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diff --git a/README.md b/README.md
index 30bd372..fee4121 100644
--- a/README.md
+++ b/README.md
@@ -1,29 +1,35 @@
-**OpenIO-Canada v2.3**
+## _OpenIO-Canada v2.4_
-Class that creates Multi-Regional symmetric Environmentally Extended Input-Output (EEIO) tables for Canada. OpenIO-Canada
-operates at the provincial level (13 provinces). It can thus be used to compare the environmental impacts of value chains from
-Quebec and Ontario for example.
+Python class creating Multi-Regional symmetric Environmentally Extended Input-Output (MREEIO) tables for Canada. OpenIO-Canada
+operates at the provincial level (13 provinces). It can thus be used to compare the environmental impacts of value chains
+or consumption by households from any specific province.
-Through the "Detail level" of economic data from Statistics Canada, openIO-Canada covers 492 commodities and 240 industries.
+OpenIO-Canada covers 492 commodities, 310 pollutants including 3 greenhouse gases (CO2, CH4 and N2O) in 3 compartments
+(air, water and soil), water use and energy use.
-Covers 310 pollutants including 3 greenhouse gases (CO2, CH4 and N2O) in 3 compartments (air, water and soil). OpenIO-Canada
-also covers the use of water and energy.
+OpenIO-Canada is connected to the Exiobase global MRIO database to model value chains happening outside Canada.
-The IMPACT World+ life cycle impact assessment methodology is used to characterize the impacts of emissions on the
-environment.
+###Getting started
-Tables are available both in _ixi_ (industry) and _pxp_ (product) formats.
-The fixed industry sales structure assumption was used to generate the _ixi_ format and the industry technology
-assumption was used for the _pxp_ format. More transformation models might be added in the future.
+Clone the repository (or download it) and install the different libraries required to run this Python class (requirements.txt).
+Go to the doc folder and take a look at the demo.ipynb file to see how to generate the IO tables.
-Data used:
+###Data used
- economic data: https://www150.statcan.gc.ca/n1/en/catalogue/15-602-X
+- international merchandise trade data: https://open.canada.ca/data/en/dataset/b1126a07-fd85-4d56-8395-143aba1747a4
- ghg emissions: https://www150.statcan.gc.ca/t1/tbl1/en/tv.action?pid=3810009701
- water use:https://www150.statcan.gc.ca/t1/tbl1/en/tv.action?pid=3810025001
- energy use: https://www150.statcan.gc.ca/t1/tbl1/en/tv.action?pid=3810009601
- other pollutants: https://open.canada.ca/data/en/dataset/1fb7d8d4-7713-4ec6-b957-4a882a84fed3
+- exiobase3: https://doi.org/10.5281/zenodo.5589597
+- The IMPACT World+ impact assessment methodology is used
+
+###Miscellaneous information
This project was in part funded by Shared Services Canada (SSC) but they are not responsible for any data/results
obtained from open IO Canada.
-An article describing the methodology of openIO-Canada is being written.
\ No newline at end of file
+Support for the industry version (_ixi_) is currently discontinued as it requires too much work. Support for lower detail
+IOIC classifications (i.e., Summary, Link-1961 and Link-1997) is also discontinued.
+
+A scientific article describing the methodology and results of openIO-Canada is being written.
\ No newline at end of file
diff --git a/doc/demo.ipynb b/doc/demo.ipynb
index 6685ee2..d4eb973 100644
--- a/doc/demo.ipynb
+++ b/doc/demo.ipynb
@@ -65,8 +65,8 @@
"Removing IOIC codes from index...\n",
"Balancing inter-provincial trade...\n",
"Pre-treatment of international trade data...\n",
- "Building the symmetric tables...\n",
"Linking international trade data to openIO-Canada...\n",
+ "Building the symmetric tables...\n",
"Linking openIO-Canada to Exiobase...\n",
"Extracting and formatting environmental data from the NPRI file...\n"
]
@@ -75,7 +75,7 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "C:\\/Users/11max/PycharmProjects/OpenIOCanada\\openIO.py:999: FutureWarning: inplace is deprecated and will be removed in a future version.\n",
+ "C:\\/Users/11max/PycharmProjects/OpenIOCanada\\openIO.py:1015: FutureWarning: inplace is deprecated and will be removed in a future version.\n",
" self.F.columns.set_levels(['Air', 'Water', 'Soil'], level=0, inplace=True)\n"
]
},
@@ -104,7 +104,7 @@
"text": [
"Normalizing emissions...\n",
"Cleaning province and country names...\n",
- "Took 1205.5670080184937 seconds\n"
+ "Took 2001.6585748195648 seconds\n"
]
}
],
@@ -332,7 +332,7 @@
" | WM | \n",
" Membership organisation services n.e.c. (91) | \n",
" 0.000000e+00 | \n",
- " 1.868393e-11 | \n",
+ " 3.816595e-11 | \n",
" 0.000000e+00 | \n",
" 0.000000e+00 | \n",
" 0.000000e+00 | \n",
@@ -340,7 +340,7 @@
" 0.000000e+00 | \n",
" 0.000000e+00 | \n",
" 0.000000e+00 | \n",
- " 4.904396e-10 | \n",
+ " 1.001829e-09 | \n",
" ... | \n",
" 0.000070 | \n",
" 0.000088 | \n",
@@ -355,15 +355,15 @@
" \n",
" \n",
" | Recreational, cultural and sporting services (92) | \n",
- " 3.231513e-09 | \n",
- " 5.041111e-09 | \n",
- " 3.231513e-09 | \n",
- " 3.231513e-09 | \n",
- " 3.231513e-09 | \n",
- " 3.231513e-09 | \n",
- " 3.231513e-09 | \n",
- " 2.727691e-09 | \n",
- " 3.231513e-09 | \n",
+ " 1.554174e-09 | \n",
+ " 2.424487e-09 | \n",
+ " 1.554174e-09 | \n",
+ " 1.554174e-09 | \n",
+ " 1.554174e-09 | \n",
+ " 1.554174e-09 | \n",
+ " 1.554174e-09 | \n",
+ " 1.311864e-09 | \n",
+ " 1.554174e-09 | \n",
" 0.000000e+00 | \n",
" ... | \n",
" 0.000204 | \n",
@@ -379,16 +379,16 @@
"
\n",
" \n",
" | Other services (93) | \n",
- " 3.793654e-10 | \n",
- " 3.691557e-10 | \n",
- " 3.793654e-10 | \n",
- " 3.793654e-10 | \n",
- " 3.793654e-10 | \n",
- " 3.793654e-10 | \n",
- " 3.793654e-10 | \n",
- " 3.202188e-10 | \n",
- " 3.793654e-10 | \n",
- " 3.078148e-12 | \n",
+ " 2.520109e-09 | \n",
+ " 2.452287e-09 | \n",
+ " 2.520109e-09 | \n",
+ " 2.520109e-09 | \n",
+ " 2.520109e-09 | \n",
+ " 2.520109e-09 | \n",
+ " 2.520109e-09 | \n",
+ " 2.127201e-09 | \n",
+ " 2.520109e-09 | \n",
+ " 2.044801e-11 | \n",
" ... | \n",
" 0.000181 | \n",
" 0.000213 | \n",
@@ -464,8 +464,8 @@
" Fresh potatoes 1.672323e-04 \n",
"... ... \n",
"WM Membership organisation services n.e.c. (91) 0.000000e+00 \n",
- " Recreational, cultural and sporting services (92) 3.231513e-09 \n",
- " Other services (93) 3.793654e-10 \n",
+ " Recreational, cultural and sporting services (92) 1.554174e-09 \n",
+ " Other services (93) 2.520109e-09 \n",
" Private households with employed persons (95) 0.000000e+00 \n",
" Extra-territorial organizations and bodies 0.000000e+00 \n",
"\n",
@@ -477,9 +477,9 @@
" Grains (except wheat) 4.249369e-03 \n",
" Fresh potatoes 1.578854e-04 \n",
"... ... \n",
- "WM Membership organisation services n.e.c. (91) 1.868393e-11 \n",
- " Recreational, cultural and sporting services (92) 5.041111e-09 \n",
- " Other services (93) 3.691557e-10 \n",
+ "WM Membership organisation services n.e.c. (91) 3.816595e-11 \n",
+ " Recreational, cultural and sporting services (92) 2.424487e-09 \n",
+ " Other services (93) 2.452287e-09 \n",
" Private households with employed persons (95) 0.000000e+00 \n",
" Extra-territorial organizations and bodies 0.000000e+00 \n",
"\n",
@@ -492,8 +492,8 @@
" Fresh potatoes 1.672323e-04 \n",
"... ... \n",
"WM Membership organisation services n.e.c. (91) 0.000000e+00 \n",
- " Recreational, cultural and sporting services (92) 3.231513e-09 \n",
- " Other services (93) 3.793654e-10 \n",
+ " Recreational, cultural and sporting services (92) 1.554174e-09 \n",
+ " Other services (93) 2.520109e-09 \n",
" Private households with employed persons (95) 0.000000e+00 \n",
" Extra-territorial organizations and bodies 0.000000e+00 \n",
"\n",
@@ -506,8 +506,8 @@
" Fresh potatoes 1.672323e-04 \n",
"... ... \n",
"WM Membership organisation services n.e.c. (91) 0.000000e+00 \n",
- " Recreational, cultural and sporting services (92) 3.231513e-09 \n",
- " Other services (93) 3.793654e-10 \n",
+ " Recreational, cultural and sporting services (92) 1.554174e-09 \n",
+ " Other services (93) 2.520109e-09 \n",
" Private households with employed persons (95) 0.000000e+00 \n",
" Extra-territorial organizations and bodies 0.000000e+00 \n",
"\n",
@@ -520,8 +520,8 @@
" Fresh potatoes 1.672323e-04 \n",
"... ... \n",
"WM Membership organisation services n.e.c. (91) 0.000000e+00 \n",
- " Recreational, cultural and sporting services (92) 3.231513e-09 \n",
- " Other services (93) 3.793654e-10 \n",
+ " Recreational, cultural and sporting services (92) 1.554174e-09 \n",
+ " Other services (93) 2.520109e-09 \n",
" Private households with employed persons (95) 0.000000e+00 \n",
" Extra-territorial organizations and bodies 0.000000e+00 \n",
"\n",
@@ -534,8 +534,8 @@
" Fresh potatoes 1.672323e-04 \n",
"... ... \n",
"WM Membership organisation services n.e.c. (91) 0.000000e+00 \n",
- " Recreational, cultural and sporting services (92) 3.231513e-09 \n",
- " Other services (93) 3.793654e-10 \n",
+ " Recreational, cultural and sporting services (92) 1.554174e-09 \n",
+ " Other services (93) 2.520109e-09 \n",
" Private households with employed persons (95) 0.000000e+00 \n",
" Extra-territorial organizations and bodies 0.000000e+00 \n",
"\n",
@@ -548,8 +548,8 @@
" Fresh potatoes 1.672323e-04 \n",
"... ... \n",
"WM Membership organisation services n.e.c. (91) 0.000000e+00 \n",
- " Recreational, cultural and sporting services (92) 3.231513e-09 \n",
- " Other services (93) 3.793654e-10 \n",
+ " Recreational, cultural and sporting services (92) 1.554174e-09 \n",
+ " Other services (93) 2.520109e-09 \n",
" Private households with employed persons (95) 0.000000e+00 \n",
" Extra-territorial organizations and bodies 0.000000e+00 \n",
"\n",
@@ -562,8 +562,8 @@
" Fresh potatoes 1.411593e-04 \n",
"... ... \n",
"WM Membership organisation services n.e.c. (91) 0.000000e+00 \n",
- " Recreational, cultural and sporting services (92) 2.727691e-09 \n",
- " Other services (93) 3.202188e-10 \n",
+ " Recreational, cultural and sporting services (92) 1.311864e-09 \n",
+ " Other services (93) 2.127201e-09 \n",
" Private households with employed persons (95) 0.000000e+00 \n",
" Extra-territorial organizations and bodies 0.000000e+00 \n",
"\n",
@@ -576,8 +576,8 @@
" Fresh potatoes 1.672323e-04 \n",
"... ... \n",
"WM Membership organisation services n.e.c. (91) 0.000000e+00 \n",
- " Recreational, cultural and sporting services (92) 3.231513e-09 \n",
- " Other services (93) 3.793654e-10 \n",
+ " Recreational, cultural and sporting services (92) 1.554174e-09 \n",
+ " Other services (93) 2.520109e-09 \n",
" Private households with employed persons (95) 0.000000e+00 \n",
" Extra-territorial organizations and bodies 0.000000e+00 \n",
"\n",
@@ -589,9 +589,9 @@
" Grains (except wheat) 0.000000e+00 \n",
" Fresh potatoes 0.000000e+00 \n",
"... ... \n",
- "WM Membership organisation services n.e.c. (91) 4.904396e-10 \n",
+ "WM Membership organisation services n.e.c. (91) 1.001829e-09 \n",
" Recreational, cultural and sporting services (92) 0.000000e+00 \n",
- " Other services (93) 3.078148e-12 \n",
+ " Other services (93) 2.044801e-11 \n",
" Private households with employed persons (95) 0.000000e+00 \n",
" Extra-territorial organizations and bodies 0.000000e+00 \n",
"\n",
@@ -764,7 +764,7 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 4,
"metadata": {
"scrolled": true
},
@@ -1364,7 +1364,7 @@
"[104 rows x 6396 columns]"
]
},
- "execution_count": 7,
+ "execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
@@ -1376,7 +1376,7 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 5,
"metadata": {
"scrolled": true
},
@@ -1999,7 +1999,7 @@
"[9959 rows x 6396 columns]"
]
},
- "execution_count": 8,
+ "execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
@@ -2011,7 +2011,7 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 6,
"metadata": {
"scrolled": true
},
@@ -2224,14 +2224,14 @@
" 0.0 | \n",
" 0.0 | \n",
" ... | \n",
- " 4.119755e-08 | \n",
- " 6.780091e-08 | \n",
- " 5.194568e-08 | \n",
- " 2.167495e-08 | \n",
- " 1.946470e-08 | \n",
- " 1.563248e-10 | \n",
- " 3.605223e-09 | \n",
- " 6.058546e-09 | \n",
+ " 6.179632e-08 | \n",
+ " 1.017014e-07 | \n",
+ " 7.791852e-08 | \n",
+ " 3.251242e-08 | \n",
+ " 2.919705e-08 | \n",
+ " 2.344871e-10 | \n",
+ " 5.407835e-09 | \n",
+ " 9.087819e-09 | \n",
" 0.000000e+00 | \n",
" 0.0 | \n",
"
\n",
@@ -2248,14 +2248,14 @@
" 0.0 | \n",
" 0.0 | \n",
" ... | \n",
- " 3.183179e-08 | \n",
- " 5.516377e-08 | \n",
- " 3.108908e-08 | \n",
- " 3.572591e-08 | \n",
- " 3.052021e-08 | \n",
- " 7.516177e-11 | \n",
- " 2.084129e-09 | \n",
- " 3.745518e-09 | \n",
+ " 4.774768e-08 | \n",
+ " 8.274565e-08 | \n",
+ " 4.663361e-08 | \n",
+ " 5.358887e-08 | \n",
+ " 4.578031e-08 | \n",
+ " 1.127427e-10 | \n",
+ " 3.126193e-09 | \n",
+ " 5.618276e-09 | \n",
" 0.000000e+00 | \n",
" 0.0 | \n",
" \n",
@@ -2272,14 +2272,14 @@
" 0.0 | \n",
" 0.0 | \n",
" ... | \n",
- " 2.013129e-10 | \n",
- " 3.918608e-10 | \n",
- " 1.450780e-10 | \n",
- " 5.119421e-10 | \n",
- " 4.092910e-10 | \n",
+ " 3.019694e-10 | \n",
+ " 5.877912e-10 | \n",
+ " 2.176170e-10 | \n",
+ " 7.679131e-10 | \n",
+ " 6.139364e-10 | \n",
" 0.000000e+00 | \n",
- " 1.051319e-11 | \n",
- " 2.241382e-11 | \n",
+ " 1.576978e-11 | \n",
+ " 3.362072e-11 | \n",
" 0.000000e+00 | \n",
" 0.0 | \n",
" \n",
@@ -2296,15 +2296,15 @@
" 0.0 | \n",
" 0.0 | \n",
" ... | \n",
- " 2.242256e-07 | \n",
- " 3.083666e-07 | \n",
- " 1.799874e-07 | \n",
- " 3.170201e-07 | \n",
- " 2.826261e-07 | \n",
- " 1.613974e-08 | \n",
- " 3.167132e-08 | \n",
- " 7.511596e-08 | \n",
- " 9.978254e-10 | \n",
+ " 3.363384e-07 | \n",
+ " 4.625499e-07 | \n",
+ " 2.699812e-07 | \n",
+ " 4.755301e-07 | \n",
+ " 4.239392e-07 | \n",
+ " 2.420961e-08 | \n",
+ " 4.750697e-08 | \n",
+ " 1.126739e-07 | \n",
+ " 1.496738e-09 | \n",
" 0.0 | \n",
" \n",
" \n",
@@ -2320,15 +2320,15 @@
" | 0.0 | \n",
" 0.0 | \n",
" ... | \n",
- " 6.939164e-07 | \n",
- " 1.264967e-06 | \n",
- " 5.351893e-07 | \n",
- " 1.790624e-06 | \n",
- " 1.414429e-06 | \n",
- " 7.541007e-09 | \n",
- " 5.324333e-08 | \n",
- " 8.697880e-07 | \n",
- " 2.091070e-17 | \n",
+ " 1.040875e-06 | \n",
+ " 1.897450e-06 | \n",
+ " 8.027840e-07 | \n",
+ " 2.685937e-06 | \n",
+ " 2.121643e-06 | \n",
+ " 1.131151e-08 | \n",
+ " 7.986499e-08 | \n",
+ " 1.304682e-06 | \n",
+ " 3.136604e-17 | \n",
" 0.0 | \n",
"
\n",
" \n",
@@ -2499,11 +2499,11 @@
"(CA-AB, 1,1-Methylenebis(4-isocyanatocyclohexan... 0.000000e+00 \n",
"(CA-AB, 1,1-Methylenebis(4-isocyanatocyclohexan... 0.000000e+00 \n",
"... ... \n",
- "Energy Carrier Net TMAR 4.119755e-08 \n",
- "Energy Carrier Net TOTH 3.183179e-08 \n",
- "Energy Carrier Net TRAI 2.013129e-10 \n",
- "Energy Carrier Net TROA 2.242256e-07 \n",
- "Energy Carrier Net LOSS 6.939164e-07 \n",
+ "Energy Carrier Net TMAR 6.179632e-08 \n",
+ "Energy Carrier Net TOTH 4.774768e-08 \n",
+ "Energy Carrier Net TRAI 3.019694e-10 \n",
+ "Energy Carrier Net TROA 3.363384e-07 \n",
+ "Energy Carrier Net LOSS 1.040875e-06 \n",
"\n",
" \\\n",
" Plastic waste for treatment: landfill \n",
@@ -2513,11 +2513,11 @@
"(CA-AB, 1,1-Methylenebis(4-isocyanatocyclohexan... 0.000000e+00 \n",
"(CA-AB, 1,1-Methylenebis(4-isocyanatocyclohexan... 0.000000e+00 \n",
"... ... \n",
- "Energy Carrier Net TMAR 6.780091e-08 \n",
- "Energy Carrier Net TOTH 5.516377e-08 \n",
- "Energy Carrier Net TRAI 3.918608e-10 \n",
- "Energy Carrier Net TROA 3.083666e-07 \n",
- "Energy Carrier Net LOSS 1.264967e-06 \n",
+ "Energy Carrier Net TMAR 1.017014e-07 \n",
+ "Energy Carrier Net TOTH 8.274565e-08 \n",
+ "Energy Carrier Net TRAI 5.877912e-10 \n",
+ "Energy Carrier Net TROA 4.625499e-07 \n",
+ "Energy Carrier Net LOSS 1.897450e-06 \n",
"\n",
" \\\n",
" Inert/metal/hazardous waste for treatment: landfill \n",
@@ -2527,11 +2527,11 @@
"(CA-AB, 1,1-Methylenebis(4-isocyanatocyclohexan... 0.000000e+00 \n",
"(CA-AB, 1,1-Methylenebis(4-isocyanatocyclohexan... 0.000000e+00 \n",
"... ... \n",
- "Energy Carrier Net TMAR 5.194568e-08 \n",
- "Energy Carrier Net TOTH 3.108908e-08 \n",
- "Energy Carrier Net TRAI 1.450780e-10 \n",
- "Energy Carrier Net TROA 1.799874e-07 \n",
- "Energy Carrier Net LOSS 5.351893e-07 \n",
+ "Energy Carrier Net TMAR 7.791852e-08 \n",
+ "Energy Carrier Net TOTH 4.663361e-08 \n",
+ "Energy Carrier Net TRAI 2.176170e-10 \n",
+ "Energy Carrier Net TROA 2.699812e-07 \n",
+ "Energy Carrier Net LOSS 8.027840e-07 \n",
"\n",
" \\\n",
" Textiles waste for treatment: landfill \n",
@@ -2541,11 +2541,11 @@
"(CA-AB, 1,1-Methylenebis(4-isocyanatocyclohexan... 0.000000e+00 \n",
"(CA-AB, 1,1-Methylenebis(4-isocyanatocyclohexan... 0.000000e+00 \n",
"... ... \n",
- "Energy Carrier Net TMAR 2.167495e-08 \n",
- "Energy Carrier Net TOTH 3.572591e-08 \n",
- "Energy Carrier Net TRAI 5.119421e-10 \n",
- "Energy Carrier Net TROA 3.170201e-07 \n",
- "Energy Carrier Net LOSS 1.790624e-06 \n",
+ "Energy Carrier Net TMAR 3.251242e-08 \n",
+ "Energy Carrier Net TOTH 5.358887e-08 \n",
+ "Energy Carrier Net TRAI 7.679131e-10 \n",
+ "Energy Carrier Net TROA 4.755301e-07 \n",
+ "Energy Carrier Net LOSS 2.685937e-06 \n",
"\n",
" \\\n",
" Wood waste for treatment: landfill \n",
@@ -2555,11 +2555,11 @@
