diff --git a/premise/data/metals/SI_2_Material_requirements.xlsx b/premise/data/metals/SI_2_Material_requirements.xlsx new file mode 100644 index 00000000..84a6280a Binary files /dev/null and b/premise/data/metals/SI_2_Material_requirements.xlsx differ diff --git a/premise/data/metals/intensities_xls_to_csv.ipynb b/premise/data/metals/intensities_xls_to_csv.ipynb new file mode 100644 index 00000000..f674df7e --- /dev/null +++ b/premise/data/metals/intensities_xls_to_csv.ipynb @@ -0,0 +1,298 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "670e8412-b0fc-4fe0-9ec0-e2e104e4827d", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "3d2a97e4-5fca-48f3-84db-2e65e839de55", + "metadata": {}, + "outputs": [], + "source": [ + "file_path = 'SI_2_Material_requirements.xlsx'\n", + "xls = pd.ExcelFile(file_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "8bdf6ed4-ae0d-44d1-b0cf-537b4d27f976", + "metadata": {}, + "outputs": [], + "source": [ + "sheets_to_exclude = [\"Materials\", \"Technologies\", \"References\"]\n", + "sheets_to_include = [sheet for sheet in xls.sheet_names if sheet not in sheets_to_exclude]" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "b7d94a6b-95ea-45ab-80e1-8f95b1ff5bd3", + "metadata": {}, + "outputs": [], + "source": [ + "combined_df = pd.DataFrame(columns=[\"metal\", \"unit\", \"year\", \"mean\", \"median\", \"min\", \"max\", \"origin_var\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "2b2520af-a5fb-43d5-a9c4-60db6b5531de", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\hahnme_a\\AppData\\Local\\Temp\\ipykernel_20220\\936690025.py:8: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n", + " combined_df = pd.concat([combined_df, df], ignore_index=True)\n" + ] + }, + { + "data": { + "text/html": [ + "
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metalunityearmeanmedianminmaxorigin_var
0Aluminiumkg metal/kg vehicle2020.00.2456110.2456112.456112e-010.245611ICEV
1Antimonykg metal/kg vehicle2020.00.0011690.0011347.428823e-040.001660ICEV
2Berylliumkg metal/kg vehicle2020.00.0000030.0000031.620822e-060.000004ICEV
3Ceriumkg metal/kg vehicle2020.00.0000160.0000131.550000e-070.000049ICEV
4Cobaltkg metal/kg vehicle2020.00.0030390.0035621.948080e-030.003737ICEV
...........................
236Praseodimiumkg/MW2020.08.7841968.7841968.784196e+008.784196HTEL - Yttrium
237Strontiumkg/MW2020.02.7379742.3963321.616888e+004.200702HTEL - Yttrium
238Yttriumkg/MW2020.050.87560565.9970991.156334e+0175.066370HTEL - Yttrium
239Zirconiumkg/MW2020.0242.987230271.3906476.822289e+01389.348155HTEL - Yttrium
240Yttriumkg/MW2050.06.0166726.0166724.700000e-0111.563345HTEL - Yttrium
\n", + "

241 rows × 8 columns

\n", + "
" + ], + "text/plain": [ + " metal unit year mean median \\\n", + "0 Aluminium kg metal/kg vehicle 2020.0 0.245611 0.245611 \n", + "1 Antimony kg metal/kg vehicle 2020.0 0.001169 0.001134 \n", + "2 Beryllium kg metal/kg vehicle 2020.0 0.000003 0.000003 \n", + "3 Cerium kg metal/kg vehicle 2020.0 0.000016 0.000013 \n", + "4 Cobalt kg metal/kg vehicle 2020.0 0.003039 0.003562 \n", + ".. ... ... ... ... ... \n", + "236 Praseodimium kg/MW 2020.0 8.784196 8.784196 \n", + "237 Strontium kg/MW 2020.0 2.737974 2.396332 \n", + "238 Yttrium kg/MW 2020.0 50.875605 65.997099 \n", + "239 Zirconium kg/MW 2020.0 242.987230 271.390647 \n", + "240 Yttrium kg/MW 2050.0 6.016672 6.016672 \n", + "\n", + " min max origin_var \n", + "0 2.456112e-01 0.245611 ICEV \n", + "1 7.428823e-04 0.001660 ICEV \n", + "2 1.620822e-06 0.000004 ICEV \n", + "3 1.550000e-07 0.000049 ICEV \n", + "4 1.948080e-03 0.003737 ICEV \n", + ".. ... ... ... \n", + "236 8.784196e+00 8.784196 HTEL - Yttrium \n", + "237 1.616888e+00 4.200702 HTEL - Yttrium \n", + "238 1.156334e+01 75.066370 HTEL - Yttrium \n", + "239 6.822289e+01 389.348155 HTEL - Yttrium \n", + "240 4.700000e-01 11.563345 HTEL - Yttrium \n", + "\n", + "[241 rows x 8 columns]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "for sheet in sheets_to_include:\n", + " df = pd.read_excel(file_path, sheet_name=sheet, skiprows=2, header=None, usecols=\"A:G\")\n", + " df.columns = ['metal', 'unit', 'year', 'mean', 'median', 'min', 'max']\n", + " df = df.dropna(how='all')\n", + " df = df[df['metal'] != 'mean']\n", + " df[\"origin_var\"] = sheet\n", + " \n", + " combined_df = pd.concat([combined_df, df], ignore_index=True)\n", + " \n", + "combined_df" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "6bc56cef-de5e-48a6-983c-17f4519dd7c1", + "metadata": {}, + "outputs": [], + "source": [ + "output_file = 'metals_db.csv'\n", + "combined_df.to_csv(output_file, index=False)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/premise/data/metals/metals_db.csv b/premise/data/metals/metals_db.csv index 99959b79..7b60f9d3 100644 --- a/premise/data/metals/metals_db.csv +++ b/premise/data/metals/metals_db.csv @@ -1,436 +1,242 @@ metal,unit,year,mean,median,min,max,origin_var -Aluminium,kg metal/kg vehicle,2020,0.245611249,0.245611249,0.245611249,0.245611249,ICEV -Antimony,kg metal/kg vehicle,2020,0.00116903,0.001134208,0.000742882,0.001660168,ICEV -Beryllium,kg metal/kg vehicle,2020,0.00000278,0.00000326,0.00000162,0.00000371,ICEV -Cerium,kg metal/kg vehicle,2020,0.000016,0.0000125,0.000000155,0.0000491,ICEV -Cobalt,kg metal/kg vehicle,2020,0.003038516,0.003561802,0.00194808,0.003736866,ICEV -Dysprosium,kg metal/kg vehicle,2020,0.0000209,0.0000166,0.000000519,0.0000648,ICEV -Erbium,kg metal/kg vehicle,2020,0.0000000675,0.00000009,0,0.000000113,ICEV -Europium,kg metal/kg vehicle,2020,0.0000000722,0.00000000563,0.000000005,0.000000273,ICEV -Gadolinium,kg metal/kg vehicle,2020,0.0000142,0.0000163,0.000000005,0.0000314,ICEV -Gallium,kg metal/kg vehicle,2020,0.0000151,0.0000163,0.00000005,0.0000327,ICEV -Germanium,kg metal/kg vehicle,2020,0.0000151,0.000018,0.0000095,0.0000186,ICEV -Gold,kg metal/kg vehicle,2020,0.000145186,0.000137131,0.0000924,0.00021005,ICEV -Indium,kg metal/kg vehicle,2020,0.00000573,0.00000646,0.00000004,0.0000136,ICEV -Lanthanum,kg metal/kg vehicle,2020,0.003318204,0.003827456,0,0.007385612,ICEV -Lithium,kg metal/kg