Working with the GLORIA database
UPDATE:
The GLORIA database is now licensed under the Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International licence (CC BY-NC-SA 4.0).
Access to recent GLORIA releases is now managed externally and now longer available through the GLORIA dropbox folder. At present, we cannot confirm whether the existing pymrio parser works with the latest GLORIA data format or access mechanism.
Contributions are welcome. If you have access to the current GLORIA release and can update or verify the parser, please consider opening a pull request with the necessary parsing changes and documentation updates. The latest confirmed versions working with the parser are 53, 54, 55, 57 and 59.
Getting GLORIA
Accessing GLORIA data
GLORIA data must be downloaded manually. To request access and download the database, visit the IELab GLORIA page:
https://ielab.info/labs/ielab-gloria
After downloading the required files, place them in the location expected by the pymrio GLORIA parser before running the parser locally.
Parsing
[2]:
import pymrio
gloria = pymrio.parse_gloria(
path="/tmp/mrios/autodownload/GLORIA2014/", version=59, year=2014
)
Exploring GLORIA
After parsing a GLORIA version, the handling of the database is the same as for any IO.
[3]:
gloria.meta
[3]:
Description: Metadata for pymrio
MRIO Name: IO
System: None
Version: None
File: /tmp/mrios/autodownload/GLORIA2014/metadata.json
History:
20240503 08:34:48 - MODIFICATION - Remove empty countries (['DYE']) columns from QY
20240503 08:34:47 - MODIFICATION - Remove empty countries (['DYE']) columns from Q
20240503 08:34:47 - MODIFICATION - Remove empty countries (['DYE']) row from VA
20240503 08:34:47 - MODIFICATION - Remove empty countries (['DYE']) columns from VA
20240503 08:34:47 - MODIFICATION - Remove empty countries (['DYE']) row from Y
20240503 08:34:46 - MODIFICATION - Remove empty countries (['DYE']) columns from Y
20240503 08:34:38 - MODIFICATION - Remove empty countries (['DYE']) row from T
20240503 08:34:31 - MODIFICATION - Remove empty countries (['DYE']) columns from T
To check for sectors, regions and extensions:
[4]:
gloria.get_sectors()
[4]:
Index(['Growing wheat', 'Growing maize', 'Growing cereals n.e.c',
'Growing leguminous crops and oil seeds', 'Growing rice',
'Growing vegetables, roots, tubers', 'Growing sugar beet and cane',
'Growing tobacco', 'Growing fibre crops', 'Growing crops n.e.c.',
...
'Information services', 'Finance and insurance',
'Property and real estate',
'Professional, scientific and technical services',
'Administrative services',
'Government; social security; defence; public order', 'Education',
'Human health and social work activities',
'Arts, entertainment and recreation', 'Other services'],
dtype='object', name='sector', length=120)
[5]:
gloria.get_regions()
[5]:
Index(['XAM', 'XEU', 'XAF', 'XAS', 'AFG', 'AGO', 'ALB', 'ARE', 'ARG', 'ARM',
...
'UKR', 'URY', 'USA', 'UZB', 'VEN', 'VNM', 'YEM', 'ZAF', 'ZMB', 'ZWE'],
dtype='object', name='region', length=163)
Currently, the parser includes value added and the satellite data from GLORIA, ie material use, EDGAR emissions and OECD emissions.
[6]:
list(gloria.get_extensions())
[6]:
['Q', 'VA']
Calculating the system and extension results
The following command checks for missing parts in the system and calculates them. In case of the parsed GLORIA this includes Z, L, multipliers, footprint accounts, ..
[7]:
gloria.calc_all()
/opt/sw/miniconda3/envs/pymrio_dev/lib/python3.9/site-packages/pymrio/core/mriosystem.py:900: FutureWarning: DataFrame.groupby with axis=1 is deprecated. Do `frame.T.groupby(...)` without axis instead.
Y_agg = Y.groupby(level="region", axis=1, sort=False).sum()
/opt/sw/miniconda3/envs/pymrio_dev/lib/python3.9/site-packages/pymrio/core/mriosystem.py:956: FutureWarning: DataFrame.groupby with axis=1 is deprecated. Do `frame.T.groupby(...)` without axis instead.
