From dd4b983f8783e057592580437d70751cde70f204 Mon Sep 17 00:00:00 2001 From: Konstantin Stadler Date: Fri, 8 Nov 2024 16:50:18 +0100 Subject: [PATCH] first version link tutorial --- doc/source/handling.rst | 1 + doc/source/index.rst | 1 + doc/source/linking.rst | 8 + doc/source/notebooks/GLAM_EXIO_link.ipynb | 4806 +++++++++++++++++++++ doc/source/notebooks/GLAM_EXIO_link.py | 223 + pymrio/aux/GLAM/EXIO382_to_GLAM202410.tsv | 69 + pymrio/aux/GLAM/GLAMprocessing.py | 25 +- 7 files changed, 5129 insertions(+), 4 deletions(-) create mode 100644 doc/source/linking.rst create mode 100644 doc/source/notebooks/GLAM_EXIO_link.ipynb create mode 100644 doc/source/notebooks/GLAM_EXIO_link.py create mode 100644 pymrio/aux/GLAM/EXIO382_to_GLAM202410.tsv diff --git a/doc/source/handling.rst b/doc/source/handling.rst index 4151ebe9..fde68464 100644 --- a/doc/source/handling.rst +++ b/doc/source/handling.rst @@ -15,4 +15,5 @@ Handling MRIO data notebooks/aggregation_examples notebooks/buildflowmatrix notebooks/stressor_characterization + notebooks/convert notebooks/advanced_group_stressors diff --git a/doc/source/index.rst b/doc/source/index.rst index 8ba99a6d..e46e1349 100644 --- a/doc/source/index.rst +++ b/doc/source/index.rst @@ -14,6 +14,7 @@ Contents: math Automatic MRIO download handling + linking notebooks/metadata development changelog diff --git a/doc/source/linking.rst b/doc/source/linking.rst new file mode 100644 index 00000000..29e3dda0 --- /dev/null +++ b/doc/source/linking.rst @@ -0,0 +1,8 @@ +Linking MRIO data with other databases +-------------------------------------- + +.. toctree:: + :maxdepth: 2 + + notebooks/GLAM_EXIO_link + diff --git a/doc/source/notebooks/GLAM_EXIO_link.ipynb b/doc/source/notebooks/GLAM_EXIO_link.ipynb new file mode 100644 index 00000000..8e7f65a9 --- /dev/null +++ b/doc/source/notebooks/GLAM_EXIO_link.ipynb @@ -0,0 +1,4806 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "d7d01b73-83d4-492f-b106-5d551a30ff5b", + "metadata": {}, + "source": [ + "# Linking GLAM with EXIOBASE 3" + ] + }, + { + "cell_type": "markdown", + "id": "bac31566-4afc-4c5a-9a48-85853d0bc816", + "metadata": {}, + "source": [ + "This tutorial covers the linking of the [Global Guidance for Life Cycle Impact Assessment Indicators and Methods (GLAM)](https://www.lifecycleinitiative.org/activities/life-cycle-assessment-data-and-methods/global-guidance-for-life-cycle-impact-assessment-indicators-and-methods-glam/) with the Environmentally-Extended Multi-Regional Input Output database [EXIOBASE 3](https://onlinelibrary.wiley.com/doi/full/10.1111/jiec.12715)." + ] + }, + { + "cell_type": "markdown", + "id": "b2ed5bbe-c7fd-423b-8f41-47711b9bc506", + "metadata": {}, + "source": [ + "The tutorial was tested with the latest version of both datasets:\n", + "\n", + "- [GLAM V1.0.2024.10](https://www.lifecycleinitiative.org/activities/life-cycle-assessment-data-and-methods/global-guidance-for-life-cycle-impact-assessment-indicators-and-methods-glam/)\n", + "- [EXIOBASE 3.8.2](https://doi.org/10.5281/zenodo.5589597)" + ] + }, + { + "cell_type": "markdown", + "id": "9b356552", + "metadata": {}, + "source": [ + "After the initial setup and data retrieval, the linking approach follows a two step approach. First, we translate the EXIOBASE stressor names to GLAM flow names; second, we characterise the flows with the GLAM characterization factors.\n", + "TODO: insert links to the headers later\n", + "The whole tutorial is self contained and automatically downloads all required data. The only pre-requisite is a [working installation of the latest version of Pymrio](https://pymrio.readthedocs.io/en/latest/installation.html). " + ] + }, + { + "cell_type": "markdown", + "id": "f6450876", + "metadata": {}, + "source": [ + "## Setup, folder definitions and data gathering" + ] + }, + { + "cell_type": "markdown", + "id": "8abe7e67", + "metadata": {}, + "source": [ + "Here we import the required Python modules and define the folders to store the data. " + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "ad720d2f", + "metadata": { + "lines_to_next_cell": 2, + "tags": [] + }, + "outputs": [], + "source": [ + "from pathlib import Path\n", + "import pymrio\n", + "\n", + "import warnings\n", + "import pandas as pd\n", + "warnings.simplefilter(action='ignore', category=pd.errors.PerformanceWarning)" + ] + }, + { + "cell_type": "markdown", + "id": "adad2bee", + "metadata": { + "lines_to_next_cell": 2 + }, + "source": [ + "Next, we specify were data should be stored" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "84a88a50", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "DATA_ROOT = Path(\"/tmp/glam_exio_tutorial\") # set this to your data directory\n", + "\n", + "EXIOBASE_STORAGE_FOLDER = DATA_ROOT / \"exiobase\"\n", + "GLAM_STORAGE_FOLDER = DATA_ROOT / \"glam\"\n", + "\n", + "EXIOBASE_STORAGE_FOLDER.mkdir(parents=True, exist_ok=True)\n", + "GLAM_STORAGE_FOLDER.mkdir(parents=True, exist_ok=True)" + ] + }, + { + "cell_type": "markdown", + "id": "fa729f8f", + "metadata": {}, + "source": [ + "Then, we download the data needed for the linking.\n", + "Here, we use EXIOBASE 3.8.2 in the product by product (pxp) classification for the year 2018." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "4c365c4a", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Description: Download log of EXIOBASE3\n", + "MRIO Name: EXIO3\n", + "System: pxp\n", + "Version: 10.5281/zenodo.3583070\n", + "File: /tmp/glam_exio_tutorial/exiobase/download_log.json\n", + "History:\n", + "20241107 12:00:30 - FILEIO - Skip download existing file IOT_2018_pxp.zip\n", + "20241107 12:00:30 - NOTE - Download log created\n", + "20241107 12:00:30 - NOTE - python_version: 3.9.20\n", + "20241107 12:00:30 - NOTE - pymrio_version: 0.6.dev\n", + "20241107 12:00:30 - NOTE - os: Linux\n", + "20241107 12:00:30 - NOTE - hostname: NTNU09417\n", + "20241107 12:00:30 - NOTE - username: konstans\n", + "20241107 11:56:28 - FILEIO - Skip download existing file IOT_2018_pxp.zip\n", + "20241107 11:56:28 - NOTE - Download log created\n", + "20241107 11:56:28 - NOTE - python_version: 3.9.19\n", + " ... (more lines in history)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pymrio.download_exiobase3(storage_folder=EXIOBASE_STORAGE_FOLDER, years=[2018], system=\"pxp\", overwrite_existing=False)" + ] + }, + { + "cell_type": "markdown", + "id": "cea2d9a4", + "metadata": {}, + "source": [ + "The command downloaded the EXIOBASE 3 zip archive for given year/system if the data not already exists in the given folder.\n", + "We do not need to extract the archive, pymrio can handle all processing from the zip archive.\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "c1350ac5", + "metadata": {}, + "source": [ + "Next, we download the latest GLAM data. Again, the function checks if the data is already available. " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "6199230f", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Description: GLAM download\n", + "MRIO Name: GLAM\n", + "System: impact assessment\n", + "Version: V2024.10\n", + "File: /tmp/glam_exio_tutorial/glam/download_log.json\n", + "History:\n", + "20241107 12:00:30 - FILEIO - Skip download existing file V1.0.2024.10.zip\n", + "20241107 12:00:30 - NOTE - Download log created\n", + "20241107 12:00:30 - NOTE - python_version: 3.9.20\n", + "20241107 12:00:30 - NOTE - pymrio_version: 0.6.dev\n", + "20241107 12:00:30 - NOTE - os: Linux\n", + "20241107 12:00:30 - NOTE - hostname: NTNU09417\n", + "20241107 12:00:30 - NOTE - username: konstans\n", + "20241107 11:56:32 - FILEIO - Skip download existing file V1.0.2024.10.zip\n", + "20241107 11:56:32 - NOTE - Download log created\n", + "20241107 11:56:32 - NOTE - python_version: 3.9.19\n", + " ... (more lines in history)" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pymrio.GLAMprocessing.get_GLAM(storage_folder=GLAM_STORAGE_FOLDER, overwrite_existing=False)" + ] + }, + { + "cell_type": "markdown", + "id": "ffef7a93", + "metadata": {}, + "source": [ + "The download contains one single zip archive. We can keep that compressed, but we need the \n", + "name for further processing." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "371243ac", + "metadata": { + "lines_to_next_cell": 2, + "tags": [] + }, + "outputs": [], + "source": [ + "GLAM_raw = [archive for archive in GLAM_STORAGE_FOLDER.glob(\"*\") if archive.suffix == \".zip\"][0]" + ] + }, + { + "cell_type": "markdown", + "id": "053a2560", + "metadata": {}, + "source": [ + "Now we need to process the GLAM data:\n", + "We need to concatenate the characterization factors and the flow names into a single table, change the region classification to fit the EXIOBASE classification and rename some columns names. This can be done by calling (this takes a couple of minutes):" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "acdc1568", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Reading V1.0.2024.10/EQ/GLAM_template_EQ_Land_Use.xlsx\n", + "Reading V1.0.2024.10/EQ/GLAM_template_EQ_Aquatic_Microplastics.xlsx\n", + "Reading V1.0.2024.10/EQ/GLAM_template_EQ_Ecotoxicity_TR.xlsx\n", + "Reading V1.0.2024.10/EQ/GLAM_template_EQ_Freshwater_Eutrophication.xlsx\n", + "Reading V1.0.2024.10/EQ/GLAM_template_EQ_Climate_Change_FW_TR_MA.xlsx\n", + "Reading V1.0.2024.10/EQ/GLAM_template_EQ_Ecotoxicity_FW.xlsx\n", + "Reading V1.0.2024.10/EQ/GLAM_template_EQ_Marine_Eutrophication.xlsx\n", + "Reading V1.0.2024.10/EQ/GLAM_template_EQ_Terrestrial_Acidification.xlsx\n", + "Reading V1.0.2024.10/EQ/GLAM_template_EQ_Water_Consumption.xlsx\n", + "Reading V1.0.2024.10/HH/GLAM_template_HH_Climate_Change.xlsx\n", + "Reading V1.0.2024.10/HH/GLAM_template_HH_Fine_Particulate_Matter_Impacts.xlsx\n", + "Reading V1.0.2024.10/HH/GLAM_template_HH_Human_Toxicity.xlsx\n", + "Reading V1.0.2024.10/HH/GLAM_template_HH_Ionizing_Radiation.xlsx\n", + "Reading V1.0.2024.10/HH/GLAM_template_HH_Lifestyle_Impacts_Nutrition.xlsx\n", + "Reading V1.0.2024.10/HH/GLAM_template_HH_Lifestyle_Impacts_Physical_activity.xlsx\n", + "Reading V1.0.2024.10/HH/GLAM_template_HH_Water_Scarcity.xlsx\n", + "Reading V1.0.2024.10/HH/GLAM_template_HH_Work_Environment_Impacts.xlsx\n", + "Reading V1.0.2024.10/SEA/GLAM_template_SEA_Abiotic energy_Mineral_resource_use.xlsx\n", + "Reading V1.0.2024.10/SEA/GLAM_template_SEA_Land_Use_Erosion_Resistance.xlsx\n", + "Reading V1.0.2024.10/SEA/GLAM_template_SEA_Land_Use_Groundwater_Regeneration.xlsx\n", + "Reading V1.0.2024.10/SEA/GLAM_template_SEA_Land_Use_Mechanical_Filtration.xlsx\n", + "Reading V1.0.2024.10/SEA/GLAM_template_SEA_Land_Use_Physiochemical_Filtration.xlsx\n", + "Reading V1.0.2024.10/SEA/GLAM_template_SEA_Land_Use_Soil_Organic_Carbon.xlsx\n", + "Found 0 rows with nan in LCIAMethod_location_ISO2\n" + ] + } + ], + "source": [ + "GLAM_char = pymrio.GLAMprocessing.prep_GLAM(GLAM_data=GLAM_raw)" + ] + }, + { + "cell_type": "markdown", + "id": "fff88929", + "metadata": {}, + "source": [ + "This results in a long table with all characterization factors from GLAM. \n", + "We can then later use this table to characterize EXIOBASE flows after renaming to GLAM flow names.\n", + "We can have a look at the table:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "bf2f3f7a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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FLOW_uuidLCIAMethod_name__FLOW_uuidLCIAMethod_realm__FLOW_uuidfactorregionunit_newunit_orig
0NaNEQ Land useTerrestrial1.318800e-15AFGlobal PDF*y/m2*ym2*y
1NaNEQ Land useTerrestrial1.146100e-15AFGlobal PDF*y/m2*ym2*y
2NaNEQ Land useTerrestrial1.547500e-16AFGlobal PDF*y/m2*ym2*y
3e1d56d4e-afe3-4b92-bd51-0a21f75e50a8EQ Land useTerrestrial4.501100e-16AFGlobal PDF*y/m2*ym2*y
41d443c61-ff6f-419a-99a8-9ff3055f4922EQ Land useTerrestrial3.471300e-16AFGlobal PDF*y/m2*ym2*y
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" + ], + "text/plain": [ + " FLOW_uuid LCIAMethod_name__FLOW_uuid \\\n", + "0 NaN EQ Land use \n", + "1 NaN EQ Land use \n", + "2 NaN EQ Land use \n", + "3 e1d56d4e-afe3-4b92-bd51-0a21f75e50a8 EQ Land use \n", + "4 1d443c61-ff6f-419a-99a8-9ff3055f4922 EQ Land use \n", + "\n", + " LCIAMethod_realm__FLOW_uuid factor region unit_new \\\n", + "0 Terrestrial 1.318800e-15 AF Global PDF*y/m2*y \n", + "1 Terrestrial 1.146100e-15 AF Global PDF*y/m2*y \n", + "2 Terrestrial 1.547500e-16 AF Global PDF*y/m2*y \n", + "3 Terrestrial 4.501100e-16 AF Global PDF*y/m2*y \n", + "4 Terrestrial 3.471300e-16 AF Global PDF*y/m2*y \n", + "\n", + " unit_orig \n", + "0 m2*y \n", + "1 m2*y \n", + "2 m2*y \n", + "3 m2*y \n", + "4 m2*y " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "GLAM_char.head()" + ] + }, + { + "cell_type": "markdown", + "id": "5fe44fa4", + "metadata": {}, + "source": [ + "We can also save the data for later use" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "091ec143", + "metadata": {}, + "outputs": [], + "source": [ + "GLAM_char.to_csv(GLAM_STORAGE_FOLDER / \"GLAM_characterization_table.csv\")" + ] + }, + { + "cell_type": "markdown", + "id": "ba72781a", + "metadata": {}, + "source": [ + "## Convert EXIOBASE stressors to GLAM flows" + ] + }, + { + "cell_type": "markdown", + "id": "de70bd14", + "metadata": {}, + "source": [ + "Here we first get the EXIOBASE GLAM bridge with:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "ffefb244", + "metadata": {}, + "outputs": [], + "source": [ + "exio_glam_bridge = pymrio.GLAMprocessing.get_GLAM_EXIO3_bridge()" + ] + }, + { + "cell_type": "markdown", + "id": "b041d3b0", + "metadata": {}, + "source": [ + "This bride links the EXIOBASE stressors to the GLAM flow names and UUIDs.\n", + "EXIOBASE stressors are linked via [regular expressions](https://docs.python.org/3/library/re.html)\n", + "TODO: function for showing the link without regular expressions" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "3676cadb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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stressorFLOW_name__stressorFLOW_class0__stressorFLOW_class1__stressorFLOW_class2__stressorFLOW_uuid__stressorEXIOBASE_unitFLOW_unitfactorcomment
0CO2 - combustion.*carbon dioxide (fossil)EmissionsEmissions to airEmissions to air, unspecified08a91e70-3ddc-11dd-923d-0050c2490048kgkg1NaN
1CO2 - non combustion.*carbon dioxide (fossil)EmissionsEmissions to airEmissions to air, unspecified08a91e70-3ddc-11dd-923d-0050c2490048kgkg1Lime and Cement in EXIOBASE, not linked to gen...
2CO2 - waste - fossil - aircarbon dioxide (fossil)EmissionsEmissions to airEmissions to air, unspecified08a91e70-3ddc-11dd-923d-0050c2490048kgkg1NaN
3CO2 - agriculture - peat decay - aircarbon dioxide (biogenic)EmissionsEmissions to airEmissions to air, unspecified08a91e70-3ddc-11dd-9c15-0050c2490048kgkg1NaN
4CO2 - waste - biogenic - aircarbon dioxide (biogenic)EmissionsEmissions to airEmissions to air, unspecified08a91e70-3ddc-11dd-9c15-0050c2490048kgkg1NaN
.................................
63.*Domestic Extraction.*Limestone, gypsum, chal...LimeResourcesResources from groundNon-renewable element resources from groundNaNktkg1000Assumed match. Gypsum would also be there
64.*Domestic Extraction.*Other minerals.*lithiumResourcesResources from groundNon-renewable element resources from groundfe0acd60-3ddc-11dd-aa34-0050c2490048ktkg1000Assumed match to one other mineral with high e...
65.*Domestic Extraction.*Salt.*SaltResourcesResources from groundNon-renewable element resources from groundNaNktkg1000NaN
66.*Domestic Extraction.*Slate.*Stone (dimension)ResourcesResources from groundNon-renewable element resources from groundNaNktkg1000Assumed match
67Water Consumption Blue(?!.*once-through).*waterResourcesResources from waterRenewable material resources from water419682fe-60fb-4b43-be89-bf2824b51104Mm3m31000000thats 10E6 m3 in EXIOBASE, not 10E18 (contrast...
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68 rows × 10 columns

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" + ], + "text/plain": [ + " stressor \\\n", + "0 CO2 - combustion.* \n", + "1 CO2 - non combustion.* \n", + "2 CO2 - waste - fossil - air \n", + "3 CO2 - agriculture - peat decay - air \n", + "4 CO2 - waste - biogenic - air \n", + ".. ... \n", + "63 .*Domestic Extraction.*Limestone, gypsum, chal... \n", + "64 .*Domestic Extraction.*Other minerals.* \n", + "65 .*Domestic Extraction.*Salt.* \n", + "66 .*Domestic Extraction.*Slate.* \n", + "67 Water Consumption Blue(?!.*once-through).* \n", + "\n", + " FLOW_name__stressor FLOW_class0__stressor FLOW_class1__stressor \\\n", + "0 carbon dioxide (fossil) Emissions Emissions to air \n", + "1 carbon dioxide (fossil) Emissions Emissions to air \n", + "2 carbon dioxide (fossil) Emissions Emissions to air \n", + "3 carbon dioxide (biogenic) Emissions Emissions to air \n", + "4 carbon dioxide (biogenic) Emissions Emissions to air \n", + ".. ... ... ... \n", + "63 Lime Resources Resources from ground \n", + "64 lithium Resources Resources from ground \n", + "65 Salt Resources Resources from ground \n", + "66 Stone (dimension) Resources Resources from ground \n", + "67 water Resources Resources from water \n", + "\n", + " FLOW_class2__stressor \\\n", + "0 Emissions to air, unspecified \n", + "1 Emissions to air, unspecified \n", + "2 Emissions to air, unspecified \n", + "3 Emissions to air, unspecified \n", + "4 Emissions to air, unspecified \n", + ".. ... \n", + "63 Non-renewable element resources from ground \n", + "64 Non-renewable element resources from ground \n", + "65 Non-renewable element resources from ground \n", + "66 Non-renewable element resources from ground \n", + "67 Renewable material resources from water \n", + "\n", + " FLOW_uuid__stressor EXIOBASE_unit FLOW_unit factor \\\n", + "0 08a91e70-3ddc-11dd-923d-0050c2490048 kg kg 1 \n", + "1 08a91e70-3ddc-11dd-923d-0050c2490048 kg kg 1 \n", + "2 08a91e70-3ddc-11dd-923d-0050c2490048 kg kg 1 \n", + "3 08a91e70-3ddc-11dd-9c15-0050c2490048 kg kg 1 \n", + "4 08a91e70-3ddc-11dd-9c15-0050c2490048 kg kg 1 \n", + ".. ... ... ... ... \n", + "63 NaN kt kg 1000 \n", + "64 fe0acd60-3ddc-11dd-aa34-0050c2490048 kt kg 1000 \n", + "65 NaN kt kg 1000 \n", + "66 NaN kt kg 1000 \n", + "67 419682fe-60fb-4b43-be89-bf2824b51104 Mm3 m3 1000000 \n", + "\n", + " comment \n", + "0 NaN \n", + "1 Lime and Cement in EXIOBASE, not linked to gen... \n", + "2 NaN \n", + "3 NaN \n", + "4 NaN \n", + ".. ... \n", + "63 Assumed match. Gypsum would also be there \n", + "64 Assumed match to one other mineral with high e... \n", + "65 NaN \n", + "66 Assumed match \n", + "67 thats 10E6 m3 in EXIOBASE, not 10E18 (contrast... \n", + "\n", + "[68 rows x 10 columns]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "exio_glam_bridge" + ] + }, + { + "cell_type": "markdown", + "id": "b9a5f1f4", + "metadata": {}, + "source": [ + "We can then convert the EXIOBASE stressors to GLAM flows.\n", + "To do so, we first load the EXIOBASE 3 data we downloaded previously into memory:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "4912ea8c", + "metadata": {}, + "outputs": [], + "source": [ + "exio3 = pymrio.parse_exiobase3(EXIOBASE_STORAGE_FOLDER / \"IOT_2018_pxp.zip\")" + ] + }, + { + "cell_type": "markdown", + "id": "333db31c", + "metadata": { + "lines_to_next_cell": 2 + }, + "source": [ + "To get a clean state, we reset any pre-calculated data from the MRIO system." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "3d530f63", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "exio3.reset_full()" + ] + }, + { + "cell_type": "markdown", + "id": "f0cf0a25", + "metadata": {}, + "source": [ + "We also do not need the \"impact\" satellite account, so we can remove that" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "2b1514e9", + "metadata": {}, + "outputs": [], + "source": [ + "del exio3.impacts" + ] + }, + { + "cell_type": "markdown", + "id": "95c70892", + "metadata": {}, + "source": [ + "We remain with one satellite account \"satellite\", lets have a look:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "6084722e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Extension Satellite Accounts with parameters: name, F, F_Y, S, S_Y, M, D_cba, D_pba, unit, D_cba_reg, D_pba_reg, D_imp_reg, D_exp_reg\n" + ] + } + ], + "source": [ + "print(exio3.satellite)" + ] + }, + { + "cell_type": "markdown", + "id": "dc135091", + "metadata": {}, + "source": [ + "With over 1000 stressor names:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "a7507d14", + "metadata": { + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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regionAT...WM
sectorPaddy riceWheatCereal grains necVegetables, fruit, nutsOil seedsSugar cane, sugar beetPlant-based fibersCrops necCattlePigs...Paper for treatment: landfillPlastic waste for treatment: landfillInert/metal/hazardous waste for treatment: landfillTextiles waste for treatment: landfillWood waste for treatment: landfillMembership organisation services n.e.c. (91)Recreational, cultural and sporting services (92)Other services (93)Private households with employed persons (95)Extra-territorial organizations and bodies
stressor
Taxes less subsidies on products purchased: Total05.89217011.34602410.5681321.3087660.9298380.0004553.09626238.98140730.013817...49.26804127.71297553.75670116.15916419.0082011502.5564414277.8165292649.1808849.325838e+010
Other net taxes on production0-16.782946-37.361754-50.750823-8.062885-5.123559-0.007735-9.798035-171.053736-17.942611...20.7408369.47541821.7766343.1671303.688338107.7413851335.765527612.6448586.298374e+010
Compensation of employees; wages, salaries, & employers' social contributions: Low-skilled01.0161082.0822203.3687350.2383150.2779440.0003040.4047341.3980842.852581...35.42881120.98889636.64525110.05692312.9086311230.1338561942.2135091013.1534942.150365e+030
Compensation of employees; wages, salaries, & employers' social contributions: Medium-skilled013.85111628.38387145.9210513.2485973.7888080.0041435.51715319.05803938.885076...223.288776131.612436234.93803062.26486480.5492192747.1348564859.9265542613.3562431.744307e+030
Compensation of employees; wages, salaries, & employers' social contributions: High-skilled02.2295314.5687827.3916370.5229070.6098620.0006670.8880633.0676586.259098...131.50040575.295361146.15007633.87852645.2066842660.1975964506.9586902535.5649202.282529e+020
..................................................................