vehicle,2020,0.00042079,0.0000404,0.00000068,0.003128275,ICEV -Manganese,kg metal/kg vehicle,2020,0.005606883,0.005606883,0.005606883,0.005606883,ICEV -Molybdenum,kg metal/kg vehicle,2020,0.000488061,0.000557365,0.000310458,0.000611758,ICEV -Neodymium,kg metal/kg vehicle,2020,0.000894,0.000975131,0.0000138,0.002097892,ICEV -Niobium,kg metal/kg vehicle,2020,0.0000365,0.0000388,0.0000195,0.0000546,ICEV -Palladium,kg metal/kg vehicle,2020,0.0000221,0.0000249,0.00000062,0.0000536,ICEV -Platinum,kg metal/kg vehicle,2020,0.00000663,0.00000723,0.00000142,0.0000133,ICEV -Praseodymium,kg metal/kg vehicle,2020,0.0000251,0.0000261,0.000000506,0.0000526,ICEV -Rhenium,kg metal/kg vehicle,2020,0.000000257,0.000000285,0.000000155,0.000000345,ICEV -Rhodium,kg metal/kg vehicle,2020,0.00000000542,0.000000005,0.000000005,0.00000000625,ICEV -Ruthenium,kg metal/kg vehicle,2020,0.00000289,0.00000344,0.00000169,0.00000376,ICEV -Rubidium,kg metal/kg vehicle,2020,0.00000434,0.00000434,0.00000255,0.00000632,ICEV -Samarium,kg metal/kg vehicle,2020,0.0000015,0.00000146,0.000000269,0.00000282,ICEV -Scandium,kg metal/kg vehicle,2020,0.000000682,0.000000682,0.000000682,0.000000682,ICEV -Silver,kg metal/kg vehicle,2020,0.000767228,0.00080603,0.000466444,0.001075366,ICEV -Strontium,kg metal/kg vehicle,2020,0.070935376,0.082639156,0.045495953,0.087303592,ICEV -Tantalum,kg metal/kg vehicle,2020,0.000300993,0.000333149,0.0000035,0.000702695,ICEV -Tellurium,kg metal/kg vehicle,2020,0.00000131,0.00000145,0.00000079,0.00000175,ICEV -Terbium,kg metal/kg vehicle,2020,0.00000371,0.00000344,0,0.00000993,ICEV -Tin,kg metal/kg vehicle,2020,0.026209199,0.025020319,0.016558114,0.037882607,ICEV -Tungsten,kg metal/kg vehicle,2020,0.0000152,0.0000164,0.00000964,0.0000201,ICEV -Ytterbium,kg metal/kg vehicle,2020,0.0000000453,0.0000000405,0,0.0000001,ICEV -Yttrium,kg metal/kg vehicle,2020,0.0000359,0.0000453,0.00000001,0.0000874,ICEV -Zirconium,kg metal/kg vehicle,2020,0.000911848,0.000786316,0.000644241,0.001241788,ICEV -Aluminium,kg metal/kg motor,2020,0.205510838,0.225269727,0.106602705,0.363263578,EV -Boron,kg metal/kg motor,2020,0.000386001,0.000379718,0.000318182,0.000466387,EV -Cerium,kg metal/kg motor,2020,0.000775566,0.000775566,0.00000585,0.001545283,EV -Cobalt,kg metal/kg motor,2020,0.000386053,0.000412521,0.0000472,0.000672,EV -Dysprosium,kg metal/kg motor,2020,0.002103734,0.001509434,0.0000189,0.006792453,EV -Erbium,kg metal/kg motor,2020,0.0000034,0.0000034,0.0000034,0.0000034,EV -Europium,kg metal/kg motor,2020,0.00000445,0.00000445,0.000000189,0.00000872,EV -Gadolinium,kg metal/kg motor,2020,0.00000336,0.00000336,0.000000189,0.00000654,EV -Gallium,kg metal/kg motor,2020,0.0000084,0.00000821,0.00000666,0.0000108,EV -Germanium,kg metal/kg motor,2020,,,0,0,EV -Gold,kg metal/kg motor,2020,,,0,0,EV -Indium,kg metal/kg motor,2020,0.00000151,0.00000151,0.00000151,0.00000151,EV -Lanthanum,kg metal/kg motor,2020,0.000139292,0.000139292,0.000126038,0.000152547,EV -Lithium,kg metal/kg motor,2020,0.118048113,0.118048113,0.118048113,0.118048113,EV -Manganese,kg metal/kg motor,2020,0.010922011,0.010922011,0.010922011,0.010922011,EV -Molybdenum,kg metal/kg motor,2020,,,0,0,EV -Neodymium,kg metal/kg motor,2020,0.005404503,0.004530615,0.000033,0.014462264,EV -Nickel,kg metal/kg motor,2020,0.000977693,0.000977693,0.000289719,0.001665667,EV -Niobium,kg metal/kg motor,2020,0.002059245,0.002059245,0.002059245,0.002059245,EV -Palladium,kg metal/kg motor,2020,0.0000342,0.0000342,0.0000342,0.0000342,EV -Platinum,kg metal/kg motor,2020,0.000103962,0.000103962,0.000103962,0.000103962,EV -Praseodymium,kg metal/kg motor,2020,0.000615648,0.00079952,0.00000261,0.001114305,EV -Rhenium,kg metal/kg motor,2020,,,0,0,EV -Rhodium,kg metal/kg motor,2020,0.000000189,0.000000189,0.000000189,0.000000189,EV -Ruthenium,kg metal/kg motor,2020,,,0,0,EV -Rubidium,kg metal/kg motor,2020,,,0,0,EV -Samarium,kg metal/kg motor,2020,0.0000439,0.0000439,0.0000264,0.0000614,EV -Scandium,kg metal/kg motor,2020,0.0000198,0.0000198,0.0000198,0.0000198,EV -Silver,kg metal/kg motor,2020,,,0,0,EV -Strontium,kg metal/kg motor,2020,,,0,0,EV -Tantalum,kg metal/kg motor,2020,0.00020434,0.00020434,0.00020434,0.00020434,EV -Tellurium,kg metal/kg motor,2020,,,0,0,EV -Terbium,kg metal/kg motor,2020,0.000170826,0.000154864,0.0000000194,0.000374717,EV -Tin,kg metal/kg motor,2020,,,0,0,EV -Tungsten,kg metal/kg motor,2020,,,0,0,EV -Ytterbium,kg metal/kg motor,2020,0.00000153,0.00000153,0.0000000317,0.00000302,EV -Yttrium,kg metal/kg motor,2020,0.00000782,0.00000782,0.00000434,0.0000113,EV -Zirconium,kg metal/kg motor,2020,,,0,0,EV -Aluminium,kg/MW,2020,780,780,500,1060,Wind-DDPM -Boron,kg/MW,2020,6.790625,6.9,6,7.3625,Wind-DDPM -Chromium,kg/MW,2020,475.765,409.28,239,845.5,Wind-DDPM -Copper,kg/MW,2020,4796,3850,1484,10000,Wind-DDPM -Dysprosium,kg/MW,2020,22.70506944,22.78,12,42,Wind-DDPM -Lead,kg/MW,2020,6720,6720,6720,6720,Wind-DDPM -Manganese,kg/MW,2020,423.25,423.25,56.5,790,Wind-DDPM -Molybdenum,kg/MW,2020,103.4383333,109,75.315,126,Wind-DDPM -Neodymium,kg/MW,2020,179.2536184,183,116,217.19375,Wind-DDPM -Nickel,kg/MW,2020,342.914,376.57,111,610,Wind-DDPM -Niobium,kg/MW,2020,37.657,37.657,37.657,37.657,Wind-DDPM -Praseodymium,kg/MW,2020,32.06071429,35,12,50.625,Wind-DDPM -Steel,kg/MW,2020,125750,125750,119500,132000,Wind-DDPM -Terbium,kg/MW,2020,4.666666667,6.08,0.54,7,Wind-DDPM -Vanadium,kg/MW,2020,3680.126233,5450,90.3787,5500,Wind-DDPM -Zinc,kg/MW,2020,,,,,Wind-DDPM -Aluminium,kg/MW,2020,700,700,700,700,Wind-DDEE -Boron,kg/MW,2020,0,0,0,0,Wind-DDEE -Chromium,kg/MW,2020,525,525,525,525,Wind-DDEE -Copper,kg/MW,2020,5000,5000,5000,5000,Wind-DDEE -Dysprosium,kg/MW,2020,6,6,6,6,Wind-DDEE -Lead,kg/MW,2020,,,0,0,Wind-DDEE -Manganese,kg/MW,2020,790,790,790,790,Wind-DDEE -Molybdenum,kg/MW,2020,109,109,109,109,Wind-DDEE -Neodymium,kg/MW,2020,28,28,28,28,Wind-DDEE -Nickel,kg/MW,2020,340,340,340,340,Wind-DDEE -Niobium,kg/MW,2020,9,9,9,9,Wind-DDEE -Praseodymium,kg/MW,2020,,,0,0,Wind-DDEE -Steel,kg/MW,2020,132000,132000,132000,132000,Wind-DDEE -Terbium,kg/MW,2020,1,1,1,1,Wind-DDEE -Vanadium,kg/MW,2020,,,0,0,Wind-DDEE -Zinc,kg/MW,2020,5500,5500,5500,5500,Wind-DDEE -Aluminium,kg/MW,2020,1612.5,1500,1240,2210,Wind-Gearbox -Boron,kg/MW,2020,0.6,0.8,0,1,Wind-Gearbox -Chromium,kg/MW,2020,563.6,525,358.9,845.5,Wind-Gearbox -Copper,kg/MW,2020,1707.333333,986,940,4982,Wind-Gearbox -Dysprosium,kg/MW,2020,2.511111111,2,0,6,Wind-Gearbox -Manganese,kg/MW,2020,545.5,780,56.5,800,Wind-Gearbox -Molybdenum,kg/MW,2020,104.825,109,75.3,126,Wind-Gearbox -Neodymium,kg/MW,2020,18.95555556,12,0,51,Wind-Gearbox -Nickel,kg/MW,2020,446.72,430,376.6,610,Wind-Gearbox -Niobium,kg/MW,2020,37.7,37.7,37.7,37.7,Wind-Gearbox -Praseodymium,kg/MW,2020,3.66,4,0,9,Wind-Gearbox -Steel,kg/MW,2020,118957.5,110000,100040,155790,Wind-Gearbox -Terbium,kg/MW,2020,0.525,0.55,0,1,Wind-Gearbox -Vanadium,kg/MW,2020,90.4,90.4,90.4,90.4,Wind-Gearbox -Zinc,kg/MW,2020,5483.333333,5500,5450,5500,Wind-Gearbox -Aluminium,kg/MW,2020,,,0,0,Wind-HTSP -Boron,kg/MW,2020,,,0,0,Wind-HTSP -Chromium,kg/MW,2020,,,0,0,Wind-HTSP -Copper,kg/MW,2020,,,0,0,Wind-HTSP -Dysprosium,kg/MW,2020,,,0,0,Wind-HTSP -Manganese,kg/MW,2020,,,0,0,Wind-HTSP -Molybdenum,kg/MW,2020,,,0,0,Wind-HTSP -Neodymium,kg/MW,2020,,,0,0,Wind-HTSP -Nickel,kg/MW,2020,,,0,0,Wind-HTSP -Niobium,kg/MW,2020,,,0,0,Wind-HTSP -Praseodymium,kg/MW,2020,,,0,0,Wind-HTSP -Steel,kg/MW,2020,,,0,0,Wind-HTSP -Terbium,kg/MW,2020,,,0,0,Wind-HTSP -Vanadium,kg/MW,2020,,,0,0,Wind-HTSP -Yttrium,kg/MW,2020,1.2625,1.225,0.3,2.3,Wind-HTSP -Zinc,kg/MW,2020,,,0,0,Wind-HTSP -Aluminium,kg/MW,2020,2003.75,2003.75,7.5,4000,c-Si -Copper,kg/MW,2020,1274.595,884,589.38,2741,c-Si -Gallium,kg/MW,2020,9,9,9,9,c-Si -Lead,kg/MW,2020,138.1016667,72.38,5.925,336,c-Si -Nickel,kg/MW,2020,1.3,1.3,1.3,1.3,c-Si -Silicon,kg/MW,2020,2461,3383,0,4000,c-Si -Silver,kg/MW,2020,38.8394697,24,5.17,80,c-Si -Tin,kg/MW,2020,350.54,350.54,124.08,577,c-Si -Zinc,kg/MW,2020,16.735,16.735,16.735,16.735,c-Si -Aluminium,kg/MW,2020,16003.75,16003.75,7.5,32000,CdTe -Cadmium,kg/MW,2020,97.01518519,83.51,56.66666667,244.26,CdTe -Chromium,kg/MW,2020,61,61,61,61,CdTe -Copper,kg/MW,2020,3462.036667,5180.7,24.41,5181,CdTe -Indium,kg/MW,2020,13.11666667,15.5,7.95,15.9,CdTe -Lead,kg/MW,2020,7.8,7.8,7.8,7.8,CdTe -Molybdenum,kg/MW,2020,0.5,0.5,0.5,0.5,CdTe -Nickel,kg/MW,2020,15.59,15.59,15.59,15.59,CdTe -Silver,kg/MW,2020,80,80,80,80,CdTe -Tellurium,kg/MW,2020,94.61805556,91.84,17,242.87,CdTe -Tin,kg/MW,2020,52.63,52.63,21.4,83.86,CdTe -Aluminium,kg/MW,2020,7.5,7.5,7.5,7.5,CIGS -Cadmium,kg/MW,2020,89.07666667,1.3,0.93,265,CIGS -Copper,kg/MW,2020,234.4975,235.51,16.97,450,CIGS -Gallium,kg/MW,2020,17.78566667,6.085,2.32,124,CIGS -Indium,kg/MW,2020,40.31138889,25.5,13,83.79,CIGS -Molybdenum,kg/MW,2020,72.89,72.89,36.78,109,CIGS -Selenium,kg/MW,2020,49.14575758,41,6,110,CIGS -Silver,kg/MW,2020,80,80,80,80,CIGS -Tin,kg/MW,2020,5.95,5.95,5.95,5.95,CIGS -Zinc,kg/MW,2020,75.495,75.495,29.99,121,CIGS -Aluminium,kg/MW,2020,54.75,54.75,7.5,102,a-Si -Boron,kg/MW,2020,0.0008,0.0008,0.0008,0.0008,a-Si -Chromium,kg/MW,2020,634,634,634,634,a-Si -Cadmium,kg/MW,2020,6.61,6.61,6.61,6.61,a-Si -Copper,kg/MW,2020,1005,1005,1005,1005,a-Si -Germanium,kg/MW,2020,62.83333333,65.16666667,48,73,a-Si -Indium,kg/MW,2020,5.7528,5.32,0.714,13.41,a-Si -Molybdenum,kg/MW,2020,10.62,10.62,10.62,10.62,a-Si -Nickel,kg/MW,2020,334,334,334,334,a-Si -Silicon,kg/MW,2020,84.2,84.2,18.4,150,a-Si -Tellurium,kg/MW,2020,7.5,7.5,7.5,7.5,a-Si -Tin,kg/MW,2020,83.87,103.08,5.32,143.21,a-Si -Indium,kg/MW,2050,0.00000122,0.00000122,0,0.00000244,perovskite -Aluminium,kg/MW,2020,,,0,0,Parabolic Trough - SF -Chromium,kg/MW,2020,,,0,0,Parabolic Trough - SF -Copper,kg/MW,2020,,,0,0,Parabolic Trough - SF -Iron,kg/MW,2020,,,0,0,Parabolic Trough - SF -Magnesium,kg/MW,2020,,,0,0,Parabolic Trough - SF -Manganese,kg/MW,2020,,,0,0,Parabolic Trough - SF -Molybdenum,kg/MW,2020,,,0,0,Parabolic Trough - SF -Nickel,kg/MW,2020,,,0,0,Parabolic Trough - SF -Niobium,kg/MW,2020,,,0,0,Parabolic Trough - SF -Silicon sand,kg/MW,2020,,,0,0,Parabolic Trough - SF -Silver,kg/MW,2020,7.30744186,7.1,1.83,13,Parabolic Trough - SF -Steel,kg/MW,2020,,,0,0,Parabolic Trough - SF -Titanium,kg/MW,2020,,,0,0,Parabolic Trough - SF -Vanadium,kg/MW,2020,,,0,0,Parabolic Trough - SF -Zinc,kg/MW,2020,,,0,0,Parabolic Trough - SF -Aluminium,kg/MW,2020,740,740,740,740,Parabolic Trough - PB -Chromium,kg/MW,2020,2200,2200,2200,2200,Parabolic Trough - PB -Copper,kg/MW,2020,3200,3200,3200,3200,Parabolic Trough - PB -Iron,kg/MW,2020,650000,650000,650000,650000,Parabolic Trough - PB -Magnesium,kg/MW,2020,3000,3000,3000,3000,Parabolic Trough - PB -Manganese,kg/MW,2020,2000,2000,2000,2000,Parabolic Trough - PB -Molybdenum,kg/MW,2020,200,200,200,200,Parabolic Trough - PB -Nickel,kg/MW,2020,940,940,940,940,Parabolic Trough - PB -Niobium,kg/MW,2020,0,0,0,0,Parabolic Trough - PB -Silicon sand,kg/MW,2020,92000,92000,92000,92000,Parabolic Trough - PB -Silver,kg/MW,2020,25.49134146,24.85,6.405,40.355,Parabolic Trough - PB -Steel,kg/MW,2020,240000,240000,240000,240000,Parabolic Trough - PB -Titanium,kg/MW,2020,25,25,25,25,Parabolic Trough - PB -Vanadium,kg/MW,2020,1.9,1.9,1.9,1.9,Parabolic Trough - PB -Zinc,kg/MW,2020,650,650,650,650,Parabolic Trough - PB -Aluminium,kg/MW,2020,,,0,0,CSP Tower - SF -Chromium,kg/MW,2020,,,0,0,CSP Tower - SF -Copper,kg/MW,2020,,,0,0,CSP Tower - SF -Iron,kg/MW,2020,,,0,0,CSP Tower - SF -Magnesium,kg/MW,2020,,,0,0,CSP Tower - SF -Manganese,kg/MW,2020,,,0,0,CSP Tower - SF -Molybdenum,kg/MW,2020,,,0,0,CSP Tower - SF -Nickel,kg/MW,2020,,,0,0,CSP Tower - SF -Niobium,kg/MW,2020,,,0,0,CSP Tower - SF -Silicon sand,kg/MW,2020,,,0,0,CSP Tower - SF -Silver,kg/MW,2020,11.87777778,8,5.53,34.34,CSP Tower - SF -Steel,kg/MW,2020,,,0,0,CSP Tower - SF -Titanium,kg/MW,2020,,,0,0,CSP Tower - SF -Vanadium,kg/MW,2020,,,0,0,CSP Tower - SF -Zinc,kg/MW,2020,,,0,0,CSP Tower - SF -Aluminium,kg/MW,2020,33000,33000,33000,33000,CSP Tower - PB -Chromium,kg/MW,2020,3700,3700,3700,3700,CSP Tower - PB -Copper,kg/MW,2020,1400,1400,1400,1400,CSP Tower - PB -Iron,kg/MW,2020,393000,393000,393000,393000,CSP Tower - PB -Magnesium,kg/MW,2020,2600,2600,2600,2600,CSP Tower - PB -Manganese,kg/MW,2020,5700,5700,5700,5700,CSP Tower - PB -Molybdenum,kg/MW,2020,56,56,56,56,CSP Tower - PB -Nickel,kg/MW,2020,1800,1800,1800,1800,CSP Tower - PB -Niobium,kg/MW,2020,140,140,140,140,CSP Tower - PB -Silicon sand,kg/MW,2020,81000,81000,81000,81000,CSP Tower - PB -Silver,kg/MW,2020,37.12833333,26.5,16,120.19,CSP Tower - PB -Steel,kg/MW,2020,400000,400000,400000,400000,CSP Tower - PB -Titanium,kg/MW,2020,0,0,0,0,CSP Tower - PB -Vanadium,kg/MW,2020,1.7,1.7,1.7,1.7,CSP Tower - PB -Zinc,kg/MW,2020,1400,1400,1400,1400,CSP Tower - PB -Aluminium,kg/MW,2020,165,165,130,200,Nuclear -Boron,kg/MW,2020,10,10,10,10,Nuclear -Brass,kg/MW,2022,40,40,40,40,Nuclear -Cadmium,kg/MW,2020,5.25,5.25,0.5,10,Nuclear -Chromium,kg/MW,2020,829.175,388.35,350,2190,Nuclear -Copper,kg/MW,2020,1054.9,1345,59.6,1470,Nuclear -Hafnium,kg/MW,2020,0.5,0.5,0.5,0.5,Nuclear -Indium,kg/MW,2020,5.8,5.8,1.6,10,Nuclear -Lead,kg/MW,2020,28.1,40,4.3,40,Nuclear -Manganese,kg/MW,2020,295.095,295.095,75.19,515,Nuclear -Molybdenum,kg/MW,2020,70.8,70.8,70.8,70.8,Nuclear -Nickel,kg/MW,2020,285.1666667,300,255.5,300,Nuclear -Niobium,kg/MW,2020,2,2,2,2,Nuclear -Silver,kg/MW,2020,9.15,9.15,8.3,10,Nuclear -Tin,kg/MW,2020,4.6,4.6,4.6,4.6,Nuclear -Tungsten,kg/MW,2020,5,5,5,5,Nuclear -Uranium,kg/MW,2020,174.4,174.4,174.4,174.4,Nuclear -Vanadium,kg/MW,2020,0.6,0.6,0.6,0.6,Nuclear -Yttrium,kg/MW,2020,0.5,0.5,0.5,0.5,Nuclear -Zirconium,kg/MW,2020,165.25,165.25,30.5,300,Nuclear -Cobalt,kg/kWh,2020,0.92609569,0.996741379,0.6309,1.08,LCO -Lithium,kg/kWh,2020,0.120517931,0.120689655,0.0739,0.17,LCO -Nickel,kg/kWh,2020,0,0,0,0,LCO -Aluminium,kg/kWh,2020,0.949860748,0.949860748,0.22,1.679721497,LMO -Copper,kg/kWh,2020,0.884586597,0.884586597,0.22,1.549173194,LMO -Cobalt,kg/kWh,2020,0.062,0.062,0,0.124,LMO -Iron,kg/kWh,2020,0.696257615,0.696257615,0.696257615,0.696257615,LMO -Lithium,kg/kWh,2020,0.108839994,0.113,0.0753,0.13,LMO -Manganese,kg/kWh,2020,1.043947812,1.012652959,0.406,1.77,LMO -Nickel,kg/kWh,2020,0.141234407,0.00870322,0,0.415,LMO -Aluminium,kg/kWh,2020,1.290454545,1.290454545,1.290454545,1.290454545,NMC111 -Cobalt,kg/kWh,2020,0.435403004,0.397,0.293,0.898705255,NMC111 -Copper,kg/kWh,2020,0.603908675,0.603908675,0.411271896,0.796545455,NMC111 -Graphite,kg/kWh,2020,1.253538981,1.253538981,1.098090909,1.408987053,NMC111 -Iron,kg/kWh,2020,,,0,0,NMC111 -Lithium,kg/kWh,2018,0.146125442,0.142090909,0.107228223,0.184615385,NMC111 -Manganese,kg/kWh,2019,0.35951291,0.367,0.27,0.492307692,NMC111 -Nickel,kg/kWh,2020,0.402997353,0.392,0.289,0.69,NMC111 -Phosphorus,kg/kWh,2020,0.076666667,0.076666667,0.076666667,0.076666667,NMC111 -Sulfur,kg/kWh,2020,0.585306695,0.585306695,0.585306695,0.585306695,NMC111 -Titanium,kg/kWh,2020,,,0,0,NMC111 -Aluminium,kg/kWh,2020,1.238090909,1.238090909,1.238090909,1.238090909,NMC622 -Cobalt,kg/kWh,2020,0.197985354,0.198333333,0.176545455,0.214,NMC622 -Copper,kg/kWh,2020,0.776545455,0.776545455,0.776545455,0.776545455,NMC622 -Graphite,kg/kWh,2020,1.059636364,1.059636364,1.059636364,1.059636364,NMC622 -Lithium,kg/kWh,2020,0.133911616,0.131666667,0.119636364,0.15,NMC622 -Manganese,kg/kWh,2020,0.186242424,0.19,0.164545455,0.2,NMC622 -Nickel,kg/kWh,2020,0.60784798,0.61,0.527454545,0.6753,NMC622 -Phosphorus,kg/kWh,2020,0.076666667,0.076666667,0.076666667,0.076666667,NMC622 -Titanium,kg/kWh,2020,,,0,0,NMC622 -Cobalt,kg/kWh,2020,0.0945,0.094,0.09,0.1,NMC811 -Lithium,kg/kWh,2020,0.114075,0.11315,0.11,0.12,NMC811 -Manganese,kg/kWh,2020,0.089333333,0.09,0.088,0.09,NMC811 -Nickel,kg/kWh,2020,0.75725,0.75,0.749,0.78,NMC811 -Aluminium,kg/kWh,2020,0.621446896,0.618893791,0.02,1.228,NCA -Cobalt,kg/kWh,2020,0.185247373,0.142607784,0.124,0.421052632,NCA -Copper,kg/kWh,2020,0.879526946,0.879526946,0.786,0.973053892,NCA -Graphite,kg/kWh,2020,1.070090909,1.070090909,1.070090909,1.070090909,NCA -Iron,kg/kWh,2020,0.598802395,0.598802395,0.598802395,0.598802395,NCA -Lithium,kg/kWh,2020,0.124959084,0.119760479,0.052631579,0.226666667,NCA -Manganese,kg/kWh,2020,0,0,0,0,NCA -Nickel,kg/kWh,2020,0.782796384,0.754,0.263157895,1.416666667,NCA -Phosphorus,kg/kWh,2020,0.038333333,0.038333333,0,0.076666667,NCA -Titanium,kg/kWh,2020,,,0,0,NCA -Aluminium,kg/kWh,2020,1.371851048,1.371851048,1.172883914,1.570818182,LFP -Cobalt,kg/kWh,2020,0,0,0,0,LFP -Copper,kg/kWh,2020,0.890899629,0.890899629,0.87652653,0.905272727,LFP -Graphite,kg/kWh,2020,1.189090909,1.189090909,1.189090909,1.189090909,LFP -Iron,kg/kWh,2020,1.117591765,0.89795,0.605536332,2.068930727,LFP -Lithium,kg/kWh,2020,0.13436948,0.1174,0.069204152,0.258939851,LFP -Manganese,kg/kWh,2020,0,0,0,0,LFP -Nickel,kg/kWh,2020,0.00528583,0.00528583,0,0.010571659,LFP -Phosphorus,kg/kWh,2020,0.591572613,0.560666667,0.4255,0.819457117,LFP -Titanium,kg/kWh,2020,0,0,0,0,LFP -Aluminium,kg/kWh,2020,3.435114504,3.435114504,3.435114504,3.435114504,LTO -Cobalt,kg/kWh,2020,,,0,0,LTO -Copper,kg/kWh,2020,0.381679389,0.381679389,0.381679389,0.381679389,LTO -Iron,kg/kWh,2020,2.652671756,2.652671756,2.652671756,2.652671756,LTO -Lithium,kg/kWh,2020,0.565636132,0.565636132,0.463333333,0.667938931,LTO -Manganese,kg/kWh,2020,,,0,0,LTO -Nickel,kg/kWh,2020,0.076335878,0.076335878,0.076335878,0.076335878,LTO -Phosphorus,kg/kWh,2020,0.74673028,0.74673028,0.176666667,1.316793893,LTO -Titanium,kg/kWh,2020,3.466066667,3.466066667,1.603333333,5.3288,LTO -Pb,kg/kWh,2020,14,14,14,14,Lead_Acid -Vanadium,kg/kWh,2020,0.3,0.3,0.3,0.3,NiMH -Cobalt,kg/kWh,2020,0.194333333,0.17,0.088,0.325,NiMH -Nickel,kg/kWh,2020,4.083333333,4.15,3.7,4.4,NiMH -REE,kg/kWh,2020,1.025,1.025,1.025,1.025,NiMH -Aluminium,kg/kWh,2020,0.451454545,0.451454545,0.22,0.682909091,LiS -Copper,kg/kWh,2020,0.272727273,0.272727273,0.22,0.325454545,LiS -Lithium,kg/kWh,2020,0.346185718,0.4000078,0.173727273,0.411,LiS -Nickel,kg/kWh,2020,0.165,0.165,0.165,0.165,LiS -Aluminium,kg/kWh,2020,0.550272727,0.550272727,0.550272727,0.550272727,LiO2 -Copper,kg/kWh,2020,0.042363636,0.042363636,0.042363636,0.042363636,LiO2 -Lithium,kg/kWh,2020,0.192772552,0.192772552,0.109454545,0.276090558,LiO2 -Nickel,kg/kWh,2020,0.102363636,0.102363636,0.102363636,0.102363636,LiO2 -Chromium,kg/MW,2020,100,100,100,100,PEMFC -Platinum,kg/MW,2020,0.429900641,0.445,0.106333333,0.923076923,PEMFC -Platinum,kg/MW,2050,0.103166667,0.103166667,0.1,0.106333333,PEMFC -Aluminium,kg/MW,2020,25625,25625,1250,50000,SOFC - Y -Cerium,kg/MW,2020,26.5,26.5,2,51,SOFC - Y -Chromium,kg/MW,2020,8375,8375,1750,15000,SOFC - Y -Cobalt,kg/MW,2020,30,30,30,30,SOFC - Y -Copper,kg/MW,2020,0,0,0,0,SOFC - Y -Gadolinium,kg/MW,2020,13,13,13,13,SOFC - Y -Lanthanum,kg/MW,2020,579.3333333,213,20,1505,SOFC - Y -Manganese,kg/MW,2020,505,505,505,505,SOFC - Y -Molybdenum,kg/MW,2020,0,0,0,0,SOFC - Y -Nickel,kg/MW,2020,3500,3500,3500,3500,SOFC - Y -Palladium,kg/MW,2020,0,0,0,0,SOFC - Y -Platinum,kg/MW,2020,0,0,0,0,SOFC - Y -Samarium,kg/MW,2020,,,0,0,SOFC - Y -Yttrium,kg/MW,2020,103.5,75,14,250,SOFC - Y -Zirconium,kg/MW,2020,975,975,400,1550,SOFC - Y -Zinc,kg/MW,2020,505,505,505,505,SOFC - Y -Aluminium,kg/MW,2020,50000,50000,50000,50000,SOFC - Sc -Cerium,kg/MW,2020,51,51,51,51,SOFC - Sc -Chromium,kg/MW,2020,15000,15000,15000,15000,SOFC - Sc -Cobalt,kg/MW,2020,,,0,0,SOFC - Sc -Copper,kg/MW,2020,,,0,0,SOFC - Sc -Gadolinium,kg/MW,2020,13,13,13,13,SOFC - Sc -Lanthanum,kg/MW,2020,213,213,213,213,SOFC - Sc -Manganese,kg/MW,2020,,,0,0,SOFC - Sc -Molybdenum,kg/MW,2020,,,0,0,SOFC - Sc -Nickel,kg/MW,2020,,,0,0,SOFC - Sc -Palladium,kg/MW,2020,,,0,0,SOFC - Sc -Platinum,kg/MW,2020,,,0,0,SOFC - Sc -Scandium,kg/MW,2020,23,23,23,23,SOFC - Sc -Yttrium,kg/MW,2020,,,0,0,SOFC - Sc -Zirconium,kg/MW,2020,400,400,400,400,SOFC - Sc -Zinc,kg/MW,2020,,,0,0,SOFC - Sc -Aluminium,kg/MW,2020,1037.5,1037.5,1000,1075,PAFC -Chromium,kg/MW,2020,5000,5000,5000,5000,PAFC -Copper,kg/MW,2020,5500,5500,5500,5500,PAFC -Lanthanum,kg/MW,2020,5.55,5.55,0,11.1,PAFC -Manganese,kg/MW,2020,0,0,0,0,PAFC -Molybdenum,kg/MW,2020,20,20,20,20,PAFC -Nickel,kg/MW,2020,1700,1700,1700,1700,PAFC -Palladium,kg/MW,2020,0.5,0.5,0.5,0.5,PAFC -Platinum,kg/MW,2020,5.749571429,5,4.285714286,7.963,PAFC -Yttrium,kg/MW,2020,0,0,0,0,PAFC -Zirconium,kg/MW,2020,0,0,0,0,PAFC -Zinc,kg/MW,2020,3419.298968,3419.298968,2300,4538.597936,PAFC -Copper,kg/MW,2020,700,700,700,700,PEMEL -Iridium,kg/MW,2020,1.23,0.74,0.34,4.17,PEMEL -Iridium,kg/MW,2050,0.19,0.19,0.05,0.34,PEMEL -Platinum,kg/MW,2020,0.57,0.53,0.22,1.04,PEMEL -Platinum,kg/MW,2050,0.02,0.02,0.01,0.04,PEMEL -Potassium,kg/MW,2020,139.3939394,139.3939394,139.3939394,139.3939394,PEMEL -Ruthenium,kg/MW,2020,0.417129839,0.417129839,0.417129839,0.417129839,PEMEL -Titanium,kg/MW,2020,340.6666667,414,80,528,PEMEL -Titanium,kg/MW,2050,37,37,30,50,PEMEL -Aluminium,kg/MW,2020,75,75,75,75,AEL -Cobalt,kg/MW,2020,6.7,6.7,4.5,8.9,AEL -Copper,kg/MW,2020,3927.25,3927.25,728,7126.5,AEL -Nickel,kg/MW,2020,2520.791667,2458.25,2000,3166.666667,AEL -Platinum,kg/MW,2020,1.3,1.3,1.3,1.3,AEL -Potassium,kg/MW,2020,334.3383838,420,159.6060606,423.4090909,AEL -Silver,kg/MW,2020,256.0077582,256.0077582,37.01551646,475,AEL -Zirconium,kg/MW,2020,271.4493236,271.4493236,271.4493236,271.4493236,AEL -Chromium steel,kg/MW,2020,20563,20563,20563,20563,HTEL - Yttrium -Cerium,kg/MW,2020,183.2399781,183.2399781,183.2399781,183.2399781,HTEL - Yttrium -Cobalt,kg/MW,2020,5.906213072,5.906213072,5.906213072,5.906213072,HTEL - Yttrium -Iron,kg/MW,2020,0.921501288,0.921501288,0.921501288,0.921501288,HTEL - Yttrium -Lanthanum,kg/MW,2020,12.21109597,11.18878084,10.2531195,15.19138756,HTEL - Yttrium -Manganese,kg/MW,2020,5.680399007,5.068971816,0.948911524,11.02331368,HTEL - Yttrium -Nickel,kg/MW,2020,291.3548868,314.8573359,95.49671014,463.7106144,HTEL - Yttrium -Praseodimium,kg/MW,2020,8.784195511,8.784195511,8.784195511,8.784195511,HTEL - Yttrium -Strontium,kg/MW,2020,2.737973876,2.396331738,1.616887964,4.200701924,HTEL - Yttrium -Yttrium,kg/MW,2020,50.87560452,65.99709858,11.56334492,75.06637004,HTEL - Yttrium -Zirconium,kg/MW,2020,242.98723,271.3906472,68.22288768,389.3481551,HTEL - Yttrium -Scandium,kg/MW,2020,10,10,10,10,HTEL - Scandium -Dysprosium,kg metal/kg vehicle,2050,0.0000157,0.0000157,0.0000126,0.0000189,ICEV -Neodymium,kg metal/kg vehicle,2050,0.0000276,0.0000276,0.0000221,0.000033,ICEV -Dysprosium,kg/MW,2050,9.25,9.25,6.5,12,Wind-DDPM -Neodymium,kg/MW,2050,97,97,78,116,Wind-DDPM -Dysprosium,kg/MW,2050,1.255555556,1.255555556,0,2.511111111,Wind-Gearbox -Neodymium,kg/MW,2050,9.477777778,9.477777778,0,18.95555556,Wind-Gearbox -Silver,kg/MW,2050,3.085,3.085,1,5.17,c-Si -Cadmium,kg/MW,2050,31.43333333,31.43333333,6.2,56.66666667,CdTe -Indium,kg/MW,2050,3.975,3.975,0,7.95,CdTe -Tellurium,kg/MW,2050,12,12,7,17,CdTe -Cadmium,kg/MW,2050,0.465,0.465,0,0.93,CIGS -Gallium,kg/MW,2050,1.56,1.56,0.8,2.32,CIGS -Indium,kg/MW,2050,8,8,3,13,CIGS -Selenium,kg/MW,2050,6,6,6,6,CIGS -Germanium,kg/MW,2050,29,29,10,48,a-Si -Indium,kg/MW,2050,0.357,0.357,0,0.714,a-Si -Cerium,kg/MW,2050,1.05,1.05,0.1,2,SOFC - Y -Cobalt,kg/MW,2050,16.5,16.5,3,30,SOFC - Y -Lanthanum,kg/MW,2050,11.575,11.575,3.15,20,SOFC - Y -Yttrium,kg/MW,2050,10.85,10.85,7.7,14,SOFC - Y -Yttrium,kg/MW,2050,6.02,6.02,0.47,11.56,HTEL - Yttrium +Aluminium,kg metal/kg vehicle,2020.0,0.24561124949141105,0.24561124949141105,0.24561124949141105,0.24561124949141105,ICEV +Antimony,kg metal/kg vehicle,2020.0,0.0011690303918693058,0.0011342081716923076,0.000742882281875,0.00166016782,ICEV +Beryllium,kg metal/kg vehicle,2020.0,2.784205277350523e-06,3.263612307692308e-06,1.6208218750000003e-06,3.7087758620689653e-06,ICEV +Cerium,kg metal/kg vehicle,2020.0,1.6019223880867696e-05,1.2509985e-05,1.55e-07,4.909090909090909e-05,ICEV +Cobalt,kg metal/kg vehicle,2020.0,0.0030385156110153437,0.0035618020703448274,0.0019480804406249998,0.003736865530909091,ICEV +Dysprosium,kg metal/kg vehicle,2020.0,2.088967812771998e-05,1.6636363636363637e-05,5.1875e-07,6.483e-05,ICEV +Erbium,kg metal/kg vehicle,2020.0,6.75e-08,9e-08,0.0,1.125e-07,ICEV +Europium,kg metal/kg vehicle,2020.0,7.224431818181819e-08,5.625000000000001e-09,5e-09,2.7272727272727274e-07,ICEV +Gadolinium,kg metal/kg vehicle,2020.0,1.415110600330959e-05,1.626453e-05,5e-09,3.1386684848484855e-05,ICEV +Gallium,kg