F_Y_agg = self.F_Y.groupby(level="region", axis=1, sort=False).sum()
/opt/sw/miniconda3/envs/pymrio_dev/lib/python3.9/site-packages/pymrio/core/mriosystem.py:984: FutureWarning: DataFrame.groupby with axis=1 is deprecated. Do `frame.T.groupby(...)` without axis instead.
self.D_cba.groupby(level="region", axis=1, sort=False).sum()
/opt/sw/miniconda3/envs/pymrio_dev/lib/python3.9/site-packages/pymrio/core/mriosystem.py:993: FutureWarning: DataFrame.groupby with axis=1 is deprecated. Do `frame.T.groupby(...)` without axis instead.
self.D_pba.groupby(level="region", axis=1, sort=False).sum()
/opt/sw/miniconda3/envs/pymrio_dev/lib/python3.9/site-packages/pymrio/core/mriosystem.py:1001: FutureWarning: DataFrame.groupby with axis=1 is deprecated. Do `frame.T.groupby(...)` without axis instead.
self.D_imp_reg = self.D_imp.groupby(
/opt/sw/miniconda3/envs/pymrio_dev/lib/python3.9/site-packages/pymrio/core/mriosystem.py:1007: FutureWarning: DataFrame.groupby with axis=1 is deprecated. Do `frame.T.groupby(...)` without axis instead.
self.D_exp_reg = self.D_exp.groupby(
/opt/sw/miniconda3/envs/pymrio_dev/lib/python3.9/site-packages/pymrio/core/mriosystem.py:900: FutureWarning: DataFrame.groupby with axis=1 is deprecated. Do `frame.T.groupby(...)` without axis instead.
Y_agg = Y.groupby(level="region", axis=1, sort=False).sum()
/opt/sw/miniconda3/envs/pymrio_dev/lib/python3.9/site-packages/pymrio/core/mriosystem.py:984: FutureWarning: DataFrame.groupby with axis=1 is deprecated. Do `frame.T.groupby(...)` without axis instead.
self.D_cba.groupby(level="region", axis=1, sort=False).sum()
/opt/sw/miniconda3/envs/pymrio_dev/lib/python3.9/site-packages/pymrio/core/mriosystem.py:993: FutureWarning: DataFrame.groupby with axis=1 is deprecated. Do `frame.T.groupby(...)` without axis instead.
self.D_pba.groupby(level="region", axis=1, sort=False).sum()
/opt/sw/miniconda3/envs/pymrio_dev/lib/python3.9/site-packages/pymrio/core/mriosystem.py:1001: FutureWarning: DataFrame.groupby with axis=1 is deprecated. Do `frame.T.groupby(...)` without axis instead.
self.D_imp_reg = self.D_imp.groupby(
/opt/sw/miniconda3/envs/pymrio_dev/lib/python3.9/site-packages/pymrio/core/mriosystem.py:1007: FutureWarning: DataFrame.groupby with axis=1 is deprecated. Do `frame.T.groupby(...)` without axis instead.
self.D_exp_reg = self.D_exp.groupby(
[7]:
<pymrio.core.mriosystem.IOSystem at 0x7ff1bab643a0>
Exploring the results
[8]:
import matplotlib.pyplot as plt
plt.figure(figsize=(15, 15))
plt.imshow(gloria.A, vmax=1e-3)
plt.xlabel("Countries - sectors")
plt.ylabel("Countries - sectors")
plt.show()
The available impact data can be checked with:
[9]:
list(gloria.Q.get_rows())
[9]:
[('Rice', 'Material'),
('Rice_Residues', 'Material'),
('Wheat', 'Material'),
('Wheat_Residues', 'Material'),
('Barley', 'Material'),
('Barley_Residues', 'Material'),
('Buckwheat', 'Material'),
('Buckwheat_Residues', 'Material'),
('Canary seed', 'Material'),
('Canary seed_Residues', 'Material'),
('Cereals n.e.c.', 'Material'),
('Cereals n.e.c._Residues', 'Material'),
('Fonio', 'Material'),
('Fonio_Residues', 'Material'),
('Maize (corn)', 'Material'),
('Maize (corn)_Residues', 'Material'),
('Millet', 'Material'),
('Millet_Residues', 'Material'),
('Mixed grain', 'Material'),
('Mixed grain_Residues', 'Material'),
('Oats', 'Material'),
('Oats_Residues', 'Material'),
('Quinoa', 'Material'),
('Quinoa_Residues', 'Material'),
('Rye', 'Material'),
('Rye_Residues', 'Material'),
('Sorghum', 'Material'),
('Sorghum_Residues', 'Material'),
('Triticale', 'Material'),
('Triticale_Residues', 'Material'),
('Natural rubber in primary forms', 'Material'),
('Natural rubber in primary forms_Residues', 'Material'),
('Anise, badian, coriander, cumin, caraway, fennel and juniper berries, raw',
'Material'),
('Anise, badian, coriander, cumin, caraway, fennel and juniper berries, raw_Residues',
'Material'),
('Chillies and peppers, dry (Capsicum spp., Pimenta spp.), raw', 'Material'),
('Chillies and peppers, dry (Capsicum spp., Pimenta spp.), raw_Residues',
'Material'),
('Cinnamon and cinnamon-tree flowers, raw', 'Material'),
('Cinnamon and cinnamon-tree flowers, raw_Residues', 'Material'),
('Cloves (whole stems), raw', 'Material'),
('Cloves (whole stems), raw_Residues', 'Material'),
('Cocoa beans', 'Material'),
('Cocoa beans_Residues', 'Material'),
('Coffee, green', 'Material'),
('Coffee, green_Residues', 'Material'),
('Ginger, raw', 'Material'),
('Ginger, raw_Residues', 'Material'),
('Hop cones', 'Material'),
('Hop cones_Residues', 'Material'),
('Maté leaves', 'Material'),
('Maté leaves_Residues', 'Material'),
('Nutmeg, mace, cardamoms, raw', 'Material'),
('Nutmeg, mace, cardamoms, raw_Residues', 'Material'),
('Other stimulant, spice and aromatic crops, n.e.c.', 'Material'),
('Other stimulant, spice and aromatic crops, n.e.c._Residues', 'Material'),
('Pepper (Piper spp.), raw', 'Material'),
('Pepper (Piper spp.), raw_Residues', 'Material'),
('Peppermint, spearmint', 'Material'),
('Peppermint, spearmint_Residues', 'Material'),
('Pyrethrum, dried flowers', 'Material'),
('Pyrethrum, dried flowers_Residues', 'Material'),
('Tea leaves', 'Material'),
('Tea leaves_Residues', 'Material'),
('Vanilla, raw', 'Material'),
('Vanilla, raw_Residues', 'Material'),
('Unmanufactured tobacco', 'Material'),
('Unmanufactured tobacco_Residues', 'Material'),
('Cassava, fresh', 'Material'),
('Cassava, fresh_Residues', 'Material'),
('Edible roots and tubers with high starch or inulin content, n.e.c., fresh',
'Material'),
('Edible roots and tubers with high starch or inulin content, n.e.c., fresh_Residues',
'Material'),
('Potatoes', 'Material'),
('Potatoes_Residues', 'Material'),
('Sweet potatoes', 'Material'),
('Sweet potatoes_Residues', 'Material'),
('Taro', 'Material'),
('Taro_Residues', 'Material'),
('Yams', 'Material'),
('Yams_Residues', 'Material'),
('Yautia', 'Material'),
('Yautia_Residues', 'Material'),
('Other sugar crops n.e.c.', 'Material'),
('Other sugar crops n.e.c._Residues', 'Material'),
('Sugar beet', 'Material'),
('Sugar beet_Residues', 'Material'),
('Sugar cane', 'Material'),
('Sugar cane_Residues', 'Material'),
('Bambara beans, dry', 'Material'),
('Bambara beans, dry_Residues', 'Material'),
('Beans, dry', 'Material'),
('Beans, dry_Residues', 'Material'),
('Broad beans and horse beans, dry', 'Material'),
('Broad beans and horse beans, dry_Residues', 'Material'),
('Chick peas, dry', 'Material'),
('Chick peas, dry_Residues', 'Material'),
('Cow peas, dry', 'Material'),
('Cow peas, dry_Residues', 'Material'),
('Lentils, dry', 'Material'),
('Lentils, dry_Residues', 'Material'),
('Lupins', 'Material'),
('Lupins_Residues', 'Material'),
('Other pulses n.e.c.', 'Material'),
('Other pulses n.e.c._Residues', 'Material'),
('Peas, dry', 'Material'),
('Peas, dry_Residues', 'Material'),
('Pigeon peas, dry', 'Material'),
('Pigeon peas, dry_Residues', 'Material'),
('Vetches', 'Material'),
('Vetches_Residues', 'Material'),
('Almonds, in shell', 'Material'),
('Almonds, in shell_Residues', 'Material'),
('Areca nuts', 'Material'),
('Areca nuts_Residues', 'Material'),
('Brazil nuts, in shell', 'Material'),
('Brazil nuts, in shell_Residues', 'Material'),
('Cashew nuts, in shell', 'Material'),
('Cashew nuts, in shell_Residues', 'Material'),
('Chestnuts, in shell', 'Material'),
('Chestnuts, in shell_Residues', 'Material'),
('Hazelnuts, in shell', 'Material'),
('Hazelnuts, in shell_Residues', 'Material'),
('Kola nuts', 'Material'),
('Kola nuts_Residues', 'Material'),
('Other nuts (excluding wild edible nuts and groundnuts), in shell, n.e.c.',
'Material'),
('Other nuts (excluding wild edible nuts and groundnuts), in shell, n.e.c._Residues',
'Material'),
('Pistachios, in shell', 'Material'),
('Pistachios, in shell_Residues', 'Material'),
('Walnuts, in shell', 'Material'),
('Walnuts, in shell_Residues', 'Material'),
('Castor oil seeds', 'Material'),