"(CA-AB, 1,1-Methylenebis(4-isocyanatocyclohexan... 0.000000e+00 \n",
"(CA-AB, 1,1-Methylenebis(4-isocyanatocyclohexan... 0.000000e+00 \n",
"... ... \n",
- "Energy Carrier Net TMAR 1.946470e-08 \n",
- "Energy Carrier Net TOTH 3.052021e-08 \n",
- "Energy Carrier Net TRAI 4.092910e-10 \n",
- "Energy Carrier Net TROA 2.826261e-07 \n",
- "Energy Carrier Net LOSS 1.414429e-06 \n",
+ "Energy Carrier Net TMAR 2.919705e-08 \n",
+ "Energy Carrier Net TOTH 4.578031e-08 \n",
+ "Energy Carrier Net TRAI 6.139364e-10 \n",
+ "Energy Carrier Net TROA 4.239392e-07 \n",
+ "Energy Carrier Net LOSS 2.121643e-06 \n",
"\n",
" \\\n",
" Membership organisation services n.e.c. (91) \n",
@@ -2569,11 +2569,11 @@
"(CA-AB, 1,1-Methylenebis(4-isocyanatocyclohexan... 0.000000e+00 \n",
"(CA-AB, 1,1-Methylenebis(4-isocyanatocyclohexan... 0.000000e+00 \n",
"... ... \n",
- "Energy Carrier Net TMAR 1.563248e-10 \n",
- "Energy Carrier Net TOTH 7.516177e-11 \n",
+ "Energy Carrier Net TMAR 2.344871e-10 \n",
+ "Energy Carrier Net TOTH 1.127427e-10 \n",
"Energy Carrier Net TRAI 0.000000e+00 \n",
- "Energy Carrier Net TROA 1.613974e-08 \n",
- "Energy Carrier Net LOSS 7.541007e-09 \n",
+ "Energy Carrier Net TROA 2.420961e-08 \n",
+ "Energy Carrier Net LOSS 1.131151e-08 \n",
"\n",
" \\\n",
" Recreational, cultural and sporting services (92) \n",
@@ -2583,11 +2583,11 @@
"(CA-AB, 1,1-Methylenebis(4-isocyanatocyclohexan... 0.000000e+00 \n",
"(CA-AB, 1,1-Methylenebis(4-isocyanatocyclohexan... 0.000000e+00 \n",
"... ... \n",
- "Energy Carrier Net TMAR 3.605223e-09 \n",
- "Energy Carrier Net TOTH 2.084129e-09 \n",
- "Energy Carrier Net TRAI 1.051319e-11 \n",
- "Energy Carrier Net TROA 3.167132e-08 \n",
- "Energy Carrier Net LOSS 5.324333e-08 \n",
+ "Energy Carrier Net TMAR 5.407835e-09 \n",
+ "Energy Carrier Net TOTH 3.126193e-09 \n",
+ "Energy Carrier Net TRAI 1.576978e-11 \n",
+ "Energy Carrier Net TROA 4.750697e-08 \n",
+ "Energy Carrier Net LOSS 7.986499e-08 \n",
"\n",
" \\\n",
" Other services (93) \n",
@@ -2597,11 +2597,11 @@
"(CA-AB, 1,1-Methylenebis(4-isocyanatocyclohexan... 0.000000e+00 \n",
"(CA-AB, 1,1-Methylenebis(4-isocyanatocyclohexan... 0.000000e+00 \n",
"... ... \n",
- "Energy Carrier Net TMAR 6.058546e-09 \n",
- "Energy Carrier Net TOTH 3.745518e-09 \n",
- "Energy Carrier Net TRAI 2.241382e-11 \n",
- "Energy Carrier Net TROA 7.511596e-08 \n",
- "Energy Carrier Net LOSS 8.697880e-07 \n",
+ "Energy Carrier Net TMAR 9.087819e-09 \n",
+ "Energy Carrier Net TOTH 5.618276e-09 \n",
+ "Energy Carrier Net TRAI 3.362072e-11 \n",
+ "Energy Carrier Net TROA 1.126739e-07 \n",
+ "Energy Carrier Net LOSS 1.304682e-06 \n",
"\n",
" \\\n",
" Private households with employed persons (95) \n",
@@ -2614,8 +2614,8 @@
"Energy Carrier Net TMAR 0.000000e+00 \n",
"Energy Carrier Net TOTH 0.000000e+00 \n",
"Energy Carrier Net TRAI 0.000000e+00 \n",
- "Energy Carrier Net TROA 9.978254e-10 \n",
- "Energy Carrier Net LOSS 2.091070e-17 \n",
+ "Energy Carrier Net TROA 1.496738e-09 \n",
+ "Energy Carrier Net LOSS 3.136604e-17 \n",
"\n",
" \n",
" Extra-territorial organizations and bodies \n",
@@ -2634,7 +2634,7 @@
"[11072 rows x 16196 columns]"
]
},
- "execution_count": 9,
+ "execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
@@ -2646,7 +2646,7 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 7,
"metadata": {
"scrolled": true
},
@@ -4306,7 +4306,7 @@
"[33 rows x 11072 columns]"
]
},
- "execution_count": 10,
+ "execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
@@ -4318,7 +4318,7 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 8,
"metadata": {
"scrolled": true
},
@@ -4404,7 +4404,7 @@
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
- " 0.000000 | \n",
+ " 0.00000 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.000000 | \n",
@@ -4428,7 +4428,7 @@
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
- " 0.000000 | \n",
+ " 0.00000 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.000000 | \n",
@@ -4452,7 +4452,7 @@
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
- " 0.000000 | \n",
+ " 0.00000 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.000000 | \n",
@@ -4476,7 +4476,7 @@
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
- " 0.000000 | \n",
+ " 0.00000 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.000000 | \n",
@@ -4500,7 +4500,7 @@
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
- " 0.000000 | \n",
+ " 0.00000 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.000000 | \n",
@@ -4550,10 +4550,10 @@
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
- " 0.000000 | \n",
+ " 0.00000 | \n",
" 0.0 | \n",
" 0.0 | \n",
- " 0.082554 | \n",
+ " 0.168634 | \n",
" 0.0 | \n",
" 0.0 | \n",
" \n",
@@ -4574,10 +4574,10 @@
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
- " 0.000000 | \n",
+ " 0.00000 | \n",
" 0.0 | \n",
" 0.0 | \n",
- " 16.615830 | \n",
+ " 695.110016 | \n",
" 0.0 | \n",
" 0.0 | \n",
" \n",
@@ -4598,10 +4598,10 @@
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
- " 0.034948 | \n",
+ " 0.23216 | \n",
" 0.0 | \n",
" 0.0 | \n",
- " 4.395568 | \n",
+ " 29.199577 | \n",
" 0.0 | \n",
" 0.0 | \n",
" \n",
@@ -4622,7 +4622,7 @@
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
- " 0.000000 | \n",
+ " 0.00000 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.000000 | \n",
@@ -4646,7 +4646,7 @@
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
- " 0.000000 | \n",
+ " 0.00000 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.000000 | \n",
@@ -4887,17 +4887,17 @@
" \\\n",
" \n",
" Veterinary and other services for pets \n",
- "CA-AB Canola (including rapeseed) 0.000000 \n",
- " Oilseeds (except canola) 0.000000 \n",
- " Wheat 0.000000 \n",
- " Grains (except wheat) 0.000000 \n",
- " Fresh potatoes 0.000000 \n",
+ "CA-AB Canola (including rapeseed) 0.00000 \n",
+ " Oilseeds (except canola) 0.00000 \n",
+ " Wheat 0.00000 \n",
+ " Grains (except wheat) 0.00000 \n",
+ " Fresh potatoes 0.00000 \n",
"... ... \n",
- "WM Membership organisation services n.e.c. (91) 0.000000 \n",
- " Recreational, cultural and sporting services (92) 0.000000 \n",
- " Other services (93) 0.034948 \n",
- " Private households with employed persons (95) 0.000000 \n",
- " Extra-territorial organizations and bodies 0.000000 \n",
+ "WM Membership organisation services n.e.c. (91) 0.00000 \n",
+ " Recreational, cultural and sporting services (92) 0.00000 \n",
+ " Other services (93) 0.23216 \n",
+ " Private households with employed persons (95) 0.00000 \n",
+ " Extra-territorial organizations and bodies 0.00000 \n",
"\n",
" \\\n",
" \n",
@@ -4938,9 +4938,9 @@
" Grains (except wheat) 0.000000 \n",
" Fresh potatoes 0.000000 \n",
"... ... \n",
- "WM Membership organisation services n.e.c. (91) 0.082554 \n",
- " Recreational, cultural and sporting services (92) 16.615830 \n",
- " Other services (93) 4.395568 \n",
+ "WM Membership organisation services n.e.c. (91) 0.168634 \n",
+ " Recreational, cultural and sporting services (92) 695.110016 \n",
+ " Other services (93) 29.199577 \n",
" Private households with employed persons (95) 0.000000 \n",
" Extra-territorial organizations and bodies 0.000000 \n",
"\n",
@@ -4977,7 +4977,7 @@
"[16196 rows x 3627 columns]"
]
},
- "execution_count": 11,
+ "execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
@@ -4989,7 +4989,7 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 9,
"metadata": {
"scrolled": true
},
@@ -5642,7 +5642,7 @@
"[11072 rows x 3627 columns]"
]
},
- "execution_count": 12,
+ "execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
@@ -5661,7 +5661,7 @@
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
@@ -5671,7 +5671,7 @@
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": 11,
"metadata": {
"scrolled": true
},
@@ -5771,574 +5771,574 @@
" \n",
" | Climate change, ecosystem quality, long term | \n",
" PDF.m2.yr | \n",
- " -6.149065e+07 | \n",
- " 4.620195e+08 | \n",
- " 2.676642e+08 | \n",
- " 1.164255e+09 | \n",
- " 8.183721e+08 | \n",
- " 8.397033e+07 | \n",
- " 4.379972e+08 | \n",
- " 3.806524e+08 | \n",
- " 2.046303e+09 | \n",
- " 1.329300e+09 | \n",
- " ... | \n",
- " 1.329946e+05 | \n",
- " 0.0 | \n",
- " 3.287468e+05 | \n",
- " 8.357712e+05 | \n",
- " 2.362694e+05 | \n",
- " 7.127400e+05 | \n",
- " 9.009117e+03 | \n",
- " 5.285673e+07 | \n",
- " 3.436505e+06 | \n",
- " 6.473252e+06 | \n",
+ " -4.209568e+07 | \n",
+ " 3.390746e+08 | \n",
+ " 2.762254e+08 | \n",
+ " 1.185964e+09 | \n",
+ " 9.148444e+08 | \n",
+ " 9.206054e+07 | \n",
+ " 4.485170e+08 | \n",
+ " 4.002294e+08 | \n",
+ " 2.093779e+09 | \n",
+ " 1.443657e+09 | \n",
+ " ... | \n",
+ " 1.528466e+05 | \n",
+ " 0.0 | \n",
+ " 3.396177e+05 | \n",
+ " 8.770145e+05 | \n",
+ " 2.629501e+05 | \n",
+ " 7.564231e+05 | \n",
+ " 9.111048e+03 | \n",
+ " 5.471498e+07 | \n",
+ " 5.071070e+06 | \n",
+ " 7.038038e+06 | \n",
"
\n",
" \n",
" | Climate change, ecosystem quality, short term | \n",
" PDF.m2.yr | \n",
- " -5.301917e+07 | \n",
- " 7.161025e+07 | \n",
- " 8.306462e+07 | \n",
- " 3.503730e+08 | \n",
- " 2.703057e+08 | \n",
- " 2.793127e+07 | \n",
- " 1.299539e+08 | \n",
- " 1.167517e+08 | \n",
- " 6.057487e+08 | \n",
- " 4.147582e+08 | \n",
- " ... | \n",
- " 4.289412e+04 | \n",
- " 0.0 | \n",
- " 1.068814e+05 | \n",
- " 2.643971e+05 | \n",
- " 7.812335e+04 | \n",
- " 2.274013e+05 | \n",
- " 2.782062e+03 | \n",
- " 1.690231e+07 | \n",
- " 1.154131e+06 | \n",
- " 2.052083e+06 | \n",
+ " -4.571604e+07 | \n",
+ " 4.468365e+07 | \n",
+ " 8.659342e+07 | \n",
+ " 3.581052e+08 | \n",
+ " 3.060891e+08 | \n",
+ " 3.097664e+07 | \n",
+ " 1.338181e+08 | \n",
+ " 1.242137e+08 | \n",
+ " 6.228444e+08 | \n",
+ " 4.572683e+08 | \n",
+ " ... | \n",
+ " 4.997914e+04 | \n",
+ " 0.0 | \n",
+ " 1.138435e+05 | \n",
+ " 2.826199e+05 | \n",
+ " 8.901287e+04 | \n",
+ " 2.484124e+05 | \n",
+ " 2.830535e+03 | \n",
+ " 1.776773e+07 | \n",
+ " 1.708365e+06 | \n",
+ " 2.282599e+06 | \n",
"
\n",
" \n",
" | Climate change, human health, long term | \n",
" DALY | \n",
- " -2.778471e+02 | \n",
- " 2.107641e+03 | \n",
- " 1.218521e+03 | \n",
- " 5.300840e+03 | \n",
- " 3.724566e+03 | \n",
- " 3.821534e+02 | \n",
- " 1.994306e+03 | \n",
- " 1.732965e+03 | \n",
- " 9.317396e+03 | \n",
- " 6.051398e+03 | \n",
- " ... | \n",
- " 6.053509e-01 | \n",
- " 0.0 | \n",
- " 1.496315e+00 | \n",
- " 3.804476e+00 | \n",
- " 1.075307e+00 | \n",
- " 3.244336e+00 | \n",
- " 4.101423e-02 | \n",
- " 2.405964e+02 | \n",
- " 1.563919e+01 | \n",
- " 2.946643e+01 | \n",
+ " -1.896297e+02 | \n",
+ " 1.547278e+03 | \n",
+ " 1.257444e+03 | \n",
+ " 5.399611e+03 | \n",
+ " 4.163398e+03 | \n",
+ " 4.189515e+02 | \n",
+ " 2.042161e+03 | \n",
+ " 1.822004e+03 | \n",
+ " 9.533387e+03 | \n",
+ " 6.571583e+03 | \n",
+ " ... | \n",
+ " 6.956705e-01 | \n",
+ " 0.0 | \n",
+ " 1.545588e+00 | \n",
+ " 3.991908e+00 | \n",
+ " 1.196612e+00 | \n",
+ " 3.442759e+00 | \n",
+ " 4.147726e-02 | \n",
+ " 2.490386e+02 | \n",
+ " 2.307763e+01 | \n",
+ " 3.203429e+01 | \n",
"
\n",
" \n",
" | Climate change, human health, short term | \n",
" DALY | \n",
- " -2.453044e+02 | \n",
- " 3.306061e+02 | \n",
- " 3.839098e+02 | \n",
- " 1.619330e+03 | \n",
- " 1.249437e+03 | \n",
- " 1.291065e+02 | \n",
- " 6.006104e+02 | \n",
- " 5.396255e+02 | \n",
- " 2.799583e+03 | \n",
- " 1.916957e+03 | \n",
- " ... | \n",
- " 1.982518e-01 | \n",
- " 0.0 | \n",
- " 4.939778e-01 | \n",
- " 1.222028e+00 | \n",
- " 3.610958e-01 | \n",
- " 1.050993e+00 | \n",
- " 1.285802e-02 | \n",
- " 7.812124e+01 | \n",
- " 5.334044e+00 | \n",
- " 9.484224e+00 | \n",
+ " -2.115562e+02 | \n",
+ " 2.061728e+02 | \n",
+ " 4.002201e+02 | \n",
+ " 1.655068e+03 | \n",
+ " 1.414837e+03 | \n",
+ " 1.431826e+02 | \n",
+ " 6.184707e+02 | \n",
+ " 5.741182e+02 | \n",
+ " 2.878595e+03 | \n",
+ " 2.113447e+03 | \n",
+ " ... | \n",
+ " 2.309980e-01 | \n",
+ " 0.0 | \n",
+ " 5.261692e-01 | \n",
+ " 1.306267e+00 | \n",
+ " 4.114322e-01 | \n",
+ " 1.148113e+00 | \n",
+ " 1.308212e-02 | \n",
+ " 8.212205e+01 | \n",
+ " 7.895537e+00 | \n",
+ " 1.054971e+01 | \n",
"
\n",
" \n",
" | Climate change, long term | \n",
" kg CO2 eq (long) | \n",
- " -1.974863e+08 | \n",
- " 5.954390e+08 | \n",
- " 4.435871e+08 | \n",
- " 1.905493e+09 | \n",
- " 1.405633e+09 | \n",
- " 1.444962e+08 | \n",
- " 7.136107e+08 | \n",
- " 6.317175e+08 | \n",
- " 3.328772e+09 | \n",
- " 2.210218e+09 | \n",
- " ... | \n",
- " 2.239604e+05 | \n",
- " 0.0 | \n",
- " 5.510486e+05 | \n",
- " 1.399654e+06 | \n",
- " 4.038552e+05 | \n",
- " 1.189398e+06 | \n",
- " 1.487295e+04 | \n",
- " 8.868892e+07 | \n",
- " 5.871966e+06 | \n",
- " 1.080624e+07 | \n",
+ " -1.628683e+08 | \n",
+ " 4.130033e+08 | \n",
+ " 4.594262e+08 | \n",
+ " 1.943427e+09 | \n",
+ " 1.578288e+09 | \n",
+ " 1.590306e+08 | \n",
+ " 7.322385e+08 | \n",
+ " 6.672529e+08 | \n",
+ " 3.411923e+09 | \n",
+ " 2.414186e+09 | \n",
+ " ... | \n",
+ " 2.586634e+05 | \n",
+ " 0.0 | \n",
+ " 5.772264e+05 | \n",
+ " 1.479632e+06 | \n",
+ " 4.537666e+05 | \n",
+ " 1.276004e+06 | \n",
+ " 1.507613e+04 | \n",
+ " 9.242085e+07 | \n",
+ " 8.673938e+06 | \n",
+ " 1.185118e+07 | \n",
"
\n",
" \n",
" | Climate change, short term | \n",
" kg CO2 eq (short) | \n",
- " -3.000551e+08 | \n",
- " 4.038013e+08 | \n",
- " 4.693903e+08 | \n",
- " 1.979799e+09 | \n",
- " 1.527701e+09 | \n",
- " 1.578620e+08 | \n",
- " 7.342906e+08 | \n",
- " 6.597483e+08 | \n",
- " 3.422696e+09 | \n",
- " 2.343798e+09 | \n",
- " ... | \n",
- " 2.424095e+05 | \n",
- " 0.0 | \n",
- " 6.040209e+05 | \n",
- " 1.494151e+06 | \n",
- " 4.415279e+05 | \n",
- " 1.285082e+06 | \n",
- " 1.572095e+04 | \n",
- " 9.551913e+07 | \n",
- " 6.522865e+06 | \n",
- " 1.159657e+07 | \n",
+ " -2.587726e+08 | \n",
+ " 2.517629e+08 | \n",
+ " 4.893406e+08 | \n",
+ " 2.023503e+09 | \n",
+ " 1.729976e+09 | \n",
+ " 1.750771e+08 | \n",
+ " 7.561337e+08 | \n",
+ " 7.019315e+08 | \n",
+ " 3.519327e+09 | \n",
+ " 2.584096e+09 | \n",
+ " ... | \n",
+ " 2.824565e+05 | \n",
+ " 0.0 | \n",
+ " 6.434052e+05 | \n",
+ " 1.597188e+06 | \n",
+ " 5.030938e+05 | \n",
+ " 1.403895e+06 | \n",
+ " 1.599505e+04 | \n",
+ " 1.004129e+08 | \n",
+ " 9.655311e+06 | \n",
+ " 1.289980e+07 | \n",
"
\n",
" \n",
" | Freshwater acidification | \n",
" PDF.m2.yr | \n",
- " 8.995439e+05 | \n",
- " 8.696668e+06 | \n",
- " 1.506581e+06 | \n",
- " 4.865473e+06 | \n",
- " 7.086374e+06 | \n",
- " 7.181152e+05 | \n",
- " 2.884115e+06 | \n",
- " 2.249769e+06 | \n",
- " 9.325099e+06 | \n",
- " 1.034966e+07 | \n",
- " ... | \n",
- " 1.390274e+03 | \n",
- " 0.0 | \n",
- " 1.970618e+03 | \n",
- " 5.260813e+03 | \n",
- " 2.237642e+03 | \n",
- " 5.232321e+03 | \n",
- " 3.368124e+01 | \n",
- " 2.062237e+05 | \n",
- " 7.181425e+04 | \n",
- " 7.444045e+04 | \n",
+ " 1.556065e+06 | \n",
+ " 9.584924e+06 | \n",
+ " 1.655930e+06 | \n",
+ " 5.218334e+06 | \n",
+ " 9.561417e+06 | \n",
+ " 9.185836e+05 | \n",
+ " 3.104874e+06 | \n",
+ " 2.728399e+06 | \n",
+ " 1.031085e+07 | \n",
+ " 1.299339e+07 | \n",
+ " ... | \n",
+ " 1.779343e+03 | \n",
+ " 0.0 | \n",
+ " 2.429423e+03 | \n",
+ " 6.375963e+03 | \n",
+ " 2.936454e+03 | \n",
+ " 6.621213e+03 | \n",
+ " 3.085282e+01 | \n",
+ " 2.569106e+05 | \n",
+ " 1.081823e+05 | \n",
+ " 8.688443e+04 | \n",
"
\n",
" \n",
" | kg SO2 eq | \n",
- " 1.062042e+00 | \n",
- " 1.033204e+01 | \n",
- " 1.833926e+00 | \n",
- " 5.926118e+00 | \n",
- " 8.523857e+00 | \n",
- " 8.639322e-01 | \n",
- " 3.510678e+00 | \n",
- " 2.688043e+00 | \n",
- " 1.134232e+01 | \n",
- " 1.247001e+01 | \n",
- " ... | \n",
- " 1.668846e-03 | \n",
- " 0.0 | \n",
- " 2.424691e-03 | \n",
- " 6.416853e-03 | \n",
- " 2.705232e-03 | \n",
- " 6.384892e-03 | \n",
- " 4.115982e-05 | \n",
- " 2.517431e-01 | \n",
- " 8.604218e-02 | \n",
- " 9.609541e-02 | \n",
+ " 1.844602e+00 | \n",
+ " 1.120697e+01 | \n",
+ " 2.011857e+00 | \n",
+ " 6.346771e+00 | \n",
+ " 1.143146e+01 | \n",
+ " 1.101066e+00 | \n",
+ " 3.773662e+00 | \n",
+ " 3.245802e+00 | \n",
+ " 1.252502e+01 | \n",
+ " 1.555985e+01 | \n",
+ " ... | \n",
+ " 2.132976e-03 | \n",
+ " 0.0 | \n",
+ " 2.957020e-03 | \n",
+ " 7.717958e-03 | \n",
+ " 3.531599e-03 | \n",
+ " 7.975038e-03 | \n",
+ " 3.779654e-05 | \n",
+ " 3.115138e-01 | \n",
+ " 1.295479e-01 | \n",
+ " 1.108718e-01 | \n",
"
\n",
" \n",
" | Freshwater ecotoxicity | \n",
" CTUe | \n",
- " 8.737802e+08 | \n",
- " 1.050793e+10 | \n",
- " 1.461331e+11 | \n",
- " 1.475779e+09 | \n",
- " 2.763931e+09 | \n",
- " 2.882313e+08 | \n",
- " 4.749434e+08 | \n",
- " 6.058081e+08 | \n",
- " 2.668293e+09 | \n",
- " 4.094117e+09 | \n",
- " ... | \n",
- " 6.546179e+05 | \n",
- " 0.0 | \n",
- " 5.838982e+05 | \n",
- " 2.314535e+06 | \n",
- " 9.298424e+05 | \n",
- " 1.407791e+06 | \n",
- " 2.034017e+04 | \n",
- " 6.898426e+07 | \n",
- " 5.532151e+07 | \n",
- " 1.845965e+07 | \n",
+ " 2.360293e+09 | \n",
+ " 1.049112e+10 | \n",
+ " 1.462886e+11 | \n",
+ " 1.625253e+09 | \n",
+ " 3.706496e+09 | \n",
+ " 3.920661e+08 | \n",
+ " 6.244908e+08 | \n",
+ " 7.596326e+08 | \n",
+ " 3.450429e+09 | \n",
+ " 4.989726e+09 | \n",
+ " ... | \n",
+ " 1.007303e+06 | \n",
+ " 0.0 | \n",
+ " 6.410907e+05 | \n",
+ " 2.829176e+06 | \n",
+ " 1.276102e+06 | \n",
+ " 1.963724e+06 | \n",
+ " 1.560590e+04 | \n",
+ " 9.268500e+07 | \n",