metal/kg vehicle,2020.0,1.5088993118880939e-05,1.6343124776785715e-05,5.0000000000000004e-08,3.26751324137931e-05,ICEV +Germanium,kg metal/kg vehicle,2020.0,1.5077938911443729e-05,1.8012576551724138e-05,9.5009875e-06,1.864444e-05,ICEV +Gold,kg metal/kg vehicle,2020.0,0.00014518556518580095,0.00013713072553846151,9.242975875e-05,0.0002100497510344827,ICEV +Indium,kg metal/kg vehicle,2020.0,5.726814823567059e-06,6.463484716346154e-06,4e-08,1.3572060000000002e-05,ICEV +Lanthanum,kg metal/kg vehicle,2020.0,0.0033182038550359067,0.0038274557231249996,0.0,0.007385612192615387,ICEV +Lithium,kg metal/kg vehicle,2020.0,0.00042079031491487856,4.0363758186813184e-05,6.800000000000001e-07,0.003128275,ICEV +Manganese,kg metal/kg vehicle,2020.0,0.005606883069197869,0.005606883069197869,0.005606883069197869,0.005606883069197869,ICEV +Molybdenum,kg metal/kg vehicle,2020.0,0.00048806113114791124,0.0005573650427586206,0.00031045779125,0.0006117581513846152,ICEV +Neodymium,kg metal/kg vehicle,2020.0,0.000894000206922033,0.0009751308831249998,1.3800000000000002e-05,0.0020978915082758617,ICEV +Niobium,kg metal/kg vehicle,2020.0,3.650818738370717e-05,3.8795396212121214e-05,1.9467648749999998e-05,5.457e-05,ICEV +Palladium,kg metal/kg vehicle,2020.0,2.2128037657289073e-05,2.4852345e-05,6.2e-07,5.363619103448276e-05,ICEV +Platinum,kg metal/kg vehicle,2020.0,6.633635169779965e-06,7.231433035714286e-06,1.4153846153846155e-06,1.3312824242424244e-05,ICEV +Praseodymium,kg metal/kg vehicle,2020.0,2.51061660362031e-05,2.6118255625e-05,5.0625e-07,5.256531172413793e-05,ICEV +Rhenium,kg metal/kg vehicle,2020.0,2.572131376313342e-07,2.8484061538461533e-07,1.5528750000000002e-07,3.450006896551724e-07,ICEV +Rhodium,kg metal/kg vehicle,2020.0,5.416666666666668e-09,5e-09,5e-09,6.2500000000000005e-09,ICEV +Ruthenium,kg metal/kg vehicle,2020.0,2.886339945365267e-06,3.4426498461538462e-06,1.6943668750000005e-06,3.7567206896551723e-06,ICEV +Rubidium,kg metal/kg vehicle,2020.0,4.342440897977597e-06,4.335985846153846e-06,2.549688125e-06,6.324755172413792e-06,ICEV +Samarium,kg metal/kg vehicle,2020.0,1.4997616709030113e-06,1.4595378571428571e-06,2.6874999999999997e-07,2.8249124137931035e-06,ICEV +Scandium,kg metal/kg vehicle,2020.0,6.818181818181819e-07,6.818181818181819e-07,6.818181818181819e-07,6.818181818181819e-07,ICEV +Silver,kg metal/kg vehicle,2020.0,0.0007672283541926977,0.0008060301593846152,0.000466443865625,0.0010753658096551723,ICEV +Strontium,kg metal/kg vehicle,2020.0,0.07093537564142742,0.08263915551103448,0.045495953189374994,0.08730359164484848,ICEV +Tantalum,kg metal/kg vehicle,2020.0,0.00030099348579102475,0.0003331489888392857,3.4950000000000004e-06,0.0007026949365517242,ICEV +Tellurium,kg metal/kg vehicle,2020.0,1.306889303578318e-06,1.4493163076923074e-06,7.90149375e-07,1.747942068965517e-06,ICEV +Terbium,kg metal/kg vehicle,2020.0,3.7139942753804305e-06,3.441894285714286e-06,0.0,9.93e-06,ICEV +Tin,kg metal/kg vehicle,2020.0,0.026209198926386394,0.025020319003076923,0.0165581139,0.03788260723448276,ICEV +Tungsten,kg metal/kg vehicle,2020.0,1.522002756863022e-05,1.6388899692307694e-05,9.6448175e-06,2.0081089655172412e-05,ICEV +Ytterbium,kg metal/kg vehicle,2020.0,4.525909090909091e-08,4.0518181818181815e-08,0.0,1.0000000000000001e-07,ICEV +Yttrium,kg metal/kg vehicle,2020.0,3.590235092857303e-05,4.526537625e-05,1e-08,8.741585575757575e-05,ICEV +Zirconium,kg metal/kg vehicle,2020.0,0.0009118477046889649,0.0007863159999999999,0.000644241115625,0.0012417878484848486,ICEV +Aluminium,kg metal/kg motor,2020.0,0.20551083828299452,0.2252697267412005,0.10660270504364049,0.3632635778119498,EV +Boron,kg metal/kg motor,2020.0,0.00038600118126097077,0.00037971803614806894,0.0003181818181818181,0.00046638683456592717,EV +Cerium,kg metal/kg motor,2020.0,0.000775566037735849,0.000775566037735849,5.849056603773585e-06,0.0015452830188679245,EV +Cobalt,kg metal/kg motor,2020.0,0.0003860531732418525,0.00041252144082332755,4.716981132075473e-05,0.0006720000000000001,EV +Dysprosium,kg metal/kg motor,2020.0,0.002103734134271105,0.0015094339622641509,1.8867924528301888e-05,0.006792452830188679,EV +Erbium,kg metal/kg motor,2020.0,3.396226415094339e-06,3.396226415094339e-06,3.396226415094339e-06,3.396226415094339e-06,EV +Europium,kg metal/kg motor,2020.0,4.4528301886792465e-06,4.452830188679246e-06,1.886792452830189e-07,8.716981132075473e-06,EV +Gadolinium,kg metal/kg motor,2020.0,3.3632075471698113e-06,3.3632075471698113e-06,1.886792452830189e-07,6.537735849056604e-06,EV +Gallium,kg metal/kg motor,2020.0,8.396411945214638e-06,8.207547169811321e-06,6.6626690652275305e-06,1.0754716981132076e-05,EV +Indium,kg metal/kg motor,2020.0,1.509433962264151e-06,1.509433962264151e-06,1.509433962264151e-06,1.509433962264151e-06,EV +Lanthanum,kg metal/kg motor,2020.0,0.00013929245283018866,0.00013929245283018866,0.0001260377358490566,0.00015254716981132077,EV +Lithium,kg metal/kg motor,2020.0,0.11804811320754717,0.11804811320754717,0.11804811320754717,0.11804811320754717,EV +Manganese,kg metal/kg motor,2020.0,0.010922010588354895,0.010922010588354895,0.010922010588354895,0.010922010588354895,EV +Neodymium,kg metal/kg motor,2020.0,0.005404503370889868,0.004530614964354721,3.301886792452831e-05,0.014462264150943396,EV +Niobium,kg metal/kg motor,2020.0,0.002059245283018868,0.002059245283018868,0.002059245283018868,0.002059245283018868,EV +Palladium,kg metal/kg motor,2020.0,3.415094339622642e-05,3.415094339622642e-05,3.415094339622642e-05,3.415094339622642e-05,EV +Platinum,kg metal/kg motor,2020.0,0.00010396226415094339,0.00010396226415094339,0.00010396226415094339,0.00010396226415094339,EV +Praseodymium,kg metal/kg motor,2020.0,0.0006156482314043562,0.0007995202878273036,2.6066851046193066e-06,0.001114305453410889,EV +Rhodium,kg metal/kg motor,2020.0,1.886792452830189e-07,1.886792452830189e-07,1.886792452830189e-07,1.886792452830189e-07,EV +Samarium,kg metal/kg motor,2020.0,4.3915094339622644e-05,4.391509433962264e-05,2.641509433962264e-05,6.141509433962264e-05,EV +Scandium,kg metal/kg