('Castor oil seeds_Residues', 'Material'),
('Coconuts, in shell', 'Material'),
('Coconuts, in shell_Residues', 'Material'),
('Groundnuts, excluding shelled', 'Material'),
('Groundnuts, excluding shelled_Residues', 'Material'),
('Hempseed', 'Material'),
('Hempseed_Residues', 'Material'),
('Jojoba seeds', 'Material'),
('Jojoba seeds_Residues', 'Material'),
('Kapok fruit', 'Material'),
('Kapok fruit_Residues', 'Material'),
('Karite nuts (sheanuts)', 'Material'),
('Karite nuts (sheanuts)_Residues', 'Material'),
('Linseed', 'Material'),
('Linseed_Residues', 'Material'),
('Melonseed', 'Material'),
('Melonseed_Residues', 'Material'),
('Mustard seed', 'Material'),
('Mustard seed_Residues', 'Material'),
('Oil palm fruit', 'Material'),
('Oil palm fruit_Residues', 'Material'),
('Olives', 'Material'),
('Olives_Residues', 'Material'),
('Other oil seeds, n.e.c.', 'Material'),
('Other oil seeds, n.e.c._Residues', 'Material'),
('Poppy seed', 'Material'),
('Poppy seed_Residues', 'Material'),
('Rape or colza seed', 'Material'),
('Rape or colza seed_Residues', 'Material'),
('Safflower seed', 'Material'),
('Safflower seed_Residues', 'Material'),
('Sesame seed', 'Material'),
('Sesame seed_Residues', 'Material'),
('Soya beans', 'Material'),
('Soya beans_Residues', 'Material'),
('Sunflower seed', 'Material'),
('Sunflower seed_Residues', 'Material'),
('Tallowtree seeds', 'Material'),
('Tallowtree seeds_Residues', 'Material'),
('Tung nuts', 'Material'),
('Tung nuts_Residues', 'Material'),
('Artichokes', 'Material'),
('Artichokes_Residues', 'Material'),
('Asparagus', 'Material'),
('Asparagus_Residues', 'Material'),
('Broad beans and horse beans, green', 'Material'),
('Broad beans and horse beans, green_Residues', 'Material'),
('Cabbages', 'Material'),
('Cabbages_Residues', 'Material'),
('Carrots and turnips', 'Material'),
('Carrots and turnips_Residues', 'Material'),
('Cassava leaves', 'Material'),
('Cassava leaves_Residues', 'Material'),
('Cauliflowers and broccoli', 'Material'),
('Cauliflowers and broccoli_Residues', 'Material'),
('Chicory roots', 'Material'),
('Chicory roots_Residues', 'Material'),
('Chillies and peppers, green (Capsicum spp. and Pimenta spp.)', 'Material'),
('Chillies and peppers, green (Capsicum spp. and Pimenta spp.)_Residues',
'Material'),
('Cucumbers and gherkins', 'Material'),
('Cucumbers and gherkins_Residues', 'Material'),
('Eggplants (aubergines)', 'Material'),
('Eggplants (aubergines)_Residues', 'Material'),
('Green corn (maize)', 'Material'),
('Green corn (maize)_Residues', 'Material'),
('Green garlic', 'Material'),
('Green garlic_Residues', 'Material'),
('Leeks and other alliaceous vegetables', 'Material'),
('Leeks and other alliaceous vegetables_Residues', 'Material'),
('Lettuce and chicory', 'Material'),
('Lettuce and chicory_Residues', 'Material'),
('Locust beans (carobs)', 'Material'),
('Locust beans (carobs)_Residues', 'Material'),
('Mushrooms and truffles', 'Material'),
('Mushrooms and truffles_Residues', 'Material'),
('Okra', 'Material'),
('Okra_Residues', 'Material'),
('Onions and shallots, dry (excluding dehydrated)', 'Material'),
('Onions and shallots, dry (excluding dehydrated)_Residues', 'Material'),
('Onions and shallots, green', 'Material'),
('Onions and shallots, green_Residues', 'Material'),
('Other beans, green', 'Material'),
('Other beans, green_Residues', 'Material'),
('Other vegetables, fresh n.e.c.', 'Material'),
('Other vegetables, fresh n.e.c._Residues', 'Material'),
('Peas, green', 'Material'),
('Peas, green_Residues', 'Material'),
('Pumpkins, squash and gourds', 'Material'),
('Pumpkins, squash and gourds_Residues', 'Material'),
('Spinach', 'Material'),
('Spinach_Residues', 'Material'),
('String beans', 'Material'),
('String beans_Residues', 'Material'),
('Tomatoes', 'Material'),
('Tomatoes_Residues', 'Material'),
('Apples', 'Material'),
('Apples_Residues', 'Material'),
('Apricots', 'Material'),
('Apricots_Residues', 'Material'),
('Avocados', 'Material'),
('Avocados_Residues', 'Material'),
('Bananas', 'Material'),
('Bananas_Residues', 'Material'),
('Blueberries', 'Material'),
('Blueberries_Residues', 'Material'),
('Cantaloupes and other melons', 'Material'),
('Cantaloupes and other melons_Residues', 'Material'),
('Cashewapple', 'Material'),
('Cashewapple_Residues', 'Material'),
('Cherries', 'Material'),
('Cherries_Residues', 'Material'),
('Cranberries', 'Material'),
('Cranberries_Residues', 'Material'),
('Currants', 'Material'),
('Currants_Residues', 'Material'),
('Dates', 'Material'),
('Dates_Residues', 'Material'),
('Figs', 'Material'),
('Figs_Residues', 'Material'),
('Gooseberries', 'Material'),
('Gooseberries_Residues', 'Material'),
('Grapes', 'Material'),
('Grapes_Residues', 'Material'),
('Kiwi fruit', 'Material'),
('Kiwi fruit_Residues', 'Material'),
('Lemons and limes', 'Material'),
('Lemons and limes_Residues', 'Material'),
('Mangoes, guavas and mangosteens', 'Material'),
('Mangoes, guavas and mangosteens_Residues', 'Material'),
('Oranges', 'Material'),
('Oranges_Residues', 'Material'),
('Other berries and fruits of the genus vaccinium n.e.c.', 'Material'),
('Other berries and fruits of the genus vaccinium n.e.c._Residues',
'Material'),
('Other citrus fruit, n.e.c.', 'Material'),
('Other citrus fruit, n.e.c._Residues', 'Material'),
('Other fruits, n.e.c.', 'Material'),
('Other fruits, n.e.c._Residues', 'Material'),
('Other pome fruits', 'Material'),
('Other pome fruits_Residues', 'Material'),
('Other stone fruits', 'Material'),
('Other stone fruits_Residues', 'Material'),
('Other tropical fruits, n.e.c.', 'Material'),
('Other tropical fruits, n.e.c._Residues', 'Material'),
('Papayas', 'Material'),
('Papayas_Residues', 'Material'),
('Peaches and nectarines', 'Material'),
('Peaches and nectarines_Residues', 'Material'),
('Pears', 'Material'),
('Pears_Residues', 'Material'),
('Persimmons', 'Material'),
('Persimmons_Residues', 'Material'),
('Pineapples', 'Material'),
('Pineapples_Residues', 'Material'),
('Plantains and cooking bananas', 'Material'),
('Plantains and cooking bananas_Residues', 'Material'),
('Plums and sloes', 'Material'),
('Plums and sloes_Residues', 'Material'),
('Pomelos and grapefruits', 'Material'),
('Pomelos and grapefruits_Residues', 'Material'),
('Quinces', 'Material'),
('Quinces_Residues', 'Material'),
('Raspberries', 'Material'),
('Raspberries_Residues', 'Material'),
('Sour cherries', 'Material'),
('Sour cherries_Residues', 'Material'),
('Strawberries', 'Material'),
('Strawberries_Residues', 'Material'),
('Tangerines, mandarins, clementines', 'Material'),
('Tangerines, mandarins, clementines_Residues', 'Material'),
('Watermelons', 'Material'),
('Watermelons_Residues', 'Material'),
('Abaca, manila hemp, raw', 'Material'),
('Abaca, manila hemp, raw_Residues', 'Material'),
('Agave fibres, raw, n.e.c.', 'Material'),
('Agave fibres, raw, n.e.c._Residues', 'Material'),
('Coir, raw', 'Material'),
('Coir, raw_Residues', 'Material'),
('Flax, processed but not spun', 'Material'),
('Flax, processed but not spun_Residues', 'Material'),
('Jute, raw or retted', 'Material'),
('Jute, raw or retted_Residues', 'Material'),
('Kenaf, and other textile bast fibres, raw or retted', 'Material'),
('Kenaf, and other textile bast fibres, raw or retted_Residues', 'Material'),
('Other fibre crops, raw, n.e.c.', 'Material'),
('Other fibre crops, raw, n.e.c._Residues', 'Material'),
('Ramie, raw or retted', 'Material'),
('Ramie, raw or retted_Residues', 'Material'),
('Seed cotton, unginned', 'Material'),
('Seed cotton, unginned_Residues', 'Material'),
('Sisal, raw', 'Material'),
('Sisal, raw_Residues', 'Material'),
('True hemp, raw or retted', 'Material'),
('True hemp, raw or retted_Residues', 'Material'),
('Grazed biomass', 'Material'),
('Timber (Industrial roundwood)', 'Material'),
('Wood fuel and other extraction', 'Material'),
('Wild fish catch', 'Material'),
('All other aquatic animals', 'Material'),