+ " 8.112931e+07 | \n",
+ " 2.524957e+07 | \n",
"
\n",
" \n",
" | Freshwater ecotoxicity, long term | \n",
" PDF.m2.yr | \n",
- " 3.885616e+05 | \n",
- " 4.882475e+06 | \n",
- " 8.060898e+07 | \n",
- " 6.534012e+05 | \n",
- " 1.242041e+06 | \n",
- " 1.289286e+05 | \n",
- " 2.046400e+05 | \n",
- " 2.741000e+05 | \n",
- " 1.092942e+06 | \n",
- " 1.794765e+06 | \n",
- " ... | \n",
- " 2.973515e+02 | \n",
- " 0.0 | \n",
- " 2.670885e+02 | \n",
- " 1.040934e+03 | \n",
- " 4.164414e+02 | \n",
- " 6.380965e+02 | \n",
- " 9.301031e+00 | \n",
- " 3.062759e+04 | \n",
- " 2.523088e+04 | \n",
- " 8.311101e+03 | \n",
+ " 1.065196e+06 | \n",
+ " 4.860368e+06 | \n",
+ " 8.068015e+07 | \n",
+ " 7.201738e+05 | \n",
+ " 1.673329e+06 | \n",
+ " 1.762884e+05 | \n",
+ " 2.727844e+05 | \n",
+ " 3.443598e+05 | \n",
+ " 1.449140e+06 | \n",
+ " 2.203646e+06 | \n",
+ " ... | \n",
+ " 4.593034e+02 | \n",
+ " 0.0 | \n",
+ " 2.926030e+02 | \n",
+ " 1.275318e+03 | \n",
+ " 5.745742e+02 | \n",
+ " 8.920816e+02 | \n",
+ " 7.104280e+00 | \n",
+ " 4.145286e+04 | \n",
+ " 3.698865e+04 | \n",
+ " 1.140632e+04 | \n",
"
\n",
" \n",
" | Freshwater ecotoxicity, short term | \n",
" PDF.m2.yr | \n",
- " 9.021886e+04 | \n",
- " 8.827588e+05 | \n",
- " 5.956043e+04 | \n",
- " 1.556219e+05 | \n",
- " 2.727947e+05 | \n",
- " 2.905576e+04 | \n",
- " 5.573534e+04 | \n",
- " 5.803573e+04 | \n",
- " 3.704036e+05 | \n",
- " 4.505765e+05 | \n",
- " ... | \n",
- " 6.140601e+01 | \n",
- " 0.0 | \n",
- " 5.320921e+01 | \n",
- " 2.280340e+02 | \n",
- " 9.318376e+01 | \n",
- " 1.336514e+02 | \n",
- " 1.847536e+00 | \n",
- " 7.189094e+03 | \n",
- " 5.083302e+03 | \n",
- " 1.806961e+03 | \n",
+ " 2.281202e+05 | \n",
+ " 8.956517e+05 | \n",
+ " 7.358756e+04 | \n",
+ " 1.707547e+05 | \n",
+ " 3.579865e+05 | \n",
+ " 3.859242e+04 | \n",
+ " 6.953581e+04 | \n",
+ " 7.206412e+04 | \n",
+ " 4.427795e+05 | \n",
+ " 5.324454e+05 | \n",
+ " ... | \n",
+ " 9.270791e+01 | \n",
+ " 0.0 | \n",
+ " 5.903380e+01 | \n",
+ " 2.756490e+02 | \n",
+ " 1.247846e+02 | \n",
+ " 1.842907e+02 | \n",
+ " 1.450156e+00 | \n",
+ " 9.350677e+03 | \n",
+ " 7.466999e+03 | \n",
+ " 2.432300e+03 | \n",
"
\n",
" \n",
" | Freshwater eutrophication | \n",
" PDF.m2.yr | \n",
- " 7.852808e+03 | \n",
- " 1.494920e+04 | \n",
- " 7.424780e+03 | \n",
- " 2.206594e+04 | \n",
- " 7.214262e+04 | \n",
- " 5.928578e+03 | \n",
- " 6.537942e+03 | \n",
- " 2.469827e+04 | \n",
- " 2.969779e+04 | \n",
- " 6.496045e+04 | \n",
- " ... | \n",
- " 1.389415e+01 | \n",
- " 0.0 | \n",
- " 3.004967e+00 | \n",
- " 5.531919e+01 | \n",
- " 3.251171e+01 | \n",
- " 1.893140e+01 | \n",
- " 1.206417e-01 | \n",
- " 3.039883e+03 | \n",
- " 5.985165e+02 | \n",
- " 3.523394e+02 | \n",
+ " 1.115464e+04 | \n",
+ " 2.223440e+04 | \n",
+ " 9.897209e+03 | \n",
+ " 2.903698e+04 | \n",
+ " 1.143398e+05 | \n",
+ " 9.254695e+03 | \n",
+ " 9.523902e+03 | \n",
+ " 3.316891e+04 | \n",
+ " 4.069799e+04 | \n",
+ " 1.031886e+05 | \n",
+ " ... | \n",
+ " 1.863138e+01 | \n",
+ " 0.0 | \n",
+ " 3.815521e+01 | \n",
+ " 8.710504e+01 | \n",
+ " 5.046604e+01 | \n",
+ " 4.123856e+01 | \n",
+ " 2.363969e-01 | \n",
+ " 5.387375e+03 | \n",
+ " 9.030088e+02 | \n",
+ " 5.876569e+02 | \n",
"
\n",
" \n",
" | kg PO4 P-lim eq | \n",
- " 6.888428e+02 | \n",
- " 1.311334e+03 | \n",
- " 6.512965e+02 | \n",
- " 1.935609e+03 | \n",
- " 6.328300e+03 | \n",
- " 5.200507e+02 | \n",
- " 5.735037e+02 | \n",
- " 2.166515e+03 | \n",
- " 2.605069e+03 | \n",
- " 5.698285e+03 | \n",
- " ... | \n",
- " 1.218785e+00 | \n",
- " 0.0 | \n",
- " 2.635936e-01 | \n",
- " 4.852560e+00 | \n",
- " 2.851905e+00 | \n",
- " 1.660649e+00 | \n",
- " 1.058261e-02 | \n",
- " 2.666564e+02 | \n",
- " 5.250145e+01 | \n",
- " 3.090696e+01 | \n",
+ " 9.784771e+02 | \n",
+ " 1.950386e+03 | \n",
+ " 8.681762e+02 | \n",
+ " 2.547103e+03 | \n",
+ " 1.002981e+04 | \n",
+ " 8.118153e+02 | \n",
+ " 8.354300e+02 | \n",
+ " 2.909553e+03 | \n",
+ " 3.569999e+03 | \n",
+ " 9.051630e+03 | \n",
+ " ... | \n",
+ " 1.634332e+00 | \n",
+ " 0.0 | \n",
+ " 3.346948e+00 | \n",
+ " 7.640793e+00 | \n",
+ " 4.426845e+00 | \n",
+ " 3.617418e+00 | \n",
+ " 2.073657e-02 | \n",
+ " 4.725768e+02 | \n",
+ " 7.921130e+01 | \n",
+ " 5.154886e+01 | \n",
"
\n",
" \n",
" | Human toxicity cancer | \n",
" CTUh | \n",
- " 2.379738e+00 | \n",
- " 5.516382e+00 | \n",
- " 6.550352e-01 | \n",
- " 1.519955e+00 | \n",
- " 2.865634e+00 | \n",
- " 3.521484e-01 | \n",
- " 5.385641e-01 | \n",
- " 5.775597e-01 | \n",
- " 2.757047e+00 | \n",
- " 3.523475e+00 | \n",
- " ... | \n",
- " 8.676629e-04 | \n",
- " 0.0 | \n",
- " 6.087407e-04 | \n",
- " 2.492083e-03 | \n",
- " 1.203257e-03 | \n",
- " 1.882894e-03 | \n",
- " 1.484511e-05 | \n",
- " 8.926860e-02 | \n",
- " 7.788514e-02 | \n",
- " 2.968163e-02 | \n",
+ " 4.358060e+00 | \n",
+ " 7.950365e+00 | \n",
+ " 8.144432e-01 | \n",
+ " 1.946395e+00 | \n",
+ " 4.235415e+00 | \n",
+ " 5.116889e-01 | \n",
+ " 7.674387e-01 | \n",
+ " 8.109122e-01 | \n",
+ " 3.945508e+00 | \n",
+ " 4.907152e+00 | \n",
+ " ... | \n",
+ " 1.204602e-03 | \n",
+ " 0.0 | \n",
+ " 8.001149e-04 | \n",
+ " 3.317484e-03 | \n",
+ " 1.714623e-03 | \n",
+ " 2.615539e-03 | \n",
+ " 1.354962e-05 | \n",
+ " 1.189051e-01 | \n",
+ " 1.197599e-01 | \n",
+ " 4.025158e-02 | \n",
"
\n",
" \n",
" | Human toxicity cancer, long term | \n",
" DALY | \n",
- " 1.437084e+01 | \n",
- " 3.044796e+01 | \n",
- " 3.230293e+00 | \n",
- " 7.337272e+00 | \n",
- " 1.316936e+01 | \n",
- " 1.673947e+00 | \n",
- " 2.690917e+00 | \n",
- " 2.699466e+00 | \n",
- " 1.366354e+01 | \n",
- " 1.654267e+01 | \n",
- " ... | \n",
- " 3.921352e-03 | \n",
- " 0.0 | \n",
- " 3.014758e-03 | \n",
- " 1.170576e-02 | \n",
- " 5.430033e-03 | \n",
- " 8.667337e-03 | \n",
- " 8.085384e-05 | \n",
- " 3.916644e-01 | \n",
- " 4.097176e-01 | \n",
- " 1.171159e-01 | \n",
+ " 2.909068e+01 | \n",
+ " 4.372847e+01 | \n",
+ " 4.417674e+00 | \n",
+ " 9.570568e+00 | \n",
+ " 1.935351e+01 | \n",
+ " 2.488498e+00 | \n",
+ " 3.920776e+00 | \n",
+ " 3.840245e+00 | \n",
+ " 2.027068e+01 | \n",
+ " 2.329081e+01 | \n",
+ " ... | \n",
+ " 5.701772e-03 | \n",
+ " 0.0 | \n",
+ " 3.956767e-03 | \n",
+ " 1.567905e-02 | \n",
+ " 7.916431e-03 | \n",
+ " 1.282254e-02 | \n",
+ " 7.281140e-05 | \n",
+ " 5.604398e-01 | \n",
+ " 6.279859e-01 | \n",
+ " 1.707388e-01 | \n",
"
\n",
" \n",
" | Human toxicity cancer, short term | \n",
" DALY | \n",
- " 1.299615e+01 | \n",
- " 3.299044e+01 | \n",
- " 4.302612e+00 | \n",
- " 1.014221e+01 | \n",
- " 1.978543e+01 | \n",
- " 2.375760e+00 | \n",
- " 3.502571e+00 | \n",
- " 3.942471e+00 | \n",
- " 1.804249e+01 | \n",
- " 2.397729e+01 | \n",
- " ... | \n",
- " 6.056772e-03 | \n",
- " 0.0 | \n",
- " 3.985760e-03 | \n",
- " 1.695319e-02 | \n",
- " 8.407426e-03 | \n",
- " 1.298594e-02 | \n",
- " 8.986497e-05 | \n",
- " 6.349244e-01 | \n",
- " 4.859615e-01 | \n",
- " 2.242228e-01 | \n",
+ " 2.102701e+01 | \n",
+ " 4.770074e+01 | \n",
+ " 4.948423e+00 | \n",
+ " 1.281298e+01 | \n",
+ " 2.935376e+01 | \n",
+ " 3.395924e+00 | \n",
+ " 4.904769e+00 | \n",
+ " 5.485246e+00 | \n",
+ " 2.510266e+01 | \n",
+ " 3.314144e+01 | \n",
+ " ... | \n",
+ " 8.151156e-03 | \n",
+ " 0.0 | \n",
+ " 5.244554e-03 | \n",
+ " 2.247201e-02 | \n",
+ " 1.180173e-02 | \n",
+ " 1.725615e-02 | \n",
+ " 8.300925e-05 | \n",
+ " 8.069684e-01 | \n",
+ " 7.492533e-01 | \n",
+ " 2.921543e-01 | \n",
"
\n",
" \n",
" | Human toxicity non cancer | \n",
" CTUh | \n",
- " 3.026387e+02 | \n",
- " 6.138944e+02 | \n",
- " 6.487586e+01 | \n",
- " 1.418017e+02 | \n",
- " 2.489676e+02 | \n",
- " 3.294559e+01 | \n",
- " 5.287142e+01 | \n",
- " 5.092640e+01 | \n",
- " 2.711590e+02 | \n",
- " 3.115046e+02 | \n",
- " ... | \n",
- " 7.424590e-02 | \n",
- " 0.0 | \n",
- " 6.041111e-02 | \n",
- " 2.289054e-01 | \n",
- " 1.053637e-01 | \n",
- " 1.724360e-01 | \n",
- " 1.539692e-03 | \n",
- " 7.872542e+00 | \n",
- " 8.280224e+00 | \n",
- " 2.316551e+00 | \n",
+ " 6.497744e+02 | \n",
+ " 8.995662e+02 | \n",
+ " 9.293609e+01 | \n",
+ " 1.896317e+02 | \n",
+ " 3.678195e+02 | \n",
+ " 4.966065e+01 | \n",
+ " 7.857009e+01 | \n",
+ " 7.436414e+01 | \n",
+ " 4.090255e+02 | \n",
+ " 4.495281e+02 | \n",
+ " ... | \n",
+ " 1.076687e-01 | \n",
+ " 0.0 | \n",
+ " 8.176223e-02 | \n",
+ " 3.143073e-01 | \n",
+ " 1.550244e-01 | \n",
+ " 2.600832e-01 | \n",
+ " 1.434975e-03 | \n",
+ " 1.143812e+01 | \n",
+ " 1.276855e+01 | \n",
+ " 3.404597e+00 | \n",
"
\n",
" \n",
" | Human toxicity non-cancer, long term | \n",
" DALY | \n",
- " 6.558423e+02 | \n",
- " 1.316378e+03 | \n",
- " 1.401414e+02 | \n",
- " 3.080634e+02 | \n",
- " 5.409281e+02 | \n",
- " 7.149317e+01 | \n",
- " 1.148558e+02 | \n",
- " 1.105879e+02 | \n",
- " 5.885713e+02 | \n",
- " 6.765351e+02 | \n",
- " ... | \n",
- " 1.617662e-01 | \n",
- " 0.0 | \n",
- " 1.306054e-01 | \n",
- " 4.975222e-01 | \n",
- " 2.289149e-01 | \n",
- " 3.736982e-01 | \n",
- " 3.333899e-03 | \n",
- " 1.704407e+01 | \n",
- " 1.794316e+01 | \n",
- " 5.025320e+00 | \n",
+ " 1.395752e+03 | \n",
+ " 1.934163e+03 | \n",
+ " 2.000460e+02 | \n",
+ " 4.111520e+02 | \n",
+ " 7.997843e+02 | \n",
+ " 1.077140e+02 | \n",
+ " 1.703928e+02 | \n",
+ " 1.612913e+02 | \n",
+ " 8.867278e+02 | \n",
+ " 9.753564e+02 | \n",
+ " ... | \n",
+ " 2.343058e-01 | \n",
+ " 0.0 | \n",
+ " 1.763292e-01 | \n",
+ " 6.797012e-01 | \n",
+ " 3.365416e-01 | \n",
+ " 5.626240e-01 | \n",
+ " 3.093528e-03 | \n",
+ " 2.471335e+01 | \n",
+ " 2.765975e+01 | \n",
+ " 7.382459e+00 | \n",
"
\n",
" \n",
" | Human toxicity non-cancer, short term | \n",
" DALY | \n",
- " 1.612822e+02 | \n",
- " 3.411365e+02 | \n",
- " 3.502338e+01 | \n",
- " 7.480129e+01 | \n",
- " 1.312845e+02 | \n",
- " 1.745993e+01 | \n",
- " 2.789700e+01 | \n",
- " 2.691334e+01 | \n",
- " 1.435579e+02 | \n",
- " 1.645272e+02 | \n",
- " ... | \n",
- " 3.869769e-02 | \n",
- " 0.0 | \n",
- " 3.250462e-02 | \n",
- " 1.205223e-01 | \n",
- " 5.556713e-02 | \n",
- " 9.187907e-02 | \n",
- " 8.232682e-04 | \n",
- " 4.211792e+00 | \n",
- " 4.413440e+00 | \n",
- " 1.229368e+00 | \n",
+ " 3.586386e+02 | \n",
+ " 4.946658e+02 | \n",
+ " 5.088144e+01 | \n",
+ " 1.008536e+02 | \n",
+ " 1.933284e+02 | \n",
+ " 2.636978e+01 | \n",
+ " 4.174646e+01 | \n",
+ " 3.949183e+01 | \n",
+ " 2.176409e+02 | \n",
+ " 2.383694e+02 | \n",
+ " ... | \n",
+ " 5.639965e-02 | \n",
+ " 0.0 | \n",
+ " 4.442887e-02 | \n",
+ " 1.689285e-01 | \n",
+ " 8.202432e-02 | \n",
+ " 1.396008e-01 | \n",
+ " 7.809041e-04 | \n",
+ " 6.169568e+00 | \n",
+ " 6.815343e+00 | \n",
+ " 1.809954e+00 | \n",
"
\n",
" \n",
" | Marine acidification, long term | \n",
" PDF.m2.yr | \n",
- " -1.157586e+07 | \n",
- " 1.117324e+08 | \n",
- " 6.401284e+07 | \n",
- " 2.788810e+08 | \n",
- " 1.919164e+08 | \n",
- " 1.976035e+07 | \n",
- " 1.052007e+08 | \n",
- " 9.057066e+07 | \n",
- " 4.918238e+08 | \n",
- " 3.149810e+08 | \n",
- " ... | \n",
- " 3.133340e+04 | \n",
- " 0.0 | \n",
- " 7.869955e+04 | \n",
- " 1.985771e+05 | \n",
- " 5.564937e+04 | \n",
- " 1.696010e+05 | \n",
- " 2.153159e+03 | \n",
- " 1.260575e+07 | \n",
- " 7.905090e+05 | \n",
- " 1.540141e+06 | \n",
+ " -7.170978e+06 | \n",
+ " 8.192967e+07 | \n",
+ " 6.594223e+07 | \n",
+ " 2.844856e+08 | \n",
+ " 2.136342e+08 | \n",
+ " 2.159930e+07 | \n",
+ " 1.076226e+08 | \n",
+ " 9.496355e+07 | \n",
+ " 5.028271e+08 | \n",
+ " 3.407449e+08 | \n",
+ " ... | \n",
+ " 3.589140e+04 | \n",
+ " 0.0 | \n",
+ " 8.107697e+04 | \n",
+ " 2.078270e+05 | \n",
+ " 6.170812e+04 | \n",
+ " 1.791820e+05 | \n",
+ " 2.179675e+03 | \n",
+ " 1.301994e+07 | \n",
+ " 1.166188e+06 | \n",
+ " 1.669542e+06 | \n",
"
\n",
" \n",
" | Marine acidification, short term | \n",
" PDF.m2.yr | \n",
- " -1.256712e+06 | \n",
- " 1.212847e+07 | \n",
- " 6.948726e+06 | \n",
- " 3.027318e+07 | \n",
- " 2.083288e+07 | \n",
- " 2.145021e+06 | \n",
- " 1.141978e+07 | \n",
- " 9.831651e+06 | \n",
- " 5.338861e+07 | \n",
- " 3.419183e+07 | \n",
- " ... | \n",
- " 3.401280e+03 | \n",
- " 0.0 | \n",
- " 8.542998e+03 | \n",
- " 2.155589e+04 | \n",
- " 6.040821e+03 | \n",
- " 1.841049e+04 | \n",
- " 2.337302e+02 | \n",
- " 1.368381e+06 | \n",
- " 8.580819e+04 | \n",
- " 1.671837e+05 | \n",
+ " -7.786269e+05 | \n",
+ " 8.893301e+06 | \n",
+ " 7.158158e+06 | \n",
+ " 3.088156e+07 | \n",
+ " 2.319034e+07 | \n",
+ " 2.344637e+06 | \n",
+ " 1.168267e+07 | \n",
+ " 1.030850e+07 | \n",
+ " 5.458300e+07 | \n",
+ " 3.698852e+07 | \n",
+ " ... | \n",
+ " 3.896047e+03 | \n",
+ " 0.0 | \n",
+ " 8.801067e+03 | \n",
+ " 2.255998e+04 | \n",
+ " 6.698492e+03 | \n",
+ " 1.945051e+04 | \n",
+ " 2.366087e+02 | \n",
+ " 1.413341e+06 | \n",
+ " 1.265873e+05 | \n",
+ " 1.812301e+05 | \n",
"
\n",
" \n",
" | Marine eutrophication | \n",
" PDF.m2.yr | \n",
- " 5.372681e+05 | \n",
- " 1.666209e+06 | \n",
- " 4.967376e+05 | \n",
- " 1.523653e+06 | \n",
- " 4.231319e+06 | \n",
- " 3.869741e+05 | \n",
- " 5.413958e+05 | \n",
- " 1.704935e+06 | \n",
- " 2.205385e+06 | \n",
- " 4.288147e+06 | \n",
- " ... | \n",
- " 8.371201e+02 | \n",
- " 0.0 | \n",
- " 3.717033e+02 | \n",
- " 3.092732e+03 | \n",
- " 1.498286e+03 | \n",
- " 2.038392e+03 | \n",
- " 1.045762e+01 | \n",
- " 1.399055e+05 | \n",
- " 3.612198e+04 | \n",
- " 3.265707e+04 | \n",
+ " 8.076754e+05 | \n",
+ " 2.264676e+06 | \n",
+ " 6.074679e+05 | \n",
+ " 1.767783e+06 | \n",
+ " 6.425504e+06 | \n",
+ " 5.666185e+05 | \n",
+ " 6.745775e+05 | \n",
+ " 2.169294e+06 | \n",
+ " 2.654141e+06 | \n",
+ " 6.143207e+06 | \n",
+ " ... | \n",
+ " 1.068312e+03 | \n",
+ " 0.0 | \n",
+ " 7.588272e+02 | \n",
+ " 4.069474e+03 | \n",
+ " 2.042996e+03 | \n",
+ " 2.791468e+03 | \n",
+ " 1.115940e+01 | \n",
+ " 1.874071e+05 | \n",
+ " 5.515236e+04 | \n",
+ " 4.079859e+04 | \n",
"
\n",
" \n",
" | kg N N-lim eq | \n",
- " 4.298145e+04 | \n",
- " 1.332968e+05 | \n",
- " 3.973901e+04 | \n",
- " 1.218922e+05 | \n",
- " 3.385055e+05 | \n",
- " 3.095793e+04 | \n",
- " 4.331167e+04 | \n",
- " 1.363948e+05 | \n",
- " 1.764308e+05 | \n",
- " 3.430518e+05 | \n",
- " ... | \n",
- " 6.696961e+01 | \n",
- " 0.0 | \n",
- " 2.973626e+01 | \n",
- " 2.474185e+02 | \n",
- " 1.198629e+02 | \n",
- " 1.630714e+02 | \n",
- " 8.366096e-01 | \n",
- " 1.119244e+04 | \n",
- " 2.889758e+03 | \n",
- " 2.612566e+03 | \n",
+ " 6.461404e+04 | \n",
+ " 1.811740e+05 | \n",
+ " 4.859743e+04 | \n",
+ " 1.414227e+05 | \n",
+ " 5.140403e+05 | \n",
+ " 4.532948e+04 | \n",
+ " 5.396620e+04 | \n",
+ " 1.735435e+05 | \n",
+ " 2.123313e+05 | \n",
+ " 4.914566e+05 | \n",
+ " ... | \n",
+ " 8.546499e+01 | \n",
+ " 0.0 | \n",
+ " 6.070617e+01 | \n",
+ " 3.255579e+02 | \n",
+ " 1.634396e+02 | \n",
+ " 2.233174e+02 | \n",
+ " 8.927521e-01 | \n",
+ " 1.499256e+04 | \n",
+ " 4.412189e+03 | \n",
+ " 3.263887e+03 | \n",
"
\n",
" \n",
" | Ozone Layer Depletion | \n",
@@ -6393,199 +6393,199 @@
"
\n",
" | Particulate matter formation | \n",
" DALY | \n",
- " 7.891706e+02 | \n",
- " 1.799730e+03 | \n",
- " 2.799233e+02 | \n",
- " 7.339196e+02 | \n",
- " 1.188575e+03 | \n",
- " 1.398357e+02 | \n",
- " 3.330686e+02 | \n",
- " 2.987868e+02 | \n",
- " 1.397746e+03 | \n",
- " 1.599949e+03 | \n",
- " ... | \n",
- " 3.589396e-01 | \n",
- " 0.0 | \n",
- " 2.734631e-01 | \n",
- " 1.100795e+00 | \n",
- " 4.557218e-01 | \n",
- " 8.599040e-01 | \n",
- " 6.427500e-03 | \n",
- " 4.453808e+01 | \n",
- " 2.549440e+01 | \n",
- " 1.120388e+01 | \n",
+ " 1.417108e+03 | \n",
+ " 2.478793e+03 | \n",
+ " 3.278797e+02 | \n",
+ " 8.680976e+02 | \n",
+ " 1.729493e+03 | \n",
+ " 1.974764e+02 | \n",
+ " 4.071754e+02 | \n",
+ " 3.943066e+02 | \n",
+ " 1.797289e+03 | \n",
+ " 2.161844e+03 | \n",
+ " ... | \n",
+ " 4.717727e-01 | \n",
+ " 0.0 | \n",
+ " 3.458545e-01 | \n",
+ " 1.333463e+00 | \n",
+ " 6.272858e-01 | \n",
+ " 1.177819e+00 | \n",
+ " 5.538718e-03 | \n",
+ " 5.779399e+01 | \n",
+ " 3.897950e+01 | \n",
+ " 1.473680e+01 | \n",
"
\n",
" \n",
" | kg PM2.5 eq | \n",
- " 6.576422e+05 | \n",
- " 1.499775e+06 | \n",
- " 2.332694e+05 | \n",
- " 6.115996e+05 | \n",
- " 9.904792e+05 | \n",
- " 1.165297e+05 | \n",
- " 2.775572e+05 | \n",
- " 2.489890e+05 | \n",
- " 1.164789e+06 | \n",
- " 1.333291e+06 | \n",
- " ... | \n",
- " 2.991164e+02 | \n",
- " 0.0 | \n",
- " 2.278859e+02 | \n",
- " 9.173292e+02 | \n",
- " 3.797682e+02 | \n",
- " 7.165867e+02 | \n",
- " 5.356250e+00 | \n",
- " 3.711506e+04 | \n",
- " 2.124533e+04 | \n",
- " 9.336570e+03 | \n",
+ " 1.180923e+06 | \n",
+ " 2.065661e+06 | \n",
+ " 2.732331e+05 | \n",
+ " 7.234146e+05 | \n",
+ " 1.441244e+06 | \n",
+ " 1.645636e+05 | \n",
+ " 3.393129e+05 | \n",
+ " 3.285888e+05 | \n",
+ " 1.497741e+06 | \n",
+ " 1.801537e+06 | \n",
+ " ... | \n",
+ " 3.931439e+02 | \n",
+ " 0.0 | \n",
+ " 2.882121e+02 | \n",
+ " 1.111219e+03 | \n",
+ " 5.227382e+02 | \n",
+ " 9.815162e+02 | \n",
+ " 4.615598e+00 | \n",
+ " 4.816166e+04 | \n",
+ " 3.248292e+04 | \n",
+ " 1.228067e+04 | \n",
"
\n",
" \n",
" | Photochemical oxidant formation | \n",
" DALY | \n",
- " 6.484545e-03 | \n",
- " 9.817989e-02 | \n",
- " 3.012423e-02 | \n",
- " 1.050732e-01 | \n",
- " 1.397337e-01 | \n",
- " 1.322879e-02 | \n",
- " 4.238050e-02 | \n",
- " 3.927399e-02 | \n",
- " 1.536377e-01 | \n",
- " 2.001703e-01 | \n",
- " ... | \n",
- " 2.449273e-05 | \n",
- " 0.0 | \n",
- " 4.729004e-05 | \n",
