diff --git a/LICENSE.md b/LICENSE.md index 1c288d11..876803bc 100644 --- a/LICENSE.md +++ b/LICENSE.md @@ -1,6 +1,6 @@ BSD 3-Clause License -Copyright 2020 Alliance for Sustainable Energy, LLC +Copyright 2021 Alliance for Sustainable Energy, LLC Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: diff --git a/PV_ICE/baselines/ABM/abm_input_new_installs_cumulative.csv b/PV_ICE/baselines/ABM/abm_input_new_installs_cumulative.csv new file mode 100644 index 00000000..ac243854 --- /dev/null +++ b/PV_ICE/baselines/ABM/abm_input_new_installs_cumulative.csv @@ -0,0 +1,52 @@ +Year,Cumulative_New_Installs_[MW] +2000,38 +2001,76 +2002,114 +2003,152 +2004,190 +2005,228 +2006,266 +2007,405 +2008,656 +2009,1034 +2010,1773 +2011,3443 +2012,6378 +2013,10524 +2014,15956 +2015,22481 +2016,26090 +2017,30297 +2018,35202 +2019,40921 +2020,40921 +2021,47713.886 +2022,55634.39108 +2023,64869.69999 +2024,75638.07019 +2025,88193.98985 +2026,102834.1922 +2027,119904.6681 +2028,139808.843 +2029,163017.1109 +2030,190077.9513 +2031,221630.8912 +2032,231604.2813 +2033,242026.474 +2034,252917.6653 +2035,264298.9602 +2036,276192.4135 +2037,288621.0721 +2038,301609.0203 +2039,315181.4262 +2040,329364.5904 +2041,344185.997 +2042,359674.3668 +2043,375859.7133 +2044,392773.4004 +2045,410448.2034 +2046,428918.3726 +2047,448219.6994 +2048,468389.5858 +2049,489467.1172 +2050,511493.1375 diff --git a/PV_ICE/baselines/ABM/abm_outputs_mass_cumulative.csv b/PV_ICE/baselines/ABM/abm_outputs_mass_cumulative.csv new file mode 100644 index 00000000..cde2c230 --- /dev/null +++ b/PV_ICE/baselines/ABM/abm_outputs_mass_cumulative.csv @@ -0,0 +1,280 @@ +Year,Scenario,Mass of PV materials repaired (million tonnes),Mass of PV materials reused (million tonnes),Mass of PV materials recycled (million tonnes),Mass of PV materials landfilled (million tonnes),Mass of PV materials stored (million tonnes) +2020,a) Landfill ban,0,0,0,0,0 +2021,a) Landfill ban,0,0.00024059,6.57E-05,0.001009021,0.007286062 +2022,a) Landfill ban,0,0.000789049,0.000250829,0.006248085,0.017399471 +2023,a) Landfill ban,0,0.003139943,0.001236976,0.012177397,0.029176223 +2024,a) Landfill ban,0,0.010832934,0.004654612,0.01918279,0.038458474 +2025,a) Landfill ban,0.000653904,0.024319639,0.013107967,0.027837263,0.042658744 +2026,a) Landfill ban,0.001491938,0.033680081,0.028422945,0.038587205,0.052215487 +2027,a) Landfill ban,0.002301376,0.042743675,0.047378754,0.050963298,0.06998633 +2028,a) Landfill ban,0.002906115,0.052125357,0.068184911,0.064731214,0.100522174 +2029,a) Landfill ban,0.00380268,0.063646243,0.090855759,0.080024582,0.144292217 +2030,a) Landfill ban,0.005625602,0.07816049,0.120808832,0.09805305,0.195756995 +2031,a) Landfill ban,0.008777471,0.094039835,0.166478167,0.120640635,0.248235389 +2032,a) Landfill ban,0.014088618,0.099091016,0.233113398,0.134300505,0.308851372 +2033,a) Landfill ban,0.015021268,0.105020654,0.305299583,0.150343598,0.394270897 +2034,a) Landfill ban,0.015549615,0.112917649,0.430757801,0.176857627,0.440535047 +2035,a) Landfill ban,0.015632921,0.120439614,0.617663344,0.215441438,0.441587304 +2036,a) Landfill ban,0.015677227,0.125973548,0.842043695,0.261386405,0.430567557 +2037,a) Landfill ban,0.015677227,0.131316624,1.103924046,0.314705312,0.406352231 +2038,a) Landfill ban,0.015677227,0.135690562,1.391285325,0.37303427,0.386016501 +2039,a) Landfill ban,0.015677227,0.13905337,1.695809581,0.434745362,0.380751662 +2040,a) Landfill ban,0.015677227,0.144576549,2.02766015,0.50183275,0.374463674 +2041,a) Landfill ban,0.015677227,0.150657066,2.384128587,0.57375892,0.37351012 +2042,a) Landfill ban,0.015677227,0.157821524,2.766326509,0.650744533,0.37709285 +2043,a) Landfill ban,0.015677227,0.165356698,3.180588425,0.734031952,0.378458835 +2044,a) Landfill ban,0.015677227,0.175442024,3.624496008,0.823148002,0.378516498 +2045,a) Landfill ban,0.015677227,0.18619732,4.095984734,0.917684799,0.380375979 +2046,a) Landfill ban,0.015677227,0.197976671,4.593537972,1.017348194,0.382022252 +2047,a) Landfill ban,0.015677227,0.210390922,5.11305486,1.121333463,0.383386301 +2048,a) Landfill ban,0.015677227,0.220681472,5.65051505,1.228851593,0.384646849 +2049,a) Landfill ban,0.015677227,0.231556293,6.196677018,1.338090548,0.385352339 +2050,a) Landfill ban,0.015677227,0.240813416,6.744573016,1.447676958,0.386159833 +2020,b) High material recovery (96%) & $18/module recycling costs,0,0,0,0,0 +2021,b) High material recovery (96%) & $18/module recycling costs,0,0.000151361,3.66E-06,0.002527928,0.005921528 +2022,b) High material recovery (96%) & $18/module recycling costs,0,0.000461498,3.66E-06,0.010089728,0.014145394 +2023,b) High material recovery (96%) & $18/module recycling costs,0,0.001385887,3.66E-06,0.02063956,0.023769448 +2024,b) High material recovery (96%) & $18/module recycling costs,0,0.004304161,3.67E-06,0.037697036,0.031395155 +2025,b) High material recovery (96%) & $18/module recycling costs,7.86E-06,0.010057868,0.000143498,0.065381839,0.033758873 +2026,b) High material recovery (96%) & $18/module recycling costs,7.01E-05,0.016136698,0.000602219,0.099015307,0.040230395 +2027,b) High material recovery (96%) & $18/module recycling costs,0.000189305,0.023191784,0.001304249,0.1390378,0.052351062 +2028,b) High material recovery (96%) & $18/module recycling costs,0.000276534,0.030570472,0.002308247,0.184942432,0.074183217 +2029,b) High material recovery (96%) & $18/module recycling costs,0.000404555,0.038885237,0.003535552,0.239459428,0.10531211 +2030,b) High material recovery (96%) & $18/module recycling costs,0.000624807,0.049118835,0.005449928,0.304973506,0.144809697 +2031,b) High material recovery (96%) & $18/module recycling costs,0.001037372,0.060263843,0.008423271,0.393159097,0.184254036 +2032,b) High material recovery (96%) & $18/module recycling costs,0.001774215,0.063770961,0.017561157,0.482308092,0.236488374 +2033,b) High material recovery (96%) & $18/module recycling costs,0.002479632,0.068657541,0.031928388,0.575411212,0.307521468 +2034,b) High material recovery (96%) & $18/module recycling costs,0.002729955,0.074271546,0.060355213,0.703432027,0.358206952 +2035,b) High material recovery (96%) & $18/module recycling costs,0.002942957,0.079250388,0.11424853,0.853991783,0.391843901 +2036,b) High material recovery (96%) & $18/module recycling costs,0.003311532,0.084433723,0.202585008,1.009235723,0.417259105 +2037,b) High material recovery (96%) & $18/module recycling costs,0.003824319,0.089374162,0.337781933,1.172769649,0.41930801 +2038,b) High material recovery (96%) & $18/module recycling costs,0.003967381,0.093913309,0.515122859,1.337440573,0.412130205 +2039,b) High material recovery (96%) & $18/module recycling costs,0.004062581,0.097859781,0.72476231,1.501789702,0.408899085 +2040,b) High material recovery (96%) & $18/module recycling costs,0.004062581,0.100775985,0.97246958,1.67562889,0.394357145 +2041,b) High material recovery (96%) & $18/module recycling costs,0.004124465,0.103886189,1.242297716,1.855421743,0.388654096 +2042,b) High material recovery (96%) & $18/module recycling costs,0.004124465,0.10733873,1.531308939,2.042164155,0.394912972 +2043,b) High material recovery (96%) & $18/module recycling costs,0.004124465,0.110904028,1.856019464,2.243963748,0.388220679 +2044,b) High material recovery (96%) & $18/module recycling costs,0.004124465,0.116537068,2.210957259,2.454592403,0.378985669 +2045,b) High material recovery (96%) & $18/module recycling costs,0.004124465,0.121105569,2.590153078,2.668296481,0.381111859 +2046,b) High material recovery (96%) & $18/module recycling costs,0.004124465,0.126566613,2.994591626,2.890054739,0.382508922 +2047,b) High material recovery (96%) & $18/module recycling costs,0.004124465,0.133171958,3.421168546,3.118745837,0.381623152 +2048,b) High material recovery (96%) & $18/module recycling costs,0.004124465,0.138997615,3.865801449,3.349558883,0.381833121 +2049,b) High material recovery (96%) & $18/module recycling costs,0.004124465,0.145772573,4.319964745,3.581197943,0.381798906 +2050,b) High material recovery (96%) & $18/module recycling costs,0.004124465,0.151623629,4.779576443,3.80872379,0.382137006 +2020,c) Lower recycling costs ($18/module),0,0,0,0,0 +2021,c) Lower recycling costs ($18/module),0,0.000151361,3.04E-06,0.002528409,0.005921528 +2022,c) Lower recycling costs ($18/module),0,0.000461498,3.04E-06,0.010090209,0.014145394 +2023,c) Lower recycling costs ($18/module),0,0.001385887,3.04E-06,0.020640042,0.023769448 +2024,c) Lower recycling costs ($18/module),0,0.004304161,3.04E-06,0.037697518,0.031395155 +2025,c) Lower recycling costs ($18/module),7.86E-06,0.010057868,0.000119065,0.065400703,0.033758873 +2026,c) Lower recycling costs ($18/module),7.01E-05,0.016136698,0.000499683,0.099094475,0.040230395 +2027,c) Lower recycling costs ($18/module),0.000189305,0.023191784,0.001082183,0.139209257,0.052351062 +2028,c) Lower recycling costs ($18/module),0.000276534,0.030570472,0.001915237,0.185245875,0.074183217 +2029,c) Lower recycling costs ($18/module),0.000404555,0.038885237,0.002933577,0.239924212,0.10531211 +2030,c) Lower recycling costs ($18/module),0.000624807,0.049118835,0.004522006,0.305689955,0.144809697 +2031,c) Lower recycling costs ($18/module),0.001037372,0.060263843,0.006989097,0.394266423,0.184254036 +2032,c) Lower recycling costs ($18/module),0.001774215,0.063770961,0.014571136,0.484616687,0.236488374 +2033,c) Lower recycling costs ($18/module),0.002479632,0.068657541,0.026492156,0.579608527,0.307521468 +2034,c) Lower recycling costs ($18/module),0.002729955,0.074271546,0.050078935,0.711366341,0.358206952 +2035,c) Lower recycling costs ($18/module),0.002942957,0.079250388,0.094796199,0.869010928,0.391843901 +2036,c) Lower recycling costs ($18/module),0.003311532,0.084433723,0.168092217,1.035867607,0.417259105 +2037,c) Lower recycling costs ($18/module),0.003824319,0.089374162,0.280270069,1.21717456,0.41930801 +2038,c) Lower recycling costs ($18/module),0.003967381,0.093913309,0.427416344,1.405158773,0.412130205 +2039,c) Lower recycling costs ($18/module),0.004062581,0.097859781,0.601361892,1.597067164,0.408899085 +2040,c) Lower recycling costs ($18/module),0.004062581,0.100775985,0.806893707,1.803470022,0.394357145 +2041,c) Lower recycling costs ($18/module),0.004124465,0.103886189,1.030780015,2.01873456,0.388654096 +2042,c) Lower recycling costs ($18/module),0.004124465,0.10733873,1.270583236,2.243470471,0.394912972 +2043,c) Lower recycling costs ($18/module),0.004124465,0.110904028,1.540007477,2.487956604,0.388220679 +2044,c) Lower recycling costs ($18/module),0.004124465,0.116537068,1.834512394,2.745245484,0.378985669 +2045,c) Lower recycling costs ($18/module),0.004124465,0.121105569,2.149145083,3.008798753,0.381111859 +2046,c) Lower recycling costs ($18/module),0.004124465,0.126566613,2.484722592,3.28372462,0.382508922 +2047,c) Lower recycling costs ($18/module),0.004124465,0.133171958,2.838669121,3.568493643,0.381623152 +2048,c) Lower recycling costs ($18/module),0.004124465,0.138997615,3.207597361,3.85775826,0.381833121 +2049,c) Lower recycling costs ($18/module),0.004124465,0.145772573,3.584433319,4.149101757,0.381798906 +2050,c) Lower recycling costs ($18/module),0.004124465,0.151623629,3.965790015,4.437048291,0.382137006 +2020,d) Higher landfill costs ($2.75/module),0,0,0,0,0 +2021,d) Higher landfill costs ($2.75/module),0,0.000155193,1.71E-06,0.002151233,0.006296266 +2022,d) Higher landfill costs ($2.75/module),0,0.000486123,1.71E-06,0.009170803,0.015041462 +2023,d) Higher landfill costs ($2.75/module),0,0.001485533,1.71E-06,0.018992861,0.025316219 +2024,d) Higher landfill costs ($2.75/module),0,0.004745434,1.71E-06,0.035088172,0.033553378 +2025,d) Higher landfill costs ($2.75/module),3.23E-05,0.010762346,3.96E-05,0.061696936,0.036784814 +2026,d) Higher landfill costs ($2.75/module),0.000151468,0.01718581,9.75E-05,0.093286473,0.045264247 +2027,d) Higher landfill costs ($2.75/module),0.000308654,0.024729546,0.000175803,0.130293995,0.060442222 +2028,d) Higher landfill costs ($2.75/module),0.000496438,0.032453497,0.00025635,0.172044629,0.086856541 +2029,d) Higher landfill costs ($2.75/module),0.000904835,0.041057898,0.000387817,0.220567036,0.124444853 +2030,d) Higher landfill costs ($2.75/module),0.001531283,0.051745848,0.000639248,0.279427412,0.171302242 +2031,d) Higher landfill costs ($2.75/module),0.002864245,0.064102873,0.001030712,0.35972596,0.218914808 +2032,d) Higher landfill costs ($2.75/module),0.006215538,0.068073865,0.001906945,0.440217081,0.284757649 +2033,d) Higher landfill costs ($2.75/module),0.010276418,0.07295878,0.003855889,0.522223874,0.375508127 +2034,d) Higher landfill costs ($2.75/module),0.014723365,0.078248999,0.007977329,0.653128703,0.442837476 +2035,d) Higher landfill costs ($2.75/module),0.01993752,0.084223655,0.018831856,0.825670972,0.489850602 +2036,d) Higher landfill costs ($2.75/module),0.025455956,0.089513368,0.038708786,1.00175002,0.555459603 +2037,d) Higher landfill costs ($2.75/module),0.033279858,0.095878033,0.076498699,1.206026824,0.601079909 +2038,d) Higher landfill costs ($2.75/module),0.040049824,0.101027364,0.137759254,1.422122468,0.644439115 +2039,d) Higher landfill costs ($2.75/module),0.046657593,0.105777768,0.218495573,1.627587933,0.712927459 +2040,d) Higher landfill costs ($2.75/module),0.051777488,0.110761584,0.336818058,1.869236465,0.739812048 +2041,d) Higher landfill costs ($2.75/module),0.055942537,0.115267895,0.485145031,2.10171932,0.782190986 +2042,d) Higher landfill costs ($2.75/module),0.059413991,0.118682238,0.650276534,2.299255279,0.884254914 +2043,d) Higher landfill costs ($2.75/module),0.065049758,0.122360165,0.903108572,2.573282879,0.847724459 +2044,d) Higher landfill costs ($2.75/module),0.06816292,0.127171068,1.207055657,2.852467674,0.793857996 +2045,d) Higher landfill costs ($2.75/module),0.070544605,0.131256282,1.53023455,3.101735687,0.793062491 +2046,d) Higher landfill costs ($2.75/module),0.074294892,0.134779164,1.893380844,3.340831722,0.795494595 +2047,d) Higher landfill costs ($2.75/module),0.076391124,0.140468811,2.291898773,3.586624106,0.782200936 +2048,d) Higher landfill costs ($2.75/module),0.078112128,0.14650747,2.711335009,3.815191643,0.786871655 +2049,d) Higher landfill costs ($2.75/module),0.079759376,0.153880008,3.153656115,4.055419717,0.765842483 +2050,d) Higher landfill costs ($2.75/module),0.081085976,0.15963374,3.605955923,4.277824836,0.756055038 +2020,e) Improved lifetime (from 30 to 60 years in 2050),0,0,0,0,0 +2021,e) Improved lifetime (from 30 to 60 years in 2050),0,0.000166858,4.86E-06,0.005007448,0.017218645 +2022,e) Improved lifetime (from 30 to 60 years in 2050),0,0.000508116,4.86E-06,0.014129452,0.032724195 +2023,e) Improved lifetime (from 30 to 60 years in 2050),0,0.001774521,4.86E-06,0.027762958,0.047172017 +2024,e) Improved lifetime (from 30 to 60 years in 2050),0,0.005991776,4.86E-06,0.051672962,0.055630693 +2025,e) Improved lifetime (from 30 to 60 years in 2050),4.81E-06,0.013757463,2.06E-05,0.090382946,0.055521101 +2026,e) Improved lifetime (from 30 to 60 years in 2050),5.01E-05,0.021156715,9.83E-05,0.135228116,0.062261456 +2027,e) Improved lifetime (from 30 to 60 years in 2050),0.000129934,0.029546573,0.000188584,0.186799324,0.076109553 +2028,e) Improved lifetime (from 30 to 60 years in 2050),0.00020097,0.037536497,0.000240325,0.244379981,0.101347112 +2029,e) Improved lifetime (from 30 to 60 years in 2050),0.000320208,0.046609888,0.00034948,0.310535821,0.135307437 +2030,e) Improved lifetime (from 30 to 60 years in 2050),0.000485198,0.057420685,0.000482639,0.388909808,0.174822016 +2031,e) Improved lifetime (from 30 to 60 years in 2050),0.000763404,0.069686796,0.000681976,0.489267178,0.210735678 +2032,e) Improved lifetime (from 30 to 60 years in 2050),0.001381118,0.073183329,0.000980086,0.594976548,0.2548574 +2033,e) Improved lifetime (from 30 to 60 years in 2050),0.002214362,0.077148701,0.001508198,0.704243252,0.313637734 +2034,e) Improved lifetime (from 30 to 60 years in 2050),0.002680803,0.081715559,0.002563779,0.856179541,0.344647855 +2035,e) Improved lifetime (from 30 to 60 years in 2050),0.003267136,0.087094789,0.003931066,1.042602423,0.35444202 +2036,e) Improved lifetime (from 30 to 60 years in 2050),0.003907303,0.091694669,0.005980878,1.2405379,0.366288936 +2037,e) Improved lifetime (from 30 to 60 years in 2050),0.004535896,0.096338408,0.00923752,1.459654985,0.367742168 +2038,e) Improved lifetime (from 30 to 60 years in 2050),0.005440941,0.099607451,0.012658501,1.694326814,0.36672876 +2039,e) Improved lifetime (from 30 to 60 years in 2050),0.006042273,0.102741975,0.016573053,1.932396878,0.375768474 +2040,e) Improved lifetime (from 30 to 60 years in 2050),0.006394409,0.104863513,0.020683533,2.201066396,0.368560013 +2041,e) Improved lifetime (from 30 to 60 years in 2050),0.006576928,0.106843218,0.024956851,2.472981365,0.374340194 +2042,e) Improved lifetime (from 30 to 60 years in 2050),0.006672453,0.108930183,0.027801834,2.74162389,0.403656798 +2043,e) Improved lifetime (from 30 to 60 years in 2050),0.007002892,0.110334935,0.031611502,3.067030914,0.393420648 +2044,e) Improved lifetime (from 30 to 60 years in 2050),0.00704018,0.111509997,0.034689652,3.426940869,0.371607488 +2045,e) Improved lifetime (from 30 to 60 years in 2050),0.007120001,0.112376032,0.037020873,3.794323034,0.367562791 +2046,e) Improved lifetime (from 30 to 60 years in 2050),0.007264016,0.113112591,0.039714792,4.182080763,0.366685792 +2047,e) Improved lifetime (from 30 to 60 years in 2050),0.007264016,0.11374539,0.041935385,4.594203123,0.365330173 +2048,e) Improved lifetime (from 30 to 60 years in 2050),0.007264016,0.114629756,0.04411239,5.026189308,0.366210229 +2049,e) Improved lifetime (from 30 to 60 years in 2050),0.007264016,0.11501507,0.0463058,5.484025414,0.361909673 +2050,e) Improved lifetime (from 30 to 60 years in 2050),0.007337241,0.115449286,0.048190314,5.959046214,0.358746993 +2020,f) Improved learning effect (learning parameter = 0.6),0,0,0,0,0 +2021,f) Improved learning effect (learning parameter = 0.6),0,0.000151361,8.98E-07,0.0025273,0.005924883 +2022,f) Improved learning effect (learning parameter = 0.6),0,0.000462218,8.98E-07,0.01008512,0.014152009 +2023,f) Improved learning effect (learning parameter = 0.6),0,0.001377517,8.98E-07,0.020636287,0.023783799 +2024,f) Improved learning effect (learning parameter = 0.6),0,0.00424099,8.98E-07,0.037708988,0.031449093 +2025,f) Improved learning effect (learning parameter = 0.6),1.80E-05,0.009945062,3.39E-05,0.065569487,0.033781686 +2026,f) Improved learning effect (learning parameter = 0.6),8.75E-05,0.016072106,9.72E-05,0.099604749,0.040187151 +2027,f) Improved learning effect (learning parameter = 0.6),0.000211834,0.023132962,0.000185043,0.139787404,0.052749955 +2028,f) Improved learning effect (learning parameter = 0.6),0.000393033,0.03045058,0.000327501,0.186198202,0.074900793 +2029,f) Improved learning effect (learning parameter = 0.6),0.000631267,0.038876012,0.000513961,0.241000142,0.106560798 +2030,f) Improved learning effect (learning parameter = 0.6),0.001024375,0.048821544,0.000895587,0.308099866,0.146092467 +2031,f) Improved learning effect (learning parameter = 0.6),0.001747055,0.060151491,0.001538302,0.397106088,0.186530107 +2032,f) Improved learning effect (learning parameter = 0.6),0.003035496,0.063899782,0.003419642,0.490963252,0.240449558 +2033,f) Improved learning effect (learning parameter = 0.6),0.004614871,0.067877531,0.006252264,0.595901914,0.311068761 +2034,f) Improved learning effect (learning parameter = 0.6),0.005991405,0.072756592,0.011595141,0.745030436,0.363050842 +2035,f) Improved learning effect (learning parameter = 0.6),0.00733805,0.076985671,0.021475874,0.937238823,0.398186995 +2036,f) Improved learning effect (learning parameter = 0.6),0.009234105,0.081156666,0.037044231,1.157634787,0.429825908 +2037,f) Improved learning effect (learning parameter = 0.6),0.011679617,0.085606174,0.061754883,1.409028071,0.451597228 +2038,f) Improved learning effect (learning parameter = 0.6),0.013263876,0.089206423,0.09561692,1.685236519,0.473475134 +2039,f) Improved learning effect (learning parameter = 0.6),0.014934126,0.092856123,0.140100262,1.98269307,0.496878945 +2040,f) Improved learning effect (learning parameter = 0.6),0.01619441,0.095950156,0.204363934,2.313469109,0.501497512 +2041,f) Improved learning effect (learning parameter = 0.6),0.01717045,0.099006012,0.279152791,2.666186821,0.510040764 +2042,f) Improved learning effect (learning parameter = 0.6),0.017739,0.101311662,0.368171882,3.016291436,0.546711174 +2043,f) Improved learning effect (learning parameter = 0.6),0.018613764,0.10380441,0.48721545,3.424292054,0.529830777 +2044,f) Improved learning effect (learning parameter = 0.6),0.018848038,0.106811757,0.62830009,3.856387422,0.505004885 +2045,f) Improved learning effect (learning parameter = 0.6),0.019389502,0.109830622,0.778664373,4.298628038,0.498915974 +2046,f) Improved learning effect (learning parameter = 0.6),0.019915029,0.113430858,0.943223985,4.759638167,0.49304179 +2047,f) Improved learning effect (learning parameter = 0.6),0.020043872,0.117565402,1.122659873,5.233660916,0.48685596 +2048,f) Improved learning effect (learning parameter = 0.6),0.020206025,0.122552261,1.313150448,5.712144735,0.484646918 +2049,f) Improved learning effect (learning parameter = 0.6),0.020705556,0.126071905,1.519341059,6.189171337,0.479734164 +2050,f) Improved learning effect (learning parameter = 0.6),0.020728885,0.130078441,1.727272368,6.663276653,0.477004806 +2020,g) Reuse warranties (equal new/used attitude),0,0,0,0,0 +2021,g) Reuse warranties (equal new/used attitude),0,0.000151361,8.98E-07,0.0025273,0.005924883 +2022,g) Reuse warranties (equal new/used attitude),0,0.000493254,8.98E-07,0.010208979,0.013996559 +2023,g) Reuse warranties (equal new/used attitude),0,0.001524808,8.98E-07,0.0211695,0.023097084 +2024,g) Reuse warranties (equal new/used attitude),0,0.005050802,8.98E-07,0.039856007,0.028466213 +2025,g) Reuse warranties (equal new/used attitude),0,0.011861927,3.18E-05,0.068054108,0.029351378 +2026,g) Reuse warranties (equal new/used attitude),0,0.020848515,7.02E-05,0.105904051,0.02904405 +2027,g) Reuse warranties (equal new/used attitude),0,0.032640232,0.000110687,0.150958539,0.032059889 +2028,g) Reuse warranties (equal new/used attitude),0,0.048179893,0.000169376,0.208301003,0.035165507 +2029,g) Reuse warranties (equal new/used attitude),0,0.066780485,0.000207299,0.278499202,0.041570283 +2030,g) Reuse warranties (equal new/used attitude),0,0.090814049,0.000266394,0.368549121,0.044708701 +2031,g) Reuse warranties (equal new/used attitude),0,0.11923741,0.000316863,0.471872886,0.055425322 +2032,g) Reuse warranties (equal new/used attitude),0,0.157323046,0.000423531,0.594113591,0.050237874 +2033,g) Reuse warranties (equal new/used attitude),0,0.200362751,0.000483064,0.736284272,0.049983319 +2034,g) Reuse warranties (equal new/used attitude),0,0.249536121,0.000546335,0.896704809,0.055480657 +2035,g) Reuse warranties (equal new/used attitude),0,0.307042086,0.000600171,1.091593843,0.049315255 +2036,g) Reuse warranties (equal new/used attitude),0,0.371444709,0.000673604,1.313713602,0.041437686 +2037,g) Reuse warranties (equal new/used attitude),0,0.440802812,0.00074233,1.554547933,0.043196766 +2038,g) Reuse warranties (equal new/used attitude),0,0.51805406,0.000835938,1.823551914,0.042439957 +2039,g) Reuse warranties (equal new/used