cereal grains nec', 56867.3909346319, 'Luxembourg'),\n",
       " ('Cereal grains nec', 531787.23114682, 'Latvia'),\n",
       " ('Cereal grains nec', 1077.53909884029, 'Malta'),\n",
       " ('Cereal grains nec', 379405.052011904, 'Netherlands'),\n",
       " ('Cereal grains nec', 13746215.2392703, 'Poland'),\n",
       " ('Cereal grains nec', 585167.27609804, 'Portugal'),\n",
       " ('Cereal grains nec', 3467811.54015, 'Romania'),\n",
       " ('Cereal grains nec', 2047663.01597082, 'Sweden'),\n",
       " ('Cereal grains nec', 293129.431187642, 'Slovenia'),\n",
       " ('Cereal grains nec', 1185278.8743928, 'Slovakia'),\n",
       " ('Cereal grains nec', 4252812.81587409, 'United Kingdom'),\n",
       " ('Cereal grains nec', 247023674.605894, 'United States'),\n",
       " ('Cereal grains nec', 156432.144126116, 'Japan'),\n",
       " ('Cereal grains nec', 117780234.73605, 'China'),\n",
       " ('Cereal grains nec', 20434823.7752728, 'Canada'),\n",
       " ('Cereal grains nec', 194811.583275, 'South Korea'),\n",
       " ('Cereal grains nec', 29673516.2191956, 'Brazil'),\n",
       " ('Cereal grains nec', 28377262.8166978, 'India'),\n",
       " ('Cereal grains nec', 22285445.6656082, 'Mexico'),\n",
       " ('Cereal grains nec', 22029450.802425, 'Russia'),\n",
       " ('Cereal grains nec', 7431785.6814726, 'Australia'),\n",
       " ('Cereal grains nec', 337880.340410556, 'Switzerland'),\n",
       " ('Cereal grains nec', 8286456.05937348, 'Turkey'),\n",
       " ('Cereal grains nec', 0.0, 'Taiwan'),\n",
       " ('Cereal grains nec', 577936.919879779, 'Norway'),\n",
       " ('Cereal grains nec', 9543414.87179086, 'Indonesia'),\n",
       " ('Cereal grains nec', 5483058.9868735, 'South Africa'),\n",
       " ('Cereal grains nec', 25235672.9033082, 'RoW Asia and Pacific'),\n",
       " ('Cereal grains nec', 32134811.7569214, 'RoW America'),\n",
       " ('Cereal grains nec', 20670352.7998862, 'RoW Europe'),\n",
       " ('Cereal grains nec', 61632790.7046766, 'RoW Africa'),\n",
       " ('Cereal grains nec', 11932437.1276774, 'RoW Middle East'),\n",
       " ('Vegetables, fruit, nuts', 56233.0188, 'Austria'),\n",
       " ('Vegetables, fruit, nuts', 76020.0552, 'Belgium'),\n",
       " ('Vegetables, fruit, nuts', 32217.2243131892, 'Bulgaria'),\n",
       " ('Vegetables, fruit, nuts', 10705.0539240062, 'Cyprus'),\n",
       " ('Vegetables, fruit, nuts', 16809.8915364117, 'Czech Republic'),\n",
       " ('Vegetables, fruit, nuts', 199040.004, 'Germany'),\n",
       " ('Vegetables, fruit, nuts', 9604.46160000001, 'Denmark'),\n",
       " ('Vegetables, fruit, nuts', 2500.92354504587, 'Estonia'),\n",
       " ('Vegetables, fruit, nuts', 911273.456342573, 'Spain'),\n",
       " ('Vegetables, fruit, nuts', 8161.58960689948, 'Finland'),\n",
       " ('Vegetables, fruit, nuts', 435862.6848, 'France'),\n",
       " ('Vegetables, fruit, nuts', 228824.202716699, 'Greece'),\n",
       " ('Vegetables, fruit, nuts', 82182.0660554333, 'Hungary'),\n",
       " ('Vegetables, fruit, nuts', 5543.46602711069, 'Ireland'),\n",
       " ('Vegetables, fruit, nuts', 1040926.4964, 'Italy'),\n",
       " ('Vegetables, fruit, nuts', 7251.84210568407, 'Lithuania'),\n",
       " ('Vegetables, fruit, nuts', 777.178984387055, 'Luxembourg'),\n",
       " ('Vegetables, fruit, nuts', 6550.15535842208, 'Latvia'),\n",
       " ('Vegetables, fruit, nuts', 2865.54477848971, 'Malta'),\n",
       " ('Vegetables, fruit, nuts', 149948.806713128, 'Netherlands'),\n",
       " ('Vegetables, fruit, nuts', 234189.162051076, 'Poland'),\n",
       " ('Vegetables, fruit, nuts', 137895.15958935, 'Portugal'),\n",
       " ('Vegetables, fruit, nuts', 165721.302, 'Romania'),\n",
       " ('Vegetables, fruit, nuts', 9651.68546420336, 'Sweden'),\n",
       " ('Vegetables, fruit, nuts', 11009.7809053444, 'Slovenia'),\n",
       " ('Vegetables, fruit, nuts', 79037.74274212, 'Slovakia'),\n",
       " ('Vegetables, fruit, nuts', 73948.4352859298, 'United Kingdom'),\n",
       " ('Vegetables, fruit, nuts', 2045294.4772241, 'United States'),\n",
       " ('Vegetables, fruit, nuts', 479786.94566443, 'Japan'),\n",
       " ('Vegetables, fruit, nuts', 18701507.61, 'China'),\n",
       " ('Vegetables, fruit, nuts', 18337.0381401067, 'Canada'),\n",
       " ('Vegetables, fruit, nuts', 441942.966, 'South Korea'),\n",
       " ('Vegetables, fruit, nuts', 1555881.29962313, 'Brazil'),\n",
       " ('Vegetables, fruit, nuts', 4857242.9458767, 'India'),\n",
       " ('Vegetables, fruit, nuts', 907547.439579978, 'Mexico'),\n",
       " ('Vegetables, fruit, nuts', 540981.5688, 'Russia'),\n",
       " ('Vegetables, fruit, nuts', 164063.494803214, 'Australia'),\n",
       " ('Vegetables, fruit, nuts', 26426.2876743119, 'Switzerland'),\n",
       " ('Vegetables, fruit, nuts', 1240378.56780977, 'Turkey'),\n",
       " ('Vegetables, fruit, nuts', 0.0, 'Taiwan'),\n",
       " ('Vegetables, fruit, nuts', 5501.96767494371, 'Norway'),\n",
       " ('Vegetables, fruit, nuts', 764351.843223376, 'Indonesia'),\n",
       " ('Vegetables, fruit, nuts', 259926.289597489, 'South Africa'),\n",
       " ('Vegetables, fruit, nuts', 35610465.5746728, 'RoW Asia and Pacific'),\n",
       " ('Vegetables, fruit, nuts', 2351674.26501785, 'RoW America'),\n",
       " ('Vegetables, fruit, nuts', 583052.889243465, 'RoW Europe'),\n",
       " ('Vegetables, fruit, nuts', 3449291.90325294, 'RoW Africa'),\n",
       " ('Vegetables, fruit, nuts', 2707660.20246913, 'RoW Middle East'),\n",
       " ('Oil seeds', 221502.886442637, 'Austria'),\n",
       " ('Oil seeds', 34249.3645125036, 'Belgium'),\n",
       " ('Oil seeds', 546828.343392343, 'Bulgaria'),\n",
       " ('Oil seeds', 12152.0280870635, 'Cyprus'),\n",
       " ('Oil seeds', 954551.370641863, 'Czech Republic'),\n",
       " ('Oil seeds', 4010630.95391234, 'Germany'),\n",
       " ('Oil seeds', 416185.247119339, 'Denmark'),\n",
       " ('Oil seeds', 111975.068896944, 'Estonia'),\n",
       " ('Oil seeds', 5939544.87254781, 'Spain'),\n",
       " ('Oil seeds', 93806.4900105106, 'Finland'),\n",
       " ('Oil seeds', 4820852.21962141, 'France'),\n",
       " ('Oil seeds', 3255472.03081119, 'Greece'),\n",
       " ('Oil seeds', 1340444.75410175, 'Hungary'),\n",
       " ('Oil seeds', 26546.5042293994, 'Ireland'),\n",
       " ('Oil seeds', 3358756.27286472, 'Italy'),\n",
       " ('Oil seeds', 223141.72512575, 'Lithuania'),\n",
       " ('Oil seeds', 14139.1474958642, 'Luxembourg'),\n",
       " ('Oil seeds', 166483.652211969, 'Latvia'),\n",
       " ('Oil seeds', 5.02335, 'Malta'),\n",
       " ('Oil seeds', 12303.2680583272, 'Netherlands'),\n",
       " ('Oil seeds', 1806058.02888196, 'Poland'),\n",
       " ('Oil seeds', 207471.883890923, 'Portugal'),\n",
       " ('Oil seeds', 877411.8, 'Romania'),\n",
       " ('Oil seeds', 168796.025954444, 'Sweden'),\n",
       " ('Oil seeds', 14330.2362099417, 'Slovenia'),\n",
       " ('Oil seeds', 427178.592803597, 'Slovakia'),\n",
       " ('Oil seeds', 1529875.50766478, 'United Kingdom'),\n",
       " ('Oil seeds', 74089265.9871698, 'United States'),\n",
       " ('Oil seeds', 54479.7568727765, 'Japan'),\n",
       " ('Oil seeds', 66968273.11995, 'China'),\n",
       " ('Oil seeds', 10995530.689198, 'Canada'),\n",
       " ('Oil seeds', 140427.74925, 'South Korea'),\n",
       " ('Oil seeds', 53879012.2646295, 'Brazil'),\n",
       " ('Oil seeds', 54258441.0746993, 'India'),\n",
       " ('Oil seeds', 1998721.06590293, 'Mexico'),\n",
       " ('Oil seeds', 5897633.090175, 'Russia'),\n",
       " ('Oil seeds', 2014954.12330363, 'Australia'),\n",
       " ('Oil seeds', 63234.2729890618, 'Switzerland'),\n",
       " ('Oil seeds', 4760192.56607154, 'Turkey'),\n",
       " ('Oil seeds', 0.0, 'Taiwan'),\n",
       " ('Oil seeds', 7814.4894880975, 'Norway'),\n",
       " ('Oil seeds', 82815259.2907001, 'Indonesia'),\n",
       " ('Oil seeds', 547589.99180247, 'South Africa'),\n",
       " ('Oil seeds', 114787438.9242, 'RoW Asia and Pacific'),\n",
       " ('Oil seeds', 60573666.0456431, 'RoW America'),\n",
       " ('Oil seeds', 6092968.52230543, 'RoW Europe'),\n",
       " ('Oil seeds', 32530594.0231702, 'RoW Africa'),\n",
       " ('Oil seeds', 4287259.24149025, 'RoW Middle East'),\n",
       " ('Sugar cane, sugar beet', 166013.125, 'Austria'),\n",
       " ('Sugar cane, sugar beet', 359180.625, 'Belgium'),\n",
       " ('Sugar cane, sugar beet', 1017.5016264582, 'Bulgaria'),\n",
       " ('Sugar cane, sugar beet', 0.0, 'Cyprus'),\n",
       " ('Sugar cane, sugar beet', 180423.916022486, 'Czech Republic'),\n",
       " ('Sugar cane, sugar beet', 1571193.75, 'Germany'),\n",
       " ('Sugar cane, sugar beet', 140956.25, 'Denmark'),\n",
       " ('Sugar cane, sugar beet', 0.0, 'Estonia'),\n",
       " ('Sugar cane, sugar beet', 306783.877657202, 'Spain'),\n",
       " ('Sugar cane, sugar beet', 41957.6427319034, 'Finland'),\n",
       " ('Sugar cane, sugar beet', 2076862.5, 'France'),\n",
       " ('Sugar cane, sugar beet', 54147.6738377974, 'Greece'),\n",
       " ('Sugar cane, sugar beet', 105701.295925806, 'Hungary'),\n",
       " ('Sugar cane, sugar beet', 0.0, 'Ireland'),\n",
       " ('Sugar cane, sugar beet', 291893.75, 'Italy'),\n",
       " ('Sugar cane, sugar beet', 49796.6250171559, 'Lithuania'),\n",
       " ('Sugar cane, sugar beet', 0.0, 'Luxembourg'),\n",
       " ('Sugar cane, sugar beet', 659.306426217909, 'Latvia'),\n",
       " ('Sugar cane, sugar beet', 0.0, 'Malta'),\n",
       " ('Sugar cane, sugar beet', 344426.621237362, 'Netherlands'),\n",
       " ('Sugar cane, sugar beet', 791945.103726695, 'Poland'),\n",
       " ('Sugar cane, sugar beet', 16191.180736151, 'Portugal'),\n",
       " ('Sugar cane, sugar beet', 46802.4375, 'Romania'),\n",
       " ('Sugar cane, sugar beet', 133574.684054609, 'Sweden'),\n",
       " ('Sugar cane, sugar beet', 0.0, 'Slovenia'),\n",
       " ('Sugar cane, sugar beet', 211533.114337579, 'Slovakia'),\n",
       " ('Sugar cane, sugar beet', 420797.008701133, 'United Kingdom'),\n",
       " ('Sugar cane, sugar beet', 3728912.5, 'United States'),\n",
       " ('Sugar cane, sugar beet', 362312.5, 'Japan'),\n",
       " ('Sugar cane, sugar beet', 7666432.3125, 'China'),\n",
       " ('Sugar cane, sugar beet', 43413.470306048, 'Canada'),\n",
       " ('Sugar cane, sugar beet', 0.0, 'South Korea'),\n",
       " ('Sugar cane, sugar beet', 33677158.0085943, 'Brazil'),\n",
       " ('Sugar cane, sugar beet', 41876118.1028786, 'India'),\n",
       " ('Sugar cane, sugar beet', 3254403.10100802, 'Mexico'),\n",
       " ('Sugar cane, sugar beet', 1802262.5, 'Russia'),\n",
       " ('Sugar cane, sugar beet', 2260717.91305469, 'Australia'),\n",
       " ('Sugar cane, sugar beet', 97129.1634132128, 'Switzerland'),\n",
       " ('Sugar cane, sugar beet', 774822.317736374, 'Turkey'),\n",
       " ('Sugar cane, sugar beet', 0.0, 'Taiwan'),\n",
       " ('Sugar cane, sugar beet', 0.0, 'Norway'),\n",
       " ('Sugar cane, sugar beet', 1587812.5, 'Indonesia'),\n",
       " ('Sugar cane, sugar beet', 1214528.55740409, 'South Africa'),\n",
       " ('Sugar cane, sugar beet', 12085301.3125467, 'RoW Asia and Pacific'),\n",
       " ('Sugar cane, sugar beet', 10444320.6705518, 'RoW America'),\n",
       " ('Sugar cane, sugar beet', 1626618.42917599, 'RoW Europe'),\n",
       " ('Sugar cane, sugar beet', 3569638.27323674, 'RoW Africa'),\n",
       " ('Sugar cane, sugar beet', 2160523.55213534, 'RoW Middle East'),\n",
       " ('Plant-based fibers', 2154.46375, 'Austria'),\n",
       " ('Plant-based fibers', 12124.20625, 'Belgium'),\n",
       " ('Plant-based fibers', 320.859375, 'Bulgaria'),\n",
       " ('Plant-based fibers', 0.0, 'Cyprus'),\n",
       " ('Plant-based fibers', 1598.3075, 'Czech Republic'),\n",
       " ('Plant-based fibers', 0.0, 'Germany'),\n",
       " ('Plant-based fibers', 0.0, 'Denmark'),\n",
       " ('Plant-based fibers', 110.375625, 'Estonia'),\n",
       " ('Plant-based fibers', 35745.9943191016, 'Spain'),\n",
       " ('Plant-based fibers', 0.0, 'Finland'),\n",
       " ('Plant-based fibers', 82140.0, 'France'),\n",
       " ('Plant-based fibers', 243746.718303019, 'Greece'),\n",
       " ('Plant-based fibers', 425.575079428265, 'Hungary'),\n",
       " ('Plant-based fibers', 0.0, 'Ireland'),\n",
       " ('Plant-based fibers', 1454.5625, 'Italy'),\n",
       " ('Plant-based fibers', 341.630431142832, 'Lithuania'),\n",
       " ('Plant-based fibers', 0.0, 'Luxembourg'),\n",
       " ('Plant-based fibers', 941.1875, 'Latvia'),\n",
       " ('Plant-based fibers', 0.0, 'Malta'),\n",
       " ('Plant-based fibers', 12567.4354877293, 'Netherlands'),\n",
       " ('Plant-based fibers', 440.360649736533, 'Poland'),\n",
       " ('Plant-based fibers', 0.0, 'Portugal'),\n",
       " ('Plant-based fibers', 2628.48, 'Romania'),\n",
       " ('Plant-based fibers', 0.0, 'Sweden'),\n",
       " ('Plant-based fibers', 0.0, 'Slovenia'),\n",
       " ('Plant-based fibers', 37.0000001642183, 'Slovakia'),\n",
       " ('Plant-based fibers', 14973.4375, 'United Kingdom'),\n",
       " ('Plant-based fibers', 2883776.3274156, 'United States'),\n",
       " ('Plant-based fibers', 131.10829083043, 'Japan'),\n",
       " ('Plant-based fibers', 7159159.83125, 'China'),\n",
       " ('Plant-based fibers', 30195.0742864352, 'Canada'),\n",
       " ('Plant-based fibers', 19.679375, 'South Korea'),\n",
       " ('Plant-based fibers', 1407804.39523794, 'Brazil'),\n",
       " ('Plant-based fibers', 5162897.62253, 'India'),\n",
       " ('Plant-based fibers', 137027.206932972, 'Mexico'),\n",
       " ('Plant-based fibers', 83702.37125, 'Russia'),\n",
       " ('Plant-based fibers', 256907.134307258, 'Australia'),\n",
       " ('Plant-based fibers', 0.0, 'Switzerland'),\n",
       " ('Plant-based fibers', 740487.184059951, 'Turkey'),\n",
       " ('Plant-based fibers', 0.0, 'Taiwan'),\n",
       " ('Plant-based fibers', 0.0, 'Norway'),\n",
       " ('Plant-based fibers', 51566.8075, 'Indonesia'),\n",
       " ('Plant-based fibers', 12240.1429670596, 'South Africa'),\n",
       " ('Plant-based fibers', 4229632.13033114, 'RoW Asia and Pacific'),\n",
       " ('Plant-based fibers', 403467.333221083, 'RoW America'),\n",
       " ('Plant-based fibers', 36347.5497595575, 'RoW Europe'),\n",
       " ('Plant-based fibers', 1119806.64567062, 'RoW Africa'),\n",
       " ('Plant-based fibers', 494942.266065036, 'RoW Middle East'),\n",
       " ('Crops nec', 28656.5807549517, 'Austria'),\n",
       " ('Crops nec', 159258.001224701, 'Belgium'),\n",
       " ('Crops nec', 8072.3642660901, 'Bulgaria'),\n",
       " ('Crops nec', 7049.44036590582, 'Cyprus'),\n",
       " ('Crops nec', 15425.0131636617, 'Czech Republic'),\n",
       " ('Crops nec', 498682.720333563, 'Germany'),\n",
       " ('Crops nec', 38852.7386985134, 'Denmark'),\n",
       " ('Crops nec', 7052.83993043148, 'Estonia'),\n",
       " ('Crops nec', 103941.426554156, 'Spain'),\n",
       " ('Crops nec', 28787.9100041964, 'Finland'),\n",
       " ('Crops nec', 485968.101575888, 'France'),\n",
       " ('Crops nec', 16023039.5611179, 'Greece'),\n",
       " ('Crops nec', 16947.5680583106, 'Hungary'),\n",
       " ('Crops nec', 21349.0979472075, 'Ireland'),\n",
       " ('Crops nec', 123150.692389956, 'Italy'),\n",
       " ('Crops nec', 22936.7557177771, 'Lithuania'),\n",
       " ('Crops nec', 798.545228280955, 'Luxembourg'),\n",
       " ('Crops nec', 24463.3011744011, 'Latvia'),\n",
       " ('Crops nec', 724.208386347692, 'Malta'),\n",
       " ('Crops nec', 3227350.85014803, 'Netherlands'),\n",
       " ('Crops nec', 359665.111288447, 'Poland'),\n",
       " ('Crops nec', 12472174.8199183, 'Portugal'),\n",
       " ('Crops nec', 161333.371897644, 'Romania'),\n",
       " ('Crops nec', 32610.0071402795, 'Sweden'),\n",
       " ('Crops nec', 287.705774814569, 'Slovenia'),\n",
       " ('Crops nec', 4177.51602089622, 'Slovakia'),\n",
       " ('Crops nec', 23326049.3821611, 'United Kingdom'),\n",
       " ('Crops nec', 5138244.62795261, 'United States'),\n",
       " ('Crops nec', 201012.895998885, 'Japan'),\n",
       " ('Crops nec', 7529527.041924, 'China'),\n",
       " ('Crops nec', 400229.014622644, 'Canada'),\n",
       " ('Crops nec', 49817.173639, 'South Korea'),\n",
       " ('Crops nec', 1605175.37117256, 'Brazil'),\n",
       " ('Crops nec', 1714490.2967608, 'India'),\n",
       " ('Crops nec', 171914.15679717, 'Mexico'),\n",
       " ('Crops nec', 1697784.827912, 'Russia'),\n",
       " ('Crops nec', 274034.809030917, 'Australia'),\n",
       " ('Crops nec', 23324.7358376676, 'Switzerland'),\n",
       " ('Crops nec', 285233.476937509, 'Turkey'),\n",
       " ('Crops nec', 0.0, 'Taiwan'),\n",
       " ('Crops nec', 13516.1195482268, 'Norway'),\n",
       " ('Crops nec', 1307142.55717163, 'Indonesia'),\n",
       " ('Crops nec', 93363.9696253331, 'South Africa'),\n",
       " ('Crops nec', 2467146.27029518, 'RoW Asia and Pacific'),\n",
       " ('Crops nec', 1729358.77475619, 'RoW America'),\n",
       " ('Crops nec', 940330.735893399, 'RoW Europe'),\n",
       " ('Crops nec', 7697029.68410011, 'RoW Africa'),\n",
       " ('Crops nec', 482276.578386211, 'RoW Middle East'),\n",
       " ('Cattle', 46074.2285625273, 'Austria'),\n",
       " ('Cattle', 44518.5334497371, 'Belgium'),\n",
       " ('Cattle', 2191.16987637534, 'Bulgaria'),\n",
       " ('Cattle', 946.593479438381, 'Cyprus'),\n",
       " ('Cattle', 15632.610742112, 'Czech Republic'),\n",
       " ('Cattle', 170941.353760991, 'Germany'),\n",
       " ('Cattle', 21148.272370432, 'Denmark'),\n",
       " ('Cattle', 3530.42464837221, 'Estonia'),\n",
       " ('Cattle', 94409.6005478012, 'Spain'),\n",
       " ('Cattle', 14850.0194533075, 'Finland'),\n",
       " ('Cattle', 446112.826853257, 'France'),\n",
       " ('Cattle', 11611.5567577037, 'Greece'),\n",
       " ('Cattle', 5468.86967251275, 'Hungary'),\n",
       " ('Cattle', 110034.497498999, 'Ireland'),\n",
       " ('Cattle', 172317.571917079, 'Italy'),\n",
       " ('Cattle', 12801.9383659813, 'Lithuania'),\n",
       " ('Cattle', 4183.46326834048, 'Luxembourg'),\n",
       " ('Cattle', 3292.67770532633, 'Latvia'),\n",
       " ('Cattle', 178.418316994959, 'Malta'),\n",
       " ('Cattle', 60263.7742781619, 'Netherlands'),\n",
       " ('Cattle', 73119.7118345492, 'Poland'),\n",
       " ('Cattle', 13873.2094305969, 'Portugal'),\n",
       " ('Cattle', 45745.4771881725, 'Romania'),\n",
       " ('Cattle', 20103.8845426954, 'Sweden'),\n",
       " ('Cattle', 9110.35363613091, 'Slovenia'),\n",
       " ('Cattle', 8201.75341565052, 'Slovakia'),\n",
       " ('Cattle', 193652.988797151, 'United Kingdom'),\n",
       " ('Cattle', 3369925.09229166, 'United States'),\n",
       " ('Cattle', 114932.416965157, 'Japan'),\n",
       " ('Cattle', 2118500.17722903, 'China'),\n",
       " ('Cattle', 390656.640304002, 'Canada'),\n",
       " ('Cattle', 73725.7756004647, 'South Korea'),\n",
       " ('Cattle', 2123288.79812395, 'Brazil'),\n",
       " ('Cattle', 311635.92164948, 'India'),\n",
       " ('Cattle', 440956.526339455, 'Mexico'),\n",
       " ('Cattle', 607243.196950558, 'Russia'),\n",
       " ('Cattle', 600687.078053255, 'Australia'),\n",
       " ('Cattle', 44886.6322464791, 'Switzerland'),\n",
       " ('Cattle', 151777.916119393, 'Turkey'),\n",
       " ('Cattle', 0.0, 'Taiwan'),\n",
       " ('Cattle', 23448.0464777633, 'Norway'),\n",
       " ('Cattle', 57937.9137271859, 'Indonesia'),\n",
       " ('Cattle', 131912.639230047, 'South Africa'),\n",
       " ('Cattle', 1158426.01629393, 'RoW Asia and Pacific'),\n",
       " ('Cattle', 5199755.06902981, 'RoW America'),\n",
       " ('Cattle', 392331.891170035, 'RoW Europe'),\n",
       " ('Cattle', 1481978.79843694, 'RoW Africa'),\n",
       " ('Cattle', 331619.075389999, 'RoW Middle East'),\n",
       " ('Pigs', 285266.153558316, 'Austria'),\n",