Energy Carrier Net TMAR00.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.000000...116.026160113.541375152.60445314.73023217.6616654.349968258.465533268.2414920.000000e+000
Energy Carrier Net TOTH00.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.000000...89.64902992.37885391.33254924.27922727.6930922.091487149.415282165.8323960.000000e+000
Energy Carrier Net TRAI00.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.000000...0.5669650.6562210.4262060.3479140.3713780.0000000.7537110.9923690.000000e+000
Energy Carrier Net TROA01645.460996205.886745631.36736634.55753590.3293300.00000087.144381575.2187791004.868024...631.494757516.399672528.761660215.445931256.446199449.1122332270.5788303325.7514349.991987e+000
Energy Carrier Net LOSS00.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.000000...1954.3023062118.3499201572.2631111216.9031251283.408768209.8396753817.11888538509.7712102.093948e-070
\n", + "

1113 rows × 9800 columns

\n", + "
" + ], + "text/plain": [ + "region AT \\\n", + "sector Paddy rice Wheat \n", + "stressor \n", + "Taxes less subsidies on products purchased: Total 0 5.892170 \n", + "Other net taxes on production 0 -16.782946 \n", + "Compensation of employees; wages, salaries, & e... 0 1.016108 \n", + "Compensation of employees; wages, salaries, & e... 0 13.851116 \n", + "Compensation of employees; wages, salaries, & e... 0 2.229531 \n", + "... ... ... \n", + "Energy Carrier Net TMAR 0 0.000000 \n", + "Energy Carrier Net TOTH 0 0.000000 \n", + "Energy Carrier Net TRAI 0 0.000000 \n", + "Energy Carrier Net TROA 0 1645.460996 \n", + "Energy Carrier Net LOSS 0 0.000000 \n", + "\n", + "region \\\n", + "sector Cereal grains nec \n", + "stressor \n", + "Taxes less subsidies on products purchased: Total 11.346024 \n", + "Other net taxes on production -37.361754 \n", + "Compensation of employees; wages, salaries, & e... 2.082220 \n", + "Compensation of employees; wages, salaries, & e... 28.383871 \n", + "Compensation of employees; wages, salaries, & e... 4.568782 \n", + "... ... \n", + "Energy Carrier Net TMAR 0.000000 \n", + "Energy Carrier Net TOTH 0.000000 \n", + "Energy Carrier Net TRAI 0.000000 \n", + "Energy Carrier Net TROA 205.886745 \n", + "Energy Carrier Net LOSS 0.000000 \n", + "\n", + "region \\\n", + "sector Vegetables, fruit, nuts \n", + "stressor \n", + "Taxes less subsidies on products purchased: Total 10.568132 \n", + "Other net taxes on production -50.750823 \n", + "Compensation of employees; wages, salaries, & e... 3.368735 \n", + "Compensation of employees; wages, salaries, & e... 45.921051 \n", + "Compensation of employees; wages, salaries, & e... 7.391637 \n", + "... ... \n", + "Energy Carrier Net TMAR 0.000000 \n", + "Energy Carrier Net TOTH 0.000000 \n", + "Energy Carrier Net TRAI 0.000000 \n", + "Energy Carrier Net TROA 631.367366 \n", + "Energy Carrier Net LOSS 0.000000 \n", + "\n", + "region \\\n", + "sector Oil seeds \n", + "stressor \n", + "Taxes less subsidies on products purchased: Total 1.308766 \n", + "Other net taxes on production -8.062885 \n", + "Compensation of employees; wages, salaries, & e... 0.238315 \n", + "Compensation of employees; wages, salaries, & e... 3.248597 \n", + "Compensation of employees; wages, salaries, & e... 0.522907 \n", + "... ... \n", + "Energy Carrier Net TMAR 0.000000 \n", + "Energy Carrier Net TOTH 0.000000 \n", + "Energy Carrier Net TRAI 0.000000 \n", + "Energy Carrier Net TROA 34.557535 \n", + "Energy Carrier Net LOSS 0.000000 \n", + "\n", + "region \\\n", + "sector Sugar cane, sugar beet \n", + "stressor \n", + "Taxes less subsidies on products purchased: Total 0.929838 \n", + "Other net taxes on production -5.123559 \n", + "Compensation of employees; wages, salaries, & e... 0.277944 \n", + "Compensation of employees; wages, salaries, & e... 3.788808 \n", + "Compensation of employees; wages, salaries, & e... 0.609862 \n", + "... ... \n", + "Energy Carrier Net TMAR 0.000000 \n", + "Energy Carrier Net TOTH 0.000000 \n", + "Energy Carrier Net TRAI 0.000000 \n", + "Energy Carrier Net TROA 90.329330 \n", + "Energy Carrier Net LOSS 0.000000 \n", + "\n", + "region \\\n", + "sector Plant-based fibers \n", + "stressor \n", + "Taxes less subsidies on products purchased: Total 0.000455 \n", + "Other net taxes on production -0.007735 \n", + "Compensation of employees; wages, salaries, & e... 0.000304 \n", + "Compensation of employees; wages, salaries, & e... 0.004143 \n", + "Compensation of employees; wages, salaries, & e... 0.000667 \n", + "... ... \n", + "Energy Carrier Net TMAR 0.000000 \n", + "Energy Carrier Net TOTH 0.000000 \n", + "Energy Carrier Net TRAI 0.000000 \n", + "Energy Carrier Net TROA 0.000000 \n", + "Energy Carrier Net LOSS 0.000000 \n", + "\n", + "region \\\n", + "sector Crops nec Cattle \n", + "stressor \n", + "Taxes less subsidies on products purchased: Total 3.096262 38.981407 \n", + "Other net taxes on production -9.798035 -171.053736 \n", + "Compensation of employees; wages, salaries, & e... 0.404734 1.398084 \n", + "Compensation of employees; wages, salaries, & e... 5.517153 19.058039 \n", + "Compensation of employees; wages, salaries, & e... 0.888063 3.067658 \n", + "... ... ... \n", + "Energy Carrier Net TMAR 0.000000 0.000000 \n", + "Energy Carrier Net TOTH 0.000000 0.000000 \n", + "Energy Carrier Net TRAI 0.000000 0.000000 \n", + "Energy Carrier Net TROA 87.144381 575.218779 \n", + "Energy Carrier Net LOSS 0.000000 0.000000 \n", + "\n", + "region ... \\\n", + "sector Pigs ... \n", + "stressor ... \n", + "Taxes less subsidies on products purchased: Total 30.013817 ... \n", + "Other net taxes on production -17.942611 ... \n", + "Compensation of employees; wages, salaries, & e... 2.852581 ... \n", + "Compensation of employees; wages, salaries, & e... 38.885076 ... \n", + "Compensation of employees; wages, salaries, & e... 6.259098 ... \n", + "... ... ... \n", + "Energy Carrier Net TMAR 0.000000 ... \n", + "Energy Carrier Net TOTH 0.000000 ... \n", + "Energy Carrier Net TRAI 0.000000 ... \n", + "Energy Carrier Net TROA 1004.868024 ... \n", + "Energy Carrier Net LOSS 0.000000 ... \n", + "\n", + "region WM \\\n", + "sector Paper for treatment: landfill \n", + "stressor \n", + "Taxes less subsidies on products purchased: Total 49.268041 \n", + "Other net taxes on production 20.740836 \n", + "Compensation of employees; wages, salaries, & e... 35.428811 \n", + "Compensation of employees; wages, salaries, & e... 223.288776 \n", + "Compensation of employees; wages, salaries, & e... 131.500405 \n", + "... ... \n", + "Energy Carrier Net TMAR 116.026160 \n", + "Energy Carrier Net TOTH 89.649029 \n", + "Energy Carrier Net TRAI 0.566965 \n", + "Energy Carrier Net TROA 631.494757 \n", + "Energy Carrier Net LOSS 1954.302306 \n", + "\n", + "region \\\n", + "sector Plastic waste for treatment: landfill \n", + "stressor \n", + "Taxes less subsidies on products purchased: Total 27.712975 \n", + "Other net taxes on production 9.475418 \n", + "Compensation of employees; wages, salaries, & e... 20.988896 \n", + "Compensation of employees; wages, salaries, & e... 131.612436 \n", + "Compensation of employees; wages, salaries, & e... 75.295361 \n", + "... ... \n", + "Energy Carrier Net TMAR 113.541375 \n", + "Energy Carrier Net TOTH 92.378853 \n", + "Energy Carrier Net TRAI 0.656221 \n", + "Energy Carrier Net TROA 516.399672 \n", + "Energy Carrier Net LOSS 2118.349920 \n", + "\n", + "region \\\n", + "sector Inert/metal/hazardous waste for treatment: landfill \n", + "stressor \n", + "Taxes less subsidies on products purchased: Total 53.756701 \n", + "Other net taxes on production 21.776634 \n", + "Compensation of employees; wages, salaries, & e... 36.645251 \n", + "Compensation of employees; wages, salaries, & e... 234.938030 \n", + "Compensation of employees; wages, salaries, & e... 146.150076 \n", + "... ... \n", + "Energy Carrier Net TMAR 152.604453 \n", + "Energy Carrier Net TOTH 91.332549 \n", + "Energy Carrier Net TRAI 0.426206 \n", + "Energy Carrier Net TROA 528.761660 \n", + "Energy Carrier Net LOSS 1572.263111 \n", + "\n", + "region \\\n", + "sector Textiles waste for treatment: landfill \n", + "stressor \n", + "Taxes less subsidies on products purchased: Total 16.159164 \n", + "Other net taxes on production 3.167130 \n", + "Compensation of employees; wages, salaries, & e... 10.056923 \n", + "Compensation of employees; wages, salaries, & e... 62.264864 \n", + "Compensation of employees; wages, salaries, & e... 33.878526 \n", + "... ... \n", + "Energy Carrier Net TMAR 14.730232 \n", + "Energy Carrier Net TOTH 24.279227 \n", + "Energy Carrier Net TRAI 0.347914 \n", + "Energy Carrier Net TROA 215.445931 \n", + "Energy Carrier Net LOSS 1216.903125 \n", + "\n", + "region \\\n", + "sector Wood waste for treatment: landfill \n", + "stressor \n", + "Taxes less subsidies on products purchased: Total 19.008201 \n", + "Other net taxes on production 3.688338 \n", + "Compensation of employees; wages, salaries, & e... 12.908631 \n", + "Compensation of employees; wages, salaries, & e... 80.549219 \n", + "Compensation of employees; wages, salaries, & e... 45.206684 \n", + "... ... \n", + "Energy Carrier Net TMAR 17.661665 \n", + "Energy Carrier Net TOTH 27.693092 \n", + "Energy Carrier Net TRAI 0.371378 \n", + "Energy Carrier Net TROA 256.446199 \n", + "Energy Carrier Net LOSS 1283.408768 \n", + "\n", + "region \\\n", + "sector Membership organisation services n.e.c. 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To do so we use the convert function of Pymrio.\n", + "This function can be used for many more things and is [explained in detail in the notebook here](./convert.ipynb)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "0d7809a5", + "metadata": {}, + "outputs": [], + "source": [ + "exio3.glam_flows = exio3.satellite.convert(\n", + " exio_glam_bridge, new_extension_name=\"GLAM flows\",\n", + " unit_column_orig=\"EXIOBASE_unit\",\n", + " unit_column_new=\"FLOW_unit\",\n", + " ignore_columns=[\"comment\"]\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "a469b12f", + "metadata": {}, + "source": [ + "This now gives us a new satellite account \"glam_flows\"." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "7ed405e7", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Extension GLAM flows with parameters: name, F, F_Y, S, S_Y, M, D_cba, D_pba, unit, D_cba_reg, D_pba_reg, D_imp_reg, D_exp_reg\n" + ] + } + ], + "source": [ + "print(exio3.glam_flows)" + ] + }, + { + "cell_type": "markdown", + "id": "42a55005", + "metadata": {}, + "source": [ + "With flow names corresponding to GLAM flows.\n", + "Since we already had consumption based account calculated in EXIOBASE before, we can immediately see the same for the GLAM flows." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "ea93bfb4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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regionAT...WM
sectorPaddy riceWheatCereal grains necVegetables, fruit, nutsOil seedsSugar cane, sugar beetPlant-based fibersCrops necCattlePigs...Paper for treatment: landfillPlastic waste for treatment: landfillInert/metal/hazardous waste for treatment: landfillTextiles waste for treatment: landfillWood waste for treatment: landfillMembership organisation services n.e.c. (91)Recreational, cultural and sporting services (92)Other services (93)Private households with employed persons (95)Extra-territorial organizations and bodies
FLOW_nameFLOW_class0FLOW_class1FLOW_class2FLOW_uuid
Aromatic hydrocarbons, C9-17EmissionsEmissions to airEmissions to air, unspecified8.336762e-014.138211e+028.384652e+026.115615e+037.732511e+025.361554e+007.277001e+015.546761e+022.752103e+024.456396e+02...1.544708e+049.291897e+031.494657e+042.771999e+033.710926e+037.031041e+041.551195e+051.745993e+057.771091e+030
ClayResourcesResources from groundNon-renewable element resources from ground8.158067e-012.673424e+023.996208e+022.508053e+033.847816e+022.658587e+001.769793e+013.582100e+021.359782e+022.154214e+02...3.405604e+032.480454e+032.896875e+037.845561e+021.097459e+031.144638e+043.463068e+044.104598e+043.685794e+030
Crude petroleumResourcesResources from groundNon-renewable energy resources from ground7.307133e+028.764914e+041.386237e+058.394222e+051.179186e+057.693380e+025.762407e+031.018564e+054.155598e+046.117457e+04...9.195631e+056.544262e+058.253957e+051.514657e+052.836293e+053.097521e+067.237440e+069.023723e+064.374021e+050
Iron oreResourcesResources from groundNon-renewable element resources from ground8.225660e+003.071014e+035.515729e+033.039538e+044.619345e+033.552130e+013.073645e+023.028222e+032.000864e+033.138798e+03...9.321611e+044.675581e+048.752559e+041.121844e+041.628764e+045.023245e+053.345213e+063.791880e+063.666396e+040
LimeResourcesResources from groundNon-renewable element resources from ground8.475252e+002.934863e+035.370249e+033.779930e+045.783451e+033.766517e+017.223041e+024.748474e+032.049589e+033.425214e+03...1.091123e+058.289389e+049.265544e+042.538842e+043.495953e+042.765401e+057.210712e+051.506345e+066.374653e+040
Nitrogen oxidesEmissionsEmissions to airEmissions to air, unspecifiedf79d0f8f-2b0e-49cb-bed0-b1ea0fbd86253.478882e+039.343554e+051.127649e+062.841943e+061.105910e+065.175621e+034.897263e+041.814906e+052.982469e+053.949845e+05...3.243867e+062.387479e+062.786854e+069.458497e+051.175534e+062.129426e+074.978094e+074.076807e+071.535426e+060
Phosphate rocksResourcesResources from groundNon-renewable element resources from ground5.066669e+004.271343e+037.347335e+034.210786e+047.254197e+038.860398e+018.326782e+026.475012e+033.991800e+037.134255e+03...2.873022e+051.945324e+052.438311e+052.799787e+044.459788e+045.062799e+058.029668e+051.140687e+066.527889e+040
PhosphorusEmissionsEmissions to soilEmissions to soil, unspecified601311d7-4d5c-4d49-b131-69b73793ad0f4.117859e+032.610021e+059.758381e+052.172198e+064.015322e+051.554940e+028.728064e+041.244773e+051.239592e+069.696812e+04...7.965319e+055.066909e+057.047498e+051.729704e+052.242518e+053.334535e+061.856884e+071.796274e+074.573097e+050
Emissions to waterEmissions to water, unspecified410e1215-9953-46ce-a878-2079353eb8011.230884e+027.824815e+032.919105e+046.512133e+041.204146e+044.916779e+002.607513e+033.755880e+033.703892e+042.923116e+03...2.416688e+041.523716e+042.122031e+045.199551e+036.788329e+031.003355e+055.567402e+055.388543e+051.400495e+040
SaltResourcesResources from groundNon-renewable element resources from ground1.069828e+002.716670e+035.312645e+032.879982e+042.992638e+037.712182e+011.069316e+022.448446e+034.076234e+038.356012e+03...3.558749e+042.396232e+043.023857e+043.515008e+035.580953e+036.529690e+041.073510e+051.483203e+058.797760e+030
Stone (crushed)ResourcesResources from groundNon-renewable element resources from ground5.449720e+001.422301e+042.195707e+046.596865e+041.560365e+041.399416e+029.212267e+026.633744e+035.806730e+031.155279e+04...2.024849e+051.583775e+051.729148e+055.491081e+047.236118e+045.492659e+051.080288e+061.210742e+068.454173e+040
Stone (dimension)ResourcesResources from groundNon-renewable element resources from ground2.665247e-031.404065e+003.055491e+002.957040e+013.906920e+002.739594e-021.837914e-014.291698e+001.736260e+002.738834e+00...2.144481e+011.214053e+011.723470e+015.603200e+006.277809e+001.121581e+025.082258e+021.316249e+034.460135e+010
ammoniaEmissionsEmissions to airEmissions to air, unspecified08a91e70-3ddc-11dd-a2a9-0050c24900485.090101e+032.592504e+064.232914e+064.559520e+064.372526e+063.531855e+042.092714e+053.602330e+055.351135e+066.165938e+06...2.429753e+061.503823e+062.138620e+065.076122e+056.649995e+059.007397e+064.367963e+074.050489e+071.609137e+060
arableLand useLand occupationb88d3b6d-229e-477e-bce1-e16376f75c7b6.552293e+062.300028e+093.367620e+095.166189e+094.873168e+091.429955e+072.404249e+072.427030e+083.973494e+081.383438e+08...1.683244e+096.155909e+081.486449e+091.353596e+082.070602e+086.555847e+091.124919e+101.324305e+102.881331e+080
arsenic (v)EmissionsEmissions to airEmissions to air, unspecifiedfd35609e-968a-4dcf-8172-c621ff680ad74.400803e-011.240380e+022.730179e+021.725136e+031.911327e+022.481615e+001.597830e+012.232120e+021.306319e+022.229072e+02...4.121475e+033.133474e+033.908652e+031.475877e+031.540742e+031.502259e+042.956309e+043.271181e+042.514650e+030
bauxiteResourcesResources from groundNon-renewable element resources from ground7.564544e-014.399179e+028.806737e+024.688506e+037.663978e+025.910166e+009.274331e+014.784772e+022.662996e+024.453279e+02...1.417427e+047.449155e+031.295850e+049.329164e+021.284347e+034.540033e+041.130864e+051.269148e+054.363397e+030
benzo[a]pyreneEmissionsEmissions to airEmissions to air, unspecified08a91e70-3ddc-11dd-9221-0050c24900488.394297e-019.112556e+021.589822e+032.949985e+031.730970e+036.439203e+002.976550e+019.273025e+013.246293e+022.128287e+02...5.106848e+022.810902e+024.588130e+028.216816e+011.220814e+022.066440e+035.854100e+035.304018e+032.087861e+020
benzo[b]fluorantheneEmissionsEmissions to airEmissions to air, unspecifiedfe0acd60-3ddc-11dd-b0de-0050c24900481.365720e+001.448789e+032.508659e+034.685605e+032.606053e+038.411995e+004.206125e+011.389514e+025.264314e+023.297165e+02...7.018340e+023.790183e+026.273591e+021.087283e+021.620476e+022.716811e+037.810071e+036.875411e+032.468660e+020
benzo[k]fluorantheneEmissionsEmissions to airEmissions to air, unspecified4d9a8790-3ddd-11dd-94a1-0050c24900481.281255e-026.873645e+001.263428e+016.944470e+011.070008e+018.072348e-023.959859e-016.539058e+003.836517e+006.391183e+00...1.058797e+026.760973e+011.011570e+022.397058e+014.148938e+014.241592e+021.155653e+031.253354e+035.891792e+010
cadmium (ii)EmissionsEmissions to airEmissions to air, unspecified5c69d34a-51e7-4e7d-a89c-c8536962b51a5.906516e-021.449681e+013.040685e+012.120114e+022.505198e+012.372593e-012.386044e+002.326488e+011.237736e+012.054351e+01...5.504475e+023.694127e+025.310820e+021.440541e+021.654079e+022.257189e+034.717653e+035.293166e+032.907720e+020
carbon dioxide (biogenic)EmissionsEmissions to airEmissions to air, unspecified08a91e70-3ddc-11dd-9c15-0050c24900486.961052e+034.850821e+061.156308e+071.514443e+076.816771e+061.143804e+059.513248e+049.109826e+051.044798e+071.024183e+06...8.170663e+065.649664e+066.556382e+062.058117e+062.627469e+062.274693e+079.965991e+076.407860e+073.532427e+060
carbon dioxide (fossil)EmissionsEmissions to airEmissions to air, unspecified08a91e70-3ddc-11dd-923d-0050c24900488.113672e+051.530773e+081.894358e+086.443234e+081.489304e+084.713311e+069.529621e+067.146497e+074.952223e+077.231595e+07...1.006404e+097.208431e+088.406521e+082.475420e+083.169822e+087.101948e+091.650322e+101.436544e+104.751045e+080
carbon monoxide (fossil)EmissionsEmissions to airEmissions to air, unspecified08a91e70-3ddc-11dd-924e-0050c24900482.006941e+031.408594e+061.987768e+066.047124e+063.107200e+062.236884e+042.116465e+053.452901e+053.645320e+055.698248e+05...5.313334e+063.520156e+064.844513e+061.255152e+061.664520e+063.496992e+076.672648e+076.508594e+073.005302e+060
chromium (vi)EmissionsEmissions to airEmissions to air, unspecified08a91e70-3ddc-11dd-950b-0050c24900486.665700e-012.203113e+024.178820e+023.031718e+033.791752e+022.571361e+003.932768e+012.757273e+021.332441e+022.137617e+02...8.581368e+035.126397e+038.427827e+031.569759e+032.058580e+033.747180e+047.945423e+049.156477e+044.023944e+030
copperResourcesResources from groundNon-renewable element resources from groundfe0acd60-3ddc-11dd-ae5c-0050c24900484.604421e+002.708098e+034.964724e+032.394304e+044.499063e+035.341491e+014.073050e+023.045169e+031.590954e+032.533847e+03...7.334452e+045.700771e+046.478485e+042.166665e+042.848922e+042.092537e+055.423855e+056.153235e+052.496913e+040
copper (ii)EmissionsEmissions to airEmissions to air, unspecifiedf0a10407-a460-44bd-852e-f030fc9750888.116795e-012.130703e+022.939964e+021.433326e+032.217036e+022.767548e+001.837024e+011.885257e+021.375606e+022.285705e+02...2.882944e+032.416059e+032.686589e+031.277064e+031.271868e+031.105996e+042.052059e+042.043094e+041.899351e+030
dibenzofuranEmissionsEmissions to airEmissions to air, unspecified8f295189-36e1-4748-b1b2-52ddacea58c73.291954e-074.493650e-058.688371e-055.828764e-047.591742e-055.897799e-076.251318e-065.624462e-052.907800e-054.746394e-05...1.291798e-037.793820e-041.241089e-032.311910e-043.119974e-045.988013e-031.345177e-021.497299e-027.244510e-040
forest, extensiveLand useLand occupation9153cfb0-e762-47ba-9514-92d37321e68a0.000000e+000.000000e+000.000000e+000.000000e+000.000000e+000.000000e+000.000000e+000.000000e+000.000000e+000.000000e+00...0.000000e+000.000000e+000.000000e+000.000000e+000.000000e+000.000000e+000.000000e+000.000000e+000.000000e+000
forest, intensiveLand useLand occupationeb01bbdf-8977-4dd2-9c20-9d59d6f8a71f1.886985e+041.363390e+072.055033e+071.912786e+081.724900e+071.556208e+053.246365e+055.810355e+071.332074e+071.788156e+07...7.204589e+074.860502e+076.344877e+071.850150e+072.502893e+075.123153e+081.691826e+091.744952e+095.253573e+070
goldResourcesResources from groundNon-renewable element resources from groundfe0acd60-3ddc-11dd-a2bf-0050c24900484.411112e+001.653542e+033.183607e+031.940142e+043.191219e+032.300575e+013.640199e+022.854726e+031.004443e+031.525369e+03...6.220232e+043.938395e+045.646779e+041.313169e+041.752803e+042.255106e+055.269932e+051.049404e+062.182385e+040
hexachlorobenzeneEmissionsEmissions to airEmissions to air, unspecified08a91e70-3ddc-11dd-a2fb-0050c24900481.096016e-056.670973e-041.235543e-037.981706e-031.001835e-038.608821e-066.306650e-058.032311e-044.607394e-047.605999e-04...1.248924e-027.557423e-031.183232e-022.179107e-033.013081e-035.951171e-021.379781e-011.516427e-018.266584e-030
indeno(1,2,3-cd)pyreneEmissionsEmissions to airEmissions to air, unspecifiedfe0acd60-3ddc-11dd-ab8b-0050c24900481.093196e-024.265931e+007.847334e+003.994777e+017.280876e+004.796717e-022.270084e-013.987204e+002.054774e+003.305370e+00...4.856738e+013.000136e+014.488226e+019.755148e+001.460130e+012.374066e+026.467060e+026.487044e+023.587205e+010
leadResourcesResources from groundNon-renewable element resources from groundfe0acd60-3ddc-11dd-ae5d-0050c24900481.113300e-016.968315e+011.158446e+027.318591e+021.339377e+021.319057e+001.776730e+017.030065e+013.046311e+014.830650e+01...2.758626e+031.401422e+032.525185e+033.913858e+025.335230e+027.128139e+031.564123e+041.805322e+045.183899e+020
lead (ii)EmissionsEmissions to airEmissions to air, unspecifiedde9b0035-95cb-4a93-a60c-11887369da171.449146e+005.390392e+021.051379e+037.027081e+039.651912e+026.443323e+008.758484e+016.329919e+023.277930e+025.350002e+02...1.894708e+041.136556e+041.835933e+043.373856e+034.509473e+038.353915e+041.775059e+052.038049e+059.520328e+030
lithiumResourcesResources from groundNon-renewable element resources from groundfe0acd60-3ddc-11dd-aa34-0050c24900486.306307e+013.415817e+045.689756e+042.363030e+054.976319e+043.836033e+026.639549e+032.792437e+041.609108e+042.930058e+04...1.775272e+061.301192e+061.512452e+063.365545e+054.653952e+054.324852e+061.036872e+071.321597e+075.457651e+050
mercury (ii)EmissionsEmissions to airEmissions to air, unspecified653d74e8-d259-4d3d-81b3-4f47c391fd515.353786e-025.824193e+001.259166e+018.037561e+019.162600e+001.123015e-017.214253e-011.024749e+015.816573e+009.852453e+00...1.757453e+021.312929e+021.663018e+026.087146e+016.420165e+016.655631e+021.376848e+031.489369e+031.082373e+020
methane (biogenic)EmissionsEmissions to airEmissions to air, unspecifiedfe0acd60-3ddc-11dd-a8e8-0050c24900481.365734e+055.346476e+041.462679e+055.768832e+051.338822e+056.209915e+021.118938e+041.148268e+061.393074e+072.191670e+06...3.313934e+062.336408e+062.925461e+067.855394e+051.044410e+061.286456e+079.183566e+079.009966e+072.499817e+060
methane (fossil)EmissionsEmissions to airEmissions to air, unspecified08a91e70-3ddc-11dd-9610-0050c24900481.056309e+033.761251e+057.079032e+052.423729e+066.157510e+053.284880e+031.918862e+046.388166e+051.972842e+052.470073e+05...8.532637e+083.600838e+071.357779e+077.721760e+072.133551e+072.462297e+079.198136e+078.923065e+072.250364e+060
nickelResourcesResources from groundNon-renewable element resources from ground08a91e70-3ddc-11dd-96d1-0050c24900485.454372e-011.471367e+023.077001e+022.145270e+032.511709e+022.447028e+001.951851e+012.862650e+021.230863e+021.954223e+02...2.978112e+031.718836e+032.603223e+034.330049e+027.022787e+021.503892e+044.287942e+044.660313e+042.832589e+030
nickel (ii)EmissionsEmissions to airEmissions to air, unspecified8ae9138d-9b04-40d5-a058-675cb12179162.597464e-014.675467e+019.358035e+015.998164e+028.390653e+016.101985e-018.180461e+006.093216e+013.136961e+015.039591e+01...1.763316e+031.162873e+031.634360e+033.933771e+024.866875e+028.607392e+031.954395e+041.903380e+048.248204e+020
nitrogen, total (excluding N2)EmissionsEmissions to waterEmissions to water, unspecified3624d70d-4e4b-4927-9b84-b40e26c58e6d1.224694e+046.331628e+061.013949e+071.046880e+071.060770e+078.756816e+041.643288e+054.986370e+056.042140e+053.711252e+05...2.793980e+061.495150e+062.138301e+061.532096e+064.574527e+058.859635e+062.144578e+071.960167e+077.819020e+050
nitrous oxideEmissionsEmissions to airEmissions to air, unspecified08a91e70-3ddc-11dd-94c3-0050c24900485.405485e+025.621300e+059.041692e+059.122620e+059.495959e+057.291728e+031.210035e+047.644702e+043.413390e+052.388197e+05...3.470219e+051.954497e+053.059383e+056.339240e+048.365744e+041.366402e+067.166790e+066.939351e+061.931300e+050
non-methane volatile organic compoundsEmissionsEmissions to airEmissions to air, unspecified08a91e70-3ddc-11dd-a302-0050c24900485.514666e+023.066187e+056.130590e+051.149255e+065.028132e+052.995982e+032.230976e+041.191271e+051.237486e+051.715801e+05...9.428484e+056.506052e+058.342192e+052.402277e+053.223111e+058.080795e+061.545476e+071.430978e+075.493081e+050
particles (PM10)EmissionsEmissions to airEmissions to air, unspecified08a91e70-3ddc-11dd-91be-0050c24900487.468085e+028.241303e+041.338833e+054.078692e+051.202572e+055.714250e+024.793043e+033.227123e+043.127747e+043.729564e+04...6.719327e+054.880075e+055.926897e+052.021958e+052.639374e+052.970897e+066.551591e+067.262386e+063.189754e+050
particles (PM2.5)EmissionsEmissions to airEmissions to air, unspecified08a91e70-3ddc-11dd-9293-0050c24900483.949652e+027.103629e+041.137860e+053.215933e+051.028738e+054.675545e+023.800120e+032.352397e+042.643523e+043.007016e+04...5.127872e+053.737357e+054.537400e+051.567435e+052.027776e+052.258692e+064.906422e+065.435885e+062.357857e+050
pasture/meadowLand useLand occupation07937495-00a4-4676-8ef7-1161ee7a9f283.481307e+041.101405e+072.606694e+071.082085e+082.721115e+071.230125e+052.291898e+061.194001e+081.339361e+092.930694e+07...7.014640e+084.752680e+086.523773e+081.330434e+081.915188e+083.589413e+093.083908e+103.519680e+106.889051e+080
platinumResourcesResources from groundNon-renewable element resources from ground041fab30-6556-11dd-ad8b-0800200c9a663.367678e-021.364979e+012.528626e+011.063494e+032.550770e+011.936572e-012.674982e+004.745715e+011.220447e+011.744881e+01...4.910172e+022.641265e+024.567538e+026.082236e+018.768276e+012.137459e+035.377314e+031.070116e+041.956836e+020
polychlorinated biphenylsEmissionsEmissions to airEmissions to air, unspecified08a91e70-3ddc-11dd-97e4-0050c24900484.565829e-035.242235e-011.039021e+007.764616e+009.610620e-016.545655e-039.575382e-027.217580e-013.407562e-015.462754e-01...2.063520e+011.235671e+012.016224e+013.750135e+004.956384e+009.161382e+011.979656e+022.260536e+021.000901e+010
selenium (iv)EmissionsEmissions to airEmissions to air, unspecifiedd734e649-6a4b-47a7-9302-fe541728e7ac6.844396e-018.475593e+001.582966e+018.810252e+011.675500e+016.797308e-025.223299e-011.029217e+013.890882e+005.759496e+00...7.259058e+014.576742e+016.495998e+011.380492e+011.958625e+013.873313e+021.034858e+039.875818e+027.405429e+010
silverResourcesResources from groundNon-renewable element resources from ground172ab2d8-6556-11dd-ad8b-0800200c9a669.503618e-014.292640e+027.626626e+025.217664e+038.456446e+027.573794e+009.964235e+015.458302e+022.688914e+024.276768e+02...1.612284e+047.580162e+031.543919e+042.034876e+032.738615e+037.690542e+041.824686e+054.476521e+054.735370e+030
sulfur oxidesEmissionsEmissions to airEmissions to air, unspecifiedfe0acd60-3ddc-11dd-a207-0050c24900481.914543e+031.383019e+052.996156e+051.367832e+062.718302e+051.578897e+031.972844e+041.362095e+058.106009e+041.148842e+05...3.555340e+062.395000e+063.168326e+068.954140e+051.103053e+061.798417e+074.351287e+073.906527e+071.418677e+060
sulphur hexafluorideEmissionsEmissions to airEmissions to air, unspecifiedfe0acd60-3ddc-11dd-ac51-0050c24900481.025919e-024.569927e+019.550655e+013.609688e+025.442825e+012.847743e+005.055555e-011.691968e+022.688325e+013.213444e+01...1.101815e+025.807299e+019.474402e+011.635591e+012.404020e+013.031682e+028.773552e+029.242354e+025.669970e+010
tinResourcesResources from groundNon-renewable element resources from ground29068976-6556-11dd-ad8b-0800200c9a664.792714e-011.425100e+022.495168e+021.702598e+032.057993e+023.716607e+003.184048e+012.276294e+029.872425e+011.717667e+02...4.343343e+031.476235e+034.113529e+032.452196e+023.571684e+021.492912e+043.684398e+044.167922e+041.251403e+030
titaniumResourcesResources from groundNon-renewable element resources from ground2906898f-6556-11dd-ad8b-0800200c9a668.211953e-012.172319e+024.373306e+022.896905e+033.888023e+023.208307e+004.802030e+012.713992e+021.882875e+022.958363e+02...8.791021e+036.798781e+037.588446e+032.291347e+033.171898e+032.648510e+045.902370e+047.232359e+043.249998e+030
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uraniumResourcesResources from groundNon-renewable energy resources from ground3e4d2966-6556-11dd-ad8b-0800200c9a664.463066e+001.181089e+041.140401e+042.094154e+041.250494e+046.361647e+015.974966e+013.614263e+031.272331e+031.606435e+03...7.418050e+032.870650e+036.540755e+031.003834e+031.411024e+032.323117e+046.452246e+047.576959e+044.003541e+030