- " 1.560967e-04 | \n",
- " 4.561955e-05 | \n",
- " 1.190018e-04 | \n",
- " 7.670059e-07 | \n",
- " 4.728313e-03 | \n",
- " 9.993193e-04 | \n",
- " 2.594677e-03 | \n",
+ " 1.340659e-02 | \n",
+ " 5.618557e-02 | \n",
+ " 3.357137e-02 | \n",
+ " 1.101533e-01 | \n",
+ " 1.758491e-01 | \n",
+ " 1.614962e-02 | \n",
+ " 4.592734e-02 | \n",
+ " 4.677536e-02 | \n",
+ " 1.690041e-01 | \n",
+ " 2.437581e-01 | \n",
+ " ... | \n",
+ " 3.067263e-05 | \n",
+ " 0.0 | \n",
+ " 5.477823e-05 | \n",
+ " 1.419112e-04 | \n",
+ " 5.589883e-05 | \n",
+ " 1.344788e-04 | \n",
+ " 7.985901e-07 | \n",
+ " 5.599199e-03 | \n",
+ " 1.482932e-03 | \n",
+ " 2.802653e-03 | \n",
"
\n",
" \n",
" | kg NMVOC eq | \n",
- " 1.223386e+05 | \n",
- " 2.446956e+06 | \n",
- " 7.854569e+05 | \n",
- " 2.732349e+06 | \n",
- " 3.643917e+06 | \n",
- " 3.458594e+05 | \n",
- " 1.099445e+06 | \n",
- " 1.021653e+06 | \n",
- " 3.992059e+06 | \n",
- " 5.203486e+06 | \n",
- " ... | \n",
- " 6.374096e+02 | \n",
- " 0.0 | \n",
- " 1.238015e+03 | \n",
- " 4.048206e+03 | \n",
- " 1.188207e+03 | \n",
- " 3.096935e+03 | \n",
- " 2.007751e+01 | \n",
- " 1.244067e+05 | \n",
- " 2.599426e+04 | \n",
- " 6.691618e+04 | \n",
+ " 3.034159e+05 | \n",
+ " 1.385783e+06 | \n",
+ " 8.757742e+05 | \n",
+ " 2.865465e+06 | \n",
+ " 4.585230e+06 | \n",
+ " 4.221249e+05 | \n",
+ " 1.192021e+06 | \n",
+ " 1.217275e+06 | \n",
+ " 4.393053e+06 | \n",
+ " 6.339246e+06 | \n",
+ " ... | \n",
+ " 7.985808e+02 | \n",
+ " 0.0 | \n",
+ " 1.435933e+03 | \n",
+ " 3.695376e+03 | \n",
+ " 1.457495e+03 | \n",
+ " 3.508747e+03 | \n",
+ " 2.091110e+01 | \n",
+ " 1.472727e+05 | \n",
+ " 3.858241e+04 | \n",
+ " 7.237384e+04 | \n",
"
\n",
" \n",
" | Terrestrial acidification | \n",
" PDF.m2.yr | \n",
- " 6.692038e+06 | \n",
- " 6.074229e+07 | \n",
- " 1.061571e+07 | \n",
- " 3.403251e+07 | \n",
- " 5.410331e+07 | \n",
- " 5.312706e+06 | \n",
- " 1.935665e+07 | \n",
- " 1.760078e+07 | \n",
- " 6.387131e+07 | \n",
- " 7.528486e+07 | \n",
- " ... | \n",
- " 1.115471e+04 | \n",
- " 0.0 | \n",
- " 1.343039e+04 | \n",
- " 4.234760e+04 | \n",
- " 1.809646e+04 | \n",
- " 4.444079e+04 | \n",
- " 2.376820e+02 | \n",
- " 1.660070e+06 | \n",
- " 5.240459e+05 | \n",
- " 5.897214e+05 | \n",
+ " 1.148513e+07 | \n",
+ " 6.610814e+07 | \n",
+ " 1.187776e+07 | \n",
+ " 3.685442e+07 | \n",
+ " 7.495064e+07 | \n",
+ " 6.939566e+06 | \n",
+ " 2.110043e+07 | \n",
+ " 2.191695e+07 | \n",
+ " 7.127373e+07 | \n",
+ " 9.838243e+07 | \n",
+ " ... | \n",
+ " 1.433048e+04 | \n",
+ " 0.0 | \n",
+ " 1.830596e+04 | \n",
+ " 5.267320e+04 | \n",
+ " 2.405564e+04 | \n",
+ " 5.827215e+04 | \n",
+ " 2.271717e+02 | \n",
+ " 2.140232e+06 | \n",
+ " 7.907514e+05 | \n",
+ " 6.922559e+05 | \n",
"
\n",
" \n",
" | kg SO2 eq | \n",
- " 1.027530e+03 | \n",
- " 9.311935e+03 | \n",
- " 1.620791e+03 | \n",
- " 5.194973e+03 | \n",
- " 8.284858e+03 | \n",
- " 8.132341e+02 | \n",
- " 2.953333e+03 | \n",
- " 2.698689e+03 | \n",
- " 9.749296e+03 | \n",
- " 1.151904e+04 | \n",
- " ... | \n",
- " 1.709544e+00 | \n",
- " 0.0 | \n",
- " 2.045602e+00 | \n",
- " 6.474657e+00 | \n",
- " 2.770685e+00 | \n",
- " 6.798638e+00 | \n",
- " 3.626508e-02 | \n",
- " 2.537823e+02 | \n",
- " 8.025954e+01 | \n",
- " 8.933350e+01 | \n",
+ " 1.762233e+03 | \n",
+ " 1.016098e+04 | \n",
+ " 1.814514e+03 | \n",
+ " 5.627885e+03 | \n",
+ " 1.149110e+04 | \n",
+ " 1.063128e+03 | \n",
+ " 3.220847e+03 | \n",
+ " 3.363473e+03 | \n",
+ " 1.088309e+04 | \n",
+ " 1.507462e+04 | \n",
+ " ... | \n",
+ " 2.196781e+00 | \n",
+ " 0.0 | \n",
+ " 2.797461e+00 | \n",
+ " 8.064980e+00 | \n",
+ " 3.686422e+00 | \n",
+ " 8.934305e+00 | \n",
+ " 3.466792e-02 | \n",
+ " 3.276469e+02 | \n",
+ " 1.211190e+02 | \n",
+ " 1.050765e+02 | \n",
"
\n",
" \n",
" | Water use | \n",
" m3 | \n",
- " -4.993170e+06 | \n",
- " 2.215369e+06 | \n",
- " 6.789991e+06 | \n",
- " 3.294601e+07 | \n",
- " 3.891421e+07 | \n",
- " 3.880599e+06 | \n",
- " 3.089563e+07 | \n",
- " 1.313672e+07 | \n",
- " 8.381812e+07 | \n",
- " 6.527997e+07 | \n",
- " ... | \n",
- " 7.859638e+03 | \n",
- " 0.0 | \n",
- " 5.245332e+03 | \n",
- " 6.880782e+04 | \n",
- " 2.106076e+04 | \n",
+ " -4.993254e+06 | \n",
+ " 2.214906e+06 | \n",
+ " 6.790015e+06 | \n",
+ " 3.294592e+07 | \n",
+ " 3.891420e+07 | \n",
+ " 3.880598e+06 | \n",
+ " 3.089565e+07 | \n",
+ " 1.313677e+07 | \n",
+ " 8.381822e+07 | \n",
+ " 6.528035e+07 | \n",
+ " ... | \n",
+ " 7.859652e+03 | \n",
+ " 0.0 | \n",
+ " 5.245346e+03 | \n",
+ " 6.880790e+04 | \n",
+ " 2.106078e+04 | \n",
" 3.992633e+06 | \n",
- " 1.330247e+02 | \n",
- " 3.412857e+06 | \n",
- " 1.921276e+04 | \n",
+ " 1.330236e+02 | \n",
+ " 3.412856e+06 | \n",
+ " 1.921278e+04 | \n",
" 2.710984e+06 | \n",
"
\n",
" \n",
" | Energy use | \n",
" TJ | \n",
- " 4.168644e+02 | \n",
- " 1.306180e+04 | \n",
- " 5.378855e+03 | \n",
- " 2.349823e+04 | \n",
- " 2.224205e+04 | \n",
- " 2.198300e+03 | \n",
- " 7.625897e+03 | \n",
- " 6.585069e+03 | \n",
- " 3.656834e+04 | \n",
- " 3.503362e+04 | \n",
- " ... | \n",
- " 4.714300e+00 | \n",
- " 0.0 | \n",
- " 9.354426e+00 | \n",
- " 2.940725e+01 | \n",
- " 8.532941e+00 | \n",
- " 2.885848e+01 | \n",
- " 2.390883e-01 | \n",
- " 1.236426e+03 | \n",
- " 1.252477e+02 | \n",
- " 3.683126e+02 | \n",
+ " 1.201249e+03 | \n",
+ " 1.291641e+04 | \n",
+ " 6.082099e+03 | \n",
+ " 2.436694e+04 | \n",
+ " 2.653531e+04 | \n",
+ " 2.593945e+03 | \n",
+ " 8.134679e+03 | \n",
+ " 7.532804e+03 | \n",
+ " 3.882462e+04 | \n",
+ " 4.062399e+04 | \n",
+ " ... | \n",
+ " 5.477641e+00 | \n",
+ " 0.0 | \n",
+ " 1.027236e+01 | \n",
+ " 3.158774e+01 | \n",
+ " 9.904812e+00 | \n",
+ " 3.131037e+01 | \n",
+ " 2.432417e-01 | \n",
+ " 1.346158e+03 | \n",
+ " 1.855983e+02 | \n",
+ " 4.069269e+02 | \n",
"
\n",
" \n",
"\n",
@@ -6597,381 +6597,381 @@
" Changes in inventories \n",
" Changes in inventories, finished goods and goods in process \n",
"Impact category CF unit \n",
- "Climate change, ecosystem quality, long term PDF.m2.yr -6.149065e+07 \n",
- "Climate change, ecosystem quality, short term PDF.m2.yr -5.301917e+07 \n",
- "Climate change, human health, long term DALY -2.778471e+02 \n",
- "Climate change, human health, short term DALY -2.453044e+02 \n",
- "Climate change, long term kg CO2 eq (long) -1.974863e+08 \n",
- "Climate change, short term kg CO2 eq (short) -3.000551e+08 \n",
- "Freshwater acidification PDF.m2.yr 8.995439e+05 \n",
- " kg SO2 eq 1.062042e+00 \n",
- "Freshwater ecotoxicity CTUe 8.737802e+08 \n",
- "Freshwater ecotoxicity, long term PDF.m2.yr 3.885616e+05 \n",
- "Freshwater ecotoxicity, short term PDF.m2.yr 9.021886e+04 \n",
- "Freshwater eutrophication PDF.m2.yr 7.852808e+03 \n",
- " kg PO4 P-lim eq 6.888428e+02 \n",
- "Human toxicity cancer CTUh 2.379738e+00 \n",
- "Human toxicity cancer, long term DALY 1.437084e+01 \n",
- "Human toxicity cancer, short term DALY 1.299615e+01 \n",
- "Human toxicity non cancer CTUh 3.026387e+02 \n",
- "Human toxicity non-cancer, long term DALY 6.558423e+02 \n",
- "Human toxicity non-cancer, short term DALY 1.612822e+02 \n",
- "Marine acidification, long term PDF.m2.yr -1.157586e+07 \n",
- "Marine acidification, short term PDF.m2.yr -1.256712e+06 \n",
- "Marine eutrophication PDF.m2.yr 5.372681e+05 \n",
- " kg N N-lim eq 4.298145e+04 \n",
+ "Climate change, ecosystem quality, long term PDF.m2.yr -4.209568e+07 \n",
+ "Climate change, ecosystem quality, short term PDF.m2.yr -4.571604e+07 \n",
+ "Climate change, human health, long term DALY -1.896297e+02 \n",
+ "Climate change, human health, short term DALY -2.115562e+02 \n",
+ "Climate change, long term kg CO2 eq (long) -1.628683e+08 \n",
+ "Climate change, short term kg CO2 eq (short) -2.587726e+08 \n",
+ "Freshwater acidification PDF.m2.yr 1.556065e+06 \n",
+ " kg SO2 eq 1.844602e+00 \n",
+ "Freshwater ecotoxicity CTUe 2.360293e+09 \n",
+ "Freshwater ecotoxicity, long term PDF.m2.yr 1.065196e+06 \n",
+ "Freshwater ecotoxicity, short term PDF.m2.yr 2.281202e+05 \n",
+ "Freshwater eutrophication PDF.m2.yr 1.115464e+04 \n",
+ " kg PO4 P-lim eq 9.784771e+02 \n",
+ "Human toxicity cancer CTUh 4.358060e+00 \n",
+ "Human toxicity cancer, long term DALY 2.909068e+01 \n",
+ "Human toxicity cancer, short term DALY 2.102701e+01 \n",
+ "Human toxicity non cancer CTUh 6.497744e+02 \n",
+ "Human toxicity non-cancer, long term DALY 1.395752e+03 \n",
+ "Human toxicity non-cancer, short term DALY 3.586386e+02 \n",
+ "Marine acidification, long term PDF.m2.yr -7.170978e+06 \n",
+ "Marine acidification, short term PDF.m2.yr -7.786269e+05 \n",
+ "Marine eutrophication PDF.m2.yr 8.076754e+05 \n",
+ " kg N N-lim eq 6.461404e+04 \n",
"Ozone Layer Depletion kg CFC-11 eq 1.054461e-01 \n",
"Ozone layer depletion DALY 3.533398e-06 \n",
- "Particulate matter formation DALY 7.891706e+02 \n",
- " kg PM2.5 eq 6.576422e+05 \n",
- "Photochemical oxidant formation DALY 6.484545e-03 \n",
- " kg NMVOC eq 1.223386e+05 \n",
- "Terrestrial acidification PDF.m2.yr 6.692038e+06 \n",
- " kg SO2 eq 1.027530e+03 \n",
- "Water use m3 -4.993170e+06 \n",
- "Energy use TJ 4.168644e+02 \n",
+ "Particulate matter formation DALY 1.417108e+03 \n",
+ " kg PM2.5 eq 1.180923e+06 \n",
+ "Photochemical oxidant formation DALY 1.340659e-02 \n",
+ " kg NMVOC eq 3.034159e+05 \n",
+ "Terrestrial acidification PDF.m2.yr 1.148513e+07 \n",
+ " kg SO2 eq 1.762233e+03 \n",
+ "Water use m3 -4.993254e+06 \n",
+ "Energy use TJ 1.201249e+03 \n",
"\n",
" \\\n",
" \n",
" Changes in inventories, raw materials and goods purchased for resale \n",
"Impact category CF unit \n",
- "Climate change, ecosystem quality, long term PDF.m2.yr 4.620195e+08 \n",
- "Climate change, ecosystem quality, short term PDF.m2.yr 7.161025e+07 \n",
- "Climate change, human health, long term DALY 2.107641e+03 \n",
- "Climate change, human health, short term DALY 3.306061e+02 \n",
- "Climate change, long term kg CO2 eq (long) 5.954390e+08 \n",
- "Climate change, short term kg CO2 eq (short) 4.038013e+08 \n",
- "Freshwater acidification PDF.m2.yr 8.696668e+06 \n",
- " kg SO2 eq 1.033204e+01 \n",
- "Freshwater ecotoxicity CTUe 1.050793e+10 \n",
- "Freshwater ecotoxicity, long term PDF.m2.yr 4.882475e+06 \n",
- "Freshwater ecotoxicity, short term PDF.m2.yr 8.827588e+05 \n",
- "Freshwater eutrophication PDF.m2.yr 1.494920e+04 \n",
- " kg PO4 P-lim eq 1.311334e+03 \n",
- "Human toxicity cancer CTUh 5.516382e+00 \n",
- "Human toxicity cancer, long term DALY 3.044796e+01 \n",
- "Human toxicity cancer, short term DALY 3.299044e+01 \n",
- "Human toxicity non cancer CTUh 6.138944e+02 \n",
- "Human toxicity non-cancer, long term DALY 1.316378e+03 \n",
- "Human toxicity non-cancer, short term DALY 3.411365e+02 \n",
- "Marine acidification, long term PDF.m2.yr 1.117324e+08 \n",
- "Marine acidification, short term PDF.m2.yr 1.212847e+07 \n",
- "Marine eutrophication PDF.m2.yr 1.666209e+06 \n",
- " kg N N-lim eq 1.332968e+05 \n",
+ "Climate change, ecosystem quality, long term PDF.m2.yr 3.390746e+08 \n",
+ "Climate change, ecosystem quality, short term PDF.m2.yr 4.468365e+07 \n",
+ "Climate change, human health, long term DALY 1.547278e+03 \n",
+ "Climate change, human health, short term DALY 2.061728e+02 \n",
+ "Climate change, long term kg CO2 eq (long) 4.130033e+08 \n",
+ "Climate change, short term kg CO2 eq (short) 2.517629e+08 \n",
+ "Freshwater acidification PDF.m2.yr 9.584924e+06 \n",
+ " kg SO2 eq 1.120697e+01 \n",
+ "Freshwater ecotoxicity CTUe 1.049112e+10 \n",
+ "Freshwater ecotoxicity, long term PDF.m2.yr 4.860368e+06 \n",
+ "Freshwater ecotoxicity, short term PDF.m2.yr 8.956517e+05 \n",
+ "Freshwater eutrophication PDF.m2.yr 2.223440e+04 \n",
+ " kg PO4 P-lim eq 1.950386e+03 \n",
+ "Human toxicity cancer CTUh 7.950365e+00 \n",
+ "Human toxicity cancer, long term DALY 4.372847e+01 \n",
+ "Human toxicity cancer, short term DALY 4.770074e+01 \n",
+ "Human toxicity non cancer CTUh 8.995662e+02 \n",
+ "Human toxicity non-cancer, long term DALY 1.934163e+03 \n",
+ "Human toxicity non-cancer, short term DALY 4.946658e+02 \n",
+ "Marine acidification, long term PDF.m2.yr 8.192967e+07 \n",
+ "Marine acidification, short term PDF.m2.yr 8.893301e+06 \n",
+ "Marine eutrophication PDF.m2.yr 2.264676e+06 \n",
+ " kg N N-lim eq 1.811740e+05 \n",
"Ozone Layer Depletion kg CFC-11 eq 3.211597e-01 \n",
"Ozone layer depletion DALY 8.191332e-05 \n",
- "Particulate matter formation DALY 1.799730e+03 \n",
- " kg PM2.5 eq 1.499775e+06 \n",
- "Photochemical oxidant formation DALY 9.817989e-02 \n",
- " kg NMVOC eq 2.446956e+06 \n",
- "Terrestrial acidification PDF.m2.yr 6.074229e+07 \n",
- " kg SO2 eq 9.311935e+03 \n",
- "Water use m3 2.215369e+06 \n",
- "Energy use TJ 1.306180e+04 \n",
+ "Particulate matter formation DALY 2.478793e+03 \n",
+ " kg PM2.5 eq 2.065661e+06 \n",
+ "Photochemical oxidant formation DALY 5.618557e-02 \n",
+ " kg NMVOC eq 1.385783e+06 \n",
+ "Terrestrial acidification PDF.m2.yr 6.610814e+07 \n",
+ " kg SO2 eq 1.016098e+04 \n",
+ "Water use m3 2.214906e+06 \n",
+ "Energy use TJ 1.291641e+04 \n",
"\n",
" \\\n",
" Governments final consumption expenditure \n",
" Defence services \n",
"Impact category CF unit \n",
- "Climate change, ecosystem quality, long term PDF.m2.yr 2.676642e+08 \n",
- "Climate change, ecosystem quality, short term PDF.m2.yr 8.306462e+07 \n",
- "Climate change, human health, long term DALY 1.218521e+03 \n",
- "Climate change, human health, short term DALY 3.839098e+02 \n",
- "Climate change, long term kg CO2 eq (long) 4.435871e+08 \n",
- "Climate change, short term kg CO2 eq (short) 4.693903e+08 \n",
- "Freshwater acidification PDF.m2.yr 1.506581e+06 \n",
- " kg SO2 eq 1.833926e+00 \n",
- "Freshwater ecotoxicity CTUe 1.461331e+11 \n",
- "Freshwater ecotoxicity, long term PDF.m2.yr 8.060898e+07 \n",
- "Freshwater ecotoxicity, short term PDF.m2.yr 5.956043e+04 \n",
- "Freshwater eutrophication PDF.m2.yr 7.424780e+03 \n",
- " kg PO4 P-lim eq 6.512965e+02 \n",
- "Human toxicity cancer CTUh 6.550352e-01 \n",
- "Human toxicity cancer, long term DALY 3.230293e+00 \n",
- "Human toxicity cancer, short term DALY 4.302612e+00 \n",
- "Human toxicity non cancer CTUh 6.487586e+01 \n",
- "Human toxicity non-cancer, long term DALY 1.401414e+02 \n",
- "Human toxicity non-cancer, short term DALY 3.502338e+01 \n",
- "Marine acidification, long term PDF.m2.yr 6.401284e+07 \n",
- "Marine acidification, short term PDF.m2.yr 6.948726e+06 \n",
- "Marine eutrophication PDF.m2.yr 4.967376e+05 \n",
- " kg N N-lim eq 3.973901e+04 \n",
+ "Climate change, ecosystem quality, long term PDF.m2.yr 2.762254e+08 \n",
+ "Climate change, ecosystem quality, short term PDF.m2.yr 8.659342e+07 \n",
+ "Climate change, human health, long term DALY 1.257444e+03 \n",
+ "Climate change, human health, short term DALY 4.002201e+02 \n",
+ "Climate change, long term kg CO2 eq (long) 4.594262e+08 \n",
+ "Climate change, short term kg CO2 eq (short) 4.893406e+08 \n",
+ "Freshwater acidification PDF.m2.yr 1.655930e+06 \n",
+ " kg SO2 eq 2.011857e+00 \n",
+ "Freshwater ecotoxicity CTUe 1.462886e+11 \n",
+ "Freshwater ecotoxicity, long term PDF.m2.yr 8.068015e+07 \n",
+ "Freshwater ecotoxicity, short term PDF.m2.yr 7.358756e+04 \n",
+ "Freshwater eutrophication PDF.m2.yr 9.897209e+03 \n",
+ " kg PO4 P-lim eq 8.681762e+02 \n",
+ "Human toxicity cancer CTUh 8.144432e-01 \n",
+ "Human toxicity cancer, long term DALY 4.417674e+00 \n",
+ "Human toxicity cancer, short term DALY 4.948423e+00 \n",
+ "Human toxicity non cancer CTUh 9.293609e+01 \n",
+ "Human toxicity non-cancer, long term DALY 2.000460e+02 \n",
+ "Human toxicity non-cancer, short term DALY 5.088144e+01 \n",
+ "Marine acidification, long term PDF.m2.yr 6.594223e+07 \n",
+ "Marine acidification, short term PDF.m2.yr 7.158158e+06 \n",
+ "Marine eutrophication PDF.m2.yr 6.074679e+05 \n",
+ " kg N N-lim eq 4.859743e+04 \n",
"Ozone Layer Depletion kg CFC-11 eq 8.902896e-02 \n",
"Ozone layer depletion DALY 3.485248e-06 \n",
- "Particulate matter formation DALY 2.799233e+02 \n",
- " kg PM2.5 eq 2.332694e+05 \n",
- "Photochemical oxidant formation DALY 3.012423e-02 \n",
- " kg NMVOC eq 7.854569e+05 \n",
- "Terrestrial acidification PDF.m2.yr 1.061571e+07 \n",
- " kg SO2 eq 1.620791e+03 \n",
- "Water use m3 6.789991e+06 \n",
- "Energy use TJ 5.378855e+03 \n",
+ "Particulate matter formation DALY 3.278797e+02 \n",
+ " kg PM2.5 eq 2.732331e+05 \n",
+ "Photochemical oxidant formation DALY 3.357137e-02 \n",
+ " kg NMVOC eq 8.757742e+05 \n",
+ "Terrestrial acidification PDF.m2.yr 1.187776e+07 \n",
+ " kg SO2 eq 1.814514e+03 \n",
+ "Water use m3 6.790015e+06 \n",
+ "Energy use TJ 6.082099e+03 \n",
"\n",
" \\\n",
" \n",
" Educational services \n",
"Impact category CF unit \n",
- "Climate change, ecosystem quality, long term PDF.m2.yr 1.164255e+09 \n",
- "Climate change, ecosystem quality, short term PDF.m2.yr 3.503730e+08 \n",
- "Climate change, human health, long term DALY 5.300840e+03 \n",
- "Climate change, human health, short term DALY 1.619330e+03 \n",
- "Climate change, long term kg CO2 eq (long) 1.905493e+09 \n",
- "Climate change, short term kg CO2 eq (short) 1.979799e+09 \n",
- "Freshwater acidification PDF.m2.yr 4.865473e+06 \n",
- " kg SO2 eq 5.926118e+00 \n",