motor,2020.0,1.9811320754716984e-05,1.9811320754716984e-05,1.9811320754716984e-05,1.9811320754716984e-05,EV +Tantalum,kg metal/kg motor,2020.0,0.00020433962264150942,0.00020433962264150942,0.00020433962264150942,0.00020433962264150942,EV +Terbium,kg metal/kg motor,2020.0,0.00017082579988910807,0.00015486368556224755,1.941509433962264e-08,0.00037471698113207547,EV +Ytterbium,kg metal/kg motor,2020.0,1.5252830188679246e-06,1.5252830188679246e-06,3.169811320754717e-08,3.018867924528302e-06,EV +Yttrium,kg metal/kg motor,2020.0,7.816037735849057e-06,7.816037735849057e-06,4.339622641509434e-06,1.1292452830188678e-05,EV +Dysprosium,kg metal/kg motor,2050.0,1.5732438527971837e-05,1.5732438527971837e-05,1.2596952527641785e-05,1.8867924528301888e-05,EV +Neodymium,kg metal/kg motor,2050.0,2.7567639729441088e-05,2.7567639729441088e-05,2.2116411534353866e-05,3.301886792452831e-05,EV +Aluminium,kg/MW,2020.0,780.0,780.0,500.0,1060.0,Wind-DDPM +Boron,kg/MW,2020.0,6.790625,6.9,6.0,7.3625,Wind-DDPM +Chromium,kg/MW,2020.0,475.765,409.28,239.0,845.5,Wind-DDPM +Copper,kg/MW,2020.0,4796.0,3850.0,1484.0,10000.0,Wind-DDPM +Dysprosium,kg/MW,2020.0,22.705069444444444,22.78,12.0,42.0,Wind-DDPM +Lead,kg/MW,2020.0,6720.0,6720.0,6720.0,6720.0,Wind-DDPM +Manganese,kg/MW,2020.0,423.25,423.25,56.5,790.0,Wind-DDPM +Molybdenum,kg/MW,2020.0,103.43833333333333,109.0,75.315,126.0,Wind-DDPM +Neodymium,kg/MW,2020.0,179.25361842105264,183.0,116.0,217.19375,Wind-DDPM +Nickel,kg/MW,2020.0,342.914,376.57,111.0,610.0,Wind-DDPM +Niobium,kg/MW,2020.0,37.657000000000004,37.657000000000004,37.657000000000004,37.657000000000004,Wind-DDPM +Praseodymium,kg/MW,2020.0,32.06071428571429,35.0,12.0,50.625,Wind-DDPM +Terbium,kg/MW,2020.0,4.666666666666667,6.08,0.54,7.0,Wind-DDPM +Vanadium,kg/MW,2020.0,45.189350000000005,45.189350000000005,0.0,90.37870000000001,Wind-DDPM +Dysprosium,kg/MW,2050.0,9.25,9.25,6.5,12.0,Wind-DDPM +Neodymium,kg/MW,2050.0,97.0,97.0,78.0,116.0,Wind-DDPM +Aluminium,kg/MW,2020.0,1612.5,1500.0,1240.0,2210.0,Wind-Gearbox +Boron,kg/MW,2020.0,0.6,0.8,0.0,1.0,Wind-Gearbox +Chromium,kg/MW,2020.0,563.6,525.0,358.9,845.5,Wind-Gearbox +Dysprosium,kg/MW,2020.0,2.511111111111111,2.0,0.0,6.0,Wind-Gearbox +Manganese,kg/MW,2020.0,545.5,780.0,56.5,800.0,Wind-Gearbox +Molybdenum,kg/MW,2020.0,104.825,109.0,75.30000000000001,126.0,Wind-Gearbox +Neodymium,kg/MW,2020.0,18.955555555555556,12.0,0.0,51.0,Wind-Gearbox +Niobium,kg/MW,2020.0,37.699999999999996,37.699999999999996,37.699999999999996,37.699999999999996,Wind-Gearbox +Praseodymium,kg/MW,2020.0,3.66,4.0,0.0,9.0,Wind-Gearbox +Terbium,kg/MW,2020.0,0.525,0.55,0.0,1.0,Wind-Gearbox +Vanadium,kg/MW,2020.0,45.199999999999996,45.199999999999996,0.0,90.39999999999999,Wind-Gearbox +Zinc,kg/MW,2020.0,5483.333333333333,5500.0,5450.0,5500.0,Wind-Gearbox +Dysprosium,kg/MW,2050.0,1.2555555555555555,1.2555555555555555,0.0,2.511111111111111,Wind-Gearbox +Neodymium,kg/MW,2050.0,9.477777777777778,9.477777777777778,0.0,18.955555555555556,Wind-Gearbox +Aluminium,kg/MW,2020.0,2003.75,2003.75,7.5,4000.0,c-Si +Gallium,kg/MW,2020.0,9.0,9.0,9.0,9.0,c-Si +Lead,kg/MW,2020.0,138.10166666666666,72.38,5.925000000000001,336.0,c-Si +Nickel,kg/MW,2020.0,1.3,1.3,1.3,1.3,c-Si +Silver,kg/MW,2020.0,38.8394696969697,24.0,5.17,80.0,c-Si +Tin,kg/MW,2020.0,350.54,350.54,124.08,577.0,c-Si +Zinc,kg/MW,2020.0,16.735,16.735,16.735,16.735,c-Si +Silver,kg/MW,2050.0,3.085,3.085,1.0,5.17,c-Si +Aluminium,kg/MW,2020.0,16003.75,16003.75,7.5,32000.0,CdTe +Cadmium,kg/MW,2020.0,97.0151851851852,83.51,56.666666666666664,244.26,CdTe +Chromium,kg/MW,2020.0,61.0,61.0,61.0,61.0,CdTe +Indium,kg/MW,2020.0,13.116666666666667,15.5,7.95,15.9,CdTe +Lead,kg/MW,2020.0,7.8,7.8,7.8,7.8,CdTe +Molybdenum,kg/MW,2020.0,0.5,0.5,0.5,0.5,CdTe +Nickel,kg/MW,2020.0,15.59,15.59,15.59,15.59,CdTe +Silver,kg/MW,2020.0,80.0,80.0,80.0,80.0,CdTe +Tellurium,kg/MW,2020.0,94.61805555555554,91.84,17.0,242.87,CdTe +Tin,kg/MW,2020.0,52.629999999999995,52.629999999999995,21.4,83.86,CdTe +Cadmium,kg/MW,2050.0,31.433333333333334,31.433333333333334,6.2,56.666666666666664,CdTe +Indium,kg/MW,2050.0,3.975,3.975,0.0,7.95,CdTe +Tellurium,kg/MW,2050.0,12.0,12.0,7.0,17.0,CdTe +Aluminium,kg/MW,2020.0,7.5,7.5,7.5,7.5,CIGS +Cadmium,kg/MW,2020.0,89.07666666666667,1.3,0.93,265.0,CIGS +Gallium,kg/MW,2020.0,17.785666666666664,6.085,2.32,124.0,CIGS +Indium,kg/MW,2020.0,40.31138888888889,25.5,13.0,83.79,CIGS +Molybdenum,kg/MW,2020.0,72.89,72.89,36.78,109.0,CIGS +Selenium,kg/MW,2020.0,49.14575757575758,41.0,6.0,110.0,CIGS +Silver,kg/MW,2020.0,80.0,80.0,80.0,80.0,CIGS +Tin,kg/MW,2020.0,5.95,5.95,5.95,5.95,CIGS +Zinc,kg/MW,2020.0,75.495,75.495,29.99,121.0,CIGS +Cadmium,kg/MW,2050.0,0.465,0.465,0.0,0.93,CIGS +Gallium,kg/MW,2050.0,1.56,1.56,0.8,2.32,CIGS +Indium,kg/MW,2050.0,8.0,8.0,3.0,13.0,CIGS +Selenium,kg/MW,2050.0,6.0,6.0,6.0,6.0,CIGS +Aluminium,kg/MW,2020.0,54.75,54.75,7.5,102.0,a-Si +Boron,kg/MW,2020.0,0.0008,0.0008,0.0008,0.0008,a-Si +Chromium,kg/MW,2020.0,634.0,634.0,634.0,634.0,a-Si +Cadmium,kg/MW,2020.0,6.61,6.61,6.61,6.61,a-Si +Germanium,kg/MW,2020.0,62.833333333333336,65.16666666666667,48.0,73.0,a-Si +Indium,kg/MW,2020.0,5.752800000000001,5.32,0.714,13.41,a-Si +Molybdenum,kg/MW,2020.0,10.62,10.62,10.62,10.62,a-Si +Nickel,kg/MW,2020.0,334.0,334.0,334.0,334.0,a-Si +Tellurium,kg/MW,2020.0,7.5,7.5,7.5,7.5,a-Si +Tin,kg/MW,2020.0,83.87,103.08,5.32,143.21,a-Si +Indium,kg/MW,2050.0,0.357,0.357,0.0,0.714,a-Si +Germanium,kg/MW,2050.0,29.0,29.0,10.0,48.0,a-Si +Indium,kg/MW,2050.0,1.2176050152787866e-06,1.2176050152787866e-06,0.0,2.435210030557573e-06,perovskite +Aluminium,kg/MW,2020.0,740.0,740.0,740.0,740.0,Parabolic Trough - PB +Chromium,kg/MW,2020.0,2200.0,2200.0,2200.0,2200.0,Parabolic Trough - PB +Magnesium,kg/MW,2020.0,3000.0,3000.0,3000.0,3000.0,Parabolic Trough - PB +Manganese,kg/MW,2020.0,2000.0,2000.0,2000.0,2000.0,Parabolic Trough - PB +Molybdenum,kg/MW,2020.0,200.0,200.0,200.0,200.0,Parabolic Trough - PB +Nickel,kg/MW,2020.0,940.0,940.0,940.0,940.0,Parabolic Trough - PB +Niobium,kg/MW,2020.0,0.0,0.0,0.0,0.0,Parabolic Trough - PB +Silver,kg/MW,2020.0,25.491341463414635,24.849999999999998,6.405,40.355,Parabolic