('Aquatic plants', 'Material'),
('Iron ores concentrates and compounds', 'Material'),
('Silver ores concentrates and compounds', 'Material'),
('Bauxite and other aluminium ores concentrates and compounds', 'Material'),
('Gold ores concentrates and compounds', 'Material'),
('Chromium ores concentrates and compounds', 'Material'),
('Copper ores concentrates and compounds', 'Material'),
('Manganese ores concentrates and compounds', 'Material'),
('Other metal ores concentrates and compounds nec. including mixed',
'Material'),
('Nickel ores concentrates and compounds', 'Material'),
('Lead ores concentrates and compounds', 'Material'),
('Platinum group metal ores concentrates and compounds', 'Material'),
('Tin ores concentrates and compounds', 'Material'),
('Titanium ores concentrates and compounds', 'Material'),
('Uranium ores concentrates and compounds', 'Material'),
('Zinc ores concentrates and compounds', 'Material'),
('Ornamental or building stone', 'Material'),
('Chalk', 'Material'),
('Dolomite', 'Material'),
('Limestone', 'Material'),
('Fertilizer minerals n.e.c.', 'Material'),
('Chemical minerals n.e.c.', 'Material'),
('Industrial minerals n.e.c', 'Material'),
('Salt', 'Material'),
('Gypsum', 'Material'),
('Structural clays', 'Material'),
('Specialty clays', 'Material'),
('Industrial sand and gravel', 'Material'),
('Sand gravel and crushed rock for construction', 'Material'),
('Other non-metallic minerals n.e.c.', 'Material'),
('Lignite (brown coal)', 'Material'),
('Other Sub-Bituminous Coal', 'Material'),
('Anthracite', 'Material'),
('Coking Coal', 'Material'),
('Other Bituminous Coal', 'Material'),
('Peat', 'Material'),
('Crude oil', 'Material'),
('Natural gas', 'Material'),
('Natural gas liquids', 'Material'),
('Oil shale and tar sands', 'Material'),
('Female', 'Employment'),
('Male', 'Employment'),
('Employment_skill_high', 'Employment skill'),
('Employment_skill_middle', 'Employment skill'),
('Employment_skill_low', 'Employment skill'),
('Annual_crops', 'Land use'),
('Permanent_crops', 'Land use'),
('Pastures', 'Land use'),
('Intensive_forestry', 'Land use'),
('Extensive_forestry', 'Land use'),
('Urban', 'Land use'),
('Coal and peat', 'Energy'),
('Oil and natural gas', 'Energy'),
('Nuclear', 'Energy'),
('Solid biofuels', 'Energy'),
('Captured energy', 'Energy'),
('Heat', 'Energy'),
('Annual_crops', 'Biodiversity_loss'),
('Permanent_crops', 'Biodiversity_loss'),
('Pastures', 'Biodiversity_loss'),
('Intensive_forestry', 'Biodiversity_loss'),
('Extensive_forestry', 'Biodiversity_loss'),
('Urban', 'Biodiversity_loss'),
('Agriculture water stress', 'Water_stress'),
('Non-agriculture water stress', 'Water_stress'),
('Agriculture blue water consumption', 'Blue_water_consumption'),
('Non-agriculture blue water consumption', 'Blue_water_consumption'),
("'c_c4f8_total_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_1A1a_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_1A1bc_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_1A1b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_1A1ci_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_1A1cii_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_1A2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_1A2a_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_1A2b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_1A2c_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_1A2d_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_1A2e_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_1A2f_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_1A2g_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_1A2h_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_1A2i_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_1A2j_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_1A2k_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_1A2l_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_1A2m_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_1A3b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_1A3b_noRES_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_1A3b_RES_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_1A3a_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_1A3c_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_1A3d_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_1A3e_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_1A4_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_1A4a_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_1A4b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_1A4ci_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_1A4cii_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_1A4ciii_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_1A5_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_1B1_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_1B2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_2A1_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_2A2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_2A3_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_2A4_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_2B_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_2C_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_2D_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_2E_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_2F_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_2G_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_2H_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_3A1_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_3A2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_3B1_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_3B2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_3B3_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_3B4&6_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_3B5_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_3C1_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_3C1a_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_3C1b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_3C1c_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_3C1d_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_3C2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_3C3_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_3C4_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_3C5_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_3C6_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_3C7_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_3C8_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_4A_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_4B_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_4C_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_4D_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_4E_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_5B_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c_c4f8_5A_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_total_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_1A1a_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_1A1bc_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_1A1b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_1A1ci_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_1A1cii_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_1A2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_1A2a_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_1A2b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_1A2c_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_1A2d_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_1A2e_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_1A2f_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_1A2g