       " ('Pigs', 450487.946025378, 'Belgium'),\n",
       " ('Pigs', 15593.481200097, 'Bulgaria'),\n",
       " ('Pigs', 20089.4250825876, 'Cyprus'),\n",
       " ('Pigs', 133495.324354153, 'Czech Republic'),\n",
       " ('Pigs', 2238214.4589149, 'Germany'),\n",
       " ('Pigs', 854370.371893512, 'Denmark'),\n",
       " ('Pigs', 24354.3790441051, 'Estonia'),\n",
       " ('Pigs', 1419801.46823536, 'Spain'),\n",
       " ('Pigs', 98165.1951896563, 'Finland'),\n",
       " ('Pigs', 960086.481799554, 'France'),\n",
       " ('Pigs', 27680.702947929, 'Greece'),\n",
       " ('Pigs', 246169.448370913, 'Hungary'),\n",
       " ('Pigs', 101634.079856039, 'Ireland'),\n",
       " ('Pigs', 652950.250832163, 'Italy'),\n",
       " ('Pigs', 54977.1312264448, 'Lithuania'),\n",
       " ('Pigs', 2728.52074430032, 'Luxembourg'),\n",
       " ('Pigs', 16693.6134414405, 'Latvia'),\n",
       " ('Pigs', 2083.22991335754, 'Malta'),\n",
       " ('Pigs', 368263.819603913, 'Netherlands'),\n",
       " ('Pigs', 1008056.00942766, 'Poland'),\n",
       " ('Pigs', 152756.644173207, 'Portugal'),\n",
       " ('Pigs', 261135.652506109, 'Romania'),\n",
       " ('Pigs', 115032.858549687, 'Sweden'),\n",
       " ('Pigs', 32029.1302595639, 'Slovenia'),\n",
       " ('Pigs', 71249.0183571617, 'Slovakia'),\n",
       " ('Pigs', 392977.354955713, 'United Kingdom'),\n",
       " ('Pigs', 4543592.89169757, 'United States'),\n",
       " ('Pigs', 527003.348693436, 'Japan'),\n",
       " ('Pigs', 29535099.8250229, 'China'),\n",
       " ('Pigs', 843657.061620333, 'Canada'),\n",
       " ('Pigs', 451147.456828494, 'South Korea'),\n",
       " ('Pigs', 1024873.05598665, 'Brazil'),\n",
       " ('Pigs', 288626.71003867, 'India'),\n",
       " ('Pigs', 510547.158005962, 'Mexico'),\n",
       " ('Pigs', 1369775.38848704, 'Russia'),\n",
       " ('Pigs', 190825.744670055, 'Australia'),\n",
       " ('Pigs', 157578.910985548, 'Switzerland'),\n",
       " ('Pigs', 1.15714285714286, 'Turkey'),\n",
       " ('Pigs', 0.0, 'Taiwan'),\n",
       " ('Pigs', 52918.4985095023, 'Norway'),\n",
       " ('Pigs', 290447.357969804, 'Indonesia'),\n",
       " ('Pigs', 112766.075291821, 'South Africa'),\n",
       " ('Pigs', 4425173.88540463, 'RoW Asia and Pacific'),\n",
       " ('Pigs', 2451202.93041136, 'RoW America'),\n",
       " ('Pigs', 1516348.2380135, 'RoW Europe'),\n",
       " ('Pigs', 502246.519299225, 'RoW Africa'),\n",
       " ('Pigs', 20919.2977466612, 'RoW Middle East'),\n",
       " ('Poultry', 34146.5051445249, 'Austria'),\n",
       " ('Poultry', 74570.1716771351, 'Belgium'),\n",
       " ('Poultry', 23707.3900936178, 'Bulgaria'),\n",
       " ('Poultry', 3988.27058064328, 'Cyprus'),\n",
       " ('Poultry', 60314.9754353566, 'Czech Republic'),\n",
       " ('Poultry', 316154.336511577, 'Germany'),\n",
       " ('Poultry', 29803.2403871019, 'Denmark'),\n",
       " ('Poultry', 3496.69858719748, 'Estonia'),\n",
       " ('Poultry', 222173.563112126, 'Spain'),\n",
       " ('Poultry', 17581.6699205987, 'Finland'),\n",
       " ('Poultry', 272851.379121804, 'France'),\n",
       " ('Poultry', 22698.9394910247, 'Greece'),\n",
       " ('Poultry', 56062.9954465178, 'Hungary'),\n",
       " ('Poultry', 28762.6327518075, 'Ireland'),\n",
       " ('Poultry', 182847.417419052, 'Italy'),\n",
       " ('Poultry', 13498.1169579476, 'Lithuania'),\n",
       " ('Poultry', 99.4651288697945, 'Luxembourg'),\n",
       " ('Poultry', 6240.28895586408, 'Latvia'),\n",
       " ('Poultry', 1042.57641046504, 'Malta'),\n",
       " ('Poultry', 153655.906682314, 'Netherlands'),\n",
       " ('Poultry', 176654.65875284, 'Poland'),\n",
       " ('Poultry', 42317.6323732161, 'Portugal'),\n",
       " ('Poultry', 67707.8482412126, 'Romania'),\n",
       " ('Poultry', 21644.3128661535, 'Sweden'),\n",
       " ('Poultry', 7318.77677261272, 'Slovenia'),\n",
       " ('Poultry', 54982.1102032426, 'Slovakia'),\n",
       " ('Poultry', 228914.042338266, 'United Kingdom'),\n",
       " ('Poultry', 3861756.3672608, 'United States'),\n",
       " ('Poultry', 410658.826651609, 'Japan'),\n",
       " ('Poultry', 5129622.42949474, 'China'),\n",
       " ('Poultry', 218606.531590434, 'Canada'),\n",
       " ('Poultry', 124703.321064468, 'South Korea'),\n",
       " ('Poultry', 1373274.46280962, 'Brazil'),\n",
       " ('Poultry', 352667.179261162, 'India'),\n",
       " ('Poultry', 920217.315755293, 'Mexico'),\n",
       " ('Poultry', 705454.568048889, 'Russia'),\n",
       " ('Poultry', 177180.469199134, 'Australia'),\n",
       " ('Poultry', 19036.1533482277, 'Switzerland'),\n",
       " ('Poultry', 354493.42546044, 'Turkey'),\n",
       " ('Poultry', 0.0, 'Taiwan'),\n",
       " ('Poultry', 13678.9038380948, 'Norway'),\n",
       " ('Poultry', 268786.392790524, 'Indonesia'),\n",
       " ('Poultry', 164737.487306895, 'South Africa'),\n",
       " ('Poultry', 2274283.90787714, 'RoW Asia and Pacific'),\n",
       " ('Poultry', 3936765.19141878, 'RoW America'),\n",
       " ('Poultry', 481045.250207717, 'RoW Europe'),\n",
       " ('Poultry', 678511.62098598, 'RoW Africa'),\n",
       " ('Poultry', 1083961.88753028, 'RoW Middle East'),\n",
       " ('Meat animals nec', 188.487355835414, 'Austria'),\n",
       " ('Meat animals nec', 55.6483376758822, 'Belgium'),\n",
       " ('Meat animals nec', 4454.26950564377, 'Bulgaria'),\n",
       " ('Meat animals nec', 3423.40981704347, 'Cyprus'),\n",
       " ('Meat animals nec', 6173.22087133007, 'Czech Republic'),\n",
       " ('Meat animals nec', 2670.47058983269, 'Germany'),\n",
       " ('Meat animals nec', 9.23787282666626, 'Denmark'),\n",
       " ('Meat animals nec', 5.16474799512589, 'Estonia'),\n",
       " ('Meat animals nec', 34855.3086808409, 'Spain'),\n",
       " ('Meat animals nec', 19.7098578998475, 'Finland'),\n",
       " ('Meat animals nec', 58933.6705581146, 'France'),\n",
       " ('Meat animals nec', 27227.8788136709, 'Greece'),\n",
       " ('Meat animals nec', 7288.05971018498, 'Hungary'),\n",
       " ('Meat animals nec', 37563.2440105595, 'Ireland'),\n",
       " ('Meat animals nec', 38676.4016024877, 'Italy'),\n",
       " ('Meat animals nec', 124.057048949465, 'Lithuania'),\n",
       " ('Meat animals nec', 4.87985274258028, 'Luxembourg'),\n",
       " ('Meat animals nec', 2962.78259970607, 'Latvia'),\n",
       " ('Meat animals nec', 324.585050660114, 'Malta'),\n",
       " ('Meat animals nec', 92.4128580857763, 'Netherlands'),\n",
       " ('Meat animals nec', 733.211456104358, 'Poland'),\n",
       " ('Meat animals nec', 11120.3827684479, 'Portugal'),\n",
       " ('Meat animals nec', 37217.5090371564, 'Romania'),\n",
       " ('Meat animals nec', 1028.62054694635, 'Sweden'),\n",
       " ('Meat animals nec', 1184.4899538468, 'Slovenia'),\n",
       " ('Meat animals nec', 110.815411203298, 'Slovakia'),\n",
       " ('Meat animals nec', 172053.847937404, 'United Kingdom'),\n",
       " ('Meat animals nec', 338923.023055251, 'United States'),\n",
       " ('Meat animals nec', 1304.44550258261, 'Japan'),\n",
       " ('Meat animals nec', 5390861.23933881, 'China'),\n",
       " ('Meat animals nec', 13412.0085668728, 'Canada'),\n",
       " ('Meat animals nec', 3299.5161627907, 'South Korea'),\n",
       " ('Meat animals nec', 120003.504698096, 'Brazil'),\n",
       " ('Meat animals nec', 1819063.412384, 'India'),\n",
       " ('Meat animals nec', 157126.461070029, 'Mexico'),\n",
       " ('Meat animals nec', 253224.749597887, 'Russia'),\n",
       " ('Meat animals nec', 671676.978903197, 'Australia'),\n",
       " ('Meat animals nec', 9205.06164233293, 'Switzerland'),\n",
       " ('Meat animals nec', 303727.170142264, 'Turkey'),\n",
       " ('Meat animals nec', 0.0, 'Taiwan'),\n",
       " ('Meat animals nec', 30075.0284384491, 'Norway'),\n",
       " ('Meat animals nec', 161634.795400564, 'Indonesia'),\n",
       " ('Meat animals nec', 67981.6567173918, 'South Africa'),\n",
       " ('Meat animals nec', 2912383.20665453, 'RoW Asia and Pacific'),\n",
       " ('Meat animals nec', 837779.095218526, 'RoW America'),\n",
       " ('Meat animals nec', 134022.404771077, 'RoW Europe'),\n",
       " ('Meat animals nec', 3178077.90986549, 'RoW Africa'),\n",
       " ('Meat animals nec', 1502486.77846929, 'RoW Middle East'),\n",
       " ('Animal products nec', 93.422450493964, 'Austria'),\n",
       " ('Animal products nec', 24.2389608840358, 'Belgium'),\n",
       " ('Animal products nec', 33.9111373197785, 'Bulgaria'),\n",
       " ('Animal products nec', 5.08359183536011, 'Cyprus'),\n",
       " ('Animal products nec', 180.594721472217, 'Czech Republic'),\n",
       " ('Animal products nec', 146.725580445646, 'Germany'),\n",
       " ('Animal products nec', 37.237116625063, 'Denmark'),\n",
       " ('Animal products nec', 34.2073857859902, 'Estonia'),\n",
       " ('Animal products nec', 354.021784124043, 'Spain'),\n",
       " ('Animal products nec', 311.908290331508, 'Finland'),\n",
       " ('Animal products nec', 115.08183085722, 'France'),\n",
       " ('Animal products nec', 418.310484162921, 'Greece'),\n",
       " ('Animal products nec', 175.931234728135, 'Hungary'),\n",
       " ('Animal products nec', 16.1971157274779, 'Ireland'),\n",
       " ('Animal products nec', 13.9763927813744, 'Italy'),\n",
       " ('Animal products nec', 7.40893319234474, 'Lithuania'),\n",
       " ('Animal products nec', 2.62078456929496, 'Luxembourg'),\n",
       " ('Animal products nec', 9.41797192177481, 'Latvia'),\n",
       " ('Animal products nec', 0.0, 'Malta'),\n",
       " ('Animal products nec', 0.0, 'Netherlands'),\n",
       " ('Animal products nec', 89.954367922361, 'Poland'),\n",
       " ('Animal products nec', 66.1449126283783, 'Portugal'),\n",
       " ('Animal products nec', 282.331579338815, 'Romania'),\n",
       " ('Animal products nec', 30.6030953967838, 'Sweden'),\n",
       " ('Animal products nec', 23.8942024171248, 'Slovenia'),\n",
       " ('Animal products nec', 61.710754212375, 'Slovakia'),\n",
       " ('Animal products nec', 109.846043139879, 'United Kingdom'),\n",
       " ('Animal products nec', 35337.2746904956, 'United States'),\n",
       " ('Animal products nec', 259.551012779975, 'Japan'),\n",
       " ('Animal products nec', 2270280.753455, 'China'),\n",
       " ('Animal products nec', 434.474696683371, 'Canada'),\n",
       " ('Animal products nec', 32503.23296, 'South Korea'),\n",
       " ('Animal products nec', 57346.5201985413, 'Brazil'),\n",
       " ('Animal products nec', 38179.4740419771, 'India'),\n",
       " ('Animal products nec', 31127.3779572641, 'Mexico'),\n",
       " ('Animal products nec', 40441.647895, 'Russia'),\n",
       " ('Animal products nec', 6694.52232269908, 'Australia'),\n",
       " ('Animal products nec', 2102.22344589609, 'Switzerland'),\n",
       " ('Animal products nec', 42395.2867172117, 'Turkey'),\n",
       " ('Animal products nec', 0.0, 'Taiwan'),\n",
       " ('Animal products nec', 443.771361551441, 'Norway'),\n",
       " ('Animal products nec', 106915.088711296, 'Indonesia'),\n",
       " ('Animal products nec', 322.281001778858, 'South Africa'),\n",
       " ('Animal products nec', 289501.625449981, 'RoW Asia and Pacific'),\n",
       " ('Animal products nec', 113330.594451688, 'RoW America'),\n",
       " ('Animal products nec', 7992.9452040509, 'RoW Europe'),\n",
       " ('Animal products nec', 65726.3619300667, 'RoW Africa'),\n",
       " ('Animal products nec', 21064.9893413044, 'RoW Middle East'),\n",
       " ('Raw milk', 42906.8331708546, 'Austria'),\n",
       " ('Raw milk', 36567.6740058863, 'Belgium'),\n",
       " ('Raw milk', 14144.0323381825, 'Bulgaria'),\n",
       " ('Raw milk', 2223.39794418525, 'Cyprus'),\n",
       " ('Raw milk', 37462.8248048875, 'Czech Republic'),\n",
       " ('Raw milk', 397330.476975523, 'Germany'),\n",
       " ('Raw milk', 65994.5201510916, 'Denmark'),\n",
       " ('Raw milk', 9805.09300266738, 'Estonia'),\n",
       " ('Raw milk', 98355.7561441073, 'Spain'),\n",
       " ('Raw milk', 33485.7534860473, 'Finland'),\n",
       " ('Raw milk', 324142.569290134, 'France'),\n",
       " ('Raw milk', 26350.165886637, 'Greece'),\n",
       " ('Raw milk', 24823.9595068605, 'Hungary'),\n",
       " ('Raw milk', 72126.4606836482, 'Ireland'),\n",
       " ('Raw milk', 153973.988256291, 'Italy'),\n",
       " ('Raw milk', 27760.830878708, 'Lithuania'),\n",
       " ('Raw milk', 3874.16355631603, 'Luxembourg'),\n",
       " ('Raw milk', 11955.3638819158, 'Latvia'),\n",
       " ('Raw milk', 540.415751798049, 'Malta'),\n",
       " ('Raw milk', 157484.379555356, 'Netherlands'),\n",
       " ('Raw milk', 170932.851901608, 'Poland'),\n",
       " ('Raw milk', 27070.3690510605, 'Portugal'),\n",
       " ('Raw milk', 87116.3544711409, 'Romania'),\n",
       " ('Raw milk', 42087.6922994354, 'Sweden'),\n",
       " ('Raw milk', 8813.49991335662, 'Slovenia'),\n",
       " ('Raw milk', 128893.122389626, 'Slovakia'),\n",
       " ('Raw milk', 191337.740633756, 'United Kingdom'),\n",
       " ('Raw milk', 1212323.04, 'United States'),\n",
       " ('Raw milk', 115306.848, 'Japan'),\n",
       " ('Raw milk', 573460.848, 'China'),\n",
       " ('Raw milk', 117149.596320129, 'Canada'),\n",
       " ('Raw milk', 31582.44, 'South Korea'),\n",
       " ('Raw milk', 311378.277952936, 'Brazil'),\n",
       " ('Raw milk', 1487232.0, 'India'),\n",
       " ('Raw milk', 151357.891016641, 'Mexico'),\n",
       " ('Raw milk', 463326.7968, 'Russia'),\n",
       " ('Raw milk', 137465.945370395, 'Australia'),\n",
       " ('Raw milk', 55931.8160924953, 'Switzerland'),\n",
       " ('Raw milk', 177143.869153277, 'Turkey'),\n",
       " ('Raw milk', 0.0, 'Taiwan'),\n",
       " ('Raw milk', 22946.6558442713, 'Norway'),\n",
       " ('Raw milk', 13294.0044612974, 'Indonesia'),\n",
       " ('Raw milk', 41608.1051022078, 'South Africa'),\n",
       " ('Raw milk', 1021100.26916832, 'RoW Asia and Pacific'),\n",
       " ('Raw milk', 711621.69090929, 'RoW America'),\n",
       " ('Raw milk', 379946.63395782, 'RoW Europe'),\n",
       " ('Raw milk', 430806.863197429, 'RoW Africa'),\n",
       " ('Raw milk', 276455.681833182, 'RoW Middle East'),\n",
       " ('Wool, silk-worm cocoons', 214.5024, 'Austria'),\n",
       " ('Wool, silk-worm cocoons', 179.928, 'Belgium'),\n",
       " ('Wool, silk-worm cocoons', 5003.33772289878, 'Bulgaria'),\n",
       " ('Wool, silk-worm cocoons', 130.536, 'Cyprus'),\n",
       " ('Wool, silk-worm cocoons', 210.966357885279, 'Czech Republic'),\n",
       " ('Wool, silk-worm cocoons', 4908.8592, 'Germany'),\n",
       " ('Wool, silk-worm cocoons', 109.368, 'Denmark'),\n",
       " ('Wool, silk-worm cocoons', 109.368, 'Estonia'),\n",
       " ('Wool, silk-worm cocoons', 20340.9998240485, 'Spain'),\n",
       " ('Wool, silk-worm cocoons', 63.3494377237654, 'Finland'),\n",
       " ('Wool, silk-worm cocoons', 7233.1056, 'France'),\n",
       " ('Wool, silk-worm cocoons', 6108.78835929519, 'Greece'),\n",
       " ('Wool, silk-worm cocoons', 3214.55727773316, 'Hungary'),\n",
       " ('Wool, silk-worm cocoons', 8886.15843648379, 'Ireland'),\n",
       " ('Wool, silk-worm cocoons', 6538.7952, 'Italy'),\n",
       " ('Wool, silk-worm cocoons', 52.88440568059, 'Lithuania'),\n",
       " ('Wool, silk-worm cocoons', 10.584, 'Luxembourg'),\n",
       " ('Wool, silk-worm cocoons', 45.864, 'Latvia'),\n",
       " ('Wool, silk-worm cocoons', 0.0, 'Malta'),\n",
       " ('Wool, silk-worm cocoons', 2540.16, 'Netherlands'),\n",
       " ('Wool, silk-worm cocoons', 673.467683191708, 'Poland'),\n",
       " ('Wool, silk-worm cocoons', 5572.54526465858, 'Portugal'),\n",
       " ('Wool, silk-worm cocoons', 15352.4448, 'Romania'),\n",
       " ('Wool, silk-worm cocoons', 98.784, 'Sweden'),\n",
       " ('Wool, silk-worm cocoons', 119.952, 'Slovenia'),\n",
       " ('Wool, silk-worm cocoons', 691.274514687605, 'Slovakia'),\n",
       " ('Wool, silk-worm cocoons', 43205.5028469255, 'United Kingdom'),\n",
       " ('Wool, silk-worm cocoons', 11026.831670916, 'United States'),\n",
       " ('Wool, silk-worm cocoons', 305.5248, 'Japan'),\n",
       " ('Wool, silk-worm cocoons', 515845.8144, 'China'),\n",
       " ('Wool, silk-worm cocoons', 1000.88137086648, 'Canada'),\n",
       " ('Wool, silk-worm cocoons', 2.1168, 'South Korea'),\n",
       " ('Wool, silk-worm cocoons', 11257.7743891081, 'Brazil'),\n",
       " ('Wool, silk-worm cocoons', 121090.350849059, 'India'),\n",
       " ('Wool, silk-worm cocoons', 3188.42731568494, 'Mexico'),\n",
       " ('Wool, silk-worm cocoons', 36706.7232, 'Russia'),\n",
       " ('Wool, silk-worm cocoons', 316813.797666527, 'Australia'),\n",
       " ('Wool, silk-worm cocoons', 404.727626243061, 'Switzerland'),\n",
       " ('Wool, silk-worm cocoons', 32997.296304933, 'Turkey'),\n",
       " ('Wool, silk-worm cocoons', 0.0, 'Taiwan'),\n",
       " ('Wool, silk-worm cocoons', 3116.20502211425, 'Norway'),\n",
       " ('Wool, silk-worm cocoons', 18935.3831341726, 'Indonesia'),\n",
       " ('Wool, silk-worm cocoons', 20265.8560219968, 'South Africa'),\n",
       " ('Wool, silk-worm cocoons', 201907.899855331, 'RoW Asia and Pacific'),\n",
       " ('Wool, silk-worm cocoons', 122879.708681031, 'RoW America'),\n",
       " ('Wool, silk-worm cocoons', 11444.263919387, 'RoW Europe'),\n",
       " ('Wool, silk-worm cocoons', 119390.520816989, 'RoW Africa'),\n",
       " ('Wool, silk-worm cocoons', 122383.558243619, 'RoW Middle East'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  4638223.76444226,\n",
       "  'Austria'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  979051.640209405,\n",
       "  'Belgium'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  920290.993451725,\n",
       "  'Bulgaria'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  585.050236047127,\n",
       "  'Cyprus'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  4092368.75966249,\n",
       "  'Czech Republic'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  15735328.31512,\n",
       "  'Germany'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  546710.180118874,\n",
       "  'Denmark'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  1007851.64550605,\n",
       "  'Estonia'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  2819923.89442293,\n",
       "  'Spain'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  12732084.4339311,\n",
       "  'Finland'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  13469233.5331632,\n",
       "  'France'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  241906.980492672,\n",
       "  'Greece'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  1241502.37058619,\n",
       "  'Hungary'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  587122.057767,\n",
       "  'Ireland'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  1977920.66083064,\n",
       "  'Italy'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  1315193.94725731,\n",
       "  'Lithuania'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  65532.7298220581,\n",
       "  'Luxembourg'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  2735725.33263826,\n",
       "  'Latvia'),\n",
       " ('Products of forestry, logging and related services', 0.0, 'Malta'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  7255.51572198143,\n",
       "  'Netherlands'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  8070828.14287743,\n",
       "  'Poland'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  2402407.10653468,\n",
       "  'Portugal'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  3624752.963642,\n",
       "  'Romania'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  16984974.9895676,\n",
       "  'Sweden'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  552480.192071353,\n",