- "Freshwater ecotoxicity CTUe 1.475779e+09 \n",
- "Freshwater ecotoxicity, long term PDF.m2.yr 6.534012e+05 \n",
- "Freshwater ecotoxicity, short term PDF.m2.yr 1.556219e+05 \n",
- "Freshwater eutrophication PDF.m2.yr 2.206594e+04 \n",
- " kg PO4 P-lim eq 1.935609e+03 \n",
- "Human toxicity cancer CTUh 1.519955e+00 \n",
- "Human toxicity cancer, long term DALY 7.337272e+00 \n",
- "Human toxicity cancer, short term DALY 1.014221e+01 \n",
- "Human toxicity non cancer CTUh 1.418017e+02 \n",
- "Human toxicity non-cancer, long term DALY 3.080634e+02 \n",
- "Human toxicity non-cancer, short term DALY 7.480129e+01 \n",
- "Marine acidification, long term PDF.m2.yr 2.788810e+08 \n",
- "Marine acidification, short term PDF.m2.yr 3.027318e+07 \n",
- "Marine eutrophication PDF.m2.yr 1.523653e+06 \n",
- " kg N N-lim eq 1.218922e+05 \n",
+ "Climate change, ecosystem quality, long term PDF.m2.yr 1.185964e+09 \n",
+ "Climate change, ecosystem quality, short term PDF.m2.yr 3.581052e+08 \n",
+ "Climate change, human health, long term DALY 5.399611e+03 \n",
+ "Climate change, human health, short term DALY 1.655068e+03 \n",
+ "Climate change, long term kg CO2 eq (long) 1.943427e+09 \n",
+ "Climate change, short term kg CO2 eq (short) 2.023503e+09 \n",
+ "Freshwater acidification PDF.m2.yr 5.218334e+06 \n",
+ " kg SO2 eq 6.346771e+00 \n",
+ "Freshwater ecotoxicity CTUe 1.625253e+09 \n",
+ "Freshwater ecotoxicity, long term PDF.m2.yr 7.201738e+05 \n",
+ "Freshwater ecotoxicity, short term PDF.m2.yr 1.707547e+05 \n",
+ "Freshwater eutrophication PDF.m2.yr 2.903698e+04 \n",
+ " kg PO4 P-lim eq 2.547103e+03 \n",
+ "Human toxicity cancer CTUh 1.946395e+00 \n",
+ "Human toxicity cancer, long term DALY 9.570568e+00 \n",
+ "Human toxicity cancer, short term DALY 1.281298e+01 \n",
+ "Human toxicity non cancer CTUh 1.896317e+02 \n",
+ "Human toxicity non-cancer, long term DALY 4.111520e+02 \n",
+ "Human toxicity non-cancer, short term DALY 1.008536e+02 \n",
+ "Marine acidification, long term PDF.m2.yr 2.844856e+08 \n",
+ "Marine acidification, short term PDF.m2.yr 3.088156e+07 \n",
+ "Marine eutrophication PDF.m2.yr 1.767783e+06 \n",
+ " kg N N-lim eq 1.414227e+05 \n",
"Ozone Layer Depletion kg CFC-11 eq 2.985154e-01 \n",
"Ozone layer depletion DALY 1.425168e-05 \n",
- "Particulate matter formation DALY 7.339196e+02 \n",
- " kg PM2.5 eq 6.115996e+05 \n",
- "Photochemical oxidant formation DALY 1.050732e-01 \n",
- " kg NMVOC eq 2.732349e+06 \n",
- "Terrestrial acidification PDF.m2.yr 3.403251e+07 \n",
- " kg SO2 eq 5.194973e+03 \n",
- "Water use m3 3.294601e+07 \n",
- "Energy use TJ 2.349823e+04 \n",
+ "Particulate matter formation DALY 8.680976e+02 \n",
+ " kg PM2.5 eq 7.234146e+05 \n",
+ "Photochemical oxidant formation DALY 1.101533e-01 \n",
+ " kg NMVOC eq 2.865465e+06 \n",
+ "Terrestrial acidification PDF.m2.yr 3.685442e+07 \n",
+ " kg SO2 eq 5.627885e+03 \n",
+ "Water use m3 3.294592e+07 \n",
+ "Energy use TJ 2.436694e+04 \n",
"\n",
" \\\n",
" \n",
" Hospitals \n",
"Impact category CF unit \n",
- "Climate change, ecosystem quality, long term PDF.m2.yr 8.183721e+08 \n",
- "Climate change, ecosystem quality, short term PDF.m2.yr 2.703057e+08 \n",
- "Climate change, human health, long term DALY 3.724566e+03 \n",
- "Climate change, human health, short term DALY 1.249437e+03 \n",
- "Climate change, long term kg CO2 eq (long) 1.405633e+09 \n",
- "Climate change, short term kg CO2 eq (short) 1.527701e+09 \n",
- "Freshwater acidification PDF.m2.yr 7.086374e+06 \n",
- " kg SO2 eq 8.523857e+00 \n",
- "Freshwater ecotoxicity CTUe 2.763931e+09 \n",
- "Freshwater ecotoxicity, long term PDF.m2.yr 1.242041e+06 \n",
- "Freshwater ecotoxicity, short term PDF.m2.yr 2.727947e+05 \n",
- "Freshwater eutrophication PDF.m2.yr 7.214262e+04 \n",
- " kg PO4 P-lim eq 6.328300e+03 \n",
- "Human toxicity cancer CTUh 2.865634e+00 \n",
- "Human toxicity cancer, long term DALY 1.316936e+01 \n",
- "Human toxicity cancer, short term DALY 1.978543e+01 \n",
- "Human toxicity non cancer CTUh 2.489676e+02 \n",
- "Human toxicity non-cancer, long term DALY 5.409281e+02 \n",
- "Human toxicity non-cancer, short term DALY 1.312845e+02 \n",
- "Marine acidification, long term PDF.m2.yr 1.919164e+08 \n",
- "Marine acidification, short term PDF.m2.yr 2.083288e+07 \n",
- "Marine eutrophication PDF.m2.yr 4.231319e+06 \n",
- " kg N N-lim eq 3.385055e+05 \n",
+ "Climate change, ecosystem quality, long term PDF.m2.yr 9.148444e+08 \n",
+ "Climate change, ecosystem quality, short term PDF.m2.yr 3.060891e+08 \n",
+ "Climate change, human health, long term DALY 4.163398e+03 \n",
+ "Climate change, human health, short term DALY 1.414837e+03 \n",
+ "Climate change, long term kg CO2 eq (long) 1.578288e+09 \n",
+ "Climate change, short term kg CO2 eq (short) 1.729976e+09 \n",
+ "Freshwater acidification PDF.m2.yr 9.561417e+06 \n",
+ " kg SO2 eq 1.143146e+01 \n",
+ "Freshwater ecotoxicity CTUe 3.706496e+09 \n",
+ "Freshwater ecotoxicity, long term PDF.m2.yr 1.673329e+06 \n",
+ "Freshwater ecotoxicity, short term PDF.m2.yr 3.579865e+05 \n",
+ "Freshwater eutrophication PDF.m2.yr 1.143398e+05 \n",
+ " kg PO4 P-lim eq 1.002981e+04 \n",
+ "Human toxicity cancer CTUh 4.235415e+00 \n",
+ "Human toxicity cancer, long term DALY 1.935351e+01 \n",
+ "Human toxicity cancer, short term DALY 2.935376e+01 \n",
+ "Human toxicity non cancer CTUh 3.678195e+02 \n",
+ "Human toxicity non-cancer, long term DALY 7.997843e+02 \n",
+ "Human toxicity non-cancer, short term DALY 1.933284e+02 \n",
+ "Marine acidification, long term PDF.m2.yr 2.136342e+08 \n",
+ "Marine acidification, short term PDF.m2.yr 2.319034e+07 \n",
+ "Marine eutrophication PDF.m2.yr 6.425504e+06 \n",
+ " kg N N-lim eq 5.140403e+05 \n",
"Ozone Layer Depletion kg CFC-11 eq 5.412622e-01 \n",
"Ozone layer depletion DALY 2.229780e-05 \n",
- "Particulate matter formation DALY 1.188575e+03 \n",
- " kg PM2.5 eq 9.904792e+05 \n",
- "Photochemical oxidant formation DALY 1.397337e-01 \n",
- " kg NMVOC eq 3.643917e+06 \n",
- "Terrestrial acidification PDF.m2.yr 5.410331e+07 \n",
- " kg SO2 eq 8.284858e+03 \n",
- "Water use m3 3.891421e+07 \n",
- "Energy use TJ 2.224205e+04 \n",
+ "Particulate matter formation DALY 1.729493e+03 \n",
+ " kg PM2.5 eq 1.441244e+06 \n",
+ "Photochemical oxidant formation DALY 1.758491e-01 \n",
+ " kg NMVOC eq 4.585230e+06 \n",
+ "Terrestrial acidification PDF.m2.yr 7.495064e+07 \n",
+ " kg SO2 eq 1.149110e+04 \n",
+ "Water use m3 3.891420e+07 \n",
+ "Energy use TJ 2.653531e+04 \n",
"\n",
" \\\n",
" \n",
" Nursing and residential care facilities \n",
"Impact category CF unit \n",
- "Climate change, ecosystem quality, long term PDF.m2.yr 8.397033e+07 \n",
- "Climate change, ecosystem quality, short term PDF.m2.yr 2.793127e+07 \n",
- "Climate change, human health, long term DALY 3.821534e+02 \n",
- "Climate change, human health, short term DALY 1.291065e+02 \n",
- "Climate change, long term kg CO2 eq (long) 1.444962e+08 \n",
- "Climate change, short term kg CO2 eq (short) 1.578620e+08 \n",
- "Freshwater acidification PDF.m2.yr 7.181152e+05 \n",
- " kg SO2 eq 8.639322e-01 \n",
- "Freshwater ecotoxicity CTUe 2.882313e+08 \n",
- "Freshwater ecotoxicity, long term PDF.m2.yr 1.289286e+05 \n",
- "Freshwater ecotoxicity, short term PDF.m2.yr 2.905576e+04 \n",
- "Freshwater eutrophication PDF.m2.yr 5.928578e+03 \n",
- " kg PO4 P-lim eq 5.200507e+02 \n",
- "Human toxicity cancer CTUh 3.521484e-01 \n",
- "Human toxicity cancer, long term DALY 1.673947e+00 \n",
- "Human toxicity cancer, short term DALY 2.375760e+00 \n",
- "Human toxicity non cancer CTUh 3.294559e+01 \n",
- "Human toxicity non-cancer, long term DALY 7.149317e+01 \n",
- "Human toxicity non-cancer, short term DALY 1.745993e+01 \n",
- "Marine acidification, long term PDF.m2.yr 1.976035e+07 \n",
- "Marine acidification, short term PDF.m2.yr 2.145021e+06 \n",
- "Marine eutrophication PDF.m2.yr 3.869741e+05 \n",
- " kg N N-lim eq 3.095793e+04 \n",
+ "Climate change, ecosystem quality, long term PDF.m2.yr 9.206054e+07 \n",
+ "Climate change, ecosystem quality, short term PDF.m2.yr 3.097664e+07 \n",
+ "Climate change, human health, long term DALY 4.189515e+02 \n",
+ "Climate change, human health, short term DALY 1.431826e+02 \n",
+ "Climate change, long term kg CO2 eq (long) 1.590306e+08 \n",
+ "Climate change, short term kg CO2 eq (short) 1.750771e+08 \n",
+ "Freshwater acidification PDF.m2.yr 9.185836e+05 \n",
+ " kg SO2 eq 1.101066e+00 \n",
+ "Freshwater ecotoxicity CTUe 3.920661e+08 \n",
+ "Freshwater ecotoxicity, long term PDF.m2.yr 1.762884e+05 \n",
+ "Freshwater ecotoxicity, short term PDF.m2.yr 3.859242e+04 \n",
+ "Freshwater eutrophication PDF.m2.yr 9.254695e+03 \n",
+ " kg PO4 P-lim eq 8.118153e+02 \n",
+ "Human toxicity cancer CTUh 5.116889e-01 \n",
+ "Human toxicity cancer, long term DALY 2.488498e+00 \n",
+ "Human toxicity cancer, short term DALY 3.395924e+00 \n",
+ "Human toxicity non cancer CTUh 4.966065e+01 \n",
+ "Human toxicity non-cancer, long term DALY 1.077140e+02 \n",
+ "Human toxicity non-cancer, short term DALY 2.636978e+01 \n",
+ "Marine acidification, long term PDF.m2.yr 2.159930e+07 \n",
+ "Marine acidification, short term PDF.m2.yr 2.344637e+06 \n",
+ "Marine eutrophication PDF.m2.yr 5.666185e+05 \n",
+ " kg N N-lim eq 4.532948e+04 \n",
"Ozone Layer Depletion kg CFC-11 eq 7.201178e-02 \n",
"Ozone layer depletion DALY 2.394140e-06 \n",
- "Particulate matter formation DALY 1.398357e+02 \n",
- " kg PM2.5 eq 1.165297e+05 \n",
- "Photochemical oxidant formation DALY 1.322879e-02 \n",
- " kg NMVOC eq 3.458594e+05 \n",
- "Terrestrial acidification PDF.m2.yr 5.312706e+06 \n",
- " kg SO2 eq 8.132341e+02 \n",
- "Water use m3 3.880599e+06 \n",
- "Energy use TJ 2.198300e+03 \n",
+ "Particulate matter formation DALY 1.974764e+02 \n",
+ " kg PM2.5 eq 1.645636e+05 \n",
+ "Photochemical oxidant formation DALY 1.614962e-02 \n",
+ " kg NMVOC eq 4.221249e+05 \n",
+ "Terrestrial acidification PDF.m2.yr 6.939566e+06 \n",
+ " kg SO2 eq 1.063128e+03 \n",
+ "Water use m3 3.880598e+06 \n",
+ "Energy use TJ 2.593945e+03 \n",
"\n",
" \\\n",
" \n",
" Other aboriginal government services \n",
"Impact category CF unit \n",
- "Climate change, ecosystem quality, long term PDF.m2.yr 4.379972e+08 \n",
- "Climate change, ecosystem quality, short term PDF.m2.yr 1.299539e+08 \n",
- "Climate change, human health, long term DALY 1.994306e+03 \n",
- "Climate change, human health, short term DALY 6.006104e+02 \n",
- "Climate change, long term kg CO2 eq (long) 7.136107e+08 \n",
- "Climate change, short term kg CO2 eq (short) 7.342906e+08 \n",
- "Freshwater acidification PDF.m2.yr 2.884115e+06 \n",
- " kg SO2 eq 3.510678e+00 \n",
- "Freshwater ecotoxicity CTUe 4.749434e+08 \n",
- "Freshwater ecotoxicity, long term PDF.m2.yr 2.046400e+05 \n",
- "Freshwater ecotoxicity, short term PDF.m2.yr 5.573534e+04 \n",
- "Freshwater eutrophication PDF.m2.yr 6.537942e+03 \n",
- " kg PO4 P-lim eq 5.735037e+02 \n",
- "Human toxicity cancer CTUh 5.385641e-01 \n",
- "Human toxicity cancer, long term DALY 2.690917e+00 \n",
- "Human toxicity cancer, short term DALY 3.502571e+00 \n",
- "Human toxicity non cancer CTUh 5.287142e+01 \n",
- "Human toxicity non-cancer, long term DALY 1.148558e+02 \n",
- "Human toxicity non-cancer, short term DALY 2.789700e+01 \n",
- "Marine acidification, long term PDF.m2.yr 1.052007e+08 \n",
- "Marine acidification, short term PDF.m2.yr 1.141978e+07 \n",
- "Marine eutrophication PDF.m2.yr 5.413958e+05 \n",
- " kg N N-lim eq 4.331167e+04 \n",
+ "Climate change, ecosystem quality, long term PDF.m2.yr 4.485170e+08 \n",
+ "Climate change, ecosystem quality, short term PDF.m2.yr 1.338181e+08 \n",
+ "Climate change, human health, long term DALY 2.042161e+03 \n",
+ "Climate change, human health, short term DALY 6.184707e+02 \n",
+ "Climate change, long term kg CO2 eq (long) 7.322385e+08 \n",
+ "Climate change, short term kg CO2 eq (short) 7.561337e+08 \n",
+ "Freshwater acidification PDF.m2.yr 3.104874e+06 \n",
+ " kg SO2 eq 3.773662e+00 \n",
+ "Freshwater ecotoxicity CTUe 6.244908e+08 \n",
+ "Freshwater ecotoxicity, long term PDF.m2.yr 2.727844e+05 \n",
+ "Freshwater ecotoxicity, short term PDF.m2.yr 6.953581e+04 \n",
+ "Freshwater eutrophication PDF.m2.yr 9.523902e+03 \n",
+ " kg PO4 P-lim eq 8.354300e+02 \n",
+ "Human toxicity cancer CTUh 7.674387e-01 \n",
+ "Human toxicity cancer, long term DALY 3.920776e+00 \n",
+ "Human toxicity cancer, short term DALY 4.904769e+00 \n",
+ "Human toxicity non cancer CTUh 7.857009e+01 \n",
+ "Human toxicity non-cancer, long term DALY 1.703928e+02 \n",
+ "Human toxicity non-cancer, short term DALY 4.174646e+01 \n",
+ "Marine acidification, long term PDF.m2.yr 1.076226e+08 \n",
+ "Marine acidification, short term PDF.m2.yr 1.168267e+07 \n",
+ "Marine eutrophication PDF.m2.yr 6.745775e+05 \n",
+ " kg N N-lim eq 5.396620e+04 \n",
"Ozone Layer Depletion kg CFC-11 eq 9.407275e-02 \n",
"Ozone layer depletion DALY 3.869697e-06 \n",
- "Particulate matter formation DALY 3.330686e+02 \n",
- " kg PM2.5 eq 2.775572e+05 \n",
- "Photochemical oxidant formation DALY 4.238050e-02 \n",
- " kg NMVOC eq 1.099445e+06 \n",
- "Terrestrial acidification PDF.m2.yr 1.935665e+07 \n",
- " kg SO2 eq 2.953333e+03 \n",
- "Water use m3 3.089563e+07 \n",
- "Energy use TJ 7.625897e+03 \n",
+ "Particulate matter formation DALY 4.071754e+02 \n",
+ " kg PM2.5 eq 3.393129e+05 \n",
+ "Photochemical oxidant formation DALY 4.592734e-02 \n",
+ " kg NMVOC eq 1.192021e+06 \n",
+ "Terrestrial acidification PDF.m2.yr 2.110043e+07 \n",
+ " kg SO2 eq 3.220847e+03 \n",
+ "Water use m3 3.089565e+07 \n",
+ "Energy use TJ 8.134679e+03 \n",
"\n",
" \\\n",
" \n",
" Other federal government services (except defence) \n",
"Impact category CF unit \n",
- "Climate change, ecosystem quality, long term PDF.m2.yr 3.806524e+08 \n",
- "Climate change, ecosystem quality, short term PDF.m2.yr 1.167517e+08 \n",
- "Climate change, human health, long term DALY 1.732965e+03 \n",
- "Climate change, human health, short term DALY 5.396255e+02 \n",
- "Climate change, long term kg CO2 eq (long) 6.317175e+08 \n",
- "Climate change, short term kg CO2 eq (short) 6.597483e+08 \n",
- "Freshwater acidification PDF.m2.yr 2.249769e+06 \n",
- " kg SO2 eq 2.688043e+00 \n",
- "Freshwater ecotoxicity CTUe 6.058081e+08 \n",
- "Freshwater ecotoxicity, long term PDF.m2.yr 2.741000e+05 \n",
- "Freshwater ecotoxicity, short term PDF.m2.yr 5.803573e+04 \n",
- "Freshwater eutrophication PDF.m2.yr 2.469827e+04 \n",
- " kg PO4 P-lim eq 2.166515e+03 \n",
- "Human toxicity cancer CTUh 5.775597e-01 \n",
- "Human toxicity cancer, long term DALY 2.699466e+00 \n",
- "Human toxicity cancer, short term DALY 3.942471e+00 \n",
- "Human toxicity non cancer CTUh 5.092640e+01 \n",
- "Human toxicity non-cancer, long term DALY 1.105879e+02 \n",
- "Human toxicity non-cancer, short term DALY 2.691334e+01 \n",
- "Marine acidification, long term PDF.m2.yr 9.057066e+07 \n",
- "Marine acidification, short term PDF.m2.yr 9.831651e+06 \n",
- "Marine eutrophication PDF.m2.yr 1.704935e+06 \n",
- " kg N N-lim eq 1.363948e+05 \n",
+ "Climate change, ecosystem quality, long term PDF.m2.yr 4.002294e+08 \n",
+ "Climate change, ecosystem quality, short term PDF.m2.yr 1.242137e+08 \n",
+ "Climate change, human health, long term DALY 1.822004e+03 \n",
+ "Climate change, human health, short term DALY 5.741182e+02 \n",
+ "Climate change, long term kg CO2 eq (long) 6.672529e+08 \n",
+ "Climate change, short term kg CO2 eq (short) 7.019315e+08 \n",
+ "Freshwater acidification PDF.m2.yr 2.728399e+06 \n",
+ " kg SO2 eq 3.245802e+00 \n",
+ "Freshwater ecotoxicity CTUe 7.596326e+08 \n",
+ "Freshwater ecotoxicity, long term PDF.m2.yr 3.443598e+05 \n",
+ "Freshwater ecotoxicity, short term PDF.m2.yr 7.206412e+04 \n",
+ "Freshwater eutrophication PDF.m2.yr 3.316891e+04 \n",
+ " kg PO4 P-lim eq 2.909553e+03 \n",
+ "Human toxicity cancer CTUh 8.109122e-01 \n",
+ "Human toxicity cancer, long term DALY 3.840245e+00 \n",
+ "Human toxicity cancer, short term DALY 5.485246e+00 \n",
+ "Human toxicity non cancer CTUh 7.436414e+01 \n",
+ "Human toxicity non-cancer, long term DALY 1.612913e+02 \n",
+ "Human toxicity non-cancer, short term DALY 3.949183e+01 \n",
+ "Marine acidification, long term PDF.m2.yr 9.496355e+07 \n",
+ "Marine acidification, short term PDF.m2.yr 1.030850e+07 \n",
+ "Marine eutrophication PDF.m2.yr 2.169294e+06 \n",
+ " kg N N-lim eq 1.735435e+05 \n",
"Ozone Layer Depletion kg CFC-11 eq 1.411160e-01 \n",
"Ozone layer depletion DALY 6.611243e-06 \n",
- "Particulate matter formation DALY 2.987868e+02 \n",
- " kg PM2.5 eq 2.489890e+05 \n",
- "Photochemical oxidant formation DALY 3.927399e-02 \n",
- " kg NMVOC eq 1.021653e+06 \n",
- "Terrestrial acidification PDF.m2.yr 1.760078e+07 \n",
- " kg SO2 eq 2.698689e+03 \n",
- "Water use m3 1.313672e+07 \n",
- "Energy use TJ 6.585069e+03 \n",
+ "Particulate matter formation DALY 3.943066e+02 \n",
+ " kg PM2.5 eq 3.285888e+05 \n",
+ "Photochemical oxidant formation DALY 4.677536e-02 \n",
+ " kg NMVOC eq 1.217275e+06 \n",
+ "Terrestrial acidification PDF.m2.yr 2.191695e+07 \n",
+ " kg SO2 eq 3.363473e+03 \n",