_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_1A2h_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_1A2i_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_1A2j_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_1A2k_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_1A2l_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_1A2m_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_1A3b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_1A3b_noRES_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_1A3b_RES_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_1A3a_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_1A3c_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_1A3d_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_1A3e_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_1A4_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_1A4a_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_1A4b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_1A4ci_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_1A4cii_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_1A4ciii_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_1A5_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_1B1_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_1B2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_2A1_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_2A2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_2A3_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_2A4_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_2B_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_2C_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_2D_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_2E_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_2F_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_2G_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_2H_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_3A1_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_3A2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_3B1_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_3B2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_3B3_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_3B4&6_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_3B5_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_3C1_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_3C1a_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_3C1b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_3C1c_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_3C1d_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_3C2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_3C3_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_3C4_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_3C5_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_3C6_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_3C7_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_3C8_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_4A_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_4B_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_4C_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_4D_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_4E_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_5B_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c2f6_5A_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_total_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_1A1a_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_1A1bc_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_1A1b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_1A1ci_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_1A1cii_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_1A2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_1A2a_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_1A2b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_1A2c_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_1A2d_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_1A2e_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_1A2f_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_1A2g_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_1A2h_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_1A2i_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_1A2j_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_1A2k_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_1A2l_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_1A2m_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_1A3b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_1A3b_noRES_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_1A3b_RES_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_1A3a_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_1A3c_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_1A3d_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_1A3e_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_1A4_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_1A4a_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_1A4b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_1A4ci_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_1A4cii_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_1A4ciii_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_1A5_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_1B1_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_1B2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_2A1_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_2A2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_2A3_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_2A4_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_2B_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_2C_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_2D_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_2E_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_2F_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_2G_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_2H_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_3A1_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_3A2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_3B1_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_3B2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_3B3_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_3B4&6_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_3B5_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_3C1_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_3C1a_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_3C1b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_3C1c_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_3C1d_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_3C2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_3C3_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_3C4_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_3C5_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_3C6_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_3C7_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_3C8_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_4A_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_4B_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_4C_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_4D_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_4E_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_5B_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c3f8_5A_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_total_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_1A1a_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