attitude),0,0.604733181,0.000923761,2.114413912,0.044860689 +2040,g) Reuse warranties (equal new/used attitude),0,0.702552637,0.000992055,2.435963407,0.041326167 +2041,g) Reuse warranties (equal new/used attitude),0,0.810266301,0.001074524,2.789685631,0.032426978 +2042,g) Reuse warranties (equal new/used attitude),0,0.924204906,0.001174762,3.166012247,0.03353173 +2043,g) Reuse warranties (equal new/used attitude),0,1.04605334,0.001245926,3.570238089,0.038641277 +2044,g) Reuse warranties (equal new/used attitude),0,1.179313981,0.001320436,4.013709372,0.033316266 +2045,g) Reuse warranties (equal new/used attitude),0,1.320822065,0.00140513,4.490210614,0.025253774 +2046,g) Reuse warranties (equal new/used attitude),0,1.468844138,0.001493433,4.988115347,0.024641051 +2047,g) Reuse warranties (equal new/used attitude),0,1.621750898,0.001627799,5.509227173,0.025881297 +2048,g) Reuse warranties (equal new/used attitude),0,1.781171152,0.001736339,6.049346336,0.024012228 +2049,g) Reuse warranties (equal new/used attitude),0,1.941161904,0.001832848,6.600332665,0.023601667 +2050,g) Reuse warranties (equal new/used attitude),0,2.102405859,0.00196245,7.157353458,0.018386603 +2020,h) Seeding reuse (5% of population per year),0,0,0,0,0 +2021,h) Seeding reuse (5% of population per year),0,0.000151361,8.98E-07,0.0025273,0.005924883 +2022,h) Seeding reuse (5% of population per year),0,0.000462218,8.98E-07,0.01008512,0.014152009 +2023,h) Seeding reuse (5% of population per year),0,0.001377517,8.98E-07,0.020636287,0.023783799 +2024,h) Seeding reuse (5% of population per year),0,0.00424099,8.98E-07,0.037708988,0.031449093 +2025,h) Seeding reuse (5% of population per year),1.80E-05,0.009945062,3.39E-05,0.065569487,0.033781686 +2026,h) Seeding reuse (5% of population per year),0.000108278,0.016101173,9.45E-05,0.099678665,0.040060341 +2027,h) Seeding reuse (5% of population per year),0.000108278,0.025726645,0.000141944,0.142243738,0.047829533 +2028,h) Seeding reuse (5% of population per year),0.000108278,0.036917813,0.000216785,0.193456954,0.06155656 +2029,h) Seeding reuse (5% of population per year),0.000108278,0.051055186,0.000362976,0.255497468,0.08056121 +2030,h) Seeding reuse (5% of population per year),0.000108278,0.068649061,0.000557659,0.331724402,0.103976956 +2031,h) Seeding reuse (5% of population per year),0.000108278,0.089901887,0.000841653,0.42768857,0.128871226 +2032,h) Seeding reuse (5% of population per year),0.000491881,0.110279988,0.001353389,0.524802323,0.165808908 +2033,h) Seeding reuse (5% of population per year),0.001954868,0.128404716,0.002028697,0.633653297,0.221524304 +2034,h) Seeding reuse (5% of population per year),0.003861508,0.14697832,0.00291739,0.764638491,0.283634286 +2035,h) Seeding reuse (5% of population per year),0.00619711,0.167221011,0.004539178,0.924135216,0.344967165 +2036,h) Seeding reuse (5% of population per year),0.009447108,0.189811152,0.007244041,1.110688073,0.405996817 +2037,h) Seeding reuse (5% of population per year),0.013359645,0.213530979,0.012331892,1.337444955,0.453713475 +2038,h) Seeding reuse (5% of population per year),0.01794382,0.238536877,0.018905097,1.59733086,0.49673577 +2039,h) Seeding reuse (5% of population per year),0.023543627,0.265873647,0.026876051,1.878958483,0.546648427 +2040,h) Seeding reuse (5% of population per year),0.028405599,0.293153821,0.03659519,2.203310262,0.586490622 +2041,h) Seeding reuse (5% of population per year),0.033728093,0.322797292,0.049129445,2.559920814,0.623701363 +2042,h) Seeding reuse (5% of population per year),0.038537278,0.351276172,0.062235177,2.909997698,0.708024861 +2043,h) Seeding reuse (5% of population per year),0.045030099,0.384038638,0.083955179,3.324420824,0.748939865 +2044,h) Seeding reuse (5% of population per year),0.051157487,0.414366315,0.111873576,3.79003754,0.772994218 +2045,h) Seeding reuse (5% of population per year),0.057714015,0.448522801,0.146639389,4.283520511,0.795932252 +2046,h) Seeding reuse (5% of population per year),0.064542666,0.480668612,0.188997585,4.795018895,0.829613914 +2047,h) Seeding reuse (5% of population per year),0.068894227,0.516511516,0.240138242,5.332266082,0.85528931 +2048,h) Seeding reuse (5% of population per year),0.073511844,0.551957978,0.295373878,5.884230488,0.884162441 +2049,h) Seeding reuse (5% of population per year),0.079643994,0.588240464,0.357899778,6.471590152,0.87838973 +2050,h) Seeding reuse (5% of population per year),0.084305054,0.624899175,0.431660653,7.062320068,0.860184966 +2020,i) Baseline,0,0,0,0,0 +2021,i) Baseline,0,0.000151361,8.98E-07,0.0025273,0.005924883 +2022,i) Baseline,0,0.000462218,8.98E-07,0.01008512,0.014152009 +2023,i) Baseline,0,0.001377517,8.98E-07,0.020636287,0.023783799 +2024,i) Baseline,0,0.00424099,8.98E-07,0.037708988,0.031449093 +2025,i) Baseline,1.80E-05,0.009945062,3.39E-05,0.065569487,0.033781686 +2026,i) Baseline,8.75E-05,0.016086159,8.90E-05,0.099604173,0.040182217 +2027,i) Baseline,0.000211834,0.023147758,0.000140112,0.139826336,0.052743201 +2028,i) Baseline,0.000389689,0.030482617,0.000227063,0.186226443,0.074949269 +2029,i) Baseline,0.000646081,0.038894341,0.000358881,0.240983593,0.106707515 +2030,i) Baseline,0.001071386,0.048785928,0.000544162,0.308303847,0.146245261 +2031,i) Baseline,0.00184212,0.060170487,0.000888205,0.39738073,0.186824392 +2032,i) Baseline,0.003213974,0.063852179,0.001690418,0.492141922,0.240950136 +2033,i) Baseline,0.004650316,0.06775514,0.002800917,0.598092944,0.312600922 +2034,i) Baseline,0.006044681,0.072642379,0.005335458,0.750712364,0.364000321 +2035,i) Baseline,0.007226503,0.07753501,0.00927867,0.948320082,0.399392992 +2036,i) Baseline,0.009408201,0.081634061,0.016507088,1.17440689,0.433843487 +2037,i) Baseline,0.011465666,0.085220483,0.02896358,1.440666541,0.454693501 +2038,i) Baseline,0.013183179,0.088794277,0.044476026,1.733438378,0.47896563 +2039,i) Baseline,0.015239091,0.092153384,0.0635369,2.051406282,0.508224076 +2040,i) Baseline,0.016643948,0.094722916,0.088531003,2.414367663,0.521930295 +2041,i) Baseline,0.017723596,0.097220515,0.117615339,2.801971762,0.543508606 +2042,i) Baseline,0.018740938,0.099052562,0.148684907,3.201946473,0.590066648 +2043,i) Baseline,0.019647624,0.100999232,0.195189722,3.67843314,0.579885067 +2044,i) Baseline,0.019840242,0.102974216,0.247205701,4.194353187,0.564301301 +2045,i) Baseline,0.02073586,0.104834786,0.308386898,4.728979002,0.55819578 +2046,i) Baseline,0.021028301,0.105987044,0.375594836,5.288834657,0.55682552 +2047,i) Baseline,0.021170077,0.106965181,0.449962435,5.875779179,0.549461339 +2048,i) Baseline,0.02119278,0.108122825,0.525145695,6.477520904,0.54770967 +2049,i) Baseline,0.021355076,0.108607512,0.608760371,7.089633761,0.53875517 +2050,i) Baseline,0.021378405,0.10938465,0.695955898,7.700304383,0.52858781 diff --git a/PV_ICE/baselines/ElectrificationFutures_2021/EF-CapacityByState-LowREHighElec.csv b/PV_ICE/baselines/ElectrificationFutures_2021/EF-CapacityByState-LowREHighElec.csv new file mode 100644 index 00000000..c79a6151 --- /dev/null +++ b/PV_ICE/baselines/ElectrificationFutures_2021/EF-CapacityByState-LowREHighElec.csv @@ -0,0 +1,1585 @@ +year,State,New Installs,Type +2018,AL,174.8755992,PV +2019,AL,397.2786112,PV +2020,AL,397.2786112,PV +2021,AL,990.7433396,PV +2022,AL,990.7433396,PV +2023,AL,3.84880034,PV +2024,AL,3.84880034,PV +2025,AL,6.347800085,PV +2026,AL,6.347800085,PV +2027,AL,1497.567386,PV +2028,AL,1497.567386,PV +2029,AL,1682.297049,PV +2030,AL,1682.297049,PV +2031,AL,75.37885009,PV +2032,AL,75.37885009,PV +2033,AL,3498.23365,PV +2034,AL,3498.23365,PV +2035,AL,245.127591,PV +2036,AL,245.127591,PV +2037,AL,203.40925,PV +2038,AL,203.40925,PV +2039,AL,1316.731599,PV +2040,AL,1316.731599,PV +2041,AL,1510.206218,PV +2042,AL,1510.206218,PV +2043,AL,962.8485258,PV 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a/PV_ICE/baselines/ElectrificationFutures_2021/baseline_modules_US_NREL_Electrification_Futures_2021_basecase.csv b/PV_ICE/baselines/ElectrificationFutures_2021/baseline_modules_US_NREL_Electrification_Futures_2021_basecase.csv new file mode 100644 index 00000000..61815e30 --- /dev/null +++ b/PV_ICE/baselines/ElectrificationFutures_2021/baseline_modules_US_NREL_Electrification_Futures_2021_basecase.csv @@ -0,0 +1,58 @@ +year,new_Installed_Capacity_[MW],mod_eff,mod_reliability_t50,mod_reliability_t90,mod_degradation,mod_lifetime,mod_MFG_eff,mod_EOL_collection_eff,mod_EOL_collected_recycled,mod_Repair,mod_MerchantTail,mod_Reuse +year,MW,%,years,years,%,years,%,%,%,%,%,% +1995,12.5,12.5,16,21,0.55,10,98,15,40,0,0,0 +1996,9.667666667,12.7,16,21,0.55,10,98,15,40,0,0,0 +1997,11.622,12.88,19,23,0.55,15,98,15,40,0,0,0 +1998,11.781,13.06,19,23,0.55,15,98,15,40,0,0,0 +1999,16.88466667,13.24,19,23,0.55,15,98,15,40,0,0,0 +2000,20.92666667,13.42,19,23,0.6,20,98,15,40,0,0,0 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PV_ICE/baselines/ValidationBaselines/baseline_material_glass_Irena.csv rename to PV_ICE/baselines/IRENA/baseline_material_glass_Irena.csv diff --git a/PV_ICE/baselines/ValidationBaselines/baseline_material_glass_Irena_A_MassBased.csv b/PV_ICE/baselines/IRENA/baseline_material_glass_Irena_A_MassBased.csv similarity index 100% rename from PV_ICE/baselines/ValidationBaselines/baseline_material_glass_Irena_A_MassBased.csv rename to PV_ICE/baselines/IRENA/baseline_material_glass_Irena_A_MassBased.csv diff --git a/PV_ICE/baselines/ValidationBaselines/baseline_material_glass_Irena_B_PowerBased.csv b/PV_ICE/baselines/IRENA/baseline_material_glass_Irena_B_PowerBased.csv similarity index 100% rename from PV_ICE/baselines/ValidationBaselines/baseline_material_glass_Irena_B_PowerBased.csv rename to PV_ICE/baselines/IRENA/baseline_material_glass_Irena_B_PowerBased.csv diff --git a/PV_ICE/baselines/IRENA/baseline_modules_World_Irena_2016.csv 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a/PV_ICE/baselines/IRENA/baseline_modules_World_Irena_2019.csv b/PV_ICE/baselines/IRENA/baseline_modules_World_Irena_2019.csv new file mode 100644 index 00000000..3fb4ac64 --- /dev/null +++ b/PV_ICE/baselines/IRENA/baseline_modules_World_Irena_2019.csv @@ -0,0 +1,58 @@ +year,new_Installed_Capacity_[MW],mod_eff,mod_reliability_t50,mod_reliability_t90,mod_degradation,mod_lifetime,mod_MFG_eff,mod_EOL_collection_eff,mod_EOL_collected_recycled,mod_Repair,mod_MerchantTail,mod_Reuse +year,MW,%,years,years,%,years,%,%,%,%,%,% +1995,75,9.5,45,50,0,40,100,0,0,0,0,0 +1996,125,9.5,45,50,0,40,100,0,0,0,0,0 +1997,100,9.5,45,50,0,40,100,0,0,0,0,0 +1998,175,9.5,45,50,0,40,100,0,0,0,0,0 +1999,275,9.5,45,50,0,40,100,0,0,0,0,0 +2000,250,9.5,45,50,0,40,100,0,0,0,0,0 +2001,250,9.5,45,50,0,40,100,0,0,0,0,0 +2002,550,9.5,45,50,0,40,100,0,0,0,0,0 +2003,700,9.5,45,50,0,40,100,0,0,0,0,0 +2004,1300,9.5,45,50,0,40,100,0,0,0,0,0 +2005,1700,9.5,45,50,0,40,100,0,0,0,0,0 +2006,2500,9.5,45,50,0,40,100,0,0,0,0,0 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a/PV_ICE/baselines/PVSC_2021/baseline_modules_US_ITRPVPrediction_monofacialModules.csv b/PV_ICE/baselines/PVSC_2021/baseline_modules_US_ITRPVPrediction_monofacialModules.csv new file mode 100644 index 00000000..80cb5edc --- /dev/null +++ b/PV_ICE/baselines/PVSC_2021/baseline_modules_US_ITRPVPrediction_monofacialModules.csv @@ -0,0 +1,58 @@ +year,new_Installed_Capacity_[MW],mod_eff,mod_reliability_t50,mod_reliability_t90,mod_degradation,mod_lifetime,mod_MFG_eff,mod_EOL_collection_eff,mod_EOL_collected_recycled,mod_Repair,mod_MerchantTail,mod_Reuse +year,MW,%,years,years,%,years,%,%,%,%,%,% +1995,12.5,12.5,16,21,0.55,15,98,15,40,0,0,0 +1996,9.667666667,12.7,16,21,0.55,15,98,15,40,0,0,0 +1997,11.622,12.88,19,23,0.55,15,98,15,40,0,0,0 +1998,11.781,13.06,19,23,0.55,15,98,15,40,0,0,0 +1999,16.88466667,13.24,19,23,0.55,15,98,15,40,0,0,0 +2000,20.92666667,13.42,19,23,0.6,25,98,15,40,0,0,0 +2001,27.985,13.6,19,23,0.6,25,98,15,40,0,0,0 +2002,42.476,13.72222222,19,23,0.6,25,98,15,40,0,0,0 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b/PV_ICE/baselines/PVSC_2021/landfilllmopdata_ANALYSIS.xlsx differ diff --git a/PV_ICE/baselines/SolarFutures_2021/BaselineGraphs-Reeds.xlsx b/PV_ICE/baselines/SolarFutures_2021/BaselineGraphs-Reeds.xlsx new file mode 100644 index 00000000..2652b0f5 Binary files /dev/null and b/PV_ICE/baselines/SolarFutures_2021/BaselineGraphs-Reeds.xlsx differ diff --git a/PV_ICE/baselines/SolarFutures_2021/MineSupply.csv b/PV_ICE/baselines/SolarFutures_2021/MineSupply.csv new file mode 100644 index 00000000..6735c71f --- /dev/null +++ b/PV_ICE/baselines/SolarFutures_2021/MineSupply.csv @@ -0,0 +1,14 @@ +Year,Global Silver Mine Production,Global Copper Mine Production,Global Silicon Production,Global Aluminum Production,Global Glass Production +year,metric tonnes,metric tonnes,metric tonnes,metric tonnes,metric tonnes +2009,,,,, +2010,,,,, +2011,,,,, +2012,,,,, +2013,,,,, +2014,,,,, +2015,,,,, +2016,,,,, +2017,,,,, +2018,,,,, +2019,,,,, +2020,22260,20000000,"8,000,000","65,267,000", diff --git 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a/PV_ICE/baselines/SolarFutures_2021/baseline_modules_US_Reeds.csv b/PV_ICE/baselines/SolarFutures_2021/baseline_modules_US_Reeds.csv new file mode 100644 index 00000000..da053564 --- /dev/null +++ b/PV_ICE/baselines/SolarFutures_2021/baseline_modules_US_Reeds.csv @@ -0,0 +1,43 @@ +year,new_Installed_Capacity_[MW],mod_eff,mod_reliability_t50,mod_reliability_t90,mod_degradation,mod_lifetime,mod_MFG_eff,mod_EOL_collection_eff,mod_EOL_collected_recycled,mod_Repair,mod_MerchantTail,mod_Reuse +year,MW,%,years,years,%,years,%,%,%,%,%,% +2010,1200.65135,14.7,25,30,0.3,22.7,98,0,0,0,0,0 +2011,2534.300109,15.1,25,30,0.3,23,98,0,0,0,0,0 +2012,2534.300109,15.4,25,30,0.3,23.5,98,0,0,0,0,0 +2013,5123.033732,16,28,33,0.3,24.2,98,0,0,0,0,0 +2014,5123.033732,16.3,28,33,0.3,26,98,0,0,0,0,0 +2015,9477.53731,17,28,33,0.3,28.7,98,0,0,0,0,0 +2016,9477.53731,17.5,28,33,0.3,28.7,98,0,0,0,0,0 +2017,9156.783125,17.7,28,33,0.3,29.5,98,0,0,0,0,0 +2018,9156.783125,18.4,28,33,0.3,31,98,0,0,0,0,0 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+2047,42306.23615,24.88317962,40,44,0.5,35,98,0,0,0,0,0 +2048,42306.23615,24.94822001,40,44,0.5,35,98,0,0,0,0,0 +2049,29545.32688,25.01128927,40,44,0.5,35,98,0,0,0,0,0 +2050,29545.32688,25.07250791,40,44,0.5,35,98,0,0,0,0,0 diff --git a/PV_ICE/baselines/SolarFutures_2021/baseline_modules_World_Bogdanov.csv b/PV_ICE/baselines/SolarFutures_2021/baseline_modules_World_Bogdanov.csv new file mode 100644 index 00000000..9db133ee --- /dev/null +++ b/PV_ICE/baselines/SolarFutures_2021/baseline_modules_World_Bogdanov.csv @@ -0,0 +1,43 @@ +year,new_Installed_Capacity_[MW],mod_eff,mod_reliability_t50,mod_reliability_t90,mod_degradation,mod_lifetime,mod_MFG_eff,mod_EOL_collection_eff,mod_EOL_collected_recycled,mod_Repair,mod_MerchantTail,mod_Reuse +year,MW,%,years,years,%,years,%,%,%,%,%,% +2010,1000000,14.7,25,30,0.3,22.7,98,0,0,0,0,0 +2011,1000000,15.1,25,30,0.3,23,98,0,0,0,0,0 +2012,1000000,15.4,25,30,0.3,23.5,98,0,0,0,0,0 +2013,1000000,16,28,33,0.3,24.2,98,0,0,0,0,0 +2014,1000000,16.3,28,33,0.3,26,98,0,0,0,0,0 +2015,1000000,17,28,33,0.3,28.7,98,0,0,0,0,0 +2016,1000000,17.5,28,33,0.3,28.7,98,0,0,0,0,0 +2017,1000000,17.7,28,33,0.3,29.5,98,0,0,0,0,0 +2018,1000000,18.4,28,33,0.3,31,98,0,0,0,0,0 +2019,1000000,19.2,28,33,0.3,32.4,98,0,0,0,0,0 +2020,1000000,20.25258849,33,38,0.5,35,98,0,0,0,0,0 +2021,1000000,20.8948648,33,38,0.5,35,98,0,0,0,0,0 +2022,1000000,21.36288232,33,38,0.5,35,98,0,0,0,0,0 +2023,1000000,21.73311205,33,38,0.5,35,98,0,0,0,0,0 +2024,1000000,22.0403697,33,38,0.5,35,98,0,0,0,0,0 +2025,1000000,22.30353889,33,38,0.5,35,98,0,0,0,0,0 +2026,1000000,22.53404502,33,38,0.5,35,98,0,0,0,0,0 +2027,1000000,22.73934244,40,44,0.5,35,98,0,0,0,0,0 +2028,1000000,22.92457161,40,44,0.5,35,98,0,0,0,0,0 +2029,1000000,23.09343124,40,44,0.5,35,98,0,0,0,0,0 +2030,1000000,23.24867384,40,44,0.5,35,98,0,0,0,0,0 +2031,1000000,23.39240459,40,44,0.5,35,98,0,0,0,0,0 +2032,1000000,23.52627057,40,44,0.5,35,98,0,0,0,0,0 +2033,1000000,23.6515853,40,44,0.5,35,98,0,0,0,0,0 +2034,1000000,23.76941358,40,44,0.5,35,98,0,0,0,0,0 +2035,1000000,23.88063087,40,44,0.5,35,98,0,0,0,0,0 +2036,1000000,23.98596588,40,44,0.5,35,98,0,0,0,0,0 +2037,1000000,24.08603183,40,44,0.5,35,98,0,0,0,0,0 +2038,1000000,24.18134974,40,44,0.5,35,98,0,0,0,0,0 +2039,1000000,24.27236612,40,44,0.5,35,98,0,0,0,0,0 +2040,1000000,24.35946665,40,44,0.5,35,98,0,0,0,0,0 +2041,1000000,24.44298673,40,44,0.5,35,98,0,0,0,0,0 +2042,1000000,24.52322,40,44,0.5,35,98,0,0,0,0,0 +2043,1000000,24.60042496,40,44,0.5,35,98,0,0,0,0,0 +2044,1000000,24.67483041,40,44,0.5,35,98,0,0,0,0,0 +2045,1000000,24.74663989,40,44,0.5,35,98,0,0,0,0,0 +2046,1000000,24.81603524,40,44,0.5,35,98,0,0,0,0,0 +2047,1000000,24.88317962,40,44,0.5,35,98,0,0,0,0,0 +2048,1000000,24.94822001,40,44,0.5,35,98,0,0,0,0,0 +2049,1000000,25.01128927,40,44,0.5,35,98,0,0,0,0,0 +2050,1000000,25.07250791,40,44,0.5,35,98,0,0,0,0,0 diff --git a/PV_ICE/baselines/SupportingMaterial/Energy-ingotsSilicon.csv b/PV_ICE/baselines/SupportingMaterial/Energy-ingotsSilicon.csv new file mode 100644 index 00000000..a555dc41 --- /dev/null +++ b/PV_ICE/baselines/SupportingMaterial/Energy-ingotsSilicon.csv @@ -0,0 +1,57 @@ +Year,Ingot Energy mc-si,Ingot Energy cast mono,Ingot Energy mono-Si,Source,Ingot mass mc-Si,Ingot mass cast mono,Ingot mass mono-Si,Source +1995,,,,,,,, +1996,,,,,,,, +1997,,,,,,,, +1998,,,,,,,, +1999,,,,,,,, +2000,,,,,,,, +2001,,,,,,,, +2002,,,,,,,, +2003,,,,,,,, +2004,,,,,,,, +2005,,,,,,,, +2006,,,,,,,, +2007,,,,,,,, +2008,,,,,,,, +2009,,,,,,,, +2010,,,,,,,, +2011,,,,,,,, +2012,,,,,,,, +2013,,,,,,,, +2014,,,,,800,,150,"ITRPV 2015, Fig. 12" +2015,,,,,750,,180,"ITRPV 2016, Fig. 16" +2016,,,,,800,,180,"ITRPV 2017, Fig. 19" +2017,,,,,820,,200,ITRPV 2018 Fig. 19 +2018,6.5,,35,"ITRPV 2019, Fig 19",850,,210,"ITRPV 2019, Fig. 18" +2019,6.5,10,32,"ITRPV 2020, Fig. 6",850,700,350,"ITRPV 2020, Fig. 5" +2020,,,,,,,, +2021,,,,,,,, +2022,,,,,,,, +2023,,,,,,,, +2024,,,,,,,, +2025,,,,,,,, +2026,,,,,,,, +2027,,,,,,,, +2028,,,,,,,, +2029,,,,,,,, +2030,,,,,,,, +2031,,,,,,,, +2032,,,,,,,, +2033,,,,,,,, +2034,,,,,,,, +2035,,,,,,,, +2036,,,,,,,, +2037,,,,,,,, +2038,,,,,,,, +2039,,,,,,,, +2040,,,,,,,, +2041,,,,,,,, +2042,,,,,,,, +2043,,,,,,,, +2044,,,,,,,, +2045,,,,,,,, +2046,,,,,,,, +2047,,,,,,,, +2048,,,,,,,, +2049,,,,,,,, +2050,,,,,,,, diff --git a/PV_ICE/baselines/SupportingMaterial/Harmonize_graphs.xlsx b/PV_ICE/baselines/SupportingMaterial/Harmonize_graphs.xlsx new file mode 100644 index 00000000..8cb9888f Binary files /dev/null and b/PV_ICE/baselines/SupportingMaterial/Harmonize_graphs.xlsx differ diff --git a/PV_ICE/baselines/SupportingMaterial/MarketShare_US_siliconVSthinfilm.csv b/PV_ICE/baselines/SupportingMaterial/MarketShare_US_siliconVSthinfilm.csv index c7b177f9..6792a5bc 100644 --- a/PV_ICE/baselines/SupportingMaterial/MarketShare_US_siliconVSthinfilm.csv +++ b/PV_ICE/baselines/SupportingMaterial/MarketShare_US_siliconVSthinfilm.csv @@ -1,27 +1,27 @@ -Year,"M. Bolinger, J. Seel, and D. Robson, “Utility-Scale Solar 2019,” LBNL, Dec. 2019. Accessed: Aug. 13, 2020. [Online]. Available: https://emp.lbl.gov/sites/default/files/lbnl_utility_scale_solar_2019_edition_final.pdf.","M. A. Green, “Consolidation of thin-film photovoltaic technology: the coming decade of opportunity,” Progress in Photovoltaics: Research and Applications, vol. 14, no. 5, pp. 383–392, 2006, doi: https://doi.org/10.1002/pip.702.","“IEA PVPS Task 1 1997,” IEA-PVPS, IEA PVPS T1:1997, Mar. 1997. Accessed: Aug. 13, 2020. [Online]. Available: https://iea-pvps.org/wp-content/uploads/2020/01/tr_1995_01.pdf.","A. Goetzberger and C. Hebling, “Photovoltaic materials, past, present, future,” Solar Energy Materials and Solar Cells, vol. 62, no. 1–2, pp. 1–19, Apr. 2000, doi: 10.1016/S0927-0248(99)00131-2." -1995,,,1, -1996,,,, -1997,,,, -1998,,,,0.99 -1999,,,, -2000,,,, -2001,,,, -2002,,,, -2003,,,, -2004,,0.94,, -2005,,,, -2006,,,, -2007,,,, -2008,,,, -2009,0.5441,,, -2010,0.3429,,, -2011,0.7563,,, -2012,0.7511,,, -2013,0.6302,,, -2014,0.2998,,, -2015,0.8107,,, -2016,0.7702,,, -2017,0.7692,,, -2018,0.7227,,, -2019,,,, -2020,,,, +Year,"M. Bolinger, J. Seel, and D. Robson, “Utility-Scale Solar 2019,” LBNL, Dec. 2019. Calculated.","M. A. Green, “Consolidation of thin-film photovoltaic technology: the coming decade of opportunity,” Progress in Photovoltaics: Research and Applications, vol. 14, no. 5, pp. 383–392, 2006, doi: https://doi.org/10.1002/pip.702.","“IEA PVPS Task 1 1997,” IEA-PVPS, IEA PVPS T1:1997, Mar. 1997. Accessed: Aug. 13, 2020. [Online]. Available: https://iea-pvps.org/wp-content/uploads/2020/01/tr_1995_01.pdf.","A. Goetzberger and C. Hebling, “Photovoltaic materials, past, present, future,” Solar Energy Materials and Solar Cells, vol. 62, no. 1–2, pp. 1–19, Apr. 2000, doi: 10.1016/S0927-0248(99)00131-2.","D. Feldman, V. Ramasamy, and R. Margolis, “U.S. Solar Photovoltaic BESS System Cost Benchmark Q1 2020 Report.” National Renewable Energy Laboratory - Data (NREL-DATA), Golden, CO (United States); National Renewable Energy Laboratory (NREL), Golden, CO (United States), p. 1 files, 2021, doi: 10.7799/1762492." +1995,,,1,, +1996,,,,, +1997,,,,, +1998,,,,0.99, +1999,,,,, +2000,,,,, +2001,,,,, +2002,,,,, +2003,,,,, +2004,,0.94,,, +2005,,,,, +2006,,,,, +2007,,,,, +2008,,,,, +2009,0.928406467,,,, +2010,0.84828496,,,, +2011,0.92755418,,,, +2012,0.908323281,,,, +2013,0.847170972,,,, +2014,0.596136322,,,, +2015,0.911165846,,,, +2016,0.854396763,,,, +2017,0.892007105,,,, +2018,0.870781988,,,, +2019,0.818008676,,,, +2020,,,,, diff --git a/PV_ICE/baselines/SupportingMaterial/MarketShare_global_c-SiVSthinfilm.csv b/PV_ICE/baselines/SupportingMaterial/MarketShare_global_c-SiVSthinfilm.csv index 1fab2a70..fcfdd532 100644 --- a/PV_ICE/baselines/SupportingMaterial/MarketShare_global_c-SiVSthinfilm.csv +++ b/PV_ICE/baselines/SupportingMaterial/MarketShare_global_c-SiVSthinfilm.csv @@ -1,4 +1,4 @@ -Year,WikipediaPlot-GlobalMarketshare-MonoAndMulti,"P. Mints, “Photovoltaic Manufacturer Capacity, Shipments, Price & Revenues 2018/2019,” SPV Market Research, Report SPV-Supply7, Apr. 2019. (Based on world, based on MFG and shipments, not installs)","“Photovoltaics Report,” 2020, [Online]. Available: https://www.ise.fraunhofer.de/content/dam/ise/de/documents/publications/studies/Photovoltaics-Report.pdf. Slide 21, ""PV Production by Technology""","“Photovoltaics Report,” Freiburg, Jul. 28, 2014, [Online]. Available: www.ise.fraunhofer.de. Slide 18" +Year,WikipediaPlot-GlobalMarketshare-MonoAndMulti,"P. Mints, “Photovoltaic Manufacturer Capacity, Shipments, Price & Revenues,” SPV Market Research (Based on world, based on MFG and shipments, not installs)","“Photovoltaics Report,” 2020, [Online]. Available: https://www.ise.fraunhofer.de/content/dam/ise/de/documents/publications/studies/Photovoltaics-Report.pdf. Slide 21, ""PV Production by Technology""","“Photovoltaics Report,” Freiburg, Jul. 28, 2014, [Online]. Available: www.ise.fraunhofer.de. Slide 18" 1980,,,100,98 1981,,,97,93 1982,,,92,89 @@ -38,5 +38,5 @@ 2016,,94.68,94, 2017,,96.39,96, 2018,,95.87,96, -2019,,,95, -2020,,,, +2019,,94.38,95, +2020,,95.35,, diff --git a/PV_ICE/baselines/SupportingMaterial/Marketshare_glass.csv b/PV_ICE/baselines/SupportingMaterial/Marketshare_glass.csv index 60631382..6853250b 100644 --- a/PV_ICE/baselines/SupportingMaterial/Marketshare_glass.csv +++ b/PV_ICE/baselines/SupportingMaterial/Marketshare_glass.csv @@ -24,18 +24,18 @@ 2017,95,5,,"ITRPV 