+ "Water use m3 1.313677e+07 \n",
+ "Energy use TJ 7.532804e+03 \n",
"\n",
" \\\n",
" \n",
" Other municipal government services \n",
"Impact category CF unit \n",
- "Climate change, ecosystem quality, long term PDF.m2.yr 2.046303e+09 \n",
- "Climate change, ecosystem quality, short term PDF.m2.yr 6.057487e+08 \n",
- "Climate change, human health, long term DALY 9.317396e+03 \n",
- "Climate change, human health, short term DALY 2.799583e+03 \n",
- "Climate change, long term kg CO2 eq (long) 3.328772e+09 \n",
- "Climate change, short term kg CO2 eq (short) 3.422696e+09 \n",
- "Freshwater acidification PDF.m2.yr 9.325099e+06 \n",
- " kg SO2 eq 1.134232e+01 \n",
- "Freshwater ecotoxicity CTUe 2.668293e+09 \n",
- "Freshwater ecotoxicity, long term PDF.m2.yr 1.092942e+06 \n",
- "Freshwater ecotoxicity, short term PDF.m2.yr 3.704036e+05 \n",
- "Freshwater eutrophication PDF.m2.yr 2.969779e+04 \n",
- " kg PO4 P-lim eq 2.605069e+03 \n",
- "Human toxicity cancer CTUh 2.757047e+00 \n",
- "Human toxicity cancer, long term DALY 1.366354e+01 \n",
- "Human toxicity cancer, short term DALY 1.804249e+01 \n",
- "Human toxicity non cancer CTUh 2.711590e+02 \n",
- "Human toxicity non-cancer, long term DALY 5.885713e+02 \n",
- "Human toxicity non-cancer, short term DALY 1.435579e+02 \n",
- "Marine acidification, long term PDF.m2.yr 4.918238e+08 \n",
- "Marine acidification, short term PDF.m2.yr 5.338861e+07 \n",
- "Marine eutrophication PDF.m2.yr 2.205385e+06 \n",
- " kg N N-lim eq 1.764308e+05 \n",
+ "Climate change, ecosystem quality, long term PDF.m2.yr 2.093779e+09 \n",
+ "Climate change, ecosystem quality, short term PDF.m2.yr 6.228444e+08 \n",
+ "Climate change, human health, long term DALY 9.533387e+03 \n",
+ "Climate change, human health, short term DALY 2.878595e+03 \n",
+ "Climate change, long term kg CO2 eq (long) 3.411923e+09 \n",
+ "Climate change, short term kg CO2 eq (short) 3.519327e+09 \n",
+ "Freshwater acidification PDF.m2.yr 1.031085e+07 \n",
+ " kg SO2 eq 1.252502e+01 \n",
+ "Freshwater ecotoxicity CTUe 3.450429e+09 \n",
+ "Freshwater ecotoxicity, long term PDF.m2.yr 1.449140e+06 \n",
+ "Freshwater ecotoxicity, short term PDF.m2.yr 4.427795e+05 \n",
+ "Freshwater eutrophication PDF.m2.yr 4.069799e+04 \n",
+ " kg PO4 P-lim eq 3.569999e+03 \n",
+ "Human toxicity cancer CTUh 3.945508e+00 \n",
+ "Human toxicity cancer, long term DALY 2.027068e+01 \n",
+ "Human toxicity cancer, short term DALY 2.510266e+01 \n",
+ "Human toxicity non cancer CTUh 4.090255e+02 \n",
+ "Human toxicity non-cancer, long term DALY 8.867278e+02 \n",
+ "Human toxicity non-cancer, short term DALY 2.176409e+02 \n",
+ "Marine acidification, long term PDF.m2.yr 5.028271e+08 \n",
+ "Marine acidification, short term PDF.m2.yr 5.458300e+07 \n",
+ "Marine eutrophication PDF.m2.yr 2.654141e+06 \n",
+ " kg N N-lim eq 2.123313e+05 \n",
"Ozone Layer Depletion kg CFC-11 eq 5.922514e-01 \n",
"Ozone layer depletion DALY 1.881717e-05 \n",
- "Particulate matter formation DALY 1.397746e+03 \n",
- " kg PM2.5 eq 1.164789e+06 \n",
- "Photochemical oxidant formation DALY 1.536377e-01 \n",
- " kg NMVOC eq 3.992059e+06 \n",
- "Terrestrial acidification PDF.m2.yr 6.387131e+07 \n",
- " kg SO2 eq 9.749296e+03 \n",
- "Water use m3 8.381812e+07 \n",
- "Energy use TJ 3.656834e+04 \n",
+ "Particulate matter formation DALY 1.797289e+03 \n",
+ " kg PM2.5 eq 1.497741e+06 \n",
+ "Photochemical oxidant formation DALY 1.690041e-01 \n",
+ " kg NMVOC eq 4.393053e+06 \n",
+ "Terrestrial acidification PDF.m2.yr 7.127373e+07 \n",
+ " kg SO2 eq 1.088309e+04 \n",
+ "Water use m3 8.381822e+07 \n",
+ "Energy use TJ 3.882462e+04 \n",
"\n",
" \\\n",
" \n",
" Other provincial and territorial government services \n",
"Impact category CF unit \n",
- "Climate change, ecosystem quality, long term PDF.m2.yr 1.329300e+09 \n",
- "Climate change, ecosystem quality, short term PDF.m2.yr 4.147582e+08 \n",
- "Climate change, human health, long term DALY 6.051398e+03 \n",
- "Climate change, human health, short term DALY 1.916957e+03 \n",
- "Climate change, long term kg CO2 eq (long) 2.210218e+09 \n",
- "Climate change, short term kg CO2 eq (short) 2.343798e+09 \n",
- "Freshwater acidification PDF.m2.yr 1.034966e+07 \n",
- " kg SO2 eq 1.247001e+01 \n",
- "Freshwater ecotoxicity CTUe 4.094117e+09 \n",
- "Freshwater ecotoxicity, long term PDF.m2.yr 1.794765e+06 \n",
- "Freshwater ecotoxicity, short term PDF.m2.yr 4.505765e+05 \n",
- "Freshwater eutrophication PDF.m2.yr 6.496045e+04 \n",
- " kg PO4 P-lim eq 5.698285e+03 \n",
- "Human toxicity cancer CTUh 3.523475e+00 \n",
- "Human toxicity cancer, long term DALY 1.654267e+01 \n",
- "Human toxicity cancer, short term DALY 2.397729e+01 \n",
- "Human toxicity non cancer CTUh 3.115046e+02 \n",
- "Human toxicity non-cancer, long term DALY 6.765351e+02 \n",
- "Human toxicity non-cancer, short term DALY 1.645272e+02 \n",
- "Marine acidification, long term PDF.m2.yr 3.149810e+08 \n",
- "Marine acidification, short term PDF.m2.yr 3.419183e+07 \n",
- "Marine eutrophication PDF.m2.yr 4.288147e+06 \n",
- " kg N N-lim eq 3.430518e+05 \n",
+ "Climate change, ecosystem quality, long term PDF.m2.yr 1.443657e+09 \n",
+ "Climate change, ecosystem quality, short term PDF.m2.yr 4.572683e+08 \n",
+ "Climate change, human health, long term DALY 6.571583e+03 \n",
+ "Climate change, human health, short term DALY 2.113447e+03 \n",
+ "Climate change, long term kg CO2 eq (long) 2.414186e+09 \n",
+ "Climate change, short term kg CO2 eq (short) 2.584096e+09 \n",
+ "Freshwater acidification PDF.m2.yr 1.299339e+07 \n",
+ " kg SO2 eq 1.555985e+01 \n",
+ "Freshwater ecotoxicity CTUe 4.989726e+09 \n",
+ "Freshwater ecotoxicity, long term PDF.m2.yr 2.203646e+06 \n",
+ "Freshwater ecotoxicity, short term PDF.m2.yr 5.324454e+05 \n",
+ "Freshwater eutrophication PDF.m2.yr 1.031886e+05 \n",
+ " kg PO4 P-lim eq 9.051630e+03 \n",
+ "Human toxicity cancer CTUh 4.907152e+00 \n",
+ "Human toxicity cancer, long term DALY 2.329081e+01 \n",
+ "Human toxicity cancer, short term DALY 3.314144e+01 \n",
+ "Human toxicity non cancer CTUh 4.495281e+02 \n",
+ "Human toxicity non-cancer, long term DALY 9.753564e+02 \n",
+ "Human toxicity non-cancer, short term DALY 2.383694e+02 \n",
+ "Marine acidification, long term PDF.m2.yr 3.407449e+08 \n",
+ "Marine acidification, short term PDF.m2.yr 3.698852e+07 \n",
+ "Marine eutrophication PDF.m2.yr 6.143207e+06 \n",
+ " kg N N-lim eq 4.914566e+05 \n",
"Ozone Layer Depletion kg CFC-11 eq 7.916172e-01 \n",
"Ozone layer depletion DALY 3.971021e-05 \n",
- "Particulate matter formation DALY 1.599949e+03 \n",
- " kg PM2.5 eq 1.333291e+06 \n",
- "Photochemical oxidant formation DALY 2.001703e-01 \n",
- " kg NMVOC eq 5.203486e+06 \n",
- "Terrestrial acidification PDF.m2.yr 7.528486e+07 \n",
- " kg SO2 eq 1.151904e+04 \n",
- "Water use m3 6.527997e+07 \n",
- "Energy use TJ 3.503362e+04 \n",
+ "Particulate matter formation DALY 2.161844e+03 \n",
+ " kg PM2.5 eq 1.801537e+06 \n",
+ "Photochemical oxidant formation DALY 2.437581e-01 \n",
+ " kg NMVOC eq 6.339246e+06 \n",
+ "Terrestrial acidification PDF.m2.yr 9.838243e+07 \n",
+ " kg SO2 eq 1.507462e+04 \n",
+ "Water use m3 6.528035e+07 \n",
+ "Energy use TJ 4.062399e+04 \n",
"\n",
" ... \\\n",
" ... \n",
@@ -7015,39 +7015,39 @@
" Household final consumption expenditure \n",
" Undertaking and other funeral services \n",
"Impact category CF unit \n",
- "Climate change, ecosystem quality, long term PDF.m2.yr 1.329946e+05 \n",
- "Climate change, ecosystem quality, short term PDF.m2.yr 4.289412e+04 \n",
- "Climate change, human health, long term DALY 6.053509e-01 \n",
- "Climate change, human health, short term DALY 1.982518e-01 \n",
- "Climate change, long term kg CO2 eq (long) 2.239604e+05 \n",
- "Climate change, short term kg CO2 eq (short) 2.424095e+05 \n",
- "Freshwater acidification PDF.m2.yr 1.390274e+03 \n",
- " kg SO2 eq 1.668846e-03 \n",
- "Freshwater ecotoxicity CTUe 6.546179e+05 \n",
- "Freshwater ecotoxicity, long term PDF.m2.yr 2.973515e+02 \n",
- "Freshwater ecotoxicity, short term PDF.m2.yr 6.140601e+01 \n",
- "Freshwater eutrophication PDF.m2.yr 1.389415e+01 \n",
- " kg PO4 P-lim eq 1.218785e+00 \n",
- "Human toxicity cancer CTUh 8.676629e-04 \n",
- "Human toxicity cancer, long term DALY 3.921352e-03 \n",
- "Human toxicity cancer, short term DALY 6.056772e-03 \n",
- "Human toxicity non cancer CTUh 7.424590e-02 \n",
- "Human toxicity non-cancer, long term DALY 1.617662e-01 \n",
- "Human toxicity non-cancer, short term DALY 3.869769e-02 \n",
- "Marine acidification, long term PDF.m2.yr 3.133340e+04 \n",
- "Marine acidification, short term PDF.m2.yr 3.401280e+03 \n",
- "Marine eutrophication PDF.m2.yr 8.371201e+02 \n",
- " kg N N-lim eq 6.696961e+01 \n",
+ "Climate change, ecosystem quality, long term PDF.m2.yr 1.528466e+05 \n",
+ "Climate change, ecosystem quality, short term PDF.m2.yr 4.997914e+04 \n",
+ "Climate change, human health, long term DALY 6.956705e-01 \n",
+ "Climate change, human health, short term DALY 2.309980e-01 \n",
+ "Climate change, long term kg CO2 eq (long) 2.586634e+05 \n",
+ "Climate change, short term kg CO2 eq (short) 2.824565e+05 \n",
+ "Freshwater acidification PDF.m2.yr 1.779343e+03 \n",
+ " kg SO2 eq 2.132976e-03 \n",
+ "Freshwater ecotoxicity CTUe 1.007303e+06 \n",
+ "Freshwater ecotoxicity, long term PDF.m2.yr 4.593034e+02 \n",
+ "Freshwater ecotoxicity, short term PDF.m2.yr 9.270791e+01 \n",
+ "Freshwater eutrophication PDF.m2.yr 1.863138e+01 \n",
+ " kg PO4 P-lim eq 1.634332e+00 \n",
+ "Human toxicity cancer CTUh 1.204602e-03 \n",
+ "Human toxicity cancer, long term DALY 5.701772e-03 \n",
+ "Human toxicity cancer, short term DALY 8.151156e-03 \n",
+ "Human toxicity non cancer CTUh 1.076687e-01 \n",
+ "Human toxicity non-cancer, long term DALY 2.343058e-01 \n",
+ "Human toxicity non-cancer, short term DALY 5.639965e-02 \n",
+ "Marine acidification, long term PDF.m2.yr 3.589140e+04 \n",
+ "Marine acidification, short term PDF.m2.yr 3.896047e+03 \n",
+ "Marine eutrophication PDF.m2.yr 1.068312e+03 \n",
+ " kg N N-lim eq 8.546499e+01 \n",
"Ozone Layer Depletion kg CFC-11 eq 4.317569e-05 \n",
"Ozone layer depletion DALY 3.337906e-09 \n",
- "Particulate matter formation DALY 3.589396e-01 \n",
- " kg PM2.5 eq 2.991164e+02 \n",
- "Photochemical oxidant formation DALY 2.449273e-05 \n",
- " kg NMVOC eq 6.374096e+02 \n",
- "Terrestrial acidification PDF.m2.yr 1.115471e+04 \n",
- " kg SO2 eq 1.709544e+00 \n",
- "Water use m3 7.859638e+03 \n",
- "Energy use TJ 4.714300e+00 \n",
+ "Particulate matter formation DALY 4.717727e-01 \n",
+ " kg PM2.5 eq 3.931439e+02 \n",
+ "Photochemical oxidant formation DALY 3.067263e-05 \n",
+ " kg NMVOC eq 7.985808e+02 \n",
+ "Terrestrial acidification PDF.m2.yr 1.433048e+04 \n",
+ " kg SO2 eq 2.196781e+00 \n",
+ "Water use m3 7.859652e+03 \n",
+ "Energy use TJ 5.477641e+00 \n",
"\n",
" \\\n",
" \n",
@@ -7091,310 +7091,310 @@
" \n",
" Urban transit \n",
"Impact category CF unit \n",
- "Climate change, ecosystem quality, long term PDF.m2.yr 3.287468e+05 \n",
- "Climate change, ecosystem quality, short term PDF.m2.yr 1.068814e+05 \n",
- "Climate change, human health, long term DALY 1.496315e+00 \n",
- "Climate change, human health, short term DALY 4.939778e-01 \n",
- "Climate change, long term kg CO2 eq (long) 5.510486e+05 \n",
- "Climate change, short term kg CO2 eq (short) 6.040209e+05 \n",
- "Freshwater acidification PDF.m2.yr 1.970618e+03 \n",
- " kg SO2 eq 2.424691e-03 \n",
- "Freshwater ecotoxicity CTUe 5.838982e+05 \n",
- "Freshwater ecotoxicity, long term PDF.m2.yr 2.670885e+02 \n",
- "Freshwater ecotoxicity, short term PDF.m2.yr 5.320921e+01 \n",
- "Freshwater eutrophication PDF.m2.yr 3.004967e+00 \n",
- " kg PO4 P-lim eq 2.635936e-01 \n",
- "Human toxicity cancer CTUh 6.087407e-04 \n",
- "Human toxicity cancer, long term DALY 3.014758e-03 \n",
- "Human toxicity cancer, short term DALY 3.985760e-03 \n",
- "Human toxicity non cancer CTUh 6.041111e-02 \n",
- "Human toxicity non-cancer, long term DALY 1.306054e-01 \n",
- "Human toxicity non-cancer, short term DALY 3.250462e-02 \n",
- "Marine acidification, long term PDF.m2.yr 7.869955e+04 \n",
- "Marine acidification, short term PDF.m2.yr 8.542998e+03 \n",
- "Marine eutrophication PDF.m2.yr 3.717033e+02 \n",
- " kg N N-lim eq 2.973626e+01 \n",
+ "Climate change, ecosystem quality, long term PDF.m2.yr 3.396177e+05 \n",
+ "Climate change, ecosystem quality, short term PDF.m2.yr 1.138435e+05 \n",
+ "Climate change, human health, long term DALY 1.545588e+00 \n",
+ "Climate change, human health, short term DALY 5.261692e-01 \n",
+ "Climate change, long term kg CO2 eq (long) 5.772264e+05 \n",
+ "Climate change, short term kg CO2 eq (short) 6.434052e+05 \n",
+ "Freshwater acidification PDF.m2.yr 2.429423e+03 \n",
+ " kg SO2 eq 2.957020e-03 \n",
+ "Freshwater ecotoxicity CTUe 6.410907e+05 \n",
+ "Freshwater ecotoxicity, long term PDF.m2.yr 2.926030e+02 \n",
+ "Freshwater ecotoxicity, short term PDF.m2.yr 5.903380e+01 \n",
+ "Freshwater eutrophication PDF.m2.yr 3.815521e+01 \n",
+ " kg PO4 P-lim eq 3.346948e+00 \n",
+ "Human toxicity cancer CTUh 8.001149e-04 \n",
+ "Human toxicity cancer, long term DALY 3.956767e-03 \n",
+ "Human toxicity cancer, short term DALY 5.244554e-03 \n",
+ "Human toxicity non cancer CTUh 8.176223e-02 \n",
+ "Human toxicity non-cancer, long term DALY 1.763292e-01 \n",
+ "Human toxicity non-cancer, short term DALY 4.442887e-02 \n",
+ "Marine acidification, long term PDF.m2.yr 8.107697e+04 \n",
+ "Marine acidification, short term PDF.m2.yr 8.801067e+03 \n",
+ "Marine eutrophication PDF.m2.yr 7.588272e+02 \n",
+ " kg N N-lim eq 6.070617e+01 \n",
"Ozone Layer Depletion kg CFC-11 eq 3.505863e-05 \n",
"Ozone layer depletion DALY 4.263707e-09 \n",
- "Particulate matter formation DALY 2.734631e-01 \n",
- " kg PM2.5 eq 2.278859e+02 \n",
- "Photochemical oxidant formation DALY 4.729004e-05 \n",
- " kg NMVOC eq 1.238015e+03 \n",
- "Terrestrial acidification PDF.m2.yr 1.343039e+04 \n",
- " kg SO2 eq 2.045602e+00 \n",
- "Water use m3 5.245332e+03 \n",
- "Energy use TJ 9.354426e+00 \n",
+ "Particulate matter formation DALY 3.458545e-01 \n",
+ " kg PM2.5 eq 2.882121e+02 \n",
+ "Photochemical oxidant formation DALY 5.477823e-05 \n",
+ " kg NMVOC eq 1.435933e+03 \n",
+ "Terrestrial acidification PDF.m2.yr 1.830596e+04 \n",
+ " kg SO2 eq 2.797461e+00 \n",
+ "Water use m3 5.245346e+03 \n",
+ "Energy use TJ 1.027236e+01 \n",
"\n",
" \\\n",
" \n",
" Used motor vehicles \n",
"Impact category CF unit \n",
- "Climate change, ecosystem quality, long term PDF.m2.yr 8.357712e+05 \n",
- "Climate change, ecosystem quality, short term PDF.m2.yr 2.643971e+05 \n",
- "Climate change, human health, long term DALY 3.804476e+00 \n",
- "Climate change, human health, short term DALY 1.222028e+00 \n",
- "Climate change, long term kg CO2 eq (long) 1.399654e+06 \n",
- "Climate change, short term kg CO2 eq (short) 1.494151e+06 \n",
- "Freshwater acidification PDF.m2.yr 5.260813e+03 \n",
- " kg SO2 eq 6.416853e-03 \n",
- "Freshwater ecotoxicity CTUe 2.314535e+06 \n",
- "Freshwater ecotoxicity, long term PDF.m2.yr 1.040934e+03 \n",
- "Freshwater ecotoxicity, short term PDF.m2.yr 2.280340e+02 \n",
- "Freshwater eutrophication PDF.m2.yr 5.531919e+01 \n",
- " kg PO4 P-lim eq 4.852560e+00 \n",
- "Human toxicity cancer CTUh 2.492083e-03 \n",
- "Human toxicity cancer, long term DALY 1.170576e-02 \n",
- "Human toxicity cancer, short term DALY 1.695319e-02 \n",
- "Human toxicity non cancer CTUh 2.289054e-01 \n",
- "Human toxicity non-cancer, long term DALY 4.975222e-01 \n",
- "Human toxicity non-cancer, short term DALY 1.205223e-01 \n",
- "Marine acidification, long term PDF.m2.yr 1.985771e+05 \n",
- "Marine acidification, short term PDF.m2.yr 2.155589e+04 \n",
- "Marine eutrophication PDF.m2.yr 3.092732e+03 \n",
- " kg N N-lim eq 2.474185e+02 \n",
+ "Climate change, ecosystem quality, long term PDF.m2.yr 8.770145e+05 \n",
+ "Climate change, ecosystem quality, short term PDF.m2.yr 2.826199e+05 \n",
+ "Climate change, human health, long term DALY 3.991908e+00 \n",
+ "Climate change, human health, short term DALY 1.306267e+00 \n",
+ "Climate change, long term kg CO2 eq (long) 1.479632e+06 \n",
+ "Climate change, short term kg CO2 eq (short) 1.597188e+06 \n",
+ "Freshwater acidification PDF.m2.yr 6.375963e+03 \n",
+ " kg SO2 eq 7.717958e-03 \n",
+ "Freshwater ecotoxicity CTUe 2.829176e+06 \n",
+ "Freshwater ecotoxicity, long term PDF.m2.yr 1.275318e+03 \n",
+ "Freshwater ecotoxicity, short term PDF.m2.yr 2.756490e+02 \n",
+ "Freshwater eutrophication PDF.m2.yr 8.710504e+01 \n",
+ " kg PO4 P-lim eq 7.640793e+00 \n",
+ "Human toxicity cancer CTUh 3.317484e-03 \n",
+ "Human toxicity cancer, long term DALY 1.567905e-02 \n",
+ "Human toxicity cancer, short term DALY 2.247201e-02 \n",
+ "Human toxicity non cancer CTUh 3.143073e-01 \n",
+ "Human toxicity non-cancer, long term DALY 6.797012e-01 \n",
+ "Human toxicity non-cancer, short term DALY 1.689285e-01 \n",
+ "Marine acidification, long term PDF.m2.yr 2.078270e+05 \n",
+ "Marine acidification, short term PDF.m2.yr 2.255998e+04 \n",
+ "Marine eutrophication PDF.m2.yr 4.069474e+03 \n",