_1A1bc_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_1A1b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_1A1ci_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_1A1cii_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_1A2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_1A2a_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_1A2b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_1A2c_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_1A2d_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_1A2e_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_1A2f_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_1A2g_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_1A2h_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_1A2i_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_1A2j_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_1A2k_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_1A2l_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_1A2m_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_1A3b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_1A3b_noRES_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_1A3b_RES_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_1A3a_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_1A3c_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_1A3d_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_1A3e_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_1A4_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_1A4a_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_1A4b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_1A4ci_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_1A4cii_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_1A4ciii_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_1A5_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_1B1_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_1B2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_2A1_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_2A2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_2A3_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_2A4_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_2B_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_2C_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_2D_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_2E_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_2F_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_2G_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_2H_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_3A1_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_3A2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_3B1_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_3B2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_3B3_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_3B4&6_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_3B5_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_3C1_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_3C1a_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_3C1b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_3C1c_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_3C1d_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_3C2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_3C3_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_3C4_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_3C5_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_3C6_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_3C7_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_3C8_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_4A_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_4B_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_4C_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_4D_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_4E_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_5B_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c4f10_5A_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_total_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_1A1a_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_1A1bc_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_1A1b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_1A1ci_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_1A1cii_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_1A2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_1A2a_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_1A2b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_1A2c_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_1A2d_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_1A2e_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_1A2f_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_1A2g_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_1A2h_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_1A2i_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_1A2j_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_1A2k_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_1A2l_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_1A2m_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_1A3b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_1A3b_noRES_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_1A3b_RES_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_1A3a_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_1A3c_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_1A3d_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_1A3e_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_1A4_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_1A4a_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_1A4b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_1A4ci_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_1A4cii_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_1A4ciii_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_1A5_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_1B1_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_1B2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_2A1_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_2A2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_2A3_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_2A4_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_2B_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_2C_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_2D_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_2E_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_2F_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_2G_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_2H_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_3A1_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_3A2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_3B1_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_3B2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_3B3_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_3B4&6_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_3B5_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_3C1_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_3C1a_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_3C1b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_3C1c_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_3C1d_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_3C2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_3C3_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_3C4_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_3C5_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