       "  'Slovenia'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  2947200.04949814,\n",
       "  'Slovakia'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  2141168.00714644,\n",
       "  'United Kingdom'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  93530321.1638021,\n",
       "  'United States'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  3930872.8025825,\n",
       "  'Japan'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  68225108.4874799,\n",
       "  'China'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  34839457.1662477,\n",
       "  'Canada'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  1198289.494599,\n",
       "  'South Korea'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  62368092.9021283,\n",
       "  'Brazil'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  82656843.1336601,\n",
       "  'India'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  10687892.4539239,\n",
       "  'Mexico'),\n",
       " ('Products of forestry, logging and related services', 50075862.66, 'Russia'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  7600871.64546964,\n",
       "  'Australia'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  1060130.05958178,\n",
       "  'Switzerland'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  4234919.44326056,\n",
       "  'Turkey'),\n",
       " ('Products of forestry, logging and related services', 0.0, 'Taiwan'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  2064836.82028136,\n",
       "  'Norway'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  29000336.4735493,\n",
       "  'Indonesia'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  7666181.86623208,\n",
       "  'South Africa'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  82189819.0169777,\n",
       "  'RoW Asia and Pacific'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  47838945.7867467,\n",
       "  'RoW America'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  17059571.350842,\n",
       "  'RoW Europe'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  157282858.111486,\n",
       "  'RoW Africa'),\n",
       " ('Products of forestry, logging and related services',\n",
       "  4853702.68737421,\n",
       "  'RoW Middle East'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  115.56,\n",
       "  'Austria'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  2685.74376574159,\n",
       "  'Belgium'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  483.983868681557,\n",
       "  'Bulgaria'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  153176.282458544,\n",
       "  'Cyprus'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  6161.82755787788,\n",
       "  'Czech Republic'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  59530.4028459433,\n",
       "  'Germany'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  23713.0071228613,\n",
       "  'Denmark'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  6345.55616377885,\n",
       "  'Estonia'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  44044.4777577083,\n",
       "  'Spain'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  9390.29854005913,\n",
       "  'Finland'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  31609.7225332614,\n",
       "  'France'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  65082.2064615761,\n",
       "  'Greece'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  846.15092255734,\n",
       "  'Hungary'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  213873.363250116,\n",
       "  'Ireland'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  18502.0843550468,\n",
       "  'Italy'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  10753.8265081389,\n",
       "  'Lithuania'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  0.0,\n",
       "  'Luxembourg'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  11439.8011769167,\n",
       "  'Latvia'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  21021.8915665058,\n",
       "  'Malta'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  28810.5741818903,\n",
       "  'Netherlands'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  6979.09578062826,\n",
       "  'Poland'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  10563.68,\n",
       "  'Portugal'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  1232.52210832754,\n",
       "  'Romania'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  9744.73331828123,\n",
       "  'Sweden'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  97.9969208490566,\n",
       "  'Slovenia'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  479.261601418755,\n",
       "  'Slovakia'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  60843.6777842812,\n",
       "  'United Kingdom'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  211858.951859939,\n",
       "  'United States'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  226757.391,\n",
       "  'Japan'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  2246427.49212,\n",
       "  'China'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  35293.563259084,\n",
       "  'Canada'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  131488.628050519,\n",
       "  'South Korea'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  42438.1952295375,\n",
       "  'Brazil'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  278817.823784108,\n",
       "  'India'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  64776.3965380578,\n",
       "  'Mexico'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  143658.925780004,\n",
       "  'Russia'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  9773.24399575833,\n",
       "  'Australia'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  103.72,\n",
       "  'Switzerland'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  30906.4518920774,\n",
       "  'Turkey'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  0.0,\n",
       "  'Taiwan'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  127716.703220851,\n",
       "  'Norway'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  321577.271756908,\n",
       "  'Indonesia'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  27637.5000114171,\n",
       "  'South Africa'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  963195.355479344,\n",
       "  'RoW Asia and Pacific'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  635636.401821661,\n",
       "  'RoW America'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  125390.980790705,\n",
       "  'RoW Europe'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  256994.869073112,\n",
       "  'RoW Africa'),\n",
       " ('Fish and other fishing products; services incidental of fishing',\n",
       "  41754.4127069807,\n",
       "  'RoW Middle East'),\n",
       " ('Coal etc.', 999.145863982268, 'Austria'),\n",
       " ('Coal etc.', 0.0, 'Belgium'),\n",
       " ('Coal etc.', 28226938.788708035, 'Bulgaria'),\n",
       " ('Coal etc.', 0.0, 'Cyprus'),\n",
       " ('Coal etc.', 62587138.84215391, 'Czech Republic'),\n",
       " ('Coal etc.', 208402695.04111886, 'Germany'),\n",
       " ('Coal etc.', 0.0, 'Denmark'),\n",
       " ('Coal etc.', 16551958.36075931, 'Estonia'),\n",
       " ('Coal etc.', 16313871.917628039, 'Spain'),\n",
       " ('Coal etc.', 4095889.94034117, 'Finland'),\n",
       " ('Coal etc.', 95989.02447556554, 'France'),\n",
       " ('Coal etc.', 66400540.45934812, 'Greece'),\n",
       " ('Coal etc.', 6135175.16505273, 'Hungary'),\n",
       " ('Coal etc.', 2928751.0295864916, 'Ireland'),\n",
       " ('Coal etc.', 146310.428608865, 'Italy'),\n",
       " ('Coal etc.', 63963.066941767196, 'Lithuania'),\n",
       " ('Coal etc.', 0.0, 'Luxembourg'),\n",
       " ('Coal etc.', 10595.9684848207, 'Latvia'),\n",
       " ('Coal etc.', 0.0, 'Malta'),\n",
       " ('Coal etc.', 0.0, 'Netherlands'),\n",
       " ('Coal etc.', 143131009.05579022, 'Poland'),\n",
       " ('Coal etc.', 0.0, 'Portugal'),\n",
       " ('Coal etc.', 35816950.002744, 'Romania'),\n",
       " ('Coal etc.', 323363.169859426, 'Sweden'),\n",
       " ('Coal etc.', 4472013.54892604, 'Slovenia'),\n",
       " ('Coal etc.', 1990407.90744748, 'Slovakia'),\n",
       " ('Coal etc.', 15463597.077599125, 'United Kingdom'),\n",
       " ('Coal etc.', 1168264441.74443, 'United States'),\n",
       " ('Coal etc.', 924.284952790703, 'Japan'),\n",
       " ('Coal etc.', 2405794209.0020695, 'China'),\n",
       " ('Coal etc.', 66099277.15873647, 'Canada'),\n",
       " ('Coal etc.', 2427475.97574837, 'South Korea'),\n",
       " ('Coal etc.', 5907710.094421672, 'Brazil'),\n",
       " ('Coal etc.', 473300156.4869433, 'India'),\n",
       " ('Coal etc.', 10790386.12502497, 'Mexico'),\n",
       " ('Coal etc.', 287081269.2762507, 'Russia'),\n",
       " ('Coal etc.', 389607089.2813929, 'Australia'),\n",
       " ('Coal etc.', 0.0, 'Switzerland'),\n",
       " ('Coal etc.', 73652129.54844739, 'Turkey'),\n",
       " ('Coal etc.', 0.0, 'Taiwan'),\n",
       " ('Coal etc.', 3924504.01026269, 'Norway'),\n",
       " ('Coal etc.', 260569708.93802044, 'Indonesia'),\n",
       " ('Coal etc.', 247666843.72848317, 'South Africa'),\n",
       " ('Coal etc.', 191792322.05437917, 'RoW Asia and Pacific'),\n",
       " ('Coal etc.', 82107216.43294354, 'RoW America'),\n",
       " ('Coal etc.', 117261567.7191341, 'RoW Europe'),\n",
       " ('Coal etc.', 1822459.7729479175, 'RoW Africa'),\n",
       " ('Coal etc.', 553.6779865723672, 'RoW Middle East'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  784981.186151679,\n",
       "  'Austria'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  0.0,\n",
       "  'Belgium'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  24746.9532783999,\n",
       "  'Bulgaria'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  0.0,\n",
       "  'Cyprus'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  220035.687967807,\n",
       "  'Czech Republic'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  3358896.85955487,\n",
       "  'Germany'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  13108351.8875529,\n",
       "  'Denmark'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  0.0,\n",
       "  'Estonia'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  140537.596849221,\n",
       "  'Spain'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  0.0,\n",
       "  'Finland'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  973909.44034917,\n",
       "  'France'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  67954.3027822156,\n",
       "  'Greece'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  130071.478676578,\n",
       "  'Hungary'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  0.0,\n",
       "  'Ireland'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  4544688.5370551,\n",
       "  'Italy'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  154134.851042852,\n",
       "  'Lithuania'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  0.0,\n",
       "  'Luxembourg'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  0.0,\n",
       "  'Latvia'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  0.0,\n",
       "  'Malta'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  2067884.8310859,\n",
       "  'Netherlands'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  388550.400445013,\n",
       "  'Poland'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  0.0,\n",
       "  'Portugal'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  4537133.51294356,\n",
       "  'Romania'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  0.0,\n",
       "  'Sweden'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  0.0,\n",
       "  'Slovenia'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  21635.1744475201,\n",
       "  'Slovakia'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  69471066.0527259,\n",
       "  'United Kingdom'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  248557109.567483,\n",
       "  'United States'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  285932.901728229,\n",
       "  'Japan'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  186308989.700571,\n",
       "  'China'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  100328546.764767,\n",
       "  'Canada'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  31916.3733946749,\n",
       "  'South Korea'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  87598003.0721829,\n",
       "  'Brazil'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  34096053.3122053,\n",
       "  'India'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  160830464.753881,\n",
       "  'Mexico'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  463820683.355778,\n",
       "  'Russia'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  21202660.6313897,\n",
       "  'Australia'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  0.0,\n",
       "  'Switzerland'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  2054016.25468282,\n",
       "  'Turkey'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  0.0,\n",
       "  'Taiwan'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  109861749.004709,\n",
       "  'Norway'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  41323323.9616034,\n",
       "  'Indonesia'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  0.0,\n",
       "  'South Africa'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  194462269.177454,\n",
       "  'RoW Asia and Pacific'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  257702297.971916,\n",
       "  'RoW America'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  7065605.26431529,\n",
       "  'RoW Europe'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  485031163.401946,\n",
       "  'RoW Africa'),\n",
       " ('Crude petroleum and services related to crude oil extraction, excluding surveying',\n",
       "  1245287976.85684,\n",
       "  'RoW Middle East'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  1400317.8737408961,\n",
       "  'Austria'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  0.0,\n",
       "  'Belgium'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  166648.456742577,\n",
       "  'Bulgaria'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  0.0,\n",
       "  'Cyprus'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  61545.0120177492,\n",
       "  'Czech Republic'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  11396686.955330739,\n",
       "  'Germany'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  6134350.93881147,\n",
       "  'Denmark'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  0.0,\n",
       "  'Estonia'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  0.0,\n",
       "  'Spain'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  0.0,\n",
       "  'Finland'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  326169.0329270379,\n",
       "  'France'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  20513.02937540908,\n",
       "  'Greece'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  293927.1822861966,\n",
       "  'Hungary'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  269645.684776865,\n",
       "  'Ireland'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  6243071.5367813,\n",
       "  'Italy'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  0.0,\n",
       "  'Lithuania'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  0.0,\n",
       "  'Luxembourg'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  0.0,\n",
       "  'Latvia'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  0.0,\n",
       "  'Malta'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  48031939.307572,\n",
       "  'Netherlands'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  1799918.7389648135,\n",
       "  'Poland'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  0.0,\n",
       "  'Portugal'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  7845392.741388453,\n",
       "  'Romania'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  0.0,\n",
       "  'Sweden'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  0.0,\n",
       "  'Slovenia'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  96623.07943696796,\n",
       "  'Slovakia'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  62065694.50237182,\n",
       "  'United Kingdom'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  430903261.6429127,\n",
       "  'United States'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  4112579.499846582,\n",
       "  'Japan'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  49815959.44478048,\n",
       "  'China'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  148841405.78636634,\n",
       "  'Canada'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  318096.276448707,\n",
       "  'South Korea'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  10936923.37749876,\n",
       "  'Brazil'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  22680588.6877259,\n",
       "  'India'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  45293954.034880295,\n",
       "  'Mexico'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  427709773.56567794,\n",
       "  'Russia'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  35308914.97329865,\n",
       "  'Australia'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  0.0,\n",
       "  'Switzerland'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  604229.2306721024,\n",
       "  'Turkey'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  0.0,\n",
       "  'Taiwan'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  76308848.94557026,\n",
       "  'Norway'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  57719073.09901908,\n",
       "  'Indonesia'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  1233695.052635145,\n",
       "  'South Africa'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  269173832.63667804,\n",
       "  'RoW Asia and Pacific'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  117168089.08599369,\n",
       "  'RoW America'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  18082836.14928033,\n",
       "  'RoW Europe'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  143868451.03449148,\n",
       "  'RoW Africa'),\n",
       " ('Natural gas and services related to natural gas extraction, excluding surveying',\n",
       "  410393491.0417223,\n",
       "  'RoW Middle East'),\n",
       " ('Other Hydrocarbons', 0.0, 'Austria'),\n",
       " ('Other Hydrocarbons', 0.0, 'Belgium'),\n",
       " ('Other Hydrocarbons', 27999.9044616413, 'Bulgaria'),\n",
       " ('Other Hydrocarbons', 0.0, 'Cyprus'),\n",
       " ('Other Hydrocarbons', 70931.0853667091, 'Czech Republic'),\n",
       " ('Other Hydrocarbons', 22965.6574987893, 'Germany'),\n",
       " ('Other Hydrocarbons', 0.0, 'Denmark'),\n",
       " ('Other Hydrocarbons', 421985.051020503, 'Estonia'),\n",
       " ('Other Hydrocarbons', 0.0, 'Spain'),\n",
       " ('Other Hydrocarbons', 0.0, 'Finland'),\n",
       " ('Other Hydrocarbons', 0.0, 'France'),\n",
       " ('Other Hydrocarbons', 0.0, 'Greece'),\n",
       " ('Other Hydrocarbons', 3618.43926601812, 'Hungary'),\n",
       " ('Other Hydrocarbons', 0.0, 'Ireland'),\n",
       " ('Other Hydrocarbons', 0.0, 'Italy'),\n",
       " ('Other Hydrocarbons', 0.0, 'Lithuania'),\n",
       " ('Other Hydrocarbons', 0.0, 'Luxembourg'),\n",
       " ('Other Hydrocarbons', 0.0, 'Latvia'),\n",
       " ('Other Hydrocarbons', 0.0, 'Malta'),\n",