2018, Fig. 16",,94,6,0,"ITRPV 2018, Fig. 10" 2018,94,6,,"ITRPV 2019, Fig. 16a",,93,7,0,"ITRPV 2019, Fig. 10" 2019,90,10,,"ITRPV 2020, Fig. 51",,90,10,0,"ITRPV 2020, Fig. 43" -2020,85,15,,"ITRPV 2020, Fig. 51",,85,15,0,"ITRPV 2020, Fig. 43" -2021,,,,,,,,, -2022,81,18,1,"ITRPV 2020, Fig. 51",,81,18,1,"ITRPV 2020, Fig. 43" -2023,,,,,,,,, -2024,78,21,1,"ITRPV 2020, Fig. 51",,72,24,4,"ITRPV 2020, Fig. 43" -2025,,,,,,,,, +2020,84,16,0,"ITRPV 2021, Fig. 45",,85,15,0,ITRPV 2021. Fig. 38 +2021,80,19,1,"ITRPV 2021, Fig. 45",,80,20,0,ITRPV 2021. Fig. 38 +2022,,,,,,,,, +2023,76,23,1,"ITRPV 2021, Fig. 45",,75,23,2,ITRPV 2021. Fig. 38 +2024,,,,,,,,, +2025,74,24,2,"ITRPV 2021, Fig. 45",,68,30,2,ITRPV 2021. Fig. 38 2026,,,,,,,,, -2027,71,26,3,"ITRPV 2020, Fig. 51",,64,32,4,"ITRPV 2020, Fig. 43" -2028,,,,,,,,, +2027,,,,,,,,, +2028,65,33,2,"ITRPV 2021, Fig. 45",,62,35,3,ITRPV 2021. Fig. 38 2029,,,,,,,,, -2030,65,31,4,"ITRPV 2020, Fig. 51",,60,35,5,"ITRPV 2020, Fig. 43" -2031,,,,,,,,, +2030,,,,,,,,, +2031,55,43,2,"ITRPV 2021, Fig. 45",,56,41,3,ITRPV 2021. Fig. 38 2032,,,,,,,,, 2033,,,,,,,,, 2034,,,,,,,,, diff --git a/PV_ICE/baselines/SupportingMaterial/ModuleProjectLife.csv b/PV_ICE/baselines/SupportingMaterial/ModuleProjectLife.csv new file mode 100644 index 00000000..841c8102 --- /dev/null +++ b/PV_ICE/baselines/SupportingMaterial/ModuleProjectLife.csv @@ -0,0 +1,14 @@ +Year,Project Lifetime,Source, +2007,21.5,"R. Wiser, M. Bolinger, and J. Seel, “Benchmarking Utility-Scale PV Operational Expenses and Project Lifetimes: Results from a Survey of U.S. Solar Industry Professionals,” None, 1631678, ark:/13030/qt2pd8608q, Jun. 2020. doi: 10.2172/1631678.", +2008,21.5,, +2009,21.6,, +2010,22.7,, +2011,23,, +2012,23.5,, +2013,24.2,, +2014,26,, +2015,28.7,, +2016,28.7,, +2017,29.5,, +2018,31,, +2019,32.4,, diff --git a/PV_ICE/baselines/SupportingMaterial/ModuleType_MarketShare.csv b/PV_ICE/baselines/SupportingMaterial/ModuleType_MarketShare.csv index f81e4274..213aacd0 100644 --- a/PV_ICE/baselines/SupportingMaterial/ModuleType_MarketShare.csv +++ b/PV_ICE/baselines/SupportingMaterial/ModuleType_MarketShare.csv @@ -38,8 +38,8 @@ 2016,40,60,0,43.16,56.84,,,,35,65 2017,71,29,0,46.88,53.13,,,,40,60 2018,89,11,0,46.88,53.13,,,,51,49 -2019,,,,,,,,,65,35 -2020,,,,,,,,,78,22 +2019,,,,65.73,34.27,,,,65,35 +2020,,,,92.63,7.37,,,,, 2021,,,,,,,,,, 2022,,,,,,,,,84,16 2023,,,,,,,,,, diff --git a/PV_ICE/baselines/SupportingMaterial/Module_BackGlassThickness_ITRPV.csv b/PV_ICE/baselines/SupportingMaterial/Module_BackGlassThickness_ITRPV.csv new file mode 100644 index 00000000..c2e206d1 --- /dev/null +++ b/PV_ICE/baselines/SupportingMaterial/Module_BackGlassThickness_ITRPV.csv @@ -0,0 +1,22 @@ +Year,> 3mm,2-3mm,<2mm,Source +2011,,,, +2012,,,, +2013,,,, +2014,,,, +2015,,,, +2016,,,, +2017,,,, +2018,,,, +2019,,100,,"ITRPV 2020, Text pg. 41" +2020,20,80,0,"ITRPV 2021, Fig. 39" +2021,16,81,3,"ITRPV 2021, Fig. 39" +2022,,,, +2023,10,85,5,"ITRPV 2021, Fig. 39" +2024,,,, +2025,4,87,9,"ITRPV 2021, Fig. 39" +2026,,,, +2027,,,, +2028,4,86,10,"ITRPV 2021, Fig. 39" +2029,,,, +2030,,,, +2031,4,85,11,"ITRPV 2021, Fig. 39" diff --git a/PV_ICE/baselines/SupportingMaterial/Module_Conformation_ITRPV.csv b/PV_ICE/baselines/SupportingMaterial/Module_Conformation_ITRPV.csv index 6c05f944..d73d9f5c 100644 --- a/PV_ICE/baselines/SupportingMaterial/Module_Conformation_ITRPV.csv +++ b/PV_ICE/baselines/SupportingMaterial/Module_Conformation_ITRPV.csv @@ -1,19 +1,20 @@ -Year,glass-backsheet,glass-glass,foil-foil,Source,Projection -2013,98,2,,"IRTPV 2014, Fig. 29", -2014,96,4,,"IRTPV 2015, Fig. 11", -2015,,,,, -2016,97,3,,"ITRPV 2017, Fig. 17", -2017,95,5,,"ITRPV 2018, Fig. 16", -2018,94,6,,"ITRPV 2019, Fig. 16a", -2019,90,10,,"ITRPV 2020, Fig. 51", -2020,85,15,,"ITRPV 2020, Fig. 51",TRUE -2021,,,,, -2022,81,18,1,"ITRPV 2020, Fig. 51",TRUE -2023,,,,, -2024,78,21,1,"ITRPV 2020, Fig. 51",TRUE -2025,,,,, -2026,,,,, -2027,71,26,3,"ITRPV 2020, Fig. 51",TRUE -2028,,,,, -2029,,,,, -2030,65,31,4,"ITRPV 2020, Fig. 51",TRUE +Year,glass-backsheet,glass-glass,foil-foil,Source +2013,98,2,,"IRTPV 2014, Fig. 29" +2014,96,4,,"IRTPV 2015, Fig. 11" +2015,,,, +2016,97,3,,"ITRPV 2017, Fig. 17" +2017,95,5,,"ITRPV 2018, Fig. 16" +2018,94,6,,"ITRPV 2019, Fig. 16a" +2019,90,10,,"ITRPV 2020, Fig. 51" +2020,84,16,0,"ITRPV 2021, Fig. 45" +2021,80,19,1,"ITRPV 2021, Fig. 45" +2022,,,, +2023,76,23,1,"ITRPV 2021, Fig. 45" +2024,,,, +2025,74,24,2,"ITRPV 2021, Fig. 45" +2026,,,, +2027,,,, +2028,65,33,2,"ITRPV 2021, Fig. 45" +2029,,,, +2030,,,, +2031,55,43,2,"ITRPV 2021, Fig. 45" diff --git a/PV_ICE/baselines/SupportingMaterial/Module_FrontGlassThickness_ITRPV.csv b/PV_ICE/baselines/SupportingMaterial/Module_FrontGlassThickness_ITRPV.csv index 8e894fda..543eb41d 100644 --- a/PV_ICE/baselines/SupportingMaterial/Module_FrontGlassThickness_ITRPV.csv +++ b/PV_ICE/baselines/SupportingMaterial/Module_FrontGlassThickness_ITRPV.csv @@ -1,21 +1,22 @@ -Year,3.2 mm,> 3mm,2-3mm,<2mm,Source,Projection,, -2011,100,,,,"ITRPV 2012, Fig. 7",,, -2012,100,,,,"ITRPV 2013, Fig. 11",,, -2013,100,,,,"ITRPV 2014, Fig. 11",,, -2014,,,,,,,, -2015,,,,,,,, -2016,,,,,,,, -2017,,94,6,0,"ITRPV 2018, Fig. 10",,, -2018,,93,7,0,"ITRPV 2019, Fig. 10",,, -2019,,90,10,0,"ITRPV 2020, Fig. 43",,, -2020,,85,15,0,"ITRPV 2020, Fig. 43",TRUE,, -2021,,,,,,,, -2022,,81,18,1,"ITRPV 2020, Fig. 43",TRUE,, -2023,,,,,,,, -2024,,72,24,4,"ITRPV 2020, Fig. 43",TRUE,, -2025,,,,,,,, -2026,,,,,,,, -2027,,64,32,4,"ITRPV 2020, Fig. 43",TRUE,, -2028,,,,,,,, -2029,,,,,,,, -2030,,60,35,5,"ITRPV 2020, Fig. 43",TRUE,, +Year,3.2 mm,> 3mm,2-3mm,<2mm,Source +2011,100,,,,"ITRPV 2012, Fig. 7" +2012,100,,,,"ITRPV 2013, Fig. 11" +2013,100,,,,"ITRPV 2014, Fig. 11" +2014,,,,, +2015,,,,, +2016,,,,, +2017,,94,6,0,"ITRPV 2018, Fig. 10" +2018,,93,7,0,"ITRPV 2019, Fig. 10" +2019,,90,10,0,"ITRPV 2020, Fig. 43" +2020,,85,15,0,ITRPV 2021. Fig. 38 +2021,,80,20,0,ITRPV 2021. Fig. 38 +2022,,,,, +2023,,75,23,2,ITRPV 2021. Fig. 38 +2024,,,,, +2025,,68,30,2,ITRPV 2021. Fig. 38 +2026,,,,, +2027,,,,, +2028,,62,35,3,ITRPV 2021. Fig. 38 +2029,,,,, +2030,,,,, +2031,,56,41,3,ITRPV 2021. Fig. 38 diff --git a/PV_ICE/baselines/SupportingMaterial/PVInstalls_USA_AllSources.csv b/PV_ICE/baselines/SupportingMaterial/PVInstalls_USA_AllSources.csv index 128888d0..bcbc2558 100644 --- a/PV_ICE/baselines/SupportingMaterial/PVInstalls_USA_AllSources.csv +++ b/PV_ICE/baselines/SupportingMaterial/PVInstalls_USA_AllSources.csv @@ -23,8 +23,8 @@ 2016,15095.64,,,15152,11274, 2017,10969.09,,,10845,8399, 2018,10740.38,,,10618,10068.5, -2019,13385.9,,,,9114.4, -2020,11072,,,,, +2019,13385.9,,,,7498, +2020,19221,,,,14890, 2021,,,,,, 2022,,,,,, 2023,,,,,, diff --git a/PV_ICE/baselines/SupportingMaterial/ag_g_per_cell.csv b/PV_ICE/baselines/SupportingMaterial/ag_g_per_cell.csv index d22b2990..7f3d2611 100644 --- a/PV_ICE/baselines/SupportingMaterial/ag_g_per_cell.csv +++ b/PV_ICE/baselines/SupportingMaterial/ag_g_per_cell.csv @@ -23,15 +23,16 @@ 2016,0.1,"ITRPV 2017, Fig. 10" 2017,0.1,"ITRPV 2018, Fig. 9" 2018,0.106,"ITRPV 2019, Fig. 8a" -2019,0.103,"ITRPV 2020, Fig. 20" -2020,0.092,"ITRPV 2020, Fig. 20" -2021,, -2022,0.081,"ITRPV 2020, Fig. 20" -2023,, -2024,0.071,"ITRPV 2020, Fig. 20" -2025,, +2019,0.102625,"ITRPV 2020, Fig. 20" +2020,0.092625,"ITRPV 2021, Fig. 15" +2021,0.08675,"ITRPV 2021, Fig. 15" +2022,, +2023,0.080875,"ITRPV 2021, Fig. 15" +2024,, +2025,0.070875,"ITRPV 2021, Fig. 15" 2026,, -2027,0.062,"ITRPV 2020, Fig. 20" -2028,, +2027,, +2028,0.06525,"ITRPV 2021, Fig. 15" 2029,, -2030,0.051,"ITRPV 2020, Fig. 20" +2030,, +2031,0.054625,"ITRPV 2021, Fig. 15" diff --git a/PV_ICE/baselines/SupportingMaterial/glass-mfg-eff-raw.xlsx b/PV_ICE/baselines/SupportingMaterial/glass-mfg-eff-raw.xlsx new file mode 100644 index 00000000..29459c0a Binary files /dev/null and b/PV_ICE/baselines/SupportingMaterial/glass-mfg-eff-raw.xlsx differ diff --git a/PV_ICE/baselines/SupportingMaterial/marketshare_frame-noframe.csv b/PV_ICE/baselines/SupportingMaterial/marketshare_frame-noframe.csv index 37db9d48..8dd2c75e 100644 --- a/PV_ICE/baselines/SupportingMaterial/marketshare_frame-noframe.csv +++ b/PV_ICE/baselines/SupportingMaterial/marketshare_frame-noframe.csv @@ -6,14 +6,15 @@ 2017,96,3,1,"ITRPV 2018, Fig. 18" 2018,95,5,0,"ITRPV 2019, Fig. 17" 2019,94,6,2,"ITRPV 2020, Fig. 53" -2020,92,8,2,"ITRPV 2020, Fig. 53" -2021,,,, -2022,89,9,2,"ITRPV 2020, Fig. 53" -2023,,,, -2024,83,14,3,"ITRPV 2020, Fig. 53" -2025,,,, +2020,94,6,2,"ITRPV 2021, Fig. 48" +2021,89,8,3,"ITRPV 2021, Fig. 48" +2022,,,, +2023,86,10,4,"ITRPV 2021, Fig. 48" +2024,,,, +2025,84,12,4,"ITRPV 2021, Fig. 48" 2026,,,, -2027,77,19,4,"ITRPV 2020, Fig. 53" -2028,,,, +2027,,,, +2028,82,14,4,"ITRPV 2021, Fig. 48" 2029,,,, -2030,73,23,4,"ITRPV 2020, Fig. 53" +2030,,,, +2031,80,16,4,"ITRPV 2021, Fig. 48" diff --git a/PV_ICE/baselines/SupportingMaterial/module_eff.csv b/PV_ICE/baselines/SupportingMaterial/module_eff.csv index f83249c1..a07ac7f1 100644 --- a/PV_ICE/baselines/SupportingMaterial/module_eff.csv +++ b/PV_ICE/baselines/SupportingMaterial/module_eff.csv @@ -44,7 +44,7 @@ 2017,17.7,"ITRPV 2020, Table 2" 2018,18.4,"ITRPV 2019, Fig. 56" 2019,19.2,"ITRPV 2020, Table 2" -2020,, +2020,20,"ITRPV 2021, Table 1" 2021,, 2022,, 2023,, @@ -74,4 +74,4 @@ 2047,, 2048,, 2049,, -2050,25, +2050,25,"G. M. Wilson et al., “The 2020 photovoltaic technologies roadmap,” J. Phys. D: Appl. Phys., vol. 53, no. 49, p. 493001, Sep. 2020, doi: 10.1088/1361-6463/ab9c6a." diff --git a/PV_ICE/baselines/SupportingMaterial/output_USA_SiPV_installs.csv b/PV_ICE/baselines/SupportingMaterial/output_USA_SiPV_installs.csv index 10e9367a..59f6ce9c 100644 --- a/PV_ICE/baselines/SupportingMaterial/output_USA_SiPV_installs.csv +++ b/PV_ICE/baselines/SupportingMaterial/output_USA_SiPV_installs.csv @@ -8,17 +8,18 @@ 2002,42.476 2003,59.745 2004,94.752 -2005,88.66445999999999 -2006,82.0722 -2007,244.10485 -2008,210.66864 -2009,252.73445 -2010,290.9808252 -2011,1452.481713 -2012,2533.7810197 -2013,3003.4084203999996 -2014,1871.9131254000001 -2015,6080.7704693999995 -2016,11626.661928 -2017,8437.424028 -2018,7762.072625999999 +2005,96.5811732202 +2006,98.213071614 +2007,324.23274836950003 +2008,314.5851086768 +2009,431.2448039215 +2010,719.84443763648 +2011,1781.3770782318 +2012,3064.162280853987 +2013,4037.449112699544 +2014,3722.199485255106 +2015,6834.328813473131 +2016,12897.665951413319 +2017,9784.50621538445 +2018,9352.529448275438 +2019,10949.7823360684 diff --git a/PV_ICE/baselines/SupportingMaterial/output_USA_Si_marketshare.csv b/PV_ICE/baselines/SupportingMaterial/output_USA_Si_marketshare.csv index 4371bc17..833fdbb9 100644 --- a/PV_ICE/baselines/SupportingMaterial/output_USA_Si_marketshare.csv +++ b/PV_ICE/baselines/SupportingMaterial/output_USA_Si_marketshare.csv @@ -1,57 +1,27 @@ Year,All_Marketshare -1995,1 -1996,0.996666667 -1997,0.993333333 +1995,1.0 +1996,0.9966666666666667 +1997,0.9933333333333333 1998,0.99 -1999,0.981666667 -2000,0.973333333 +1999,0.9816666666666667 +2000,0.9733333333333333 2001,0.965 -2002,0.956666667 -2003,0.948333333 +2002,0.9566666666666667 +2003,0.9483333333333333 2004,0.94 -2005,0.86082 -2006,0.78164 -2007,0.70246 -2008,0.62328 -2009,0.5441 -2010,0.3429 -2011,0.7563 -2012,0.7511 -2013,0.6302 -2014,0.2998 -2015,0.8107 -2016,0.7702 -2017,0.7692 -2018,0.7227 -2019,0.7227 -2020,0.7227 -2021,0.7227 -2022,0.7227 -2023,0.7227 -2024,0.7227 -2025,0.7227 -2026,0.7227 -2027,0.7227 -2028,0.7227 -2029,0.7227 -2030,0.7227 -2031,0.7227 -2032,0.7227 -2033,0.7227 -2034,0.7227 -2035,0.7227 -2036,0.7227 -2037,0.7227 -2038,0.7227 -2039,0.7227 -2040,0.7227 -2041,0.7227 -2042,0.7227 -2043,0.7227 -2044,0.7227 -2045,0.7227 -2046,0.7227 -2047,0.7227 -2048,0.7227 -2049,0.7227 -2050,0.7227 +2005,0.9376812934 +2006,0.9353625868 +2007,0.9330438802000001 +2008,0.9307251736000001 +2009,0.9284064670000001 +2010,0.84828496 +2011,0.92755418 +2012,0.9083232809999999 +2013,0.847170972 +2014,0.596136322 +2015,0.911165846 +2016,0.854396763 +2017,0.892007105 +2018,0.870781988 +2019,0.8180086759999999 +2020, diff --git a/PV_ICE/baselines/SupportingMaterial/output_al_g_per_m2.csv b/PV_ICE/baselines/SupportingMaterial/output_al_g_per_m2.csv index e34c13cb..4d927653 100644 --- a/PV_ICE/baselines/SupportingMaterial/output_al_g_per_m2.csv +++ b/PV_ICE/baselines/SupportingMaterial/output_al_g_per_m2.csv @@ -27,14 +27,15 @@ 2017,1379.820895522388 2018,1361.6666666666665 2019,1343.6470588235295 -2020,1315.058823529412 -2021,1293.6176470588236 -2022,1272.1764705882354 +2020,1343.6470588235295 +2021,1272.1764705882354 +2022,1250.735294117647 2023,1229.2941176470588 -2024,1186.4117647058824 -2025,1157.8235294117649 -2026,1129.235294117647 -2027,1100.6470588235295 -2028,1081.5882352941178 -2029,1062.5294117647059 -2030,1043.4705882352941 +2024,1215.0 +2025,1200.7058823529412 +2026,1191.1764705882354 +2027,1181.6470588235295 +2028,1172.1176470588234 +2029,1162.5882352941176 +2030,1153.058823529412 +2031,1143.529411764706 diff --git a/PV_ICE/baselines/SupportingMaterial/output_al_g_per_m2_bifacial.csv b/PV_ICE/baselines/SupportingMaterial/output_al_g_per_m2_bifacial.csv new file mode 100644 index 00000000..850d8a84 --- /dev/null +++ b/PV_ICE/baselines/SupportingMaterial/output_al_g_per_m2_bifacial.csv @@ -0,0 +1,40 @@ +,0 +1992,3599.9999999999995 +1993,3193.548387096774 +1994,3172.2488038277506 +1995,3091.1854103343458 +1996,3017.4165457184326 +1997,2699.9999999999995 +1998,2540.3726708074532 +1999,2484.6989141164854 +2000,2433.962264150944 +2001,2387.5338753387528 +2002,2344.887348353553 +2003,2317.8920526986826 +2004,2256.0192616372397 +2005,2113.832853025937 +2006,2083.4794808839 +2007,2054.6821599453174 +2008,2027.3242252582477 +2009,2001.3003901170352 +2010,1987.1506585287505 +2011,1966.5931295304129 +2012,1962.986198243413 +2013,1619.458128078818 +2014,1592.7397260273972 +2015,1495.2424242424242 +2016,1412.526315789474 +2017,1379.820895522388 +2018,1361.6666666666665 +2019,1343.6470588235295 +2020,1343.6470588235295 +2021,1291.759411764706 +2022,1239.8717647058822 +2023,1187.9841176470588 +2024,1136.0964705882354 +2025,1084.2088235294118 +2026,1032.3211764705882 +2027,980.4335294117649 +2028,928.5458823529414 +2029,876.6582352941176 +2030,824.7705882352942 diff --git a/PV_ICE/baselines/SupportingMaterial/output_avg_module_eff_final.csv b/PV_ICE/baselines/SupportingMaterial/output_avg_module_eff_final.csv index 5a282ca2..f50b3464 100644 --- a/PV_ICE/baselines/SupportingMaterial/output_avg_module_eff_final.csv +++ b/PV_ICE/baselines/SupportingMaterial/output_avg_module_eff_final.csv @@ -1,19 +1,19 @@ Year,mod_eff 1975,6.32 1976,6.7 -1977,7.050000000000001 +1977,7.05 1978,7.4 1979,8.2 -1980,9.0 +1980,9 1981,9.225 1982,9.45 1983,9.675 1984,9.9 -1985,10.166666666666668 -1986,10.433333333333334 +1985,10.16666667 +1986,10.43333333 1987,10.7 -1988,10.966666666666667 -1989,11.233333333333334 +1988,10.96666667 +1989,11.23333333 1990,11.5 1991,11.7 1992,11.9 @@ -21,57 +21,57 @@ Year,mod_eff 1994,12.3 1995,12.5 1996,12.7 -1997,12.879999999999999 -1998,13.059999999999999 +1997,12.88 +1998,13.06 1999,13.24 2000,13.42 2001,13.6 -2002,13.722222222222221 -2003,13.844444444444443 -2004,13.966666666666667 -2005,14.088888888888889 -2006,14.21111111111111 -2007,14.333333333333332 -2008,14.455555555555556 -2009,14.577777777777778 +2002,13.72222222 +2003,13.84444444 +2004,13.96666667 +2005,14.08888889 +2006,14.21111111 +2007,14.33333333 +2008,14.45555556 +2009,14.57777778 2010,14.7 2011,15.1 2012,15.4 -2013,16.0 +2013,16 2014,16.3 -2015,17.0 +2015,17 2016,17.5 2017,17.7 2018,18.4 2019,19.2 -2020,20.25258848770678 -2021,20.894864796441823 -2022,21.362882315228813 -2023,21.733112046239402 -2024,22.040369699406632 -2025,22.303538890373513 -2026,22.53404502300197 -2027,22.739342440707492 -2028,22.924571605714046 -2029,23.093431236645383 -2030,23.248673835364794 -2031,23.392404591318172 -2032,23.526270571161408 -2033,23.651585302713197 -2034,23.769413584078954 -2035,23.880630870212844 -2036,23.98596588191118 -2037,24.086031831868212 -2038,24.181349738931978 -2039,24.272366124819616 -2040,24.35946664609023 -2041,24.442986734767103 -2042,24.523220003779112 -2043,24.60042495908314 -2044,24.67483041280779 -2045,24.746639888467417 -2046,24.816035235842623 -2047,24.8831796201419 -2048,24.948220011340844 -2049,25.011289270957963 -2050,25.07250791210722 +2020,19.5 +2021,20.51208469 +2022,21.12829553 +2023,21.57669839 +2024,21.93104983 +2025,22.22489166 +2026,22.47640082 +2027,22.69656742 +2028,22.89255755 +2029,23.06931034 +2030,23.23037804 +2031,23.37840308 +2032,23.51540571 +2033,23.64296602 +2034,23.7623437 +2035,23.87455965 +2036,23.98045299 +2037,24.08072201 +2038,24.1759542 +2039,24.26664859 +2040,24.35323277 +2041,24.43607599 +2042,24.51549933 +2043,24.5917838 +2044,24.66517675 +2045,24.73589711 +2046,24.80413956 +2047,24.87007802 +2048,24.93386853 +2049,24.99565162 +2050,25.0555543 diff --git a/PV_ICE/baselines/SupportingMaterial/output_cell_per_m2.csv b/PV_ICE/baselines/SupportingMaterial/output_cell_per_m2.csv index 77b6c580..3a835aca 100644 --- a/PV_ICE/baselines/SupportingMaterial/output_cell_per_m2.csv +++ b/PV_ICE/baselines/SupportingMaterial/output_cell_per_m2.csv @@ -23,9 +23,9 @@ Year,avg_cell 2016,40.997570089490154 2017,40.791103009674174 2018,40.687111536939405 -2019,40.26514378593007 -2020,39.075711358035925 -2021,38.62750137246917 +2019,40.26476376170264 +2020,39.07017288310888 +2021,38.63228729998007 2022,38.193012613465726 2023,38.14294582129531 2024,37.92810432742643 diff --git a/PV_ICE/baselines/SupportingMaterial/output_glass_g_per_m2.csv b/PV_ICE/baselines/SupportingMaterial/output_glass_g_per_m2.csv index 4154b751..28213f0a 100644 --- a/PV_ICE/baselines/SupportingMaterial/output_glass_g_per_m2.csv +++ b/PV_ICE/baselines/SupportingMaterial/output_glass_g_per_m2.csv @@ -24,34 +24,34 @@ Year,0 2017,8289.749999999998 2018,8350.150000000001 2019,8607.500000000002 -2020,8898.125 -2021,8924.75 -2022,8950.500000000002 -2023,8940.825000000003 -2024,8928.0 -2025,8945.933333333334 -2026,8962.933333333334 -2027,8979.0 -2028,9040.069444444443 -2029,9100.361111111113 -2030,9159.875 -2031,9159.875 -2032,9159.875 -2033,9159.875 -2034,9159.875 -2035,9159.875 -2036,9159.875 -2037,9159.875 -2038,9159.875 -2039,9159.875 -2040,9159.875 -2041,9159.875 -2042,9159.875 -2043,9159.875 -2044,9159.875 -2045,9159.875 -2046,9159.875 -2047,9159.875 -2048,9159.875 -2049,9159.875 -2050,9159.875 +2020,8975.5 +2021,9027.000000000002 +2022,9106.500000000002 +2023,9183.550000000003 +2024,9108.825 +2025,9034.1 +2026,9205.208333333334 +2027,9373.866666666669 +2028,9540.075 +2029,9735.808333333334 +2030,9929.208333333332 +2031,10120.275000000001 +2032,10120.275000000001 +2033,10120.275000000001 +2034,10120.275000000001 +2035,10120.275000000001 +2036,10120.275000000001 +2037,10120.275000000001 +2038,10120.275000000001 +2039,10120.275000000001 +2040,10120.275000000001 +2041,10120.275000000001 +2042,10120.275000000001 +2043,10120.275000000001 +2044,10120.275000000001 +2045,10120.275000000001 +2046,10120.275000000001 +2047,10120.275000000001 +2048,10120.275000000001 +2049,10120.275000000001 +2050,10120.275000000001 diff --git a/PV_ICE/baselines/SupportingMaterial/output_glass_g_per_m2_projection.csv b/PV_ICE/baselines/SupportingMaterial/output_glass_g_per_m2_projection.csv index 52cf7eba..0fcd2732 100644 --- a/PV_ICE/baselines/SupportingMaterial/output_glass_g_per_m2_projection.csv +++ b/PV_ICE/baselines/SupportingMaterial/output_glass_g_per_m2_projection.csv @@ -24,34 +24,34 @@ 2017,8289.749999999998 2018,8350.150000000001 2019,8607.500000000002 -2020,8898.125 -2021,9117.09375 -2022,9333.000000000002 -2023,9468.975000000002 -2024,9597.6 -2025,9796.166666666666 -2026,9991.466666666669 -2027,10183.499999999998 -2028,10397.291666666666 -2029,10609.041666666668 +2020,8975.5 +2021,9134.1 +2022,9318.985000000002 +2023,9499.705000000004 +2024,9676.26 +2025,9848.650000000001 +2026,10044.723333333333 +2027,10238.019999999999 +2028,10428.54 +2029,10624.835 2030,10818.75 -2031,10818.75 -2032,10818.75 -2033,10818.75 -2034,10818.75 -2035,10818.75 -2036,10818.75 -2037,10818.75 -2038,10818.75 -2039,10818.75 -2040,10818.75 -2041,10818.75 -2042,10818.75 -2043,10818.75 -2044,10818.75 -2045,10818.75 -2046,10818.75 -2047,10818.75 -2048,10818.75 -2049,10818.75 -2050,10818.75 +2031,10766.250000000002 +2032,10766.250000000002 +2033,10766.250000000002 +2034,10766.250000000002 +2035,10766.250000000002 +2036,10766.250000000002 +2037,10766.250000000002 +2038,10766.250000000002 +2039,10766.250000000002 +2040,10766.250000000002 +2041,10766.250000000002 +2042,10766.250000000002 +2043,10766.250000000002 +2044,10766.250000000002 +2045,10766.250000000002 +2046,10766.250000000002 +2047,10766.250000000002 +2048,10766.250000000002 +2049,10766.250000000002 +2050,10766.250000000002 diff --git a/PV_ICE/baselines/SupportingMaterial/output_scaledmrktshr_mcSi_mono.csv b/PV_ICE/baselines/SupportingMaterial/output_scaledmrktshr_mcSi_mono.csv index 6ac5152c..67c7359c 100644 --- a/PV_ICE/baselines/SupportingMaterial/output_scaledmrktshr_mcSi_mono.csv +++ b/PV_ICE/baselines/SupportingMaterial/output_scaledmrktshr_mcSi_mono.csv @@ -38,9 +38,9 @@ Year,monoSi,mcSi 2016,0.39386666666666664,0.6061333333333333 2017,0.5262491250291657,0.47375087497083423 2018,0.622912569581014,0.37708743041898607 -2019,0.65,0.35 -2020,0.78,0.22 -2021,0.81,0.19 +2019,0.6536500000000001,0.34635 +2020,0.9263000000000001,0.07370000000000002 +2021,0.8831500000000001,0.11685000000000004 2022,0.84,0.16 2023,0.86,0.14 2024,0.88,0.12 diff --git a/PV_ICE/baselines/ValidationBaselines/baseline_modules_World_Irena_2016.csv b/PV_ICE/baselines/ValidationBaselines/baseline_modules_World_Irena_2016.csv deleted file mode 100644 index 13bd8789..00000000 --- a/PV_ICE/baselines/ValidationBaselines/baseline_modules_World_Irena_2016.csv +++ /dev/null @@ -1,58 +0,0 @@ -year,new_Installed_Capacity_[MW],mod_eff,mod_reliability_t50,mod_reliability_t90,mod_degradation,mod_lifetime,mod_MFG_eff,mod_EOL_collection_eff,mod_EOL_collected_recycled,mod_Repowering,mod_Repairing -year,MW,%,years,years,%,years,%,%,%,%,% -1995,75,9.5,45,50,0,40,100,0,0,0,0 -1996,125,9.5,45,50,0,40,100,0,0,0,0 -1997,100,9.5,45,50,0,40,100,0,0,0,0 -1998,175,9.5,45,50,0,40,100,0,0,0,0 -1999,275,9.5,45,50,0,40,100,0,0,0,0 -2000,250,9.5,45,50,0,40,100,0,0,0,0 -2001,250,9.5,45,50,0,40,100,0,0,0,0 -2002,550,9.5,45,50,0,40,100,0,0,0,0 -2003,700,9.5,45,50,0,40,100,0,0,0,0 -2004,1300,9.5,45,50,0,40,100,0,0,0,0 -2005,1700,9.5,45,50,0,40,100,0,0,0,0 -2006,2500,9.5,45,50,0,40,100,0,0,0,0 -2007,1800,9.5,45,50,0,40,100,0,0,0,0 -2008,9700,9.5,45,50,0,40,100,0,0,0,0 -2009,10000,9.5,45,50,0,40,100,0,0,0,0 -2010,15197.945,9.5,45,50,0,40,100,0,0,0,0 -2011,34346.649,9.5,45,50,0,40,100,0,0,0,0 -2012,17383.814,9.5,45,50,0,40,100,0,0,0,0 -2013,52894.33,9.5,45,50,0,40,100,0,0,0,0 -2014,52795.27,9.5,45,50,0,40,100,0,0,0,0 -2015,52844.79,10.1,45,50,0,40,100,0,0,0,0 -2016,17408.6,10.7,45,50,0,40,100,0,0,0,0 -2017,52795.27,11.2,45,50,0,40,100,0,0,0,0 -2018,52844.8,11.8,45,50,0,40,100,0,0,0,0 -2019,88256.26,12.4,45,50,0,40,100,0,0,0,0 -2020,52869.6,13,45,50,0,40,100,0,0,0,0 -2021,52844.79,13.6,45,50,0,40,100,0,0,0,0 -2022,70550.55,14.1,45,50,0,40,100,0,0,0,0 -2023,123791.55,14.7,45,50,0,40,100,0,0,0,0 -2024,70600.05,15.3,45,50,0,40,100,0,0,0,0 -2025,105962,15.9,45,50,0,40,100,0,0,0,0 -2026,106061,16.5,45,50,0,40,100,0,0,0,0 -2027,141472.5,17.45,45,50,0,40,100,0,0,0,0 -2028,141472.6,17.92,45,50,0,40,100,0,0,0,0 -2029,159203,18.04,45,50,0,40,100,0,0,0,0 -2030,106061.1,18.45,45,50,0,40,100,0,0,0,0 -2031,141447.8,19.2,45,50,0,40,100,0,0,0,0 -2032,141546.7,19.89,45,50,0,40,100,0,0,0,0 -2033,70550.6,20.2,45,50,0,40,100,0,0,0,0 -2034,123741.9,20.75,45,50,0,40,100,0,0,0,0 -2035,123766.9,21.2,45,50,0,40,100,0,0,0,0 -2036,141497.3,22.9,45,50,0,40,100,0,0,0,0 -2037,106036.4,23.2,45,50,0,40,100,0,0,0,0 -2038,123766.6,23.51,45,50,0,40,100,0,0,0,0 -2039,176983.1,23.82,45,50,0,40,100,0,0,0,0 -2040,123717.3,24.13,45,50,0,40,100,0,0,0,0 -2041,123717.3,24.44,45,50,0,40,100,0,0,0,0 -2042,159302.1,24.75,45,50,0,40,100,0,0,0,0 -2043,176908.6,25.06,45,50,0,40,100,0,0,0,0 -2044,123766.8,25.06,45,50,0,40,100,0,0,0,0 -2045,194664.1,25.06,45,50,0,40,100,0,0,0,0 -2046,159252.5,25.06,45,50,0,40,100,0,0,0,0 -2047,176908.9,25.06,45,50,0,40,100,0,0,0,0 -2048,159277.1,25.06,45,50,0,40,100,0,0,0,0 -2049,159178.4,25.06,45,50,0,40,100,0,0,0,0 -2050,176933.6,25.06,45,50,0,40,100,0,0,0,0 diff --git a/PV_ICE/baselines/ValidationBaselines/baseline_modules_World_Irena_2019.csv b/PV_ICE/baselines/ValidationBaselines/baseline_modules_World_Irena_2019.csv deleted file mode 100644 index 33af09ad..00000000 --- a/PV_ICE/baselines/ValidationBaselines/baseline_modules_World_Irena_2019.csv +++ /dev/null @@ -1,58 +0,0 @@ -year,new_Installed_Capacity_[MW],mod_eff,mod_reliability_t50,mod_reliability_t90,mod_degradation,mod_lifetime,mod_MFG_eff,mod_EOL_collection_eff,mod_EOL_collected_recycled,mod_Repowering,mod_Repairing -year,MW,%,years,years,%,years,%,%,%,%,% -1995,75,9.5,45,50,0,40,100,0,0,0,0 -1996,125,9.5,45,50,0,40,100,0,0,0,0 -1997,100,9.5,45,50,0,40,100,0,0,0,0 -1998,175,9.5,45,50,0,40,100,0,0,0,0 -1999,275,9.5,45,50,0,40,100,0,0,0,0 -2000,250,9.5,45,50,0,40,100,0,0,0,0 -2001,250,9.5,45,50,0,40,100,0,0,0,0 -2002,550,9.5,45,50,0,40,100,0,0,0,0 -2003,700,9.5,45,50,0,40,100,0,0,0,0 -2004,1300,9.5,45,50,0,40,100,0,0,0,0 -2005,1700,9.5,45,50,0,40,100,0,0,0,0 -2006,2500,9.5,45,50,0,40,100,0,0,0,0 -2007,1800,9.5,45,50,0,40,100,0,0,0,0 -2008,9700,9.5,45,50,0,40,100,0,0,0,0 -2009,10000,9.5,45,50,0,40,100,0,0,0,0 -2010,15197.945,9.5,45,50,0,40,100,0,0,0,0 -2011,30659.973,9.5,45,50,0,40,100,0,0,0,0 -2012,29225.351,9.5,45,50,0,40,100,0,0,0,0 -2013,39058.34,9.5,45,50,0,40,100,0,0,0,0 -2014,36212.887,9.5,45,50,0,40,100,0,0,0,0 -2015,51682.053,10.1,45,50,0,40,100,0,0,0,0 -2016,71369.43,10.7,45,50,0,40,100,0,0,0,0 -2017,93871.34,11.2,45,50,0,40,100,0,0,0,0 -2018,95256,11.8,45,50,0,40,100,0,0,0,0 -2019,124802.53,12.4,45,50,0,40,100,0,0,0,0 -2020,134275.62,13,45,50,0,40,100,0,0,0,0 -2021,149823.32,13.6,45,50,0,40,100,0,0,0,0 -2022,159717.32,14.1,45,50,0,40,100,0,0,0,0 -2023,173851.6,14.7,45,50,0,40,100,0,0,0,0 -2024,187985.87,15.3,45,50,0,40,100,0,0,0,0 -2025,200706.71,15.9,45,50,0,40,100,0,0,0,0 -2026,216254.41,16.5,45,50,0,40,100,0,0,0,0 -2027,230388.69,17.45,45,50,0,40,100,0,0,0,0 -2028,244522.96,17.92,45,50,0,40,100,0,0,0,0 -2029,257243.8,18.04,45,50,0,40,100,0,0,0,0 -2030,270000,18.45,45,50,0,40,100,0,0,0,0 -2031,275618.38,19.2,45,50,0,40,100,0,0,0,0 -2032,281272.1,19.89,45,50,0,40,100,0,0,0,0 -2033,284098.94,20.2,45,50,0,40,100,0,0,0,0 -2034,286925.78,20.75,45,50,0,40,100,0,0,0,0 -2035,288339.23,21.2,45,50,0,40,100,0,0,0,0 -2036,291166.08,22.9,45,50,0,40,100,0,0,0,0 -2037,293992.92,23.2,45,50,0,40,100,0,0,0,0 -2038,299646.64,23.51,45,50,0,40,100,0,0,0,0 -2039,309540.65,23.82,45,50,0,40,100,0,0,0,0 -2040,319434.63,24.13,45,50,0,40,100,0,0,0,0 -2041,323674.93,24.44,45,50,0,40,100,0,0,0,0 -2042,329328.6,24.75,45,50,0,40,100,0,0,0,0 -2043,330742.03,25.06,45,50,0,40,100,0,0,0,0 -2044,337809.17,25.06,45,50,0,40,100,0,0,0,0 -2045,350530.03,25.06,45,50,0,40,100,0,0,0,0 -2046,353356.9,25.06,45,50,0,40,100,0,0,0,0 -2047,356183.75,25.06,45,50,0,40,100,0,0,0,0 -2048,359010.6,25.06,45,50,0,40,100,0,0,0,0 -2049,366077.73,25.06,45,50,0,40,100,0,0,0,0 -2050,372000,25.06,45,50,0,40,100,0,0,0,0 diff --git a/PV_ICE/baselines/ValidationBaselines/baseline_modules_World_Irena_2019_A_MassBased.csv b/PV_ICE/baselines/ValidationBaselines/baseline_modules_World_Irena_2019_A_MassBased.csv deleted file mode 100644 index 3ab47c00..00000000 --- a/PV_ICE/baselines/ValidationBaselines/baseline_modules_World_Irena_2019_A_MassBased.csv +++ /dev/null @@ -1,58 +0,0 @@ -year,new_Installed_Capacity_[MW],mod_eff,mod_reliability_t50,mod_reliability_t90,mod_degradation,mod_lifetime,mod_MFG_eff,mod_EOL_collection_eff,mod_EOL_collected_recycled,mod_Repowering,mod_Repairing -year,MW,%,years,years,%,years,%,%,%,%,% -1995,75,7.624611035,45,50,0,40,100,0,0,0,0 -1996,125,7.79004004,45,50,0,40,100,0,0,0,0 -1997,100,7.95905831,45,50,0,40,100,0,0,0,0 -1998,175,8.131743721,45,50,0,40,100,0,0,0,0 -1999,275,8.308175838,45,50,0,40,100,0,0,0,0 -2000,250,8.488435952,45,50,0,40,100,0,0,0,0 -2001,250,8.672607118,45,50,0,40,100,0,0,0,0 -2002,550,8.860774193,45,50,0,40,100,0,0,0,0 -2003,700,9.053023876,45,50,0,40,100,0,0,0,0 -2004,1300,9.249444745,45,50,0,40,100,0,0,0,0 -2005,1700,9.450127301,45,50,0,40,100,0,0,0,0 -2006,2500,9.655164009,45,50,0,40,100,0,0,0,0 -2007,1800,9.864649341,45,50,0,40,100,0,0,0,0 -2008,9700,10.07867981,45,50,0,40,100,0,0,0,0 -2009,10000,10.29735405,45,50,0,40,100,0,0,0,0 -2010,15197.945,10.52077279,45,50,0,40,100,0,0,0,0 -2011,30659.973,10.74903899,45,50,0,40,100,0,0,0,0 -2012,29225.351,10.98225781,45,50,0,40,100,0,0,0,0 -2013,39058.34,11.22053672,45,50,0,40,100,0,0,0,0 -2014,36212.887,11.46398549,45,50,0,40,100,0,0,0,0 -2015,51682.053,11.71271631,45,50,0,40,100,0,0,0,0 -2016,71369.43,11.96684376,45,50,0,40,100,0,0,0,0 -2017,93871.34,12.22648495,45,50,0,40,100,0,0,0,0 -2018,95256,12.49175949,45,50,0,40,100,0,0,0,0 -2019,124802.53,12.76278962,45,50,0,40,100,0,0,0,0 -2020,134275.62,13.03970022,45,50,0,40,100,0,0,0,0 -2021,149823.32,13.32261886,45,50,0,40,100,0,0,0,0 -2022,159717.32,13.61167591,45,50,0,40,100,0,0,0,0 -2023,173851.6,13.90700455,45,50,0,40,100,0,0,0,0 -2024,187985.87,14.20874085,45,50,0,40,100,0,0,0,0 -2025,200706.71,14.51702384,45,50,0,40,100,0,0,0,0 -2026,216254.41,14.83199555,45,50,0,40,100,0,0,0,0 -2027,230388.69,15.15380111,45,50,0,40,100,0,0,0,0 -2028,244522.96,15.4825888,45,50,0,40,100,0,0,0,0 -2029,257243.8,15.8185101,45,50,0,40,100,0,0,0,0 -2030,270000,16.16171979,45,50,0,40,100,0,0,0,0 -2031,275618.38,16.512376,45,50,0,40,100,0,0,0,0 -2032,281272.1,16.87064029,45,50,0,40,100,0,0,0,0 -2033,284098.94,17.23667775,45,50,0,40,100,0,0,0,0 -2034,286925.78,17.61065702,45,50,0,40,100,0,0,0,0 -2035,288339.23,17.9927504,45,50,0,40,100,0,0,0,0 -2036,291166.08,18.38313396,45,50,0,40,100,0,0,0,0 -2037,293992.92,18.78198756,45,50,0,40,100,0,0,0,0 -2038,299646.64,19.18949497,45,50,0,40,100,0,0,0,0 -2039,309540.65,19.60584395,45,50,0,40,100,0,0,0,0 -2040,319434.63,20.03122634,45,50,0,40,100,0,0,0,0 -2041,323674.93,20.46583813,45,50,0,40,100,0,0,0,0 -2042,329328.6,20.90987956,45,50,0,40,100,0,0,0,0 -2043,330742.03,21.36355523,45,50,0,40,100,0,0,0,0 -2044,337809.17,21.82707418,45,50,0,40,100,0,0,0,0 -2045,350530.03,22.30064996,45,50,0,40,100,0,0,0,0 -2046,353356.9,22.78450079,45,50,0,40,100,0,0,0,0 -2047,356183.75,23.27884958,45,50,0,40,100,0,0,0,0 -2048,359010.6,23.78392412,45,50,0,40,100,0,0,0,0 -2049,366077.73,24.29995712,45,50,0,40,100,0,0,0,0 -2050,372000,24.82718633,45,50,0,40,100,0,0,0,0 diff --git a/PV_ICE/baselines/ValidationBaselines/baseline_modules_World_Irena_2019_B_PowerBased.csv b/PV_ICE/baselines/ValidationBaselines/baseline_modules_World_Irena_2019_B_PowerBased.csv deleted file mode 100644 index b356a597..00000000 --- a/PV_ICE/baselines/ValidationBaselines/baseline_modules_World_Irena_2019_B_PowerBased.csv +++ /dev/null @@ -1,58 +0,0 @@ -year,new_Installed_Capacity_[MW],mod_eff,mod_reliability_t50,mod_reliability_t90,mod_degradation,mod_lifetime,mod_MFG_eff,mod_EOL_collection_eff,mod_EOL_collected_recycled,mod_Repowering,mod_Repairing -year,MW,%,years,years,%,years,%,%,%,%,% -1995,75,13.5,45,50,0,40,100,0,0,0,0 -1996,125,13.5,45,50,0,40,100,0,0,0,0 -1997,100,13.5,45,50,0,40,100,0,0,0,0 -1998,175,13.5,45,50,0,40,100,0,0,0,0 -1999,275,13.5,45,50,0,40,100,0,0,0,0 -2000,250,13.5,45,50,0,40,100,0,0,0,0 -2001,250,13.5,45,50,0,40,100,0,0,0,0 -2002,550,13.5,45,50,0,40,100,0,0,0,0 -2003,700,13.5,45,50,0,40,100,0,0,0,0 -2004,1300,13.5,45,50,0,40,100,0,0,0,0 -2005,1700,13.5,45,50,0,40,100,0,0,0,0 -2006,2500,13.5,45,50,0,40,100,0,0,0,0 -2007,1800,13.5,45,50,0,40,100,0,0,0,0 -2008,9700,13.5,45,50,0,40,100,0,0,0,0 -2009,10000,13.5,45,50,0,40,100,0,0,0,0 -2010,15197.945,13.5,45,50,0,40,100,0,0,0,0 -2011,30659.973,13.5,45,50,0,40,100,0,0,0,0 -2012,29225.351,13.5,45,50,0,40,100,0,0,0,0 -2013,39058.34,13.5,45,50,0,40,100,0,0,0,0 -2014,36212.887,13.5,45,50,0,40,100,0,0,0,0 -2015,51682.053,13.5,45,50,0,40,100,0,0,0,0 -2016,71369.43,13.5,45,50,0,40,100,0,0,0,0 -2017,93871.34,13.5,45,50,0,40,100,0,0,0,0 -2018,95256,13.5,45,50,0,40,100,0,0,0,0 -2019,124802.53,13.5,45,50,0,40,100,0,0,0,0 -2020,134275.62,13.5,45,50,0,40,100,0,0,0,0 -2021,149823.32,13.5,45,50,0,40,100,0,0,0,0 -2022,159717.32,13.5,45,50,0,40,100,0,0,0,0 -2023,173851.6,13.5,45,50,0,40,100,0,0,0,0 -2024,187985.87,13.5,45,50,0,40,100,0,0,0,0 -2025,200706.71,13.5,45,50,0,40,100,0,0,0,0 -2026,216254.41,13.5,45,50,0,40,100,0,0,0,0 -2027,230388.69,13.5,45,50,0,40,100,0,0,0,0 -2028,244522.96,13.5,45,50,0,40,100,0,0,0,0 -2029,257243.8,13.5,45,50,0,40,100,0,0,0,0 -2030,270000,13.5,45,50,0,40,100,0,0,0,0 -2031,275618.38,13.5,45,50,0,40,100,0,0,0,0 -2032,281272.1,13.5,45,50,0,40,100,0,0,0,0 -2033,284098.94,13.5,45,50,0,40,100,0,0,0,0 -2034,286925.78,13.5,45,50,0,40,100,0,0,0,0 -2035,288339.23,13.5,45,50,0,40,100,0,0,0,0 -2036,291166.08,13.5,45,50,0,40,100,0,0,0,0 -2037,293992.92,13.5,45,50,0,40,100,0,0,0,0 -2038,299646.64,13.5,45,50,0,40,100,0,0,0,0 -2039,309540.65,13.5,45,50,0,40,100,0,0,0,0 -2040,319434.63,13.5,45,50,0,40,100,0,0,0,0 -2041,323674.93,13.5,45,50,0,40,100,0,0,0,0 -2042,329328.6,13.5,45,50,0,40,100,0,0,0,0 -2043,330742.03,13.5,45,50,0,40,100,0,0,0,0 -2044,337809.17,13.5,45,50,0,40,100,0,0,0,0 -2045,350530.03,13.5,45,50,0,40,100,0,0,0,0 -2046,353356.9,13.5,45,50,0,40,100,0,0,0,0 -2047,356183.75,13.5,45,50,0,40,100,0,0,0,0 -2048,359010.6,13.5,45,50,0,40,100,0,0,0,0 -2049,366077.73,13.5,45,50,0,40,100,0,0,0,0 -2050,372000,13.5,45,50,0,40,100,0,0,0,0 diff --git a/PV_ICE/baselines/baseline_bifaciality_factor.csv b/PV_ICE/baselines/baseline_bifaciality_factor.csv new file mode 100644 index 00000000..4e5dd1d9 --- /dev/null +++ b/PV_ICE/baselines/baseline_bifaciality_factor.csv @@ -0,0 +1,57 @@ +Year,bifi +1995,0 +1996,0 +1997,0 +1998,0 +1999,0 +2000,0 +2001,0 +2002,0 +2003,0 +2004,0 +2005,0 +2006,0 +2007,0 +2008,0 +2009,0 +2010,0 +2011,0 +2012,0 +2013,0 +2014,0 +2015,0.6 +2016,0.6 +2017,0.6 +2018,0.6 +2019,0.65 +2020,0.70113253 +2021,0.7245 +2022,0.743010924 +2023,0.761521848 +2024,0.770492107 +2025,0.779462366 +2026,0.787069846 +2027,0.794677326 +2028,0.802284806 +2029,0.80635092 +2030,0.810417033 +2031,0.814483146 +2032,0.814483146 +2033,0.814483146 +2034,0.814483146 +2035,0.814483146 +2036,0.814483146 +2037,0.814483146 +2038,0.814483146 +2039,0.814483146 +2040,0.814483146 +2041,0.814483146 +2042,0.814483146 +2043,0.814483146 +2044,0.814483146 +2045,0.814483146 +2046,0.814483146 +2047,0.814483146 +2048,0.814483146 +2049,0.814483146 +2050,0.814483146 diff --git a/PV_ICE/baselines/baseline_energy_material_silicon.csv b/PV_ICE/baselines/baseline_energy_material_silicon.csv new file mode 100644 index 00000000..3879f5d3 --- /dev/null +++ b/PV_ICE/baselines/baseline_energy_material_silicon.csv @@ -0,0 +1,58 @@ +year,e_mat_extraction,e_mat_refinement,e_mat_MFG,e_mat_MFGScrap_Landfill,e_mat_MFGScrap_LQ,e_mat_MFGScrap_HQ,e_mat_MFGScrap_HQ4MFG,e_mat_EoL_Remanufacture,e_mat_RecycleScrap_Landfilled,e_mat_Recycled_LQ,e_mat_Recycled_HQ,e_mat_RecycledHQ_4MFG +year,kWh_perkg,kWh,kWh,kWh,kWh,kWh,kWh,kWh,kWh,kWh,kWh,kWh +1995,,,,,,,,,,,, +1996,,,,,,,,,,,, +1997,,,,,,,,,,,, +1998,,,,,,,,,,,, +1999,,,,,,,,,,,, +2000,,,,,,,,,,,, +2001,,,,,,,,,,,, +2002,,,,,,,,,,,, +2003,,,,,,,,,,,, +2004,,,,,,,,,,,, +2005,,,,,,,,,,,, +2006,,,,,,,,,,,, +2007,,,,,,,,,,,, +2008,,,,,,,,,,,, +2009,,,,,,,,,,,, +2010,,,,,,,,,,,, +2011,,,,,,,,,,,, +2012,,,,,,,,,,,, +2013,,,,,,,,,,,, +2014,,,,,,,,,,,, +2015,,,,,,,,,,,, +2016,,,,,,,,,,,, +2017,,,,,,,,,,,, +2018,,,,,,,,,,,, +2019,,,,,,,,,,,, +2020,,,,,,,,,,,, +2021,,,,,,,,,,,, +2022,,,,,,,,,,,, +2023,,,,,,,,,,,, +2024,,,,,,,,,,,, +2025,,,,,,,,,,,, +2026,,,,,,,,,,,, +2027,,,,,,,,,,,, +2028,,,,,,,,,,,, +2029,,,,,,,,,,,, +2030,,,,,,,,,,,, +2031,,,,,,,,,,,, +2032,,,,,,,,,,,, +2033,,,,,,,,,,,, +2034,,,,,,,,,,,, +2035,,,,,,,,,,,, +2036,,,,,,,,,,,, +2037,,,,,,,,,,,, +2038,,,,,,,,,,,, +2039,,,,,,,,,,,, +2040,,,,,,,,,,,, +2041,,,,,,,,,,,, +2042,,,,,,,,,,,, +2043,,,,,,,,,,,, +2044,,,,,,,,,,,, +2045,,,,,,,,,,,, +2046,,,,,,,,,,,, +2047,,,,,,,,,,,, +2048,,,,,,,,,,,, +2049,,,,,,,,,,,, +2050,,,,,,,,,,,, diff --git a/PV_ICE/baselines/baseline_energy_modules.csv b/PV_ICE/baselines/baseline_energy_modules.csv new file mode 100644 index 00000000..ef20bc28 --- /dev/null +++ b/PV_ICE/baselines/baseline_energy_modules.csv @@ -0,0 +1,58 @@ +year,e_mod_MFG,e_mod_Install,e_mod_OandM,e_mod_Repair,e_mod_MerchantTail,e_mod_Demount,e_mod_Landfill,e_mod_CollectedDisposition,e_mod_Resell,e_mod_Remanufacture,e_mod_Recycled +year,kWh,kWh,kWh,kWh,kWh,kWh,kWh,kWh,kWh,kWh,kWh +1995,=layup+lamination+framing+testing,=shipping+install,,,0,=demount,,=transport+testing,=transportation+certification?,=processing+transport,=deframe+crush +1996,,,,,,,,,,, +1997,,,,,,,,,,, +1998,,,,,,,,,,, +1999,,,,,,,,,,, +2000,,,,,,,,,,, +2001,,,,,,,,,,, +2002,,,,,,,,,,, +2003,,,,,,,,,,, +2004,,,,,,,,,,, +2005,,,,,,,,,,, +2006,,,,,,,,,,, +2007,,,,,,,,,,, +2008,,,,,,,,,,, +2009,,,,,,,,,,, +2010,,,,,,,,,,, +2011,,,,,,,,,,, +2012,,,,,,,,,,, +2013,,,,,,,,,,, +2014,,,,,,,,,,, +2015,,,,,,,,,,, +2016,,,,,,,,,,, +2017,,,,,,,,,,, +2018,,,,,,,,,,, +2019,,,,,,,,,,, +2020,,,,,,,,,,, +2021,,,,,,,,,,, +2022,,,,,,,,,,, +2023,,,,,,,,,,, +2024,,,,,,,,,,, +2025,,,,,,,,,,, +2026,,,,,,,,,,, +2027,,,,,,,,,,, +2028,,,,,,,,,,, +2029,,,,,,,,,,, +2030,,,,,,,,,,, +2031,,,,,,,,,,, +2032,,,,,,,,,,, +2033,,,,,,,,,,, +2034,,,,,,,,,,, +2035,,,,,,,,,,, +2036,,,,,,,,,,, +2037,,,,,,,,,,, +2038,,,,,,,,,,, +2039,,,,,,,,,,, +2040,,,,,,,,,,, +2041,,,,,,,,,,, +2042,,,,,,,,,,, +2043,,,,,,,,,,, +2044,,,,,,,,,,, +2045,,,,,,,,,,, +2046,,,,,,,,,,, +2047,,,,,,,,,,, +2048,,,,,,,,,,, +2049,,,,,,,,,,, +2050,,,,,,,,,,, diff --git a/PV_ICE/baselines/baseline_material_glass.csv b/PV_ICE/baselines/baseline_material_glass.csv index 3f0c570a..84d84733 100644 --- a/PV_ICE/baselines/baseline_material_glass.csv +++ b/PV_ICE/baselines/baseline_material_glass.csv @@ -1,58 +1,58 @@ year,mat_virgin_eff,mat_massperm2,mat_MFG_eff,mat_MFG_scrap_Recycled,mat_MFG_scrap_Recycling_eff,mat_MFG_scrap_Recycled_into_HQ,mat_MFG_scrap_Recycled_into_HQ_Reused4MFG,mat_EOL_collected_Recycled,mat_EOL_Recycling_eff,mat_EOL_Recycled_into_HQ,mat_EOL_RecycledHQ_Reused4MFG year,%,g,%,%,%,%,%,%,%,%,% -1995,99.9,8000,74.6,80,50,20,10,90,40,15,8 -1996,99.9,8000,74.6,80,50,20,10,90,40,15,8 -1997,99.9,8000,74.6,80,50,20,10,90,40,15,8 -1998,99.9,8000,74.6,80,50,20,10,90,40,15,8 -1999,99.9,8000,74.6,80,50,20,10,90,40,15,8 -2000,99.9,8000,75,80,50,20,10,90,40,15,8 -2001,99.9,8000,75,80,50,20,10,90,40,15,8 -2002,99.9,8000,75,80,50,20,10,90,40,15,8 -2003,99.9,8000,75,80,50,20,10,90,40,15,8 -2004,99.9,8000,76,80,50,20,10,90,40,15,8 -2005,99.9,8000,76,80,50,20,10,90,40,15,8 -2006,99.9,8000,76,80,50,20,10,90,40,15,8 -2007,99.9,8000,77,80,50,20,10,90,40,15,8 -2008,99.9,8000,77,80,50,20,10,90,40,15,8 -2009,99.9,8000,77,80,50,20,10,90,40,15,8 -2010,99.9,8000,78,80,50,20,10,90,40,15,8 -2011,99.9,8000,78,80,50,20,10,90,40,15,8 -2012,99.9,8080,78,80,50,20,10,90,40,15,8 -2013,99.9,8160,79,80,50,20,10,90,40,15,8 -2014,99.9,8292.7,79,80,50,20,10,90,40,15,8 -2015,99.9,8225.6625,80,80,50,20,10,90,40,15,8 -2016,99.9,8158.8875,81,80,50,20,10,90,40,15,8 -2017,99.9,8289.75,82,80,50,20,10,90,40,15,8 -2018,99.9,8350.15,82,80,50,20,10,90,40,15,8 -2019,99.9,8607.5,82,80,50,20,10,90,40,15,8 -2020,99.9,8898.125,83,80,50,20,10,90,40,15,8 -2021,99.9,8924.75,83,80,50,20,10,90,40,15,8 -2022,99.9,8950.5,83,80,50,20,10,90,40,15,8 -2023,99.9,8940.825,83,80,50,20,10,90,40,15,8 -2024,99.9,8928,83,80,50,20,10,90,40,15,8 -2025,99.9,8945.933333,83,80,50,20,10,90,40,15,8 -2026,99.9,8962.933333,83,80,50,20,10,90,40,15,8 -2027,99.9,8979,83,80,50,20,10,90,40,15,8 -2028,99.9,9040.069444,83,80,50,20,10,90,40,15,8 -2029,99.9,9100.361111,83,80,50,20,10,90,40,15,8 -2030,99.9,9159.875,83,80,50,20,10,90,40,15,8 -2031,99.9,9159.875,83,80,50,20,10,90,40,15,8 -2032,99.9,9159.875,83,80,50,20,10,90,40,15,8 -2033,99.9,9159.875,83,80,50,20,10,90,40,15,8 -2034,99.9,9159.875,83,80,50,20,10,90,40,15,8 -2035,99.9,9159.875,83,80,50,20,10,90,40,15,8 -2036,99.9,9159.875,83,80,50,20,10,90,40,15,8 -2037,99.9,9159.875,83,80,50,20,10,90,40,15,8 -2038,99.9,9159.875,83,80,50,20,10,90,40,15,8 -2039,99.9,9159.875,83,80,50,20,10,90,40,15,8 -2040,99.9,9159.875,83,80,50,20,10,90,40,15,8 -2041,99.9,9159.875,83,80,50,20,10,90,40,15,8 -2042,99.9,9159.875,83,80,50,20,10,90,40,15,8 -2043,99.9,9159.875,83,80,50,20,10,90,40,15,8 -2044,99.9,9159.875,83,80,50,20,10,90,40,15,8 -2045,99.9,9159.875,83,80,50,20,10,90,40,15,8 -2046,99.9,9159.875,83,80,50,20,10,90,40,15,8 -2047,99.9,9159.875,83,80,50,20,10,90,40,15,8 -2048,99.9,9159.875,83,80,50,20,10,90,40,15,8 -2049,99.9,9159.875,83,80,50,20,10,90,40,15,8 -2050,99.9,9159.875,83,80,50,20,10,90,40,15,8 +1995,99.9,8000,95,80,50,20,10,90,40,15,8 +1996,99.9,8000,95,80,50,20,10,90,40,15,8 +1997,99.9,8000,95,80,50,20,10,90,40,15,8 +1998,99.9,8000,95,80,50,20,10,90,40,15,8 +1999,99.9,8000,95,80,50,20,10,90,40,15,8 +2000,99.9,8000,95,80,50,20,10,90,40,15,8 +2001,99.9,8000,95,80,50,20,10,90,40,15,8 +2002,99.9,8000,95,80,50,20,10,90,40,15,8 +2003,99.9,8000,95,80,50,20,10,90,40,15,8 +2004,99.9,8000,95,80,50,20,10,90,40,15,8 +2005,99.9,8000,95,80,50,20,10,90,40,15,8 +2006,99.9,8000,95,80,50,20,10,90,40,15,8 +2007,99.9,8000,95,80,50,20,10,90,40,15,8 +2008,99.9,8000,95,80,50,20,10,90,40,15,8 +2009,99.9,8000,95,80,50,20,10,90,40,15,8 +2010,99.9,8000,95,80,50,20,10,90,40,15,8 +2011,99.9,8000,95,80,50,20,10,90,40,15,8 +2012,99.9,8080,95,80,50,20,10,90,40,15,8 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a/PV_ICE/baselines/baseline_material_glass_bifacialTrend.csv +++ /dev/null @@ -1,58 +0,0 @@ -year,mat_virgin_eff,mat_massperm2,mat_MFG_eff,mat_MFG_scrap_Recycled,mat_MFG_scrap_Recycling_eff,mat_MFG_scrap_Recycled_into_HQ,mat_MFG_scrap_Recycled_into_HQ_Reused4MFG,mat_EOL_collected_Recycled,mat_EOL_Recycling_eff,mat_EOL_Recycled_into_HQ,mat_EOL_RecycledHQ_Reused4MFG -year,%,g,%,%,%,%,%,%,%,%,% -1995,99.9,8000,74.6,80,50,20,10,90,40,15,8 -1996,99.9,8000,74.6,80,50,20,10,90,40,15,8 -1997,99.9,8000,74.6,80,50,20,10,90,40,15,8 -1998,99.9,8000,74.6,80,50,20,10,90,40,15,8 -1999,99.9,8000,74.6,80,50,20,10,90,40,15,8 -2000,99.9,8000,75,80,50,20,10,90,40,15,8 -2001,99.9,8000,75,80,50,20,10,90,40,15,8 -2002,99.9,8000,75,80,50,20,10,90,40,15,8 -2003,99.9,8000,75,80,50,20,10,90,40,15,8 -2004,99.9,8000,76,80,50,20,10,90,40,15,8 -2005,99.9,8000,76,80,50,20,10,90,40,15,8 -2006,99.9,8000,76,80,50,20,10,90,40,15,8 -2007,99.9,8000,77,80,50,20,10,90,40,15,8 -2008,99.9,8000,77,80,50,20,10,90,40,15,8 -2009,99.9,8000,77,80,50,20,10,90,40,15,8 -2010,99.9,8000,78,80,50,20,10,90,40,15,8 -2011,99.9,8000,78,80,50,20,10,90,40,15,8 -2012,99.9,8000,78,80,50,20,10,90,40,15,8 -2013,99.9,8160,79,80,50,20,10,90,40,15,8 -2014,99.9,8292.7,79,80,50,20,10,90,40,15,8 -2015,99.9,8225.6625,80,80,50,20,10,90,40,15,8 -2016,99.9,8158.8875,81,80,50,20,10,90,40,15,8 -2017,99.9,8289.75,82,80,50,20,10,90,40,15,8 -2018,99.9,8350.15,82,80,50,20,10,90,40,15,8 -2019,99.9,8607.5,82,80,50,20,10,90,40,15,8 -2020,99.9,8898.125,83,80,50,20,10,90,40,15,8 -2021,99.9,9117.09375,83,80,50,20,10,90,40,15,8 -2022,99.9,9333,83,80,50,20,10,90,40,15,8 -2023,99.9,9468.975,83,80,50,20,10,90,40,15,8 -2024,99.9,9597.6,83,80,50,20,10,90,40,15,8 -2025,99.9,9796.166667,83,80,50,20,10,90,40,15,8 -2026,99.9,9991.466667,83,80,50,20,10,90,40,15,8 -2027,99.9,10183.5,83,80,50,20,10,90,40,15,8 -2028,99.9,10397.29167,83,80,50,20,10,90,40,15,8 -2029,99.9,10609.04167,83,80,50,20,10,90,40,15,8 -2030,99.9,10818.75,83,80,50,20,10,90,40,15,8 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b/PV_ICE/baselines/baseline_modules_US.csv index 5cfa7644..4999e84a 100644 --- a/PV_ICE/baselines/baseline_modules_US.csv +++ b/PV_ICE/baselines/baseline_modules_US.csv @@ -1,58 +1,58 @@ -year,new_Installed_Capacity_[MW],mod_eff,mod_reliability_t50,mod_reliability_t90,mod_degradation,mod_lifetime,mod_MFG_eff,mod_EOL_collection_eff,mod_EOL_collected_recycled,mod_Repowering,mod_Repairing -year,MW,%,years,years,%,years,%,%,%,%,% -1995,12.5,12.5,15,20,0.55,10,90,15,40,0,0 -1996,9.667666667,12.7,15,20,0.55,10,90,15,40,0,0 -1997,11.622,12.88,19,23,0.55,15,90,15,40,0,0 -1998,11.781,13.06,19,23,0.55,15,90,15,40,0,0 -1999,16.88466667,13.24,19,23,0.55,15,90,15,40,0,0 -2000,20.92666667,13.42,31,36,0.6,25,90,15,40,0,0 -2001,27.985,13.6,31,36,0.6,25,90,15,40,0,0 -2002,42.476,13.72222222,31,36,0.6,25,90,15,40,0,0 -2003,59.745,13.84444444,31,36,0.6,25,90,15,40,0,0 -2004,94.752,13.96666667,31,36,0.6,25,90,15,40,0,0 -2005,88.66446,14.08888889,31,36,0.6,25,90,15,40,0,0 -2006,82.0722,14.21111111,31,36,0.6,25,90,15,40,0,0 -2007,244.10485,14.33333333,31,36,0.6,25,90,15,40,0,0 -2008,210.66864,14.45555556,31,36,0.6,25,90,15,40,0,0 -2009,252.73445,14.57777778,31,36,0.6,25,90,15,40,0,0 -2010,290.9808252,14.7,31,36,0.3,25,90,15,40,0,0 -2011,1452.481713,15.1,31,36,0.3,25,90,15,40,0,0 -2012,2533.78102,15.4,31,36,0.3,25,90,15,40,0,0 -2013,3003.40842,16,31,36,0.3,25,90,15,40,0,0 -2014,1871.913125,16.3,31,36,0.3,25,90,15,40,0,0 -2015,6080.770469,17,31,36,0.3,25,90,15,40,0,0 -2016,11626.66193,17.5,31,36,0.3,25,90,15,40,0,0 -2017,8437.424028,17.7,31,36,0.3,25,90,15,40,0,0 -2018,7762.072626,18.4,31,36,0.3,25,90,15,40,0,0 -2019,13385.89533,19.2,31,36,0.3,25,90,15,40,0,0 -2020,14903.79,20.25258849,40,44,0.5,35,90,15,40,0,0 -2021,16455.56,20.8948648,40,44,0.5,35,90,15,40,0,0 -2022,15227.23,21.36288232,40,44,0.5,35,90,15,40,0,0 -2023,15224.02,21.73311205,40,44,0.5,35,90,15,40,0,0 -2024,16634.43,22.0403697,40,44,0.5,35,90,15,40,0,0 -2025,18114.89427,22.30353889,40,44,0.5,35,90,15,40,0,0 -2026,19727.11986,22.53404502,40,44,0.5,35,90,15,40,0,0 -2027,21482.83353,22.73934244,40,44,0.5,35,90,15,40,0,0 -2028,23394.80571,22.92457161,40,44,0.5,35,90,15,40,0,0 -2029,25476.94342,23.09343124,40,44,0.5,35,90,15,40,0,0 -2030,27744.39138,23.24867384,40,44,0.5,35,90,15,40,0,0 -2031,30213.64222,23.39240459,40,44,0.5,35,90,15,40,0,0 -2032,32902.65637,23.52627057,40,44,0.5,35,90,15,40,0,0 -2033,35830.99279,23.6515853,40,44,0.5,35,90,15,40,0,0 -2034,39019.95115,23.76941358,40,44,0.5,35,90,15,40,0,0 -2035,42492.7268,23.88063087,40,44,0.5,35,90,15,40,0,0 -2036,46274.57949,23.98596588,40,44,0.5,35,90,15,40,0,0 -2037,50393.01706,24.08603183,40,44,0.5,35,90,15,40,0,0 -2038,54877.99558,24.18134974,40,44,0.5,35,90,15,40,0,0 -2039,59762.13719,24.27236612,40,44,0.5,35,90,15,40,0,0 -2040,65080.9674,24.35946665,40,44,0.5,35,90,15,40,0,0 -2041,70873.1735,24.44298673,40,44,0.5,35,90,15,40,0,0 -2042,77180.88594,24.52322,40,44,0.5,35,90,15,40,0,0 -2043,84049.98479,24.60042496,40,44,0.5,35,90,15,40,0,0 -2044,91530.43343,24.67483041,40,44,0.5,35,90,15,40,0,0 -2045,99676.64201,24.74663989,40,44,0.5,35,90,15,40,0,0 -2046,108547.8631,24.81603524,40,44,0.5,35,90,15,40,0,0 -2047,118208.623,24.88317962,40,44,0.5,35,90,15,40,0,0 -2048,128729.1904,24.94822001,40,44,0.5,35,90,15,40,0,0 -2049,140186.0884,25.01128927,40,44,0.5,35,90,15,40,0,0 -2050,152662.6502,25.07250791,40,44,0.5,35,90,15,40,0,0 +year,new_Installed_Capacity_[MW],mod_eff,mod_reliability_t50,mod_reliability_t90,mod_degradation,mod_lifetime,mod_MFG_eff,mod_EOL_collection_eff,mod_EOL_collected_recycled,mod_Repair,mod_MerchantTail,mod_Reuse +year,MW,%,years,years,%,years,%,%,%,%,%,% +1995,12.5,12.5,16,21,0.55,10,98,15,40,0,0,0 +1996,9.667666667,12.7,16,21,0.55,10,98,15,40,0,0,0 +1997,11.622,12.88,19,23,0.55,15,98,15,40,0,0,0 +1998,11.781,13.06,19,23,0.55,15,98,15,40,0,0,0 +1999,16.88466667,13.24,19,23,0.55,15,98,15,40,0,0,0 +2000,20.92666667,13.42,19,23,0.6,20,98,15,40,0,0,0 +2001,27.985,13.6,19,23,0.6,20,98,15,40,0,0,0 +2002,42.476,13.72222222,19,23,0.6,20,98,15,40,0,0,0 +2003,59.745,13.84444444,19,23,0.6,20,98,15,40,0,0,0 +2004,94.752,13.96666667,19,23,0.6,20,98,15,40,0,0,0 +2005,96.58117322,14.08888889,19,24,0.6,20,98,15,40,0,0,0 +2006,98.21307161,14.21111111,20,25,0.6,20,98,15,40,0,0,0 +2007,324.2327484,14.33333333,20,25,0.6,21.5,98,15,40,0,0,0 +2008,314.5851087,14.45555556,21,26,0.6,21.5,98,15,40,0,0,0 +2009,431.2448039,14.57777778,24,29,0.6,21.6,98,15,40,0,0,0 +2010,719.8444376,14.7,25,30,0.3,22.7,98,15,40,0,0,0 +2011,1781.377078,15.1,25,30,0.3,23,98,15,40,0,0,0 +2012,3064.162281,15.4,25,30,0.3,23.5,98,15,40,0,0,0 +2013,4037.449113,16,28,33,0.3,24.2,98,15,40,0,0,0 +2014,3722.199485,16.3,28,33,0.3,26,98,15,40,0,0,0 +2015,6834.328813,17,28,33,0.3,28.7,98,15,40,0,0,0 +2016,12897.66595,17.5,28,33,0.3,28.7,98,15,40,0,0,0 +2017,9784.506215,17.7,28,33,0.3,29.5,98,15,40,0,0,0 +2018,9352.529448,18.4,28,33,0.3,31,98,15,40,0,0,0 +2019,10949.78234,19.2,28,33,0.3,32.4,98,15,40,0,0,0 +2020,14903.79,19.5,33,38,0.5,35,98,15,40,0,0,0 +2021,16455.56,20.51208469,33,38,0.5,35,98,15,40,0,0,0 +2022,15227.23,21.12829553,33,38,0.5,35,98,15,40,0,0,0 +2023,15224.02,21.57669839,33,38,0.5,35,98,15,40,0,0,0 +2024,16634.43,21.93104983,33,38,0.5,35,98,15,40,0,0,0 +2025,18114.89427,22.22489166,33,38,0.5,35,98,15,40,0,0,0 +2026,19727.11986,22.47640082,33,38,0.5,35,98,15,40,0,0,0 +2027,21482.83353,22.69656742,40,44,0.5,35,98,15,40,0,0,0 +2028,23394.80571,22.89255755,40,44,0.5,35,98,15,40,0,0,0 +2029,25476.94342,23.06931034,40,44,0.5,35,98,15,40,0,0,0 +2030,27744.39138,23.23037804,40,44,0.5,35,98,15,40,0,0,0 +2031,30213.64222,23.37840308,40,44,0.5,35,98,15,40,0,0,0 +2032,32902.65637,23.51540571,40,44,0.5,35,98,15,40,0,0,0 +2033,35830.99279,23.64296602,40,44,0.5,35,98,15,40,0,0,0 +2034,39019.95115,23.7623437,40,44,0.5,35,98,15,40,0,0,0 +2035,42492.7268,23.87455965,40,44,0.5,35,98,15,40,0,0,0 +2036,46274.57949,23.98045299,40,44,0.5,35,98,15,40,0,0,0 +2037,50393.01706,24.08072201,40,44,0.5,35,98,15,40,0,0,0 +2038,54877.99558,24.1759542,40,44,0.5,35,98,15,40,0,0,0 +2039,59762.13719,24.26664859,40,44,0.5,35,98,15,40,0,0,0 +2040,65080.9674,24.35323277,40,44,0.5,35,98,15,40,0,0,0 +2041,70873.1735,24.43607599,40,44,0.5,35,98,15,40,0,0,0 +2042,77180.88594,24.51549933,40,44,0.5,35,98,15,40,0,0,0 +2043,84049.98479,24.5917838,40,44,0.5,35,98,15,40,0,0,0 +2044,91530.43343,24.66517675,40,44,0.5,35,98,15,40,0,0,0 +2045,99676.64201,24.73589711,40,44,0.5,35,98,15,40,0,0,0 +2046,108547.8631,24.80413956,40,44,0.5,35,98,15,40,0,0,0 +2047,118208.623,24.87007802,40,44,0.5,35,98,15,40,0,0,0 +2048,128729.1904,24.93386853,40,44,0.5,35,98,15,40,0,0,0 +2049,140186.0884,24.99565162,40,44,0.5,35,98,15,40,0,0,0 +2050,152662.6502,25.0555543,40,44,0.5,35,98,15,40,0,0,0 diff --git a/PV_ICE/baselines/baseline_modules_World.csv b/PV_ICE/baselines/baseline_modules_World.csv index 25bc01b3..d726f13c 100644 --- a/PV_ICE/baselines/baseline_modules_World.csv +++ b/PV_ICE/baselines/baseline_modules_World.csv @@ -1,58 +1,58 @@ -year,new_Installed_Capacity_[MW],mod_eff,mod_reliability_t50,mod_reliability_t90,mod_degradation,mod_lifetime,mod_MFG_eff,mod_EOL_collection_eff,mod_EOL_collected_recycled,mod_Repowering,mod_Repairing -year,MW,%,years,years,%,years,%,%,%,%,% -1995,67.599,12.5,15,20,0.5,10,95,15,40,0,0 -1996,76.196,12.7,15,20,0.5,10,95,15,40,0,0 -1997,110.704,12.88,19,23,0.5,15,95,15,40,0,0 -1998,133.496,13.06,19,23,0.5,15,95,15,40,0,0 -1999,179.335,13.24,19,23,0.5,15,95,15,40,0,0 -2000,250.11,13.42,31,36,0.5,25,95,15,40,0,0 -2001,259.01148,13.6,31,36,0.5,25,95,15,40,0,0 -2002,324.80854,13.72222222,31,36,0.5,25,95,15,40,0,0 -2003,502.1947,13.84444444,31,36,0.5,25,96,15,40,0,0 -2004,1031.9945,13.96666667,31,36,0.5,25,96,15,40,0,0 -2005,1404.35342,14.08888889,31,36,0.5,25,96,15,40,0,0 -2006,1430.93427,14.21111111,31,36,0.5,25,96,15,40,0,0 -2007,2145.01659,14.33333333,31,36,0.5,25,96,15,40,0,0 -2008,5348.02696,14.45555556,31,36,0.5,25,96,15,40,0,0 -2009,6724.9422,14.57777778,31,36,0.5,25,96,15,40,0,0 -2010,15366.2608,14.7,31,36,0.5,25,97,15,40,0,0 -2011,27309.0764,15.1,31,36,0.5,25,97,15,40,0,0 -2012,26830.7039,15.4,31,36,0.5,25,97,15,40,0,0 -2013,31154.396,16,31,36,0.5,25,97,15,40,0,0 -2014,32968.844,16.3,31,36,0.5,25,97,15,40,0,0 -2015,43006.786,17,31,36,0.5,25,97,15,40,0,0 -2016,69313.908,17.5,31,36,0.5,25,97,15,40,0,0 -2017,88815.456,17.7,31,36,0.5,25,97,15,40,0,0 -2018,93492.576,18.4,31,36,0.5,25,97,15,40,0,0 -2019,92690.645,19.2,31,36,0.5,25,97,15,40,0,0 -2020,100940,20.25258849,40,44,0.5,35,97,15,40,0,0 -2021,109924,20.8948648,40,44,0.5,35,97,15,40,0,0 -2022,119707,21.36288232,40,44,0.5,35,97,15,40,0,0 -2023,130361,21.73311205,40,44,0.5,35,97,15,40,0,0 -2024,141963,22.0403697,40,44,0.5,35,97,15,40,0,0 -2025,154598,22.30353889,40,44,0.5,35,97,15,40,0,0 -2026,168357,22.53404502,40,44,0.5,35,97,15,40,0,0 -2027,183341,22.73934244,40,44,0.5,35,97,15,40,0,0 -2028,199658,22.92457161,40,44,0.5,35,97,15,40,0,0 -2029,217428,23.09343124,40,44,0.5,35,97,15,40,0,0 -2030,236779,23.24867384,40,44,0.5,35,97,15,40,0,0 -2031,257852,23.39240459,40,44,0.5,35,97,15,40,0,0 -2032,280801,23.52627057,40,44,0.5,35,98,15,40,0,0 -2033,305792,23.6515853,40,44,0.5,35,98,15,40,0,0 -2034,333008,23.76941358,40,44,0.5,35,98,15,40,0,0 -2035,362645,23.88063087,40,44,0.5,35,98,15,40,0,0 -2036,394921,23.98596588,40,44,0.5,35,98,15,40,0,0 -2037,430069,24.08603183,40,44,0.5,35,98,15,40,0,0 -2038,468345,24.18134974,40,44,0.5,35,98,15,40,0,0 -2039,510027,24.27236612,40,44,0.5,35,98,15,40,0,0 -2040,555420,24.35946665,40,44,0.5,35,98,15,40,0,0 -2041,604852,24.44298673,40,44,0.5,35,98,15,40,0,0 -2042,658684,24.52322,40,44,0.5,35,98,15,40,0,0 -2043,717307,24.60042496,40,44,0.5,35,98,15,40,0,0 -2044,781147,24.67483041,40,44,0.5,35,98,15,40,0,0 -2045,850669,24.74663989,40,44,0.5,35,98,15,40,0,0 -2046,926379,24.81603524,40,44,0.5,35,98,15,40,0,0 -2047,1008827,24.88317962,40,44,0.5,35,98,15,40,0,0 -2048,1098612,24.94822001,40,44,0.5,35,98,15,40,0,0 -2049,1196389,25.01128927,40,44,0.5,35,98,15,40,0,0 -2050,1302867,25.07250791,40,44,0.5,35,98,15,40,0,0 +year,new_Installed_Capacity_[MW],mod_eff,mod_reliability_t50,mod_reliability_t90,mod_degradation,mod_lifetime,mod_MFG_eff,mod_EOL_collection_eff,mod_EOL_collected_recycled,mod_Repair,mod_MerchantTail,mod_Reuse +year,MW,%,years,years,%,years,%,%,%,%,%,% +1995,67.599,12.5,15,20,0.5,10,95,15,40,0,0,0 +1996,76.196,12.7,15,20,0.5,10,95,15,40,0,0,0 +1997,110.704,12.88,19,23,0.5,15,95,15,40,0,0,0 +1998,133.496,13.06,19,23,0.5,15,95,15,40,0,0,0 +1999,179.335,13.24,19,23,0.5,15,95,15,40,0,0,0 +2000,250.11,13.42,31,36,0.5,25,95,15,40,0,0,0 +2001,259.01148,13.6,31,36,0.5,25,95,15,40,0,0,0 +2002,324.80854,13.72222222,31,36,0.5,25,95,15,40,0,0,0 +2003,502.1947,13.84444444,31,36,0.5,25,96,15,40,0,0,0 +2004,1031.9945,13.96666667,31,36,0.5,25,96,15,40,0,0,0 +2005,1404.35342,14.08888889,31,36,0.5,25,96,15,40,0,0,0 +2006,1430.93427,14.21111111,31,36,0.5,25,96,15,40,0,0,0 +2007,2145.01659,14.33333333,31,36,0.5,25,96,15,40,0,0,0 +2008,5348.02696,14.45555556,31,36,0.5,25,96,15,40,0,0,0 +2009,6724.9422,14.57777778,31,36,0.5,25,96,15,40,0,0,0 +2010,15366.2608,14.7,31,36,0.5,25,97,15,40,0,0,0 +2011,27309.0764,15.1,31,36,0.5,25,97,15,40,0,0,0 +2012,26830.7039,15.4,31,36,0.5,25,97,15,40,0,0,0 +2013,31154.396,16,31,36,0.5,25,97,15,40,0,0,0 +2014,32968.844,16.3,31,36,0.5,25,97,15,40,0,0,0 +2015,43006.786,17,31,36,0.5,25,97,15,40,0,0,0 +2016,69313.908,17.5,31,36,0.5,25,97,15,40,0,0,0 +2017,88815.456,17.7,31,36,0.5,25,97,15,40,0,0,0 +2018,93492.576,18.4,31,36,0.5,25,97,15,40,0,0,0 +2019,92690.645,19.2,31,36,0.5,25,97,15,40,0,0,0 +2020,100940,20.25258849,40,44,0.5,35,97,15,40,0,0,0 +2021,109924,20.8948648,40,44,0.5,35,97,15,40,0,0,0 +2022,119707,21.36288232,40,44,0.5,35,97,15,40,0,0,0 +2023,130361,21.73311205,40,44,0.5,35,97,15,40,0,0,0 +2024,141963,22.0403697,40,44,0.5,35,97,15,40,0,0,0 +2025,154598,22.30353889,40,44,0.5,35,97,15,40,0,0,0 +2026,168357,22.53404502,40,44,0.5,35,97,15,40,0,0,0 +2027,183341,22.73934244,40,44,0.5,35,97,15,40,0,0,0 +2028,199658,22.92457161,40,44,0.5,35,97,15,40,0,0,0 +2029,217428,23.09343124,40,44,0.5,35,97,15,40,0,0,0 +2030,236779,23.24867384,40,44,0.5,35,97,15,40,0,0,0 +2031,257852,23.39240459,40,44,0.5,35,97,15,40,0,0,0 +2032,280801,23.52627057,40,44,0.5,35,98,15,40,0,0,0 +2033,305792,23.6515853,40,44,0.5,35,98,15,40,0,0,0 +2034,333008,23.76941358,40,44,0.5,35,98,15,40,0,0,0 +2035,362645,23.88063087,40,44,0.5,35,98,15,40,0,0,0 +2036,394921,23.98596588,40,44,0.5,35,98,15,40,0,0,0 +2037,430069,24.08603183,40,44,0.5,35,98,15,40,0,0,0 +2038,468345,24.18134974,40,44,0.5,35,98,15,40,0,0,0 +2039,510027,24.27236612,40,44,0.5,35,98,15,40,0,0,0 +2040,555420,24.35946665,40,44,0.5,35,98,15,40,0,0,0 +2041,604852,24.44298673,40,44,0.5,35,98,15,40,0,0,0 +2042,658684,24.52322,40,44,0.5,35,98,15,40,0,0,0 +2043,717307,24.60042496,40,44,0.5,35,98,15,40,0,0,0 +2044,781147,24.67483041,40,44,0.5,35,98,15,40,0,0,0 +2045,850669,24.74663989,40,44,0.5,35,98,15,40,0,0,0 +2046,926379,24.81603524,40,44,0.5,35,98,15,40,0,0,0 +2047,1008827,24.88317962,40,44,0.5,35,98,15,40,0,0,0 +2048,1098612,24.94822001,40,44,0.5,35,98,15,40,0,0,0 +2049,1196389,25.01128927,40,44,0.5,35,98,15,40,0,0,0 +2050,1302867,25.07250791,40,44,0.5,35,98,15,40,0,0,0 diff --git a/PV_ICE/main.py b/PV_ICE/main.py index 93c01e5e..050a72ea 100644 --- a/PV_ICE/main.py +++ b/PV_ICE/main.py @@ -59,8 +59,9 @@ def _unitReferences(keyword): 'mod_MFG_eff': {'unit': 'Efficiency $\eta$ [%]', 'source':'input'}, 'mod_EOL_collection_eff': {'unit': 'Efficiency $\eta$ [%]', 'source':'input'}, 'mod_EOL_collected_recycled': {'unit': 'Percentage [%]', 'source':'input'}, - 'mod_Repowering': {'unit': 'Percentage [%]', 'source':'input'}, - 'mod_Repairing': {'unit': 'Percentage [%]', 'source':'input'}, + 'mod_Repair': {'unit': 'Percentage [%]', 'source':'input'}, + 'mod_MerchantTail': {'unit': 'Percentage [%]', 'source':'input'}, + 'mod_Reuse': {'unit': 'Percentage [%]', 'source':'input'}, 'Area': {'unit': 'm$^2$', 'source': 'generated'}, 'Cumulative_Area_disposedby_Failure': {'unit': 'm$^2$', 'source': 'generated'}, 'Cumulative_Area_disposedby_ProjectLifetime': {'unit': 'm$^2$', 'source': 'generated'}, @@ -315,7 +316,8 @@ def createScenario(self, name, file=None): - def calculateMassFlow(self, weibullInputParams = None, debugflag=False): + def calculateMassFlow(self, weibullInputParams = None, + bifacialityfactors = None, reducecapacity = True, debugflag=False): ''' Function takes as input a baseline dataframe already imported, with the right number of columns and content. @@ -329,6 +331,8 @@ def calculateMassFlow(self, weibullInputParams = None, debugflag=False): Irena 2016 values beta = 30. If weibullInputParams = None, alfa and beta are calcualted from the t50 and t90 columns on the module baseline. + bifacialityfactors : str + File with bifacialtiy factors for each year under consideration Returns -------- @@ -346,15 +350,23 @@ def calculateMassFlow(self, weibullInputParams = None, debugflag=False): df = self.scenario[scen].data # Constant - irradiance_stc = 1000 # W/m^2 - + if bifacialityfactors is not None: + bf = pd.read_csv(bifacialityfactors) + df['irradiance_stc'] = 1000.0 + bf['bifi']*100.0 # W/m^2 (min. Bifacial STC Increase) + else: + df['irradiance_stc'] = 1000.0 # W/m^2 + # Renaming and re-scaling df['new_Installed_Capacity_[W]'] = df['new_Installed_Capacity_[MW]']*1e6 df['t50'] = df['mod_reliability_t50'] df['t90'] = df['mod_reliability_t90'] # Calculating Area and Mass - df['Area'] = df['new_Installed_Capacity_[W]']/(df['mod_eff']*0.01)/irradiance_stc # m^2 + if reducecapacity: + df['Area'] = df['new_Installed_Capacity_[W]']/(df['mod_eff']*0.01)/df['irradiance_stc'] # m^2 + else: + df['Area'] = df['new_Installed_Capacity_[W]']/(df['mod_eff']*0.01)/1000.0 # m^2 + df['Area'] = df['Area'].fillna(0) # Chagne na's to 0s. # Calculating Wast by Generation by Year, and Cumulative Waste by Year. @@ -366,6 +378,8 @@ def calculateMassFlow(self, weibullInputParams = None, debugflag=False): df['Cumulative_Area_disposedby_Failure'] = 0 df['Cumulative_Area_disposedby_ProjectLifetime'] = 0 df['Cumulative_Area_disposed'] = 0 + df['Repaired_[W]'] = 0 + df['Repaired_Area'] = 0 df['Cumulative_Active_Area'] = 0 df['Installed_Capacity_[W]'] = 0 for generation, row in df.iterrows(): @@ -373,11 +387,15 @@ def calculateMassFlow(self, weibullInputParams = None, debugflag=False): #generation=4 #row=df.iloc[generation] - t50, t90 = row['t50'], row['t90'] - if not weibullInputParams: - weibullIParams = weibull_params({t50: 0.50, t90: 0.90}) - else: + if weibullInputParams: weibullIParams = weibullInputParams + elif 'weibull_alpha' in row: + # "Weibull Input Params passed internally as a column" + weibullIParams = {'alpha': row['weibull_alpha'], 'beta': row['weibull_beta']} + else: + # "Calculating Weibull Params from Modules t50 and T90" + t50, t90 = row['t50'], row['t90'] + weibullIParams = weibull_params({t50: 0.50, t90: 0.90}) f = weibull_cdf(weibullIParams['alpha'], weibullIParams['beta']) @@ -394,29 +412,38 @@ def calculateMassFlow(self, weibullInputParams = None, debugflag=False): activeareacount = [] areadisposed_failure = [] areadisposed_projectlifetime = [] - + arearepaired = [] + arearepaired_powergen = [] areapowergen = [] active=-1 disposed_projectlifetime=0 for age in range(len(cdf)): disposed_projectlifetime=0 - if cdf[age] == 0.0: + if x[age] == 0.0: activeareacount.append(0) areadisposed_failure.append(0) areadisposed_projectlifetime.append(0) areapowergen.append(0) + arearepaired.append(0) + arearepaired_powergen.append(0) else: active += 1 activeareaprev = activearea - activearea = activearea*(1-cdf[age]*(1-df.iloc[age]['mod_Repairing']*0.01)) + activearea = activearea*(1-cdf[age]*(1-df.iloc[age]['mod_Repair']*0.01)) + arearepaired_failure = activearea*cdf[age]*df.iloc[age]['mod_Repair']*0.01 + arearepaired.append(arearepaired_failure) + arearepaired_powergen.append(arearepaired_failure*row['mod_eff']*0.01*row['irradiance_stc']*(1-row['mod_degradation']*0.01)**active) + areadisposed_failure.append(activeareaprev-activearea) if age == int(row['mod_lifetime']+generation): activearea_temp = activearea - activearea = 0+activearea*(df.iloc[age]['mod_Repowering']*0.01) + activearea = 0+activearea*(df.iloc[age]['mod_MerchantTail']*0.01) + disposed_projectlifetime = activearea_temp-activearea + activearea = 0+disposed_projectlifetime*(df.iloc[age]['mod_Reuse']*0.01) disposed_projectlifetime = activearea_temp-activearea areadisposed_projectlifetime.append(disposed_projectlifetime) activeareacount.append(activearea) - areapowergen.append(activearea*row['mod_eff']*0.01*irradiance_stc*(1-row['mod_degradation']*0.01)**active) + areapowergen.append(activearea*row['mod_eff']*0.01*row['irradiance_stc']*(1-row['mod_degradation']*0.01)**active) try: # becuase the clip starts with 0 for the installation year, identifying installation year @@ -424,7 +451,7 @@ def calculateMassFlow(self, weibullInputParams = None, debugflag=False): fixinitialareacount = next((i for i, e in enumerate(x) if e), None) - 1 activeareacount[fixinitialareacount] = activeareacount[fixinitialareacount]+row['Area'] areapowergen[fixinitialareacount] = (activeareacount[fixinitialareacount] + - row['Area'] * row['mod_eff'] *0.01 * irradiance_stc) + row['Area'] * row['mod_eff'] *0.01 * row['irradiance_stc']) except: # Last value does not have a xclip value of nonzero so it goes # to except. But it also means the loop finished for the calculations @@ -432,7 +459,7 @@ def calculateMassFlow(self, weibullInputParams = None, debugflag=False): fixinitialareacount = len(cdf)-1 activeareacount[fixinitialareacount] = activeareacount[fixinitialareacount]+row['Area'] areapowergen[fixinitialareacount] = (activeareacount[fixinitialareacount] + - row['Area'] * row['mod_eff'] *0.01 * irradiance_stc) + row['Area'] * row['mod_eff'] *0.01 * row['irradiance_stc']) print("Finished Area+Power Generation Calculations") @@ -443,6 +470,8 @@ def calculateMassFlow(self, weibullInputParams = None, debugflag=False): df['Cumulative_Area_disposed'] += areadisposed_projectlifetime + df['Repaired_[W]'] += arearepaired_powergen + df['Repaired_Area'] += arearepaired df['Cumulative_Active_Area'] += activeareacount df['Installed_Capacity_[W]'] += areapowergen Generation_Disposed_byYear.append([x + y for x, y in zip(areadisposed_failure, areadisposed_projectlifetime)]) @@ -498,6 +527,8 @@ def calculateMassFlow(self, weibullInputParams = None, debugflag=False): # Cleanup of internal renaming and internal use columns df.drop(['new_Installed_Capacity_[W]', 't50', 't90'], axis = 1, inplace=True) + df['ModuleTotal_MFG']=df['Area']*100/df['mod_MFG_eff'] + self.scenario[scen].data = df # collection losses here @@ -530,8 +561,10 @@ def calculateMassFlow(self, weibullInputParams = None, debugflag=False): # mat_modules_EOL_sentoRecycling = EOL_Recycled.multiply(dm['mat_massperm2'], axis=0) - dm['mat_modules_NotRecycled'] = list(EOL_NotRecycled_Landfilled.multiply(dm['mat_massperm2'], axis=0).sum()) + dm['mat_modules_Collected'] = list(EOL_Collected.multiply(dm['mat_massperm2'], axis=0).sum()) dm['mat_modules_NotCollected'] = list(landfill_Collection.multiply(dm['mat_massperm2'], axis=0).sum()) + dm['mat_modules_Recycled'] = list(EOL_Recycled.multiply(dm['mat_massperm2'], axis=0).sum()) + dm['mat_modules_NotRecycled'] = list(EOL_NotRecycled_Landfilled.multiply(dm['mat_massperm2'], axis=0).sum()) # mat_EOL_collected_Recycled CHANGE NAME @@ -608,7 +641,29 @@ def calculateMassFlow(self, weibullInputParams = None, debugflag=False): self.scenario[scen].material[mat].materialdata = dm - + def scenMod_IRENIFY(self, scens=None, ELorRL='RL'): + + if ELorRL == 'RL': + weibullInputParams = {'alpha': 5.3759, 'beta': 30} # Regular-loss scenario IRENA + if ELorRL == 'EL': + weibullInputParams = {'alpha': 2.49, 'beta': 30} # Regular-loss scenario IRENA + + if scens is None: + scens = list(self.scenario.keys()) + + for scen in scens: + self.scenario[scen].data['weibull_alpha'] = weibullInputParams['alpha'] + self.scenario[scen].data['weibull_beta'] = weibullInputParams['beta'] + self.scenario[scen].data['mod_lifetime'] = 40 + self.scenario[scen].data['mod_MFG_eff'] = 100.0 + + for mat in self.scenario[scen].material: + self.scenario[scen].material[mat].materialdata['mat_MFG_eff'] = 100.0 + self.scenario[scen].material[mat].materialdata['mat_MFG_scrap_Recycled'] = 0.0 + + return + + def plotScenariosComparison(self, keyword=None): if keyword is None: @@ -847,7 +902,8 @@ def sens_StageImprovement(df, stage, improvement=1.3, start_year=None): 'mat_MFG_scrap_Recycled_into_HQ', 'mat_MFG_scrap_Recycled_into_HQ_Reused4MFG' 'mod_EOL_collection_losses', 'mod_EOL_collected_recycled', 'mat_EOL_Recycling_eff', 'mat_EOL_Recycled_into_HQ', - 'mat_EOL_RecycledHQ_Reused4MFG', 'mod_repowering', 'mod_eff', etc. + 'mat_EOL_RecycledHQ_Reused4MFG', 'mod_Repair', + 'mod_MerchantTail', 'mod_Reuse', 'mod_eff', etc. improvement : decimal Percent increase in decimal (i.e. "1.3" for 30% increase in value) or percent decrease (i.e. "0.3") relative to values in df. @@ -889,7 +945,8 @@ def sens_StageEfficiency(df, stage, target_eff = 95.0, start_year = None, 'mat_MFG_scrap_Recycled_into_HQ', 'mat_MFG_scrap_Recycled_into_HQ_Reused4MFG' 'mod_EOL_collection_losses', 'mod_EOL_collected_recycled', 'mat_EOL_Recycling_eff', 'mat_EOL_Recycled_into_HQ', - 'mat_EOL_RecycledHQ_Reused4MFG', 'mod_repowering', 'mod_eff', etc. + 'mat_EOL_RecycledHQ_Reused4MFG', 'mod_Repair', + 'mod_MerchantTail', 'mod_Reuse', 'mod_eff', etc. start_year: int Year to start modifying the value. This specifies the initial efficiency value that is going to be modified. If None is passed, current year is used. diff --git a/docs/OpenEI/PVSC_Cumulative Bifacial Projection with Decade Increments.csv b/docs/OpenEI/PVSC_Cumulative Bifacial Projection with Decade Increments.csv new file mode 100644 index 00000000..51cbb2f7 --- /dev/null +++ b/docs/OpenEI/PVSC_Cumulative Bifacial Projection with Decade Increments.csv @@ -0,0 +1,17 @@ +@scenario|Reliability Approach,@timeseries|Year,@value|VirginMaterialDemand|Glass#MetricTonnes,@value|VirginMaterialDemand|AluminiumFrames#MetricTonnes,@value|VirginMaterialDemand|Silver#MetricTonnes,@value|VirginMaterialDemand|Silicon#MetricTonnes,@value|VirginMaterialDemand|Copper#MetricTonnes,@value|EOLMaterial|Glass#MetricTonnes,@value|EOLMaterial|AluminiumFrames#MetricTonnes,@value|EOLMaterial|Silver#MetricTonnes,@value|EOLMaterial|Silicon#MetricTonnes,@value|EOLMaterial|Copper#MetricTonnes,@value|ManufacturingScrap|Glass#MetricTonnes,@value|ManufacturingScrap|AluminiumFrames#MetricTonnes,@value|ManufacturingScrap|Silver#MetricTonnes,@value|ManufacturingScrap|Silicon#MetricTonnes,@value|ManufacturingScrap|Copper#MetricTonnes,@value|ManufacturingScrapAndEOLMaterial|Glass#MetricTonnes,@value|ManufacturingScrapAndEOLMaterial|AluminiumFrames#MetricTonnes,@value|ManufacturingScrapAndEOLMaterial|Silver#MetricTonnes,@value|ManufacturingScrapAndEOLMaterial|Silicon#MetricTonnes,@value|ManufacturingScrapAndEOLMaterial|Copper#MetricTonnes,@value|NewInstalledCapacity|PV#MW,@value|InstalledCapacity|PV#MW +PV ICE,2020,3961800.095,660604.517,2942.747171,332478.9096,3325.76395,21254.79512,6091.616826,118.1445616,1735.918342,14.59779081,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA +PV ICE,2030,17035538.89,1953040.33,6732.84563,948265.1549,13882.60479,181885.8429,44198.85658,440.626818,10499.18188,126.1066529,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA +PV ICE,2040,32858683.51,3136595.087,9998.257247,1587125.701,24560.55349,1704299.302,324659.4585,1442.909151,88009.74137,1311.76184,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA +PV ICE,2050,50657160.27,4462250.268,13671.42694,2305761.963,36571.87767,5431042.884,860333.4886,2971.413498,248687.8688,4648.783661,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA +Irena EL,2020,3724058.116,652060.2691,2392.986595,182909.7423,3039.477302,112407.0544,26383.43943,251.2428376,6583.232863,78.1446869,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA +Irena EL,2030,16296242.76,1921121.948,5466.022052,599705.3075,12692.24241,2061277.261,361412.9007,1497.433483,100378.4567,1671.588734,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA +Irena EL,2040,31649778.24,3072508.961,8113.638148,1047982.458,22455.74382,10107133.84,1327132.037,4115.850378,404323.9744,8292.168846,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA +Irena EL,2050,48919241.96,4365489.724,11091.86703,1552236.818,33438.43198,24051709.37,2497851.69,6887.098096,833165.8371,17943.78151,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA +Irena