+ " kg N N-lim eq 3.255579e+02 \n",
"Ozone Layer Depletion kg CFC-11 eq 8.930351e-04 \n",
"Ozone layer depletion DALY 4.048599e-08 \n",
- "Particulate matter formation DALY 1.100795e+00 \n",
- " kg PM2.5 eq 9.173292e+02 \n",
- "Photochemical oxidant formation DALY 1.560967e-04 \n",
- " kg NMVOC eq 4.048206e+03 \n",
- "Terrestrial acidification PDF.m2.yr 4.234760e+04 \n",
- " kg SO2 eq 6.474657e+00 \n",
- "Water use m3 6.880782e+04 \n",
- "Energy use TJ 2.940725e+01 \n",
+ "Particulate matter formation DALY 1.333463e+00 \n",
+ " kg PM2.5 eq 1.111219e+03 \n",
+ "Photochemical oxidant formation DALY 1.419112e-04 \n",
+ " kg NMVOC eq 3.695376e+03 \n",
+ "Terrestrial acidification PDF.m2.yr 5.267320e+04 \n",
+ " kg SO2 eq 8.064980e+00 \n",
+ "Water use m3 6.880790e+04 \n",
+ "Energy use TJ 3.158774e+01 \n",
"\n",
" \\\n",
" \n",
" Veterinary and other services for pets \n",
"Impact category CF unit \n",
- "Climate change, ecosystem quality, long term PDF.m2.yr 2.362694e+05 \n",
- "Climate change, ecosystem quality, short term PDF.m2.yr 7.812335e+04 \n",
- "Climate change, human health, long term DALY 1.075307e+00 \n",
- "Climate change, human health, short term DALY 3.610958e-01 \n",
- "Climate change, long term kg CO2 eq (long) 4.038552e+05 \n",
- "Climate change, short term kg CO2 eq (short) 4.415279e+05 \n",
- "Freshwater acidification PDF.m2.yr 2.237642e+03 \n",
- " kg SO2 eq 2.705232e-03 \n",
- "Freshwater ecotoxicity CTUe 9.298424e+05 \n",
- "Freshwater ecotoxicity, long term PDF.m2.yr 4.164414e+02 \n",
- "Freshwater ecotoxicity, short term PDF.m2.yr 9.318376e+01 \n",
- "Freshwater eutrophication PDF.m2.yr 3.251171e+01 \n",
- " kg PO4 P-lim eq 2.851905e+00 \n",
- "Human toxicity cancer CTUh 1.203257e-03 \n",
- "Human toxicity cancer, long term DALY 5.430033e-03 \n",
- "Human toxicity cancer, short term DALY 8.407426e-03 \n",
- "Human toxicity non cancer CTUh 1.053637e-01 \n",
- "Human toxicity non-cancer, long term DALY 2.289149e-01 \n",
- "Human toxicity non-cancer, short term DALY 5.556713e-02 \n",
- "Marine acidification, long term PDF.m2.yr 5.564937e+04 \n",
- "Marine acidification, short term PDF.m2.yr 6.040821e+03 \n",
- "Marine eutrophication PDF.m2.yr 1.498286e+03 \n",
- " kg N N-lim eq 1.198629e+02 \n",
+ "Climate change, ecosystem quality, long term PDF.m2.yr 2.629501e+05 \n",
+ "Climate change, ecosystem quality, short term PDF.m2.yr 8.901287e+04 \n",
+ "Climate change, human health, long term DALY 1.196612e+00 \n",
+ "Climate change, human health, short term DALY 4.114322e-01 \n",
+ "Climate change, long term kg CO2 eq (long) 4.537666e+05 \n",
+ "Climate change, short term kg CO2 eq (short) 5.030938e+05 \n",
+ "Freshwater acidification PDF.m2.yr 2.936454e+03 \n",
+ " kg SO2 eq 3.531599e-03 \n",
+ "Freshwater ecotoxicity CTUe 1.276102e+06 \n",
+ "Freshwater ecotoxicity, long term PDF.m2.yr 5.745742e+02 \n",
+ "Freshwater ecotoxicity, short term PDF.m2.yr 1.247846e+02 \n",
+ "Freshwater eutrophication PDF.m2.yr 5.046604e+01 \n",
+ " kg PO4 P-lim eq 4.426845e+00 \n",
+ "Human toxicity cancer CTUh 1.714623e-03 \n",
+ "Human toxicity cancer, long term DALY 7.916431e-03 \n",
+ "Human toxicity cancer, short term DALY 1.180173e-02 \n",
+ "Human toxicity non cancer CTUh 1.550244e-01 \n",
+ "Human toxicity non-cancer, long term DALY 3.365416e-01 \n",
+ "Human toxicity non-cancer, short term DALY 8.202432e-02 \n",
+ "Marine acidification, long term PDF.m2.yr 6.170812e+04 \n",
+ "Marine acidification, short term PDF.m2.yr 6.698492e+03 \n",
+ "Marine eutrophication PDF.m2.yr 2.042996e+03 \n",
+ " kg N N-lim eq 1.634396e+02 \n",
"Ozone Layer Depletion kg CFC-11 eq 1.044040e-04 \n",
"Ozone layer depletion DALY 1.058416e-08 \n",
- "Particulate matter formation DALY 4.557218e-01 \n",
- " kg PM2.5 eq 3.797682e+02 \n",
- "Photochemical oxidant formation DALY 4.561955e-05 \n",
- " kg NMVOC eq 1.188207e+03 \n",
- "Terrestrial acidification PDF.m2.yr 1.809646e+04 \n",
- " kg SO2 eq 2.770685e+00 \n",
- "Water use m3 2.106076e+04 \n",
- "Energy use TJ 8.532941e+00 \n",
+ "Particulate matter formation DALY 6.272858e-01 \n",
+ " kg PM2.5 eq 5.227382e+02 \n",
+ "Photochemical oxidant formation DALY 5.589883e-05 \n",
+ " kg NMVOC eq 1.457495e+03 \n",
+ "Terrestrial acidification PDF.m2.yr 2.405564e+04 \n",
+ " kg SO2 eq 3.686422e+00 \n",
+ "Water use m3 2.106078e+04 \n",
+ "Energy use TJ 9.904812e+00 \n",
"\n",
" \\\n",
" \n",
" Water supply and sanitation services \n",
"Impact category CF unit \n",
- "Climate change, ecosystem quality, long term PDF.m2.yr 7.127400e+05 \n",
- "Climate change, ecosystem quality, short term PDF.m2.yr 2.274013e+05 \n",
- "Climate change, human health, long term DALY 3.244336e+00 \n",
- "Climate change, human health, short term DALY 1.050993e+00 \n",
- "Climate change, long term kg CO2 eq (long) 1.189398e+06 \n",
- "Climate change, short term kg CO2 eq (short) 1.285082e+06 \n",
- "Freshwater acidification PDF.m2.yr 5.232321e+03 \n",
- " kg SO2 eq 6.384892e-03 \n",
- "Freshwater ecotoxicity CTUe 1.407791e+06 \n",
- "Freshwater ecotoxicity, long term PDF.m2.yr 6.380965e+02 \n",
- "Freshwater ecotoxicity, short term PDF.m2.yr 1.336514e+02 \n",
- "Freshwater eutrophication PDF.m2.yr 1.893140e+01 \n",
- " kg PO4 P-lim eq 1.660649e+00 \n",
- "Human toxicity cancer CTUh 1.882894e-03 \n",
- "Human toxicity cancer, long term DALY 8.667337e-03 \n",
- "Human toxicity cancer, short term DALY 1.298594e-02 \n",
- "Human toxicity non cancer CTUh 1.724360e-01 \n",
- "Human toxicity non-cancer, long term DALY 3.736982e-01 \n",
- "Human toxicity non-cancer, short term DALY 9.187907e-02 \n",
- "Marine acidification, long term PDF.m2.yr 1.696010e+05 \n",
- "Marine acidification, short term PDF.m2.yr 1.841049e+04 \n",
- "Marine eutrophication PDF.m2.yr 2.038392e+03 \n",
- " kg N N-lim eq 1.630714e+02 \n",
+ "Climate change, ecosystem quality, long term PDF.m2.yr 7.564231e+05 \n",
+ "Climate change, ecosystem quality, short term PDF.m2.yr 2.484124e+05 \n",
+ "Climate change, human health, long term DALY 3.442759e+00 \n",
+ "Climate change, human health, short term DALY 1.148113e+00 \n",
+ "Climate change, long term kg CO2 eq (long) 1.276004e+06 \n",
+ "Climate change, short term kg CO2 eq (short) 1.403895e+06 \n",
+ "Freshwater acidification PDF.m2.yr 6.621213e+03 \n",
+ " kg SO2 eq 7.975038e-03 \n",
+ "Freshwater ecotoxicity CTUe 1.963724e+06 \n",
+ "Freshwater ecotoxicity, long term PDF.m2.yr 8.920816e+02 \n",
+ "Freshwater ecotoxicity, short term PDF.m2.yr 1.842907e+02 \n",
+ "Freshwater eutrophication PDF.m2.yr 4.123856e+01 \n",
+ " kg PO4 P-lim eq 3.617418e+00 \n",
+ "Human toxicity cancer CTUh 2.615539e-03 \n",
+ "Human toxicity cancer, long term DALY 1.282254e-02 \n",
+ "Human toxicity cancer, short term DALY 1.725615e-02 \n",
+ "Human toxicity non cancer CTUh 2.600832e-01 \n",
+ "Human toxicity non-cancer, long term DALY 5.626240e-01 \n",
+ "Human toxicity non-cancer, short term DALY 1.396008e-01 \n",
+ "Marine acidification, long term PDF.m2.yr 1.791820e+05 \n",
+ "Marine acidification, short term PDF.m2.yr 1.945051e+04 \n",
+ "Marine eutrophication PDF.m2.yr 2.791468e+03 \n",
+ " kg N N-lim eq 2.233174e+02 \n",
"Ozone Layer Depletion kg CFC-11 eq 1.033534e-04 \n",
"Ozone layer depletion DALY 9.606252e-09 \n",
- "Particulate matter formation DALY 8.599040e-01 \n",
- " kg PM2.5 eq 7.165867e+02 \n",
- "Photochemical oxidant formation DALY 1.190018e-04 \n",
- " kg NMVOC eq 3.096935e+03 \n",
- "Terrestrial acidification PDF.m2.yr 4.444079e+04 \n",
- " kg SO2 eq 6.798638e+00 \n",
+ "Particulate matter formation DALY 1.177819e+00 \n",
+ " kg PM2.5 eq 9.815162e+02 \n",
+ "Photochemical oxidant formation DALY 1.344788e-04 \n",
+ " kg NMVOC eq 3.508747e+03 \n",
+ "Terrestrial acidification PDF.m2.yr 5.827215e+04 \n",
+ " kg SO2 eq 8.934305e+00 \n",
"Water use m3 3.992633e+06 \n",
- "Energy use TJ 2.885848e+01 \n",
+ "Energy use TJ 3.131037e+01 \n",
"\n",
" \\\n",
" \n",
" Water transport \n",
"Impact category CF unit \n",
- "Climate change, ecosystem quality, long term PDF.m2.yr 9.009117e+03 \n",
- "Climate change, ecosystem quality, short term PDF.m2.yr 2.782062e+03 \n",
- "Climate change, human health, long term DALY 4.101423e-02 \n",
- "Climate change, human health, short term DALY 1.285802e-02 \n",
- "Climate change, long term kg CO2 eq (long) 1.487295e+04 \n",
- "Climate change, short term kg CO2 eq (short) 1.572095e+04 \n",
- "Freshwater acidification PDF.m2.yr 3.368124e+01 \n",
- " kg SO2 eq 4.115982e-05 \n",
- "Freshwater ecotoxicity CTUe 2.034017e+04 \n",
- "Freshwater ecotoxicity, long term PDF.m2.yr 9.301031e+00 \n",
- "Freshwater ecotoxicity, short term PDF.m2.yr 1.847536e+00 \n",
- "Freshwater eutrophication PDF.m2.yr 1.206417e-01 \n",
- " kg PO4 P-lim eq 1.058261e-02 \n",
- "Human toxicity cancer CTUh 1.484511e-05 \n",
- "Human toxicity cancer, long term DALY 8.085384e-05 \n",
- "Human toxicity cancer, short term DALY 8.986497e-05 \n",
- "Human toxicity non cancer CTUh 1.539692e-03 \n",
- "Human toxicity non-cancer, long term DALY 3.333899e-03 \n",
- "Human toxicity non-cancer, short term DALY 8.232682e-04 \n",
- "Marine acidification, long term PDF.m2.yr 2.153159e+03 \n",
- "Marine acidification, short term PDF.m2.yr 2.337302e+02 \n",
- "Marine eutrophication PDF.m2.yr 1.045762e+01 \n",
- " kg N N-lim eq 8.366096e-01 \n",
+ "Climate change, ecosystem quality, long term PDF.m2.yr 9.111048e+03 \n",
+ "Climate change, ecosystem quality, short term PDF.m2.yr 2.830535e+03 \n",
+ "Climate change, human health, long term DALY 4.147726e-02 \n",
+ "Climate change, human health, short term DALY 1.308212e-02 \n",
+ "Climate change, long term kg CO2 eq (long) 1.507613e+04 \n",
+ "Climate change, short term kg CO2 eq (short) 1.599505e+04 \n",
+ "Freshwater acidification PDF.m2.yr 3.085282e+01 \n",
+ " kg SO2 eq 3.779654e-05 \n",
+ "Freshwater ecotoxicity CTUe 1.560590e+04 \n",
+ "Freshwater ecotoxicity, long term PDF.m2.yr 7.104280e+00 \n",
+ "Freshwater ecotoxicity, short term PDF.m2.yr 1.450156e+00 \n",
+ "Freshwater eutrophication PDF.m2.yr 2.363969e-01 \n",
+ " kg PO4 P-lim eq 2.073657e-02 \n",
+ "Human toxicity cancer CTUh 1.354962e-05 \n",
+ "Human toxicity cancer, long term DALY 7.281140e-05 \n",
+ "Human toxicity cancer, short term DALY 8.300925e-05 \n",
+ "Human toxicity non cancer CTUh 1.434975e-03 \n",
+ "Human toxicity non-cancer, long term DALY 3.093528e-03 \n",
+ "Human toxicity non-cancer, short term DALY 7.809041e-04 \n",
+ "Marine acidification, long term PDF.m2.yr 2.179675e+03 \n",
+ "Marine acidification, short term PDF.m2.yr 2.366087e+02 \n",
+ "Marine eutrophication PDF.m2.yr 1.115940e+01 \n",
+ " kg N N-lim eq 8.927521e-01 \n",
"Ozone Layer Depletion kg CFC-11 eq 6.942604e-07 \n",
"Ozone layer depletion DALY 1.176624e-10 \n",
- "Particulate matter formation DALY 6.427500e-03 \n",
- " kg PM2.5 eq 5.356250e+00 \n",
- "Photochemical oxidant formation DALY 7.670059e-07 \n",
- " kg NMVOC eq 2.007751e+01 \n",
- "Terrestrial acidification PDF.m2.yr 2.376820e+02 \n",
- " kg SO2 eq 3.626508e-02 \n",
- "Water use m3 1.330247e+02 \n",
- "Energy use TJ 2.390883e-01 \n",
+ "Particulate matter formation DALY 5.538718e-03 \n",
+ " kg PM2.5 eq 4.615598e+00 \n",
+ "Photochemical oxidant formation DALY 7.985901e-07 \n",
+ " kg NMVOC eq 2.091110e+01 \n",
+ "Terrestrial acidification PDF.m2.yr 2.271717e+02 \n",
+ " kg SO2 eq 3.466792e-02 \n",
+ "Water use m3 1.330236e+02 \n",
+ "Energy use TJ 2.432417e-01 \n",
"\n",
" \\\n",
" International exports \n",
" Exports \n",
"Impact category CF unit \n",
- "Climate change, ecosystem quality, long term PDF.m2.yr 5.285673e+07 \n",
- "Climate change, ecosystem quality, short term PDF.m2.yr 1.690231e+07 \n",
- "Climate change, human health, long term DALY 2.405964e+02 \n",
- "Climate change, human health, short term DALY 7.812124e+01 \n",
- "Climate change, long term kg CO2 eq (long) 8.868892e+07 \n",
- "Climate change, short term kg CO2 eq (short) 9.551913e+07 \n",
- "Freshwater acidification PDF.m2.yr 2.062237e+05 \n",
- " kg SO2 eq 2.517431e-01 \n",
- "Freshwater ecotoxicity CTUe 6.898426e+07 \n",
- "Freshwater ecotoxicity, long term PDF.m2.yr 3.062759e+04 \n",
- "Freshwater ecotoxicity, short term PDF.m2.yr 7.189094e+03 \n",
- "Freshwater eutrophication PDF.m2.yr 3.039883e+03 \n",
- " kg PO4 P-lim eq 2.666564e+02 \n",
- "Human toxicity cancer CTUh 8.926860e-02 \n",
- "Human toxicity cancer, long term DALY 3.916644e-01 \n",
- "Human toxicity cancer, short term DALY 6.349244e-01 \n",
- "Human toxicity non cancer CTUh 7.872542e+00 \n",
- "Human toxicity non-cancer, long term DALY 1.704407e+01 \n",
- "Human toxicity non-cancer, short term DALY 4.211792e+00 \n",
- "Marine acidification, long term PDF.m2.yr 1.260575e+07 \n",
- "Marine acidification, short term PDF.m2.yr 1.368381e+06 \n",
- "Marine eutrophication PDF.m2.yr 1.399055e+05 \n",
- " kg N N-lim eq 1.119244e+04 \n",
+ "Climate change, ecosystem quality, long term PDF.m2.yr 5.471498e+07 \n",
+ "Climate change, ecosystem quality, short term PDF.m2.yr 1.776773e+07 \n",
+ "Climate change, human health, long term DALY 2.490386e+02 \n",
+ "Climate change, human health, short term DALY 8.212205e+01 \n",
+ "Climate change, long term kg CO2 eq (long) 9.242085e+07 \n",
+ "Climate change, short term kg CO2 eq (short) 1.004129e+08 \n",
+ "Freshwater acidification PDF.m2.yr 2.569106e+05 \n",
+ " kg SO2 eq 3.115138e-01 \n",
+ "Freshwater ecotoxicity CTUe 9.268500e+07 \n",
+ "Freshwater ecotoxicity, long term PDF.m2.yr 4.145286e+04 \n",
+ "Freshwater ecotoxicity, short term PDF.m2.yr 9.350677e+03 \n",
+ "Freshwater eutrophication PDF.m2.yr 5.387375e+03 \n",
+ " kg PO4 P-lim eq 4.725768e+02 \n",
+ "Human toxicity cancer CTUh 1.189051e-01 \n",
+ "Human toxicity cancer, long term DALY 5.604398e-01 \n",
+ "Human toxicity cancer, short term DALY 8.069684e-01 \n",
+ "Human toxicity non cancer CTUh 1.143812e+01 \n",
+ "Human toxicity non-cancer, long term DALY 2.471335e+01 \n",
+ "Human toxicity non-cancer, short term DALY 6.169568e+00 \n",
+ "Marine acidification, long term PDF.m2.yr 1.301994e+07 \n",
+ "Marine acidification, short term PDF.m2.yr 1.413341e+06 \n",
+ "Marine eutrophication PDF.m2.yr 1.874071e+05 \n",
+ " kg N N-lim eq 1.499256e+04 \n",
"Ozone Layer Depletion kg CFC-11 eq 6.105902e-03 \n",
"Ozone layer depletion DALY 6.466761e-07 \n",
- "Particulate matter formation DALY 4.453808e+01 \n",
- " kg PM2.5 eq 3.711506e+04 \n",
- "Photochemical oxidant formation DALY 4.728313e-03 \n",
- " kg NMVOC eq 1.244067e+05 \n",
- "Terrestrial acidification PDF.m2.yr 1.660070e+06 \n",
- " kg SO2 eq 2.537823e+02 \n",
- "Water use m3 3.412857e+06 \n",
- "Energy use TJ 1.236426e+03 \n",
+ "Particulate matter formation DALY 5.779399e+01 \n",
+ " kg PM2.5 eq 4.816166e+04 \n",
+ "Photochemical oxidant formation DALY 5.599199e-03 \n",
+ " kg NMVOC eq 1.472727e+05 \n",
+ "Terrestrial acidification PDF.m2.yr 2.140232e+06 \n",
+ " kg SO2 eq 3.276469e+02 \n",
+ "Water use m3 3.412856e+06 \n",
+ "Energy use TJ 1.346158e+03 \n",
"\n",
" \\\n",
" \n",
" Re-exports \n",
"Impact category CF unit \n",
- "Climate change, ecosystem quality, long term PDF.m2.yr 3.436505e+06 \n",
- "Climate change, ecosystem quality, short term PDF.m2.yr 1.154131e+06 \n",
- "Climate change, human health, long term DALY 1.563919e+01 \n",
- "Climate change, human health, short term DALY 5.334044e+00 \n",
- "Climate change, long term kg CO2 eq (long) 5.871966e+06 \n",
- "Climate change, short term kg CO2 eq (short) 6.522865e+06 \n",
- "Freshwater acidification PDF.m2.yr 7.181425e+04 \n",
- " kg SO2 eq 8.604218e-02 \n",
- "Freshwater ecotoxicity CTUe 5.532151e+07 \n",
- "Freshwater ecotoxicity, long term PDF.m2.yr 2.523088e+04 \n",
- "Freshwater ecotoxicity, short term PDF.m2.yr 5.083302e+03 \n",
- "Freshwater eutrophication PDF.m2.yr 5.985165e+02 \n",
- " kg PO4 P-lim eq 5.250145e+01 \n",
- "Human toxicity cancer CTUh 7.788514e-02 \n",
- "Human toxicity cancer, long term DALY 4.097176e-01 \n",
- "Human toxicity cancer, short term DALY 4.859615e-01 \n",
- "Human toxicity non cancer CTUh 8.280224e+00 \n",
- "Human toxicity non-cancer, long term DALY 1.794316e+01 \n",
- "Human toxicity non-cancer, short term DALY 4.413440e+00 \n",
- "Marine acidification, long term PDF.m2.yr 7.905090e+05 \n",
- "Marine acidification, short term PDF.m2.yr 8.580819e+04 \n",
- "Marine eutrophication PDF.m2.yr 3.612198e+04 \n",
- " kg N N-lim eq 2.889758e+03 \n",
+ "Climate change, ecosystem quality, long term PDF.m2.yr 5.071070e+06 \n",
+ "Climate change, ecosystem quality, short term PDF.m2.yr 1.708365e+06 \n",
+ "Climate change, human health, long term DALY 2.307763e+01 \n",
+ "Climate change, human health, short term DALY 7.895537e+00 \n",
+ "Climate change, long term kg CO2 eq (long) 8.673938e+06 \n",
+ "Climate change, short term kg CO2 eq (short) 9.655311e+06 \n",
+ "Freshwater acidification PDF.m2.yr 1.081823e+05 \n",
+ " kg SO2 eq 1.295479e-01 \n",
+ "Freshwater ecotoxicity CTUe 8.112931e+07 \n",
+ "Freshwater ecotoxicity, long term PDF.m2.yr 3.698865e+04 \n",
+ "Freshwater ecotoxicity, short term PDF.m2.yr 7.466999e+03 \n",
+ "Freshwater eutrophication PDF.m2.yr 9.030088e+02 \n",