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waterResourcesResources from waterRenewable material resources from water419682fe-60fb-4b43-be89-bf2824b511048.360310e+053.280099e+061.827584e+073.087939e+084.472074e+074.480741e+055.664388e+053.777951e+071.192647e+075.438645e+06...9.847295e+076.558304e+078.574181e+071.470776e+072.312869e+073.210942e+088.326464e+088.378673e+082.734862e+070
zincResourcesResources from groundNon-renewable element resources from ground64b1ce4a-6556-11dd-ad8b-0800200c9a664.822867e-012.104650e+023.868400e+022.804222e+034.209087e+024.144174e+008.675029e+012.808773e+021.142548e+021.845363e+02...1.340840e+046.754723e+031.226937e+041.868142e+032.557082e+033.402275e+047.436890e+048.639827e+042.378269e+030
zinc (ii)EmissionsEmissions to airEmissions to air, unspecified88c9e03c-eda2-4976-8cde-134c11064ae61.601305e+003.947679e+027.204772e+025.371321e+036.952384e+024.516885e+007.592656e+014.822220e+022.303886e+023.665407e+02...1.583622e+049.476200e+031.555296e+042.917159e+033.812110e+036.996308e+041.482208e+051.693740e+057.161008e+030
\n", + "

60 rows × 9800 columns

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" + ], + "text/plain": [ + "region AT \\\n", + "sector Paddy rice \n", + "FLOW_name FLOW_class0 FLOW_class1 FLOW_class2 FLOW_uuid \n", + "Aromatic hydrocarbons, C9-17 Emissions Emissions to air Emissions to air, unspecified 8.336762e-01 \n", + "Clay Resources Resources from ground Non-renewable element resources from ground 8.158067e-01 \n", + "Crude petroleum Resources Resources from ground Non-renewable energy resources from ground 7.307133e+02 \n", + "Iron ore Resources Resources from ground Non-renewable element resources from ground 8.225660e+00 \n", + "Lime Resources Resources from ground Non-renewable element resources from ground 8.475252e+00 \n", + "Nitrogen oxides Emissions Emissions to air Emissions to air, unspecified f79d0f8f-2b0e-49cb-bed0-b1ea0fbd8625 3.478882e+03 \n", + "Phosphate rocks Resources Resources from ground Non-renewable element resources from ground 5.066669e+00 \n", + "Phosphorus Emissions Emissions to soil Emissions to soil, unspecified 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air, unspecified 08a91e70-3ddc-11dd-9221-0050c2490048 8.394297e-01 \n", + "benzo[b]fluoranthene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-b0de-0050c2490048 1.365720e+00 \n", + "benzo[k]fluoranthene Emissions Emissions to air Emissions to air, unspecified 4d9a8790-3ddd-11dd-94a1-0050c2490048 1.281255e-02 \n", + "cadmium (ii) Emissions Emissions to air Emissions to air, unspecified 5c69d34a-51e7-4e7d-a89c-c8536962b51a 5.906516e-02 \n", + "carbon dioxide (biogenic) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9c15-0050c2490048 6.961052e+03 \n", + "carbon dioxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-923d-0050c2490048 8.113672e+05 \n", + "carbon monoxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-924e-0050c2490048 2.006941e+03 \n", + "chromium (vi) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-950b-0050c2490048 6.665700e-01 \n", + "copper Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5c-0050c2490048 4.604421e+00 \n", + "copper (ii) Emissions Emissions to air Emissions to air, unspecified f0a10407-a460-44bd-852e-f030fc975088 8.116795e-01 \n", + "dibenzofuran Emissions Emissions to air Emissions to air, unspecified 8f295189-36e1-4748-b1b2-52ddacea58c7 3.291954e-07 \n", + "forest, extensive Land use Land occupation 9153cfb0-e762-47ba-9514-92d37321e68a 0.000000e+00 \n", + "forest, intensive Land use Land occupation eb01bbdf-8977-4dd2-9c20-9d59d6f8a71f 1.886985e+04 \n", + "gold Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-a2bf-0050c2490048 4.411112e+00 \n", + "hexachlorobenzene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2fb-0050c2490048 1.096016e-05 \n", + "indeno(1,2,3-cd)pyrene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ab8b-0050c2490048 1.093196e-02 \n", + "lead Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5d-0050c2490048 1.113300e-01 \n", + "lead (ii) Emissions Emissions to air Emissions to air, unspecified de9b0035-95cb-4a93-a60c-11887369da17 1.449146e+00 \n", + "lithium Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-aa34-0050c2490048 6.306307e+01 \n", + "mercury (ii) Emissions Emissions to air Emissions to air, unspecified 653d74e8-d259-4d3d-81b3-4f47c391fd51 5.353786e-02 \n", + "methane (biogenic) Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a8e8-0050c2490048 1.365734e+05 \n", + "methane (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9610-0050c2490048 1.056309e+03 \n", + "nickel Resources Resources from ground Non-renewable element resources from ground 08a91e70-3ddc-11dd-96d1-0050c2490048 5.454372e-01 \n", + "nickel (ii) Emissions Emissions to air Emissions to air, unspecified 8ae9138d-9b04-40d5-a058-675cb1217916 2.597464e-01 \n", + "nitrogen, total (excluding N2) Emissions Emissions to water Emissions to water, unspecified 3624d70d-4e4b-4927-9b84-b40e26c58e6d 1.224694e+04 \n", + "nitrous oxide Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-94c3-0050c2490048 5.405485e+02 \n", + "non-methane volatile organic compounds Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a302-0050c2490048 5.514666e+02 \n", + "particles (PM10) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-91be-0050c2490048 7.468085e+02 \n", + "particles (PM2.5) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9293-0050c2490048 3.949652e+02 \n", + "pasture/meadow Land use Land occupation 07937495-00a4-4676-8ef7-1161ee7a9f28 3.481307e+04 \n", + "platinum Resources Resources from ground Non-renewable element resources from ground 041fab30-6556-11dd-ad8b-0800200c9a66 3.367678e-02 \n", + "polychlorinated biphenyls Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-97e4-0050c2490048 4.565829e-03 \n", + "selenium (iv) Emissions Emissions to air Emissions to air, unspecified d734e649-6a4b-47a7-9302-fe541728e7ac 6.844396e-01 \n", + "silver Resources Resources from ground Non-renewable element resources from ground 172ab2d8-6556-11dd-ad8b-0800200c9a66 9.503618e-01 \n", + "sulfur oxides Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a207-0050c2490048 1.914543e+03 \n", + "sulphur hexafluoride Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ac51-0050c2490048 1.025919e-02 \n", + "tin Resources Resources from ground Non-renewable element resources from ground 29068976-6556-11dd-ad8b-0800200c9a66 4.792714e-01 \n", + "titanium Resources Resources from ground Non-renewable element resources from ground 2906898f-6556-11dd-ad8b-0800200c9a66 8.211953e-01 \n", + "unspecified Land use Land occupation be7cc1fe-c49e-4cce-9549-3d547f10c189 3.400221e+03 \n", + "uranium Resources Resources from ground Non-renewable energy resources from ground 3e4d2966-6556-11dd-ad8b-0800200c9a66 4.463066e+00 \n", + "urban Land use Land occupation d433f59a-a45d-42a4-88bc-ae8a4f29af39 0.000000e+00 \n", + "water Resources Resources from water Renewable material resources from water 419682fe-60fb-4b43-be89-bf2824b51104 8.360310e+05 \n", + "zinc Resources Resources from ground Non-renewable element resources from ground 64b1ce4a-6556-11dd-ad8b-0800200c9a66 4.822867e-01 \n", + "zinc (ii) Emissions Emissions to air Emissions to air, unspecified 88c9e03c-eda2-4976-8cde-134c11064ae6 1.601305e+00 \n", + "\n", + "region \\\n", + "sector Wheat \n", + "FLOW_name FLOW_class0 FLOW_class1 FLOW_class2 FLOW_uuid \n", + "Aromatic hydrocarbons, C9-17 Emissions Emissions to air Emissions to air, unspecified 4.138211e+02 \n", + "Clay Resources Resources from ground Non-renewable element resources from ground 2.673424e+02 \n", + "Crude petroleum Resources Resources from ground Non-renewable energy resources from ground 8.764914e+04 \n", + "Iron ore Resources Resources from ground Non-renewable element resources from ground 3.071014e+03 \n", + "Lime Resources Resources from ground Non-renewable element resources from ground 2.934863e+03 \n", + "Nitrogen oxides Emissions Emissions to air Emissions to air, unspecified f79d0f8f-2b0e-49cb-bed0-b1ea0fbd8625 9.343554e+05 \n", + "Phosphate rocks Resources Resources from ground Non-renewable element resources from ground 4.271343e+03 \n", + "Phosphorus Emissions Emissions to soil Emissions to soil, unspecified 601311d7-4d5c-4d49-b131-69b73793ad0f 2.610021e+05 \n", + " Emissions to water Emissions to water, unspecified 410e1215-9953-46ce-a878-2079353eb801 7.824815e+03 \n", + "Salt Resources Resources from ground Non-renewable element resources from ground 2.716670e+03 \n", + "Stone (crushed) Resources Resources from ground Non-renewable element resources from ground 1.422301e+04 \n", + "Stone (dimension) Resources Resources from ground Non-renewable element resources from ground 1.404065e+00 \n", + "ammonia Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2a9-0050c2490048 2.592504e+06 \n", + "arable Land use Land occupation b88d3b6d-229e-477e-bce1-e16376f75c7b 2.300028e+09 \n", + "arsenic (v) Emissions Emissions to air Emissions to air, unspecified fd35609e-968a-4dcf-8172-c621ff680ad7 1.240380e+02 \n", + "bauxite Resources Resources from ground Non-renewable element resources from ground 4.399179e+02 \n", + "benzo[a]pyrene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9221-0050c2490048 9.112556e+02 \n", + "benzo[b]fluoranthene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-b0de-0050c2490048 1.448789e+03 \n", + "benzo[k]fluoranthene Emissions Emissions to air Emissions to air, unspecified 4d9a8790-3ddd-11dd-94a1-0050c2490048 6.873645e+00 \n", + "cadmium (ii) Emissions Emissions to air Emissions to air, unspecified 5c69d34a-51e7-4e7d-a89c-c8536962b51a 1.449681e+01 \n", + "carbon dioxide (biogenic) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9c15-0050c2490048 4.850821e+06 \n", + "carbon dioxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-923d-0050c2490048 1.530773e+08 \n", + "carbon monoxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-924e-0050c2490048 1.408594e+06 \n", + "chromium (vi) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-950b-0050c2490048 2.203113e+02 \n", + "copper Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5c-0050c2490048 2.708098e+03 \n", + "copper (ii) Emissions Emissions to air Emissions to air, unspecified f0a10407-a460-44bd-852e-f030fc975088 2.130703e+02 \n", + "dibenzofuran Emissions Emissions to air Emissions to air, unspecified 8f295189-36e1-4748-b1b2-52ddacea58c7 4.493650e-05 \n", + "forest, extensive Land use Land occupation 9153cfb0-e762-47ba-9514-92d37321e68a 0.000000e+00 \n", + "forest, intensive Land use Land occupation eb01bbdf-8977-4dd2-9c20-9d59d6f8a71f 1.363390e+07 \n", + "gold Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-a2bf-0050c2490048 1.653542e+03 \n", + "hexachlorobenzene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2fb-0050c2490048 6.670973e-04 \n", + "indeno(1,2,3-cd)pyrene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ab8b-0050c2490048 4.265931e+00 \n", + "lead Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5d-0050c2490048 6.968315e+01 \n", + "lead (ii) Emissions Emissions to air Emissions to air, unspecified de9b0035-95cb-4a93-a60c-11887369da17 5.390392e+02 \n", + "lithium Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-aa34-0050c2490048 3.415817e+04 \n", + "mercury (ii) Emissions Emissions to air Emissions to air, unspecified 653d74e8-d259-4d3d-81b3-4f47c391fd51 5.824193e+00 \n", + "methane (biogenic) Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a8e8-0050c2490048 5.346476e+04 \n", + "methane (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9610-0050c2490048 3.761251e+05 \n", + "nickel Resources Resources from ground Non-renewable element resources from ground 08a91e70-3ddc-11dd-96d1-0050c2490048 1.471367e+02 \n", + "nickel (ii) Emissions Emissions to air Emissions to air, unspecified 8ae9138d-9b04-40d5-a058-675cb1217916 4.675467e+01 \n", + "nitrogen, total (excluding N2) Emissions Emissions to water Emissions to water, unspecified 3624d70d-4e4b-4927-9b84-b40e26c58e6d 6.331628e+06 \n", + "nitrous oxide Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-94c3-0050c2490048 5.621300e+05 \n", + "non-methane volatile organic compounds Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a302-0050c2490048 3.066187e+05 \n", + "particles (PM10) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-91be-0050c2490048 8.241303e+04 \n", + "particles (PM2.5) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9293-0050c2490048 7.103629e+04 \n", + "pasture/meadow Land use Land occupation 07937495-00a4-4676-8ef7-1161ee7a9f28 1.101405e+07 \n", + "platinum Resources Resources from ground Non-renewable element resources from ground 041fab30-6556-11dd-ad8b-0800200c9a66 1.364979e+01 \n", + "polychlorinated biphenyls Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-97e4-0050c2490048 5.242235e-01 \n", + "selenium (iv) Emissions Emissions to air Emissions to air, unspecified d734e649-6a4b-47a7-9302-fe541728e7ac 8.475593e+00 \n", + "silver Resources Resources from ground Non-renewable element resources from ground 172ab2d8-6556-11dd-ad8b-0800200c9a66 4.292640e+02 \n", + "sulfur oxides Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a207-0050c2490048 1.383019e+05 \n", + "sulphur hexafluoride Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ac51-0050c2490048 4.569927e+01 \n", + "tin Resources Resources from ground Non-renewable element resources from ground 29068976-6556-11dd-ad8b-0800200c9a66 1.425100e+02 \n", + "titanium Resources Resources from ground Non-renewable element resources from ground 2906898f-6556-11dd-ad8b-0800200c9a66 2.172319e+02 \n", + "unspecified Land use Land occupation be7cc1fe-c49e-4cce-9549-3d547f10c189 1.984730e+06 \n", + "uranium Resources Resources from ground Non-renewable energy resources from ground 3e4d2966-6556-11dd-ad8b-0800200c9a66 1.181089e+04 \n", + "urban Land use Land occupation d433f59a-a45d-42a4-88bc-ae8a4f29af39 0.000000e+00 \n", + "water Resources Resources from water Renewable material resources from water 419682fe-60fb-4b43-be89-bf2824b51104 3.280099e+06 \n", + "zinc Resources Resources from ground Non-renewable element resources from ground 64b1ce4a-6556-11dd-ad8b-0800200c9a66 2.104650e+02 \n", + "zinc (ii) Emissions Emissions to air Emissions to air, unspecified 88c9e03c-eda2-4976-8cde-134c11064ae6 3.947679e+02 \n", + "\n", + "region \\\n", + "sector Cereal grains nec \n", + "FLOW_name FLOW_class0 FLOW_class1 FLOW_class2 FLOW_uuid \n", + "Aromatic hydrocarbons, C9-17 Emissions Emissions to air Emissions to air, unspecified 8.384652e+02 \n", + "Clay Resources Resources from ground Non-renewable element resources from ground 3.996208e+02 \n", + "Crude petroleum Resources Resources from ground Non-renewable energy resources from ground 1.386237e+05 \n", + "Iron ore Resources Resources from ground Non-renewable element resources from ground 5.515729e+03 \n", + "Lime Resources Resources from ground Non-renewable element resources from ground 5.370249e+03 \n", + "Nitrogen oxides Emissions Emissions to air Emissions to air, unspecified f79d0f8f-2b0e-49cb-bed0-b1ea0fbd8625 1.127649e+06 \n", + "Phosphate rocks Resources Resources from ground Non-renewable element resources from ground 7.347335e+03 \n", + "Phosphorus Emissions Emissions to soil Emissions to soil, unspecified 601311d7-4d5c-4d49-b131-69b73793ad0f 9.758381e+05 \n", + " Emissions to water Emissions to water, unspecified 410e1215-9953-46ce-a878-2079353eb801 2.919105e+04 \n", + "Salt Resources Resources from ground Non-renewable element resources from ground 5.312645e+03 \n", + "Stone (crushed) Resources Resources from ground Non-renewable element resources from ground 2.195707e+04 \n", + "Stone (dimension) Resources Resources from ground Non-renewable element resources from ground 3.055491e+00 \n", + "ammonia Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2a9-0050c2490048 4.232914e+06 \n", + "arable Land use Land occupation b88d3b6d-229e-477e-bce1-e16376f75c7b 3.367620e+09 \n", + "arsenic (v) Emissions Emissions to air Emissions to air, unspecified fd35609e-968a-4dcf-8172-c621ff680ad7 2.730179e+02 \n", + "bauxite Resources Resources from ground Non-renewable element resources from ground 8.806737e+02 \n", + "benzo[a]pyrene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9221-0050c2490048 1.589822e+03 \n", + "benzo[b]fluoranthene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-b0de-0050c2490048 2.508659e+03 \n", + "benzo[k]fluoranthene Emissions Emissions to air Emissions to air, unspecified 4d9a8790-3ddd-11dd-94a1-0050c2490048 1.263428e+01 \n", + "cadmium (ii) Emissions Emissions to air Emissions to air, unspecified 5c69d34a-51e7-4e7d-a89c-c8536962b51a 3.040685e+01 \n", + "carbon dioxide (biogenic) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9c15-0050c2490048 1.156308e+07 \n", + "carbon dioxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-923d-0050c2490048 1.894358e+08 \n", + "carbon monoxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-924e-0050c2490048 1.987768e+06 \n", + "chromium (vi) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-950b-0050c2490048 4.178820e+02 \n", + "copper Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5c-0050c2490048 4.964724e+03 \n", + "copper (ii) Emissions Emissions to air Emissions to air, unspecified f0a10407-a460-44bd-852e-f030fc975088 2.939964e+02 \n", + "dibenzofuran Emissions Emissions to air Emissions to air, unspecified 8f295189-36e1-4748-b1b2-52ddacea58c7 8.688371e-05 \n", + "forest, extensive Land use Land occupation 9153cfb0-e762-47ba-9514-92d37321e68a 0.000000e+00 \n", + "forest, intensive Land use Land occupation eb01bbdf-8977-4dd2-9c20-9d59d6f8a71f 2.055033e+07 \n", + "gold Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-a2bf-0050c2490048 3.183607e+03 \n", + "hexachlorobenzene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2fb-0050c2490048 1.235543e-03 \n", + "indeno(1,2,3-cd)pyrene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ab8b-0050c2490048 7.847334e+00 \n", + "lead Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5d-0050c2490048 1.158446e+02 \n", + "lead (ii) Emissions Emissions to air Emissions to air, unspecified de9b0035-95cb-4a93-a60c-11887369da17 1.051379e+03 \n", + "lithium Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-aa34-0050c2490048 5.689756e+04 \n", + "mercury (ii) Emissions Emissions to air Emissions to air, unspecified 653d74e8-d259-4d3d-81b3-4f47c391fd51 1.259166e+01 \n", + "methane (biogenic) Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a8e8-0050c2490048 1.462679e+05 \n", + "methane (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9610-0050c2490048 7.079032e+05 \n", + "nickel Resources Resources from ground Non-renewable element resources from ground 08a91e70-3ddc-11dd-96d1-0050c2490048 3.077001e+02 \n", + "nickel (ii) Emissions Emissions to air Emissions to air, unspecified 8ae9138d-9b04-40d5-a058-675cb1217916 9.358035e+01 \n", + "nitrogen, total (excluding N2) Emissions Emissions to water Emissions to water, unspecified 3624d70d-4e4b-4927-9b84-b40e26c58e6d 1.013949e+07 \n", + "nitrous oxide Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-94c3-0050c2490048 9.041692e+05 \n", + "non-methane volatile organic compounds Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a302-0050c2490048 6.130590e+05 \n", + "particles (PM10) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-91be-0050c2490048 1.338833e+05 \n", + "particles (PM2.5) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9293-0050c2490048 1.137860e+05 \n", + "pasture/meadow Land use Land occupation 07937495-00a4-4676-8ef7-1161ee7a9f28 2.606694e+07 \n", + "platinum Resources Resources from ground Non-renewable element resources from ground 041fab30-6556-11dd-ad8b-0800200c9a66 2.528626e+01 \n", + "polychlorinated biphenyls Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-97e4-0050c2490048 1.039021e+00 \n", + "selenium (iv) Emissions Emissions to air Emissions to air, unspecified d734e649-6a4b-47a7-9302-fe541728e7ac 1.582966e+01 \n", + "silver Resources Resources from ground Non-renewable element resources from ground 172ab2d8-6556-11dd-ad8b-0800200c9a66 7.626626e+02 \n", + "sulfur oxides Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a207-0050c2490048 2.996156e+05 \n", + "sulphur hexafluoride Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ac51-0050c2490048 9.550655e+01 \n", + "tin Resources Resources from ground Non-renewable element resources from ground 29068976-6556-11dd-ad8b-0800200c9a66 2.495168e+02 \n", + "titanium Resources Resources from ground Non-renewable element resources from ground 2906898f-6556-11dd-ad8b-0800200c9a66 4.373306e+02 \n", + "unspecified Land use Land occupation be7cc1fe-c49e-4cce-9549-3d547f10c189 3.284676e+06 \n", + "uranium Resources Resources from ground Non-renewable energy resources from ground 3e4d2966-6556-11dd-ad8b-0800200c9a66 1.140401e+04 \n", + "urban Land use Land occupation d433f59a-a45d-42a4-88bc-ae8a4f29af39 0.000000e+00 \n", + "water Resources Resources from water Renewable material resources from water 419682fe-60fb-4b43-be89-bf2824b51104 1.827584e+07 \n", + "zinc Resources Resources from ground Non-renewable element resources from ground 64b1ce4a-6556-11dd-ad8b-0800200c9a66 3.868400e+02 \n", + "zinc (ii) Emissions Emissions to air Emissions to air, unspecified 88c9e03c-eda2-4976-8cde-134c11064ae6 7.204772e+02 \n", + "\n", + "region \\\n", + "sector Vegetables, fruit, nuts \n", + "FLOW_name FLOW_class0 FLOW_class1 FLOW_class2 FLOW_uuid \n", + "Aromatic hydrocarbons, C9-17 Emissions Emissions to air Emissions to air, unspecified 6.115615e+03 \n", + "Clay Resources Resources from ground Non-renewable element resources from ground 2.508053e+03 \n", + "Crude petroleum Resources Resources from ground Non-renewable energy resources from ground 8.394222e+05 \n", + "Iron ore Resources Resources from ground Non-renewable element resources from ground 3.039538e+04 \n", + "Lime Resources Resources from ground Non-renewable element resources from ground 3.779930e+04 \n", + "Nitrogen oxides Emissions Emissions to air Emissions to air, unspecified f79d0f8f-2b0e-49cb-bed0-b1ea0fbd8625 2.841943e+06 \n", + "Phosphate rocks Resources Resources from ground Non-renewable element resources from ground 4.210786e+04 \n", + "Phosphorus Emissions Emissions to soil Emissions to soil, unspecified 601311d7-4d5c-4d49-b131-69b73793ad0f 2.172198e+06 \n", + " Emissions to water Emissions to water, unspecified 410e1215-9953-46ce-a878-2079353eb801 6.512133e+04 \n", + "Salt Resources Resources from ground Non-renewable element resources from ground 2.879982e+04 \n", + "Stone (crushed) Resources Resources from ground Non-renewable element resources from ground 6.596865e+04 \n", + "Stone (dimension) Resources Resources from ground Non-renewable element resources from ground 2.957040e+01 \n", + "ammonia Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2a9-0050c2490048 4.559520e+06 \n", + "arable Land use Land occupation b88d3b6d-229e-477e-bce1-e16376f75c7b 5.166189e+09 \n", + "arsenic (v) Emissions Emissions to air Emissions to air, unspecified fd35609e-968a-4dcf-8172-c621ff680ad7 1.725136e+03 \n", + "bauxite Resources Resources from ground Non-renewable element resources from ground 4.688506e+03 \n", + "benzo[a]pyrene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9221-0050c2490048 2.949985e+03 \n", + "benzo[b]fluoranthene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-b0de-0050c2490048 4.685605e+03 \n", + "benzo[k]fluoranthene Emissions Emissions to air Emissions to air, unspecified 4d9a8790-3ddd-11dd-94a1-0050c2490048 6.944470e+01 \n", + "cadmium (ii) Emissions Emissions to air Emissions to air, unspecified 5c69d34a-51e7-4e7d-a89c-c8536962b51a 2.120114e+02 \n", + "carbon dioxide (biogenic) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9c15-0050c2490048 1.514443e+07 \n", + "carbon dioxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-923d-0050c2490048 6.443234e+08 \n", + "carbon monoxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-924e-0050c2490048 6.047124e+06 \n", + "chromium (vi) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-950b-0050c2490048 3.031718e+03 \n", + "copper Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5c-0050c2490048 2.394304e+04 \n", + "copper (ii) Emissions Emissions to air Emissions to air, unspecified f0a10407-a460-44bd-852e-f030fc975088 1.433326e+03 \n", + "dibenzofuran Emissions Emissions to air Emissions to air, unspecified 8f295189-36e1-4748-b1b2-52ddacea58c7 5.828764e-04 \n", + "forest, extensive Land use Land occupation 9153cfb0-e762-47ba-9514-92d37321e68a 0.000000e+00 \n", + "forest, intensive Land use Land occupation eb01bbdf-8977-4dd2-9c20-9d59d6f8a71f 1.912786e+08 \n", + "gold Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-a2bf-0050c2490048 1.940142e+04 \n", + "hexachlorobenzene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2fb-0050c2490048 7.981706e-03 \n", + "indeno(1,2,3-cd)pyrene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ab8b-0050c2490048 3.994777e+01 \n", + "lead Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5d-0050c2490048 7.318591e+02 \n", + "lead (ii) Emissions Emissions to air Emissions to air, unspecified de9b0035-95cb-4a93-a60c-11887369da17 7.027081e+03 \n", + "lithium Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-aa34-0050c2490048 2.363030e+05 \n", + "mercury (ii) Emissions Emissions to air Emissions to air, unspecified 653d74e8-d259-4d3d-81b3-4f47c391fd51 8.037561e+01 \n", + "methane (biogenic) Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a8e8-0050c2490048 5.768832e+05 \n", + "methane (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9610-0050c2490048 2.423729e+06 \n", + "nickel Resources Resources from ground Non-renewable element resources from ground 08a91e70-3ddc-11dd-96d1-0050c2490048 2.145270e+03 \n", + "nickel (ii) Emissions Emissions to air Emissions to air, unspecified 8ae9138d-9b04-40d5-a058-675cb1217916 5.998164e+02 \n", + "nitrogen, total (excluding N2) Emissions Emissions to water Emissions to water, unspecified 3624d70d-4e4b-4927-9b84-b40e26c58e6d 1.046880e+07 \n", + "nitrous oxide Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-94c3-0050c2490048 9.122620e+05 \n", + "non-methane volatile organic compounds Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a302-0050c2490048 1.149255e+06 \n", + "particles (PM10) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-91be-0050c2490048 4.078692e+05 \n", + "particles (PM2.5) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9293-0050c2490048 3.215933e+05 \n", + "pasture/meadow Land use Land occupation 07937495-00a4-4676-8ef7-1161ee7a9f28 1.082085e+08 \n", + "platinum Resources Resources from ground Non-renewable element resources from ground 041fab30-6556-11dd-ad8b-0800200c9a66 1.063494e+03 \n", + "polychlorinated biphenyls Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-97e4-0050c2490048 7.764616e+00 \n", + "selenium (iv) Emissions Emissions to air Emissions to air, unspecified d734e649-6a4b-47a7-9302-fe541728e7ac 8.810252e+01 \n", + "silver Resources Resources from ground Non-renewable element resources from ground 172ab2d8-6556-11dd-ad8b-0800200c9a66 5.217664e+03 \n", + "sulfur oxides Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a207-0050c2490048 1.367832e+06 \n", + "sulphur hexafluoride Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ac51-0050c2490048 3.609688e+02 \n", + "tin Resources Resources from ground Non-renewable element resources from ground 29068976-6556-11dd-ad8b-0800200c9a66 1.702598e+03 \n", + "titanium Resources Resources from ground Non-renewable element resources from ground 2906898f-6556-11dd-ad8b-0800200c9a66 2.896905e+03 \n", + "unspecified Land use Land occupation be7cc1fe-c49e-4cce-9549-3d547f10c189 2.858199e+07 \n", + "uranium Resources Resources from ground Non-renewable energy resources from ground 3e4d2966-6556-11dd-ad8b-0800200c9a66 2.094154e+04 \n", + "urban Land use Land occupation d433f59a-a45d-42a4-88bc-ae8a4f29af39 0.000000e+00 \n", + "water Resources Resources from water Renewable material resources from water 419682fe-60fb-4b43-be89-bf2824b51104 3.087939e+08 \n", + "zinc Resources Resources from ground Non-renewable element resources from ground 64b1ce4a-6556-11dd-ad8b-0800200c9a66 2.804222e+03 \n", + "zinc (ii) Emissions Emissions to air Emissions to air, unspecified 88c9e03c-eda2-4976-8cde-134c11064ae6 5.371321e+03 \n", + "\n", + "region \\\n", + "sector Oil seeds \n", + "FLOW_name FLOW_class0 FLOW_class1 FLOW_class2 FLOW_uuid \n", + "Aromatic hydrocarbons, C9-17 Emissions Emissions to air Emissions to air, unspecified 7.732511e+02 \n", + "Clay Resources Resources from ground Non-renewable element resources from ground 3.847816e+02 \n", + "Crude petroleum Resources Resources from ground Non-renewable energy resources from ground 1.179186e+05 \n", + "Iron ore Resources Resources from ground Non-renewable element resources from ground 4.619345e+03 \n", + "Lime Resources Resources from ground Non-renewable element resources from ground 5.783451e+03 \n", + "Nitrogen oxides Emissions Emissions to air Emissions to air, unspecified f79d0f8f-2b0e-49cb-bed0-b1ea0fbd8625 1.105910e+06 \n", + "Phosphate rocks Resources Resources from ground Non-renewable element resources from ground 7.254197e+03 \n", + "Phosphorus Emissions Emissions to soil Emissions to soil, unspecified 601311d7-4d5c-4d49-b131-69b73793ad0f 4.015322e+05 \n", + " Emissions to water Emissions to water, unspecified 410e1215-9953-46ce-a878-2079353eb801 1.204146e+04 \n", + "Salt Resources Resources from ground Non-renewable element resources from ground 2.992638e+03 \n", + "Stone (crushed) Resources Resources from ground Non-renewable