       " ('Other Hydrocarbons', 0.0, 'Netherlands'),\n",
       " ('Other Hydrocarbons', 0.0, 'Poland'),\n",
       " ('Other Hydrocarbons', 0.0, 'Portugal'),\n",
       " ('Other Hydrocarbons', 176000.247293435, 'Romania'),\n",
       " ('Other Hydrocarbons', 0.0, 'Sweden'),\n",
       " ('Other Hydrocarbons', 0.0, 'Slovenia'),\n",
       " ('Other Hydrocarbons', 141000.067000514, 'Slovakia'),\n",
       " ('Other Hydrocarbons', 0.0, 'United Kingdom'),\n",
       " ('Other Hydrocarbons', 2131817.10425873, 'United States'),\n",
       " ('Other Hydrocarbons', 0.0, 'Japan'),\n",
       " ('Other Hydrocarbons', 0.0, 'China'),\n",
       " ('Other Hydrocarbons', 34301536.82176, 'Canada'),\n",
       " ('Other Hydrocarbons', 0.0, 'South Korea'),\n",
       " ('Other Hydrocarbons', 0.0, 'Brazil'),\n",
       " ('Other Hydrocarbons', 0.0, 'India'),\n",
       " ('Other Hydrocarbons', 0.0, 'Mexico'),\n",
       " ('Other Hydrocarbons', 0.0, 'Russia'),\n",
       " ('Other Hydrocarbons', 0.0, 'Australia'),\n",
       " ('Other Hydrocarbons', 0.0, 'Switzerland'),\n",
       " ('Other Hydrocarbons', 0.0, 'Turkey'),\n",
       " ('Other Hydrocarbons', 0.0, 'Taiwan'),\n",
       " ...]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sheet = wb.sheet_by_name(\"Physical supply 2007\")\n",
    "supply = [(\n",
    "        sheet.cell(row, 0).value,\n",
    "        sheet.cell(row, col).value,\n",
    "        sheet.cell(0, col).value\n",
    ") \n",
    "for row in range(1, sheet.nrows)\n",
    "for col in range(2, sheet.ncols)\n",
    "]\n",
    "supply"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get spatial scale for exiobase"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Australia\n",
      "Austria\n",
      "Belgium\n",
      "Brazil\n",
      "Bulgaria\n",
      "Canada\n",
      "China\n",
      "Cyprus\n",
      "Czech Republic\n",
      "Denmark\n",
      "Estonia\n",
      "Finland\n",
      "France\n",
      "Germany\n",
      "Greece\n",
      "Hungary\n",
      "India\n",
      "Indonesia\n",
      "Ireland\n",
      "Italy\n",
      "Japan\n",
      "Latvia\n",
      "Lithuania\n",
      "Luxembourg\n",
      "Malta\n",
      "Mexico\n",
      "Netherlands\n",
      "Norway\n",
      "Poland\n",
      "Portugal\n",
      "RoW Africa\n",
      "RoW America\n",
      "RoW Asia and Pacific\n",
      "RoW Europe\n",
      "RoW Middle East\n",
      "Romania\n",
      "Russia\n",
      "Slovakia\n",
      "Slovenia\n",
      "South Africa\n",
      "South Korea\n",
      "Spain\n",
      "Sweden\n",
      "Switzerland\n",
      "Taiwan\n",
      "Turkey\n",
      "United Kingdom\n",
      "United States\n"
     ]
    }
   ],
   "source": [
    "exiobase_world = {x[2] for x in supply}\n",
    "for x in sorted(exiobase_world):\n",
    "    print(x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get datasets that can be disaggregated, based on industry code matching with what is available in exiobase"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def get_code_in_exiobase_codes(code):\n",
    "    code = code.split(\":\")[0]\n",
    "    # Take care of 1000a codes - strip last letter\n",
    "    try:\n",
    "        int(code)\n",
    "    except ValueError:\n",
    "        code = code[:-1]\n",
    "    if int(code) in codes:\n",
    "        return int(code)\n",
    "    elif len(code) > 2 and int(code[:-2]) in codes:\n",
    "        return int(code[:-2])\n",
    "    elif len(code) > 4 and int(code[:-4]) in codes:\n",
    "        return int(code[:-4])\n",
    "    else:\n",
    "        return None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "to_disaggregate = set()\n",
    "\n",
    "for ds in db:\n",
    "    if ds['location'] == 'GLO' and ds.get('classifications'):\n",
    "        try:\n",
    "            code = get_code_in_exiobase_codes(dict(ds['classifications'])['ISIC rev.4 ecoinvent'])\n",
    "            assert code\n",
    "            to_disaggregate.add((code, ds))\n",
    "        except (KeyError, AssertionError):\n",
    "            continue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2398 out of 2683 can be disaggregated\n"
     ]
    }
   ],
   "source": [
    "print(len(to_disaggregate), \"out of 2683 can be disaggregated\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{(2, 'market for cork slab' (kilogram, GLO, None)),\n",
       " (2732, 'cable production, three-conductor cable' (meter, GLO, None)),\n",
       " (26, 'market for computer, desktop, without screen' (unit, GLO, None)),\n",
       " (16,\n",
       "  'market for wood preservation, spray tunnel/deluging, water-based, outdoor use, no ground contact' (kilogram, GLO, None)),\n",
       " (2021, 'market for benzimidazole-compound' (kilogram, GLO, None)),\n",
       " (2710, 'market for transformer, high voltage use' (kilogram, GLO, None)),\n",
       " (30, 'market for offshore platform, natural gas' (unit, GLO, None)),\n",
       " (1, 'market for grass silage, organic' (kilogram, GLO, None)),\n",
       " (10, 'palm oil refinery operation' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'cable production, network cable, category 5, without plugs' (meter, GLO, None)),\n",
       " (24, 'market for precious metal for jewellery' (cubic meter, GLO, None)),\n",
       " (20, 'market for 3-methyl-1-butanol' (kilogram, GLO, None)),\n",
       " (25,\n",
       "  'market for impact extrusion of steel, hot, 2 strokes' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'market for cable, connector for computer, without plugs' (meter, GLO, None)),\n",
       " (25,\n",
       "  'market for laser machining, metal, with CO2-laser, 2000W power' (hour, GLO, None)),\n",
       " (2, 'market for harvesting, forestry harvester' (hour, GLO, None)),\n",
       " (113, 'market for potato seed, at farm' (kilogram, GLO, None)),\n",
       " (20, 'market for aminopyridine' (kilogram, GLO, None)),\n",
       " (50, 'transport, freight, sea, transoceanic ship' (ton kilometer, GLO, None)),\n",
       " (1,\n",
       "  'field application of vinasse, from fermentation of sweet sorghum' (kilogram, GLO, None)),\n",
       " (23,\n",
       "  'market for glass cullet, for Saint-Gobain ISOVER SA' (kilogram, GLO, None)),\n",
       " (10,\n",
       "  'soybean oil, refined, to generic market for vegetable oil, refined' (kilogram, GLO, None)),\n",
       " (20, 'market for lithium chloride' (kilogram, GLO, None)),\n",
       " (23, 'market for foam glass' (kilogram, GLO, None)),\n",
       " (20, 'silicon tetrachloride production' (kilogram, GLO, None)),\n",
       " (4100, 'market for blister-copper conversion facility' (unit, GLO, None)),\n",
       " (20, 'market for sodium tetrahydridoborate' (kilogram, GLO, None)),\n",
       " (24, 'market for iron pellet' (kilogram, GLO, None)),\n",
       " (28, 'market for power saw, without catalytic converter' (unit, GLO, None)),\n",
       " (23,\n",
       "  'market for concrete, sole plate and foundation' (cubic meter, GLO, None)),\n",
       " (35,\n",
       "  'market for electricity, high voltage, for internal use in coal mining' (kilowatt hour, GLO, None)),\n",
       " (23, 'market for meat and bone meal' (kilogram, GLO, None)),\n",
       " (24,\n",
       "  'market for cadmium sludge from zinc electrolysis stockpiling' (kilogram, GLO, None)),\n",
       " (22, 'market for extrusion, plastic pipes' (kilogram, GLO, None)),\n",
       " (16,\n",
       "  'market for sawnwood, board, softwood, air dried, planed' (cubic meter, GLO, None)),\n",
       " (22,\n",
       "  'market for window frame, poly vinyl chloride, U=1.6 W/m2K' (square meter, GLO, None)),\n",
       " (26,\n",
       "  'market for assembly of liquid crystal display, auxilliaries and energy use' (kilogram, GLO, None)),\n",
       " (20, 'market for carbon disulfide' (kilogram, GLO, None)),\n",
       " (29, 'market for waste collection lorry, 21 metric ton' (unit, GLO, None)),\n",
       " (113, 'market for melon' (kilogram, GLO, None)),\n",
       " (24, 'market for antimony' (kilogram, GLO, None)),\n",
       " (16,\n",
       "  'market for sawnwood, board, hardwood, air dried, planed' (cubic meter, GLO, None)),\n",
       " (25,\n",
       "  'market for chromium steel removed by milling, average' (kilogram, GLO, None)),\n",
       " (24, 'market for section bar extrusion, aluminium' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'electric connector production, peripheral type buss' (kilogram, GLO, None)),\n",
       " (20, 'diethyl ether production' (kilogram, GLO, None)),\n",
       " (24, 'market for aluminium alloy, AlMg3' (kilogram, GLO, None)),\n",
       " (1, 'market for rice seed, for sowing' (kilogram, GLO, None)),\n",
       " (2610, 'electric connector production, wire clamp' (kilogram, GLO, None)),\n",
       " (1,\n",
       "  'market for green manure, Swiss integrated production, until April' (hectare, GLO, None)),\n",
       " (20, 'market for polysulfone' (kilogram, GLO, None)),\n",
       " (36, 'market for seawater reverse osmosis module' (square meter, GLO, None)),\n",
       " (20, 'market for polyacrylamide' (kilogram, GLO, None)),\n",
       " (10, 'market for palm oil, refined' (kilogram, GLO, None)),\n",
       " (20, 'market for manganese sulfate' (kilogram, GLO, None)),\n",
       " (1, 'barley grain to generic market for energy feed' (megajoule, GLO, None)),\n",
       " (2022,\n",
       "  'market for alkyd paint, white, without water, in 60% solution state' (kilogram, GLO, None)),\n",
       " (35,\n",
       "  'market for machine operation, diesel, >= 74.57 kW, generators' (hour, GLO, None)),\n",
       " (2022,\n",
       "  'market for alkyd resin, long oil, without solvent, in 70% white spirit solution state' (kilogram, GLO, None)),\n",
       " (25, 'market for welding, arc, aluminium' (meter, GLO, None)),\n",
       " (1, 'market for wheat seed, for sowing' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'market for electric connector, peripheral type buss' (kilogram, GLO, None)),\n",
       " (2022, 'market for acrylic filler' (kilogram, GLO, None)),\n",
       " (30, 'market for electric scooter, without battery' (kilogram, GLO, None)),\n",
       " (24, 'ferrochromium production, high-carbon, 68% Cr' (kilogram, GLO, None)),\n",
       " (20, 'methyl-3-methoxypropionate production' (kilogram, GLO, None)),\n",
       " (20, 'market for ethylene glycol diethyl ether' (kilogram, GLO, None)),\n",
       " (1, 'market for cotton fibre' (kilogram, GLO, None)),\n",
       " (3520,\n",
       "  'market for methane, 96% by volume, from biogas, from high pressure network, at service station' (kilogram, GLO, None)),\n",
       " (30, 'market for tanker, transoceanic' (unit, GLO, None)),\n",
       " (2022, 'toner production, colour, powder' (kilogram, GLO, None)),\n",
       " (2610, 'market for single-Si wafer, photovoltaic' (square meter, GLO, None)),\n",
       " (113, 'market for cabbage red' (kilogram, GLO, None)),\n",
       " (1,\n",
       "  'field application of vinasse, from fermentation of sugarcane' (kilogram, GLO, None)),\n",
       " (113, 'market for onion' (kilogram, GLO, None)),\n",
       " (20, 'market for electrolyte, KOH, LiOH additive' (kilogram, GLO, None)),\n",
       " (28, 'market for blower and heat exchange unit, Twl-700' (unit, GLO, None)),\n",
       " (4100, 'market for storage building, chemicals, solid' (unit, GLO, None)),\n",
       " (1,\n",
       "  'market for clover seed, Swiss integrated production, for sowing' (kilogram, GLO, None)),\n",
       " (2029,\n",
       "  'market for solder, bar, Sn63Pb37, for electronics industry' (kilogram, GLO, None)),\n",
       " (35, 'market for sour gas, burned in gas turbine' (megajoule, GLO, None)),\n",
       " (1, 'market for potato grading' (kilogram, GLO, None)),\n",
       " (20, 'leaching of spodumene with sulfuric acid' (kilogram, GLO, None)),\n",
       " (20, 'market for dimethylacetamide' (kilogram, GLO, None)),\n",
       " (2021, 'market for dinitroaniline-compound' (kilogram, GLO, None)),\n",
       " (1,\n",
       "  'market for barley seed, Swiss integrated production, for sowing' (kilogram, GLO, None)),\n",
       " (28,\n",
       "  'market for furnace, logs, hardwood storage area, 30kW' (unit, GLO, None)),\n",
       " (111, 'market for barley grain, feed, organic' (kilogram, GLO, None)),\n",
       " (1,\n",
       "  'sugar beet pulp to generic market for energy feed' (megajoule, GLO, None)),\n",
       " (20, 'activated silica production' (kilogram, GLO, None)),\n",
       " (24,\n",
       "  'market for copper, from solvent-extraction electro-winning' (kilogram, GLO, None)),\n",
       " (28,\n",
       "  'market for used toner module, laser printer, colour' (kilogram, GLO, None)),\n",
       " (16,\n",
       "  'market for wood preservation, oscillating pressure method, organic salt, Cr-free, outdoor use, ground contact, as(...)_5' (kilogram, GLO, None)),\n",
       " (28,\n",
       "  'market for furnace, wood chips, softwood storage area, 300kW' (unit, GLO, None)),\n",
       " (1030, 'market for soybean beverage' (litre, GLO, None)),\n",
       " (23, 'market for ceramic tile' (kilogram, GLO, None)),\n",
       " (25, 'market for anodising, aluminium sheet' (square meter, GLO, None)),\n",
       " (113, 'zucchini production' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'printed wiring board production, mounted mainboard, desktop computer, Pb containing' (kilogram, GLO, None)),\n",
       " (20,\n",
       "  'soda ash, light, crystalline, heptahydrate, to generic market for neutralising agent' (kilogram, GLO, None)),\n",
       " (111, 'market for maize grain' (kilogram, GLO, None)),\n",
       " (19, 'market for coke' (megajoule, GLO, None)),\n",
       " (23,\n",
       "  'foam glass production, without cullet, electricity, label-certified' (kilogram, GLO, None)),\n",
       " (20,\n",
       "  'market for neutralising agent, sodium hydroxide-equivalent' (kilogram, GLO, None)),\n",
       " (20, 'market for silicon, metallurgical grade' (kilogram, GLO, None)),\n",
       " (2310,\n",
       "  'market for solar collector glass tube, with silver mirror' (kilogram, GLO, None)),\n",
       " (36,\n",
       "  'seawater reverse osmosis module production, 8-inch spiral wound, baseline' (square meter, GLO, None)),\n",
       " (2710,\n",
       "  'market for heat and power co-generation unit, 1MW electrical, components for electricity only' (unit, GLO, None)),\n",
       " (28, 'market for absorption chiller, 100kW' (unit, GLO, None)),\n",
       " (20,\n",
       "  'cerium oxide to generic market for polishing powder' (kilogram, GLO, None)),\n",
       " (2930, 'market for catalytic converter, three-way, 19.1l' (unit, GLO, None)),\n",
       " (26, 'market for hard disk drive, for laptop computer' (unit, GLO, None)),\n",
       " (20, 'market for neodymium oxide' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'market for cable, network cable, category 5, without plugs' (meter, GLO, None)),\n",
       " (24, 'market for sheet rolling, steel' (kilogram, GLO, None)),\n",
       " (113, 'market for radish' (kilogram, GLO, None)),\n",
       " (2,\n",
       "  'market for metal working, average for aluminium product manufacturing' (kilogram, GLO, None)),\n",
       " (17, 'market for thermo-mechanical pulp' (kilogram, GLO, None)),\n",
       " (29, 'market for chassis, internet access equipment' (kilogram, GLO, None)),\n",
       " (729, 'market for gold-silver, ingot' (kilogram, GLO, None)),\n",
       " (2930,\n",
       "  'market for catalytic converter, selective catalytic reduction, 200 litre' (unit, GLO, None)),\n",
       " (2610, 'market for integrated circuit, memory type' (kilogram, GLO, None)),\n",
       " (25,\n",
       "  'market for aluminium removed by turning, primarily dressing, computer numerical controlled' (kilogram, GLO, None)),\n",
       " (24, 'market for forging, steel' (kilogram, GLO, None)),\n",
       " (20, 'market for polystyrene, extruded' (kilogram, GLO, None)),\n",
       " (28,\n",
       "  'market for furnace, logs, average storage area, 100kW' (unit, GLO, None)),\n",
       " (23, 'market for anhydrite' (kilogram, GLO, None)),\n",
       " (20, 'field application of ammonium chloride' (kilogram, GLO, None)),\n",
       " (20,\n",
       "  '2,3-dimethylbutan to generic market for solvent, organic' (kilogram, GLO, None)),\n",
       " (23, 'market for concrete, normal' (cubic meter, GLO, None)),\n",
       " (1, 'pear production' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'market for photovoltaic cell, single-Si wafer' (square meter, GLO, None)),\n",
       " (20,\n",
       "  'market for phosphoric acid, fertiliser grade, without water, in 70% solution state' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'market for printed wiring board, for surface mounting, Pb containing surface' (square meter, GLO, None)),\n",
       " (20, 'market for melamine formaldehyde resin' (kilogram, GLO, None)),\n",
       " (1,\n",
       "  'field application of ash, from combustion of bagasse from sugar cane' (kilogram, GLO, None)),\n",
       " (2811,\n",
       "  'market for control cabinet, heat and power co-generation unit, 160kW electrical' (unit, GLO, None)),\n",
       " (20,\n",
       "  'market for uranium, enriched 4%, in fuel element for light water reactor' (kilogram, GLO, None)),\n",
       " (13, 'market for textile, knit cotton' (kilogram, GLO, None)),\n",
       " (20, 'market for aniline' (kilogram, GLO, None)),\n",
       " (20, 'market for 2,4-dichlorotoluene' (kilogram, GLO, None)),\n",
       " (30, 'market for train, passenger, long-distance' (unit, GLO, None)),\n",
       " (25,\n",
       "  'market for zinc coat, pieces, adjustment per micro-m' (square meter, GLO, None)),\n",
       " (20, 'market for sodium amide' (kilogram, GLO, None)),\n",
       " (28,\n",
       "  'market for insulation spiral-seam duct, rockwool, DN 400, 30 mm' (meter, GLO, None)),\n",
       " (30, 'market for helicopter' (unit, GLO, None)),\n",
       " (20, 'market for diethylene glycol' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'transistor production, wired, big size, through-hole mounting' (kilogram, GLO, None)),\n",
       " (24, 'market for magnesium-alloy, AZ91' (kilogram, GLO, None)),\n",
       " (16, 'market for door, inner, wood' (square meter, GLO, None)),\n",
       " (20, 'market for dimethylamine borane' (kilogram, GLO, None)),\n",
       " (721,\n",
       "  'market for mine infrastructure, underground, uranium' (unit, GLO, None)),\n",
       " (1,\n",
       "  'field application of vinasse, from fermentation of sugar beet' (kilogram, GLO, None)),\n",
       " (25,\n",
       "  'market for steel removed by turning, primarily dressing, conventional' (kilogram, GLO, None)),\n",
       " (111,\n",
       "  'market for sunflower seed, Swiss integrated production' (kilogram, GLO, None)),\n",
       " (28, 'market for chipper, mobile, diesel' (unit, GLO, None)),\n",
       " (20, 'market for ethyl benzene' (kilogram, GLO, None)),\n",
       " (20, 'manganese dioxide production' (kilogram, GLO, None)),\n",
       " (20, 'market for ethylamine' (kilogram, GLO, None)),\n",
       " (16, 'market for fibreboard, soft' (cubic meter, GLO, None)),\n",
       " (24, 'market for spent automobile catalyst' (kilogram, GLO, None)),\n",
       " (2021, 'market for napropamide' (kilogram, GLO, None)),\n",
       " (23, 'market for expanded clay' (kilogram, GLO, None)),\n",
       " (20, 'trichloropropane production' (kilogram, GLO, None)),\n",
       " (29, 'market for glider, passenger car' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'market for photovoltaic laminate, multi-Si wafer' (square meter, GLO, None)),\n",
       " (24,\n",