_3C6_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_3C7_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_3C8_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_4A_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_4B_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_4C_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_4D_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_4E_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_5B_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c5f12_5A_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_total_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A1a_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A1bc_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A1b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A1ci_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A1cii_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A2a_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A2b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A2c_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A2d_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A2e_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A2f_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A2g_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A2h_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A2i_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A2j_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A2k_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A2l_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A2m_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A3b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A3b_noRES_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A3b_RES_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A3a_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A3c_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A3d_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A3e_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A4_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A4a_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A4b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A4ci_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A4cii_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A4ciii_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A5_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1B1_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1B2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_2A1_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_2A2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_2A3_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_2A4_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_2B_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_2C_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_2D_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_2E_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_2F_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_2G_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_2H_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_3A1_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_3A2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_3B1_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_3B2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_3B3_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_3B4&6_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_3B5_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_3C1_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_3C1a_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_3C1b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_3C1c_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_3C1d_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_3C2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_3C3_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_3C4_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_3C5_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_3C6_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_3C7_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_3C8_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_4A_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_4B_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_4C_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_4D_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_4E_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_5B_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_5A_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_total_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A1a_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A1bc_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A1b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A1ci_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A1cii_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A2a_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A2b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A2c_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A2d_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A2e_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A2f_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A2g_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A2h_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A2i_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A2j_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A2k_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A2l_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A2m_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A3b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A3b_noRES_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A3b_RES_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A3a_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A3c_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A3d_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A3e_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A4_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A4a_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A4b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A4ci_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A4cii_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A4ciii_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1A5_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1B1_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_1B2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_2A1_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_2A2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_2A3_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_2A4_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_2B_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_2C_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_2D_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_2E_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_2F_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_2G_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_2H_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_3A1_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_3A2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_3B1_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_3B2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_3B3_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_3B4&6_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_3B5_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_3C1_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_3C1a_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