element resources from ground 1.560365e+04 \n", + "Stone (dimension) Resources Resources from ground Non-renewable element resources from ground 3.906920e+00 \n", + "ammonia Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2a9-0050c2490048 4.372526e+06 \n", + "arable Land use Land occupation b88d3b6d-229e-477e-bce1-e16376f75c7b 4.873168e+09 \n", + "arsenic (v) Emissions Emissions to air Emissions to air, unspecified fd35609e-968a-4dcf-8172-c621ff680ad7 1.911327e+02 \n", + "bauxite Resources Resources from ground Non-renewable element resources from ground 7.663978e+02 \n", + "benzo[a]pyrene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9221-0050c2490048 1.730970e+03 \n", + "benzo[b]fluoranthene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-b0de-0050c2490048 2.606053e+03 \n", + "benzo[k]fluoranthene Emissions Emissions to air Emissions to air, unspecified 4d9a8790-3ddd-11dd-94a1-0050c2490048 1.070008e+01 \n", + "cadmium (ii) Emissions Emissions to air Emissions to air, unspecified 5c69d34a-51e7-4e7d-a89c-c8536962b51a 2.505198e+01 \n", + "carbon dioxide (biogenic) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9c15-0050c2490048 6.816771e+06 \n", + "carbon dioxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-923d-0050c2490048 1.489304e+08 \n", + "carbon monoxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-924e-0050c2490048 3.107200e+06 \n", + "chromium (vi) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-950b-0050c2490048 3.791752e+02 \n", + "copper Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5c-0050c2490048 4.499063e+03 \n", + "copper (ii) Emissions Emissions to air Emissions to air, unspecified f0a10407-a460-44bd-852e-f030fc975088 2.217036e+02 \n", + "dibenzofuran Emissions Emissions to air Emissions to air, unspecified 8f295189-36e1-4748-b1b2-52ddacea58c7 7.591742e-05 \n", + "forest, extensive Land use Land occupation 9153cfb0-e762-47ba-9514-92d37321e68a 0.000000e+00 \n", + "forest, intensive Land use Land occupation eb01bbdf-8977-4dd2-9c20-9d59d6f8a71f 1.724900e+07 \n", + "gold Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-a2bf-0050c2490048 3.191219e+03 \n", + "hexachlorobenzene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2fb-0050c2490048 1.001835e-03 \n", + "indeno(1,2,3-cd)pyrene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ab8b-0050c2490048 7.280876e+00 \n", + "lead Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5d-0050c2490048 1.339377e+02 \n", + "lead (ii) Emissions Emissions to air Emissions to air, unspecified de9b0035-95cb-4a93-a60c-11887369da17 9.651912e+02 \n", + "lithium Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-aa34-0050c2490048 4.976319e+04 \n", + "mercury (ii) Emissions Emissions to air Emissions to air, unspecified 653d74e8-d259-4d3d-81b3-4f47c391fd51 9.162600e+00 \n", + "methane (biogenic) Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a8e8-0050c2490048 1.338822e+05 \n", + "methane (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9610-0050c2490048 6.157510e+05 \n", + "nickel Resources Resources from ground Non-renewable element resources from ground 08a91e70-3ddc-11dd-96d1-0050c2490048 2.511709e+02 \n", + "nickel (ii) Emissions Emissions to air Emissions to air, unspecified 8ae9138d-9b04-40d5-a058-675cb1217916 8.390653e+01 \n", + "nitrogen, total (excluding N2) Emissions Emissions to water Emissions to water, unspecified 3624d70d-4e4b-4927-9b84-b40e26c58e6d 1.060770e+07 \n", + "nitrous oxide Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-94c3-0050c2490048 9.495959e+05 \n", + "non-methane volatile organic compounds Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a302-0050c2490048 5.028132e+05 \n", + "particles (PM10) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-91be-0050c2490048 1.202572e+05 \n", + "particles (PM2.5) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9293-0050c2490048 1.028738e+05 \n", + "pasture/meadow Land use Land occupation 07937495-00a4-4676-8ef7-1161ee7a9f28 2.721115e+07 \n", + "platinum Resources Resources from ground Non-renewable element resources from ground 041fab30-6556-11dd-ad8b-0800200c9a66 2.550770e+01 \n", + "polychlorinated biphenyls Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-97e4-0050c2490048 9.610620e-01 \n", + "selenium (iv) Emissions Emissions to air Emissions to air, unspecified d734e649-6a4b-47a7-9302-fe541728e7ac 1.675500e+01 \n", + "silver Resources Resources from ground Non-renewable element resources from ground 172ab2d8-6556-11dd-ad8b-0800200c9a66 8.456446e+02 \n", + "sulfur oxides Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a207-0050c2490048 2.718302e+05 \n", + "sulphur hexafluoride Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ac51-0050c2490048 5.442825e+01 \n", + "tin Resources Resources from ground Non-renewable element resources from ground 29068976-6556-11dd-ad8b-0800200c9a66 2.057993e+02 \n", + "titanium Resources Resources from ground Non-renewable element resources from ground 2906898f-6556-11dd-ad8b-0800200c9a66 3.888023e+02 \n", + "unspecified Land use Land occupation be7cc1fe-c49e-4cce-9549-3d547f10c189 2.843848e+06 \n", + "uranium Resources Resources from ground Non-renewable energy resources from ground 3e4d2966-6556-11dd-ad8b-0800200c9a66 1.250494e+04 \n", + "urban Land use Land occupation d433f59a-a45d-42a4-88bc-ae8a4f29af39 0.000000e+00 \n", + "water Resources Resources from water Renewable material resources from water 419682fe-60fb-4b43-be89-bf2824b51104 4.472074e+07 \n", + "zinc Resources Resources from ground Non-renewable element resources from ground 64b1ce4a-6556-11dd-ad8b-0800200c9a66 4.209087e+02 \n", + "zinc (ii) Emissions Emissions to air Emissions to air, unspecified 88c9e03c-eda2-4976-8cde-134c11064ae6 6.952384e+02 \n", + "\n", + "region \\\n", + "sector Sugar cane, sugar beet \n", + "FLOW_name FLOW_class0 FLOW_class1 FLOW_class2 FLOW_uuid \n", + "Aromatic hydrocarbons, C9-17 Emissions Emissions to air Emissions to air, unspecified 5.361554e+00 \n", + "Clay Resources Resources from ground Non-renewable element resources from ground 2.658587e+00 \n", + "Crude petroleum Resources Resources from ground Non-renewable energy resources from ground 7.693380e+02 \n", + "Iron ore Resources Resources from ground Non-renewable element resources from ground 3.552130e+01 \n", + "Lime Resources Resources from ground Non-renewable element resources from ground 3.766517e+01 \n", + "Nitrogen oxides Emissions Emissions to air Emissions to air, unspecified f79d0f8f-2b0e-49cb-bed0-b1ea0fbd8625 5.175621e+03 \n", + "Phosphate rocks Resources Resources from ground Non-renewable element resources from ground 8.860398e+01 \n", + "Phosphorus Emissions Emissions to soil Emissions to soil, unspecified 601311d7-4d5c-4d49-b131-69b73793ad0f 1.554940e+02 \n", + " Emissions to water Emissions to water, unspecified 410e1215-9953-46ce-a878-2079353eb801 4.916779e+00 \n", + "Salt Resources Resources from ground Non-renewable element resources from ground 7.712182e+01 \n", + "Stone (crushed) Resources Resources from ground Non-renewable element resources from ground 1.399416e+02 \n", + "Stone (dimension) Resources Resources from ground Non-renewable element resources from ground 2.739594e-02 \n", + "ammonia Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2a9-0050c2490048 3.531855e+04 \n", + "arable Land use Land occupation b88d3b6d-229e-477e-bce1-e16376f75c7b 1.429955e+07 \n", + "arsenic (v) Emissions Emissions to air Emissions to air, unspecified fd35609e-968a-4dcf-8172-c621ff680ad7 2.481615e+00 \n", + "bauxite Resources Resources from ground Non-renewable element resources from ground 5.910166e+00 \n", + "benzo[a]pyrene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9221-0050c2490048 6.439203e+00 \n", + "benzo[b]fluoranthene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-b0de-0050c2490048 8.411995e+00 \n", + "benzo[k]fluoranthene Emissions Emissions to air Emissions to air, unspecified 4d9a8790-3ddd-11dd-94a1-0050c2490048 8.072348e-02 \n", + "cadmium (ii) Emissions Emissions to air Emissions to air, unspecified 5c69d34a-51e7-4e7d-a89c-c8536962b51a 2.372593e-01 \n", + "carbon dioxide (biogenic) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9c15-0050c2490048 1.143804e+05 \n", + "carbon dioxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-923d-0050c2490048 4.713311e+06 \n", + "carbon monoxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-924e-0050c2490048 2.236884e+04 \n", + "chromium (vi) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-950b-0050c2490048 2.571361e+00 \n", + "copper Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5c-0050c2490048 5.341491e+01 \n", + "copper (ii) Emissions Emissions to air Emissions to air, unspecified f0a10407-a460-44bd-852e-f030fc975088 2.767548e+00 \n", + "dibenzofuran Emissions Emissions to air Emissions to air, unspecified 8f295189-36e1-4748-b1b2-52ddacea58c7 5.897799e-07 \n", + "forest, extensive Land use Land occupation 9153cfb0-e762-47ba-9514-92d37321e68a 0.000000e+00 \n", + "forest, intensive Land use Land occupation eb01bbdf-8977-4dd2-9c20-9d59d6f8a71f 1.556208e+05 \n", + "gold Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-a2bf-0050c2490048 2.300575e+01 \n", + "hexachlorobenzene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2fb-0050c2490048 8.608821e-06 \n", + "indeno(1,2,3-cd)pyrene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ab8b-0050c2490048 4.796717e-02 \n", + "lead Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5d-0050c2490048 1.319057e+00 \n", + "lead (ii) Emissions Emissions to air Emissions to air, unspecified de9b0035-95cb-4a93-a60c-11887369da17 6.443323e+00 \n", + "lithium Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-aa34-0050c2490048 3.836033e+02 \n", + "mercury (ii) Emissions Emissions to air Emissions to air, unspecified 653d74e8-d259-4d3d-81b3-4f47c391fd51 1.123015e-01 \n", + "methane (biogenic) Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a8e8-0050c2490048 6.209915e+02 \n", + "methane (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9610-0050c2490048 3.284880e+03 \n", + "nickel Resources Resources from ground Non-renewable element resources from ground 08a91e70-3ddc-11dd-96d1-0050c2490048 2.447028e+00 \n", + "nickel (ii) Emissions Emissions to air Emissions to air, unspecified 8ae9138d-9b04-40d5-a058-675cb1217916 6.101985e-01 \n", + "nitrogen, total (excluding N2) Emissions Emissions to water Emissions to water, unspecified 3624d70d-4e4b-4927-9b84-b40e26c58e6d 8.756816e+04 \n", + "nitrous oxide Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-94c3-0050c2490048 7.291728e+03 \n", + "non-methane volatile organic compounds Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a302-0050c2490048 2.995982e+03 \n", + "particles (PM10) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-91be-0050c2490048 5.714250e+02 \n", + "particles (PM2.5) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9293-0050c2490048 4.675545e+02 \n", + "pasture/meadow Land use Land occupation 07937495-00a4-4676-8ef7-1161ee7a9f28 1.230125e+05 \n", + "platinum Resources Resources from ground Non-renewable element resources from ground 041fab30-6556-11dd-ad8b-0800200c9a66 1.936572e-01 \n", + "polychlorinated biphenyls Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-97e4-0050c2490048 6.545655e-03 \n", + "selenium (iv) Emissions Emissions to air Emissions to air, unspecified d734e649-6a4b-47a7-9302-fe541728e7ac 6.797308e-02 \n", + "silver Resources Resources from ground Non-renewable element resources from ground 172ab2d8-6556-11dd-ad8b-0800200c9a66 7.573794e+00 \n", + "sulfur oxides Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a207-0050c2490048 1.578897e+03 \n", + "sulphur hexafluoride Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ac51-0050c2490048 2.847743e+00 \n", + "tin Resources Resources from ground Non-renewable element resources from ground 29068976-6556-11dd-ad8b-0800200c9a66 3.716607e+00 \n", + "titanium Resources Resources from ground Non-renewable element resources from ground 2906898f-6556-11dd-ad8b-0800200c9a66 3.208307e+00 \n", + "unspecified Land use Land occupation be7cc1fe-c49e-4cce-9549-3d547f10c189 1.902700e+04 \n", + "uranium Resources Resources from ground Non-renewable energy resources from ground 3e4d2966-6556-11dd-ad8b-0800200c9a66 6.361647e+01 \n", + "urban Land use Land occupation d433f59a-a45d-42a4-88bc-ae8a4f29af39 0.000000e+00 \n", + "water Resources Resources from water Renewable material resources from water 419682fe-60fb-4b43-be89-bf2824b51104 4.480741e+05 \n", + "zinc Resources Resources from ground Non-renewable element resources from ground 64b1ce4a-6556-11dd-ad8b-0800200c9a66 4.144174e+00 \n", + "zinc (ii) Emissions Emissions to air Emissions to air, unspecified 88c9e03c-eda2-4976-8cde-134c11064ae6 4.516885e+00 \n", + "\n", + "region \\\n", + "sector Plant-based fibers \n", + "FLOW_name FLOW_class0 FLOW_class1 FLOW_class2 FLOW_uuid \n", + "Aromatic hydrocarbons, C9-17 Emissions Emissions to air Emissions to air, unspecified 7.277001e+01 \n", + "Clay Resources Resources from ground Non-renewable element resources from ground 1.769793e+01 \n", + "Crude petroleum Resources Resources from ground Non-renewable energy resources from ground 5.762407e+03 \n", + "Iron ore Resources Resources from ground Non-renewable element resources from ground 3.073645e+02 \n", + "Lime Resources Resources from ground Non-renewable element resources from ground 7.223041e+02 \n", + "Nitrogen oxides Emissions Emissions to air Emissions to air, unspecified f79d0f8f-2b0e-49cb-bed0-b1ea0fbd8625 4.897263e+04 \n", + "Phosphate rocks Resources Resources from ground Non-renewable element resources from ground 8.326782e+02 \n", + "Phosphorus Emissions Emissions to soil Emissions to soil, unspecified 601311d7-4d5c-4d49-b131-69b73793ad0f 8.728064e+04 \n", + " Emissions to water Emissions to water, unspecified 410e1215-9953-46ce-a878-2079353eb801 2.607513e+03 \n", + "Salt Resources Resources from ground Non-renewable element resources from ground 1.069316e+02 \n", + "Stone (crushed) Resources Resources from ground Non-renewable element resources from ground 9.212267e+02 \n", + "Stone (dimension) Resources Resources from ground Non-renewable element resources from ground 1.837914e-01 \n", + "ammonia Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2a9-0050c2490048 2.092714e+05 \n", + "arable Land use Land occupation b88d3b6d-229e-477e-bce1-e16376f75c7b 2.404249e+07 \n", + "arsenic (v) Emissions Emissions to air Emissions to air, unspecified fd35609e-968a-4dcf-8172-c621ff680ad7 1.597830e+01 \n", + "bauxite Resources Resources from ground Non-renewable element resources from ground 9.274331e+01 \n", + "benzo[a]pyrene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9221-0050c2490048 2.976550e+01 \n", + "benzo[b]fluoranthene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-b0de-0050c2490048 4.206125e+01 \n", + "benzo[k]fluoranthene Emissions Emissions to air Emissions to air, unspecified 4d9a8790-3ddd-11dd-94a1-0050c2490048 3.959859e-01 \n", + "cadmium (ii) Emissions Emissions to air Emissions to air, unspecified 5c69d34a-51e7-4e7d-a89c-c8536962b51a 2.386044e+00 \n", + "carbon dioxide (biogenic) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9c15-0050c2490048 9.513248e+04 \n", + "carbon dioxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-923d-0050c2490048 9.529621e+06 \n", + "carbon monoxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-924e-0050c2490048 2.116465e+05 \n", + "chromium (vi) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-950b-0050c2490048 3.932768e+01 \n", + "copper Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5c-0050c2490048 4.073050e+02 \n", + "copper (ii) Emissions Emissions to air Emissions to air, unspecified f0a10407-a460-44bd-852e-f030fc975088 1.837024e+01 \n", + "dibenzofuran Emissions Emissions to air Emissions to air, unspecified 8f295189-36e1-4748-b1b2-52ddacea58c7 6.251318e-06 \n", + "forest, extensive Land use Land occupation 9153cfb0-e762-47ba-9514-92d37321e68a 0.000000e+00 \n", + "forest, intensive Land use Land occupation eb01bbdf-8977-4dd2-9c20-9d59d6f8a71f 3.246365e+05 \n", + "gold Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-a2bf-0050c2490048 3.640199e+02 \n", + "hexachlorobenzene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2fb-0050c2490048 6.306650e-05 \n", + "indeno(1,2,3-cd)pyrene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ab8b-0050c2490048 2.270084e-01 \n", + "lead Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5d-0050c2490048 1.776730e+01 \n", + "lead (ii) Emissions Emissions to air Emissions to air, unspecified de9b0035-95cb-4a93-a60c-11887369da17 8.758484e+01 \n", + "lithium Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-aa34-0050c2490048 6.639549e+03 \n", + "mercury (ii) Emissions Emissions to air Emissions to air, unspecified 653d74e8-d259-4d3d-81b3-4f47c391fd51 7.214253e-01 \n", + "methane (biogenic) Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a8e8-0050c2490048 1.118938e+04 \n", + "methane (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9610-0050c2490048 1.918862e+04 \n", + "nickel Resources Resources from ground Non-renewable element resources from ground 08a91e70-3ddc-11dd-96d1-0050c2490048 1.951851e+01 \n", + "nickel (ii) Emissions Emissions to air Emissions to air, unspecified 8ae9138d-9b04-40d5-a058-675cb1217916 8.180461e+00 \n", + "nitrogen, total (excluding N2) Emissions Emissions to water Emissions to water, unspecified 3624d70d-4e4b-4927-9b84-b40e26c58e6d 1.643288e+05 \n", + "nitrous oxide Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-94c3-0050c2490048 1.210035e+04 \n", + "non-methane volatile organic compounds Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a302-0050c2490048 2.230976e+04 \n", + "particles (PM10) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-91be-0050c2490048 4.793043e+03 \n", + "particles (PM2.5) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9293-0050c2490048 3.800120e+03 \n", + "pasture/meadow Land use Land occupation 07937495-00a4-4676-8ef7-1161ee7a9f28 2.291898e+06 \n", + "platinum Resources Resources from ground Non-renewable element resources from ground 041fab30-6556-11dd-ad8b-0800200c9a66 2.674982e+00 \n", + "polychlorinated biphenyls Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-97e4-0050c2490048 9.575382e-02 \n", + "selenium (iv) Emissions Emissions to air Emissions to air, unspecified d734e649-6a4b-47a7-9302-fe541728e7ac 5.223299e-01 \n", + "silver Resources Resources from ground Non-renewable element resources from ground 172ab2d8-6556-11dd-ad8b-0800200c9a66 9.964235e+01 \n", + "sulfur oxides Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a207-0050c2490048 1.972844e+04 \n", + "sulphur hexafluoride Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ac51-0050c2490048 5.055555e-01 \n", + "tin Resources Resources from ground Non-renewable element resources from ground 29068976-6556-11dd-ad8b-0800200c9a66 3.184048e+01 \n", + "titanium Resources Resources from ground Non-renewable element resources from ground 2906898f-6556-11dd-ad8b-0800200c9a66 4.802030e+01 \n", + "unspecified Land use Land occupation be7cc1fe-c49e-4cce-9549-3d547f10c189 8.325071e+04 \n", + "uranium Resources Resources from ground Non-renewable energy resources from ground 3e4d2966-6556-11dd-ad8b-0800200c9a66 5.974966e+01 \n", + "urban Land use Land occupation d433f59a-a45d-42a4-88bc-ae8a4f29af39 0.000000e+00 \n", + "water Resources Resources from water Renewable material resources from water 419682fe-60fb-4b43-be89-bf2824b51104 5.664388e+05 \n", + "zinc Resources Resources from ground Non-renewable element resources from ground 64b1ce4a-6556-11dd-ad8b-0800200c9a66 8.675029e+01 \n", + "zinc (ii) Emissions Emissions to air Emissions to air, unspecified 88c9e03c-eda2-4976-8cde-134c11064ae6 7.592656e+01 \n", + "\n", + "region \\\n", + "sector Crops nec \n", + "FLOW_name FLOW_class0 FLOW_class1 FLOW_class2 FLOW_uuid \n", + "Aromatic hydrocarbons, C9-17 Emissions Emissions to air Emissions to air, unspecified 5.546761e+02 \n", + "Clay Resources Resources from ground Non-renewable element resources from ground 3.582100e+02 \n", + "Crude petroleum Resources Resources from ground Non-renewable energy resources from ground 1.018564e+05 \n", + "Iron ore Resources Resources from ground Non-renewable element resources from ground 3.028222e+03 \n", + "Lime Resources Resources from ground Non-renewable element resources from ground 4.748474e+03 \n", + "Nitrogen oxides Emissions Emissions to air Emissions to air, unspecified f79d0f8f-2b0e-49cb-bed0-b1ea0fbd8625 1.814906e+05 \n", + "Phosphate rocks Resources Resources from ground Non-renewable element resources from ground 6.475012e+03 \n", + "Phosphorus Emissions Emissions to soil Emissions to soil, unspecified 601311d7-4d5c-4d49-b131-69b73793ad0f 1.244773e+05 \n", + " Emissions to water Emissions to water, unspecified 410e1215-9953-46ce-a878-2079353eb801 3.755880e+03 \n", + "Salt Resources Resources from ground Non-renewable element resources from ground 2.448446e+03 \n", + "Stone (crushed) Resources Resources from ground Non-renewable element resources from ground 6.633744e+03 \n", + "Stone (dimension) Resources Resources from ground Non-renewable element resources from ground 4.291698e+00 \n", + "ammonia Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2a9-0050c2490048 3.602330e+05 \n", + "arable Land use Land occupation b88d3b6d-229e-477e-bce1-e16376f75c7b 2.427030e+08 \n", + "arsenic (v) Emissions Emissions to air Emissions to air, unspecified fd35609e-968a-4dcf-8172-c621ff680ad7 2.232120e+02 \n", + "bauxite Resources Resources from ground Non-renewable element resources from ground 4.784772e+02 \n", + "benzo[a]pyrene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9221-0050c2490048 9.273025e+01 \n", + "benzo[b]fluoranthene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-b0de-0050c2490048 1.389514e+02 \n", + "benzo[k]fluoranthene Emissions Emissions to air Emissions to air, unspecified 4d9a8790-3ddd-11dd-94a1-0050c2490048 6.539058e+00 \n", + "cadmium (ii) Emissions Emissions to air Emissions to air, unspecified 5c69d34a-51e7-4e7d-a89c-c8536962b51a 2.326488e+01 \n", + "carbon dioxide (biogenic) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9c15-0050c2490048 9.109826e+05 \n", + "carbon dioxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-923d-0050c2490048 7.146497e+07 \n", + "carbon monoxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-924e-0050c2490048 3.452901e+05 \n", + "chromium (vi) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-950b-0050c2490048 2.757273e+02 \n", + "copper Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5c-0050c2490048 3.045169e+03 \n", + "copper (ii) Emissions Emissions to air Emissions to air, unspecified f0a10407-a460-44bd-852e-f030fc975088 1.885257e+02 \n", + "dibenzofuran Emissions Emissions to air Emissions to air, unspecified 8f295189-36e1-4748-b1b2-52ddacea58c7 5.624462e-05 \n", + "forest, extensive Land use Land occupation 9153cfb0-e762-47ba-9514-92d37321e68a 0.000000e+00 \n", + "forest, intensive Land use Land occupation eb01bbdf-8977-4dd2-9c20-9d59d6f8a71f 5.810355e+07 \n", + "gold Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-a2bf-0050c2490048 2.854726e+03 \n", + "hexachlorobenzene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2fb-0050c2490048 8.032311e-04 \n", + "indeno(1,2,3-cd)pyrene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ab8b-0050c2490048 3.987204e+00 \n", + "lead Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5d-0050c2490048 7.030065e+01 \n", + "lead (ii) Emissions Emissions to air Emissions to air, unspecified de9b0035-95cb-4a93-a60c-11887369da17 6.329919e+02 \n", + "lithium Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-aa34-0050c2490048 2.792437e+04 \n", + "mercury (ii) Emissions Emissions to air Emissions to air, unspecified 653d74e8-d259-4d3d-81b3-4f47c391fd51 1.024749e+01 \n", + "methane (biogenic) Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a8e8-0050c2490048 1.148268e+06 \n", + "methane (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9610-0050c2490048 6.388166e+05 \n", + "nickel Resources Resources from ground Non-renewable element resources from ground 08a91e70-3ddc-11dd-96d1-0050c2490048 2.862650e+02 \n", + "nickel (ii) Emissions Emissions to air Emissions to air, unspecified 8ae9138d-9b04-40d5-a058-675cb1217916 6.093216e+01 \n", + "nitrogen, total (excluding N2) Emissions Emissions to water Emissions to water, unspecified 3624d70d-4e4b-4927-9b84-b40e26c58e6d 4.986370e+05 \n", + "nitrous oxide Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-94c3-0050c2490048 7.644702e+04 \n", + "non-methane volatile organic compounds Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a302-0050c2490048 1.191271e+05 \n", + "particles (PM10) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-91be-0050c2490048 3.227123e+04 \n", + "particles (PM2.5) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9293-0050c2490048 2.352397e+04 \n", + "pasture/meadow Land use Land occupation 07937495-00a4-4676-8ef7-1161ee7a9f28 1.194001e+08 \n", + "platinum Resources Resources from ground Non-renewable element resources from ground 041fab30-6556-11dd-ad8b-0800200c9a66 4.745715e+01 \n", + "polychlorinated biphenyls Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-97e4-0050c2490048 7.217580e-01 \n", + "selenium (iv) Emissions Emissions to air Emissions to air, unspecified d734e649-6a4b-47a7-9302-fe541728e7ac 1.029217e+01 \n", + "silver Resources Resources from ground Non-renewable element resources from ground 172ab2d8-6556-11dd-ad8b-0800200c9a66 5.458302e+02 \n", + "sulfur oxides Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a207-0050c2490048 1.362095e+05 \n", + "sulphur hexafluoride Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ac51-0050c2490048 1.691968e+02 \n", + "tin Resources Resources from ground Non-renewable element resources from ground 29068976-6556-11dd-ad8b-0800200c9a66 2.276294e+02 \n", + "titanium Resources Resources from ground Non-renewable element resources from ground 2906898f-6556-11dd-ad8b-0800200c9a66 2.713992e+02 \n", + "unspecified Land use Land occupation be7cc1fe-c49e-4cce-9549-3d547f10c189 1.015743e+07 \n", + "uranium Resources Resources from ground Non-renewable energy resources from ground 3e4d2966-6556-11dd-ad8b-0800200c9a66 3.614263e+03 \n", + "urban Land use Land occupation d433f59a-a45d-42a4-88bc-ae8a4f29af39 0.000000e+00 \n", + "water Resources Resources from water Renewable material resources from water 419682fe-60fb-4b43-be89-bf2824b51104 3.777951e+07 \n", + "zinc Resources Resources from ground Non-renewable element resources from ground 64b1ce4a-6556-11dd-ad8b-0800200c9a66 2.808773e+02 \n", + "zinc (ii) Emissions Emissions to air Emissions to air, unspecified 88c9e03c-eda2-4976-8cde-134c11064ae6 4.822220e+02 \n", + "\n", + "region \\\n", + "sector Cattle \n", + "FLOW_name FLOW_class0 FLOW_class1 FLOW_class2 FLOW_uuid \n", + "Aromatic hydrocarbons, C9-17 Emissions Emissions to air Emissions to air, unspecified 2.752103e+02 \n", + "Clay Resources Resources from ground Non-renewable element resources from ground 1.359782e+02 \n", + "Crude petroleum Resources Resources from ground Non-renewable energy resources from ground 4.155598e+04 \n", + "Iron ore Resources Resources from ground Non-renewable element resources from ground 2.000864e+03 \n", + "Lime Resources Resources from ground Non-renewable element resources from ground 2.049589e+03 \n", + "Nitrogen oxides Emissions Emissions to air Emissions to air, unspecified f79d0f8f-2b0e-49cb-bed0-b1ea0fbd8625 2.982469e+05 \n", + "Phosphate rocks Resources Resources from ground Non-renewable element resources from ground 3.991800e+03 \n", + "Phosphorus Emissions Emissions to soil Emissions to soil, unspecified 601311d7-4d5c-4d49-b131-69b73793ad0f 1.239592e+06 \n", + " Emissions to water Emissions to water, unspecified 410e1215-9953-46ce-a878-2079353eb801 3.703892e+04 \n", + "Salt Resources Resources from ground Non-renewable element resources from ground 4.076234e+03 \n", + "Stone (crushed) Resources Resources from ground Non-renewable element resources from ground 5.806730e+03 \n", + "Stone (dimension) Resources Resources from ground Non-renewable element resources from ground 1.736260e+00 \n", + "ammonia Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2a9-0050c2490048 5.351135e+06 \n", + "arable Land use Land occupation b88d3b6d-229e-477e-bce1-e16376f75c7b 3.973494e+08 \n", + "arsenic (v) Emissions Emissions to air Emissions to air, unspecified fd35609e-968a-4dcf-8172-c621ff680ad7 1.306319e+02 \n", + "bauxite Resources Resources from ground Non-renewable element resources from ground 2.662996e+02 \n", + "benzo[a]pyrene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9221-0050c2490048 3.246293e+02 \n", + "benzo[b]fluoranthene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-b0de-0050c2490048 5.264314e+02 \n", + "benzo[k]fluoranthene Emissions Emissions to air Emissions to air, unspecified 4d9a8790-3ddd-11dd-94a1-0050c2490048 3.836517e+00 \n", + "cadmium (ii) Emissions Emissions to air Emissions to air, unspecified 5c69d34a-51e7-4e7d-a89c-c8536962b51a 1.237736e+01 \n", + "carbon dioxide (biogenic) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9c15-0050c2490048 1.044798e+07 \n", + "carbon dioxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-923d-0050c2490048 4.952223e+07 \n", + "carbon monoxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-924e-0050c2490048 3.645320e+05 \n", + "chromium (vi) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-950b-0050c2490048 1.332441e+02 \n", + "copper Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5c-0050c2490048 1.590954e+03 \n", + "copper (ii) Emissions Emissions to air Emissions to