       "  'market for indium rich leaching residues, from zinc production stockpiling' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'market for polarizer, liquid crystals and colour filters, for liquid crystal display' (kilogram, GLO, None)),\n",
       " (20,\n",
       "  'market for uranium, enriched 3.8%, in fuel element for light water reactor' (kilogram, GLO, None)),\n",
       " (20,\n",
       "  'market for hydrogen peroxide, without water, in 50% solution state' (kilogram, GLO, None)),\n",
       " (2021,\n",
       "  'wood preservative production, inorganic salt, containing Cr, outdoor use, ground contact' (kilogram, GLO, None)),\n",
       " (24, 'market for aluminium, cast alloy' (kilogram, GLO, None)),\n",
       " (20, 'market for tetrachloroethylene' (kilogram, GLO, None)),\n",
       " (24, 'electrolytic refining of primary copper' (kilogram, GLO, None)),\n",
       " (25,\n",
       "  'market for impact extrusion of steel, hot, initial warming' (kilogram, GLO, None)),\n",
       " (20, 'market for propyl amine' (kilogram, GLO, None)),\n",
       " (2310, 'market for glass fibre' (kilogram, GLO, None)),\n",
       " (10, 'market for buttermilk, from cow milk' (kilogram, GLO, None)),\n",
       " (4540, 'market for maintenance, electric bicycle' (unit, GLO, None)),\n",
       " (35, 'market for coal gas' (megajoule, GLO, None)),\n",
       " (20,\n",
       "  'methanol to generic market for solvent for chromatography analysis' (kilogram, GLO, None)),\n",
       " (20, 'market for sodium phenolate' (kilogram, GLO, None)),\n",
       " (13, 'market for textile, jute' (kilogram, GLO, None)),\n",
       " (2720,\n",
       "  'market for battery, Li-ion, rechargeable, prismatic' (kilogram, GLO, None)),\n",
       " (2021, 'market for glyphosate' (kilogram, GLO, None)),\n",
       " (27,\n",
       "  'market for fuel cell, stack solid oxide, 125kW electrical, future' (unit, GLO, None)),\n",
       " (25,\n",
       "  'market for laser machining, metal, with YAG-laser, 120W power' (hour, GLO, None)),\n",
       " (29,\n",
       "  'market for passenger car, electric, without battery' (kilogram, GLO, None)),\n",
       " (20, 'market for dichloropropene' (kilogram, GLO, None)),\n",
       " (111, 'maize seed production, at farm' (kilogram, GLO, None)),\n",
       " (20, 'market for ammonium bicarbonate' (kilogram, GLO, None)),\n",
       " (25,\n",
       "  'market for deep drawing, steel, 650 kN press, automode' (kilogram, GLO, None)),\n",
       " (24, 'chromium steel pipe production' (kilogram, GLO, None)),\n",
       " (20,\n",
       "  'praseodymium oxide to generic market for mischmetal' (kilogram, GLO, None)),\n",
       " (20, 'market for alpha-picoline' (kilogram, GLO, None)),\n",
       " (2029, 'market for blasting' (kilogram, GLO, None)),\n",
       " (3530,\n",
       "  'heat production, straw, organic, at furnace 300kW' (kilogram, GLO, None)),\n",
       " (20, 'market for polystyrene, general purpose' (kilogram, GLO, None)),\n",
       " (24, 'electrolytic refining of primary copper' (kilogram, GLO, None)),\n",
       " (20, 'market for ammonium chloride' (kilogram, GLO, None)),\n",
       " (20, 'sodium tetrafluoroborate production' (kilogram, GLO, None)),\n",
       " (113, 'market for paris market carrot' (kilogram, GLO, None)),\n",
       " (1, 'maize seed production, for sowing' (kilogram, GLO, None)),\n",
       " (29,\n",
       "  'market for internal combustion engine, passenger car' (kilogram, GLO, None)),\n",
       " (28,\n",
       "  'market for heat distribution equipment, hydronic radiant floor heating, 150m2' (unit, GLO, None)),\n",
       " (2610,\n",
       "  'electronic component production, active, unspecified' (kilogram, GLO, None)),\n",
       " (25,\n",
       "  'market for brass removed by turning, primarily dressing, computer numerical controlled' (kilogram, GLO, None)),\n",
       " (2023, 'market for ethoxylated alcohol (AE7)' (kilogram, GLO, None)),\n",
       " (20, 'chemical production, organic' (kilogram, GLO, None)),\n",
       " (50,\n",
       "  'market for transport, freight, inland waterways, barge' (ton kilometer, GLO, None)),\n",
       " (20, 'market for polycarbonate' (kilogram, GLO, None)),\n",
       " (28,\n",
       "  'market for used toner module, laser printer, black/white' (kilogram, GLO, None)),\n",
       " (2610, 'market for transistor, surface-mounted' (kilogram, GLO, None)),\n",
       " (20, 'market for para-phenylene diamine' (kilogram, GLO, None)),\n",
       " (16, 'market for three layered laminated board' (cubic meter, GLO, None)),\n",
       " (2021,\n",
       "  'market for wood preservative, organic, indoor use, occasionally wet' (kilogram, GLO, None)),\n",
       " (1, 'field application of poultry manure, dried' (kilogram, GLO, None)),\n",
       " (20, 'polylactide production, granulate' (kilogram, GLO, None)),\n",
       " (2021, 'market for fosetyl-Al' (kilogram, GLO, None)),\n",
       " (24, 'market for steel, low-alloyed, hot rolled' (kilogram, GLO, None)),\n",
       " (20, 'market for water, ultrapure' (kilogram, GLO, None)),\n",
       " (20, 'market for 1,1-dimethylcyclopentane' (kilogram, GLO, None)),\n",
       " (50,\n",
       "  'market for transport, freight, inland waterways, barge tanker' (ton kilometer, GLO, None)),\n",
       " (20, 'market for tellurium, semiconductor-grade' (kilogram, GLO, None)),\n",
       " (2029, 'market for metallization paste, front side' (kilogram, GLO, None)),\n",
       " (20, 'market for tert-butyl amine' (kilogram, GLO, None)),\n",
       " (1,\n",
       "  'Distiller's Dried Grains with Solubles to generic market for protein feed' (kilogram, GLO, None)),\n",
       " (30, 'market for train, passenger, high speed' (unit, GLO, None)),\n",
       " (25,\n",
       "  'market for chromium steel removed by turning, average, conventional' (kilogram, GLO, None)),\n",
       " (4100, 'market for tower silo, plastic' (cubic meter, GLO, None)),\n",
       " (25,\n",
       "  'market for impact extrusion of aluminium, 1 stroke' (kilogram, GLO, None)),\n",
       " (1, 'market for pea seed, organic, for sowing' (kilogram, GLO, None)),\n",
       " (1920, 'market for propylene' (kilogram, GLO, None)),\n",
       " (3530,\n",
       "  'treatment of bagasse, from sweet sorghum, in heat and power co-generation unit, 6400kW thermal' (megajoule, GLO, None)),\n",
       " (20,\n",
       "  'market for uranium, enriched 3.0%, in fuel element for light water reactor' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'printed wiring board production, through-hole mounted, unspecified, Pb containing' (kilogram, GLO, None)),\n",
       " (37,\n",
       "  'market for wastewater from ground granulated blast furnace slag production' (cubic meter, GLO, None)),\n",
       " (20, 'market for ethylene glycol' (kilogram, GLO, None)),\n",
       " (1030, 'market for tofu' (kilogram, GLO, None)),\n",
       " (1, 'market for fertilising, by broadcaster' (hectare, GLO, None)),\n",
       " (16,\n",
       "  'market for sawnwood, paraná pine from sustainable forest management, kiln dried' (cubic meter, GLO, None)),\n",
       " (2610,\n",
       "  'market for transistor, auxilliaries and energy use' (kilogram, GLO, None)),\n",
       " (20, 'market for arsine' (kilogram, GLO, None)),\n",
       " (28,\n",
       "  'market for furnace, wood chips, softwood storage area, 1000kW' (unit, GLO, None)),\n",
       " (2610,\n",
       "  'market for photovoltaic flat-roof installation, 3kWp, single-Si, on roof' (unit, GLO, None)),\n",
       " (23, 'market for cement tile' (kilogram, GLO, None)),\n",
       " (2511, 'market for door, outer, wood-aluminium' (square meter, GLO, None)),\n",
       " (23, 'market for concrete, 25MPa' (cubic meter, GLO, None)),\n",
       " (25,\n",
       "  'market for impact extrusion of steel, cold, 3 strokes' (kilogram, GLO, None)),\n",
       " (5110, 'market for transport, helicopter, LTO cycle' (unit, GLO, None)),\n",
       " (111,\n",
       "  'market for barley grain, Swiss integrated production' (kilogram, GLO, None)),\n",
       " (20, 'market for methane sulfonic acid' (kilogram, GLO, None)),\n",
       " (2021, 'market for diphenylether-compound' (kilogram, GLO, None)),\n",
       " (28, 'market for paper machine' (unit, GLO, None)),\n",
       " (113, 'melon production' (kilogram, GLO, None)),\n",
       " (20, 'market for monochlorobenzene' (kilogram, GLO, None)),\n",
       " (20, 'dehydrogenation of butan-1,4-diol' (kilogram, GLO, None)),\n",
       " (20, 'dimethylacetamide production' (kilogram, GLO, None)),\n",
       " (20, 'market for butyl acrylate' (kilogram, GLO, None)),\n",
       " (729, 'market for magnesium sulfate' (kilogram, GLO, None)),\n",
       " (26, 'computer production, desktop, without screen' (unit, GLO, None)),\n",
       " (25,\n",
       "  'market for cast iron removed by turning, primarily roughing, conventional' (kilogram, GLO, None)),\n",
       " (2511,\n",
       "  'market for cladding, crossbar-pole, aluminium' (square meter, GLO, None)),\n",
       " (22, 'market for polystyrene scrap, post-consumer' (kilogram, GLO, None)),\n",
       " (2021, 'market for pesticide, unspecified' (kilogram, GLO, None)),\n",
       " (30, 'market for goods wagon' (unit, GLO, None)),\n",
       " (24, 'market for lead' (kilogram, GLO, None)),\n",
       " (25,\n",
       "  'market for deep drawing, steel, 650 kN press, single stroke' (kilogram, GLO, None)),\n",
       " (20, 'phenylenediamine production' (kilogram, GLO, None)),\n",
       " (25,\n",
       "  'market for brass removed by turning, average, computer numerical controlled' (kilogram, GLO, None)),\n",
       " (20, 'market for sodium hydrosulfide' (kilogram, GLO, None)),\n",
       " (20, 'market for chromium oxide, flakes' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'market for capacitor, electrolyte type, < 2cm height' (kilogram, GLO, None)),\n",
       " (1,\n",
       "  'catch crop growing, phacelia, September-October, organic fertiliser 40 kg N' (kilogram, GLO, None)),\n",
       " (33,\n",
       "  'market for maintenance, polymer electrolyte membrane fuel cell, 2kW electrical' (unit, GLO, None)),\n",
       " (20, 'market for perfluoropentane' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'printed wiring board production, mounted mainboard, desktop computer, Pb free' (kilogram, GLO, None)),\n",
       " (20,\n",
       "  'dichloropropene to generic market for pesticide, unspecified' (kilogram, GLO, None)),\n",
       " (20,\n",
       "  'market for nuclear fuel element, for boiling water reactor, UO2 4.0% & MOX' (kilogram, GLO, None)),\n",
       " (20, 'market for aluminium hydroxide' (kilogram, GLO, None)),\n",
       " (20, 'market for sodium dichromate' (kilogram, GLO, None)),\n",
       " (23, 'market for base plaster' (kilogram, GLO, None)),\n",
       " (20, 'market for copper sulfate' (kilogram, GLO, None)),\n",
       " (28, 'market for blast oxygen furnace converter' (unit, GLO, None)),\n",
       " (1, 'market for tillage, currying, by weeder' (hectare, GLO, None)),\n",
       " (27,\n",
       "  'market for powertrain, for electric passenger car' (kilogram, GLO, None)),\n",
       " (20, 'market for cryolite' (kilogram, GLO, None)),\n",
       " (2023,\n",
       "  'market for alkylbenzene sulfonate, linear, petrochemical' (kilogram, GLO, None)),\n",
       " (113, 'cucumber production' (kilogram, GLO, None)),\n",
       " (25,\n",
       "  'market for impact extrusion of aluminium, 5 strokes' (kilogram, GLO, None)),\n",
       " (24, 'primary lead production from concentrate' (kilogram, GLO, None)),\n",
       " (1,\n",
       "  'field application of vinasse, from fermentation of sweet sorghum' (kilogram, GLO, None)),\n",
       " (20, 'market for fraction 1 from naphtha separation' (kilogram, GLO, None)),\n",
       " (20, 'calcium chloride to generic market for de-icer' (kilogram, GLO, None)),\n",
       " (22, 'market for polyvinylfluoride, film' (kilogram, GLO, None)),\n",
       " (20, 'market for potassium perchlorate' (kilogram, GLO, None)),\n",
       " (111, 'market for straw' (kilogram, GLO, None)),\n",
       " (27, 'market for charger, electric passenger car' (kilogram, GLO, None)),\n",
       " (20, 'ammonium thiocyanate production' (kilogram, GLO, None)),\n",
       " (2029, 'flux production, for wave soldering' (kilogram, GLO, None)),\n",
       " (28, 'market for forwarder' (unit, GLO, None)),\n",
       " (20, 'market for chloroacetyl chloride' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'electronic component production, passive, unspecified' (kilogram, GLO, None)),\n",
       " (20, 'market for polybutadiene' (kilogram, GLO, None)),\n",
       " (29, 'glider production, passenger car' (kilogram, GLO, None)),\n",
       " (20, 'amination of chlorosilane' (kilogram, GLO, None)),\n",
       " (16, 'market for fibreboard, soft, latex bonded' (cubic meter, GLO, None)),\n",
       " (4100,\n",
       "  'market for mine infrastructure, open cast, ilmenite from hard-rock ore' (unit, GLO, None)),\n",
       " (20, 'market for polystyrene, high impact' (kilogram, GLO, None)),\n",
       " (25,\n",
       "  'market for steel removed by turning, average, conventional' (kilogram, GLO, None)),\n",
       " (3530,\n",
       "  'treatment of bagasse, from sugarcane, in heat and power co-generation unit, 6400kW thermal' (megajoule, GLO, None)),\n",
       " (113, 'market for carrot' (kilogram, GLO, None)),\n",
       " (20, 'market for fraction 7 from naphtha separation' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'market for electron gun, for cathode ray tube display' (kilogram, GLO, None)),\n",
       " (26, 'hard disk drive production, for laptop computer' (unit, GLO, None)),\n",
       " (16,\n",
       "  'market for power sawing, without catalytic converter' (hour, GLO, None)),\n",
       " (26, 'printer production, laser, colour' (unit, GLO, None)),\n",
       " (2610,\n",
       "  'market for printed wiring board, surface mounted, unspecified, Pb free' (kilogram, GLO, None)),\n",
       " (5110, 'transport, helicopter' (hour, GLO, None)),\n",
       " (17, 'market for sulfate pulp' (kilogram, GLO, None)),\n",
       " (24,\n",
       "  'treatment of crust from Parkes process for lead production' (kilogram, GLO, None)),\n",
       " (37,\n",
       "  'market for wastewater from plywood production' (cubic meter, GLO, None)),\n",
       " (1,\n",
       "  'market for maize seed, Swiss integrated production, for sowing' (kilogram, GLO, None)),\n",
       " (37, 'market for wastewater from glass production' (cubic meter, GLO, None)),\n",
       " (29, 'passenger car production, petrol/natural gas' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'market for printed wiring board, for through-hole mounting, Pb free surface' (square meter, GLO, None)),\n",
       " (2610,\n",
       "  'market for printed wiring board, mounted mainboard, desktop computer, Pb free' (kilogram, GLO, None)),\n",
       " (20, 'market for silicon, electronics grade' (kilogram, GLO, None)),\n",
       " (25, 'market for powder coat, steel' (square meter, GLO, None)),\n",
       " (2610,\n",
       "  'market for insulated gate bipolar transistor, electric vehicle application' (kilogram, GLO, None)),\n",
       " (20, 'market for propylene oxide, liquid' (kilogram, GLO, None)),\n",
       " (20, 'market for chloronitrobenzene' (kilogram, GLO, None)),\n",
       " (20, 'market for polypropylene, granulate' (kilogram, GLO, None)),\n",
       " (23, 'market for rock wool, packed' (kilogram, GLO, None)),\n",
       " (20, 'market for chloropropionic acid' (kilogram, GLO, None)),\n",
       " (1,\n",
       "  'field application of vinasse, from fermentation of sugarcane' (kilogram, GLO, None)),\n",
       " (24,\n",
       "  'market for non-Fe-Co-metals, from Li-ion battery, hydrometallurgical processing' (kilogram, GLO, None)),\n",
       " (37,\n",
       "  'market for wastewater from PV cell production' (cubic meter, GLO, None)),\n",
       " (27,\n",
       "  'market for anode, paste, for aluminium electrolysis' (kilogram, GLO, None)),\n",
       " (2021, 'market for folpet' (kilogram, GLO, None)),\n",
       " (729, 'market for zinc concentrate' (kilogram, GLO, None)),\n",
       " (24,\n",
       "  'treatment of non-Fe-Co-metals, from used Li-ion battery, hydrometallurgical processing' (kilogram, GLO, None)),\n",
       " (36,\n",
       "  'market for water, completely softened, from decarbonised water, at user' (kilogram, GLO, None)),\n",
       " (22, 'market for thermoforming, with calendering' (kilogram, GLO, None)),\n",
       " (16,\n",
       "  'market for wood preservation, spray tunnel/deluging, organic solvent-based, outdoor use, no ground contact, as am(...)_7' (kilogram, GLO, None)),\n",
       " (30, 'market for electric bicycle' (unit, GLO, None)),\n",
       " (2310, 'market for glazing, double, U<1.1 W/m2K' (square meter, GLO, None)),\n",
       " (20, 'market for benzyl chloride' (kilogram, GLO, None)),\n",
       " (20,\n",
       "  'market for diethyl ether, without water, in 99.95% solution state' (kilogram, GLO, None)),\n",
       " (4100, 'market for aluminium hydroxide factory' (unit, GLO, None)),\n",
       " (23, 'market for anhydrite floor' (kilogram, GLO, None)),\n",
       " (20, 'market for o-aminophenol' (kilogram, GLO, None)),\n",
       " (729, 'market for magnesium oxide' (kilogram, GLO, None)),\n",
       " (20, 'market for venting of argon, crude, liquid' (kilogram, GLO, None)),\n",
       " (20, 'market for formaldehyde' (kilogram, GLO, None)),\n",
       " (20, 'silicon hydrochloration' (kilogram, GLO, None)),\n",
       " (23, 'market for clay plaster' (kilogram, GLO, None)),\n",
       " (4540, 'maintenance, electric scooter, without battery' (unit, GLO, None)),\n",
       " (20, 'market for dichloromethane' (kilogram, GLO, None)),\n",
       " (24, 'market for ferronickel, 25% Ni' (kilogram, GLO, None)),\n",
       " (20,\n",
       "  'market for nuclear fuel element, for pressure water reactor, UO2 3.8% & MOX' (kilogram, GLO, None)),\n",
       " (1, 'strawberry production' (kilogram, GLO, None)),\n",
       " (20, 'market for acetyl chloride' (kilogram, GLO, None)),\n",
       " (25,\n",
       "  'market for laser machining, metal, with CO2-laser, 2700W power' (hour, GLO, None)),\n",
       " (24, 'market for molybdenum trioxide' (kilogram, GLO, None)),\n",
       " (13, 'market for textile, kenaf' (kilogram, GLO, None)),\n",
       " (122, 'market for avocado' (kilogram, GLO, None)),\n",
       " (20, 'market for silicon tetrahydride' (kilogram, GLO, None)),\n",
       " (2021,\n",
       "  'wood preservative production, organic, indoor use, occasionally wet' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'market for mounting, surface mount technology, Pb-free solder' (square meter, GLO, None)),\n",
       " (26, 'market for internet access equipment' (unit, GLO, None)),\n",
       " (25,\n",
       "  'market for energy and auxilliary inputs, metal working machine' (kilogram, GLO, None)),\n",
       " (2,\n",
       "  'market for metal working, average for chromium steel product manufacturing' (kilogram, GLO, None)),\n",
       " (20, 'field application of potassium nitrate' (kilogram, GLO, None)),\n",
       " (25,\n",
       "  'market for cast iron removed by turning, primarily roughing, computer numerical controlled' (kilogram, GLO, None)),\n",
       " (2720,\n",
       "  'market for battery, NiMH, rechargeable, prismatic' (kilogram, GLO, None)),\n",
       " (37,\n",
       "  'market for wastewater from pig iron production' (cubic meter, GLO, None)),\n",