+ " kg PO4 P-lim eq 7.921130e+01 \n",
+ "Human toxicity cancer CTUh 1.197599e-01 \n",
+ "Human toxicity cancer, long term DALY 6.279859e-01 \n",
+ "Human toxicity cancer, short term DALY 7.492533e-01 \n",
+ "Human toxicity non cancer CTUh 1.276855e+01 \n",
+ "Human toxicity non-cancer, long term DALY 2.765975e+01 \n",
+ "Human toxicity non-cancer, short term DALY 6.815343e+00 \n",
+ "Marine acidification, long term PDF.m2.yr 1.166188e+06 \n",
+ "Marine acidification, short term PDF.m2.yr 1.265873e+05 \n",
+ "Marine eutrophication PDF.m2.yr 5.515236e+04 \n",
+ " kg N N-lim eq 4.412189e+03 \n",
"Ozone Layer Depletion kg CFC-11 eq 1.490874e-03 \n",
"Ozone layer depletion DALY 6.096430e-08 \n",
- "Particulate matter formation DALY 2.549440e+01 \n",
- " kg PM2.5 eq 2.124533e+04 \n",
- "Photochemical oxidant formation DALY 9.993193e-04 \n",
- " kg NMVOC eq 2.599426e+04 \n",
- "Terrestrial acidification PDF.m2.yr 5.240459e+05 \n",
- " kg SO2 eq 8.025954e+01 \n",
- "Water use m3 1.921276e+04 \n",
- "Energy use TJ 1.252477e+02 \n",
+ "Particulate matter formation DALY 3.897950e+01 \n",
+ " kg PM2.5 eq 3.248292e+04 \n",
+ "Photochemical oxidant formation DALY 1.482932e-03 \n",
+ " kg NMVOC eq 3.858241e+04 \n",
+ "Terrestrial acidification PDF.m2.yr 7.907514e+05 \n",
+ " kg SO2 eq 1.211190e+02 \n",
+ "Water use m3 1.921278e+04 \n",
+ "Energy use TJ 1.855983e+02 \n",
"\n",
" \n",
" Non-profit institutions serving households' final consumption expenditure \n",
" NPISH \n",
"Impact category CF unit \n",
- "Climate change, ecosystem quality, long term PDF.m2.yr 6.473252e+06 \n",
- "Climate change, ecosystem quality, short term PDF.m2.yr 2.052083e+06 \n",
- "Climate change, human health, long term DALY 2.946643e+01 \n",
- "Climate change, human health, short term DALY 9.484224e+00 \n",
- "Climate change, long term kg CO2 eq (long) 1.080624e+07 \n",
- "Climate change, short term kg CO2 eq (short) 1.159657e+07 \n",
- "Freshwater acidification PDF.m2.yr 7.444045e+04 \n",
- " kg SO2 eq 9.609541e-02 \n",
- "Freshwater ecotoxicity CTUe 1.845965e+07 \n",
- "Freshwater ecotoxicity, long term PDF.m2.yr 8.311101e+03 \n",
- "Freshwater ecotoxicity, short term PDF.m2.yr 1.806961e+03 \n",
- "Freshwater eutrophication PDF.m2.yr 3.523394e+02 \n",
- " kg PO4 P-lim eq 3.090696e+01 \n",
- "Human toxicity cancer CTUh 2.968163e-02 \n",
- "Human toxicity cancer, long term DALY 1.171159e-01 \n",
- "Human toxicity cancer, short term DALY 2.242228e-01 \n",
- "Human toxicity non cancer CTUh 2.316551e+00 \n",
- "Human toxicity non-cancer, long term DALY 5.025320e+00 \n",
- "Human toxicity non-cancer, short term DALY 1.229368e+00 \n",
- "Marine acidification, long term PDF.m2.yr 1.540141e+06 \n",
- "Marine acidification, short term PDF.m2.yr 1.671837e+05 \n",
- "Marine eutrophication PDF.m2.yr 3.265707e+04 \n",
- " kg N N-lim eq 2.612566e+03 \n",
+ "Climate change, ecosystem quality, long term PDF.m2.yr 7.038038e+06 \n",
+ "Climate change, ecosystem quality, short term PDF.m2.yr 2.282599e+06 \n",
+ "Climate change, human health, long term DALY 3.203429e+01 \n",
+ "Climate change, human health, short term DALY 1.054971e+01 \n",
+ "Climate change, long term kg CO2 eq (long) 1.185118e+07 \n",
+ "Climate change, short term kg CO2 eq (short) 1.289980e+07 \n",
+ "Freshwater acidification PDF.m2.yr 8.688443e+04 \n",
+ " kg SO2 eq 1.108718e-01 \n",
+ "Freshwater ecotoxicity CTUe 2.524957e+07 \n",
+ "Freshwater ecotoxicity, long term PDF.m2.yr 1.140632e+04 \n",
+ "Freshwater ecotoxicity, short term PDF.m2.yr 2.432300e+03 \n",
+ "Freshwater eutrophication PDF.m2.yr 5.876569e+02 \n",
+ " kg PO4 P-lim eq 5.154886e+01 \n",
+ "Human toxicity cancer CTUh 4.025158e-02 \n",
+ "Human toxicity cancer, long term DALY 1.707388e-01 \n",
+ "Human toxicity cancer, short term DALY 2.921543e-01 \n",
+ "Human toxicity non cancer CTUh 3.404597e+00 \n",
+ "Human toxicity non-cancer, long term DALY 7.382459e+00 \n",
+ "Human toxicity non-cancer, short term DALY 1.809954e+00 \n",
+ "Marine acidification, long term PDF.m2.yr 1.669542e+06 \n",
+ "Marine acidification, short term PDF.m2.yr 1.812301e+05 \n",
+ "Marine eutrophication PDF.m2.yr 4.079859e+04 \n",
+ " kg N N-lim eq 3.263887e+03 \n",
"Ozone Layer Depletion kg CFC-11 eq 1.796593e-03 \n",
"Ozone layer depletion DALY 1.874062e-07 \n",
- "Particulate matter formation DALY 1.120388e+01 \n",
- " kg PM2.5 eq 9.336570e+03 \n",
- "Photochemical oxidant formation DALY 2.594677e-03 \n",
- " kg NMVOC eq 6.691618e+04 \n",
- "Terrestrial acidification PDF.m2.yr 5.897214e+05 \n",
- " kg SO2 eq 8.933350e+01 \n",
+ "Particulate matter formation DALY 1.473680e+01 \n",
+ " kg PM2.5 eq 1.228067e+04 \n",
+ "Photochemical oxidant formation DALY 2.802653e-03 \n",
+ " kg NMVOC eq 7.237384e+04 \n",
+ "Terrestrial acidification PDF.m2.yr 6.922559e+05 \n",
+ " kg SO2 eq 1.050765e+02 \n",
"Water use m3 2.710984e+06 \n",
- "Energy use TJ 3.683126e+02 \n",
+ "Energy use TJ 4.069269e+02 \n",
"\n",
"[33 rows x 3627 columns]"
]
},
- "execution_count": 14,
+ "execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
@@ -7420,7 +7420,7 @@
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": 12,
"metadata": {
"scrolled": true
},
@@ -7636,7 +7636,7 @@
" 0.000001 | \n",
" 0.000001 | \n",
" 0.000001 | \n",
- " 8.576488e-07 | \n",
+ " 9.045356e-07 | \n",
" ... | \n",
" 0.000361 | \n",
" 0.000387 | \n",
@@ -7651,16 +7651,16 @@
" \n",
" \n",
" | Recreational, cultural and sporting services (92) | \n",
+ " 0.000005 | \n",
+ " 0.000005 | \n",
+ " 0.000005 | \n",
+ " 0.000005 | \n",
+ " 0.000005 | \n",
+ " 0.000005 | \n",
+ " 0.000005 | \n",
" 0.000004 | \n",
- " 0.000004 | \n",
- " 0.000004 | \n",
- " 0.000004 | \n",
- " 0.000004 | \n",
- " 0.000004 | \n",
- " 0.000004 | \n",
- " 0.000004 | \n",
- " 0.000004 | \n",
- " 3.452865e-06 | \n",
+ " 0.000005 | \n",
+ " 3.678120e-06 | \n",
" ... | \n",
" 0.001306 | \n",
" 0.001315 | \n",
@@ -7675,16 +7675,16 @@
"
\n",
" \n",
" | Other services (93) | \n",
- " 0.000003 | \n",
- " 0.000003 | \n",
- " 0.000003 | \n",
- " 0.000003 | \n",
- " 0.000003 | \n",
- " 0.000003 | \n",
- " 0.000003 | \n",
" 0.000002 | \n",
- " 0.000003 | \n",
- " 1.994708e-06 | \n",
+ " 0.000002 | \n",
+ " 0.000002 | \n",
+ " 0.000002 | \n",
+ " 0.000002 | \n",
+ " 0.000002 | \n",
+ " 0.000002 | \n",
+ " 0.000002 | \n",
+ " 0.000002 | \n",
+ " 1.752013e-06 | \n",
" ... | \n",
" 0.000812 | \n",
" 0.000848 | \n",
@@ -7708,7 +7708,7 @@
" 0.000003 | \n",
" 0.000003 | \n",
" 0.000003 | \n",
- " 2.648828e-06 | \n",
+ " 2.000762e-06 | \n",
" ... | \n",
" 0.000107 | \n",
" 0.000107 | \n",
@@ -7760,8 +7760,8 @@
" Fresh potatoes 0.000187 \n",
"... ... \n",
"WM Membership organisation services n.e.c. (91) 0.000001 \n",
- " Recreational, cultural and sporting services (92) 0.000004 \n",
- " Other services (93) 0.000003 \n",
+ " Recreational, cultural and sporting services (92) 0.000005 \n",
+ " Other services (93) 0.000002 \n",
" Private households with employed persons (95) 0.000003 \n",
" Extra-territorial organizations and bodies 0.000000 \n",
"\n",
@@ -7774,8 +7774,8 @@
" Fresh potatoes 0.000184 \n",
"... ... \n",
"WM Membership organisation services n.e.c. (91) 0.000001 \n",
- " Recreational, cultural and sporting services (92) 0.000004 \n",
- " Other services (93) 0.000003 \n",
+ " Recreational, cultural and sporting services (92) 0.000005 \n",
+ " Other services (93) 0.000002 \n",
" Private households with employed persons (95) 0.000003 \n",
" Extra-territorial organizations and bodies 0.000000 \n",
"\n",
@@ -7788,8 +7788,8 @@
" Fresh potatoes 0.000187 \n",
"... ... \n",
"WM Membership organisation services n.e.c. (91) 0.000001 \n",
- " Recreational, cultural and sporting services (92) 0.000004 \n",
- " Other services (93) 0.000003 \n",
+ " Recreational, cultural and sporting services (92) 0.000005 \n",
+ " Other services (93) 0.000002 \n",
" Private households with employed persons (95) 0.000003 \n",
" Extra-territorial organizations and bodies 0.000000 \n",
"\n",
@@ -7802,8 +7802,8 @@
" Fresh potatoes 0.000187 \n",
"... ... \n",
"WM Membership organisation services n.e.c. (91) 0.000001 \n",
- " Recreational, cultural and sporting services (92) 0.000004 \n",
- " Other services (93) 0.000003 \n",
+ " Recreational, cultural and sporting services (92) 0.000005 \n",
+ " Other services (93) 0.000002 \n",
" Private households with employed persons (95) 0.000003 \n",
" Extra-territorial organizations and bodies 0.000000 \n",
"\n",
@@ -7816,8 +7816,8 @@
" Fresh potatoes 1.000187 \n",
"... ... \n",
"WM Membership organisation services n.e.c. (91) 0.000001 \n",
- " Recreational, cultural and sporting services (92) 0.000004 \n",
- " Other services (93) 0.000003 \n",
+ " Recreational, cultural and sporting services (92) 0.000005 \n",
+ " Other services (93) 0.000002 \n",
" Private households with employed persons (95) 0.000003 \n",
" Extra-territorial organizations and bodies 0.000000 \n",
"\n",
@@ -7830,8 +7830,8 @@
" Fresh potatoes 0.000187 \n",
"... ... \n",
"WM Membership organisation services n.e.c. (91) 0.000001 \n",
- " Recreational, cultural and sporting services (92) 0.000004 \n",
- " Other services (93) 0.000003 \n",
+ " Recreational, cultural and sporting services (92) 0.000005 \n",
+ " Other services (93) 0.000002 \n",
" Private households with employed persons (95) 0.000003 \n",
" Extra-territorial organizations and bodies 0.000000 \n",
"\n",
@@ -7844,8 +7844,8 @@
" Fresh potatoes 0.000187 \n",
"... ... \n",
"WM Membership organisation services n.e.c. (91) 0.000001 \n",
- " Recreational, cultural and sporting services (92) 0.000004 \n",
- " Other services (93) 0.000003 \n",
+ " Recreational, cultural and sporting services (92) 0.000005 \n",
+ " Other services (93) 0.000002 \n",
" Private households with employed persons (95) 0.000003 \n",
" Extra-territorial organizations and bodies 0.000000 \n",
"\n",
@@ -7872,8 +7872,8 @@
" Fresh potatoes 0.000187 \n",
"... ... \n",
"WM Membership organisation services n.e.c. (91) 0.000001 \n",
- " Recreational, cultural and sporting services (92) 0.000004 \n",
- " Other services (93) 0.000003 \n",
+ " Recreational, cultural and sporting services (92) 0.000005 \n",
+ " Other services (93) 0.000002 \n",
" Private households with employed persons (95) 0.000003 \n",
" Extra-territorial organizations and bodies 0.000000 \n",
"\n",
@@ -7885,10 +7885,10 @@
" Grains (except wheat) 1.442060e-04 \n",
" Fresh potatoes 1.188729e-05 \n",
"... ... \n",
- "WM Membership organisation services n.e.c. (91) 8.576488e-07 \n",
- " Recreational, cultural and sporting services (92) 3.452865e-06 \n",
- " Other services (93) 1.994708e-06 \n",
- " Private households with employed persons (95) 2.648828e-06 \n",
+ "WM Membership organisation services n.e.c. (91) 9.045356e-07 \n",
+ " Recreational, cultural and sporting services (92) 3.678120e-06 \n",
+ " Other services (93) 1.752013e-06 \n",
+ " Private households with employed persons (95) 2.000762e-06 \n",
" Extra-territorial organizations and bodies 0.000000e+00 \n",
"\n",
" ... \\\n",
@@ -8048,7 +8048,7 @@
"[16196 rows x 16196 columns]"
]
},
- "execution_count": 15,
+ "execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
@@ -8067,7 +8067,7 @@
},
{
"cell_type": "code",
- "execution_count": 18,
+ "execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
@@ -8083,7 +8083,7 @@
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 14,
"metadata": {
"scrolled": true
},
@@ -8102,7 +8102,7 @@
},
{
"cell_type": "code",
- "execution_count": 76,
+ "execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
@@ -8118,7 +8118,7 @@
},
{
"cell_type": "code",
- "execution_count": 77,
+ "execution_count": 16,
"metadata": {
"scrolled": true
},
@@ -8132,7 +8132,7 @@
},
{
"cell_type": "code",
- "execution_count": 78,
+ "execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
@@ -8151,7 +8151,7 @@
},
{
"cell_type": "code",
- "execution_count": 79,
+ "execution_count": 18,
"metadata": {
"scrolled": true
},
@@ -8159,21 +8159,21 @@
{
"data": {
"text/plain": [
- "CA-QC Private vehicle use 1.850459e+10\n",
- " Heating and cooking 1.522669e+10\n",
- " Motor gasoline 3.248249e+09\n",
- " Prepared meals 2.642945e+09\n",
- " Air passenger transportation services 1.960702e+09\n",
- " ... \n",
- "CA-YT Suitcases, handbags and other leather and allied products 0.000000e+00\n",
- " Hardwood lumber 0.000000e+00\n",
- "CA-QC Water use by households 0.000000e+00\n",
- " Office supplies (except paper) -6.268158e+05\n",
- " Natural gas -3.713152e+08\n",
+ "CA-QC Private vehicle use 1.850459e+10\n",
+ " Heating and cooking 1.522669e+10\n",
+ " Motor gasoline 3.604385e+09\n",
+ " Prepared meals 2.911136e+09\n",
+ " Air passenger transportation services 2.094214e+09\n",
+ " ... \n",
+ "CA-YT Retail margins - cannabis products (unlicensed) 0.000000e+00\n",
+ " Retail margins - household fuels 0.000000e+00\n",
+ " Used motor vehicles 0.000000e+00\n",
+ "CA-QC Office supplies (except paper) -7.355655e+05\n",
+ " Natural gas -3.714922e+08\n",
"Name: (Climate change, short term, kg CO2 eq (short)), Length: 16199, dtype: float64"
]
},
- "execution_count": 79,
+ "execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
diff --git a/openIO.py b/openIO.py
index b477274..2f68d61 100644
--- a/openIO.py
+++ b/openIO.py
@@ -723,36 +723,27 @@ def load_merchandise_international_trade_database(self):
conc = pd.read_excel(pkg_resources.resource_stream(__name__, '/Data/HS-IOIC.xlsx'))
# load database
- merchandise_database = pd.read_csv(pkg_resources.resource_stream(__name__, '/Data/Imports_' + str(self.year) +
- '_HS06.csv'))
-
- # drop useless columns
- merchandise_database = merchandise_database.drop(['YearMonth/AnnéeMois', 'Province', 'State/État',
- 'Quantity/Quantité','Unit of Measure/Unité de Mesure'],
- axis=1)
-
- # drop international imports coming from Canada
- merchandise_database = merchandise_database[merchandise_database['Country/Pays'] != 'CA']
-
- # also drop nan countries for obvious reasons
- merchandise_database = merchandise_database.dropna(subset=['Country/Pays'])
+ merchandise_database = pd.read_excel(pkg_resources.resource_stream(__name__, '/Data/Imports_' + str(self.year) +
+ '_HS06_treated.xlsx'))
+ merchandise_database = merchandise_database.ffill()
+ merchandise_database.columns = ['Country', 'HS6', 'Value']
# apply concordance
merchandise_database = merchandise_database.merge(conc, on='HS6', how='left')
# only keep useful information
- merchandise_database = merchandise_database.loc[:, ['IOIC', 'Country/Pays', 'Value/Valeur', ]]
+ merchandise_database = merchandise_database.loc[:, ['IOIC', 'Country', 'Value']]
- # drop sectors that are not matched to IOIC (None)
+ # remove HS sectors that cant be matched to IOIC (identified with "None")
merchandise_database = merchandise_database.drop(
- merchandise_database[merchandise_database['IOIC'] == 'None'].index)
+ [i for i in merchandise_database.index if merchandise_database.loc[i, 'IOIC'] == 'None'])
# change IOIC codes to sector names
code_to_name = {j[0]: j[1] for j in self.commodities}
merchandise_database.IOIC = [code_to_name[i] for i in merchandise_database.IOIC]
# set MultiIndex with country and classification
- merchandise_database = merchandise_database.set_index(['Country/Pays', 'IOIC'])
+ merchandise_database = merchandise_database.set_index(['Country', 'IOIC'])
# regroup purchases together (on country + IOIC sector)
merchandise_database = merchandise_database.groupby(merchandise_database.index).sum()
@@ -2364,6 +2355,36 @@ def todf(data):
return out
+def treatment_import_data(original_file_path):
+ """Function used to treat the merchandise imports trade database file. FIle is way too big to be provided to
+ users through Github, so we treat the data to only keep what is relevant."""
+
+ # load database
+ merchandise_database = pd.read_csv(original_file_path)
+ # drop useless columns
+
+ merchandise_database = merchandise_database.drop(['YearMonth/AnnéeMois', 'Province', 'State/État',
+ 'Quantity/Quantité', 'Unit of Measure/Unité de Mesure'],
+ axis=1)
+
+ # drop international imports coming from Canada
+ merchandise_database = merchandise_database[merchandise_database['Country/Pays'] != 'CA']
+
+ # also drop nan countries for obvious reasons
+ merchandise_database = merchandise_database.dropna(subset=['Country/Pays'])
+
+ # set the index as country/code multi-index
+ merchandise_database = merchandise_database.set_index(['Country/Pays', 'HS6'])
+
+ # regroup data from several months into a single yearly data
+ merchandise_database = merchandise_database.groupby(merchandise_database.index).sum()
+
+ # multi-index is cleaner
+ merchandise_database.index = pd.MultiIndex.from_tuples(merchandise_database.index)
+
+ return merchandise_database
+
+
# pyomo optimization functions
def reconcile_one_product_market(uy, u0, imp, penalty_multiplicator):
opt = SolverFactory('ipopt')
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000..acac4a6
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,5 @@
+pandas==1.3.4
+numpy==1.20.3
+regex==2.2.1
+pymrio==0.4.6
+country_converter==0.7.4
\ No newline at end of file