air, unspecified f0a10407-a460-44bd-852e-f030fc975088 1.375606e+02 \n", + "dibenzofuran Emissions Emissions to air Emissions to air, unspecified 8f295189-36e1-4748-b1b2-52ddacea58c7 2.907800e-05 \n", + "forest, extensive Land use Land occupation 9153cfb0-e762-47ba-9514-92d37321e68a 0.000000e+00 \n", + "forest, intensive Land use Land occupation eb01bbdf-8977-4dd2-9c20-9d59d6f8a71f 1.332074e+07 \n", + "gold Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-a2bf-0050c2490048 1.004443e+03 \n", + "hexachlorobenzene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2fb-0050c2490048 4.607394e-04 \n", + "indeno(1,2,3-cd)pyrene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ab8b-0050c2490048 2.054774e+00 \n", + "lead Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5d-0050c2490048 3.046311e+01 \n", + "lead (ii) Emissions Emissions to air Emissions to air, unspecified de9b0035-95cb-4a93-a60c-11887369da17 3.277930e+02 \n", + "lithium Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-aa34-0050c2490048 1.609108e+04 \n", + "mercury (ii) Emissions Emissions to air Emissions to air, unspecified 653d74e8-d259-4d3d-81b3-4f47c391fd51 5.816573e+00 \n", + "methane (biogenic) Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a8e8-0050c2490048 1.393074e+07 \n", + "methane (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9610-0050c2490048 1.972842e+05 \n", + "nickel Resources Resources from ground Non-renewable element resources from ground 08a91e70-3ddc-11dd-96d1-0050c2490048 1.230863e+02 \n", + "nickel (ii) Emissions Emissions to air Emissions to air, unspecified 8ae9138d-9b04-40d5-a058-675cb1217916 3.136961e+01 \n", + "nitrogen, total (excluding N2) Emissions Emissions to water Emissions to water, unspecified 3624d70d-4e4b-4927-9b84-b40e26c58e6d 6.042140e+05 \n", + "nitrous oxide Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-94c3-0050c2490048 3.413390e+05 \n", + "non-methane volatile organic compounds Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a302-0050c2490048 1.237486e+05 \n", + "particles (PM10) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-91be-0050c2490048 3.127747e+04 \n", + "particles (PM2.5) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9293-0050c2490048 2.643523e+04 \n", + "pasture/meadow Land use Land occupation 07937495-00a4-4676-8ef7-1161ee7a9f28 1.339361e+09 \n", + "platinum Resources Resources from ground Non-renewable element resources from ground 041fab30-6556-11dd-ad8b-0800200c9a66 1.220447e+01 \n", + "polychlorinated biphenyls Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-97e4-0050c2490048 3.407562e-01 \n", + "selenium (iv) Emissions Emissions to air Emissions to air, unspecified d734e649-6a4b-47a7-9302-fe541728e7ac 3.890882e+00 \n", + "silver Resources Resources from ground Non-renewable element resources from ground 172ab2d8-6556-11dd-ad8b-0800200c9a66 2.688914e+02 \n", + "sulfur oxides Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a207-0050c2490048 8.106009e+04 \n", + "sulphur hexafluoride Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ac51-0050c2490048 2.688325e+01 \n", + "tin Resources Resources from ground Non-renewable element resources from ground 29068976-6556-11dd-ad8b-0800200c9a66 9.872425e+01 \n", + "titanium Resources Resources from ground Non-renewable element resources from ground 2906898f-6556-11dd-ad8b-0800200c9a66 1.882875e+02 \n", + "unspecified Land use Land occupation be7cc1fe-c49e-4cce-9549-3d547f10c189 9.867560e+08 \n", + "uranium Resources Resources from ground Non-renewable energy resources from ground 3e4d2966-6556-11dd-ad8b-0800200c9a66 1.272331e+03 \n", + "urban Land use Land occupation d433f59a-a45d-42a4-88bc-ae8a4f29af39 0.000000e+00 \n", + "water Resources Resources from water Renewable material resources from water 419682fe-60fb-4b43-be89-bf2824b51104 1.192647e+07 \n", + "zinc Resources Resources from ground Non-renewable element resources from ground 64b1ce4a-6556-11dd-ad8b-0800200c9a66 1.142548e+02 \n", + "zinc (ii) Emissions Emissions to air Emissions to air, unspecified 88c9e03c-eda2-4976-8cde-134c11064ae6 2.303886e+02 \n", + "\n", + "region \\\n", + "sector Pigs \n", + "FLOW_name FLOW_class0 FLOW_class1 FLOW_class2 FLOW_uuid \n", + "Aromatic hydrocarbons, C9-17 Emissions Emissions to air Emissions to air, unspecified 4.456396e+02 \n", + "Clay Resources Resources from ground Non-renewable element resources from ground 2.154214e+02 \n", + "Crude petroleum Resources Resources from ground Non-renewable energy resources from ground 6.117457e+04 \n", + "Iron ore Resources Resources from ground Non-renewable element resources from ground 3.138798e+03 \n", + "Lime Resources Resources from ground Non-renewable element resources from ground 3.425214e+03 \n", + "Nitrogen oxides Emissions Emissions to air Emissions to air, unspecified f79d0f8f-2b0e-49cb-bed0-b1ea0fbd8625 3.949845e+05 \n", + "Phosphate rocks Resources Resources from ground Non-renewable element resources from ground 7.134255e+03 \n", + "Phosphorus Emissions Emissions to soil Emissions to soil, unspecified 601311d7-4d5c-4d49-b131-69b73793ad0f 9.696812e+04 \n", + " Emissions to water Emissions to water, unspecified 410e1215-9953-46ce-a878-2079353eb801 2.923116e+03 \n", + "Salt Resources Resources from ground Non-renewable element resources from ground 8.356012e+03 \n", + "Stone (crushed) Resources Resources from ground Non-renewable element resources from ground 1.155279e+04 \n", + "Stone (dimension) Resources Resources from ground Non-renewable element resources from ground 2.738834e+00 \n", + "ammonia Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2a9-0050c2490048 6.165938e+06 \n", + "arable Land use Land occupation b88d3b6d-229e-477e-bce1-e16376f75c7b 1.383438e+08 \n", + "arsenic (v) Emissions Emissions to air Emissions to air, unspecified fd35609e-968a-4dcf-8172-c621ff680ad7 2.229072e+02 \n", + "bauxite Resources Resources from ground Non-renewable element resources from ground 4.453279e+02 \n", + "benzo[a]pyrene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9221-0050c2490048 2.128287e+02 \n", + "benzo[b]fluoranthene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-b0de-0050c2490048 3.297165e+02 \n", + "benzo[k]fluoranthene Emissions Emissions to air Emissions to air, unspecified 4d9a8790-3ddd-11dd-94a1-0050c2490048 6.391183e+00 \n", + "cadmium (ii) Emissions Emissions to air Emissions to air, unspecified 5c69d34a-51e7-4e7d-a89c-c8536962b51a 2.054351e+01 \n", + "carbon dioxide (biogenic) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9c15-0050c2490048 1.024183e+06 \n", + "carbon dioxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-923d-0050c2490048 7.231595e+07 \n", + "carbon monoxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-924e-0050c2490048 5.698248e+05 \n", + "chromium (vi) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-950b-0050c2490048 2.137617e+02 \n", + "copper Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5c-0050c2490048 2.533847e+03 \n", + "copper (ii) Emissions Emissions to air Emissions to air, unspecified f0a10407-a460-44bd-852e-f030fc975088 2.285705e+02 \n", + "dibenzofuran Emissions Emissions to air Emissions to air, unspecified 8f295189-36e1-4748-b1b2-52ddacea58c7 4.746394e-05 \n", + "forest, extensive Land use Land occupation 9153cfb0-e762-47ba-9514-92d37321e68a 0.000000e+00 \n", + "forest, intensive Land use Land occupation eb01bbdf-8977-4dd2-9c20-9d59d6f8a71f 1.788156e+07 \n", + "gold Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-a2bf-0050c2490048 1.525369e+03 \n", + "hexachlorobenzene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2fb-0050c2490048 7.605999e-04 \n", + "indeno(1,2,3-cd)pyrene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ab8b-0050c2490048 3.305370e+00 \n", + "lead Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5d-0050c2490048 4.830650e+01 \n", + "lead (ii) Emissions Emissions to air Emissions to air, unspecified de9b0035-95cb-4a93-a60c-11887369da17 5.350002e+02 \n", + "lithium Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-aa34-0050c2490048 2.930058e+04 \n", + "mercury (ii) Emissions Emissions to air Emissions to air, unspecified 653d74e8-d259-4d3d-81b3-4f47c391fd51 9.852453e+00 \n", + "methane (biogenic) Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a8e8-0050c2490048 2.191670e+06 \n", + "methane (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9610-0050c2490048 2.470073e+05 \n", + "nickel Resources Resources from ground Non-renewable element resources from ground 08a91e70-3ddc-11dd-96d1-0050c2490048 1.954223e+02 \n", + "nickel (ii) Emissions Emissions to air Emissions to air, unspecified 8ae9138d-9b04-40d5-a058-675cb1217916 5.039591e+01 \n", + "nitrogen, total (excluding N2) Emissions Emissions to water Emissions to water, unspecified 3624d70d-4e4b-4927-9b84-b40e26c58e6d 3.711252e+05 \n", + "nitrous oxide Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-94c3-0050c2490048 2.388197e+05 \n", + "non-methane volatile organic compounds Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a302-0050c2490048 1.715801e+05 \n", + "particles (PM10) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-91be-0050c2490048 3.729564e+04 \n", + "particles (PM2.5) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9293-0050c2490048 3.007016e+04 \n", + "pasture/meadow Land use Land occupation 07937495-00a4-4676-8ef7-1161ee7a9f28 2.930694e+07 \n", + "platinum Resources Resources from ground Non-renewable element resources from ground 041fab30-6556-11dd-ad8b-0800200c9a66 1.744881e+01 \n", + "polychlorinated biphenyls Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-97e4-0050c2490048 5.462754e-01 \n", + "selenium (iv) Emissions Emissions to air Emissions to air, unspecified d734e649-6a4b-47a7-9302-fe541728e7ac 5.759496e+00 \n", + "silver Resources Resources from ground Non-renewable element resources from ground 172ab2d8-6556-11dd-ad8b-0800200c9a66 4.276768e+02 \n", + "sulfur oxides Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a207-0050c2490048 1.148842e+05 \n", + "sulphur hexafluoride Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ac51-0050c2490048 3.213444e+01 \n", + "tin Resources Resources from ground Non-renewable element resources from ground 29068976-6556-11dd-ad8b-0800200c9a66 1.717667e+02 \n", + "titanium Resources Resources from ground Non-renewable element resources from ground 2906898f-6556-11dd-ad8b-0800200c9a66 2.958363e+02 \n", + "unspecified Land use Land occupation be7cc1fe-c49e-4cce-9549-3d547f10c189 1.171769e+07 \n", + "uranium Resources Resources from ground Non-renewable energy resources from ground 3e4d2966-6556-11dd-ad8b-0800200c9a66 1.606435e+03 \n", + "urban Land use Land occupation d433f59a-a45d-42a4-88bc-ae8a4f29af39 0.000000e+00 \n", + "water Resources Resources from water Renewable material resources from water 419682fe-60fb-4b43-be89-bf2824b51104 5.438645e+06 \n", + "zinc Resources Resources from ground Non-renewable element resources from ground 64b1ce4a-6556-11dd-ad8b-0800200c9a66 1.845363e+02 \n", + "zinc (ii) Emissions Emissions to air Emissions to air, unspecified 88c9e03c-eda2-4976-8cde-134c11064ae6 3.665407e+02 \n", + "\n", + "region ... \\\n", + "sector ... \n", + "FLOW_name FLOW_class0 FLOW_class1 FLOW_class2 FLOW_uuid ... \n", + "Aromatic hydrocarbons, C9-17 Emissions Emissions to air Emissions to air, unspecified ... \n", + "Clay Resources Resources from ground Non-renewable element resources from ground ... \n", + "Crude petroleum Resources Resources from ground Non-renewable energy resources from ground ... \n", + "Iron ore Resources Resources from ground Non-renewable element resources from ground ... \n", + "Lime Resources Resources from ground Non-renewable element resources from ground ... \n", + "Nitrogen oxides Emissions Emissions to air Emissions to air, unspecified f79d0f8f-2b0e-49cb-bed0-b1ea0fbd8625 ... \n", + "Phosphate rocks Resources Resources from ground Non-renewable element resources from ground ... \n", + "Phosphorus Emissions Emissions to soil Emissions to soil, unspecified 601311d7-4d5c-4d49-b131-69b73793ad0f ... \n", + " Emissions to water Emissions to water, unspecified 410e1215-9953-46ce-a878-2079353eb801 ... \n", + "Salt Resources Resources from ground Non-renewable element resources from ground ... \n", + "Stone (crushed) Resources Resources from ground Non-renewable element resources from ground ... \n", + "Stone (dimension) Resources Resources from ground Non-renewable element resources from ground ... \n", + "ammonia Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2a9-0050c2490048 ... \n", + "arable Land use Land occupation b88d3b6d-229e-477e-bce1-e16376f75c7b ... \n", + "arsenic (v) Emissions Emissions to air Emissions to air, unspecified fd35609e-968a-4dcf-8172-c621ff680ad7 ... \n", + "bauxite Resources Resources from ground Non-renewable element resources from ground ... \n", + "benzo[a]pyrene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9221-0050c2490048 ... \n", + "benzo[b]fluoranthene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-b0de-0050c2490048 ... \n", + "benzo[k]fluoranthene Emissions Emissions to air Emissions to air, unspecified 4d9a8790-3ddd-11dd-94a1-0050c2490048 ... \n", + "cadmium (ii) Emissions Emissions to air Emissions to air, unspecified 5c69d34a-51e7-4e7d-a89c-c8536962b51a ... \n", + "carbon dioxide (biogenic) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9c15-0050c2490048 ... \n", + "carbon dioxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-923d-0050c2490048 ... \n", + "carbon monoxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-924e-0050c2490048 ... \n", + "chromium (vi) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-950b-0050c2490048 ... \n", + "copper Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5c-0050c2490048 ... \n", + "copper (ii) Emissions Emissions to air Emissions to air, unspecified f0a10407-a460-44bd-852e-f030fc975088 ... \n", + "dibenzofuran Emissions Emissions to air Emissions to air, unspecified 8f295189-36e1-4748-b1b2-52ddacea58c7 ... \n", + "forest, extensive Land use Land occupation 9153cfb0-e762-47ba-9514-92d37321e68a ... \n", + "forest, intensive Land use Land occupation eb01bbdf-8977-4dd2-9c20-9d59d6f8a71f ... \n", + "gold Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-a2bf-0050c2490048 ... \n", + "hexachlorobenzene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2fb-0050c2490048 ... \n", + "indeno(1,2,3-cd)pyrene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ab8b-0050c2490048 ... \n", + "lead Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5d-0050c2490048 ... \n", + "lead (ii) Emissions Emissions to air Emissions to air, unspecified de9b0035-95cb-4a93-a60c-11887369da17 ... \n", + "lithium Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-aa34-0050c2490048 ... \n", + "mercury (ii) Emissions Emissions to air Emissions to air, unspecified 653d74e8-d259-4d3d-81b3-4f47c391fd51 ... \n", + "methane (biogenic) Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a8e8-0050c2490048 ... \n", + "methane (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9610-0050c2490048 ... \n", + "nickel Resources Resources from ground Non-renewable element resources from ground 08a91e70-3ddc-11dd-96d1-0050c2490048 ... \n", + "nickel (ii) Emissions Emissions to air Emissions to air, unspecified 8ae9138d-9b04-40d5-a058-675cb1217916 ... \n", + "nitrogen, total (excluding N2) Emissions Emissions to water Emissions to water, unspecified 3624d70d-4e4b-4927-9b84-b40e26c58e6d ... \n", + "nitrous oxide Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-94c3-0050c2490048 ... \n", + "non-methane volatile organic compounds Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a302-0050c2490048 ... \n", + "particles (PM10) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-91be-0050c2490048 ... \n", + "particles (PM2.5) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9293-0050c2490048 ... \n", + "pasture/meadow Land use Land occupation 07937495-00a4-4676-8ef7-1161ee7a9f28 ... \n", + "platinum Resources Resources from ground Non-renewable element resources from ground 041fab30-6556-11dd-ad8b-0800200c9a66 ... \n", + "polychlorinated biphenyls Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-97e4-0050c2490048 ... \n", + "selenium (iv) Emissions Emissions to air Emissions to air, unspecified d734e649-6a4b-47a7-9302-fe541728e7ac ... \n", + "silver Resources Resources from ground Non-renewable element resources from ground 172ab2d8-6556-11dd-ad8b-0800200c9a66 ... \n", + "sulfur oxides Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a207-0050c2490048 ... \n", + "sulphur hexafluoride Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ac51-0050c2490048 ... \n", + "tin Resources Resources from ground Non-renewable element resources from ground 29068976-6556-11dd-ad8b-0800200c9a66 ... \n", + "titanium Resources Resources from ground Non-renewable element resources from ground 2906898f-6556-11dd-ad8b-0800200c9a66 ... \n", + "unspecified Land use Land occupation be7cc1fe-c49e-4cce-9549-3d547f10c189 ... \n", + "uranium Resources Resources from ground Non-renewable energy resources from ground 3e4d2966-6556-11dd-ad8b-0800200c9a66 ... \n", + "urban Land use Land occupation d433f59a-a45d-42a4-88bc-ae8a4f29af39 ... \n", + "water Resources Resources from water Renewable material resources from water 419682fe-60fb-4b43-be89-bf2824b51104 ... \n", + "zinc Resources Resources from ground Non-renewable element resources from ground 64b1ce4a-6556-11dd-ad8b-0800200c9a66 ... \n", + "zinc (ii) Emissions Emissions to air Emissions to air, unspecified 88c9e03c-eda2-4976-8cde-134c11064ae6 ... \n", + "\n", + "region WM \\\n", + "sector Paper for treatment: landfill \n", + "FLOW_name FLOW_class0 FLOW_class1 FLOW_class2 FLOW_uuid \n", + "Aromatic hydrocarbons, C9-17 Emissions Emissions to air Emissions to air, unspecified 1.544708e+04 \n", + "Clay Resources Resources from ground Non-renewable element resources from ground 3.405604e+03 \n", + "Crude petroleum Resources Resources from ground Non-renewable energy resources from ground 9.195631e+05 \n", + "Iron ore Resources Resources from ground Non-renewable element resources from ground 9.321611e+04 \n", + "Lime Resources Resources from ground Non-renewable element resources from ground 1.091123e+05 \n", + "Nitrogen oxides Emissions Emissions to air Emissions to air, unspecified f79d0f8f-2b0e-49cb-bed0-b1ea0fbd8625 3.243867e+06 \n", + "Phosphate rocks Resources Resources from ground Non-renewable element resources from ground 2.873022e+05 \n", + "Phosphorus Emissions Emissions to soil Emissions to soil, unspecified 601311d7-4d5c-4d49-b131-69b73793ad0f 7.965319e+05 \n", + " Emissions to water Emissions to water, unspecified 410e1215-9953-46ce-a878-2079353eb801 2.416688e+04 \n", + "Salt Resources Resources from ground Non-renewable element resources from ground 3.558749e+04 \n", + "Stone (crushed) Resources Resources from ground Non-renewable element resources from ground 2.024849e+05 \n", + "Stone (dimension) Resources Resources from ground Non-renewable element resources from ground 2.144481e+01 \n", + "ammonia Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2a9-0050c2490048 2.429753e+06 \n", + "arable Land use Land occupation b88d3b6d-229e-477e-bce1-e16376f75c7b 1.683244e+09 \n", + "arsenic (v) Emissions Emissions to air Emissions to air, unspecified fd35609e-968a-4dcf-8172-c621ff680ad7 4.121475e+03 \n", + "bauxite Resources Resources from ground Non-renewable element resources from ground 1.417427e+04 \n", + "benzo[a]pyrene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9221-0050c2490048 5.106848e+02 \n", + "benzo[b]fluoranthene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-b0de-0050c2490048 7.018340e+02 \n", + "benzo[k]fluoranthene Emissions Emissions to air Emissions to air, unspecified 4d9a8790-3ddd-11dd-94a1-0050c2490048 1.058797e+02 \n", + "cadmium (ii) Emissions Emissions to air Emissions to air, unspecified 5c69d34a-51e7-4e7d-a89c-c8536962b51a 5.504475e+02 \n", + "carbon dioxide (biogenic) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9c15-0050c2490048 8.170663e+06 \n", + "carbon dioxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-923d-0050c2490048 1.006404e+09 \n", + "carbon monoxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-924e-0050c2490048 5.313334e+06 \n", + "chromium (vi) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-950b-0050c2490048 8.581368e+03 \n", + "copper Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5c-0050c2490048 7.334452e+04 \n", + "copper (ii) Emissions Emissions to air Emissions to air, unspecified f0a10407-a460-44bd-852e-f030fc975088 2.882944e+03 \n", + "dibenzofuran Emissions Emissions to air Emissions to air, unspecified 8f295189-36e1-4748-b1b2-52ddacea58c7 1.291798e-03 \n", + "forest, extensive Land use Land occupation 9153cfb0-e762-47ba-9514-92d37321e68a 0.000000e+00 \n", + "forest, intensive Land use Land occupation eb01bbdf-8977-4dd2-9c20-9d59d6f8a71f 7.204589e+07 \n", + "gold Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-a2bf-0050c2490048 6.220232e+04 \n", + "hexachlorobenzene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2fb-0050c2490048 1.248924e-02 \n", + "indeno(1,2,3-cd)pyrene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ab8b-0050c2490048 4.856738e+01 \n", + "lead Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5d-0050c2490048 2.758626e+03 \n", + "lead (ii) Emissions Emissions to air Emissions to air, unspecified de9b0035-95cb-4a93-a60c-11887369da17 1.894708e+04 \n", + "lithium Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-aa34-0050c2490048 1.775272e+06 \n", + "mercury (ii) Emissions Emissions to air Emissions to air, unspecified 653d74e8-d259-4d3d-81b3-4f47c391fd51 1.757453e+02 \n", + "methane (biogenic) Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a8e8-0050c2490048 3.313934e+06 \n", + "methane (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9610-0050c2490048 8.532637e+08 \n", + "nickel Resources Resources from ground Non-renewable element resources from ground 08a91e70-3ddc-11dd-96d1-0050c2490048 2.978112e+03 \n", + "nickel (ii) Emissions Emissions to air Emissions to air, unspecified 8ae9138d-9b04-40d5-a058-675cb1217916 1.763316e+03 \n", + "nitrogen, total (excluding N2) Emissions Emissions to water Emissions to water, unspecified 3624d70d-4e4b-4927-9b84-b40e26c58e6d 2.793980e+06 \n", + "nitrous oxide Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-94c3-0050c2490048 3.470219e+05 \n", + "non-methane volatile organic compounds Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a302-0050c2490048 9.428484e+05 \n", + "particles (PM10) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-91be-0050c2490048 6.719327e+05 \n", + "particles (PM2.5) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9293-0050c2490048 5.127872e+05 \n", + "pasture/meadow Land use Land occupation 07937495-00a4-4676-8ef7-1161ee7a9f28 7.014640e+08 \n", + "platinum Resources Resources from ground Non-renewable element resources from ground 041fab30-6556-11dd-ad8b-0800200c9a66 4.910172e+02 \n", + "polychlorinated biphenyls Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-97e4-0050c2490048 2.063520e+01 \n", + "selenium (iv) Emissions Emissions to air Emissions to air, unspecified d734e649-6a4b-47a7-9302-fe541728e7ac 7.259058e+01 \n", + "silver Resources Resources from ground Non-renewable element resources from ground 172ab2d8-6556-11dd-ad8b-0800200c9a66 1.612284e+04 \n", + "sulfur oxides Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a207-0050c2490048 3.555340e+06 \n", + "sulphur hexafluoride Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ac51-0050c2490048 1.101815e+02 \n", + "tin Resources Resources from ground Non-renewable element resources from ground 29068976-6556-11dd-ad8b-0800200c9a66 4.343343e+03 \n", + "titanium Resources Resources from ground Non-renewable element resources from ground 2906898f-6556-11dd-ad8b-0800200c9a66 8.791021e+03 \n", + "unspecified Land use Land occupation be7cc1fe-c49e-4cce-9549-3d547f10c189 1.918214e+07 \n", + "uranium Resources Resources from ground Non-renewable energy resources from ground 3e4d2966-6556-11dd-ad8b-0800200c9a66 7.418050e+03 \n", + "urban Land use Land occupation d433f59a-a45d-42a4-88bc-ae8a4f29af39 0.000000e+00 \n", + "water Resources Resources from water Renewable material resources from water 419682fe-60fb-4b43-be89-bf2824b51104 9.847295e+07 \n", + "zinc Resources Resources from ground Non-renewable element resources from ground 64b1ce4a-6556-11dd-ad8b-0800200c9a66 1.340840e+04 \n", + "zinc (ii) Emissions Emissions to air Emissions to air, unspecified 88c9e03c-eda2-4976-8cde-134c11064ae6 1.583622e+04 \n", + "\n", + "region \\\n", + "sector Plastic waste for treatment: landfill \n", + "FLOW_name FLOW_class0 FLOW_class1 FLOW_class2 FLOW_uuid \n", + "Aromatic hydrocarbons, C9-17 Emissions Emissions to air Emissions to air, unspecified 9.291897e+03 \n", + "Clay Resources Resources from ground Non-renewable element resources from ground 2.480454e+03 \n", + "Crude petroleum Resources Resources from ground Non-renewable energy resources from ground 6.544262e+05 \n", + "Iron ore Resources Resources from ground Non-renewable element resources from ground 4.675581e+04 \n", + "Lime Resources Resources from ground Non-renewable element resources from ground 8.289389e+04 \n", + "Nitrogen oxides Emissions Emissions to air Emissions to air, unspecified f79d0f8f-2b0e-49cb-bed0-b1ea0fbd8625 2.387479e+06 \n", + "Phosphate rocks Resources Resources from ground Non-renewable element resources from ground 1.945324e+05 \n", + "Phosphorus Emissions Emissions to soil Emissions to soil, unspecified 601311d7-4d5c-4d49-b131-69b73793ad0f 5.066909e+05 \n", + " Emissions to water Emissions to water, unspecified 410e1215-9953-46ce-a878-2079353eb801 1.523716e+04 \n", + "Salt Resources Resources from ground Non-renewable element resources from ground 2.396232e+04 \n", + "Stone (crushed) Resources Resources from ground Non-renewable element resources from ground 1.583775e+05 \n", + "Stone (dimension) Resources Resources from ground Non-renewable element resources from ground 1.214053e+01 \n", + "ammonia Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2a9-0050c2490048 1.503823e+06 \n", + "arable Land use Land occupation b88d3b6d-229e-477e-bce1-e16376f75c7b 6.155909e+08 \n", + "arsenic (v) Emissions Emissions to air Emissions to air, unspecified fd35609e-968a-4dcf-8172-c621ff680ad7 3.133474e+03 \n", + "bauxite Resources Resources from ground Non-renewable element resources from ground 7.449155e+03 \n", + "benzo[a]pyrene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9221-0050c2490048 2.810902e+02 \n", + "benzo[b]fluoranthene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-b0de-0050c2490048 3.790183e+02 \n", + "benzo[k]fluoranthene Emissions Emissions to air Emissions to air, unspecified 4d9a8790-3ddd-11dd-94a1-0050c2490048 6.760973e+01 \n", + "cadmium (ii) Emissions Emissions to air Emissions to air, unspecified 5c69d34a-51e7-4e7d-a89c-c8536962b51a 3.694127e+02 \n", + "carbon dioxide (biogenic) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9c15-0050c2490048 5.649664e+06 \n", + "carbon dioxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-923d-0050c2490048 7.208431e+08 \n", + "carbon monoxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-924e-0050c2490048 3.520156e+06 \n", + "chromium (vi) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-950b-0050c2490048 5.126397e+03 \n", + "copper Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5c-0050c2490048 5.700771e+04 \n", + "copper (ii) Emissions Emissions to air Emissions to air, unspecified f0a10407-a460-44bd-852e-f030fc975088 2.416059e+03 \n", + "dibenzofuran Emissions Emissions to air Emissions to air, unspecified 8f295189-36e1-4748-b1b2-52ddacea58c7 7.793820e-04 \n", + "forest, extensive Land use Land occupation 9153cfb0-e762-47ba-9514-92d37321e68a 0.000000e+00 \n", + "forest, intensive Land use Land occupation eb01bbdf-8977-4dd2-9c20-9d59d6f8a71f 4.860502e+07 \n", + "gold Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-a2bf-0050c2490048 3.938395e+04 \n", + "hexachlorobenzene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2fb-0050c2490048 7.557423e-03 \n", + "indeno(1,2,3-cd)pyrene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ab8b-0050c2490048 3.000136e+01 \n", + "lead Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5d-0050c2490048 1.401422e+03 \n", + "lead (ii) Emissions Emissions to air Emissions to air, unspecified de9b0035-95cb-4a93-a60c-11887369da17 1.136556e+04 \n", + "lithium Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-aa34-0050c2490048 1.301192e+06 \n", + "mercury (ii) Emissions Emissions to air Emissions to air, unspecified 653d74e8-d259-4d3d-81b3-4f47c391fd51 1.312929e+02 \n", + "methane (biogenic) Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a8e8-0050c2490048 2.336408e+06 \n", + "methane (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9610-0050c2490048 3.600838e+07 \n", + "nickel Resources Resources from ground Non-renewable element resources from ground 08a91e70-3ddc-11dd-96d1-0050c2490048 1.718836e+03 \n", + "nickel (ii) Emissions Emissions to air Emissions to air, unspecified 8ae9138d-9b04-40d5-a058-675cb1217916 1.162873e+03 \n", + "nitrogen, total (excluding N2) Emissions Emissions to water Emissions to water, unspecified 3624d70d-4e4b-4927-9b84-b40e26c58e6d 1.495150e+06 \n", + "nitrous oxide Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-94c3-0050c2490048 1.954497e+05 \n", + "non-methane volatile organic compounds Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a302-0050c2490048 6.506052e+05 \n", + "particles (PM10) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-91be-0050c2490048 4.880075e+05 \n", + "particles (PM2.5) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9293-0050c2490048 3.737357e+05 \n", + "pasture/meadow Land use Land occupation 07937495-00a4-4676-8ef7-1161ee7a9f28 4.752680e+08 \n", + "platinum Resources Resources from ground Non-renewable element resources from ground 041fab30-6556-11dd-ad8b-0800200c9a66 2.641265e+02 \n", + "polychlorinated biphenyls Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-97e4-0050c2490048 1.235671e+01 \n", + "selenium (iv) Emissions Emissions to air Emissions to air, unspecified d734e649-6a4b-47a7-9302-fe541728e7ac 4.576742e+01 \n", + "silver Resources Resources from ground Non-renewable element resources from ground 172ab2d8-6556-11dd-ad8b-0800200c9a66 7.580162e+03 \n", + "sulfur oxides Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a207-0050c2490048 2.395000e+06 \n", + "sulphur hexafluoride Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ac51-0050c2490048 5.807299e+01 \n", + "tin Resources Resources from ground Non-renewable element resources from ground 29068976-6556-11dd-ad8b-0800200c9a66 1.476235e+03 \n", + "titanium Resources Resources from ground Non-renewable element resources from ground 2906898f-6556-11dd-ad8b-0800200c9a66 6.798781e+03 \n", + "unspecified Land use Land occupation be7cc1fe-c49e-4cce-9549-3d547f10c189 1.270168e+07 \n", + "uranium Resources Resources from ground Non-renewable energy resources from ground 3e4d2966-6556-11dd-ad8b-0800200c9a66 2.870650e+03 \n", + "urban Land use Land occupation d433f59a-a45d-42a4-88bc-ae8a4f29af39 0.000000e+00 \n", + "water Resources Resources from water Renewable material resources from water 419682fe-60fb-4b43-be89-bf2824b51104 6.558304e+07 \n", + "zinc Resources Resources from ground Non-renewable element resources from ground 64b1ce4a-6556-11dd-ad8b-0800200c9a66 6.754723e+03 \n", + "zinc (ii) Emissions Emissions to air Emissions to air, unspecified 88c9e03c-eda2-4976-8cde-134c11064ae6 9.476200e+03 \n", + "\n", + "region \\\n", + "sector Inert/metal/hazardous waste for treatment: landfill \n", + "FLOW_name FLOW_class0 FLOW_class1 FLOW_class2 FLOW_uuid \n", + "Aromatic hydrocarbons, C9-17 Emissions Emissions to air Emissions to air, unspecified 1.494657e+04 \n", + "Clay Resources Resources from ground Non-renewable element resources from ground 2.896875e+03 \n", + "Crude petroleum Resources Resources from ground Non-renewable energy resources from ground 8.253957e+05 \n", + "Iron ore Resources Resources from ground Non-renewable element resources from ground 8.752559e+04 \n", + "Lime Resources Resources from ground Non-renewable element resources from ground 9.265544e+04 \n", + "Nitrogen oxides Emissions Emissions to air Emissions to air, unspecified f79d0f8f-2b0e-49cb-bed0-b1ea0fbd8625 2.786854e+06 \n", + "Phosphate rocks Resources Resources from ground Non-renewable element resources from ground 2.438311e+05 \n", + "Phosphorus Emissions Emissions to soil Emissions to soil, unspecified 601311d7-4d5c-4d49-b131-69b73793ad0f 7.047498e+05 \n", + " Emissions to water Emissions to water, unspecified 410e1215-9953-46ce-a878-2079353eb801 2.122031e+04 \n", + "Salt Resources Resources from ground Non-renewable element resources from ground 3.023857e+04 \n", + "Stone (crushed) Resources Resources from ground Non-renewable element resources from ground 1.729148e+05 \n", + "Stone (dimension) Resources Resources from ground Non-renewable element resources from ground 1.723470e+01 \n", + "ammonia Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2a9-0050c2490048 2.138620e+06 \n", + "arable Land use Land occupation b88d3b6d-229e-477e-bce1-e16376f75c7b 1.486449e+09 \n", + "arsenic (v) Emissions Emissions to air Emissions to air, unspecified fd35609e-968a-4dcf-8172-c621ff680ad7 3.908652e+03 \n", + "bauxite Resources Resources from ground Non-renewable element resources from ground 1.295850e+04 \n", + "benzo[a]pyrene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9221-0050c2490048 4.588130e+02 \n", + "benzo[b]fluoranthene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-b0de-0050c2490048 6.273591e+02 \n", + "benzo[k]fluoranthene Emissions Emissions to air Emissions to air, unspecified 4d9a8790-3ddd-11dd-94a1-0050c2490048 1.011570e+02 \n", + "cadmium (ii) Emissions Emissions to air Emissions to air, unspecified 5c69d34a-51e7-4e7d-a89c-c8536962b51a 5.310820e+02 \n", + "carbon dioxide (biogenic) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9c15-0050c2490048 6.556382e+06 \n", + "carbon dioxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-923d-0050c2490048 8.406521e+08 \n", + "carbon monoxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-924e-0050c2490048 4.844513e+06 \n", + "chromium (vi) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-950b-0050c2490048 8.427827e+03 \n", + "copper Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5c-0050c2490048 6.478485e+04 \n", + "copper (ii) Emissions Emissions to air Emissions to air, unspecified f0a10407-a460-44bd-852e-f030fc975088 2.686589e+03 \n", + "dibenzofuran Emissions Emissions to air Emissions to air, unspecified 8f295189-36e1-4748-b1b2-52ddacea58c7 1.241089e-03 \n", + "forest, extensive Land use Land occupation 9153cfb0-e762-47ba-9514-92d37321e68a 0.000000e+00 \n", + "forest, intensive Land use Land occupation eb01bbdf-8977-4dd2-9c20-9d59d6f8a71f 6.344877e+07 \n", + "gold Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-a2bf-0050c2490048 5.646779e+04 \n", + "hexachlorobenzene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2fb-0050c2490048 1.183232e-02 \n", + "indeno(1,2,3-cd)pyrene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ab8b-0050c2490048 4.488226e+01 \n", + "lead Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5d-0050c2490048 2.525185e+03 \n", + "lead (ii) Emissions Emissions to air Emissions to air, unspecified de9b0035-95cb-4a93-a60c-11887369da17 1.835933e+04 \n", + "lithium Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-aa34-0050c2490048 1.512452e+06 \n", + "mercury (ii) Emissions Emissions to air Emissions to air, unspecified 653d74e8-d259-4d3d-81b3-4f47c391fd51 1.663018e+02 \n", + "methane (biogenic) Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a8e8-0050c2490048 2.925461e+06 \n", + "methane (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9610-0050c2490048 1.357779e+07 \n", + "nickel Resources Resources from ground Non-renewable element resources from ground 08a91e70-3ddc-11dd-96d1-0050c2490048 2.603223e+03 \n", + "nickel (ii) Emissions Emissions to air Emissions to air, unspecified 8ae9138d-9b04-40d5-a058-675cb1217916 1.634360e+03 \n", + "nitrogen, total (excluding N2) Emissions Emissions to water Emissions to water, unspecified 3624d70d-4e4b-4927-9b84-b40e26c58e6d 2.138301e+06 \n", + "nitrous oxide Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-94c3-0050c2490048 3.059383e+05 \n", + "non-methane volatile organic compounds Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a302-0050c2490048 8.342192e+05 \n", + "particles (PM10) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-91be-0050c2490048 5.926897e+05 \n", + "particles (PM2.5) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9293-0050c2490048 4.537400e+05 \n", + "pasture/meadow Land use Land occupation 07937495-00a4-4676-8ef7-1161ee7a9f28 6.523773e+08 \n", + "platinum Resources Resources from ground Non-renewable element resources from ground 041fab30-6556-11dd-ad8b-0800200c9a66 4.567538e+02 \n", + "polychlorinated biphenyls Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-97e4-0050c2490048 2.016224e+01 \n", + "selenium (iv) Emissions Emissions to air Emissions to air, unspecified d734e649-6a4b-47a7-9302-fe541728e7ac 6.495998e+01 \n", + "silver Resources Resources from ground Non-renewable element resources from ground 172ab2d8-6556-11dd-ad8b-0800200c9a66 1.543919e+04 \n", + "sulfur oxides Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a207-0050c2490048 3.168326e+06 \n", + "sulphur hexafluoride Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ac51-0050c2490048 9.474402e+01 \n", + "tin Resources Resources from ground Non-renewable element resources from ground 29068976-6556-11dd-ad8b-0800200c9a66 4.113529e+03 \n", + "titanium Resources Resources from ground Non-renewable element resources from ground 2906898f-6556-11dd-ad8b-0800200c9a66 7.588446e+03 \n", + "unspecified Land use Land occupation be7cc1fe-c49e-4cce-9549-3d547f10c189 1.767016e+07 \n", + "uranium Resources Resources from ground Non-renewable energy resources from ground 3e4d2966-6556-11dd-ad8b-0800200c9a66 6.540755e+03 \n", + "urban Land use Land occupation d433f59a-a45d-42a4-88bc-ae8a4f29af39 0.000000e+00 \n", + "water Resources Resources from water Renewable material resources from water 419682fe-60fb-4b43-be89-bf2824b51104 8.574181e+07 \n", + "zinc Resources Resources from ground Non-renewable element resources from ground 64b1ce4a-6556-11dd-ad8b-0800200c9a66 1.226937e+04 \n", + "zinc (ii) Emissions Emissions to air Emissions to air, unspecified 88c9e03c-eda2-4976-8cde-134c11064ae6 1.555296e+04 \n", + "\n", + "region \\\n", + "sector Textiles waste for treatment: landfill \n", + "FLOW_name FLOW_class0 FLOW_class1 FLOW_class2 FLOW_uuid \n", + "Aromatic hydrocarbons, C9-17 Emissions Emissions to air Emissions to air, unspecified 2.771999e+03 \n", + "Clay Resources Resources from ground Non-renewable element resources from ground 7.845561e+02 \n", + "Crude petroleum Resources Resources from ground Non-renewable energy resources from ground 1.514657e+05 \n", + "Iron ore Resources Resources from ground Non-renewable element resources from ground 1.121844e+04 \n", + "Lime Resources Resources from ground Non-renewable element resources from ground 2.538842e+04 \n", + "Nitrogen oxides Emissions Emissions to air Emissions to air, unspecified f79d0f8f-2b0e-49cb-bed0-b1ea0fbd8625 9.458497e+05 \n", + "Phosphate rocks Resources Resources from ground Non-renewable element resources from ground 2.799787e+04 \n", + "Phosphorus Emissions Emissions to soil Emissions to soil, unspecified 601311d7-4d5c-4d49-b131-69b73793ad0f 1.729704e+05 \n", + " Emissions to water Emissions to water, unspecified 410e1215-9953-46ce-a878-2079353eb801 5.199551e+03 \n", + "Salt Resources Resources from ground Non-renewable element resources from ground 3.515008e+03 \n", + "Stone (crushed) Resources Resources from ground Non-renewable element resources from ground 5.491081e+04 \n", + "Stone (dimension) Resources Resources from ground Non-renewable element resources from ground 5.603200e+00 \n", + "ammonia Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2a9-0050c2490048 5.076122e+05 \n", + "arable Land use Land occupation b88d3b6d-229e-477e-bce1-e16376f75c7b 1.353596e+08 \n", + "arsenic (v) Emissions Emissions to air Emissions to air, unspecified fd35609e-968a-4dcf-8172-c621ff680ad7 1.475877e+03 \n", + "bauxite Resources Resources from ground Non-renewable element resources from ground 9.329164e+02 \n", + "benzo[a]pyrene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9221-0050c2490048 8.216816e+01 \n", + "benzo[b]fluoranthene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-b0de-0050c2490048 1.087283e+02 \n", + "benzo[k]fluoranthene Emissions Emissions to air Emissions to air, unspecified 4d9a8790-3ddd-11dd-94a1-0050c2490048 2.397058e+01 \n", + "cadmium (ii) Emissions Emissions to air Emissions to air, unspecified 5c69d34a-51e7-4e7d-a89c-c8536962b51a 1.440541e+02 \n", + "carbon dioxide (biogenic) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9c15-0050c2490048 2.058117e+06 \n", + "carbon dioxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-923d-0050c2490048 2.475420e+08 \n", + "carbon monoxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-924e-0050c2490048 1.255152e+06 \n", + "chromium (vi) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-950b-0050c2490048 1.569759e+03 \n", + "copper Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5c-0050c2490048 2.166665e+04 \n", + "copper (ii) Emissions Emissions to air Emissions to air, unspecified f0a10407-a460-44bd-852e-f030fc975088 1.277064e+03 \n", + "dibenzofuran Emissions Emissions to air Emissions to air, unspecified 8f295189-36e1-4748-b1b2-52ddacea58c7 2.311910e-04 \n", + "forest, extensive Land use Land occupation 9153cfb0-e762-47ba-9514-92d37321e68a 0.000000e+00 \n", + "forest, intensive Land use Land occupation eb01bbdf-8977-4dd2-9c20-9d59d6f8a71f 1.850150e+07 \n", + "gold Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-a2bf-0050c2490048 1.313169e+04 \n", + "hexachlorobenzene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2fb-0050c2490048 2.179107e-03 \n", + "indeno(1,2,3-cd)pyrene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ab8b-0050c2490048 9.755148e+00 \n", + "lead Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5d-0050c2490048 3.913858e+02 \n", + "lead (ii) Emissions Emissions to air Emissions to air, unspecified de9b0035-95cb-4a93-a60c-11887369da17 3.373856e+03 \n", + "lithium Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-aa34-0050c2490048 3.365545e+05 \n", + "mercury (ii) Emissions Emissions to air Emissions to air, unspecified 653d74e8-d259-4d3d-81b3-4f47c391fd51 6.087146e+01 \n", + "methane (biogenic) Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a8e8-0050c2490048 7.855394e+05 \n", + "methane (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9610-0050c2490048 7.721760e+07 \n", + "nickel Resources Resources from ground Non-renewable element resources from ground 08a91e70-3ddc-11dd-96d1-0050c2490048 4.330049e+02 \n", + "nickel (ii) Emissions Emissions to air Emissions to air, unspecified 8ae9138d-9b04-40d5-a058-675cb1217916 3.933771e+02 \n", + "nitrogen, total (excluding N2) Emissions Emissions to water Emissions to water, unspecified 3624d70d-4e4b-4927-9b84-b40e26c58e6d 1.532096e+06 \n", + "nitrous oxide Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-94c3-0050c2490048 6.339240e+04 \n", + "non-methane volatile organic compounds Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a302-0050c2490048 2.402277e+05 \n", + "particles (PM10) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-91be-0050c2490048 2.021958e+05 \n", + "particles (PM2.5) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9293-0050c2490048 1.567435e+05 \n", + "pasture/meadow Land use Land occupation 07937495-00a4-4676-8ef7-1161ee7a9f28 1.330434e+08 \n", + "platinum Resources Resources from ground Non-renewable element resources from ground 041fab30-6556-11dd-ad8b-0800200c9a66 6.082236e+01 \n", + "polychlorinated biphenyls Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-97e4-0050c2490048 3.750135e+00 \n", + "selenium (iv) Emissions Emissions to air Emissions to air, unspecified d734e649-6a4b-47a7-9302-fe541728e7ac 1.380492e+01 \n", + "silver Resources Resources from ground Non-renewable element resources from ground 172ab2d8-6556-11dd-ad8b-0800200c9a66 2.034876e+03 \n", + "sulfur oxides Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a207-0050c2490048 8.954140e+05 \n", + "sulphur hexafluoride Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ac51-0050c2490048 1.635591e+01 \n", + "tin Resources Resources from ground Non-renewable element resources from ground 29068976-6556-11dd-ad8b-0800200c9a66 2.452196e+02 \n", + "titanium Resources Resources from ground Non-renewable element resources from ground 2906898f-6556-11dd-ad8b-0800200c9a66 2.291347e+03 \n", + "unspecified Land use Land occupation be7cc1fe-c49e-4cce-9549-3d547f10c189 4.377732e+06 \n", + "uranium Resources Resources from ground Non-renewable energy resources from ground 3e4d2966-6556-11dd-ad8b-0800200c9a66 1.003834e+03 \n", + "urban Land use Land occupation d433f59a-a45d-42a4-88bc-ae8a4f29af39 0.000000e+00 \n", + "water Resources Resources from water Renewable material resources from water 419682fe-60fb-4b43-be89-bf2824b51104 1.470776e+07 \n", + "zinc Resources Resources from ground Non-renewable element resources from ground 64b1ce4a-6556-11dd-ad8b-0800200c9a66 1.868142e+03 \n", + "zinc (ii) Emissions Emissions to air Emissions to air, unspecified 88c9e03c-eda2-4976-8cde-134c11064ae6 2.917159e+03 \n", + "\n", + "region \\\n", + "sector Wood waste for treatment: landfill \n", + "FLOW_name FLOW_class0 FLOW_class1 FLOW_class2 FLOW_uuid \n", + "Aromatic hydrocarbons, C9-17 Emissions Emissions to air Emissions to air, unspecified 3.710926e+03 \n", + "Clay Resources Resources from ground Non-renewable element resources from ground 1.097459e+03 \n", + "Crude petroleum Resources Resources from ground Non-renewable energy resources from ground 2.836293e+05 \n", + "Iron ore Resources Resources from ground Non-renewable element resources from ground 1.628764e+04 \n", + "Lime Resources Resources from ground Non-renewable element resources from ground 3.495953e+04 \n", + "Nitrogen oxides Emissions Emissions to air Emissions to air, unspecified f79d0f8f-2b0e-49cb-bed0-b1ea0fbd8625 1.175534e+06 \n", + "Phosphate rocks Resources Resources from ground Non-renewable element resources from ground 4.459788e+04 \n", + "Phosphorus Emissions Emissions to soil Emissions to soil, unspecified 601311d7-4d5c-4d49-b131-69b73793ad0f 2.242518e+05 \n", + " Emissions to water Emissions to water, unspecified 410e1215-9953-46ce-a878-2079353eb801 6.788329e+03 \n", + "Salt Resources Resources from ground Non-renewable element resources from ground 5.580953e+03 \n", + "Stone (crushed) Resources Resources from ground Non-renewable element resources from ground 7.236118e+04 \n", + "Stone (dimension) Resources Resources from ground Non-renewable element resources from ground 6.277809e+00 \n", + "ammonia Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2a9-0050c2490048 6.649995e+05 \n", + "arable Land use Land occupation b88d3b6d-229e-477e-bce1-e16376f75c7b 2.070602e+08 \n", + "arsenic (v) Emissions Emissions to air Emissions to air, unspecified fd35609e-968a-4dcf-8172-c621ff680ad7 1.540742e+03 \n", + "bauxite Resources Resources from ground Non-renewable element resources from ground 1.284347e+03 \n", + "benzo[a]pyrene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9221-0050c2490048 1.220814e+02 \n", + "benzo[b]fluoranthene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-b0de-0050c2490048 1.620476e+02 \n", + "benzo[k]fluoranthene Emissions Emissions to air Emissions to air, unspecified 4d9a8790-3ddd-11dd-94a1-0050c2490048 4.148938e+01 \n", + "cadmium (ii) Emissions Emissions to air Emissions to air, unspecified 5c69d34a-51e7-4e7d-a89c-c8536962b51a 1.654079e+02 \n", + "carbon dioxide (biogenic) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9c15-0050c2490048 2.627469e+06 \n", + "carbon dioxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-923d-0050c2490048 3.169822e+08 \n", + "carbon monoxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-924e-0050c2490048 1.664520e+06 \n", + "chromium (vi) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-950b-0050c2490048 2.058580e+03 \n", + "copper Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5c-0050c2490048 2.848922e+04 \n", + "copper (ii) Emissions Emissions to air Emissions to air, unspecified f0a10407-a460-44bd-852e-f030fc975088 1.271868e+03 \n", + "dibenzofuran Emissions Emissions to air Emissions to air, unspecified 8f295189-36e1-4748-b1b2-52ddacea58c7 3.119974e-04 \n", + "forest, extensive Land use Land occupation 9153cfb0-e762-47ba-9514-92d37321e68a 0.000000e+00 \n", + "forest, intensive Land use Land occupation eb01bbdf-8977-4dd2-9c20-9d59d6f8a71f 2.502893e+07 \n", + "gold Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-a2bf-0050c2490048 1.752803e+04 \n", + "hexachlorobenzene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2fb-0050c2490048 3.013081e-03 \n", + "indeno(1,2,3-cd)pyrene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ab8b-0050c2490048 1.460130e+01 \n", + "lead Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5d-0050c2490048 5.335230e+02 \n", + "lead (ii) Emissions Emissions to air Emissions to air, unspecified de9b0035-95cb-4a93-a60c-11887369da17 4.509473e+03 \n", + "lithium Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-aa34-0050c2490048 4.653952e+05 \n", + "mercury (ii) Emissions Emissions to air Emissions to air, unspecified 653d74e8-d259-4d3d-81b3-4f47c391fd51 6.420165e+01 \n", + "methane (biogenic) Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a8e8-0050c2490048 1.044410e+06 \n", + "methane (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9610-0050c2490048 2.133551e+07 \n", + "nickel Resources Resources from ground Non-renewable element resources from ground 08a91e70-3ddc-11dd-96d1-0050c2490048 7.022787e+02 \n", + "nickel (ii) Emissions Emissions to air Emissions to air, unspecified 8ae9138d-9b04-40d5-a058-675cb1217916 4.866875e+02 \n", + "nitrogen, total (excluding N2) Emissions Emissions to water Emissions to water, unspecified 3624d70d-4e4b-4927-9b84-b40e26c58e6d 4.574527e+05 \n", + "nitrous oxide Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-94c3-0050c2490048 8.365744e+04 \n", + "non-methane volatile organic compounds Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a302-0050c2490048 3.223111e+05 \n", + "particles (PM10) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-91be-0050c2490048 2.639374e+05 \n", + "particles (PM2.5) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9293-0050c2490048 2.027776e+05 \n", + "pasture/meadow Land use Land occupation 07937495-00a4-4676-8ef7-1161ee7a9f28 1.915188e+08 \n", + "platinum Resources Resources from ground Non-renewable element resources from ground 041fab30-6556-11dd-ad8b-0800200c9a66 8.768276e+01 \n", + "polychlorinated biphenyls Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-97e4-0050c2490048 4.956384e+00 \n", + "selenium (iv) Emissions Emissions to air Emissions to air, unspecified d734e649-6a4b-47a7-9302-fe541728e7ac 1.958625e+01 \n", + "silver Resources Resources from ground Non-renewable element resources from ground 172ab2d8-6556-11dd-ad8b-0800200c9a66 2.738615e+03 \n", + "sulfur oxides Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a207-0050c2490048 1.103053e+06 \n", + "sulphur hexafluoride Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ac51-0050c2490048 2.404020e+01 \n", + "tin Resources Resources from ground Non-renewable element resources from ground 29068976-6556-11dd-ad8b-0800200c9a66 3.571684e+02 \n", + "titanium Resources Resources from ground Non-renewable element resources from ground 2906898f-6556-11dd-ad8b-0800200c9a66 3.171898e+03 \n", + "unspecified Land use Land occupation be7cc1fe-c49e-4cce-9549-3d547f10c189 6.009313e+06 \n", + "uranium Resources Resources from ground Non-renewable energy resources from ground 3e4d2966-6556-11dd-ad8b-0800200c9a66 1.411024e+03 \n", + "urban Land use Land occupation d433f59a-a45d-42a4-88bc-ae8a4f29af39 0.000000e+00 \n", + "water Resources Resources from water Renewable material resources from water 419682fe-60fb-4b43-be89-bf2824b51104 2.312869e+07 \n", + "zinc Resources Resources from ground Non-renewable element resources from ground 64b1ce4a-6556-11dd-ad8b-0800200c9a66 2.557082e+03 \n", + "zinc (ii) Emissions Emissions to air Emissions to air, unspecified 88c9e03c-eda2-4976-8cde-134c11064ae6 3.812110e+03 \n", + "\n", + "region \\\n", + "sector Membership organisation services n.e.c. (91) \n", + "FLOW_name FLOW_class0 FLOW_class1 FLOW_class2 FLOW_uuid \n", + "Aromatic hydrocarbons, C9-17 Emissions Emissions to air Emissions to air, unspecified 7.031041e+04 \n", + "Clay Resources Resources from ground Non-renewable element resources from ground 1.144638e+04 \n", + "Crude petroleum Resources Resources from ground Non-renewable energy resources from ground 3.097521e+06 \n", + "Iron ore Resources Resources from ground Non-renewable element resources from ground 5.023245e+05 \n", + "Lime Resources Resources from ground Non-renewable element resources from ground 2.765401e+05 \n", + "Nitrogen oxides Emissions Emissions to air Emissions to air, unspecified f79d0f8f-2b0e-49cb-bed0-b1ea0fbd8625 2.129426e+07 \n", + "Phosphate rocks Resources Resources from ground Non-renewable element resources from ground 5.062799e+05 \n", + "Phosphorus Emissions Emissions to soil Emissions to soil, unspecified 601311d7-4d5c-4d49-b131-69b73793ad0f 3.334535e+06 \n", + " Emissions to water Emissions to water, unspecified 410e1215-9953-46ce-a878-2079353eb801 1.003355e+05 \n", + "Salt Resources Resources from ground Non-renewable element resources from ground 6.529690e+04 \n", + "Stone (crushed) Resources Resources from ground Non-renewable element resources from ground 5.492659e+05 \n", + "Stone (dimension) Resources Resources from ground Non-renewable element resources from ground 1.121581e+02 \n", + "ammonia Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2a9-0050c2490048 9.007397e+06 \n", + "arable Land use Land occupation b88d3b6d-229e-477e-bce1-e16376f75c7b 6.555847e+09 \n", + "arsenic (v) Emissions Emissions to air Emissions to air, unspecified fd35609e-968a-4dcf-8172-c621ff680ad7 1.502259e+04 \n", + "bauxite Resources Resources from ground Non-renewable element resources from ground 4.540033e+04 \n", + "benzo[a]pyrene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9221-0050c2490048 2.066440e+03 \n", + "benzo[b]fluoranthene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-b0de-0050c2490048 2.716811e+03 \n", + "benzo[k]fluoranthene Emissions Emissions to air Emissions to air, unspecified 4d9a8790-3ddd-11dd-94a1-0050c2490048 4.241592e+02 \n", + "cadmium (ii) Emissions Emissions to air Emissions to air, unspecified 5c69d34a-51e7-4e7d-a89c-c8536962b51a 2.257189e+03 \n", + "carbon dioxide (biogenic) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9c15-0050c2490048 2.274693e+07 \n", + "carbon dioxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-923d-0050c2490048 7.101948e+09 \n", + "carbon monoxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-924e-0050c2490048 3.496992e+07 \n", + "chromium (vi) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-950b-0050c2490048 3.747180e+04 \n", + "copper Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5c-0050c2490048 2.092537e+05 \n", + "copper (ii) Emissions Emissions to air Emissions to air, unspecified f0a10407-a460-44bd-852e-f030fc975088 1.105996e+04 \n", + "dibenzofuran Emissions Emissions to air Emissions to air, unspecified 8f295189-36e1-4748-b1b2-52ddacea58c7 5.988013e-03 \n", + "forest, extensive Land use Land occupation 9153cfb0-e762-47ba-9514-92d37321e68a 0.000000e+00 \n", + "forest, intensive Land use Land occupation eb01bbdf-8977-4dd2-9c20-9d59d6f8a71f 5.123153e+08 \n", + "gold Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-a2bf-0050c2490048 2.255106e+05 \n", + "hexachlorobenzene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2fb-0050c2490048 5.951171e-02 \n", + "indeno(1,2,3-cd)pyrene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ab8b-0050c2490048 2.374066e+02 \n", + "lead Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5d-0050c2490048 7.128139e+03 \n", + "lead (ii) Emissions Emissions to air Emissions to air, unspecified de9b0035-95cb-4a93-a60c-11887369da17 8.353915e+04 \n", + "lithium Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-aa34-0050c2490048 4.324852e+06 \n", + "mercury (ii) Emissions Emissions to air Emissions to air, unspecified 653d74e8-d259-4d3d-81b3-4f47c391fd51 6.655631e+02 \n", + "methane (biogenic) Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a8e8-0050c2490048 1.286456e+07 \n", + "methane (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9610-0050c2490048 2.462297e+07 \n", + "nickel Resources Resources from ground Non-renewable element resources from ground 08a91e70-3ddc-11dd-96d1-0050c2490048 1.503892e+04 \n", + "nickel (ii) Emissions Emissions to air Emissions to air, unspecified 8ae9138d-9b04-40d5-a058-675cb1217916 8.607392e+03 \n", + "nitrogen, total (excluding N2) Emissions Emissions to water Emissions to water, unspecified 3624d70d-4e4b-4927-9b84-b40e26c58e6d 8.859635e+06 \n", + "nitrous oxide Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-94c3-0050c2490048 1.366402e+06 \n", + "non-methane volatile organic compounds Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a302-0050c2490048 8.080795e+06 \n", + "particles (PM10) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-91be-0050c2490048 2.970897e+06 \n", + "particles (PM2.5) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9293-0050c2490048 2.258692e+06 \n", + "pasture/meadow Land use Land occupation 07937495-00a4-4676-8ef7-1161ee7a9f28 3.589413e+09 \n", + "platinum Resources Resources from ground Non-renewable element resources from ground 041fab30-6556-11dd-ad8b-0800200c9a66 2.137459e+03 \n", + "polychlorinated biphenyls Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-97e4-0050c2490048 9.161382e+01 \n", + "selenium (iv) Emissions Emissions to air Emissions to air, unspecified d734e649-6a4b-47a7-9302-fe541728e7ac 3.873313e+02 \n", + "silver Resources Resources from ground Non-renewable element resources from ground 172ab2d8-6556-11dd-ad8b-0800200c9a66 7.690542e+04 \n", + "sulfur oxides Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a207-0050c2490048 1.798417e+07 \n", + "sulphur hexafluoride Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ac51-0050c2490048 3.031682e+02 \n", + "tin Resources Resources from ground Non-renewable element resources from ground 29068976-6556-11dd-ad8b-0800200c9a66 1.492912e+04 \n", + "titanium Resources Resources from ground Non-renewable element resources from ground 2906898f-6556-11dd-ad8b-0800200c9a66 2.648510e+04 \n", + "unspecified Land use Land occupation be7cc1fe-c49e-4cce-9549-3d547f10c189 1.361501e+08 \n", + "uranium Resources Resources from ground Non-renewable energy resources from ground 3e4d2966-6556-11dd-ad8b-0800200c9a66 2.323117e+04 \n", + "urban Land use Land occupation d433f59a-a45d-42a4-88bc-ae8a4f29af39 