       " (2610, 'capacitor production, for surface-mounting' (kilogram, GLO, None)),\n",
       " (25,\n",
       "  'market for laser machining, metal, with YAG-laser, 330W power' (hour, GLO, None)),\n",
       " (4100, 'market for building, hall' (square meter, GLO, None)),\n",
       " (2610,\n",
       "  'market for electric powertrain, for electric scooter' (kilogram, GLO, None)),\n",
       " (2720, 'market for battery, NaCl' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'market for plug, inlet and outlet, for computer cable' (unit, GLO, None)),\n",
       " (10, 'market for cream, from cow milk' (kilogram, GLO, None)),\n",
       " (2021, 'market for [sulfonyl]urea-compound' (kilogram, GLO, None)),\n",
       " (729, 'market for zircon, 50% zirconium' (kilogram, GLO, None)),\n",
       " (16,\n",
       "  'market for sawnwood, beam, hardwood, raw, kiln dried' (cubic meter, GLO, None)),\n",
       " (26,\n",
       "  'cathode-ray tube production, cathode ray tube display' (kilogram, GLO, None)),\n",
       " (20, 'market for styrene' (kilogram, GLO, None)),\n",
       " (20, 'market for isopropylamine' (kilogram, GLO, None)),\n",
       " (20,\n",
       "  'market for cadmium telluride, semiconductor-grade' (kilogram, GLO, None)),\n",
       " (28, 'market for non-ferrous metal smelter' (unit, GLO, None)),\n",
       " (2029,\n",
       "  'market for metallization paste, back side, aluminium' (kilogram, GLO, None)),\n",
       " (20, 'pentane extraction, from natural gas liquids' (kilogram, GLO, None)),\n",
       " (20,\n",
       "  'market for optical brighteners, for paper production' (kilogram, GLO, None)),\n",
       " (35, 'machine operation, diesel, < 18.64 kW, generators' (hour, GLO, None)),\n",
       " (111, 'market for maize grain, feed, organic' (kilogram, GLO, None)),\n",
       " (20, 'market for ethylene bromide' (kilogram, GLO, None)),\n",
       " (20,\n",
       "  'market for nuclear fuel element, for pressure water reactor, UO2 4.0% & MOX' (kilogram, GLO, None)),\n",
       " (4100,\n",
       "  'market for nuclear spent fuel reprocessing facility' (unit, GLO, None)),\n",
       " (20, 'heptane to generic market for solvent, organic' (kilogram, GLO, None)),\n",
       " (28, 'market for borehole heat exchanger, 150m' (unit, GLO, None)),\n",
       " (20, 'field application of potassium nitrate' (kilogram, GLO, None)),\n",
       " (4100, 'market for glass etching factory' (unit, GLO, None)),\n",
       " (20, 'market for trifluoroacetic acid' (kilogram, GLO, None)),\n",
       " (6110, 'market for operation, internet access equipment' (hour, GLO, None)),\n",
       " (111,\n",
       "  'market for protein pea, feed, Swiss integrated production' (kilogram, GLO, None)),\n",
       " (20, 'market for methyl formate' (kilogram, GLO, None)),\n",
       " (20, 'methyl acrylate production' (kilogram, GLO, None)),\n",
       " (16, 'market for residual softwood, wet' (cubic meter, GLO, None)),\n",
       " (2021,\n",
       "  'wood preservative production, water-based, outdoor use, no ground contact' (kilogram, GLO, None)),\n",
       " (25,\n",
       "  'market for aluminium removed by turning, primarily roughing, computer numerical controlled' (kilogram, GLO, None)),\n",
       " (20, 'viscose production' (kilogram, GLO, None)),\n",
       " (4100, 'market for nuclear fuel factory' (unit, GLO, None)),\n",
       " (33, 'market for maintenance, locomotive' (unit, GLO, None)),\n",
       " (25,\n",
       "  'market for steel removed by milling, large parts' (kilogram, GLO, None)),\n",
       " (16,\n",
       "  'saw dust, wet, measured as dry mass to generic market for residual softwood, wet' (cubic meter, GLO, None)),\n",
       " (20,\n",
       "  'gallium, in Bayer liquor from aluminium production' (kilogram, GLO, None)),\n",
       " (36,\n",
       "  'tap water production, seawater reverse osmosis, conventional pretreatment, baseline module, single stage' (kilogram, GLO, None)),\n",
       " (28,\n",
       "  'market for air filter, decentralized unit, 180-250 m3/h' (unit, GLO, None)),\n",
       " (50,\n",
       "  'transport, freight, sea, transoceanic tanker' (ton kilometer, GLO, None)),\n",
       " (37,\n",
       "  'market for wastewater from black chrome coating' (cubic meter, GLO, None)),\n",
       " (2310, 'frit production, for cathode ray tube display' (kilogram, GLO, None)),\n",
       " (1, 'apple production' (kilogram, GLO, None)),\n",
       " (1, 'market for sweet sorghum grain' (kilogram, GLO, None)),\n",
       " (28, 'market for furnace, pellet, 50kW' (unit, GLO, None)),\n",
       " (16,\n",
       "  'market for sawnwood, beam, hardwood, raw, air dried' (cubic meter, GLO, None)),\n",
       " (5,\n",
       "  'market for mine infrastructure, underground, hard coal' (unit, GLO, None)),\n",
       " (16,\n",
       "  'saw dust, wet, measured as dry mass to generic market for residual softwood, wet' (cubic meter, GLO, None)),\n",
       " (24,\n",
       "  'market for tin plated chromium steel sheet, 2 mm' (square meter, GLO, None)),\n",
       " (23, 'market for mastic asphalt' (kilogram, GLO, None)),\n",
       " (2023, 'market for tallow, unrefined' (kilogram, GLO, None)),\n",
       " (1920, 'market for pitch' (kilogram, GLO, None)),\n",
       " (20, 'activated silica production' (kilogram, GLO, None)),\n",
       " (28, 'market for furnace, pellet, 15kW' (unit, GLO, None)),\n",
       " (1,\n",
       "  'market for grass seed, Swiss integrated production, for sowing' (kilogram, GLO, None)),\n",
       " (10, 'cottonseed oil mill operation' (kilogram, GLO, None)),\n",
       " (20, 'market for phenolic resin' (kilogram, GLO, None)),\n",
       " (1, 'market for rye seed, organic, for sowing' (kilogram, GLO, None)),\n",
       " (20,\n",
       "  'market for iron(III) chloride, without water, in 14% iron solution state' (kilogram, GLO, None)),\n",
       " (1,\n",
       "  'market for solid manure loading and spreading, by hydraulic loader and spreader' (kilogram, GLO, None)),\n",
       " (26,\n",
       "  'disk drive production, CD/DVD, ROM, for laptop computer' (unit, GLO, None)),\n",
       " (20, 'market for nitrogen fertiliser, as N' (kilogram, GLO, None)),\n",
       " (16, 'market for paper, melamine impregnated' (kilogram, GLO, None)),\n",
       " (28, 'market for furnace, pellets, 9kW' (unit, GLO, None)),\n",
       " (26, 'market for inverter, for electric passenger car' (kilogram, GLO, None)),\n",
       " (20, 'market for phosphorus, white, liquid' (kilogram, GLO, None)),\n",
       " (3520, 'market for drying, natural gas' (cubic meter, GLO, None)),\n",
       " (20, 'market for methylchloride' (kilogram, GLO, None)),\n",
       " (24, 'market for molybdenite' (kilogram, GLO, None)),\n",
       " (1,\n",
       "  'sweet sorghum grain to generic market for energy feed' (megajoule, GLO, None)),\n",
       " (24,\n",
       "  'market for titanium zinc plate, without pre-weathering' (kilogram, GLO, None)),\n",
       " (141,\n",
       "  'cattle for slaughtering, live weight to generic market for red meat, live weight' (kilogram, GLO, None)),\n",
       " (25,\n",
       "  'market for chromium steel removed by milling, dressing' (kilogram, GLO, None)),\n",
       " (20, 'market for vinyl acetate' (kilogram, GLO, None)),\n",
       " (33,\n",
       "  'market for maintenance, solid oxide fuel cell, 125kW electrical, future' (unit, GLO, None)),\n",
       " (1920, 'wax production, for lost-wax metal casting' (kilogram, GLO, None)),\n",
       " (122, 'market for pineapple' (kilogram, GLO, None)),\n",
       " (20,\n",
       "  'fraction 7 from naphtha separation to generic market for chemical, organic' (kilogram, GLO, None)),\n",
       " (20, 'market for butane-1,4-diol' (kilogram, GLO, None)),\n",
       " (20, 'market for propionic acid' (kilogram, GLO, None)),\n",
       " (2029, 'market for rosin size, for paper production' (kilogram, GLO, None)),\n",
       " (16,\n",
       "  'market for fibreboard, soft, without adhesives' (cubic meter, GLO, None)),\n",
       " (2,\n",
       "  'market for metal working, average for steel product manufacturing' (kilogram, GLO, None)),\n",
       " (2021, 'market for orbencarb' (kilogram, GLO, None)),\n",
       " (22,\n",
       "  'market for polystyrene foam slab for perimeter insulation' (kilogram, GLO, None)),\n",
       " (37, 'market for wastewater from lorry production' (cubic meter, GLO, None)),\n",
       " (16, 'market for power sawing, with catalytic converter' (hour, GLO, None)),\n",
       " (25,\n",
       "  'market for impact extrusion of steel, hot, 4 strokes' (kilogram, GLO, None)),\n",
       " (2732, 'cable production, unspecified' (kilogram, GLO, None)),\n",
       " (1, 'market for wood chips and particles, willow' (kilogram, GLO, None)),\n",
       " (2023, 'market for ethoxylated alcohol (AE11)' (kilogram, GLO, None)),\n",
       " (1,\n",
       "  'market for green manure, Swiss integrated production, until March' (hectare, GLO, None)),\n",
       " (20, 'market for zirconium oxide' (kilogram, GLO, None)),\n",
       " (29, 'market for bus' (unit, GLO, None)),\n",
       " (113, 'fennel production' (kilogram, GLO, None)),\n",
       " (1,\n",
       "  'market for vinasse, from fermentation of sugarcane' (kilogram, GLO, None)),\n",
       " (23,\n",
       "  'market for refractory, high aluminium oxide, packed' (kilogram, GLO, None)),\n",
       " (20, 'market for nickel sulfate' (kilogram, GLO, None)),\n",
       " (2029, 'market for brazing solder, cadmium free' (kilogram, GLO, None)),\n",
       " (20, 'Brown-Schlesinger process' (kilogram, GLO, None)),\n",
       " (2610, 'light emitting diode production' (kilogram, GLO, None)),\n",
       " (23, 'market for plaster mixing' (kilogram, GLO, None)),\n",
       " (20, 'market for benzaldehyde' (kilogram, GLO, None)),\n",
       " (23, 'foam glass production' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'inductor production, auxilliaries and energy use' (kilogram, GLO, None)),\n",
       " (1, 'market for potato seed, for setting' (kilogram, GLO, None)),\n",
       " (20, 'market for de-icer' (kilogram, GLO, None)),\n",
       " (24, 'market for tin' (kilogram, GLO, None)),\n",
       " (23, 'market for concrete, 50MPa' (cubic meter, GLO, None)),\n",
       " (20, 'butane extraction, from natural gas liquids' (kilogram, GLO, None)),\n",
       " (729, 'zinc-lead mine operation' (kilogram, GLO, None)),\n",
       " (28,\n",
       "  'market for industrial machine, heavy, unspecified' (kilogram, GLO, None)),\n",
       " (22, 'market for roundwood' (cubic meter, GLO, None)),\n",
       " (2310, 'market for solar glass, low-iron' (kilogram, GLO, None)),\n",
       " (25, 'market for steel removed by milling, average' (kilogram, GLO, None)),\n",
       " (2,\n",
       "  'market for bundle, energy wood, measured as dry mass' (kilogram, GLO, None)),\n",
       " (28, 'forwarder production' (unit, GLO, None)),\n",
       " (20, 'market for o-nitrophenol' (kilogram, GLO, None)),\n",
       " (4100, 'market for milking parlour' (unit, GLO, None)),\n",
       " (25,\n",
       "  'market for impact extrusion of aluminium, 2 strokes' (kilogram, GLO, None)),\n",
       " (20, 'market for sulfur trioxide' (kilogram, GLO, None)),\n",
       " (1920, 'market for heptane' (kilogram, GLO, None)),\n",
       " (20, 'market for nylon 6-6' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'market for mounting, surface mount technology, Pb-containing solder' (square meter, GLO, None)),\n",
       " (130, 'market for willow stem cutting, for planting' (unit, GLO, None)),\n",
       " (20, 'market for fraction 8 from naphtha separation' (kilogram, GLO, None)),\n",
       " (51, 'market for transport, freight, aircraft' (ton kilometer, GLO, None)),\n",
       " (2610,\n",
       "  'market for photovoltaic panel, multi-Si wafer' (square meter, GLO, None)),\n",
       " (22, 'market for sealing tape, aluminium/PE, 50 mm wide' (meter, GLO, None)),\n",
       " (25,\n",
       "  'market for impact extrusion of steel, warm, initial warming' (kilogram, GLO, None)),\n",
       " (20, 'market for lithium carbonate' (kilogram, GLO, None)),\n",
       " (26,\n",
       "  'pointing device production, optical mouse, with cable' (unit, GLO, None)),\n",
       " (20, 'tin dioxide production' (kilogram, GLO, None)),\n",
       " (28,\n",
       "  'market for blower and heat exchange unit, Avent E 97' (unit, GLO, None)),\n",
       " (20, 'market for tetrafluoroethylene film, on glass' (kilogram, GLO, None)),\n",
       " (25,\n",
       "  'market for impact extrusion of steel, warm, 1 strokes' (kilogram, GLO, None)),\n",
       " (111, 'market for barley grain' (kilogram, GLO, None)),\n",
       " (27,\n",
       "  'market for fuel cell, stack polymer electrolyte membrane, 2kW electrical, future' (unit, GLO, None)),\n",
       " (2, 'market for cable yarding' (hour, GLO, None)),\n",
       " (2710,\n",
       "  'heat and power co-generation unit construction, organic Rankine cycle, 1000kW electrical' (unit, GLO, None)),\n",
       " (3530,\n",
       "  'market for heat, central or small-scale, Jakobsberg' (megajoule, GLO, None)),\n",
       " (25,\n",
       "  'market for impact extrusion of steel, hot, deformation stroke' (kilogram, GLO, None)),\n",
       " (1,\n",
       "  'field application of vinasse, from fermentation of sugarcane' (kilogram, GLO, None)),\n",
       " (1920, 'market for ethylene, average' (kilogram, GLO, None)),\n",
       " (23, 'market for bitumen seal, VA4' (kilogram, GLO, None)),\n",
       " (24, 'market for cast iron' (kilogram, GLO, None)),\n",
       " (13, 'market for yarn, kenaf' (kilogram, GLO, None)),\n",
       " (20, 'market for calcium carbide, technical grade' (kilogram, GLO, None)),\n",
       " (24, 'market for casting, bronze' (kilogram, GLO, None)),\n",
       " (2610, 'charger production, for electric scooter' (kilogram, GLO, None)),\n",
       " (20, 'market for o-dichlorobenzene' (kilogram, GLO, None)),\n",
       " (2, 'market for charcoal' (kilogram, GLO, None)),\n",
       " (1,\n",
       "  'market for liquid manure spreading, by vacuum tanker' (cubic meter, GLO, None)),\n",
       " (2023,\n",
       "  'market for sodium perborate, monohydrate, powder' (kilogram, GLO, None)),\n",
       " (20, 'market for zinc monosulfate' (kilogram, GLO, None)),\n",
       " (4100, 'market for aluminium casting facility' (unit, GLO, None)),\n",
       " (20, 'market for acrylonitrile' (kilogram, GLO, None)),\n",
       " (26,\n",
       "  'market for converter, for electric passenger car' (kilogram, GLO, None)),\n",
       " (1,\n",
       "  'market for vinasse, from fermentation of sugarcane molasses' (kilogram, GLO, None)),\n",
       " (23, 'market for expanded perlite' (kilogram, GLO, None)),\n",
       " (20,\n",
       "  'hexafluoroethane production, from fluorination of tetrafluoroethane' (kilogram, GLO, None)),\n",
       " (2022, 'market for coating powder' (kilogram, GLO, None)),\n",
       " (20, 'market for phenyl isocyanate' (kilogram, GLO, None)),\n",
       " (28, 'market for air filter, central unit, 600 m3/h' (unit, GLO, None)),\n",
       " (20, 'market for glyoxal' (kilogram, GLO, None)),\n",
       " (28, 'market for industrial furnace, natural gas' (unit, GLO, None)),\n",
       " (20, 'market for alkylbenzene, linear' (kilogram, GLO, None)),\n",
       " (2,\n",
       "  'market for metal working, average for metal product manufacturing' (kilogram, GLO, None)),\n",
       " (22,\n",
       "  'market for packaging film, low density polyethylene' (kilogram, GLO, None)),\n",
       " (1,\n",
       "  'market for potato seed, Swiss integrated production, for setting' (kilogram, GLO, None)),\n",
       " (16,\n",
       "  'market for sawnwood, lath, hardwood, raw, kiln dried' (cubic meter, GLO, None)),\n",
       " (113, 'market for celery' (kilogram, GLO, None)),\n",
       " (30, 'market for barge' (unit, GLO, None)),\n",
       " (1,\n",
       "  'market for harvesting, by complete harvester, beets' (hectare, GLO, None)),\n",
       " (20, 'market for isopropyl acetate' (kilogram, GLO, None)),\n",
       " (20, 'market for hydrogen cyanide' (kilogram, GLO, None)),\n",
       " (17, 'market for beverage carton converting' (square meter, GLO, None)),\n",
       " (3520,\n",
       "  'market for natural gas, from medium pressure network (0.1-1 bar), at service station' (kilogram, GLO, None)),\n",
       " (25,\n",
       "  'market for cast iron removed by turning, primarily dressing, computer numerical controlled' (kilogram, GLO, None)),\n",
       " (28,\n",
       "  'electronic component machinery production, unspecified' (unit, GLO, None)),\n",
       " (5110, 'transport, helicopter, LTO cycle' (unit, GLO, None)),\n",
       " (37,\n",
       "  'market for wastewater from liquid crystal display backlight production' (cubic meter, GLO, None)),\n",
       " (25,\n",
       "  'market for laser machining, metal, with YAG-laser, 30W power' (hour, GLO, None)),\n",
       " (25, 'market for zinc coat, pieces' (square meter, GLO, None)),\n",
       " (20, 'market for cyanuric chloride' (kilogram, GLO, None)),\n",
       " (23,\n",
       "  'market for fibre cement facing tile, large format' (kilogram, GLO, None)),\n",
       " (2219, 'market for tube insulation, elastomere' (kilogram, GLO, None)),\n",
       " (28, 'market for heat pump, brine-water, 10kW' (unit, GLO, None)),\n",
       " (20, 'carbon black production' (kilogram, GLO, None)),\n",
       " (20, 'market for xenon, gaseous' (kilogram, GLO, None)),\n",
       " (24,\n",
       "  'market for metal part of electronics scrap, in blister-copper' (kilogram, GLO, None)),\n",
       " (16,\n",
       "  'market for wood preservation, vacuum pressure method, organic salts, Cr-free, outdoor use, ground contact, as amo(...)_3' (kilogram, GLO, None)),\n",
       " (16,\n",
       "  'market for wood preservation, oscillating pressure method, inorganic salt, containing Cr, outdoor use, ground contact' (kilogram, GLO, None)),\n",
       " (28,\n",
       "  'market for furnace, wood chips, average storage area, 50kW' (unit, GLO, None)),\n",
       " (24,\n",
       "  'gold to generic market for precious metal for jewellery' (cubic meter, GLO, None)),\n",
       " (20, 'boric oxide production' (kilogram, GLO, None)),\n",
       " (2029,\n",
       "  'market for indium tin oxide powder, nanoscale, for sputtering target' (kilogram, GLO, None)),\n",
       " (2811,\n",
       "  'market for mini CHP plant, components for heat only' (unit, GLO, None)),\n",
       " (20, 'sodium persulfate production' (kilogram, GLO, None)),\n",
       " (1, 'field application of compost' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'market for photovoltaic slanted-roof installation, 3kWp, single-Si, laminated, integrated, on roof' (unit, GLO, None)),\n",
       " (23, 'market for lime, hydrated, loose weight' (kilogram, GLO, None)),\n",
       " (33,\n",
       "  'market for maintenance, train, passenger, long distance' (unit, GLO, None)),\n",
       " (28,\n",
       "  'market for furnace, wood chips, average storage area, 1000kW' (unit, GLO, None)),\n",
       " (2610,\n",
       "  'market for printed wiring board, through-hole mounted, unspecified, Pb containing' (kilogram, GLO, None)),\n",
       " (20,\n",
       "  'market for sodium hypochlorite, without water, in 15% solution state' (kilogram, GLO, None)),\n",
       " (3530,\n",
       "  'treatment of straw, organic, in furnace 300kW' (megajoule, GLO, None)),\n",
       " (121, 'grape production' (kilogram, GLO, None)),\n",
       " (20, 'market for sodium methoxide' (kilogram, GLO, None)),\n",
       " (20,\n",