Trough - PB +Titanium,kg/MW,2020.0,25.0,25.0,25.0,25.0,Parabolic Trough - PB +Vanadium,kg/MW,2020.0,1.9,1.9,1.9,1.9,Parabolic Trough - PB +Zinc,kg/MW,2020.0,650.0,650.0,650.0,650.0,Parabolic Trough - PB +Aluminium,kg/MW,2020.0,33000.0,33000.0,33000.0,33000.0,CSP Tower - PB +Chromium,kg/MW,2020.0,3700.0,3700.0,3700.0,3700.0,CSP Tower - PB +Magnesium,kg/MW,2020.0,2600.0,2600.0,2600.0,2600.0,CSP Tower - PB +Manganese,kg/MW,2020.0,5700.0,5700.0,5700.0,5700.0,CSP Tower - PB +Molybdenum,kg/MW,2020.0,56.0,56.0,56.0,56.0,CSP Tower - PB +Nickel,kg/MW,2020.0,1800.0,1800.0,1800.0,1800.0,CSP Tower - PB +Niobium,kg/MW,2020.0,140.0,140.0,140.0,140.0,CSP Tower - PB +Silver,kg/MW,2020.0,37.12833333333334,26.5,16.0,120.19000000000001,CSP Tower - PB +Titanium,kg/MW,2020.0,0.0,0.0,0.0,0.0,CSP Tower - PB +Vanadium,kg/MW,2020.0,1.7,1.7,1.7,1.7,CSP Tower - PB +Zinc,kg/MW,2020.0,1400.0,1400.0,1400.0,1400.0,CSP Tower - PB +Aluminium,kg/MW,2020.0,165.0,165.0,130.0,200.0,Nuclear +Boron,kg/MW,2020.0,10.0,10.0,10.0,10.0,Nuclear +Brass,kg/MW,2020.0,40.0,40.0,40.0,40.0,Nuclear +Cadmium,kg/MW,2020.0,5.25,5.25,0.5,10.0,Nuclear +Chromium,kg/MW,2020.0,829.175,388.35,350.0,2190.0,Nuclear +Hafnium,kg/MW,2020.0,0.5,0.5,0.5,0.5,Nuclear +Indium,kg/MW,2020.0,5.8,5.800000000000001,1.6,10.0,Nuclear +Lead,kg/MW,2020.0,28.099999999999998,40.0,4.3,40.0,Nuclear +Manganese,kg/MW,2020.0,295.095,295.095,75.19,515.0,Nuclear +Molybdenum,kg/MW,2020.0,70.8,70.8,70.8,70.8,Nuclear +Nickel,kg/MW,2020.0,285.1666666666667,300.0,255.5,300.0,Nuclear +Niobium,kg/MW,2020.0,2.0,2.0,2.0,2.0,Nuclear +Silver,kg/MW,2020.0,9.15,9.15,8.3,10.0,Nuclear +Tin,kg/MW,2020.0,4.6,4.6,4.6,4.6,Nuclear +Tungsten,kg/MW,2020.0,5.0,5.0,5.0,5.0,Nuclear +Vanadium,kg/MW,2020.0,0.6,0.6,0.6,0.6,Nuclear +Yttrium,kg/MW,2020.0,0.5,0.5,0.5,0.5,Nuclear +Zirconium,kg/MW,2020.0,165.25,165.25,30.5,300.0,Nuclear +Chromium,kg/MW,2020.0,100.0,100.0,100.0,100.0,PEMFC +Platinum,kg/MW,2020.0,0.429900641025641,0.445,0.10633333333333334,0.923076923076923,PEMFC +Platinum,kg/MW,2050.0,0.10316666666666667,0.10316666666666667,0.1,0.10633333333333334,PEMFC +Aluminium,kg/MW,2020.0,25625.0,25625.0,1250.0,50000.0,SOFC - Y +Cerium,kg/MW,2020.0,26.5,26.5,2.0,51.0,SOFC - Y +Chromium,kg/MW,2020.0,8375.0,8375.0,1750.0,15000.0,SOFC - Y +Cobalt,kg/MW,2020.0,30.0,30.0,30.0,30.0,SOFC - Y +Gadolinium,kg/MW,2020.0,13.0,13.0,13.0,13.0,SOFC - Y +Lanthanum,kg/MW,2020.0,579.3333333333334,213.0,20.0,1505.0,SOFC - Y +Manganese,kg/MW,2020.0,505.0,505.0,505.0,505.0,SOFC - Y +Molybdenum,kg/MW,2020.0,0.0,0.0,0.0,0.0,SOFC - Y +Nickel,kg/MW,2020.0,3500.0,3500.0,3500.0,3500.0,SOFC - Y +Palladium,kg/MW,2020.0,0.0,0.0,0.0,0.0,SOFC - Y +Platinum,kg/MW,2020.0,0.0,0.0,0.0,0.0,SOFC - Y +Yttrium,kg/MW,2020.0,103.5,75.0,14.0,250.0,SOFC - Y +Zirconium,kg/MW,2020.0,975.0,975.0,400.0,1550.0,SOFC - Y +Zinc,kg/MW,2020.0,505.0,505.0,505.0,505.0,SOFC - Y +Cerium,kg/MW,2050.0,1.05,1.05,0.1,2.0,SOFC - Y +Cobalt,kg/MW,2050.0,16.5,16.5,3.0,30.0,SOFC - Y +Lanthanum,kg/MW,2050.0,11.575,11.575,3.15,20.0,SOFC - Y +Yttrium,kg/MW,2050.0,10.85,10.85,7.7,14.0,SOFC - Y +Aluminium,kg/MW,2020.0,1037.5,1037.5,1000.0,1075.0,PAFC +Chromium,kg/MW,2020.0,5000.0,5000.0,5000.0,5000.0,PAFC +Copper,kg/MW,2020.0,5500.0,5500.0,5500.0,5500.0,PAFC +Lanthanum,kg/MW,2020.0,5.55,5.55,0.0,11.1,PAFC +Manganese,kg/MW,2020.0,0.0,0.0,0.0,0.0,PAFC +Molybdenum,kg/MW,2020.0,20.0,20.0,20.0,20.0,PAFC +Nickel,kg/MW,2020.0,1700.0,1700.0,1700.0,1700.0,PAFC +Palladium,kg/MW,2020.0,0.5,0.5,0.5,0.5,PAFC +Platinum,kg/MW,2020.0,5.7495714285714286,5.0,4.2857142857142865,7.963,PAFC +Yttrium,kg/MW,2020.0,0.0,0.0,0.0,0.0,PAFC +Zirconium,kg/MW,2020.0,0.0,0.0,0.0,0.0,PAFC +Zinc,kg/MW,2020.0,3419.2989678053573,3419.2989678053573,2300.0,4538.597935610715,PAFC +Iridium,kg/MW,2020.0,1.2238986330830393,0.7380174291938998,0.3399883229351349,4.166666666666667,PEMEL +Platinum,kg/MW,2020.0,0.37318899083840273,0.30468807951932353,0.0375,1.0416666666666667,PEMEL +Potassium,kg/MW,2020.0,139.39393939393938,139.39393939393938,139.39393939393938,139.39393939393938,PEMEL +Ruthenium,kg/MW,2020.0,0.4171298386604351,0.4171298386604351,0.4171298386604351,0.4171298386604351,PEMEL +Titanium,kg/MW,2020.0,340.6666666666667,414.0,80.0,528.0,PEMEL +Iridium,kg/MW,2050.0,0.19499416146756746,0.19499416146756746,0.05,0.3399883229351349,PEMEL +Platinum,kg/MW,2050.0,0.02375,0.02375,0.01,0.0375,PEMEL +Titanium,kg/MW,2050.0,37.0,37.0,30.0,50.0,PEMEL +Aluminium,kg/MW,2020.0,75.0,75.0,75.0,75.0,AEL +Cobalt,kg/MW,2020.0,6.7,6.7,4.5,8.9,AEL +Graphite,kg/MW,2020.0,71.66666666666667,71.66666666666667,71.66666666666667,71.66666666666667,AEL +Nickel,kg/MW,2020.0,2520.7916666666665,2458.25,2000.0,3166.6666666666665,AEL +Platinum,kg/MW,2020.0,1.3,1.3,1.3,1.3,AEL +Potassium,kg/MW,2020.0,334.33838383838383,420.0,159.6060606060606,423.4090909090909,AEL +Silver,kg/MW,2020.0,256.00775822891643,256.0077582289165,37.01551645783289,475.0,AEL +Zirconium,kg/MW,2020.0,271.4493236019486,271.4493236019486,271.4493236019486,271.4493236019486,AEL +Cerium,kg/MW,2020.0,183.23997806968148,183.23997806968148,183.23997806968148,183.23997806968148,HTEL - Yttrium +Cobalt,kg/MW,2020.0,5.90621307189398,5.90621307189398,5.90621307189398,5.90621307189398,HTEL - Yttrium +Lanthanum,kg/MW,2020.0,12.211095965972916,11.188780841764162,10.253119496345976,15.191387559808613,HTEL - Yttrium +Manganese,kg/MW,2020.0,5.680399007058113,5.068971816116322,0.9489115239769755,11.023313681081039,HTEL - Yttrium +Nickel,kg/MW,2020.0,291.35488681415865,314.857335943501,95.49671013680405,463.71061436217093,HTEL - Yttrium +Praseodimium,kg/MW,2020.0,8.784195511365075,8.784195511365075,8.784195511365075,8.784195511365075,HTEL - Yttrium +Strontium,kg/MW,2020.0,2.7379738755992453,2.3963317384370018,1.6168879639330158,4.200701924427719,HTEL - Yttrium +Yttrium,kg/MW,2020.0,50.87560451555527,65.99709858427829,11.56334492168543,75.06637004070207,HTEL - Yttrium +Zirconium,kg/MW,2020.0,242.98723000302766,271.39064718594386,68.22288767871892,389.3481551444202,HTEL - Yttrium +Yttrium,kg/MW,2050.0,6.016672460842715,6.016672460842715,0.47,11.56334492168543,HTEL - Yttrium