0.000000e+00 \n", + "water Resources Resources from water Renewable material resources from water 419682fe-60fb-4b43-be89-bf2824b51104 3.210942e+08 \n", + "zinc Resources Resources from ground Non-renewable element resources from ground 64b1ce4a-6556-11dd-ad8b-0800200c9a66 3.402275e+04 \n", + "zinc (ii) Emissions Emissions to air Emissions to air, unspecified 88c9e03c-eda2-4976-8cde-134c11064ae6 6.996308e+04 \n", + "\n", + "region \\\n", + "sector Recreational, cultural and sporting services (92) \n", + "FLOW_name FLOW_class0 FLOW_class1 FLOW_class2 FLOW_uuid \n", + "Aromatic hydrocarbons, C9-17 Emissions Emissions to air Emissions to air, unspecified 1.551195e+05 \n", + "Clay Resources Resources from ground Non-renewable element resources from ground 3.463068e+04 \n", + "Crude petroleum Resources Resources from ground Non-renewable energy resources from ground 7.237440e+06 \n", + "Iron ore Resources Resources from ground Non-renewable element resources from ground 3.345213e+06 \n", + "Lime Resources Resources from ground Non-renewable element resources from ground 7.210712e+05 \n", + "Nitrogen oxides Emissions Emissions to air Emissions to air, unspecified f79d0f8f-2b0e-49cb-bed0-b1ea0fbd8625 4.978094e+07 \n", + "Phosphate rocks Resources Resources from ground Non-renewable element resources from ground 8.029668e+05 \n", + "Phosphorus Emissions Emissions to soil Emissions to soil, unspecified 601311d7-4d5c-4d49-b131-69b73793ad0f 1.856884e+07 \n", + " Emissions to water Emissions to water, unspecified 410e1215-9953-46ce-a878-2079353eb801 5.567402e+05 \n", + "Salt Resources Resources from ground Non-renewable element resources from ground 1.073510e+05 \n", + "Stone (crushed) Resources Resources from ground Non-renewable element resources from ground 1.080288e+06 \n", + "Stone (dimension) Resources Resources from ground Non-renewable element resources from ground 5.082258e+02 \n", + "ammonia Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2a9-0050c2490048 4.367963e+07 \n", + "arable Land use Land occupation b88d3b6d-229e-477e-bce1-e16376f75c7b 1.124919e+10 \n", + "arsenic (v) Emissions Emissions to air Emissions to air, unspecified fd35609e-968a-4dcf-8172-c621ff680ad7 2.956309e+04 \n", + "bauxite Resources Resources from ground Non-renewable element resources from ground 1.130864e+05 \n", + "benzo[a]pyrene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9221-0050c2490048 5.854100e+03 \n", + "benzo[b]fluoranthene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-b0de-0050c2490048 7.810071e+03 \n", + "benzo[k]fluoranthene Emissions Emissions to air Emissions to air, unspecified 4d9a8790-3ddd-11dd-94a1-0050c2490048 1.155653e+03 \n", + "cadmium (ii) Emissions Emissions to air Emissions to air, unspecified 5c69d34a-51e7-4e7d-a89c-c8536962b51a 4.717653e+03 \n", + "carbon dioxide (biogenic) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9c15-0050c2490048 9.965991e+07 \n", + "carbon dioxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-923d-0050c2490048 1.650322e+10 \n", + "carbon monoxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-924e-0050c2490048 6.672648e+07 \n", + "chromium (vi) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-950b-0050c2490048 7.945423e+04 \n", + "copper Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5c-0050c2490048 5.423855e+05 \n", + "copper (ii) Emissions Emissions to air Emissions to air, unspecified f0a10407-a460-44bd-852e-f030fc975088 2.052059e+04 \n", + "dibenzofuran Emissions Emissions to air Emissions to air, unspecified 8f295189-36e1-4748-b1b2-52ddacea58c7 1.345177e-02 \n", + "forest, extensive Land use Land occupation 9153cfb0-e762-47ba-9514-92d37321e68a 0.000000e+00 \n", + "forest, intensive Land use Land occupation eb01bbdf-8977-4dd2-9c20-9d59d6f8a71f 1.691826e+09 \n", + "gold Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-a2bf-0050c2490048 5.269932e+05 \n", + "hexachlorobenzene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2fb-0050c2490048 1.379781e-01 \n", + "indeno(1,2,3-cd)pyrene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ab8b-0050c2490048 6.467060e+02 \n", + "lead Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5d-0050c2490048 1.564123e+04 \n", + "lead (ii) Emissions Emissions to air Emissions to air, unspecified de9b0035-95cb-4a93-a60c-11887369da17 1.775059e+05 \n", + "lithium Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-aa34-0050c2490048 1.036872e+07 \n", + "mercury (ii) Emissions Emissions to air Emissions to air, unspecified 653d74e8-d259-4d3d-81b3-4f47c391fd51 1.376848e+03 \n", + "methane (biogenic) Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a8e8-0050c2490048 9.183566e+07 \n", + "methane (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9610-0050c2490048 9.198136e+07 \n", + "nickel Resources Resources from ground Non-renewable element resources from ground 08a91e70-3ddc-11dd-96d1-0050c2490048 4.287942e+04 \n", + "nickel (ii) Emissions Emissions to air Emissions to air, unspecified 8ae9138d-9b04-40d5-a058-675cb1217916 1.954395e+04 \n", + "nitrogen, total (excluding N2) Emissions Emissions to water Emissions to water, unspecified 3624d70d-4e4b-4927-9b84-b40e26c58e6d 2.144578e+07 \n", + "nitrous oxide Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-94c3-0050c2490048 7.166790e+06 \n", + "non-methane volatile organic compounds Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a302-0050c2490048 1.545476e+07 \n", + "particles (PM10) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-91be-0050c2490048 6.551591e+06 \n", + "particles (PM2.5) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9293-0050c2490048 4.906422e+06 \n", + "pasture/meadow Land use Land occupation 07937495-00a4-4676-8ef7-1161ee7a9f28 3.083908e+10 \n", + "platinum Resources Resources from ground Non-renewable element resources from ground 041fab30-6556-11dd-ad8b-0800200c9a66 5.377314e+03 \n", + "polychlorinated biphenyls Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-97e4-0050c2490048 1.979656e+02 \n", + "selenium (iv) Emissions Emissions to air Emissions to air, unspecified d734e649-6a4b-47a7-9302-fe541728e7ac 1.034858e+03 \n", + "silver Resources Resources from ground Non-renewable element resources from ground 172ab2d8-6556-11dd-ad8b-0800200c9a66 1.824686e+05 \n", + "sulfur oxides Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a207-0050c2490048 4.351287e+07 \n", + "sulphur hexafluoride Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ac51-0050c2490048 8.773552e+02 \n", + "tin Resources Resources from ground Non-renewable element resources from ground 29068976-6556-11dd-ad8b-0800200c9a66 3.684398e+04 \n", + "titanium Resources Resources from ground Non-renewable element resources from ground 2906898f-6556-11dd-ad8b-0800200c9a66 5.902370e+04 \n", + "unspecified Land use Land occupation be7cc1fe-c49e-4cce-9549-3d547f10c189 1.076521e+09 \n", + "uranium Resources Resources from ground Non-renewable energy resources from ground 3e4d2966-6556-11dd-ad8b-0800200c9a66 6.452246e+04 \n", + "urban Land use Land occupation d433f59a-a45d-42a4-88bc-ae8a4f29af39 0.000000e+00 \n", + "water Resources Resources from water Renewable material resources from water 419682fe-60fb-4b43-be89-bf2824b51104 8.326464e+08 \n", + "zinc Resources Resources from ground Non-renewable element resources from ground 64b1ce4a-6556-11dd-ad8b-0800200c9a66 7.436890e+04 \n", + "zinc (ii) Emissions Emissions to air Emissions to air, unspecified 88c9e03c-eda2-4976-8cde-134c11064ae6 1.482208e+05 \n", + "\n", + "region \\\n", + "sector Other services (93) \n", + "FLOW_name FLOW_class0 FLOW_class1 FLOW_class2 FLOW_uuid \n", + "Aromatic hydrocarbons, C9-17 Emissions Emissions to air Emissions to air, unspecified 1.745993e+05 \n", + "Clay Resources Resources from ground Non-renewable element resources from ground 4.104598e+04 \n", + "Crude petroleum Resources Resources from ground Non-renewable energy resources from ground 9.023723e+06 \n", + "Iron ore Resources Resources from ground Non-renewable element resources from ground 3.791880e+06 \n", + "Lime Resources Resources from ground Non-renewable element resources from ground 1.506345e+06 \n", + "Nitrogen oxides Emissions Emissions to air Emissions to air, unspecified f79d0f8f-2b0e-49cb-bed0-b1ea0fbd8625 4.076807e+07 \n", + "Phosphate rocks Resources Resources from ground Non-renewable element resources from ground 1.140687e+06 \n", + "Phosphorus Emissions Emissions to soil Emissions to soil, unspecified 601311d7-4d5c-4d49-b131-69b73793ad0f 1.796274e+07 \n", + " Emissions to water Emissions to water, unspecified 410e1215-9953-46ce-a878-2079353eb801 5.388543e+05 \n", + "Salt Resources Resources from ground Non-renewable element resources from ground 1.483203e+05 \n", + "Stone (crushed) Resources Resources from ground Non-renewable element resources from ground 1.210742e+06 \n", + "Stone (dimension) Resources Resources from ground Non-renewable element resources from ground 1.316249e+03 \n", + "ammonia Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2a9-0050c2490048 4.050489e+07 \n", + "arable Land use Land occupation b88d3b6d-229e-477e-bce1-e16376f75c7b 1.324305e+10 \n", + "arsenic (v) Emissions Emissions to air Emissions to air, unspecified fd35609e-968a-4dcf-8172-c621ff680ad7 3.271181e+04 \n", + "bauxite Resources Resources from ground Non-renewable element resources from ground 1.269148e+05 \n", + "benzo[a]pyrene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9221-0050c2490048 5.304018e+03 \n", + "benzo[b]fluoranthene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-b0de-0050c2490048 6.875411e+03 \n", + "benzo[k]fluoranthene Emissions Emissions to air Emissions to air, unspecified 4d9a8790-3ddd-11dd-94a1-0050c2490048 1.253354e+03 \n", + "cadmium (ii) Emissions Emissions to air Emissions to air, unspecified 5c69d34a-51e7-4e7d-a89c-c8536962b51a 5.293166e+03 \n", + "carbon dioxide (biogenic) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9c15-0050c2490048 6.407860e+07 \n", + "carbon dioxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-923d-0050c2490048 1.436544e+10 \n", + "carbon monoxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-924e-0050c2490048 6.508594e+07 \n", + "chromium (vi) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-950b-0050c2490048 9.156477e+04 \n", + "copper Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5c-0050c2490048 6.153235e+05 \n", + "copper (ii) Emissions Emissions to air Emissions to air, unspecified f0a10407-a460-44bd-852e-f030fc975088 2.043094e+04 \n", + "dibenzofuran Emissions Emissions to air Emissions to air, unspecified 8f295189-36e1-4748-b1b2-52ddacea58c7 1.497299e-02 \n", + "forest, extensive Land use Land occupation 9153cfb0-e762-47ba-9514-92d37321e68a 0.000000e+00 \n", + "forest, intensive Land use Land occupation eb01bbdf-8977-4dd2-9c20-9d59d6f8a71f 1.744952e+09 \n", + "gold Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-a2bf-0050c2490048 1.049404e+06 \n", + "hexachlorobenzene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2fb-0050c2490048 1.516427e-01 \n", + "indeno(1,2,3-cd)pyrene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ab8b-0050c2490048 6.487044e+02 \n", + "lead Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5d-0050c2490048 1.805322e+04 \n", + "lead (ii) Emissions Emissions to air Emissions to air, unspecified de9b0035-95cb-4a93-a60c-11887369da17 2.038049e+05 \n", + "lithium Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-aa34-0050c2490048 1.321597e+07 \n", + "mercury (ii) Emissions Emissions to air Emissions to air, unspecified 653d74e8-d259-4d3d-81b3-4f47c391fd51 1.489369e+03 \n", + "methane (biogenic) Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a8e8-0050c2490048 9.009966e+07 \n", + "methane (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9610-0050c2490048 8.923065e+07 \n", + "nickel Resources Resources from ground Non-renewable element resources from ground 08a91e70-3ddc-11dd-96d1-0050c2490048 4.660313e+04 \n", + "nickel (ii) Emissions Emissions to air Emissions to air, unspecified 8ae9138d-9b04-40d5-a058-675cb1217916 1.903380e+04 \n", + "nitrogen, total (excluding N2) Emissions Emissions to water Emissions to water, unspecified 3624d70d-4e4b-4927-9b84-b40e26c58e6d 1.960167e+07 \n", + "nitrous oxide Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-94c3-0050c2490048 6.939351e+06 \n", + "non-methane volatile organic compounds Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a302-0050c2490048 1.430978e+07 \n", + "particles (PM10) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-91be-0050c2490048 7.262386e+06 \n", + "particles (PM2.5) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9293-0050c2490048 5.435885e+06 \n", + "pasture/meadow Land use Land occupation 07937495-00a4-4676-8ef7-1161ee7a9f28 3.519680e+10 \n", + "platinum Resources Resources from ground Non-renewable element resources from ground 041fab30-6556-11dd-ad8b-0800200c9a66 1.070116e+04 \n", + "polychlorinated biphenyls Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-97e4-0050c2490048 2.260536e+02 \n", + "selenium (iv) Emissions Emissions to air Emissions to air, unspecified d734e649-6a4b-47a7-9302-fe541728e7ac 9.875818e+02 \n", + "silver Resources Resources from ground Non-renewable element resources from ground 172ab2d8-6556-11dd-ad8b-0800200c9a66 4.476521e+05 \n", + "sulfur oxides Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a207-0050c2490048 3.906527e+07 \n", + "sulphur hexafluoride Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ac51-0050c2490048 9.242354e+02 \n", + "tin Resources Resources from ground Non-renewable element resources from ground 29068976-6556-11dd-ad8b-0800200c9a66 4.167922e+04 \n", + "titanium Resources Resources from ground Non-renewable element resources from ground 2906898f-6556-11dd-ad8b-0800200c9a66 7.232359e+04 \n", + "unspecified Land use Land occupation be7cc1fe-c49e-4cce-9549-3d547f10c189 1.244995e+09 \n", + "uranium Resources Resources from ground Non-renewable energy resources from ground 3e4d2966-6556-11dd-ad8b-0800200c9a66 7.576959e+04 \n", + "urban Land use Land occupation d433f59a-a45d-42a4-88bc-ae8a4f29af39 0.000000e+00 \n", + "water Resources Resources from water Renewable material resources from water 419682fe-60fb-4b43-be89-bf2824b51104 8.378673e+08 \n", + "zinc Resources Resources from ground Non-renewable element resources from ground 64b1ce4a-6556-11dd-ad8b-0800200c9a66 8.639827e+04 \n", + "zinc (ii) Emissions Emissions to air Emissions to air, unspecified 88c9e03c-eda2-4976-8cde-134c11064ae6 1.693740e+05 \n", + "\n", + "region \\\n", + "sector Private households with employed persons (95) \n", + "FLOW_name FLOW_class0 FLOW_class1 FLOW_class2 FLOW_uuid \n", + "Aromatic hydrocarbons, C9-17 Emissions Emissions to air Emissions to air, unspecified 7.771091e+03 \n", + "Clay Resources Resources from ground Non-renewable element resources from ground 3.685794e+03 \n", + "Crude petroleum Resources Resources from ground Non-renewable energy resources from ground 4.374021e+05 \n", + "Iron ore Resources Resources from ground Non-renewable element resources from ground 3.666396e+04 \n", + "Lime Resources Resources from ground Non-renewable element resources from ground 6.374653e+04 \n", + "Nitrogen oxides Emissions Emissions to air Emissions to air, unspecified f79d0f8f-2b0e-49cb-bed0-b1ea0fbd8625 1.535426e+06 \n", + "Phosphate rocks Resources Resources from ground Non-renewable element resources from ground 6.527889e+04 \n", + "Phosphorus Emissions Emissions to soil Emissions to soil, unspecified 601311d7-4d5c-4d49-b131-69b73793ad0f 4.573097e+05 \n", + " Emissions to water Emissions to water, unspecified 410e1215-9953-46ce-a878-2079353eb801 1.400495e+04 \n", + "Salt Resources Resources from ground Non-renewable element resources from ground 8.797760e+03 \n", + "Stone (crushed) Resources Resources from ground Non-renewable element resources from ground 8.454173e+04 \n", + "Stone (dimension) Resources Resources from ground Non-renewable element resources from ground 4.460135e+01 \n", + "ammonia Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2a9-0050c2490048 1.609137e+06 \n", + "arable Land use Land occupation b88d3b6d-229e-477e-bce1-e16376f75c7b 2.881331e+08 \n", + "arsenic (v) Emissions Emissions to air Emissions to air, unspecified fd35609e-968a-4dcf-8172-c621ff680ad7 2.514650e+03 \n", + "bauxite Resources Resources from ground Non-renewable element resources from ground 4.363397e+03 \n", + "benzo[a]pyrene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9221-0050c2490048 2.087861e+02 \n", + "benzo[b]fluoranthene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-b0de-0050c2490048 2.468660e+02 \n", + "benzo[k]fluoranthene Emissions Emissions to air Emissions to air, unspecified 4d9a8790-3ddd-11dd-94a1-0050c2490048 5.891792e+01 \n", + "cadmium (ii) Emissions Emissions to air Emissions to air, unspecified 5c69d34a-51e7-4e7d-a89c-c8536962b51a 2.907720e+02 \n", + "carbon dioxide (biogenic) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9c15-0050c2490048 3.532427e+06 \n", + "carbon dioxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-923d-0050c2490048 4.751045e+08 \n", + "carbon monoxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-924e-0050c2490048 3.005302e+06 \n", + "chromium (vi) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-950b-0050c2490048 4.023944e+03 \n", + "copper Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5c-0050c2490048 2.496913e+04 \n", + "copper (ii) Emissions Emissions to air Emissions to air, unspecified f0a10407-a460-44bd-852e-f030fc975088 1.899351e+03 \n", + "dibenzofuran Emissions Emissions to air Emissions to air, unspecified 8f295189-36e1-4748-b1b2-52ddacea58c7 7.244510e-04 \n", + "forest, extensive Land use Land occupation 9153cfb0-e762-47ba-9514-92d37321e68a 0.000000e+00 \n", + "forest, intensive Land use Land occupation eb01bbdf-8977-4dd2-9c20-9d59d6f8a71f 5.253573e+07 \n", + "gold Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-a2bf-0050c2490048 2.182385e+04 \n", + "hexachlorobenzene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2fb-0050c2490048 8.266584e-03 \n", + "indeno(1,2,3-cd)pyrene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ab8b-0050c2490048 3.587205e+01 \n", + "lead Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5d-0050c2490048 5.183899e+02 \n", + "lead (ii) Emissions Emissions to air Emissions to air, unspecified de9b0035-95cb-4a93-a60c-11887369da17 9.520328e+03 \n", + "lithium Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-aa34-0050c2490048 5.457651e+05 \n", + "mercury (ii) Emissions Emissions to air Emissions to air, unspecified 653d74e8-d259-4d3d-81b3-4f47c391fd51 1.082373e+02 \n", + "methane (biogenic) Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a8e8-0050c2490048 2.499817e+06 \n", + "methane (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9610-0050c2490048 2.250364e+06 \n", + "nickel Resources Resources from ground Non-renewable element resources from ground 08a91e70-3ddc-11dd-96d1-0050c2490048 2.832589e+03 \n", + "nickel (ii) Emissions Emissions to air Emissions to air, unspecified 8ae9138d-9b04-40d5-a058-675cb1217916 8.248204e+02 \n", + "nitrogen, total (excluding N2) Emissions Emissions to water Emissions to water, unspecified 3624d70d-4e4b-4927-9b84-b40e26c58e6d 7.819020e+05 \n", + "nitrous oxide Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-94c3-0050c2490048 1.931300e+05 \n", + "non-methane volatile organic compounds Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a302-0050c2490048 5.493081e+05 \n", + "particles (PM10) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-91be-0050c2490048 3.189754e+05 \n", + "particles (PM2.5) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9293-0050c2490048 2.357857e+05 \n", + "pasture/meadow Land use Land occupation 07937495-00a4-4676-8ef7-1161ee7a9f28 6.889051e+08 \n", + "platinum Resources Resources from ground Non-renewable element resources from ground 041fab30-6556-11dd-ad8b-0800200c9a66 1.956836e+02 \n", + "polychlorinated biphenyls Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-97e4-0050c2490048 1.000901e+01 \n", + "selenium (iv) Emissions Emissions to air Emissions to air, unspecified d734e649-6a4b-47a7-9302-fe541728e7ac 7.405429e+01 \n", + "silver Resources Resources from ground Non-renewable element resources from ground 172ab2d8-6556-11dd-ad8b-0800200c9a66 4.735370e+03 \n", + "sulfur oxides Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a207-0050c2490048 1.418677e+06 \n", + "sulphur hexafluoride Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ac51-0050c2490048 5.669970e+01 \n", + "tin Resources Resources from ground Non-renewable element resources from ground 29068976-6556-11dd-ad8b-0800200c9a66 1.251403e+03 \n", + "titanium Resources Resources from ground Non-renewable element resources from ground 2906898f-6556-11dd-ad8b-0800200c9a66 3.249998e+03 \n", + "unspecified Land use Land occupation be7cc1fe-c49e-4cce-9549-3d547f10c189 2.202517e+07 \n", + "uranium Resources Resources from ground Non-renewable energy resources from ground 3e4d2966-6556-11dd-ad8b-0800200c9a66 4.003541e+03 \n", + "urban Land use Land occupation d433f59a-a45d-42a4-88bc-ae8a4f29af39 0.000000e+00 \n", + "water Resources Resources from water Renewable material resources from water 419682fe-60fb-4b43-be89-bf2824b51104 2.734862e+07 \n", + "zinc Resources Resources from ground Non-renewable element resources from ground 64b1ce4a-6556-11dd-ad8b-0800200c9a66 2.378269e+03 \n", + "zinc (ii) Emissions Emissions to air Emissions to air, unspecified 88c9e03c-eda2-4976-8cde-134c11064ae6 7.161008e+03 \n", + "\n", + "region \n", + "sector Extra-territorial organizations and bodies \n", + "FLOW_name FLOW_class0 FLOW_class1 FLOW_class2 FLOW_uuid \n", + "Aromatic hydrocarbons, C9-17 Emissions Emissions to air Emissions to air, unspecified 0 \n", + "Clay Resources Resources from ground Non-renewable element resources from ground 0 \n", + "Crude petroleum Resources Resources from ground Non-renewable energy resources from ground 0 \n", + "Iron ore Resources Resources from ground Non-renewable element resources from ground 0 \n", + "Lime Resources Resources from ground Non-renewable element resources from ground 0 \n", + "Nitrogen oxides Emissions Emissions to air Emissions to air, unspecified f79d0f8f-2b0e-49cb-bed0-b1ea0fbd8625 0 \n", + "Phosphate rocks Resources Resources from ground Non-renewable element resources from ground 0 \n", + "Phosphorus Emissions Emissions to soil Emissions to soil, unspecified 601311d7-4d5c-4d49-b131-69b73793ad0f 0 \n", + " Emissions to water Emissions to water, unspecified 410e1215-9953-46ce-a878-2079353eb801 0 \n", + "Salt Resources Resources from ground Non-renewable element resources from ground 0 \n", + "Stone (crushed) Resources Resources from ground Non-renewable element resources from ground 0 \n", + "Stone (dimension) Resources Resources from ground Non-renewable element resources from ground 0 \n", + "ammonia Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2a9-0050c2490048 0 \n", + "arable Land use Land occupation b88d3b6d-229e-477e-bce1-e16376f75c7b 0 \n", + "arsenic (v) Emissions Emissions to air Emissions to air, unspecified fd35609e-968a-4dcf-8172-c621ff680ad7 0 \n", + "bauxite Resources Resources from ground Non-renewable element resources from ground 0 \n", + "benzo[a]pyrene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9221-0050c2490048 0 \n", + "benzo[b]fluoranthene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-b0de-0050c2490048 0 \n", + "benzo[k]fluoranthene Emissions Emissions to air Emissions to air, unspecified 4d9a8790-3ddd-11dd-94a1-0050c2490048 0 \n", + "cadmium (ii) Emissions Emissions to air Emissions to air, unspecified 5c69d34a-51e7-4e7d-a89c-c8536962b51a 0 \n", + "carbon dioxide (biogenic) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9c15-0050c2490048 0 \n", + "carbon dioxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-923d-0050c2490048 0 \n", + "carbon monoxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-924e-0050c2490048 0 \n", + "chromium (vi) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-950b-0050c2490048 0 \n", + "copper Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5c-0050c2490048 0 \n", + "copper (ii) Emissions Emissions to air Emissions to air, unspecified f0a10407-a460-44bd-852e-f030fc975088 0 \n", + "dibenzofuran Emissions Emissions to air Emissions to air, unspecified 8f295189-36e1-4748-b1b2-52ddacea58c7 0 \n", + "forest, extensive Land use Land occupation 9153cfb0-e762-47ba-9514-92d37321e68a 0 \n", + "forest, intensive Land use Land occupation eb01bbdf-8977-4dd2-9c20-9d59d6f8a71f 0 \n", + "gold Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-a2bf-0050c2490048 0 \n", + "hexachlorobenzene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2fb-0050c2490048 0 \n", + "indeno(1,2,3-cd)pyrene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ab8b-0050c2490048 0 \n", + "lead Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5d-0050c2490048 0 \n", + "lead (ii) Emissions Emissions to air Emissions to air, unspecified de9b0035-95cb-4a93-a60c-11887369da17 0 \n", + "lithium Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-aa34-0050c2490048 0 \n", + "mercury (ii) Emissions Emissions to air Emissions to air, unspecified 653d74e8-d259-4d3d-81b3-4f47c391fd51 0 \n", + "methane (biogenic) Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a8e8-0050c2490048 0 \n", + "methane (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9610-0050c2490048 0 \n", + "nickel Resources Resources from ground Non-renewable element resources from ground 08a91e70-3ddc-11dd-96d1-0050c2490048 0 \n", + "nickel (ii) Emissions Emissions to air Emissions to air, unspecified 8ae9138d-9b04-40d5-a058-675cb1217916 0 \n", + "nitrogen, total (excluding N2) Emissions Emissions to water Emissions to water, unspecified 3624d70d-4e4b-4927-9b84-b40e26c58e6d 0 \n", + "nitrous oxide Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-94c3-0050c2490048 0 \n", + "non-methane volatile organic compounds Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a302-0050c2490048 0 \n", + "particles (PM10) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-91be-0050c2490048 0 \n", + "particles (PM2.5) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9293-0050c2490048 0 \n", + "pasture/meadow Land use Land occupation 07937495-00a4-4676-8ef7-1161ee7a9f28 0 \n", + "platinum Resources Resources from ground Non-renewable element resources from ground 041fab30-6556-11dd-ad8b-0800200c9a66 0 \n", + "polychlorinated biphenyls Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-97e4-0050c2490048 0 \n", + "selenium (iv) Emissions Emissions to air Emissions to air, unspecified d734e649-6a4b-47a7-9302-fe541728e7ac 0 \n", + "silver Resources Resources from ground Non-renewable element resources from ground 172ab2d8-6556-11dd-ad8b-0800200c9a66 0 \n", + "sulfur oxides Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a207-0050c2490048 0 \n", + "sulphur hexafluoride Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ac51-0050c2490048 0 \n", + "tin Resources Resources from ground Non-renewable element resources from ground 29068976-6556-11dd-ad8b-0800200c9a66 0 \n", + "titanium Resources Resources from ground Non-renewable element resources from ground 2906898f-6556-11dd-ad8b-0800200c9a66 0 \n", + "unspecified Land use Land occupation be7cc1fe-c49e-4cce-9549-3d547f10c189 0 \n", + "uranium Resources Resources from ground Non-renewable energy resources from ground 3e4d2966-6556-11dd-ad8b-0800200c9a66 0 \n", + "urban Land use Land occupation d433f59a-a45d-42a4-88bc-ae8a4f29af39 0 \n", + "water Resources Resources from water Renewable material resources from water 419682fe-60fb-4b43-be89-bf2824b51104 0 \n", + "zinc Resources Resources from ground Non-renewable element resources from ground 64b1ce4a-6556-11dd-ad8b-0800200c9a66 0 \n", + "zinc (ii) Emissions Emissions to air Emissions to air, unspecified 88c9e03c-eda2-4976-8cde-134c11064ae6 0 \n", + "\n", + "[60 rows x 9800 columns]" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "exio3.glam_flows.D_cba" + ] + }, + { + "cell_type": "markdown", + "id": "b27e19d9", + "metadata": {}, + "source": [ + "## Characterize GLAM flows" + ] + }, + { + "cell_type": "markdown", + "id": "f4a72c06", + "metadata": {}, + "source": [ + "In the previous section we converted the EXIOBASE stressors to GLAM flows and prepared the GLAM characterization.\n", + "With these to things in place, we can now characterize the EXIOBASE-GLAM flows with the GLAM characterization factors.\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "2a30dfa0", + "metadata": {}, + "outputs": [], + "source": [ + "# TODO: some prep in GLAM char which needs to be implmented in pymrio\n", + "\n", + "# drop all nan in uuid column\n", + "# FIX: work with Flow names instead \n", + "GLAM_char = GLAM_char.dropna(subset=[\"FLOW_uuid\"])\n", + "\n", + "# FIX: work with Flow names instead \n", + "# replace m2*y string in unit column with m2\n", + "GLAM_char.loc[:, \"unit_orig\"] = GLAM_char[\"unit_orig\"].str.replace(\"m2*y\", \"m2\")\n", + "\n", + "# FIX: work with Flow names instead \n", + "# replace m2*y string in unit column with m2\n", + "GLAM_char.loc[:, \"unit_orig\"] = GLAM_char[\"unit_orig\"].str.replace(\"kg emitted\", \"kg\")\n", + "\n", + "GLAM_char = GLAM_char.loc[GLAM_char.LCIAMethod_name__FLOW_uuid == \"EQ Land use\"]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "b6e09f84", + "metadata": { + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/konstans/proj/EXIOBASE/pymrio/pymrio/tools/ioutil.py:1148: FutureWarning: The previous implementation of stack is deprecated and will be removed in a future version of pandas. See the What's New notes for pandas 2.1.0 for details. Specify future_stack=True to adopt the new implementation and silence this warning.