       "  'market for uranium, enriched 3.8%, per separative work unit' (unit, GLO, None)),\n",
       " (20, 'lithium brine inspissation' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'printed wiring board production, through-hole mounted, unspecified, Pb free' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'inductor production, low value multilayer chip' (kilogram, GLO, None)),\n",
       " (20, 'market for calcium nitrate' (kilogram, GLO, None)),\n",
       " (23, 'market for concrete, 20MPa' (cubic meter, GLO, None)),\n",
       " (2610,\n",
       "  'market for resistor, metal film type, through-hole mounting' (kilogram, GLO, None)),\n",
       " (2, 'charcoal production' (kilogram, GLO, None)),\n",
       " (20, 'market for melamine' (kilogram, GLO, None)),\n",
       " (2029,\n",
       "  'solder production, bar, Sn95.5Ag3.9Cu0.6, for electronics industry' (kilogram, GLO, None)),\n",
       " (1920, 'market for petroleum coke' (kilogram, GLO, None)),\n",
       " (20, 'manganese sulfate production' (kilogram, GLO, None)),\n",
       " (25,\n",
       "  'market for chromium steel removed by milling, small parts' (kilogram, GLO, None)),\n",
       " (20, 'phenylenediamine production' (kilogram, GLO, None)),\n",
       " (17, 'market for tissue paper' (kilogram, GLO, None)),\n",
       " (10, 'market for sugar, from sugarcane' (kilogram, GLO, None)),\n",
       " (2021,\n",
       "  'market for wood preservative, water-based, indoor use, occasionally wet' (kilogram, GLO, None)),\n",
       " (22, 'market for polymethyl methacrylate, sheet' (kilogram, GLO, None)),\n",
       " (2610, 'market for liquid crystal display, unmounted' (kilogram, GLO, None)),\n",
       " (20, 'tetrafluoroethane production' (kilogram, GLO, None)),\n",
       " (20, 'market for methanol' (kilogram, GLO, None)),\n",
       " (20, 'modified Solvay process, Hou's process' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'market for photovoltaic slanted-roof installation, 3kWp, CIS, panel, mounted, on roof' (unit, GLO, None)),\n",
       " (20,\n",
       "  'market for DTPA, diethylenetriaminepentaacetic acid' (kilogram, GLO, None)),\n",
       " (22, 'market for calendering, rigid sheets' (kilogram, GLO, None)),\n",
       " (20,\n",
       "  'market for uranium, enriched 4.2%, in fuel element for light water reactor' (kilogram, GLO, None)),\n",
       " (30, 'market for barge tanker' (unit, GLO, None)),\n",
       " (19,\n",
       "  'market for ethanol, without water, in 95% solution state, from fermentation' (kilogram, GLO, None)),\n",
       " (24,\n",
       "  'treatment of non-Fe-Co-metals, from used Li-ion battery, pyrometallurgical processing' (kilogram, GLO, None)),\n",
       " (16,\n",
       "  'market for sawnwood, beam, softwood, raw, air dried' (cubic meter, GLO, None)),\n",
       " (1, 'market for cotton seed, for sowing' (kilogram, GLO, None)),\n",
       " (1, 'market for pea seed, for sowing' (kilogram, GLO, None)),\n",
       " (20, 'market for vinyl fluoride' (kilogram, GLO, None)),\n",
       " (23, 'market for refractory, basic, packed' (kilogram, GLO, None)),\n",
       " (2021, 'market for dithiocarbamate-compound' (kilogram, GLO, None)),\n",
       " (20, 'market for frit, for ceramic tile' (kilogram, GLO, None)),\n",
       " (20, 'silicon tetrachloride production' (kilogram, GLO, None)),\n",
       " (20, 'market for allyl chloride' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'market for photovoltaic slanted-roof installation, 3kWp, a-Si, laminated, integrated, on roof' (unit, GLO, None)),\n",
       " (20, 'market for tin dioxide' (kilogram, GLO, None)),\n",
       " (28, 'market for hydraulic digger' (unit, GLO, None)),\n",
       " (1, 'market for rape seed, for sowing' (kilogram, GLO, None)),\n",
       " (24, 'market for uranium hexafluoride' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'diode production, glass-, for surface-mounting' (kilogram, GLO, None)),\n",
       " (20, 'market for potassium nitrate' (kilogram, GLO, None)),\n",
       " (13, 'textile production, knit cotton, yarn dyed' (kilogram, GLO, None)),\n",
       " (1, 'market for fodder yeast' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'mounting, through-hole technology, Pb-free solder' (square meter, GLO, None)),\n",
       " (16,\n",
       "  'market for wood preservation, spray tunnel/deluging, water-based, indoor use, dry' (kilogram, GLO, None)),\n",
       " (23, 'market for expanded vermiculite' (kilogram, GLO, None)),\n",
       " (16,\n",
       "  'market for sawnwood, beam, softwood, kiln dried, planed' (cubic meter, GLO, None)),\n",
       " (2021, 'market for diazole-compound' (kilogram, GLO, None)),\n",
       " (20, 'market for praseodymium oxide' (kilogram, GLO, None)),\n",
       " (2610, 'resistor production, surface-mounted' (kilogram, GLO, None)),\n",
       " (24, 'market for ferrochromium, high-carbon, 68% Cr' (kilogram, GLO, None)),\n",
       " (16,\n",
       "  'market for sawnwood, beam, hardwood, air dried, planed' (cubic meter, GLO, None)),\n",
       " (113, 'market for iceberg lettuce' (kilogram, GLO, None)),\n",
       " (10,\n",
       "  'palm oil, refined, to generic market for vegetable oil' (kilogram, GLO, None)),\n",
       " (28, 'market for flexible duct, aluminium/PET, DN of 125' (meter, GLO, None)),\n",
       " (20, 'market for sulfur stockpiling' (kilogram, GLO, None)),\n",
       " (2310,\n",
       "  'market for funnel glass, for cathode ray tube display' (kilogram, GLO, None)),\n",
       " (20, 'market for epoxy resin insulator, Al2O3' (kilogram, GLO, None)),\n",
       " (23, 'market for silicon carbide' (kilogram, GLO, None)),\n",
       " (6110,\n",
       "  'market for operation, internet access equipment, label-certified electricity' (hour, GLO, None)),\n",
       " (20, 'sodium perchlorate production' (kilogram, GLO, None)),\n",
       " (2710,\n",
       "  'market for heat and power co-generation unit, 200kW electrical, diesel SCR, components for electricity only' (unit, GLO, None)),\n",
       " (111, 'market for fava bean, organic' (kilogram, GLO, None)),\n",
       " (24, 'market for sheet rolling, aluminium' (kilogram, GLO, None)),\n",
       " (113, 'market for cauliflower' (kilogram, GLO, None)),\n",
       " (2610, 'inductor production, ring core choke type' (kilogram, GLO, None)),\n",
       " (20, 'market for sodium hydrogen sulfite' (kilogram, GLO, None)),\n",
       " (16,\n",
       "  'market for wood preservation, dipping/immersion method, water-based, indoor use, dry' (kilogram, GLO, None)),\n",
       " (25,\n",
       "  'market for aluminium removed by milling, large parts' (kilogram, GLO, None)),\n",
       " (20, 'market for naphthalene sulfonic acid' (kilogram, GLO, None)),\n",
       " (20,\n",
       "  'market for silicon, single crystal, Czochralski process, electronics' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'market for electric connector, peripheral component interconnect buss' (kilogram, GLO, None)),\n",
       " (2710,\n",
       "  'market for electric parts, heat and power co-generation unit, 160kW electrical' (unit, GLO, None)),\n",
       " (25,\n",
       "  'market for laser machining, metal, with CO2-laser, 6000W power' (hour, GLO, None)),\n",
       " (20, 'market for trimesoyl chloride' (kilogram, GLO, None)),\n",
       " (729, 'market for silver' (kilogram, GLO, None)),\n",
       " (20, 'market for methylcyclopentane' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'market for photovoltaic facade installation, 3kWp, single-Si, laminated, integrated, at building' (unit, GLO, None)),\n",
       " (2610, 'cable production, data cable in infrastructure' (meter, GLO, None)),\n",
       " (25, 'market for welding, gas, steel' (meter, GLO, None)),\n",
       " (2610,\n",
       "  'market for electric motor, for electric scooter' (kilogram, GLO, None)),\n",
       " (35,\n",
       "  'market for diesel, burned in diesel-electric generating set' (megajoule, GLO, None)),\n",
       " (25,\n",
       "  'market for cast iron removed by milling, dressing' (kilogram, GLO, None)),\n",
       " (2811,\n",
       "  'market for heat and power co-generation unit, 1MW electrical, components for heat only' (unit, GLO, None)),\n",
       " (23, 'market for lime, hydraulic' (kilogram, GLO, None)),\n",
       " (1, 'market for drying of bread grain, seed and legumes' (litre, GLO, None)),\n",
       " (20, 'market for anionic resin' (kilogram, GLO, None)),\n",
       " (23, 'market for cement mortar' (kilogram, GLO, None)),\n",
       " (24,\n",
       "  'market for non-Fe-Co-metals, from used Li-ion battery, pyrometallurgical processing' (kilogram, GLO, None)),\n",
       " (20, 'market for 4-tert-butylbenzaldehyde' (kilogram, GLO, None)),\n",
       " (4100, 'market for solder factory' (unit, GLO, None)),\n",
       " (20,\n",
       "  'fraction 1 from naphtha separation to generic market for chemical, organic' (kilogram, GLO, None)),\n",
       " (27, 'market for cathode, for aluminium electrolysis' (kilogram, GLO, None)),\n",
       " (37,\n",
       "  'market for wastewater from liquid crystal production' (cubic meter, GLO, None)),\n",
       " (20, 'market for venting of nitrogen, liquid' (kilogram, GLO, None)),\n",
       " (10,\n",
       "  'buttermilk, from cow milk to generic market for protein feed' (megajoule, GLO, None)),\n",
       " (28,\n",
       "  'market for furnace, logs, average storage area, 30kW' (unit, GLO, None)),\n",
       " (20,\n",
       "  'market for acetic acid, without water, in 98% solution state' (kilogram, GLO, None)),\n",
       " (20, 'market for lithium hexafluorophosphate' (kilogram, GLO, None)),\n",
       " (729, 'cobalt production' (kilogram, GLO, None)),\n",
       " (1,\n",
       "  'market for Distiller's Dried Grains with Solubles' (kilogram, GLO, None)),\n",
       " (25,\n",
       "  'market for deep drawing, steel, 38000 kN press, single stroke' (kilogram, GLO, None)),\n",
       " (4100,\n",
       "  'market for heat and power co-generation unit, organic Rankine cycle, 1400kW thermal, building' (unit, GLO, None)),\n",
       " (25,\n",
       "  'market for cast iron removed by turning, average, computer numerical controlled' (kilogram, GLO, None)),\n",
       " (20, 'ammonium chloride production' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'electric connector production, peripheral component interconnect buss' (kilogram, GLO, None)),\n",
       " (26, 'market for display, cathode ray tube, 17 inches' (unit, GLO, None)),\n",
       " (23, 'market for cover plaster, organic' (kilogram, GLO, None)),\n",
       " (20,\n",
       "  'samarium europium gadolinium concentrate to generic market for mischmetal' (kilogram, GLO, None)),\n",
       " (25, 'market for expansion vessel, 25l' (unit, GLO, None)),\n",
       " (20, 'market for cadmium' (kilogram, GLO, None)),\n",
       " (25,\n",
       "  'market for cast iron removed by turning, primarily dressing, conventional' (kilogram, GLO, None)),\n",
       " (20, 'market for polyurethane, flexible foam' (kilogram, GLO, None)),\n",
       " (20, 'market for cyanoacetic acid' (kilogram, GLO, None)),\n",
       " (23, 'market for refractory, fireclay, packed' (kilogram, GLO, None)),\n",
       " (20, 'perfluoropentane production' (kilogram, GLO, None)),\n",
       " (990,\n",
       "  'market for deep well, for geothermal power, onshore, 6000m' (meter, GLO, None)),\n",
       " (25, 'market for powder coat, aluminium sheet' (square meter, GLO, None)),\n",
       " (16,\n",
       "  'market for sawnwood, azobe from sustainable forest management, planed, air dried' (cubic meter, GLO, None)),\n",
       " (24, 'market for copper scrap, sorted, pressed' (kilogram, GLO, None)),\n",
       " (16,\n",
       "  'market for wood preservation, dipping/immersion method, organic solvent-based, outdoor use, no ground contact, as(...)_2' (kilogram, GLO, None)),\n",
       " (20, 'market for phosphorous chloride' (kilogram, GLO, None)),\n",
       " (113, 'spinach production' (kilogram, GLO, None)),\n",
       " (2021, 'market for chlorothalonil' (kilogram, GLO, None)),\n",
       " (111, 'market for maize seed, at farm' (kilogram, GLO, None)),\n",
       " (1, 'market for milking' (kilogram, GLO, None)),\n",
       " (20, 'market for argon, crude, liquid' (kilogram, GLO, None)),\n",
       " (2710,\n",
       "  'market for power supply unit, for desktop computer' (unit, GLO, None)),\n",
       " (2310, 'market for packaging glass, white' (kilogram, GLO, None)),\n",
       " (20,\n",
       "  'soda ash, dense, to generic market for neutralising agent' (kilogram, GLO, None)),\n",
       " (20, 'market for epichlorohydrin' (kilogram, GLO, None)),\n",
       " (20, 'market for silicon, multi-Si, casted' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'market for transistor, wired, small size, through-hole mounting' (kilogram, GLO, None)),\n",
       " (20, 'market for dipropyl amine' (kilogram, GLO, None)),\n",
       " (24, 'market for magnesium-alloy, AZ91, diecast' (kilogram, GLO, None)),\n",
       " (16,\n",
       "  'market for pulpwood, hardwood, measured as solid wood under bark' (cubic meter, GLO, None)),\n",
       " (20, 'viscose production' (kilogram, GLO, None)),\n",
       " (29, 'market for transport, passenger car, electric' (kilometer, GLO, None)),\n",
       " (2610,\n",
       "  'market for photovoltaic laminate, ribbon-Si' (square meter, GLO, None)),\n",
       " (23, 'market for poor concrete' (cubic meter, GLO, None)),\n",
       " (16, 'market for particle board, for outdoor use' (cubic meter, GLO, None)),\n",
       " (2610, 'market for diode, auxilliaries and energy use' (kilogram, GLO, None)),\n",
       " (19, 'market for vegetable oil methyl ester' (kilogram, GLO, None)),\n",
       " (20,\n",
       "  'market for polyethylene, linear low density, granulate' (kilogram, GLO, None)),\n",
       " (2021, 'market for benzo[thia]diazole-compound' (kilogram, GLO, None)),\n",
       " (2, 'market for forwarding, forwarder' (hour, GLO, None)),\n",
       " (28, 'market for industrial furnace, coal, 1-10MW' (unit, GLO, None)),\n",
       " (20, 'market for methyl acrylate' (kilogram, GLO, None)),\n",
       " (24,\n",
       "  'market for aluminium scrap, post-consumer, prepared for melting' (kilogram, GLO, None)),\n",
       " (1,\n",
       "  'palm kernel meal to generic market for protein feed' (megajoule, GLO, None)),\n",
       " (2029, 'market for metallization paste, back side' (kilogram, GLO, None)),\n",
       " (20, 'market for 2-methyl-1-butanol' (kilogram, GLO, None)),\n",
       " (28, 'market for dust collector, multicyclone' (unit, GLO, None)),\n",
       " (2610, 'diode production, auxilliaries and energy use' (kilogram, GLO, None)),\n",
       " (23,\n",
       "  'market for lightweight concrete block, polystyrene' (kilogram, GLO, None)),\n",
       " (2021, 'market for metamitron' (kilogram, GLO, None)),\n",
       " (10, 'market for soybean oil, refined' (kilogram, GLO, None)),\n",
       " (729, 'zinc-lead mine operation' (kilogram, GLO, None)),\n",
       " (20, 'trichloroborane production' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'market for resistor, wirewound, through-hole mounting' (kilogram, GLO, None)),\n",
       " (27, 'market for inverter, 0.5kW' (unit, GLO, None)),\n",
       " (20, 'market for o-chlorobenzaldehyde' (kilogram, GLO, None)),\n",
       " (16, 'market for particle board, cement bonded' (cubic meter, GLO, None)),\n",
       " (26, 'inverter production, for electric passenger car' (kilogram, GLO, None)),\n",
       " (20, 'market for isobutyl acetate' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'market for printed wiring board, for power supply unit, desktop computer, Pb free' (kilogram, GLO, None)),\n",
       " (2811,\n",
       "  'market for heat and power co-generation unit, 200kW electrical, components for heat only' (unit, GLO, None)),\n",
       " (20, 'market for ethylene vinyl acetate copolymer' (kilogram, GLO, None)),\n",
       " (1,\n",
       "  'market for wheat seed, Swiss integrated production, for sowing' (kilogram, GLO, None)),\n",
       " (29,\n",
       "  'market for transport, passenger, electric scooter' (kilometer, GLO, None)),\n",
       " (2610,\n",
       "  'cable production, ribbon cable, 20-pin, with plugs' (kilogram, GLO, None)),\n",
       " (28, 'market for furnace, wood chips, with silo, 1000kW' (unit, GLO, None)),\n",
       " (28, 'market for toner module, laser printer, black/white' (unit, GLO, None)),\n",
       " (26, 'market for hard disk drive, for desktop computer' (unit, GLO, None)),\n",
       " (20, 'market for hydroxylamine' (kilogram, GLO, None)),\n",
       " (20, 'market for cationic resin' (kilogram, GLO, None)),\n",
       " (30, 'tanker production, transoceanic' (unit, GLO, None)),\n",
       " (23, 'market for quicklime, milled, packed' (kilogram, GLO, None)),\n",
       " (20, 'market for butadiene' (kilogram, GLO, None)),\n",
       " (2021, 'market for triazine-compound, unspecified' (kilogram, GLO, None)),\n",
       " (1, 'market for barley seed, for sowing' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'market for photovoltaic slanted-roof installation, 3kWp, multi-Si, panel, mounted, on roof' (unit, GLO, None)),\n",
       " (20, 'market for pyrazole' (kilogram, GLO, None)),\n",
       " (1,\n",
       "  'field application of vinasse, from fermentation of sugar beet' (kilogram, GLO, None)),\n",
       " (111, 'market for wheat grain' (kilogram, GLO, None)),\n",
       " (1, 'field application of poultry manure, dried' (kilogram, GLO, None)),\n",
       " (28, 'cable yarder production, truck-mounted' (unit, GLO, None)),\n",
       " (20, 'market for isopropanol' (kilogram, GLO, None)),\n",
       " (20, 'market for glycerine' (kilogram, GLO, None)),\n",
       " (3520, 'market for natural gas liquids' (kilogram, GLO, None)),\n",
       " (30, 'offshore platform production, petroleum' (unit, GLO, None)),\n",
       " (37,\n",
       "  'market for wastewater from cathode ray tube production' (cubic meter, GLO, None)),\n",
       " (20,\n",
       "  'market for MOX fuel element, for light water reactor' (kilogram, GLO, None)),\n",
       " (28, 'market for auxiliary heating unit, electric, 5kW' (unit, GLO, None)),\n",
       " (23, 'market for fibre cement corrugated slab' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'market for photovoltaic laminate, single-Si wafer' (square meter, GLO, None)),\n",
       " (4100, 'market for uranium enrichment centrifuge facility' (unit, GLO, None)),\n",
       " (20, 'market for ethylene dichloride' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'wafer production, fabricated, for integrated circuit' (square meter, GLO, None)),\n",
       " (2021,\n",
       "  'market for wood preservative, water-based, indoor use, dry' (kilogram, GLO, None)),\n",
       " (20,\n",
       "  'market for polyvinylchloride, suspension polymerised' (kilogram, GLO, None)),\n",
       " (28, 'market for oil boiler, 10kW' (unit, GLO, None)),\n",
       " (24, 'market for scrap lead acid battery' (kilogram, GLO, None)),\n",
       " (20, 'market for tetrafluoroethane' (kilogram, GLO, None)),\n",
       " (111, 'market for protein pea, organic' (kilogram, GLO, None)),\n",
       " (33, 'market for maintenance, goods wagon' (unit, GLO, None)),\n",
       " (20, 'market for hydroquinone' (kilogram, GLO, None)),\n",
       " (20,\n",
       "  'market for uranium, enriched 3.9%, in fuel element for light water reactor' (kilogram, GLO, None)),\n",
       " (20, 'market for styrene-acrylonitrile copolymer' (kilogram, GLO, None)),\n",
       " (25, 'market for liquid storage tank, chemicals, organics' (unit, GLO, None)),\n",