_3C1b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_3C1c_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_3C1d_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_3C2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_3C3_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_3C4_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_3C5_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_3C6_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_3C7_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_3C8_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_4A_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_4B_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_4C_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_4D_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_4E_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_5B_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'c6f14_5A_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_total_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_1A1a_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_1A1bc_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_1A1b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_1A1ci_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_1A1cii_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_1A2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_1A2a_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_1A2b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_1A2c_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_1A2d_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_1A2e_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_1A2f_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_1A2g_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_1A2h_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_1A2i_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_1A2j_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_1A2k_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_1A2l_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_1A2m_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_1A3b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_1A3b_noRES_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_1A3b_RES_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_1A3a_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_1A3c_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_1A3d_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_1A3e_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_1A4_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_1A4a_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_1A4b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_1A4ci_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_1A4cii_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_1A4ciii_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_1A5_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_1B1_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_1B2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_2A1_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_2A2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_2A3_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_2A4_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_2B_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_2C_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_2D_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_2E_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_2F_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_2G_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_2H_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_3A1_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_3A2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_3B1_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_3B2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_3B3_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_3B4&6_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_3B5_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_3C1_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_3C1a_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_3C1b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_3C1c_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_3C1d_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_3C2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_3C3_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_3C4_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_3C5_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_3C6_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_3C7_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_3C8_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_4A_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_4B_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_4C_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_4D_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_4E_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_5B_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'cf4_5A_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'hcfc_141b_total_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'hcfc_141b_1A1a_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'hcfc_141b_1A1bc_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'hcfc_141b_1A1b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'hcfc_141b_1A1ci_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'hcfc_141b_1A1cii_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'hcfc_141b_1A2_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'hcfc_141b_1A2a_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'hcfc_141b_1A2b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'hcfc_141b_1A2c_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'hcfc_141b_1A2d_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'hcfc_141b_1A2e_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'hcfc_141b_1A2f_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'hcfc_141b_1A2g_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'hcfc_141b_1A2h_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'hcfc_141b_1A2i_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'hcfc_141b_1A2j_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'hcfc_141b_1A2k_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'hcfc_141b_1A2l_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'hcfc_141b_1A2m_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'hcfc_141b_1A3b_EDGAR_consistent'", 'Emissions (EDGAR)'),
("'hcfc_141b_1A3b_noRES_EDGAR_consistent'", 'Emissions (EDGAR)'),
...]
And to get for example the footprint of a specific impact do:
[10]:
print(gloria.Q.unit.loc["'GHG_total_EDGAR_consistent'"])
gloria.Q.D_cba_reg.loc["'GHG_total_EDGAR_consistent'"]
unit
category
Emissions (EDGAR) kilotonnes CO2-equivalent
[10]:
| region | XAM | XEU | XAF | XAS | AFG | AGO | ALB | ARE | ARG | ARM | ... | UKR | URY | USA | UZB | VEN | VNM | YEM | ZAF | ZMB | ZWE | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| category | unit | |||||||||||||||||||||
| Emissions (EDGAR) | kilotonnes CO2-equivalent | 65411.62391 | 10338.82281 | 27460.85726 | 323070.133542 | 34819.243612 | 82624.271039 | 11482.938591 | 172195.449582 | 346888.788009 | 12848.120275 | ... | 247911.522154 | 20735.949279 | 7.188964e+06 | 144588.357464 | 288044.862149 | 307226.880485 | 69731.519367 | 454437.511084 | 26084.801587 | 31380.100011 |
1 rows × 163 columns
Visualizing the data
[11]:
with plt.style.context("ggplot"):
gloria.Q.plot_account(["'GHG_total_EDGAR_consistent'"], figsize=(15, 10))
plt.show()
See the other notebooks for further information on aggregation and file io.