\n", + " df_orig = df_orig.stack(col)\n" + ] + }, + { + "ename": "KeyError", + "evalue": "'Level region not found'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "File \u001b[0;32m~/.conda/envs/pymrio_dev/lib/python3.9/site-packages/pandas/core/indexes/multi.py:1664\u001b[0m, in \u001b[0;36mMultiIndex._get_level_number\u001b[0;34m(self, level)\u001b[0m\n\u001b[1;32m 1663\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m-> 1664\u001b[0m level \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnames\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mindex\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlevel\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1665\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n", + "\u001b[0;31mValueError\u001b[0m: 'region' is not in list", + "\nThe above exception was the direct cause of the following exception:\n", + "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[26], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m exio3\u001b[38;5;241m.\u001b[39mglam_characterized \u001b[38;5;241m=\u001b[39m \u001b[43mexio3\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mglam_flows\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconvert\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 2\u001b[0m \u001b[43m \u001b[49m\u001b[43mGLAM_char\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnew_extension_name\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mGLAM characterized\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\n\u001b[1;32m 3\u001b[0m \u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/proj/EXIOBASE/pymrio/pymrio/core/mriosystem.py:2069\u001b[0m, in \u001b[0;36mExtension.convert\u001b[0;34m(self, df_map, new_extension_name, agg_func, drop_not_bridged_index, unit_column_orig, unit_column_new, ignore_columns)\u001b[0m\n\u001b[1;32m 2060\u001b[0m ignore_columns\u001b[38;5;241m.\u001b[39mappend(unit_column_new)\n\u001b[1;32m 2062\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m df_name, df \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mzip\u001b[39m(\n\u001b[1;32m 2063\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_DataFrame(data\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m, with_unit\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m),\n\u001b[1;32m 2064\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_DataFrame(data\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m, with_unit\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m),\n\u001b[1;32m 2065\u001b[0m ):\n\u001b[1;32m 2066\u001b[0m \u001b[38;5;28msetattr\u001b[39m(\n\u001b[1;32m 2067\u001b[0m new_extension,\n\u001b[1;32m 2068\u001b[0m df_name,\n\u001b[0;32m-> 2069\u001b[0m \u001b[43mioutil\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconvert\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 2070\u001b[0m \u001b[43m \u001b[49m\u001b[43mdf_orig\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdf\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2071\u001b[0m \u001b[43m \u001b[49m\u001b[43mdf_map\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdf_map\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2072\u001b[0m \u001b[43m \u001b[49m\u001b[43magg_func\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43magg_func\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2073\u001b[0m \u001b[43m \u001b[49m\u001b[43mdrop_not_bridged_index\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdrop_not_bridged_index\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2074\u001b[0m \u001b[43m \u001b[49m\u001b[43mignore_columns\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mignore_columns\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2075\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m,\n\u001b[1;32m 2076\u001b[0m )\n\u001b[1;32m 2078\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m unit_column_new:\n\u001b[1;32m 2079\u001b[0m unit \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mDataFrame(columns\u001b[38;5;241m=\u001b[39m[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124munit\u001b[39m\u001b[38;5;124m\"\u001b[39m], index\u001b[38;5;241m=\u001b[39mnew_extension\u001b[38;5;241m.\u001b[39mget_rows())\n", + "File \u001b[0;32m~/proj/EXIOBASE/pymrio/pymrio/tools/ioutil.py:1255\u001b[0m, in \u001b[0;36mconvert\u001b[0;34m(df_orig, df_map, agg_func, drop_not_bridged_index, ignore_columns)\u001b[0m\n\u001b[1;32m 1252\u001b[0m all_result \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mconcat(res_collector, axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0\u001b[39m)\n\u001b[1;32m 1254\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(stacked_columns) \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[0;32m-> 1255\u001b[0m all_result \u001b[38;5;241m=\u001b[39m \u001b[43mall_result\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43munstack\u001b[49m\u001b[43m(\u001b[49m\u001b[43mstacked_columns\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1256\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 1257\u001b[0m all_result \u001b[38;5;241m=\u001b[39m all_result\u001b[38;5;241m.\u001b[39mloc[:, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mFOO_CONVERT_REMOVE\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n", + "File \u001b[0;32m~/.conda/envs/pymrio_dev/lib/python3.9/site-packages/pandas/core/frame.py:9928\u001b[0m, in \u001b[0;36mDataFrame.unstack\u001b[0;34m(self, level, fill_value, sort)\u001b[0m\n\u001b[1;32m 9864\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 9865\u001b[0m \u001b[38;5;124;03mPivot a level of the (necessarily hierarchical) index labels.\u001b[39;00m\n\u001b[1;32m 9866\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 9924\u001b[0m \u001b[38;5;124;03mdtype: float64\u001b[39;00m\n\u001b[1;32m 9925\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 9926\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpandas\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcore\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mreshape\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mreshape\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m unstack\n\u001b[0;32m-> 9928\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[43munstack\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlevel\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfill_value\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msort\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 9930\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m result\u001b[38;5;241m.\u001b[39m__finalize__(\u001b[38;5;28mself\u001b[39m, method\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124munstack\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", + "File \u001b[0;32m~/.conda/envs/pymrio_dev/lib/python3.9/site-packages/pandas/core/reshape/reshape.py:500\u001b[0m, in \u001b[0;36munstack\u001b[0;34m(obj, level, fill_value, sort)\u001b[0m\n\u001b[1;32m 496\u001b[0m level \u001b[38;5;241m=\u001b[39m level[\u001b[38;5;241m0\u001b[39m]\n\u001b[1;32m 498\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m is_integer(level) \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m level \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m__placeholder__\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[1;32m 499\u001b[0m \u001b[38;5;66;03m# check if level is valid in case of regular index\u001b[39;00m\n\u001b[0;32m--> 500\u001b[0m \u001b[43mobj\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mindex\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_get_level_number\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlevel\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 502\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(obj, DataFrame):\n\u001b[1;32m 503\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(obj\u001b[38;5;241m.\u001b[39mindex, MultiIndex):\n", + "File \u001b[0;32m~/.conda/envs/pymrio_dev/lib/python3.9/site-packages/pandas/core/indexes/multi.py:1667\u001b[0m, in \u001b[0;36mMultiIndex._get_level_number\u001b[0;34m(self, level)\u001b[0m\n\u001b[1;32m 1665\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[1;32m 1666\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m is_integer(level):\n\u001b[0;32m-> 1667\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mLevel \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mlevel\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m not found\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01merr\u001b[39;00m\n\u001b[1;32m 1668\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m level \u001b[38;5;241m<\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[1;32m 1669\u001b[0m level \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mnlevels\n", + "\u001b[0;31mKeyError\u001b[0m: 'Level region not found'" + ] + } + ], + "source": [ + "exio3.glam_characterized = exio3.glam_flows.convert(\n", + " GLAM_char, new_extension_name=\"GLAM characterized\"\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "c70fd7f5", + "metadata": {}, + "source": [ + "This gives us a new satellite account, based on EXIOBASE stressors characterized with the newest GLAM version:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "38694135", + "metadata": {}, + "outputs": [], + "source": [ + "print(exio3.glam_characterized)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a95a0e39", + "metadata": {}, + "outputs": [], + "source": [ + "exio3.glam_characterized.D_cba" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.20" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/doc/source/notebooks/GLAM_EXIO_link.py b/doc/source/notebooks/GLAM_EXIO_link.py new file mode 100644 index 00000000..21571a0e --- /dev/null +++ b/doc/source/notebooks/GLAM_EXIO_link.py @@ -0,0 +1,223 @@ +# --- +# jupyter: +# jupytext: +# text_representation: +# extension: .py +# format_name: percent +# format_version: '1.3' +# jupytext_version: 1.16.4 +# kernelspec: +# display_name: Python 3 (ipykernel) +# language: python +# name: python3 +# --- + +# %% [markdown] +# # Linking GLAM with EXIOBASE 3 + +# %% [markdown] +# This tutorial covers the linking of the [Global Guidance for Life Cycle Impact Assessment Indicators and Methods (GLAM)](https://www.lifecycleinitiative.org/activities/life-cycle-assessment-data-and-methods/global-guidance-for-life-cycle-impact-assessment-indicators-and-methods-glam/) with the Environmentally-Extended Multi-Regional Input Output database [EXIOBASE 3](https://onlinelibrary.wiley.com/doi/full/10.1111/jiec.12715). + +# %% [markdown] +# The tutorial was tested with the latest version of both datasets: +# +# - [GLAM V1.0.2024.10](https://www.lifecycleinitiative.org/activities/life-cycle-assessment-data-and-methods/global-guidance-for-life-cycle-impact-assessment-indicators-and-methods-glam/) +# - [EXIOBASE 3.8.2](https://doi.org/10.5281/zenodo.5589597) + +# %% [markdown] +# After the initial setup and data retrieval, the linking approach follows a two step approach. First, we translate the EXIOBASE stressor names to GLAM flow names; second, we characterise the flows with the GLAM characterization factors. +# TODO: insert links to the headers later +# The whole tutorial is self contained and automatically downloads all required data. The only pre-requisite is a [working installation of the latest version of Pymrio](https://pymrio.readthedocs.io/en/latest/installation.html). + +# %% [markdown] +# ## Setup, folder definitions and data gathering + +# %% [markdown] +# Here we import the required Python modules and define the folders to store the data. + +# %% +from pathlib import Path +import pymrio + +import warnings +import pandas as pd +warnings.simplefilter(action='ignore', category=pd.errors.PerformanceWarning) + + +# %% [markdown] +# Next, we specify were data should be stored + + +# %% +DATA_ROOT = Path("/tmp/glam_exio_tutorial") # set this to your data directory + +EXIOBASE_STORAGE_FOLDER = DATA_ROOT / "exiobase" +GLAM_STORAGE_FOLDER = DATA_ROOT / "glam" + +EXIOBASE_STORAGE_FOLDER.mkdir(parents=True, exist_ok=True) +GLAM_STORAGE_FOLDER.mkdir(parents=True, exist_ok=True) + +# %% [markdown] +# Then, we download the data needed for the linking. +# Here, we use EXIOBASE 3.8.2 in the product by product (pxp) classification for the year 2018. + +# %% +pymrio.download_exiobase3(storage_folder=EXIOBASE_STORAGE_FOLDER, years=[2018], system="pxp", overwrite_existing=False) + +# %% [markdown] +# The command downloaded the EXIOBASE 3 zip archive for given year/system if the data not already exists in the given folder. +# We do not need to extract the archive, pymrio can handle all processing from the zip archive. +# +# + +# %% [markdown] +# Next, we download the latest GLAM data. Again, the function checks if the data is already available. + +# %% +pymrio.GLAMprocessing.get_GLAM(storage_folder=GLAM_STORAGE_FOLDER, overwrite_existing=False) + +# %% [markdown] +# The download contains one single zip archive. We can keep that compressed, but we need the +# name for further processing. + +# %% +GLAM_raw = [archive for archive in GLAM_STORAGE_FOLDER.glob("*") if archive.suffix == ".zip"][0] + + +# %% [markdown] +# Now we need to process the GLAM data: +# We need to concatenate the characterization factors and the flow names into a single table, change the region classification to fit the EXIOBASE classification and rename some columns names. This can be done by calling (this takes a couple of minutes): + +# %% +GLAM_char = pymrio.GLAMprocessing.prep_GLAM(GLAM_data=GLAM_raw) + +# %% [markdown] +# This results in a long table with all characterization factors from GLAM. +# We can then later use this table to characterize EXIOBASE flows after renaming to GLAM flow names. +# We can have a look at the table: + +# %% +GLAM_char.head() + +# %% [markdown] +# We can also save the data for later use + +# %% +GLAM_char.to_csv(GLAM_STORAGE_FOLDER / "GLAM_characterization_table.csv") + +# %% [markdown] +# ## Convert EXIOBASE stressors to GLAM flows + +# %% [markdown] +# Here we first get the EXIOBASE GLAM bridge with: + +# %% +exio_glam_bridge = pymrio.GLAMprocessing.get_GLAM_EXIO3_bridge() + +# %% [markdown] +# This bride links the EXIOBASE stressors to the GLAM flow names and UUIDs. +# EXIOBASE stressors are linked via [regular expressions](https://docs.python.org/3/library/re.html) +# TODO: function for showing the link without regular expressions + +# %% +exio_glam_bridge + +# %% [markdown] +# We can then convert the EXIOBASE stressors to GLAM flows. +# To do so, we first load the EXIOBASE 3 data we downloaded previously into memory: + +# %% +exio3 = pymrio.parse_exiobase3(EXIOBASE_STORAGE_FOLDER / "IOT_2018_pxp.zip") + +# %% [markdown] +# To get a clean state, we reset any pre-calculated data from the MRIO system. + + +# %% +exio3.reset_full() + +# %% [markdown] +# We also do not need the "impact" satellite account, so we can remove that + +# %% +del exio3.impacts + +# %% [markdown] +# We remain with one satellite account "satellite", lets have a look: + +# %% +print(exio3.satellite) + +# %% [markdown] +# With over 1000 stressor names: + +# %% +exio3.satellite.F + + +# %% [markdown] +# We are now ready to convert these stressors to GLAM flows. To do so we use the convert function of Pymrio. +# This function can be used for many more things and is [explained in detail in the notebook here](./convert.ipynb) + +# %% +exio3.glam_flows = exio3.satellite.convert( + exio_glam_bridge, new_extension_name="GLAM flows", + unit_column_orig="EXIOBASE_unit", + unit_column_new="FLOW_unit", + ignore_columns=["comment"] +) + +# %% [markdown] +# This now gives us a new satellite account "glam_flows". + +# %% +print(exio3.glam_flows) + +# %% [markdown] +# With flow names corresponding to GLAM flows. +# Since we already had consumption based account calculated in EXIOBASE before, we can immediately see the same for the GLAM flows. + +# %% +exio3.glam_flows.D_cba + +# %% [markdown] +# ## Characterize GLAM flows + +# %% [markdown] +# In the previous section we converted the EXIOBASE stressors to GLAM flows and prepared the GLAM characterization. +# With these to things in place, we can now characterize the EXIOBASE-GLAM flows with the GLAM characterization factors. +# +# + +# %% +# TODO: some prep in GLAM char which needs to be implmented in pymrio + +# drop all nan in uuid column +# FIX: work with Flow names instead +GLAM_char = GLAM_char.dropna(subset=["FLOW_uuid"]) + +# FIX: work with Flow names instead +# replace m2*y string in unit column with m2 +GLAM_char.loc[:, "unit_orig"] = GLAM_char["unit_orig"].str.replace("m2*y", "m2") + +# FIX: work with Flow names instead +# replace m2*y string in unit column with m2 +GLAM_char.loc[:, "unit_orig"] = GLAM_char["unit_orig"].str.replace("kg emitted", "kg") + +GLAM_char = GLAM_char.loc[GLAM_char.LCIAMethod_name__FLOW_uuid == "EQ Land use"] + + +# %% +exio3.glam_characterized = exio3.glam_flows.convert( + GLAM_char, new_extension_name="GLAM characterized" +) + + +# %% [markdown] +# This gives us a new satellite account, based on EXIOBASE stressors characterized with the newest GLAM version: + +# %% +print(exio3.glam_characterized) + +# %% +exio3.glam_characterized.D_cba diff --git a/pymrio/aux/GLAM/EXIO382_to_GLAM202410.tsv b/pymrio/aux/GLAM/EXIO382_to_GLAM202410.tsv new file mode 100644 index 00000000..c3bdb7d8 --- /dev/null +++ b/pymrio/aux/GLAM/EXIO382_to_GLAM202410.tsv @@ -0,0 +1,69 @@ +stressor FLOW_name__stressor FLOW_class0__stressor FLOW_class1__stressor FLOW_class2__stressor FLOW_uuid__stressor EXIOBASE_unit FLOW_unit factor comment +CO2 - combustion.* carbon dioxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-923d-0050c2490048 kg kg 1 +CO2 - non combustion.* carbon dioxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-923d-0050c2490048 kg kg 1 Lime and Cement in EXIOBASE, not linked to generic “carbon dioxide” b/c of missing UUID +CO2 - waste - fossil - air carbon dioxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-923d-0050c2490048 kg kg 1 +CO2 - agriculture - peat decay - air carbon dioxide (biogenic) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9c15-0050c2490048 kg kg 1 +CO2 - waste - biogenic - air carbon dioxide (biogenic) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9c15-0050c2490048 kg kg 1 +CH4 - combustion.* methane (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9610-0050c2490048 kg kg 1 +CH4 - non combustion.* methane (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9610-0050c2490048 kg kg 1 +CH4 - agriculture - air methane (biogenic) Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a8e8-0050c2490048 kg kg 1 +CH4 - waste - air methane (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9610-0050c2490048 kg kg 1 +N2O.* nitrous oxide Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-94c3-0050c2490048 kg kg 1 +NH3.* ammonia Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2a9-0050c2490048 kg kg 1 +SO[x,X].* sulfur oxides Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-a207-0050c2490048 kg kg 1 Sulfor oxides are currently only matched to EQ Terrestical Acidification. Human Health Imapcts would need a specification of mono/dioxides +NO[x,X].* Nitrogen oxides Emissions Emissions to air Emissions to air, unspecified f79d0f8f-2b0e-49cb-bed0-b1ea0fbd8625 kg kg 1 +CO -.* carbon monoxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-924e-0050c2490048 kg kg 1 Regex with “CO -.*” to avoid linking the CO2 stuff. Assumed matching for all non combustion CO emissions in EXIOBASE +Benzo\(a\)pyrene.*|B\(a\)P -.* benzo[a]pyrene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9221-0050c2490048 kg kg 1 +Benzo\(b\)fluoranthene.*|B\(b\)F -.* benzo[b]fluoranthene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-b0de-0050c2490048 kg kg 1 +Benzo\(k\)fluoranthene.*|B\(k\)F -.* benzo[k]fluoranthene Emissions Emissions to air Emissions to air, unspecified 4d9a8790-3ddd-11dd-94a1-0050c2490048 kg kg 1 +Indeno.* indeno(1,2,3-cd)pyrene Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ab8b-0050c2490048 kg kg 1 Assumed match to Indeno - non combustion in EXIOBASE as well +PCB.* polychlorinated biphenyls Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-97e4-0050c2490048 kg kg 1 EXIOBASE has PCB and PCBs - need to verify +PCDD[_,/]F.* dibenzofuran Emissions Emissions to air Emissions to air, unspecified 8f295189-36e1-4748-b1b2-52ddacea58c7 kg kg 1 Assumed match against PCDF (derivate of dibenzofuran) +HCB.* hexachlorobenzene Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a2fb-0050c2490048 kg kg 1 +NMVOC.* non-methane volatile organic compounds Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-a302-0050c2490048 kg kg 1 That is not in GLAM but in the EF list, so there is no characterization factor for GLAMS +PM10.* particles (PM10) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-91be-0050c2490048 kg kg 1 +PM2.* particles (PM2.5) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-9293-0050c2490048 kg kg 1 +As -.* arsenic (v) Emissions Emissions to air Emissions to air, unspecified fd35609e-968a-4dcf-8172-c621ff680ad7 kg kg 1 Arsenic (v) due to higher impacts, arsenic (iii) also exists in GLAM +Cd -.* cadmium (ii) Emissions Emissions to air Emissions to air, unspecified 5c69d34a-51e7-4e7d-a89c-c8536962b51a kg kg 1 +Cr -.* chromium (vi) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-950b-0050c2490048 kg kg 1 Chromium (iv) due to higher impacts, chromium (iii) is also available +Cu -.* copper (ii) Emissions Emissions to air Emissions to air, unspecified f0a10407-a460-44bd-852e-f030fc975088 kg kg 1 +Hg -.* mercury (ii) Emissions Emissions to air Emissions to air, unspecified 653d74e8-d259-4d3d-81b3-4f47c391fd51 kg kg 1 +Ni -.* nickel (ii) Emissions Emissions to air Emissions to air, unspecified 8ae9138d-9b04-40d5-a058-675cb1217916 kg kg 1 +Pb -.* lead (ii) Emissions Emissions to air Emissions to air, unspecified de9b0035-95cb-4a93-a60c-11887369da17 kg kg 1 +Se -.* selenium (iv) Emissions Emissions to air Emissions to air, unspecified d734e649-6a4b-47a7-9302-fe541728e7ac kg kg 1 +Zn -.* zinc (ii) Emissions Emissions to air Emissions to air, unspecified 88c9e03c-eda2-4976-8cde-134c11064ae6 kg kg 1 +PAH -.* Aromatic hydrocarbons, C9-17 Emissions Emissions to air Emissions to air, unspecified kg kg 1 Assumed matching. PAH are multiple polycyclic aromatic hyrdocarbons. +SF6 -.* sulphur hexafluoride Emissions Emissions to air Emissions to air, unspecified fe0acd60-3ddc-11dd-ac51-0050c2490048 kg kg 1 +HFC - air.* carbon dioxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-923d-0050c2490048 kg CO2-eq kg 1 These are already given in CO2 equivalent in EXIOBASE, link to CO2 in GLAM +PFC - air.* carbon dioxide (fossil) Emissions Emissions to air Emissions to air, unspecified 08a91e70-3ddc-11dd-923d-0050c2490048 kg CO2-eq kg 1 These are already given in CO2 equivalent in EXIOBASE, link to CO2 in GLAM +N -.*- water nitrogen, total (excluding N2) Emissions Emissions to water Emissions to water, unspecified 3624d70d-4e4b-4927-9b84-b40e26c58e6d kg kg 1 +P.* - agriculture - soil Phosphorus Emissions Emissions to soil Emissions to soil, unspecified 601311d7-4d5c-4d49-b131-69b73793ad0f kg kg 1 +P.* -.*- water Phosphorus Emissions Emissions to water Emissions to water, unspecified 410e1215-9953-46ce-a878-2079353eb801 kg kg 1 +Cropland.* arable Land use Land occupation b88d3b6d-229e-477e-bce1-e16376f75c7b km2 m2 1000000 +Forest area - Marginal use forest, extensive Land use Land occupation 9153cfb0-e762-47ba-9514-92d37321e68a km2 m2 1000000 +Forest area - Forestry forest, intensive Land use Land occupation eb01bbdf-8977-4dd2-9c20-9d59d6f8a71f km2 m2 1000000 +Other land Use.* unspecified Land use Land occupation be7cc1fe-c49e-4cce-9549-3d547f10c189 km2 m2 1000000 +Permanent pastures.* pasture/meadow Land use Land occupation 07937495-00a4-4676-8ef7-1161ee7a9f28 km2 m2 1000000 +Infrastructure.* urban Land use Land occupation d433f59a-a45d-42a4-88bc-ae8a4f29af39 km2 m2 1000000 Assumed match. There are also other potential matches (industrial/traffic area etc). +.*Domestic Extraction.*Fossil Fuel.* Crude petroleum Resources Resources from ground Non-renewable energy resources from ground kt kg 1000 +.*Domestic Extraction.*Bauxite and aluminium ores.* bauxite Resources Resources from ground Non-renewable element resources from ground kt kg 1000 +.*Domestic Extraction.*Copper ores.* copper Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5c-0050c2490048 kt kg 1000 +.*Domestic Extraction.*Gold ores.* gold Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-a2bf-0050c2490048 kt kg 1000 +.*Domestic Extraction.*Iron ores.* Iron ore Resources Resources from ground Non-renewable element resources from ground kt kg 1000 +.*Domestic Extraction.*Lead ores.* lead Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-ae5d-0050c2490048 kt kg 1000 +.*Domestic Extraction.*Nickel ores.* nickel Resources Resources from ground Non-renewable element resources from ground 08a91e70-3ddc-11dd-96d1-0050c2490048 kt kg 1000 +.*Domestic Extraction.*Other non-ferrous metal ores.* titanium Resources Resources from ground Non-renewable element resources from ground 2906898f-6556-11dd-ad8b-0800200c9a66 kt kg 1000 Assumed match to one common non-ferrous metal +.*Domestic Extraction.*PGM ores.* platinum Resources Resources from ground Non-renewable element resources from ground 041fab30-6556-11dd-ad8b-0800200c9a66 kt kg 1000 +.*Domestic Extraction.*Silver ores.* silver Resources Resources from ground Non-renewable element resources from ground 172ab2d8-6556-11dd-ad8b-0800200c9a66 kt kg 1000 +.*Domestic Extraction.*Tin ores.* tin Resources Resources from ground Non-renewable element resources from ground 29068976-6556-11dd-ad8b-0800200c9a66 kt kg 1000 +.*Domestic Extraction.*Uranium.*ores.* uranium Resources Resources from ground Non-renewable energy resources from ground 3e4d2966-6556-11dd-ad8b-0800200c9a66 kt kg 1000 +.*Domestic Extraction.*Zinc ores.* zinc Resources Resources from ground Non-renewable element resources from ground 64b1ce4a-6556-11dd-ad8b-0800200c9a66 kt kg 1000 +.*Domestic Extraction.*Building stones.* Stone (dimension) Resources Resources from ground Non-renewable element resources from ground kt kg 1000 +.*Domestic Extraction.*Chemical and fertilizer minerals.* Phosphate rocks Resources Resources from ground Non-renewable element resources from ground kt kg 1000 Assumed match against one fertilizer mineral +.*Domestic Extraction.*Clays and kaolin.* Clay Resources Resources from ground Non-renewable element resources from ground kt kg 1000 +.*Domestic Extraction.*Gravel and sand.* Stone (crushed) Resources Resources from ground Non-renewable element resources from ground kt kg 1000 +.*Domestic Extraction.*Limestone, gypsum, chalk, dolomite.* Lime Resources Resources from ground Non-renewable element resources from ground kt kg 1000 Assumed match. Gypsum would also be there +.*Domestic Extraction.*Other minerals.* lithium Resources Resources from ground Non-renewable element resources from ground fe0acd60-3ddc-11dd-aa34-0050c2490048 kt kg 1000 Assumed match to one other mineral with high extraction rate +.*Domestic Extraction.*Salt.* Salt Resources Resources from ground Non-renewable element resources from ground kt kg 1000 +.*Domestic Extraction.*Slate.* Stone (dimension) Resources Resources from ground Non-renewable element resources from ground kt kg 1000 Assumed match +Water Consumption Blue(?!.*once-through).* water Resources Resources from water Renewable material resources from water 419682fe-60fb-4b43-be89-bf2824b51104 Mm3 m3 1000000 thats 10E6 m3 in EXIOBASE, not 10E18 (contrast to km2). Once-through consumption excluded from the matching diff --git a/pymrio/aux/GLAM/GLAMprocessing.py b/pymrio/aux/GLAM/GLAMprocessing.py index 01678fde..86a7cf3e 100644 --- a/pymrio/aux/GLAM/GLAMprocessing.py +++ b/pymrio/aux/GLAM/GLAMprocessing.py @@ -12,7 +12,7 @@ import zipfile GLAM_CONFIG = { - "V2024.10": "url""https://www.lifecycleinitiative.org/wp-content/uploads/2024/10/V1.0.2024.10.zip" + "V2024.10": "https://www.lifecycleinitiative.org/wp-content/uploads/2024/10/V1.0.2024.10.zip" } def get_GLAM(storage_folder, overwrite_existing=False, version="V2024.10"): @@ -56,7 +56,7 @@ def get_GLAM(storage_folder, overwrite_existing=False, version="V2024.10"): downlog.save() return downlog -def prep_GLAM(GLAM_data, GLAM_char_table_file): +def prep_GLAM(GLAM_data): """ Extract/read GLAM data and convert to valid characterization file This reads the data either from the GLAM zip archive or from the @@ -70,8 +70,10 @@ def prep_GLAM(GLAM_data, GLAM_char_table_file): Otherwise, the routing finds all xlsx files in the folder given in GLAM_data. - GLAM_char_table_file : Path or str - Path to the file where the characterization table should be stored. + Returns + ------- + pd.DataFrame + DataFrame with the GLAM data in the format needed for pymrio """ GLAM_subfolders = ["EQ", "HH", "SEA"] @@ -188,6 +190,21 @@ def read_GLAM_xlsx(file): # Use the GLO value for all rest of world regions GLAM_res.loc[GLAM_res.region == "GLO", "region"] = "WA|WL|WE|WF|WM" + return GLAM_res +def get_GLAM_EXIO3_bridge(GLAM_version="V2024.10", EXIOBASE_version="3.8.2"): + """ Get GLAM bridge for EXIOBASE stressors + """ + + if GLAM_version != "V2024.10": + raise NotImplementedError("Only the V2024.10 version is supported") + + if EXIOBASE_version != "3.8.2": + raise NotImplementedError("Only the 3.8.2 version is supported") + + # get directory of currrent file + # HACK: needs to be in the data folder, include in package + current_dir = Path(__file__).parent + return pd.read_csv(current_dir / "EXIO382_to_GLAM202410.tsv", sep="\t")