       " (2021, 'market for metolachlor' (kilogram, GLO, None)),\n",
       " (20, 'market for latex' (kilogram, GLO, None)),\n",
       " (2021, 'market for benzoic-compound' (kilogram, GLO, None)),\n",
       " (2310, 'market for glass, for liquid crystal display' (kilogram, GLO, None)),\n",
       " (13,\n",
       "  'market for glass fibre reinforced plastic, polyester resin, hand lay-up' (kilogram, GLO, None)),\n",
       " (1, 'grass fibres to generic market for energy feed' (megajoule, GLO, None)),\n",
       " (3530, 'treatment of straw, organic, in furnace 300kW' (kilogram, GLO, None)),\n",
       " (1,\n",
       "  'field application of vinasse, from fermentation of sugarcane molasses' (kilogram, GLO, None)),\n",
       " (1, 'market for soybean seed, organic, for sowing' (kilogram, GLO, None)),\n",
       " (1,\n",
       "  'market for rye seed, Swiss integrated production, for sowing' (kilogram, GLO, None)),\n",
       " (2732, 'market for cable, unspecified' (kilogram, GLO, None)),\n",
       " (20,\n",
       "  'market for uranium, enriched 3.9%, per separative work unit' (unit, GLO, None)),\n",
       " (24, 'nickel mine operation, sulfidic ore' (kilogram, GLO, None)),\n",
       " (23, 'market for concrete, 35MPa' (cubic meter, GLO, None)),\n",
       " (23, 'market for natural stone plate, polished' (kilogram, GLO, None)),\n",
       " (20,\n",
       "  'methylcyclopentane to generic market for solvent, organic' (kilogram, GLO, None)),\n",
       " (20, 'market for toluene, liquid' (kilogram, GLO, None)),\n",
       " (1, 'market for maize seed, organic, for sowing' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'market for photovoltaic facade installation, 3kWp, multi-Si, laminated, integrated, at building' (unit, GLO, None)),\n",
       " (20, 'market for activated silica' (kilogram, GLO, None)),\n",
       " (20, 'market for cyclohexane' (kilogram, GLO, None)),\n",
       " (20,\n",
       "  'market for uranium, enriched 4.0%, per separative work unit' (unit, GLO, None)),\n",
       " (1,\n",
       "  'market for vinasse, from fermentation of sugar beet' (kilogram, GLO, None)),\n",
       " (23,\n",
       "  'market for concrete, high exacting requirements' (cubic meter, GLO, None)),\n",
       " (20,\n",
       "  'lithium carbonate production, from concentrated brine' (kilogram, GLO, None)),\n",
       " (3530,\n",
       "  'heat production, wood chips from post-consumer wood, at furnace 300kW' (megajoule, GLO, None)),\n",
       " (2610, 'market for cable, printer cable, without plugs' (meter, GLO, None)),\n",
       " (28,\n",
       "  'market for blower and heat exchange unit, decentralized, 180-250 m3/h' (unit, GLO, None)),\n",
       " (111,\n",
       "  'market for maize grain, Swiss integrated production' (kilogram, GLO, None)),\n",
       " (23,\n",
       "  'market for concrete, for de-icing salt contact' (cubic meter, GLO, None)),\n",
       " (729,\n",
       "  'rutile production, synthetic, 95% titanium dioxide' (kilogram, GLO, None)),\n",
       " (28, 'market for ventilation duct, steel, 100x50 mm' (meter, GLO, None)),\n",
       " (5, 'market for mine infrastructure, open cast, hard coal' (unit, GLO, None)),\n",
       " (20, 'Brown-Schlesinger process' (kilogram, GLO, None)),\n",
       " (29, 'market for passenger car, diesel' (kilogram, GLO, None)),\n",
       " (20, 'market for urea formaldehyde resin' (kilogram, GLO, None)),\n",
       " (1, 'market for drying of grass' (litre, GLO, None)),\n",
       " (23, 'market for used tyre' (kilogram, GLO, None)),\n",
       " (25,\n",
       "  'market for brass removed by turning, average, conventional' (kilogram, GLO, None)),\n",
       " (4100, 'market for electric arc furnace converter' (unit, GLO, None)),\n",
       " (1, 'market for sugar beet pulp' (kilogram, GLO, None)),\n",
       " (20, 'market for dimethyl ether' (kilogram, GLO, None)),\n",
       " (20, 'market for 4-tert-butyltoluene' (kilogram, GLO, None)),\n",
       " (23, 'market for lime, hydrated, packed' (kilogram, GLO, None)),\n",
       " (1, 'rape meal to generic market for protein feed' (kilogram, GLO, None)),\n",
       " (16,\n",
       "  'market for shaving, softwood, measured as dry mass' (kilogram, GLO, None)),\n",
       " (20, 'market for esters of versatic acid' (kilogram, GLO, None)),\n",
       " (4100,\n",
       "  'market for dried roughage store, air dried, solar' (cubic meter, GLO, None)),\n",
       " (23, 'market for bitumen seal' (kilogram, GLO, None)),\n",
       " (25,\n",
       "  'market for sputtering target, sintered, indium tin oxide' (kilogram, GLO, None)),\n",
       " (25,\n",
       "  'market for impact extrusion of steel, hot, 5 strokes' (kilogram, GLO, None)),\n",
       " (20, 'market for benzoic acid' (kilogram, GLO, None)),\n",
       " (10, 'market for spray-drying of milk' (kilogram, GLO, None)),\n",
       " (2610, 'market for photovoltaic panel, a-Si' (square meter, GLO, None)),\n",
       " (36, 'market for ultraviolet lamp' (unit, GLO, None)),\n",
       " (24, 'ferrite production' (kilogram, GLO, None)),\n",
       " (24,\n",
       "  'treatment of non-Fe-Co-metals, from used Li-ion battery, hydrometallurgical processing' (kilogram, GLO, None)),\n",
       " (2022, 'magnetite production' (kilogram, GLO, None)),\n",
       " (2022,\n",
       "  'market for acrylic dispersion, without water, in 65% solution state' (kilogram, GLO, None)),\n",
       " (25,\n",
       "  'market for deep drawing, steel, 3500 kN press, single stroke' (kilogram, GLO, None)),\n",
       " (20, 'market for monoethanolamine' (kilogram, GLO, None)),\n",
       " (24,\n",
       "  'processing of anode slime, primary copper production' (kilogram, GLO, None)),\n",
       " (20, 'chemical production, inorganic' (kilogram, GLO, None)),\n",
       " (1, 'market for combine harvesting' (hectare, GLO, None)),\n",
       " (1, 'market for strawberry' (kilogram, GLO, None)),\n",
       " (20,\n",
       "  'market for polyethylene terephthalate, granulate, bottle grade' (kilogram, GLO, None)),\n",
       " (20, 'market for trimethyl borate' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'market for plug, inlet and outlet, for printer cable' (unit, GLO, None)),\n",
       " (20, 'market for 2-cyclopentone' (kilogram, GLO, None)),\n",
       " (20, 'market for 2-methyl-2-butanol' (kilogram, GLO, None)),\n",
       " (20, 'sodium aluminate production, powder' (kilogram, GLO, None)),\n",
       " (71,\n",
       "  'market for planning, heat and power co-generation unit, 160kW electrical' (unit, GLO, None)),\n",
       " (24, 'primary lead production from concentrate' (kilogram, GLO, None)),\n",
       " (33, 'market for maintenance, train, passenger, regional' (unit, GLO, None)),\n",
       " (1, 'market for maize silage, organic' (kilogram, GLO, None)),\n",
       " (20, 'iron(II) chloride production' (kilogram, GLO, None)),\n",
       " (20,\n",
       "  'market for nuclear fuel element, for pressure water reactor, UO2 3.9% & MOX' (kilogram, GLO, None)),\n",
       " (24, 'pig iron production' (kilogram, GLO, None)),\n",
       " (50,\n",
       "  'market for transport, freight, sea, liquefied natural gas' (ton kilometer, GLO, None)),\n",
       " (20, 'lithium manganese oxide production' (kilogram, GLO, None)),\n",
       " (2021, 'market for nitrile-compound' (kilogram, GLO, None)),\n",
       " (990,\n",
       "  'deep well drilling, for geothermal power, onshore, 6000m' (meter, GLO, None)),\n",
       " (20, 'market for refrigerant R134a' (kilogram, GLO, None)),\n",
       " (16,\n",
       "  'market for wood preservation, spray tunnel/deluging, organic solvent-based, indoor use, dry' (kilogram, GLO, None)),\n",
       " (2, 'market for cleft timber, measured as dry mass' (kilogram, GLO, None)),\n",
       " (24,\n",
       "  'market for permanent magnet, electric passenger car motor' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'market for photovoltaic slanted-roof installation, 3kWp, a-Si, panel, mounted, on roof' (unit, GLO, None)),\n",
       " (20, 'market for ammonium thiocyanate' (kilogram, GLO, None)),\n",
       " (2029, 'market for hydraulic fracturing fluid' (cubic meter, GLO, None)),\n",
       " (2310, 'glass production, for liquid crystal display' (kilogram, GLO, None)),\n",
       " (4100, 'market for uranium conversion facility' (unit, GLO, None)),\n",
       " (37,\n",
       "  'market for wastewater from particle board production' (cubic meter, GLO, None)),\n",
       " (2610,\n",
       "  'market for single-Si wafer, for electronics' (square meter, GLO, None)),\n",
       " (28, 'cable yarder with sled winch production' (unit, GLO, None)),\n",
       " (29, 'market for lorry, 40 metric ton' (unit, GLO, None)),\n",
       " (10, 'butter production, from cow milk' (kilogram, GLO, None)),\n",
       " (20, 'market for polyvinylfluoride' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'mounting, surface mount technology, Pb-free solder' (square meter, GLO, None)),\n",
       " (1, 'market for cotton seed' (kilogram, GLO, None)),\n",
       " (1, 'market for palm kernel meal' (kilogram, GLO, None)),\n",
       " (1,\n",
       "  'market for green manure, Swiss integrated production, until January' (hectare, GLO, None)),\n",
       " (13, 'textile production, woven cotton' (kilogram, GLO, None)),\n",
       " (20, 'gallium production, semiconductor-grade' (kilogram, GLO, None)),\n",
       " (36, 'market for ultrafiltration module' (unit, GLO, None)),\n",
       " (35,\n",
       "  'market for NOx retained, by selective catalytic reduction' (kilogram, GLO, None)),\n",
       " (3530,\n",
       "  'market for heat, central or small-scale, natural gas and heat pump, Jakobsberg' (megajoule, GLO, None)),\n",
       " (729, 'market for stibnite ore, 70% stibnite' (kilogram, GLO, None)),\n",
       " (1,\n",
       "  'sheep for slaughtering, live weight to generic market for red meat, live weight' (kilogram, GLO, None)),\n",
       " (20, 'market for glycine' (kilogram, GLO, None)),\n",
       " (1920, 'market for benzene' (kilogram, GLO, None)),\n",
       " (27,\n",
       "  'market for electric motor, electric passenger car' (kilogram, GLO, None)),\n",
       " (25, 'market for heat storage, 2000l' (unit, GLO, None)),\n",
       " (24, 'market for sheet rolling, chromium steel' (kilogram, GLO, None)),\n",
       " (36,\n",
       "  'seawater reverse osmosis module production, 8-inch spiral wound, enhanced' (square meter, GLO, None)),\n",
       " (20, 'fluorination of sodium tetrahydridoborate' (kilogram, GLO, None)),\n",
       " (26,\n",
       "  'disk drive production, CD/DVD, ROM, for desktop computer' (unit, GLO, None)),\n",
       " (2022, 'market for electrostatic paint' (kilogram, GLO, None)),\n",
       " (20,\n",
       "  'market for sodium silicate, without water, in 37% solution state' (kilogram, GLO, None)),\n",
       " (20, 'lithium chloride production' (kilogram, GLO, None)),\n",
       " (24, 'market for magnesium' (kilogram, GLO, None)),\n",
       " (20, 'market for p-dichlorobenzene' (kilogram, GLO, None)),\n",
       " (729, 'market for copper concentrate' (kilogram, GLO, None)),\n",
       " (2021, 'market for aclonifen' (kilogram, GLO, None)),\n",
       " (26, 'computer production, laptop' (unit, GLO, None)),\n",
       " (28,\n",
       "  'market for furnace, wood chips, hardwood storage area, 300kW' (unit, GLO, None)),\n",
       " (20, 'market for ethylene carbonate' (kilogram, GLO, None)),\n",
       " (20, 'chlorofluorination of ethylene' (kilogram, GLO, None)),\n",
       " (20, 'lithium hydroxide production' (kilogram, GLO, None)),\n",
       " (2021, 'market for atrazine' (kilogram, GLO, None)),\n",
       " (2710,\n",
       "  'market for heat and power co-generation unit construction, 6400kW thermal, components for electricity only' (unit, GLO, None)),\n",
       " (29,\n",
       "  'internal combustion engine production, passenger car' (kilogram, GLO, None)),\n",
       " (20, 'market for solvent, organic' (kilogram, GLO, None)),\n",
       " (20, 'trimethyl borate production' (kilogram, GLO, None)),\n",
       " (23, 'market for gypsum fibreboard' (kilogram, GLO, None)),\n",
       " (2310,\n",
       "  'market for anti-reflex-coating, etching, solar glass' (square meter, GLO, None)),\n",
       " (2021, 'market for phosphane' (kilogram, GLO, None)),\n",
       " (1, 'market for tillage, harrowing, by rotary harrow' (hectare, GLO, None)),\n",
       " (24,\n",
       "  'copper production, solvent-extraction electro-winning' (kilogram, GLO, None)),\n",
       " (20, 'market for 1-propanol' (kilogram, GLO, None)),\n",
       " (25,\n",
       "  'market for laser machining, metal, with CO2-laser, 3200W power' (hour, GLO, None)),\n",
       " (24, 'market for ferrite' (kilogram, GLO, None)),\n",
       " (17, 'market for core board' (kilogram, GLO, None)),\n",
       " (20, 'market for thionyl chloride' (kilogram, GLO, None)),\n",
       " (1,\n",
       "  'market for grass seed, Swiss integrated production, at farm' (kilogram, GLO, None)),\n",
       " (37, 'market for wastewater from wafer fabrication' (cubic meter, GLO, None)),\n",
       " (3530, 'treatment of stalk, in wood heater 6kW' (megajoule, GLO, None)),\n",
       " (16,\n",
       "  'market for sawnwood, board, hardwood, raw, kiln dried' (cubic meter, GLO, None)),\n",
       " (23, 'market for burnt shale' (kilogram, GLO, None)),\n",
       " (113, 'cauliflower production' (kilogram, GLO, None)),\n",
       " (33,\n",
       "  'market for maintenance, stirling heat and power co-generation unit, 3kW electrical, wood pellet, future' (unit, GLO, None)),\n",
       " (20, 'trifluoromethane production' (kilogram, GLO, None)),\n",
       " (1920, 'market for petrol, two-stroke blend' (kilogram, GLO, None)),\n",
       " (4520, 'market for passenger car maintenance' (unit, GLO, None)),\n",
       " (20,\n",
       "  'market for sodium hydroxide, without water, in 50% solution state' (kilogram, GLO, None)),\n",
       " (28, 'market for forestry harvester' (unit, GLO, None)),\n",
       " (12, 'market for green asparagus' (kilogram, GLO, None)),\n",
       " (13, 'textile production, knit cotton, batch dyed' (kilogram, GLO, None)),\n",
       " (113, 'cabbage white production' (kilogram, GLO, None)),\n",
       " (2021,\n",
       "  'wood preservative production, organic, indoor use, dry' (kilogram, GLO, None)),\n",
       " (27,\n",
       "  'market for fuel cell, polymer electrolyte membrane, 2kW electrical, future' (unit, GLO, None)),\n",
       " (25, 'market for expansion vessel, 80l' (unit, GLO, None)),\n",
       " (20, 'arsine production' (kilogram, GLO, None)),\n",
       " (20,\n",
       "  'market for fluorescent whitening agent, distyrylbiphenyl type' (kilogram, GLO, None)),\n",
       " (113, 'market for white asparagus' (kilogram, GLO, None)),\n",
       " (24,\n",
       "  'market for anode slime, silver and tellurium containing, from primary copper production' (kilogram, GLO, None)),\n",
       " (113, 'market for cucumber' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'printed wiring board production, for through-hole mounting, Pb free surface' (square meter, GLO, None)),\n",
       " (16, 'market for particle board, for indoor use' (cubic meter, GLO, None)),\n",
       " (24, 'market for hot rolling, steel' (kilogram, GLO, None)),\n",
       " (17,\n",
       "  'market for carton board box production, with gravure printing' (kilogram, GLO, None)),\n",
       " (2610, 'market for multi-Si wafer, ribbon' (square meter, GLO, None)),\n",
       " (20,\n",
       "  'market for nitric acid, without water, in 50% solution state' (kilogram, GLO, None)),\n",
       " (20, 'market for nylon 6, glass-filled' (kilogram, GLO, None)),\n",
       " (24,\n",
       "  'sodium arsenide production from Imperial smelting furnace' (kilogram, GLO, None)),\n",
       " (2710, 'market for gas motor, 206kW' (unit, GLO, None)),\n",
       " (4100, 'market for anode refinery' (unit, GLO, None)),\n",
       " (1,\n",
       "  'sugar beet pulp to generic market for energy feed' (kilogram, GLO, None)),\n",
       " (24, 'market for nickel, 99.5%' (kilogram, GLO, None)),\n",
       " (2610, 'integrated circuit production, memory type' (kilogram, GLO, None)),\n",
       " (1, 'market for bale loading' (unit, GLO, None)),\n",
       " (23, 'market for bitumen adhesive compound, hot' (kilogram, GLO, None)),\n",
       " (10, 'market for maize starch' (kilogram, GLO, None)),\n",
       " (2610,\n",
       "  'printed wiring board production, for through-hole mounting, Pb containing surface' (square meter, GLO, None)),\n",
       " (1, 'market for mowing, by rotary mower' (hectare, GLO, None)),\n",
       " (10, 'market for cottonseed oil, refined' (kilogram, GLO, None)),\n",
       " (30, 'market for aircraft, medium haul' (unit, GLO, None)),\n",
       " (2610, 'controller production, for electric scooter' (kilogram, GLO, None)),\n",
       " (20, 'market for compressed air, 1000 kPa gauge' (cubic meter, GLO, None)),\n",
       " (1, 'market for wheat seed, organic, for sowing' (kilogram, GLO, None)),\n",
       " (2732, 'market for cable, three-conductor cable' (meter, GLO, None)),\n",
       " (10, 'market for vegetable oil, refined' (kilogram, GLO, None)),\n",
       " (20, 'market for cyclohexanone' (kilogram, GLO, None)),\n",
       " (2023, 'market for zeolite, powder' (kilogram, GLO, None)),\n",
       " (24, 'market for pig iron' (kilogram, GLO, None)),\n",
       " (729, 'market for manganese concentrate' (kilogram, GLO, None)),\n",
       " (20, 'field application of calcium nitrate' (kilogram, GLO, None)),\n",
       " ...}"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "to_disaggregate"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get statistics on what level the industry codes are:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1715, 683, 0)"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(\n",
    "    len([1 for x in to_disaggregate if len(str(x[0])) in (1, 2)]),\n",
    "    len([1 for x in to_disaggregate if len(str(x[0])) in (3,4)]),\n",
    "    len([1 for x in to_disaggregate if len(str(x[0])) > 4])\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "replacable_exchanges = 0\n",
    "fixable_keys = {x.key for x in to_disaggregate}\n",
    "specific_exchanges = 0\n",
    "\n",
    "switchable_locations = {\"AU\",\"BE\",\"BG\",\"CY\",\"CZ\",\"DK\",\"ES\",\"FI\",\"FR\",\"DE\",\"GR\",\"HU\",\n",
    "                        \"IR\",\"IT\",\"LV\",\"LT\",\"LU\",\"MT\",\"NL\",\"PL\",\"PT\",\"RO\",\"SI\",\"SK\",\n",
    "                        \"ES\",\"SE\",\"UK\",\"AT\",\"BR\",\"CA\",\"CN\",\"IN\",\"ID\",\"JP\",\"NO\",\"MX\",\n",
    "                        \"RU\",\"SA\",\"KR\",\"CH\",\"TW\",\"TR\",\"US\"}\n",
    "\n",
    "for ds in to_disaggregate:\n",
    "    groups = []\n",
    "    for exc in ds.technosphere():\n",
    "        if exc.input.key in fixable_keys:\n",
    "            replacable_exchanges += 1\n",
    "            continue\n",
    "        else:\n",
    "            groups.append(exc.input)\n",
    "    container = {}\n",
    "    for ds in groups:\n",
    "        container.setdefault(ds['name'], []).append(ds)\n",
    "    for group in container.values():\n",
    "        if any(obj for obj in group if obj['location'] in switchable_locations):\n",
    "            specific_exchanges += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4940"
      ]
     },
     "execution_count": 70,
     "metadata": {},
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       "2453"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
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