RL,2020,3724085.987,652687.5568,2392.986595,182909.7423,3039.477302,7201.902728,2118.354669,43.52204915,598.9386125,4.944650226,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA +Irena RL,2030,16296722.19,1929064.664,5466.022052,599705.3075,12692.24241,251582.6123,54168.48036,404.5876785,13836.97928,182.8512427,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA +Irena RL,2040,31651588.15,3092766.52,8113.638148,1047982.458,22455.74382,3275292.899,543518.175,2056.280359,154076.3481,2697.116707,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA +Irena RL,2050,48922096.71,4387769.59,11091.86703,1552236.818,33438.43198,13275934.31,1636009.904,4877.851899,509184.4211,10701.68686,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA +PV ICE with MFG Scrap,2020,,,,,,165035.7414,14111.29158,169.8990013,121391.2522,30.70081749,,,,,,,,,,,, +PV ICE with MFG Scrap,2030,,,,,,628739.61,67916.79388,558.8434888,289347.0598,193.3496351,,,,,,,,,,,, +PV ICE with MFG Scrap,2040,,,,,,2434145.572,362830.2086,1618.387274,519324.3359,1430.731455,,,,,,,,,,,, +PV ICE with MFG Scrap,2050,,,,,,6479219.461,914761.8013,3211.303418,851507.9849,4825.939108,,,,,,,,,,,, diff --git a/docs/OpenEI/PVSC_Cumulative Today with Decade Increments.csv b/docs/OpenEI/PVSC_Cumulative Today with Decade Increments.csv new file mode 100644 index 00000000..c6218ef8 --- /dev/null +++ b/docs/OpenEI/PVSC_Cumulative Today with Decade Increments.csv @@ -0,0 +1,17 @@ +@scenario|Reliability Approach,@timeseries|Year,@value|VirginMaterialDemand|Glass#MetricTonnes,@value|VirginMaterialDemand|AluminiumFrames#MetricTonnes,@value|VirginMaterialDemand|Silver#MetricTonnes,@value|VirginMaterialDemand|Silicon#MetricTonnes,@value|VirginMaterialDemand|Copper#MetricTonnes,@value|EOLMaterial|Glass#MetricTonnes,@value|EOLMaterial|AluminiumFrames#MetricTonnes,@value|EOLMaterial|Silver#MetricTonnes,@value|EOLMaterial|Silicon#MetricTonnes,@value|EOLMaterial|Copper#MetricTonnes,@value|ManufacturingScrap|Glass#MetricTonnes,@value|ManufacturingScrap|AluminiumFrames#MetricTonnes,@value|ManufacturingScrap|Silver#MetricTonnes,@value|ManufacturingScrap|Silicon#MetricTonnes,@value|ManufacturingScrap|Copper#MetricTonnes,@value|ManufacturingScrapAndEOLMaterial|Glass#MetricTonnes,@value|ManufacturingScrapAndEOLMaterial|AluminiumFrames#MetricTonnes,@value|ManufacturingScrapAndEOLMaterial|Silver#MetricTonnes,@value|ManufacturingScrapAndEOLMaterial|Silicon#MetricTonnes,@value|ManufacturingScrapAndEOLMaterial|Copper#MetricTonnes,@value|NewInstalledCapacity|PV#MW,@value|InstalledCapacity|PV#MW +PV ICE,2020,3961800.095,662669.9984,2942.747171,332478.9096,3325.76395,21254.79512,6091.616826,118.1445616,1735.918342,14.59779081,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA +PV ICE,2030,15636389.29,2362315.365,6732.84563,948265.1549,13882.60479,181885.1026,44199.25485,440.626818,10499.18188,126.1066529,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA +PV ICE,2040,28827604.09,4295009.613,9998.257247,1587125.701,24560.55349,1702874.52,325246.7975,1442.909151,88009.74137,1311.76184,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA +PV ICE,2050,43665518.94,6462562.265,13671.42694,2305761.963,36571.87767,5345274.099,892081.187,2971.413498,248687.8688,4648.783661,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA +Irena EL,2020,3724058.116,654100.6817,2392.986595,182909.7423,3039.477302,112407.0544,26383.43943,251.2428376,6583.232863,78.1446869,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA +Irena EL,2030,14945800.97,2325265.007,5466.022052,599705.3075,12692.24241,2044873.723,367780.4544,1497.433483,100378.4567,1671.588734,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA +Irena EL,2040,27745383.34,4212101.574,8113.638148,1047982.458,22455.74382,9507659.48,1511927.171,4115.850378,404323.9744,8292.168846,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA +Irena EL,2050,42142353.18,6322033.407,11091.86703,1552236.818,33438.43198,21376533.95,3283156.443,6887.098096,833165.8371,17943.78151,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA +Irena RL,2020,3724085.987,654727.9695,2392.986595,182909.7423,3039.477302,7201.902728,2118.354669,43.52204915,598.9386125,4.944650226,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA +Irena RL,2030,14946276.1,2333370.097,5466.022052,599705.3075,12692.24241,251393.8235,54254.98591,404.5876785,13836.97928,182.8512427,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA +Irena RL,2040,27747047.51,4236687.907,8113.638148,1047982.458,22455.74382,3225947.647,560865.378,2056.280359,154076.3481,2697.116707,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA +Irena RL,2050,42144756.3,6357009.459,11091.86703,1552236.818,33438.43198,12305482,1930193.922,4877.851899,509184.4211,10701.68686,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA +PV ICE with MFG Scrap,2020,,,,,,165035.7414,14136.36035,169.8990013,121391.2522,30.70081749,,,,,,,,,,,, +PV ICE with MFG Scrap,2030,,,,,,599281.1347,72884.56736,558.8434888,289347.0598,193.3496351,,,,,,,,,,,, +PV ICE with MFG Scrap,2040,,,,,,2356192.921,377477.4203,1618.387274,519324.3359,1430.731455,,,,,,,,,,,, +PV ICE with MFG Scrap,2050,,,,,,6263974.938,970797.267,3211.303418,851507.9849,4825.939108,,,,,,,,,,,, diff --git a/docs/OpenEI/PVSC_For Map OPEN EI 2 - STATE - PVSC 2021 PV ICE Today and Bifacial Projection Selected Columns.csv b/docs/OpenEI/PVSC_For Map OPEN EI 2 - STATE - PVSC 2021 PV ICE Today and Bifacial Projection Selected Columns.csv new file mode 100644 index 00000000..1bcd6880 --- /dev/null +++ b/docs/OpenEI/PVSC_For Map OPEN EI 2 - STATE - PVSC 2021 PV ICE Today and Bifacial Projection Selected Columns.csv @@ -0,0 +1,3169 @@ +@states,@scenario|Module Composition Scenario,@timeseries|Year,@value|NewInstalledCapacity|PV#MW,@value|CumulativeNewInstalledCapacity|PV#MW,@value|InstalledCapacity|PV#MW,@value|CumulativeEOLMaterial|Module#MetricTonnes +AL,Today,2018,205.0182997,205.0182997,206.1325296,0 +AL,Today,2019,2.210000595,207.2283003,207.2398107,2.04E-07 +AL,Today,2020,2.210000595,209.4383009,208.8341576,3.25E-05 +AL,Today,2021,4.017779915,213.4560808,212.2404026,0.000658288 +AL,Today,2022,4.017779915,217.4738607,215.6286368,0.005782718 +AL,Today,2023,1.73570034,219.2095611,216.7058265,0.031970295 +AL,Today,2024,1.73570034,220.9452614,217.7743069,0.13127688 +AL,Today,2025,3.05575017,224.0010116,220.158428,0.437775306 +AL,Today,2026,3.05575017,227.0567617,222.520858,1.251361382 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+FL,Today,2032,8241.850959,34484.37779,33863.93307,1077.258047 +FL,Today,2033,9773.718777,44258.09656,43505.4007,1892.191196 +FL,Today,2034,9773.718777,54031.81534,53090.93348,3206.712984 +FL,Today,2035,5494.713066,59526.52841,58318.45875,5260.335065 +FL,Today,2036,5494.713066,65021.24147,63497.56772,8371.502152 +FL,Today,2037,642.5481503,65663.78962,63752.56571,12942.74973 +FL,Today,2038,642.5481503,66306.33777,63967.83701,19450.80073 +FL,Today,2039,593.9799997,66900.31777,64089.84528,28411.58492 +FL,Today,2040,593.9799997,67494.29777,64159.16736,40312.20454 +FL,Today,2041,389.4869997,67883.78477,63964.32768,55513.13391 +FL,Today,2042,389.4869997,68273.27177,63709.17808,74149.23519 +FL,Today,2043,2788.57153,71061.8433,65804.84538,96094.01483 +FL,Today,2044,2788.57153,73850.41483,67837.21956,121073.296 +FL,Today,2045,3298.372607,77148.78744,70317.58385,148972.3046 +FL,Today,2046,3298.372607,80447.16005,72724.10277,180235.0725 +FL,Today,2047,979.6194192,81426.77947,72707.52258,216066.5884 +FL,Today,2048,979.6194192,82406.39888,72562.33171,259011.0204 +FL,Today,2049,7229.998376,89636.39726,78586.77495,307925.8452 +FL,Today,2050,7229.998376,96866.39564,84453.5748,364516.4238 +GA,Today,2018,1230.519245,1230.519245,1237.20685,0 +GA,Today,2019,10.83580009,1241.355045,1241.411482,1.23E-06 +GA,Today,2020,10.83580009,1252.190845,1248.552787,0.000195229 +GA,Today,2021,592.8795057,1845.070351,1840.503171,0.003950662 +GA,Today,2022,592.8795057,2437.949857,2429.563918,0.034700215 +GA,Today,2023,7.65765,2445.607507,2427.769594,0.191819297 +GA,Today,2024,7.65765,2453.265157,2425.768587,0.787580286 +GA,Today,2025,12.19579966,2465.460956,2428.306157,2.626364215 +GA,Today,2026,12.19579966,2477.656756,2430.770727,7.508317886 +GA,Today,2027,18.13645026,2495.793206,2439.061697,19.06234152 +GA,Today,2028,18.13645026,2513.929656,2447.065216,44.03678686 +GA,Today,2029,793.2722137,3307.20187,3233.060511,94.19791958 +GA,Today,2030,793.2722137,4100.474084,4014.83116,188.9996811 +GA,Today,2031,3102.448757,7202.922841,7110.387076,359.1797627 +GA,Today,2032,3102.448757,10305.3716,10189.95063,651.379248 +GA,Today,2033,19.01535026,10324.38695,10154.26221,1133.727014 +GA,Today,2034,19.01535026,10343.4023,10111.29831,1901.995653 +GA,Today,2035,120.2422959,10463.64459,10162.85401,3085.309044 +GA,Today,2036,120.2422959,10583.88689,10203.98858,4849.336727 +GA,Today,2037,3608.579181,14192.46607,13734.01664,7393.392967 +GA,Today,2038,3608.579181,17801.04525,17231.85424,10936.09443 +GA,Today,2039,3792.984561,21594.02981,20876.30816,15683.11206 +GA,Today,2040,3792.984561,25387.01437,24479.2967,21772.13028 +GA,Today,2041,2898.247391,28285.26177,27142.61223,29197.71708 +GA,Today,2042,2898.247391,31183.50916,29772.45845,37735.44359 +GA,Today,2043,3180.914773,34364.42393,32661.89338,46908.03882 +GA,Today,2044,3180.914773,37545.3387,35537.47928,56051.15913 +GA,Today,2045,49.10365026,37594.44235,35265.68771,64511.68073 +GA,Today,2046,49.10365026,37643.546,35009.8321,71924.25414 +GA,Today,2047,59.43029983,37702.9763,34781.20857,78400.99666 +GA,Today,2048,59.43029983,37762.4066,34550.64381,85036.97418 +GA,Today,2049,67.52485009,37829.93145,34343.47464,90822.6429 +GA,Today,2050,67.52485009,37897.4563,34123.90288,97395.69949 +IA,Today,2018,66.32788051,66.32788051,66.68835812,0 +IA,Today,2019,26.07884983,92.40673034,92.54255768,6.60E-08 +IA,Today,2020,26.07884983,118.4855802,118.4153643,1.05E-05 +IA,Today,2021,27.44394983,145.92953,145.5852622,0.000216915 +IA,Today,2022,27.44394983,173.3734798,172.620115,0.001950661 +IA,Today,2023,35.84110068,209.2145805,207.9555699,0.011044816 +IA,Today,2024,35.84110068,245.0556812,243.1167372,0.046357475 +IA,Today,2025,75.28109958,320.3367808,317.7173632,0.157637426 +IA,Today,2026,75.28109958,395.6178804,391.960694,0.458457393 +IA,Today,2027,1212.836235,1608.454115,1608.38273,1.181641206 +IA,Today,2028,1212.836235,2821.29035,2819.376609,2.766422911 +IA,Today,2029,112.7643997,2934.05475,2919.454187,5.988369941 +IA,Today,2030,112.7643997,3046.81915,3018.252592,12.14452951 +IA,Today,2031,1256.531239,4303.350389,4265.123102,23.30649364 +IA,Today,2032,1256.531239,5559.881628,5506.438291,42.65141598 +IA,Today,2033,136.6009503,5696.482578,5616.652965,74.87228411 +IA,Today,2034,136.6009503,5833.083528,5725.104555,126.6486653 +IA,Today,2035,122.5071006,5955.590629,5818.350508,207.1199463 +IA,Today,2036,122.5071006,6078.09773,5910.397564,328.2356515 +IA,Today,2037,206.4794497,6284.577179,6085.324705,504.7562064 +IA,Today,2038,206.4794497,6491.056629,6258.172388,753.5533909 +IA,Today,2039,1063.865844,7554.922473,7289.498569,1091.76497 +IA,Today,2040,1063.865844,8618.788317,8314.606771,1533.420436 +IA,Today,2041,177.4842507,8796.272568,8442.654421,2084.593388 +IA,Today,2042,177.4842507,8973.756818,8567.443384,2738.179346 +IA,Today,2043,1632.487899,10606.24472,10151.11506,3470.983876 +IA,Today,2044,1632.487899,12238.73262,11727.43886,4247.053201 +IA,Today,2045,177.6729496,12416.40557,11834.99309,5030.114282 +IA,Today,2046,177.6729496,12594.07852,11940.68037,5802.756764 +IA,Today,2047,173.8420003,12767.92052,12041.74171,6582.235318 +IA,Today,2048,173.8420003,12941.76252,12140.59232,7451.181046 +IA,Today,2049,180.7839498,13122.54647,12244.31223,8400.787664 +IA,Today,2050,180.7839498,13303.33042,12344.3097,9523.4968 +ID,Today,2018,358.9928248,358.9928248,360.9438728,0 +ID,Today,2019,10.86130034,369.8541251,369.9106944,3.57E-07 +ID,Today,2020,10.86130034,380.7154255,379.6920751,5.70E-05 +ID,Today,2021,8.806850085,389.5222756,387.3810928,0.001153767 +ID,Today,2022,8.806850085,398.3291257,395.0295352,0.010147706 +ID,Today,2023,4.69114932,403.020275,398.5024287,0.056174311 +ID,Today,2024,4.69114932,407.7114243,401.9520675,0.230940568 +ID,Today,2025,6.509300765,414.2207251,407.2019618,0.770965845 +ID,Today,2026,6.509300765,420.7300258,412.4080956,2.205921051 +ID,Today,2027,1826.12014,2246.850166,2245.163391,5.603602458 +ID,Today,2028,1826.12014,4072.970306,4069.752882,12.94842265 +ID,Today,2029,10.57400009,4083.544306,4061.682477,27.69578061 +ID,Today,2030,10.57400009,4094.118306,4052.217522,55.54736414 +ID,Today,2031,8.59520068,4102.713507,4040.415447,105.4882328 +ID,Today,2032,8.59520068,4111.308707,4028.032721,191.107366 +ID,Today,2033,7.557349745,4118.866057,4013.682036,332.1747367 +ID,Today,2034,7.557349745,4126.423407,3997.927741,556.3462494 +ID,Today,2035,6.562850085,4132.986257,3979.12908,900.6794546 +ID,Today,2036,6.562850085,4139.549107,3957.475549,1412.330626 +ID,Today,2037,6.924949405,4146.474056,3932.371463,2147.351695 +ID,Today,2038,6.924949405,4153.399006,3902.42967,3165.980614 +ID,Today,2039,7.616000425,4161.015006,3867.438277,4522.485432 +ID,Today,2040,7.616000425,4168.631007,3826.207449,6248.089385 +ID,Today,2041,4.59850017,4173.229507,3776.023212,8327.760513 +ID,Today,2042,4.59850017,4177.828007,3721.450509,10676.61325 +ID,Today,2043,6.028200255,4183.856207,3666.83146,13128.7271 +ID,Today,2044,6.028200255,4189.884408,3614.666991,15455.8348 +ID,Today,2045,1677.068955,5866.953363,5246.697686,17426.49704 +ID,Today,2046,1677.068955,7544.022318,6880.856822,18891.12601 +ID,Today,2047,5.448500255,7549.470818,6837.204585,19845.59977 +ID,Today,2048,5.448500255,7554.919318,6795.638405,20591.05464 +ID,Today,2049,5.81739983,7560.736718,6762.800654,20852.06177 +ID,Today,2050,5.81739983,7566.554118,6729.19061,21162.05316 +IL,Today,2018,98.45303475,98.45303475,98.98810559,0 +IL,Today,2019,1016.225593,1114.678628,1119.971469,9.80E-08 +IL,Today,2020,1016.225593,2130.904221,2135.626618,1.66E-05 +IL,Today,2021,44.06909975,2174.973321,2171.545712,0.000473988 +IL,Today,2022,44.06909975,2219.04242,2207.19584,0.005971895 +IL,Today,2023,556.3728248,2775.415245,2757.322514,0.043437161 +IL,Today,2024,556.3728248,3331.78807,3304.873213,0.218545655 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+IN,Today,2024,8.186350425,366.2468954,361.4415476,0.177299173 +IN,Today,2025,12.92509966,379.171995,373.184345,0.592782845 +IN,Today,2026,12.92509966,392.0970947,384.8565742,1.69840794 +IN,Today,2027,575.9719003,968.068995,961.9642445,4.319748201 +IN,Today,2028,575.9719003,1544.040895,1536.461132,9.993220809 +IN,Today,2029,3576.135725,5120.17662,5121.137898,21.39775549 +IN,Today,2030,3576.135725,8696.312345,8689.696522,42.95971074 +IN,Today,2031,8016.675233,16712.98758,16699.63466,81.66390822 +IN,Today,2032,8016.675233,24729.66281,24672.24076,148.0893095 +IN,Today,2033,48.76194983,24778.42476,24602.62656,257.6508231 +IN,Today,2034,48.76194983,24827.18671,24526.07036,431.9506844 +IN,Today,2035,54.76295,24881.94966,24454.2646,699.9976668 +IN,Today,2036,54.76295,24936.71261,24380.51713,1098.810973 +IN,Today,2037,59.30535017,24996.01796,24308.62511,1672.575077 +IN,Today,2038,59.30535017,25055.32331,24233.19431,2469.102581 +IN,Today,2039,12369.82393,37425.14724,36514.72498,3532.09707 +IN,Today,2040,12369.82393,49794.97117,48740.65632,4888.055957 +IN,Today,2041,60.97815026,49855.94932,48541.33106,6528.379998 +IN,Today,2042,60.97815026,49916.92747,48327.89402,8391.080397 +IN,Today,2043,2296.02603,52212.9535,50357.97257,10351.94447 +IN,Today,2044,2296.02603,54508.97953,52381.29247,12238.68691 +IN,Today,2045,74.48890026,54583.46843,52168.25669,13876.46702 +IN,Today,2046,74.48890026,54657.95733,51960.29361,15153.73005 +IN,Today,2047,173.0749594,54831.03229,51858.44341,16071.95739 +IN,Today,2048,173.0749594,55004.10725,51759.20805,16868.10873 +IN,Today,2049,83.18950068,55087.29675,51575.52541,17344.56417 +IN,Today,2050,83.18950068,55170.48625,51391.0058,17908.18875 +KS,Today,2018,55.53475026,55.53475026,55.83656955,0 +KS,Today,2019,10.43375009,65.96850035,66.0228428,5.53E-08 +KS,Today,2020,10.43375009,76.40225044,76.28716413,8.82E-06 +KS,Today,2021,8.1719,84.57415044,84.24924679,0.000179844 +KS,Today,2022,8.1719,92.74605044,92.17128169,0.001597359 +KS,Today,2023,9.569299575,102.31535,101.4572345,0.008932117 +KS,Today,2024,9.569299575,111.8846496,110.6966085,0.037066789 +KS,Today,2025,76.93961958,188.8242692,187.5607869,0.124788405 +KS,Today,2026,76.93961958,265.7638888,264.070858,0.35973966 +KS,Today,2027,1929.1277,2194.891589,2200.525901,0.919991199 +KS,Today,2028,1929.1277,4124.019289,4128.377257,2.138798669 +KS,Today,2029,3204.871324,7328.890613,7327.841132,4.600228671 +KS,Today,2030,3204.871324,10533.76194,10512.11815,9.274101404 +KS,Today,2031,6833.315987,17367.07792,17324.36956,17.69846993 +KS,Today,2032,6833.315987,24200.39391,24105.07706,32.21532994 +KS,Today,2033,63.56810026,24263.96201,24053.35168,56.25802413 +KS,Today,2034,63.56810026,24327.53011,23996.41187,94.67289534 +KS,Today,2035,35.37955009,24362.90966,23911.07876,154.027414 +KS,Today,2036,35.37955009,24398.28921,23825.62893,242.8057214 +KS,Today,2037,125.91645,24524.20566,23830.81823,371.3169615 +KS,Today,2038,125.91645,24650.12211,23835.15737,551.0518725 +KS,Today,2039,84.09729966,24734.21941,23796.38808,793.1612858 +KS,Today,2040,84.09729966,24818.31671,23756.53888,1105.796628 +KS,Today,2041,61.8162506,24880.13296,23693.25455,1490.414086 +KS,Today,2042,61.8162506,24941.94921,23629.1589,1937.965291 +KS,Today,2043,56.72389932,24998.67311,23559.52694,2427.103346 +KS,Today,2044,56.72389932,25055.39701,23490.00805,2927.410662 +KS,Today,2045,62.46905077,25117.86606,23426.85782,3409.694249 +KS,Today,2046,62.46905077,25180.33511,23364.46875,3861.313347 +KS,Today,2047,66.08579924,25246.42091,23306.13579,4298.869865 +KS,Today,2048,66.08579924,25312.50671,23246.90659,4795.391867 +KS,Today,2049,3286.883869,28599.39058,26420.40213,5349.061229 +KS,Today,2050,3286.883869,31886.27445,29577.91995,6078.60481 +KY,Today,2018,50.93369966,50.93369966,51.21051325,0 +KY,Today,2019,539.2150228,590.1487225,592.957134,5.07E-08 +KY,Today,2020,539.2150228,1129.363745,1131.873394,8.61E-06 +KY,Today,2021,536.3289926,1665.692738,1666.336742,0.000247309 +KY,Today,2022,536.3289926,2202.02173,2198.148695,0.00313193 +KY,Today,2023,391.3469616,2593.368692,2581.661796,0.022845511 +KY,Today,2024,391.3469616,2984.715654,2963.208771,0.115153448 +KY,Today,2025,2.43439966,2987.150053,2952.187765,0.448706957 +KY,Today,2026,2.43439966,2989.584453,2941.017196,1.449412666 +KY,Today,2027,1144.858889,4134.443342,4077.31774,4.061779387 +KY,Today,2028,1144.858889,5279.302231,5208.5413,10.18572055 +KY,Today,2029,1410.54678,6689.849011,6600.818057,23.36395798 +KY,Today,2030,1410.54678,8100.395791,7986.066136,49.81285687 +KY,Today,2031,9.51064983,8109.906441,7956.930481,99.90516479 +KY,Today,2032,9.51064983,8119.417091,7926.195215,190.219865 +KY,Today,2033,13.02965043,8132.446741,7897.949796,346.258555 +KY,Today,2034,13.02965043,8145.476392,7867.968035,605.8648843 +KY,Today,2035,17.51085017,8162.987242,7839.781537,1023.233829 +KY,Today,2036,17.51085017,8180.498092,7807.545818,1673.104844 +KY,Today,2037,22.53859949,8203.036691,7774.562682,2654.236247 +KY,Today,2038,22.53859949,8225.575291,7733.587203,4090.534078 +KY,Today,2039,3215.618,11441.19329,10888.31377,6127.372104 +KY,Today,2040,3215.618,14656.81129,14016.61788,8920.124555 +KY,Today,2041,32.60430085,14689.41559,13917.24627,12612.70017 +KY,Today,2042,32.60430085,14722.01989,13797.68469,17307.37998 +KY,Today,2043,607.8891877,15329.90908,14238.07435,23034.62838 +KY,Today,2044,607.8891877,15937.79827,14659.51562,29741.09565 +KY,Today,2045,40.00695017,15977.80522,14493.33554,37317.93385 +KY,Today,2046,40.00695017,16017.81217,14313.69867,45676.11924 +KY,Today,2047,3372.52205,19390.33422,17466.85968,54833.64563 +KY,Today,2048,3372.52205,22762.85627,20590.67672,64959.00926 +KY,Today,2049,47.11210026,22809.96837,20337.46205,76389.93653 +KY,Today,2050,47.11210026,22857.08047,20071.34084,88443.97949 +LA,Today,2018,69.70935034,69.70935034,70.0882055,0 +LA,Today,2019,46.34539932,116.0547497,116.2961319,6.94E-08 +LA,Today,2020,46.34539932,162.400149,162.4198576,1.11E-05 +LA,Today,2021,751.4425007,913.8426497,916.8822828,0.000230918 +LA,Today,2022,751.4425007,1665.28515,1667.66774,0.00210971 +LA,Today,2023,5.841200255,1671.126351,1665.684883,0.012132884 +LA,Today,2024,5.841200255,1676.967551,1663.455511,0.051658236 +LA,Today,2025,578.3104195,2255.27797,2236.271005,0.178081762 +LA,Today,2026,578.3104195,2833.58839,2806.499951,0.525283275 +LA,Today,2027,1343.12257,4176.71096,4142.04666,1.375111988 +LA,Today,2028,1343.12257,5519.83353,5471.348617,3.276902928 +LA,Today,2029,3528.182823,9048.016353,8988.492642,7.238854107 +LA,Today,2030,3528.182823,12576.19918,12489.43221,15.02356092 +LA,Today,2031,53.71660085,12629.91578,12483.4324,29.5895793 +LA,Today,2032,53.71660085,12683.63238,12474.74985,55.72992745 +LA,Today,2033,60.18934966,12743.82173,12472.26427,100.9634383 +LA,Today,2034,60.18934966,12804.01108,12469.24271,176.7296 +LA,Today,2035,111.3686999,12915.37978,12516.7715,299.9122809 +LA,Today,2036,111.3686999,13026.74848,12562.81005,494.6600599 +LA,Today,2037,135.8716503,13162.62013,12631.3264,794.3701234 +LA,Today,2038,135.8716503,13298.49178,12696.82156,1243.563194 +LA,Today,2039,131.73215,13430.22393,12754.10511,1899.244483 +LA,Today,2040,131.73215,13561.95608,12806.10852,2831.344745 +LA,Today,2041,79.14094975,13641.09703,12798.56644,4122.186969 +LA,Today,2042,79.14094975,13720.23798,12782.82864,5865.854365 +LA,Today,2043,59.78900043,13780.02698,12737.60265,8169.735291 +LA,Today,2044,59.78900043,13839.81598,12680.13573,11161.32991 +LA,Today,2045,812.1741502,14651.99013,13363.03929,15001.26035 +LA,Today,2046,812.1741502,15464.16428,14024.23146,19896.04952 +LA,Today,2047,1126.62825,16590.79253,14974.43626,26093.59673 +LA,Today,2048,1126.62825,17717.42078,15891.94137,33873.00941 +LA,Today,2049,8610.690129,26328.11091,24289.05199,43321.64372 +LA,Today,2050,8610.690129,34938.80104,32622.45343,54415.4133 +MA,Today,2018,2454.70106,2454.70106,2468.041827,0 +MA,Today,2019,942.6241612,3397.325221,3402.234722,2.44E-06 +MA,Today,2020,942.6241612,4339.949382,4337.239611,0.000390351 +MA,Today,2021,412.9918382,4752.941221,4737.383609,0.008024203 +MA,Today,2022,412.9918382,5165.933059,5135.478472,0.072120326 +MA,Today,2023,169.3225497,5335.255609,5286.777263,0.40812915 +MA,Today,2024,169.3225497,5504.578158,5437.200757,1.712144864 +MA,Today,2025,187.7803005,5692.358459,5605.343021,5.819349422 +MA,Today,2026,187.7803005,5880.138759,5772.507495,16.91638354 +MA,Today,2027,224.6464997,6104.785259,5975.562719,43.57834005 +MA,Today,2028,224.6464997,6329.431759,6177.030526,101.9639761 +MA,Today,2029,230.1995507,6559.631309,6381.961299,220.5616373 +MA,Today,2030,230.1995507,6789.83086,6583.910951,446.9185232 +MA,Today,2031,203.4228496,6993.25371,6754.644878,856.7749823 +MA,Today,2032,203.4228496,7196.676559,6919.127518,1565.898963 +MA,Today,2033,168.3756499,7365.052209,7039.189736,2744.55555 +MA,Today,2034,168.3756499,7533.427859,7145.956132,4633.756834 +MA,Today,2035,127.5382505,7660.96611,7192.737446,7560.931976 +MA,Today,2036,127.5382505,7788.50436,7213.359341,11950.10066 +MA,Today,2037,98.15459923,7886.658959,7169.442281,18317.82378 +MA,Today,2038,98.15459923,7984.813558,7080.734166,27241.55209 +MA,Today,2039,80.00795,8064.821508,6919.535278,39283.43946 +MA,Today,2040,80.00795,8144.829458,6697.379102,54854.97321 +MA,Today,2041,57.69800009,8202.527459,6391.18567,74024.01821 +MA,Today,2042,57.69800009,8260.225459,6032.395546,96304.56187 +MA,Today,2043,92.42160551,8352.647064,5676.579583,120528.3886 +MA,Today,2044,92.42160551,8445.06867,5319.276361,144944.7308 +MA,Today,2045,885.7354445,9330.804114,5789.73252,167656.1096 +MA,Today,2046,885.7354445,10216.53956,6311.295591,187308.065 +MA,Today,2047,31.09044983,10247.63001,6028.718227,203668.4925 +MA,Today,2048,31.09044983,10278.72046,5768.118929,218788.5191 +MA,Today,2049,851.1197883,11129.84025,6377.07136,231257.3229 +MA,Today,2050,851.1197883,11980.96003,6987.919051,243498.0102 +MD,Today,2018,1207.21879,1207.21879,1213.779762,0 +MD,Today,2019,392.5123016,1599.731092,1601.775426,1.20E-06 +MD,Today,2020,392.5123016,1992.243393,1990.559818,0.000191905 +MD,Today,2021,310.8815497,2303.124943,2296.202723,0.003935241 +MD,Today,2022,310.8815497,2614.006493,2600.314576,0.035245013 +MD,Today,2023,181.94165,2795.948143,2773.36835,0.198751429 +MD,Today,2024,181.94165,2977.889793,2945.497368,0.83114977 +MD,Today,2025,76.23309975,3054.122892,3010.550901,2.817213341 +MD,Today,2026,76.23309975,3130.355992,3075.157632,8.170119839 +MD,Today,2027,79.03385017,3209.389842,3142.109532,21.00468747 +MD,Today,2028,79.03385017,3288.423692,3208.443607,49.06211992 +MD,Today,2029,97.40064983,3385.824342,3292.36228,105.9731617 +MD,Today,2030,97.40064983,3483.224992,3374.935751,214.46613 +MD,Today,2031,84.41690042,3567.641893,3442.472537,410.7216392 +MD,Today,2032,84.41690042,3652.058793,3507.092812,750.0160564 +MD,Today,2033,79.96204992,3732.020843,3562.903655,1313.624364 +MD,Today,2034,79.96204992,3811.982893,3612.383869,2216.576648 +MD,Today,2035,84.17550026,3896.158393,3657.044146,3615.144668 +MD,Today,2036,84.17550026,3980.333893,3689.125416,5711.717215 +MD,Today,2037,84.08285017,4064.416743,3704.278683,8752.913216 +MD,Today,2038,84.08285017,4148.499594,3697.876269,13014.5834 +MD,Today,2039,824.0826497,4972.582243,4408.41619,18765.70646 +MD,Today,2040,824.0826497,5796.664893,5086.526341,26204.37319 +MD,Today,2041,73.41025059,5870.075144,4977.411069,35366.94383 +MD,Today,2042,73.41025059,5943.485394,4842.016443,46030.03936 +MD,Today,2043,72.25934975,6015.744744,4689.430161,57653.02111 +MD,Today,2044,72.25934975,6088.004094,4534.839852,69430.20579 +MD,Today,2045,75.46980034,6163.473894,4396.267855,80502.42445 +MD,Today,2046,75.46980034,6238.943694,4280.403149,90284.90942 +MD,Today,2047,331.0959944,6570.039689,4444.439508,98734.26929 +MD,Today,2048,331.0959944,6901.135683,4612.557819,106902.5088 +MD,Today,2049,2072.849799,8973.985482,6545.239381,114071.0608 +MD,Today,2050,2072.849799,11046.83528,8465.583059,121495.5872 +ME,Today,2018,44.37093466,44.37093466,44.61208104,0 +ME,Today,2019,9.171500085,53.54243475,53.59020297,4.42E-08 +ME,Today,2020,9.171500085,62.71393483,62.62610747,7.05E-06 +ME,Today,2021,8.47365068,71.18758551,70.93479583,0.000143821 +ME,Today,2022,8.47365068,79.66123619,79.2019324,0.00127888 +ME,Today,2023,9.74949932,89.41073551,88.70925419,0.007159656 +ME,Today,2024,9.74949932,99.16023483,98.16900024,0.029743508 +ME,Today,2025,11.8124506,110.9726854,109.652557,0.100230749 +ME,Today,2026,11.8124506,122.785136,121.0773131,0.289194126 +ME,Today,2027,5.6287,128.413836,126.2289983,0.740154902 +ME,Today,2028,5.6287,134.042536,131.3414196,1.721941248 +ME,Today,2029,6.84164932,140.8841854,137.6281095,3.706081425 +ME,Today,2030,6.84164932,147.7258347,143.8517605,7.476089452 +ME,Today,2031,8.144699915,155.8705346,151.2983095,14.27525774 +ME,Today,2032,8.144699915,164.0152345,158.6202642,25.99740552 +ME,Today,2033,8.575650765,172.5908853,166.200848,45.41898685 +ME,Today,2034,8.575650765,181.166536,173.5370933,76.45781187 +ME,Today,2035,7.38224949,188.5487855,179.3380733,124.4187162 +ME,Today,2036,7.38224949,195.931035,184.6888243,196.1444902 +ME,Today,2037,7.38310034,203.3141354,189.448464,299.9284293 +ME,Today,2038,7.38310034,210.6972357,193.4589742,444.9707671 +ME,Today,2039,7.443449915,218.1406856,196.6317333,640.1087878 +ME,Today,2040,7.443449915,225.5841355,198.803141,891.5998106 +ME,Today,2041,6.626600255,232.2107358,199.1498793,1200.021542 +ME,Today,2042,6.626600255,238.837336,198.6472375,1557.008237 +ME,Today,2043,5.54794966,244.3852857,196.5474018,1943.504778 +ME,Today,2044,5.54794966,249.9332354,194.4151705,2331.921793 +ME,Today,2045,809.8318902,1059.765126,1000.271941,2693.795624 +ME,Today,2046,809.8318902,1869.597016,1803.623048,3011.253404 +ME,Today,2047,4.309500085,1873.906516,1794.906602,3285.994326 +ME,Today,2048,4.309500085,1878.216016,1785.434849,3559.210906 +ME,Today,2049,1148.652744,3026.86876,2925.369858,3804.358867 +ME,Today,2050,1148.652744,4175.521504,4060.253361,4077.559647 +MI,Today,2018,261.1909753,261.1909753,262.6104915,0 +MI,Today,2019,8.130250425,269.3212257,269.3635708,2.60E-07 +MI,Today,2020,8.130250425,277.4514761,276.7080467,4.14E-05 +MI,Today,2021,1160.130149,1437.581625,1441.54465,0.000839477 +MI,Today,2022,1160.130149,2597.711774,2600.709193,0.007383848 +MI,Today,2023,306.0810292,2903.792803,2896.125498,0.040878581 +MI,Today,2024,306.0810292,3209.873833,3189.773641,0.168117928 +MI,Today,2025,295.0148538,3504.888686,3470.834449,0.561821608 +MI,Today,2026,295.0148538,3799.90354,3750.473257,1.611071298 +MI,Today,2027,1372.956549,5172.860089,5111.369798,4.108397947 +MI,Today,2028,1372.956549,6545.816638,6466.042988,9.54970529 +MI,Today,2029,2100.978638,8646.795276,8545.019426,20.59511034 +MI,Today,2030,2100.978638,10747.77391,10613.9034,41.75214721 +MI,Today,2031,1051.560177,11799.33409,11618.22785,80.3551821 +MI,Today,2032,1051.560177,12850.89427,12616.25511,147.9209121 +MI,Today,2033,56.74940051,12907.64367,12609.44195,261.9492186 +MI,Today,2034,56.74940051,12964.39307,12600.60052,448.1942482 +MI,Today,2035,64.34414932,13028.73722,12597.47911,743.3273458 +MI,Today,2036,64.34414932,13093.08137,12591.52962,1197.722352 +MI,Today,2037,70.1811,13163.26247,12587.43625,1877.798445 +MI,Today,2038,70.1811,13233.44357,12577.84457,2866.99449 +MI,Today,2039,3969.546052,17202.98962,16476.43996,4264.193449 +MI,Today,2040,3969.546052,21172.53567,20349.74607,6178.670341 +MI,Today,2041,61.95650059,21234.49217,20268.84351,8722.055256 +MI,Today,2042,61.95650059,21296.44867,20171.54805,12000.94599 +MI,Today,2043,6779.796317,28076.24499,26804.7546,16118.07469 +MI,Today,2044,6779.796317,34856.04131,33393.79029,21191.87607 +MI,Today,2045,58.52760034,34914.56891,33180.92029,27397.20927 +MI,Today,2046,58.52760034,34973.09651,32937.17948,35008.98577 +MI,Today,2047,1271.740256,36244.83676,33880.72481,44404.51774 +MI,Today,2048,1271.740256,37516.57702,34779.89104,56100.85126 +MI,Today,2049,66.78109966,37583.35812,34425.7623,69997.37428 +MI,Today,2050,66.78109966,37650.13922,34030.93155,86247.18532 +MN,Today,2018,893.5942904,893.5942904,898.4507811,0 +MN,Today,2019,13.06109915,906.6553895,906.7234161,8.90E-07 +MN,Today,2020,13.06109915,919.7164887,917.1001942,0.000141779 +MN,Today,2021,8.055450425,927.7719391,922.4177318,0.00286975 +MN,Today,2022,8.055450425,935.8273895,927.7028333,0.025215388 +MN,Today,2023,14.92005026,950.7474398,939.8508012,0.139440803 +MN,Today,2024,14.92005026,965.6674901,951.9293846,0.572709097 +MN,Today,2025,54.79354975,1020.46104,1003.978155,1.91024612 +MN,Today,2026,54.79354975,1075.25459,1055.740888,5.461377274 +MN,Today,2027,86.10669975,1161.361289,1138.602797,13.86342551 +MN,Today,2028,86.10669975,1247.467989,1220.887798,32.01391235 +MN,Today,2029,145.0559,1392.523889,1361.632097,68.43477085 +MN,Today,2030,145.0559,1537.579789,1501.126922,137.1786183 +MN,Today,2031,1628.033688,3165.613477,3128.263034,260.3764116 +MN,Today,2032,1628.033688,4793.647165,4746.762586,471.4781203 +MN,Today,2033,2651.507,7445.154165,7382.541614,819.1176186 +MN,Today,2034,2651.507,10096.66117,10002.30634,1371.281536 +MN,Today,2035,389.9051999,10486.56636,10332.67939,2218.996563 +MN,Today,2036,389.9051999,10876.47156,10652.31589,3477.979357 +MN,Today,2037,597.1513505,11473.62292,11168.83006,5285.579683 +MN,Today,2038,597.1513505,12070.77427,11670.76332,7789.05793 +MN,Today,2039,621.8293992,12692.60367,12180.5312,11120.42853 +MN,Today,2040,621.8293992,13314.43306,12672.09182,15354.27656 +MN,Today,2041,609.1346499,13923.56771,13133.52202,20450.55459 +MN,Today,2042,609.1346499,14532.70236,13581.44432,26196.64102 +MN,Today,2043,481.6525003,15014.35486,13895.09323,32180.32684 +MN,Today,2044,481.6525003,15496.00736,14212.75284,37836.70715 +MN,Today,2045,339.1891001,15835.19646,14401.25111,42594.76703 +MN,Today,2046,339.1891001,16174.38556,14610.35044,46086.82525 +MN,Today,2047,111.2785996,16285.66416,14611.31031,48303.66444 +MN,Today,2048,111.2785996,16396.94276,14621.00159,49989.49877 +MN,Today,2049,842.5696642,17239.51243,15385.70575,50439.32696 +MN,Today,2050,842.5696642,18082.08209,16145.67697,50977.17447 +MO,Today,2018,186.1308746,186.1308746,187.1424554,0 +MO,Today,2019,16.81045009,202.9413247,203.0288791,1.85E-07 +MO,Today,2020,16.81045009,219.7517748,219.2763856,2.95E-05 +MO,Today,2021,8.98025051,228.7320253,227.6094511,0.000599945 +MO,Today,2022,8.98025051,237.7122758,235.8992941,0.005296573 +MO,Today,2023,9.75714949,247.4694253,244.9268151,0.029434575 +MO,Today,2024,9.75714949,257.2265748,253.9071648,0.12145087 +MO,Today,2025,57.03245026,314.259025,310.3252497,0.406781649 +MO,Today,2026,57.03245026,371.2914753,366.474785,1.16732319 +MO,Today,2027,175.24229,546.5337653,541.0534419,2.973106748 +MO,Today,2028,175.24229,721.7760553,714.7897908,6.886366444 +MO,Today,2029,1762.072616,2483.848671,2481.287203,14.76132148 +MO,Today,2030,1762.072616,4245.921287,4239.876519,29.66473918 +MO,Today,2031,1250.06355,5495.984837,5475.265471,56.44053872 +MO,Today,2032,1250.06355,6746.048387,6703.767112,102.4320598 +MO,Today,2033,120.0718501,6866.120237,6790.825383,178.3504122 +MO,Today,2034,120.0718501,6986.192088,6875.779122,299.2238605 +MO,Today,2035,84.31319958,7070.505287,6923.246322,485.2633406 +MO,Today,2036,84.31319958,7154.818487,6968.841493,762.312632 +MO,Today,2037,251.0517505,7405.870237,7179.494944,1161.308983 +MO,Today,2038,251.0517505,7656.921988,7386.509582,1715.895185 +MO,Today,2039,255.39236,7912.314348,7593.585404,2457.135994 +MO,Today,2040,255.39236,8167.706708,7796.037463,3404.523368 +MO,Today,2041,157.2644503,8324.971158,7895.442641,4553.636153 +MO,Today,2042,157.2644503,8482.235608,7991.475111,5863.454843 +MO,Today,2043,2634.079597,11116.31521,10572.57802,7250.127367 +MO,Today,2044,2634.079597,13750.3948,13143.79208,8596.580407 +MO,Today,2045,148.9234003,13899.3182,13209.66144,9783.930805 +MO,Today,2046,148.9234003,14048.2416,13276.76215,10737.30756 +MO,Today,2047,136.8449002,14185.0865,13335.25589,11460.98798 +MO,Today,2048,136.8449002,14321.9314,13394.41031,12122.25319 +MO,Today,2049,248.9173408,14570.84874,13568.80179,12597.61529 +MO,Today,2050,248.9173408,14819.76608,13740.74184,13162.27397 +MS,Today,2018,180.3122001,180.3122001,181.2921577,0 +MS,Today,2019,2.026400255,182.3386004,182.3491545,1.80E-07 +MS,Today,2020,2.026400255,184.3650006,183.8340691,2.86E-05 +MS,Today,2021,2.69449983,187.0595004,185.9860557,0.000578972 +MS,Today,2022,2.69449983,189.7540003,188.1263013,0.005086121 +MS,Today,2023,3.43145,193.1854503,190.9948259,0.028119944 +MS,Today,2024,3.43145,196.6169003,193.8470528,0.115469752 +MS,Today,2025,5.15780034,201.7747006,198.4147433,0.385072012 +MS,Today,2026,5.15780034,206.932501,202.951293,1.100734261 +MS,Today,2027,742.9790488,949.9115498,948.5123587,2.793747672 +MS,Today,2028,742.9790488,1692.890599,1690.743549,6.450591469 +MS,Today,2029,1668.763351,3361.65395,3358.99204,13.78760213 +MS,Today,2030,1668.763351,5030.417301,5019.396889,27.63475207 +MS,Today,2031,34.06205,5064.479351,5029.617008,52.44851121 +MS,Today,2032,34.06205,5098.541401,5038.292232,94.96413991 +MS,Today,2033,68.77010085,5167.311501,5081.289368,164.9734746 +MS,Today,2034,68.77010085,5236.081602,5123.367903,276.163582 +MS,Today,2035,126.57095,5362.652552,5222.227319,446.8579161 +MS,Today,2036,126.57095,5489.223502,5319.181321,700.3464572 +MS,Today,2037,181.0550998,5670.278602,5468.422487,1064.267142 +MS,Today,2038,181.0550998,5851.333702,5614.513749,1568.241537 +MS,Today,2039,212.7056997,6064.039402,5788.751131,2238.805465 +MS,Today,2040,212.7056997,6276.745101,5958.991464,3090.913718 +MS,Today,2041,60.22845043,6336.973552,5972.278889,4116.428354 +MS,Today,2042,60.22845043,6397.202002,5983.113063,5272.47529 +MS,Today,2043,52.94905,6450.151052,5985.777445,6476.057694 +MS,Today,2044,52.94905,6503.100102,5989.571439,7613.591244 +MS,Today,2045,563.4405199,7066.540622,6509.008163,8570.560591 +MS,Today,2046,563.4405199,7629.981142,7030.682044,9273.885633 +MS,Today,2047,41.10599966,7671.087142,7029.630604,9723.439864 +MS,Today,2048,41.10599966,7712.193141,7029.749982,10072.24763 +MS,Today,2049,2165.236619,9877.42976,9166.478727,10182.75769 +MS,Today,2050,2165.236619,12042.66638,11293.93222,10331.77341 +MT,Today,2018,33.82234992,33.82234992,34.00616704,0 +MT,Today,2019,7.84634983,41.66869975,41.70956615,3.37E-08 +MT,Today,2020,7.84634983,49.51504958,49.45232489,5.37E-06 +MT,Today,2021,10.49154992,60.0065995,59.83063987,0.000109763 +MT,Today,2022,10.49154992,70.49814942,70.15751446,0.000977535 +MT,Today,2023,11.83030068,82.3284501,81.77760792,0.005481212 +MT,Today,2024,11.83030068,94.15875078,93.33975662,0.022803605 +MT,Today,2025,20.29204975,114.4508005,113.3429854,0.076944068 +MT,Today,2026,20.29204975,134.7428503,133.2485513,0.222265524 +MT,Today,2027,27.70150026,162.4443505,160.4928284,0.569474046 +MT,Today,2028,27.70150026,190.1458508,187.5976803,1.326212806 +MT,Today,2029,765.9758003,956.1216511,956.0240937,2.857207468 +MT,Today,2030,765.9758003,1722.097451,1721.07247,5.76944196 +MT,Today,2031,30.16394992,1752.261401,1743.297708,11.02776695 +MT,Today,2032,30.16394992,1782.425351,1764.813413,20.10482719 +MT,Today,2033,25.19144975,1807.616801,1781.121114,35.16473328 +MT,Today,2034,25.19144975,1832.808251,1797.182354,59.27000914 +MT,Today,2035,21.12504966,1853.9333,1808.845383,96.58241024 +MT,Today,2036,21.12504966,1875.05835,1820.117499,152.496079 +MT,Today,2037,264.3011327,2139.359483,2075.074356,233.5939288 +MT,Today,2038,264.3011327,2403.660615,2328.39026,347.2609791 +MT,Today,2039,16.66339983,2420.324015,2331.082231,500.7474258 +MT,Today,2040,16.66339983,2436.987415,2332.747524,699.5111178 +MT,Today,2041,11.84305034,2448.830465,2328.747765,944.8871076 +MT,Today,2042,11.84305034,2460.673516,2324.037806,1231.633975 +MT,Today,2043,11.88385,2472.557366,2318.891981,1546.649126 +MT,Today,2044,11.88385,2484.441216,2313.600361,1870.689449 +MT,Today,2045,10.93184983,2495.373066,2307.536157,2184.340213 +MT,Today,2046,10.93184983,2506.304915,2301.832923,2476.92771 +MT,Today,2047,1873.16625,4379.471165,4166.110928,2753.502107 +MT,Today,2048,1873.16625,6252.637415,6022.523154,3049.967007 +MT,Today,2049,3066.077986,9318.715401,9067.18506,3351.35205 +MT,Today,2050,3066.077986,12384.79339,12096.88855,3703.930881 +NC,Today,2018,4754.272954,4754.272954,4780.111394,0 +NC,Today,2019,155.3094503,4909.582404,4910.391308,4.73E-06 +NC,Today,2020,155.3094503,5064.891855,5051.395884,0.000754402 +NC,Today,2021,130.08655,5194.978405,5166.651922,0.015281544 +NC,Today,2022,130.08655,5325.064955,5281.304194,0.134425868 +NC,Today,2023,194.5798735,5519.644828,5460.138198,0.744254214 +NC,Today,2024,194.5798735,5714.224702,5638.042693,3.060187735 +NC,Today,2025,145.3253502,5859.550052,5765.466986,10.21742167 +NC,Today,2026,145.3253502,6004.875402,5891.986802,29.23807497 +NC,Today,2027,201.3964503,6206.271852,6073.692362,74.28036588 +NC,Today,2028,201.3964503,6407.668303,6253.549374,171.659575 +NC,Today,2029,297.4693992,6705.137702,6527.201358,367.2037694 +NC,Today,2030,297.4693992,7002.607101,6796.402554,736.5438333 +NC,Today,2031,351.6229003,7354.230001,7113.374446,1398.882898 +NC,Today,2032,351.6229003,7705.852902,7420.333455,2534.537961 +NC,Today,2033,435.1685499,8141.021451,7796.5517,4405.904064 +NC,Today,2034,435.1685499,8576.190001,8151.383187,7380.145348 +NC,Today,2035,536.9084506,9113.098452,8578.403633,11949.42178 +NC,Today,2036,536.9084506,9650.006903,8964.223719,18740.3212 +NC,Today,2037,587.7256997,10237.7326,9347.035281,28498.17176 +NC,Today,2038,587.7256997,10825.4583,9662.002844,42024.9438 +NC,Today,2039,601.1744003,11426.6327,9910.509564,60045.01442 +NC,Today,2040,601.1744003,12027.8071,10072.3499,82979.22698 +NC,Today,2041,1042.135614,13069.94272,10594.32252,110637.5367 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+ND,Today,2025,1.93375017,49.75985196,48.93879722,0.096285507 +ND,Today,2026,1.93375017,51.69360213,50.72338778,0.275145107 +ND,Today,2027,3.660099575,55.35370171,54.22832042,0.698136066 +ND,Today,2028,3.660099575,59.01380128,57.70763652,1.611524998 +ND,Today,2029,416.6217963,475.6355976,475.9026927,3.443656322 +ND,Today,2030,416.6217963,892.2573939,892.2509666,6.900607052 +ND,Today,2031,11.04404983,903.3014437,899.1577419,13.09396291 +ND,Today,2032,11.04404983,914.3454935,905.6589497,23.7032546 +ND,Today,2033,752.1990008,1666.544494,1656.294174,41.16951778 +ND,Today,2034,752.1990008,2418.743495,2403.566398,68.9037741 +ND,Today,2035,26.15790034,2444.901395,2417.759687,111.4708184 +ND,Today,2036,26.15790034,2471.059296,2430.927722,174.6699647 +ND,Today,2037,653.5578087,3124.617105,3073.55184,265.3784729 +ND,Today,2038,653.5578087,3778.174913,3712.88779,390.958732 +ND,Today,2039,55.5577,3833.732613,3747.841147,557.9900044 +ND,Today,2040,55.5577,3889.290313,3781.306576,770.1454627 +ND,Today,2041,64.25745051,3953.547764,3822.595816,1025.317999 +ND,Today,2042,64.25745051,4017.805214,3863.132,1312.716524 +ND,Today,2043,65.35395026,4083.159165,3904.37313,1611.528309 +ND,Today,2044,65.35395026,4148.513115,3945.705729,1893.307664 +ND,Today,2045,63.95144932,4212.464564,3986.210406,2129.379225 +ND,Today,2046,63.95144932,4276.416013,4027.607982,2301.389486 +ND,Today,2047,52.45860043,4328.874614,4058.354223,2409.112709 +ND,Today,2048,52.45860043,4381.333214,4089.378633,2490.451331 +ND,Today,2049,1190.8551,5572.188314,5264.232867,2510.075708 +ND,Today,2050,1190.8551,6763.043414,6434.232827,2536.567917 +NE,Today,2018,71.48746483,71.48746483,71.87598366,0 +NE,Today,2019,11.2234006,82.71086543,82.76932064,7.12E-08 +NE,Today,2020,11.2234006,93.93426603,93.77522054,1.14E-05 +NE,Today,2021,8.743099915,102.6773659,102.2572534,0.000231163 +NE,Today,2022,8.743099915,111.4204659,110.6965394,0.002049263 +NE,Today,2023,10.75759949,122.1780654,121.1169804,0.011436852 +NE,Today,2024,10.75759949,132.9356648,131.4851948,0.047376227 +NE,Today,2025,39.91599992,172.8516648,171.0889383,0.159241804 +NE,Today,2026,39.91599992,212.7676647,210.5052215,0.458413408 +NE,Today,2027,71.32775,284.0954147,281.2665532,1.17086325 +NE,Today,2028,71.32775,355.4231647,351.6771537,2.718948333 +NE,Today,2029,28.86260009,384.2857648,379.0580422,5.842003895 +NE,Today,2030,28.86260009,413.1483649,406.2232741,11.76619301 +NE,Today,2031,2365.985709,2779.134074,2780.28134,22.43358401 +NE,Today,2032,2365.985709,5145.119783,5144.018985,40.79691669 +NE,Today,2033,40.47105051,5185.590833,5160.380366,71.17691012 +NE,Today,2034,40.47105051,5226.061884,5174.545814,119.6582074 +NE,Today,2035,16.3251,5242.386984,5163.926848,194.4608708 +NE,Today,2036,16.3251,5258.712084,5152.689394,306.158481 +NE,Today,2037,90.58789949,5349.299983,5215.204358,467.5172066 +NE,Today,2038,90.58789949,5439.887883,5276.350339,692.6154724 +NE,Today,2039,54.06085009,5493.948733,5299.162085,994.8250148 +NE,Today,2040,54.06085009,5548.009583,5320.319322,1383.318209 +NE,Today,2041,31.18820034,5579.197783,5316.896852,1858.224232 +NE,Today,2042,31.18820034,5610.385984,5312.206411,2405.593066 +NE,Today,2043,28.97395017,5639.359934,5304.580354,2994.838956 +NE,Today,2044,28.97395017,5668.333884,5297.001332,3582.408344 +NE,Today,2045,32.59919949,5700.933084,5293.861518,4124.132864 +NE,Today,2046,32.59919949,5733.532283,5291.942778,4593.486748 +NE,Today,2047,39.20030043,5772.732583,5297.752562,4995.820254 +NE,Today,2048,39.20030043,5811.932884,5303.424463,5400.68368 +NE,Today,2049,1197.070216,7009.0031,6472.096633,5768.556534 +NE,Today,2050,1197.070216,8206.073316,7634.856217,6202.797763 +NH,Today,2018,234.6500845,234.6500845,235.9253567,0 +NH,Today,2019,32.09685017,266.7469347,266.9141058,2.34E-07 +NH,Today,2020,32.09685017,298.8437848,298.2983166,3.73E-05 +NH,Today,2021,11.15115034,309.9949352,308.5462099,0.000758029 +NH,Today,2022,11.15115034,321.1460855,318.7398627,0.006711563 +NH,Today,2023,12.31904949,333.465135,330.0540491,0.037409029 +NH,Today,2024,12.31904949,345.7841845,341.3090798,0.154780096 +NH,Today,2025,14.65229992,360.4364844,354.8455778,0.519692978 +NH,Today,2026,14.65229992,375.0887843,368.3029668,1.494605898 +NH,Today,2027,24.82594983,399.9147342,391.8855948,3.814075669 +NH,Today,2028,24.82594983,424.740684,415.3057087,8.849544639 +NH,Today,2029,27.15920026,451.8998843,440.8584508,18.99900976 +NH,Today,2030,27.15920026,479.0590845,466.1202608,38.23454806 +NH,Today,2031,24.48595017,503.5450347,488.2943467,72.83842848 +NH,Today,2032,24.48595017,528.0309849,509.9094621,132.3461435 +NH,Today,2033,19.74209958,547.7730844,525.9598952,230.6821256 +NH,Today,2034,19.74209958,567.515184,540.8887143,387.404739 +NH,Today,2035,10.73635068,578.2515347,545.1989661,628.8477702 +NH,Today,2036,10.73635068,588.9878854,547.3897097,988.7294191 +NH,Today,2037,8.467699405,597.4555848,544.4962249,1507.483681 +NH,Today,2038,8.467699405,605.9232842,538.0559322,2229.195334 +NH,Today,2039,7.67125051,613.5945347,526.5852154,3194.765222 +NH,Today,2040,7.67125051,621.2657852,510.4687835,4430.211708 +NH,Today,2041,4.31204983,625.577835,486.4607892,5930.512369 +NH,Today,2042,4.31204983,629.8898849,458.903148,7642.771211 +NH,Today,2043,2.15985,632.0497349,427.562144,9457.417029 +NH,Today,2044,2.15985,634.2095849,397.2900645,11219.60817 +NH,Today,2045,3.456950255,637.6665351,372.1408668,12768.80457 +NH,Today,2046,3.456950255,641.1234854,352.616452,13997.43976 +NH,Today,2047,2.13519966,643.258685,337.4899804,14896.58894 +NH,Today,2048,2.13519966,645.3938847,324.7041737,15662.19628 +NH,Today,2049,736.7120002,1382.105885,1054.583001,16126.43455 +NH,Today,2050,736.7120002,2118.817885,1781.381189,16599.63777 +NJ,Today,2018,6104.650269,6104.650269,6137.827716,0 +NJ,Today,2019,5600.612688,11705.26296,11734.43281,6.08E-06 +NJ,Today,2020,5600.612688,17305.87565,17315.21549,0.00097395 +NJ,Today,2021,2319.911368,19625.78701,19583.51462,0.020461967 +NJ,Today,2022,2319.911368,21945.69838,21840.2209,0.189606169 +NJ,Today,2023,186.9880993,22132.68648,21942.87961,1.1050749 +NJ,Today,2024,186.9880993,22319.67458,22044.17763,4.756846796 +NJ,Today,2025,210.7524006,22530.42698,22168.62373,16.52608157 +NJ,Today,2026,210.7524006,22741.17938,22292.01406,48.94285335 +NJ,Today,2027,225.9546497,22967.13403,22429.13643,128.108708 +NJ,Today,2028,225.9546497,23193.08868,22563.75705,303.9177123 +NJ,Today,2029,228.5088996,23421.59758,22696.83465,665.4344258 +NJ,Today,2030,228.5088996,23650.10648,22823.10469,1362.964586 +NJ,Today,2031,197.4507503,23847.55723,22907.06407,2638.387362 +NJ,Today,2032,197.4507503,24045.00798,22973.40998,4865.010363 +NJ,Today,2033,165.0963506,24210.10433,22979.87129,8597.195662 +NJ,Today,2034,165.0963506,24375.20068,22945.11964,14627.67104 +NJ,Today,2035,140.2907997,24515.49148,22825.17678,24045.86233 +NJ,Today,2036,140.2907997,24655.78228,22620.10404,38282.62115 +NJ,Today,2037,121.3689503,24777.15123,22280.11666,59114.53014 +NJ,Today,2038,121.3689503,24898.52018,21789.10899,88585.38276 +NJ,Today,2039,106.0697997,25004.58998,21096.06434,128788.7998 +NJ,Today,2040,106.0697997,25110.65978,20187.46865,181458.2365 +NJ,Today,2041,86.55975026,25197.21953,19032.19263,247354.1557 +NJ,Today,2042,86.55975026,25283.77928,17667.95779,325552.3198 +NJ,Today,2043,72.90364983,25356.68293,16137.41504,412924.1211 +NJ,Today,2044,72.90364983,25429.58658,14546.13201,504273.3048 +NJ,Today,2045,65.01649941,25494.60308,12992.28366,593533.7647 +NJ,Today,2046,65.01649941,25559.61958,11567.28792,675894.1046 +NJ,Today,2047,60.08990026,25619.70948,10292.83993,749794.7877 +NJ,Today,2048,60.08990026,25679.79938,9090.109894,820107.4798 +NJ,Today,2049,55.82119983,25735.62058,7984.251581,884984.2759 +NJ,Today,2050,55.82119983,25791.44178,6955.104842,945955.033 +NM,Today,2018,775.8502497,775.8502497,780.0668271,0 +NM,Today,2019,57.86545017,833.7156999,834.0170824,7.72E-07 +NM,Today,2020,57.86545017,891.58115,889.5393158,0.000123143 +NM,Today,2021,408.1816935,1299.762844,1296.894585,0.002498854 +NM,Today,2022,408.1816935,1707.944537,1702.257112,0.022039321 +NM,Today,2023,51.20230077,1759.146838,1746.974454,0.122355181 +NM,Today,2024,51.20230077,1810.349139,1791.336653,0.504393415 +NM,Today,2025,52.60564975,1862.954788,1836.867652,1.68813565 +NM,Today,2026,52.60564975,1915.560438,1882.131339,4.841828014 +NM,Today,2027,407.7169499,2323.277388,2283.758539,12.32857279 +NM,Today,2028,407.7169499,2730.994338,2683.424116,28.55616662 +NM,Today,2029,440.0790553,3171.073393,3113.293885,61.23117463 +NM,Today,2030,440.0790553,3611.152448,3540.507223,123.12831 +NM,Today,2031,1188.442801,4799.595249,4716.257962,234.4823234 +NM,Today,2032,1188.442801,5988.03805,5885.233728,426.0741057 +NM,Today,2033,35.72295034,6023.761001,5888.53699,742.9835389 +NM,Today,2034,35.72295034,6059.483951,5887.577407,1248.766339 +NM,Today,2035,34.42754992,6093.911501,5880.45116,2029.405613 +NM,Today,2036,34.42754992,6128.339051,5866.546387,3195.706843 +NM,Today,2037,36.09015009,6164.429201,5845.224912,4881.80789 +NM,Today,2038,36.09015009,6200.519351,5812.271562,7236.302782 +NM,Today,2039,36.94439975,6237.463751,5766.135573,10401.69952 +NM,Today,2040,36.94439975,6274.408151,5704.296817,14478.8742 +NM,Today,2041,576.4170444,6850.825195,6168.364364,19478.01591 +NM,Today,2042,576.4170444,7427.242239,6616.811009,25268.31852 +NM,Today,2043,982.1826498,8409.424889,7461.749683,31554.07257 +NM,Today,2044,982.1826498,9391.607539,8301.383939,37914.99413 +NM,Today,2045,1295.143641,10686.75118,9456.702428,43933.54795 +NM,Today,2046,1295.143641,11981.89482,10616.13076,49375.94248 +NM,Today,2047,25.2637,12007.15852,10502.95333,54320.02247 +NM,Today,2048,25.2637,12032.42222,10385.10735,59477.02675 +NM,Today,2049,273.2041953,12305.62642,10522.79187,64259.54616 +NM,Today,2050,273.2041953,12578.83061,10649.58893,69646.45056 +NV,Today,2018,2605.536196,2605.536196,2619.696719,0 +NV,Today,2019,24.41879941,2629.954995,2630.082177,2.59E-06 +NV,Today,2020,24.41879941,2654.373795,2646.67775,0.000413384 +NV,Today,2021,14.85545017,2669.229245,2653.617163,0.008365473 +NV,Today,2022,14.85545017,2684.084695,2660.504949,0.073479851 +NV,Today,2023,10.75080017,2694.835495,2663.214533,0.406202507 +NV,Today,2024,10.75080017,2705.586295,2665.876714,1.667807734 +NV,Today,2025,10.59950034,2716.185796,2668.31018,5.561262237 +NV,Today,2026,10.59950034,2726.785296,2670.598972,15.89538817 +NV,Today,2027,745.202649,3471.987945,3410.439112,40.33997411 +NV,Today,2028,745.202649,4217.190594,4146.485533,93.13419407 +NV,Today,2029,16.62769966,4233.818294,4146.153345,199.0489142 +NV,Today,2030,16.62769966,4250.445993,4143.641755,398.9213223 +NV,Today,2031,12.51710026,4262.963094,4134.169873,757.0482257 +NV,Today,2032,12.51710026,4275.480194,4120.17503,1370.584386 +NV,Today,2033,336.0520052,4611.532199,4424.091076,2380.74029 +NV,Today,2034,336.0520052,4947.584204,4716.202841,3984.840379 +NV,Today,2035,9.79200068,4957.376205,4664.064982,6446.947446 +NV,Today,2036,9.79200068,4967.168206,4590.903665,10102.51683 +NV,Today,2037,9.86339915,4977.031605,4490.251542,15349.30536 +NV,Today,2038,9.86339915,4986.895004,4354.823242,22613.01356 +NV,Today,2039,10.38275051,4997.277755,4178.810323,32273.79533 +NV,Today,2040,10.38275051,5007.660505,3958.374064,44543.20866 +NV,Today,2041,6.07324949,5013.733755,3691.738123,59297.49435 +NV,Today,2042,6.07324949,5019.807004,3394.500676,75908.78542 +NV,Today,2043,9.36530034,5029.172304,3091.155359,93166.38455 +NV,Today,2044,9.36530034,5038.537605,2807.003485,109413.0076 +NV,Today,2045,8.07670017,5046.614305,2569.380956,122970.6847 +NV,Today,2046,8.07670017,5054.691005,2397.824505,132748.765 +NV,Today,2047,2350.389911,7405.080916,4644.389403,138693.2875 +NV,Today,2048,2350.389911,9755.470827,6911.024293,142937.5997 +NV,Today,2049,7.95259949,9763.423427,6879.061442,143376.8227 +NV,Today,2050,7.95259949,9771.376026,6844.299549,143847.4249 +NY,Today,2018,3474.187973,3474.187973,3493.069429,0 +NY,Today,2019,152.3098002,3626.497773,3627.291053,3.46E-06 +NY,Today,2020,152.3098002,3778.807573,3769.13705,0.000551318 +NY,Today,2021,160.8761,3939.683673,3919.182609,0.011173035 +NY,Today,2022,160.8761,4100.559773,4068.463009,0.098353955 +NY,Today,2023,1754.203507,5854.76328,5817.631483,0.544938217 +NY,Today,2024,1754.203507,7608.966787,7558.581888,2.242183485 +NY,Today,2025,67.29025017,7676.257038,7596.282681,7.490904688 +NY,Today,2026,67.29025017,7743.547288,7632.796737,21.44799641 +NY,Today,2027,78.84600026,7822.393288,7680.367644,54.51795698 +NY,Today,2028,78.84600026,7901.239288,7726.991973,126.0534036 +NY,Today,2029,92.17569966,7993.414988,7785.450047,269.7869048 +NY,Today,2030,92.17569966,8085.590688,7841.307914,541.4508503 +NY,Today,2031,76.33509983,8161.925787,7877.094522,1029.013137 +NY,Today,2032,76.33509983,8238.260887,7906.440636,1865.786137 +NY,Today,2033,68.09605,8306.356937,7917.676221,3246.213772 +NY,Today,2034,68.09605,8374.452987,7914.348717,5443.176272 +NY,Today,2035,59.466,8433.918987,7881.420909,8823.846029 +NY,Today,2036,59.466,8493.384987,7819.475253,13858.11618 +NY,Today,2037,424.4848193,8917.869807,8085.377506,21109.24571 +NY,Today,2038,424.4848193,9342.354626,8300.606663,31191.26213 +NY,Today,2039,51.79049992,9394.145126,8081.033943,44674.39284 +NY,Today,2040,51.79049992,9445.935626,7796.495565,61924.26308 +NY,Today,2041,39.33205034,9485.267676,7436.272693,82882.41193 +NY,Today,2042,39.33205034,9524.599726,7025.522473,106843.7866 +NY,Today,2043,34.04589975,9558.645626,6584.257627,132355.3472 +NY,Today,2044,34.04589975,9592.691526,6152.377393,157404.9205 +NY,Today,2045,753.497398,10346.18892,6485.952491,180002.4138 +NY,Today,2046,753.497398,11099.68632,6878.389515,199007.9736 +NY,Today,2047,41.55479966,11141.24112,6607.725778,214739.7924 +NY,Today,2048,41.55479966,11182.79592,6334.791991,230482.3107 +NY,Today,2049,5554.502305,16737.29823,11634.71161,243886.189 +NY,Today,2050,5554.502305,22291.80053,16862.5467,260125.1959 +OH,Today,2018,258.487633,258.487633,259.8924571,0 +OH,Today,2019,54.83037073,313.3180037,313.6035786,2.57E-07 +OH,Today,2020,54.83037073,368.1483745,367.6436435,4.11E-05 +OH,Today,2021,548.1092263,916.2576008,917.1676715,0.000838064 +OH,Today,2022,548.1092263,1464.366827,1464.010341,0.007454662 +OH,Today,2023,1522.46998,2986.836807,2986.973948,0.041748856 +OH,Today,2024,1522.46998,4509.306787,4502.675839,0.173513863 +OH,Today,2025,1137.062494,5646.369281,5623.672423,0.585114002 +OH,Today,2026,1137.062494,6783.431775,6738.870835,1.69018732 +OH,Today,2027,1698.079235,8481.51101,8411.953714,4.334140365 +OH,Today,2028,1698.079235,10179.59025,10076.94782,10.11343559 +OH,Today,2029,431.4748271,10611.06507,10461.42404,21.86268924 +OH,Today,2030,431.4748271,11042.5399,10842.94769,44.37322295 +OH,Today,2031,37.3439,11079.8838,10826.4134,85.42201497 +OH,Today,2032,37.3439,11117.2277,10809.12369,157.2006935 +OH,Today,2033,52.73144932,11169.95915,10806.48661,278.2296539 +OH,Today,2034,52.73144932,11222.6906,10802.4986,475.8042634 +OH,Today,2035,69.09225043,11291.78285,10812.88416,788.9213293 +OH,Today,2036,69.09225043,11360.8751,10820.1881,1271.442571 +OH,Today,2037,83.37564983,11444.25075,10837.46735,1994.948486 +OH,Today,2038,83.37564983,11527.6264,10848.70068,3050.359277 +OH,Today,2039,10058.24462,21585.87102,20867.88494,4547.131928 +OH,Today,2040,10058.24462,31644.11564,30835.58603,6609.123385 +OH,Today,2041,95.83919983,31739.95484,30737.62567,9367.768374 +OH,Today,2042,95.83919983,31835.79404,30615.8316,12956.74026 +OH,Today,2043,100.1606006,31935.95464,30481.03716,17517.25648 +OH,Today,2044,100.1606006,32036.11524,30325.52534,23226.10947 +OH,Today,2045,101.2893999,32137.40464,30145.40588,30351.99912 +OH,Today,2046,101.2893999,32238.69404,29931.72266,39323.54584 +OH,Today,2047,12909.73572,45148.42976,42533.2886,50761.89785 +OH,Today,2048,12909.73572,58058.16548,55023.24887,65542.37451 +OH,Today,2049,106.7888997,58164.95438,54528.00431,84067.59402 +OH,Today,2050,106.7888997,58271.74328,53942.59685,106983.7774 +OK,Today,2018,91.09025026,91.09025026,91.58530597,0 +OK,Today,2019,21.64609992,112.7363502,112.8490903,9.07E-08 +OK,Today,2020,21.64609992,134.3824501,134.2160597,1.45E-05 +OK,Today,2021,16.54695026,150.9294004,150.3979264,0.000295693 +OK,Today,2022,16.54695026,167.4763506,166.4984911,0.002634314 +OK,Today,2023,22.05409932,189.5304499,188.0505961,0.014776195 +OK,Today,2024,22.05409932,211.5845493,209.4958579,0.061492792 +OK,Today,2025,37.96525051,249.5497998,246.8141292,0.207542177 +OK,Today,2026,37.96525051,287.5150503,283.948672,0.599631887 +OK,Today,2027,463.833553,751.3486033,748.6283323,1.536508272 +OK,Today,2028,463.833553,1215.182156,1211.214852,3.578377356 +OK,Today,2029,202.2563189,1417.438475,1408.74178,7.708808655 +OK,Today,2030,202.2563189,1619.694794,1605.041438,15.56358808 +OK,Today,2031,1955.39015,3575.084944,3560.874317,29.74056033 +OK,Today,2032,1955.39015,5530.475094,5508.009935,54.2001054 +OK,Today,2033,86.66599992,5617.141094,5568.500339,94.75345493 +OK,Today,2034,86.66599992,5703.807094,5626.815479,159.6088418 +OK,Today,2035,107.9814502,5811.788544,5705.615073,259.8937447 +OK,Today,2036,107.9814502,5919.769994,5783.156958,409.9840303 +OK,Today,2037,133.4330001,6053.202994,5884.681848,627.3415354 +OK,Today,2038,133.4330001,6186.635995,5984.195655,931.4064313 +OK,Today,2039,166.8906997,6353.526694,6114.956436,1340.979423 +OK,Today,2040,166.8906997,6520.417394,6243.008875,1869.628184 +OK,Today,2041,173.9083002,6694.325694,6375.35383,2519.242172 +OK,Today,2042,173.9083002,6868.233994,6505.220492,3273.220045 +OK,Today,2043,176.9784998,7045.212494,6636.368395,4092.790204 +OK,Today,2044,176.9784998,7222.190994,6766.682002,4921.457569 +OK,Today,2045,171.5725,7393.763494,6891.726596,5701.004948 +OK,Today,2046,171.5725,7565.335994,7017.548881,6395.644677 +OK,Today,2047,153.3706007,7718.706595,7125.751333,7011.310019 +OK,Today,2048,153.3706007,7872.077195,7233.13078,7637.31669 +OK,Today,2049,2453.7834,10325.8606,9650.062429,8227.882389 +OK,Today,2050,2453.7834,12779.644,12055.63204,8904.766477 +OR,Today,2018,528.6352308,528.6352308,531.5082484,0 +OR,Today,2019,36.48794958,565.1231804,565.3132218,5.26E-07 +OR,Today,2020,36.48794958,601.61113,600.2053871,8.39E-05 +OR,Today,2021,35.28009975,636.8912297,633.7835266,0.001702168 +OR,Today,2022,35.28009975,672.1713295,667.1917029,0.015007514 +OR,Today,2023,37.96525051,710.13658,703.1268324,0.083286539 +OR,Today,2024,37.96525051,748.1018305,738.8769181,0.343212167 +OR,Today,2025,64.45720017,812.5590307,801.0460872,1.148221487 +OR,Today,2026,64.45720017,877.0162308,862.8900899,3.291658077 +OR,Today,2027,825.3261986,1702.342429,1688.583667,8.37616602 +OR,Today,2028,825.3261986,2527.668628,2510.486719,19.38571416 +OR,Today,2029,118.6897499,2646.358378,2618.38305,41.52536633 +OR,Today,2030,118.6897499,2765.048128,2724.916558,83.39866788 +OR,Today,2031,139.5394,2904.587528,2851.25698,158.5871829 +OR,Today,2032,139.5394,3044.126928,2976.016211,287.6692288 +OR,Today,2033,156.2860999,3200.413028,3115.473987,500.6434399 +OR,Today,2034,156.2860999,3356.699128,3252.01092,839.5718529 +OR,Today,2035,177.4400504,3534.139178,3405.878844,1360.975918 +OR,Today,2036,177.4400504,3711.579228,3554.503268,2137.050481 +OR,Today,2037,190.3090501,3901.888279,3709.313281,3254.079694 +OR,Today,2038,190.3090501,4092.197329,3855.745679,4805.642131 +OR,Today,2039,200.2633995,4292.460728,4002.349558,6877.672278 +OR,Today,2040,200.2633995,4492.724128,4138.244158,9523.111016 +OR,Today,2041,656.8866873,5149.610815,4722.252976,12727.21524 +OR,Today,2042,656.8866873,5806.497502,5296.134458,16372.00821 +OR,Today,2043,189.3086001,5995.806102,5394.180583,20218.97625 +OR,Today,2044,189.3086001,6185.114702,5493.522935,23936.27845 +OR,Today,2045,2550.053664,8735.168366,7970.642852,27186.81835 +OR,Today,2046,2550.053664,11285.22203,10449.27554,29755.82562 +OR,Today,2047,173.8479497,11459.06998,10541.2362,31647.05069 +OR,Today,2048,173.8479497,11632.91793,10634.001,33317.62365 +OR,Today,2049,160.4111497,11793.32908,10722.89269,34382.50291 +OR,Today,2050,160.4111497,11953.74023,10808.56531,35597.38187 +PA,Today,2018,427.3385642,427.3385642,429.6610564,0 +PA,Today,2019,120.0381238,547.376688,548.0018866,4.25E-07 +PA,Today,2020,120.0381238,667.4148118,666.7254999,6.79E-05 +PA,Today,2021,168.4717006,835.8865124,833.7724698,0.00139008 +PA,Today,2022,168.4717006,1004.358213,999.9927438,0.012416741 +PA,Today,2023,230.95435,1235.312563,1228.152089,0.069832288 +PA,Today,2024,230.95435,1466.266913,1455.18928,0.291322385 +PA,Today,2025,293.7514997,1760.018413,1744.160495,0.985373219 +PA,Today,2026,293.7514997,2053.769912,2031.694928,2.852533813 +PA,Today,2027,345.8760499,2399.645962,2370.096625,7.322610446 +PA,Today,2028,345.8760499,2745.522012,2706.739299,17.08290314 +PA,Today,2029,383.7945504,3129.316563,3079.598589,36.86300627 +PA,Today,2030,383.7945504,3513.111113,3450.294178,74.54963993 +PA,Today,2031,351.5378994,3864.649012,3786.192571,142.7052897 +PA,Today,2032,351.5378994,4216.186912,4119.496419,260.5465503 +PA,Today,2033,327.5934003,4543.780312,4425.693183,456.3825617 +PA,Today,2034,327.5934003,4871.373712,4728.234076,770.3885381 +PA,Today,2035,332.2292995,5203.603012,5030.843874,1257.347179 +PA,Today,2036,332.2292995,5535.832311,5327.615344,1988.577249 +PA,Today,2037,329.5467003,5865.379012,5614.343411,3051.652925 +PA,Today,2038,329.5467003,6194.925712,5892.034337,4545.771922 +PA,Today,2039,1034.39135,7229.317062,6866.754802,6570.083439 +PA,Today,2040,1034.39135,8263.708412,7826.536382,9202.728861 +PA,Today,2041,199.1133495,8462.821762,7931.657518,12471.11292 +PA,Today,2042,199.1133495,8661.935111,8025.264096,16320.35835 +PA,Today,2043,150.5732499,8812.508361,8062.078357,20596.49117 +PA,Today,2044,150.5732499,8963.081611,8095.017559,25068.0619 +PA,Today,2045,159.9377003,9123.019311,8137.467069,29502.49305 +PA,Today,2046,159.9377003,9282.957011,8181.913222,33780.63693 +PA,Today,2047,173.3226498,9456.279661,8240.199303,37986.27062 +PA,Today,2048,173.3226498,9629.602311,8290.590648,42594.19896 +PA,Today,2049,1864.331181,11493.93349,10033.58079,47436.26379 +PA,Today,2050,1864.331181,13358.26467,11755.47172,53053.0198 +RI,Today,2018,34.43137517,34.43137517,34.61850221,0 +RI,Today,2019,10.48304983,44.914425,44.96902422,3.43E-08 +RI,Today,2020,10.48304983,55.39747483,55.34594213,5.47E-06 +RI,Today,2021,29.9574,85.35487483,85.26051731,0.000112127 +RI,Today,2022,29.9574,115.3122748,115.0283146,0.001002991 +RI,Today,2023,52.87594983,168.1882247,167.6716767,0.005648975 +RI,Today,2024,52.87594983,221.0641745,220.0599618,0.023597444 +RI,Today,2025,53.32900034,274.3931748,272.6409644,0.079915367 +RI,Today,2026,53.32900034,327.7221752,324.9576743,0.231625866 +RI,Today,2027,18.70339966,346.4255748,342.2311106,0.595348417 +RI,Today,2028,18.70339966,365.1289745,359.3899409,1.390828459 +RI,Today,2029,13.43170043,378.5606749,371.1534462,3.006084615 +RI,Today,2030,13.43170043,391.9923754,382.8279608,6.090862694 +RI,Today,2031,4.473549575,396.4659249,385.4023284,11.68557642 +RI,Today,2032,4.473549575,400.9394745,387.8834185,21.39210202 +RI,Today,2033,0.872950595,401.8124251,386.6199579,37.58911411 +RI,Today,2034,0.872950595,402.6853757,385.1831364,63.6854866 +RI,Today,2035,0.917149915,403.6025256,383.5375448,104.3868013 +RI,Today,2036,0.917149915,404.5196755,381.52972,165.9177187 +RI,Today,2037,0.31364949,404.833325,378.4173232,256.0942143 +RI,Today,2038,0.31364949,405.1469745,374.6495769,384.0800493 +RI,Today,2039,0.229500425,405.3764749,369.9736435,559.6175071 +RI,Today,2040,0.229500425,405.6059754,364.3213548,791.5567632 +RI,Today,2041,0,405.6059754,357.3614893,1085.728511 +RI,Today,2042,0,405.6059754,349.3140532,1442.718677 +RI,Today,2043,0,405.6059754,340.2728044,1856.868838 +RI,Today,2044,0,405.6059754,330.3978188,2318.383364 +RI,Today,2045,0.00935,405.6153254,319.8127428,2819.780662 +RI,Today,2046,0.00935,405.6246753,308.4177494,3365.18709 +RI,Today,2047,0,405.6246753,295.797108,3977.055188 +RI,Today,2048,0,405.6246753,281.0128141,4709.80858 +RI,Today,2049,601.6947703,1007.319446,868.1448807,5563.941148 +RI,Today,2050,601.6947703,1609.014216,1449.856286,6588.66457 +SC,Today,2018,483.3197747,483.3197747,485.9465126,0 +SC,Today,2019,211.2199002,694.5396749,695.6397785,4.81E-07 +SC,Today,2020,211.2199002,905.7595751,905.3525423,7.69E-05 +SC,Today,2021,949.90305,1855.662625,1856.679475,0.001583914 +SC,Today,2022,949.90305,2805.565675,2803.353565,0.014280813 +SC,Today,2023,3085.826401,5891.392076,5891.063814,0.081068959 +SC,Today,2024,3085.826401,8977.218477,8964.106055,0.341082471 +SC,Today,2025,130.4171997,9107.635677,9053.140399,1.162525349 +SC,Today,2026,130.4171997,9238.052877,9140.265796,3.389171395 +SC,Today,2027,133.9166503,9371.969527,9230.409875,8.759746533 +SC,Today,2028,133.9166503,9505.886177,9319.984813,20.57885566 +SC,Today,2029,133.3896497,9639.275827,9408.355579,44.74248702 +SC,Today,2030,133.3896497,9772.665477,9495.876918,91.24912448 +SC,Today,2031,102.6476997,9875.313176,9551.387648,176.3539462 +SC,Today,2032,102.6476997,9977.960876,9605.441342,325.5365907 +SC,Today,2033,1161.74039,11139.70127,10720.94496,577.4296266 +SC,Today,2034,1161.74039,12301.44166,11828.82177,988.7561553 +SC,Today,2035,2247.768301,14549.20996,14017.42589,1640.09275 +SC,Today,2036,2247.768301,16796.97826,16189.68627,2641.837998 +SC,Today,2037,2304.005358,19100.98362,18398.67229,4139.07968 +SC,Today,2038,2304.005358,21404.98897,20584.52525,6313.181844 +SC,Today,2039,45.96714974,21450.95612,20476.13946,9377.216834 +SC,Today,2040,45.96714974,21496.92327,20346.13612,13562.74563 +SC,Today,2041,5600.400979,27097.32425,25769.59014,19098.44583 +SC,Today,2042,5600.400979,32697.72523,31142.83565,26188.27384 +SC,Today,2043,10920.09781,43617.82304,41798.94121,35007.59784 +SC,Today,2044,10920.09781,54537.92085,52371.47001,45743.2765 +SC,Today,2045,10178.18498,64716.10583,62105.1888,58693.00709 +SC,Today,2046,10178.18498,74894.29081,71738.54271,74396.23397 +SC,Today,2047,5499.841848,80394.13266,76560.32286,93705.67629 +SC,Today,2048,5499.841848,85893.97451,81264.56421,117909.7514 +SC,Today,2049,573.24976,86467.22427,80902.94432,147419.552 +SC,Today,2050,573.24976,87040.47403,80431.93667,182865.5241 +SD,Today,2018,46.3216,46.3216,46.57334783,0 +SD,Today,2019,0.245649745,46.56724975,46.56852917,4.61E-08 +SD,Today,2020,0.245649745,46.81289949,46.67514748,7.35E-06 +SD,Today,2021,0.289000085,47.10189958,46.82503029,0.000148693 +SD,Today,2022,0.289000085,47.39089966,46.97388356,0.001305742 +SD,Today,2023,0.45049983,47.84139949,47.28387764,0.007216313 +SD,Today,2024,0.45049983,48.29189932,47.59180558,0.029621659 +SD,Today,2025,1.620950595,49.91284991,49.07276989,0.098750121 +SD,Today,2026,1.620950595,51.53380051,50.54455852,0.282193212 +SD,Today,2027,56.18533992,107.7191404,106.8085351,0.716030555 +SD,Today,2028,56.18533992,163.9044803,162.813975,1.652851499 +SD,Today,2029,152.0051602,315.9096405,314.7570994,3.531997726 +SD,Today,2030,152.0051602,467.9148007,465.973988,7.077667264 +SD,Today,2031,7.91689932,475.8317001,471.680478,13.42995205 +SD,Today,2032,7.91689932,483.7485994,477.1736923,24.31140106 +SD,Today,2033,1159.734051,1643.48265,1639.201331,42.2254633 +SD,Today,2034,1159.734051,2803.216701,2796.121432,70.67016479 +SD,Today,2035,15.35609966,2818.572801,2797.819552,114.3263497 +SD,Today,2036,15.35609966,2833.928901,2798.205131,179.1400753 +SD,Today,2037,131.9303691,2965.85927,2915.15198,272.1613666 +SD,Today,2038,131.9303691,3097.789639,3030.988122,400.9352071 +SD,Today,2039,33.14064958,3130.930288,3046.307789,572.1993063 +SD,Today,2040,33.14064958,3164.070938,3060.660284,789.7046047 +SD,Today,2041,34.92055017,3198.991488,3075.966154,1051.264441 +SD,Today,2042,34.92055017,3233.912038,3090.630298,1345.77239 +SD,Today,2043,31.82824992,3265.740288,3101.921,1651.82513 +SD,Today,2044,31.82824992,3297.568538,3113.461138,1940.166189 +SD,Today,2045,29.17284992,3326.741388,3123.091189,2181.272472 +SD,Today,2046,29.17284992,3355.914238,3133.804883,2356.170231 +SD,Today,2047,21.88155068,3377.795789,3138.28024,2464.435819 +SD,Today,2048,21.88155068,3399.677339,3143.198366,2544.699527 +SD,Today,2049,1252.316758,4651.994097,4384.533339,2560.444137 +SD,Today,2050,1252.316758,5904.310855,5620.802629,2581.599016 +TN,Today,2018,179.4501304,179.4501304,180.4254028,0 +TN,Today,2019,5.520749575,184.97088,184.9996339,1.79E-07 +TN,Today,2020,5.520749575,190.4916296,189.9805381,2.85E-05 +TN,Today,2021,3.02600034,193.5176299,192.4404533,0.000576749 +TN,Today,2022,3.02600034,196.5436302,194.8868123,0.005072833 +TN,Today,2023,1150.806499,1347.350129,1350.381322,0.028082443 +TN,Today,2024,1150.806499,2498.156628,2500.506561,0.115454461 +TN,Today,2025,2587.335401,5085.492029,5087.858304,0.385441998 +TN,Today,2026,2587.335401,7672.82743,7662.980739,1.10291829 +TN,Today,2027,5772.27792,13445.10535,13424.17193,2.802316324 +TN,Today,2028,5772.27792,19217.38327,19158.40684,6.479304346 +TN,Today,2029,8313.18099,27530.56426,27415.82823,13.87719432 +TN,Today,2030,8313.18099,35843.74525,35633.54199,27.90238604 +TN,Today,2031,16.58434932,35860.3296,35477.91946,53.21350467 +TN,Today,2032,16.58434932,35876.91395,35316.76721,97.0387141 +TN,Today,2033,20.21215026,35897.1261,35159.53603,170.2788784 +TN,Today,2034,20.21215026,35917.33825,35002.27895,288.939946 +TN,Today,2035,25.44560051,35942.78385,34849.83733,475.890126 +TN,Today,2036,25.44560051,35968.22945,34696.36317,762.8379998 +TN,Today,2037,31.90135009,36000.1308,34547.56781,1192.268534 +TN,Today,2038,31.90135009,36032.03215,34395.94834,1818.88673 +TN,Today,2039,39.72219966,36071.75435,34248.11784,2710.030289 +TN,Today,2040,39.72219966,36111.47655,34094.71914,3944.815075 +TN,Today,2041,47.99270009,36159.46925,33942.34603,5612.937926 +TN,Today,2042,47.99270009,36207.46195,33780.67261,7816.487682 +TN,Today,2043,56.57430026,36264.03625,33615.81391,10681.40448 +TN,Today,2044,56.57430026,36320.61055,33435.58551,14386.96602 +TN,Today,2045,2987.553313,39308.16386,36177.33262,19217.08235 +TN,Today,2046,2987.553313,42295.71718,38877.88767,25622.44732 +TN,Today,2047,77.03975043,42372.75693,38600.1122,34262.91999 +TN,Today,2048,77.03975043,42449.79668,38261.08063,46077.22819 +TN,Today,2049,4715.894208,47165.69089,42507.81898,61794.42349 +TN,Today,2050,4715.894208,51881.58509,46644.93343,82520.972 +TX,Today,2018,2358.404182,2358.404182,2371.221596,0 +TX,Today,2019,2489.285939,4847.690121,4860.655152,2.35E-06 +TX,Today,2020,2489.285939,7336.97606,7342.192039,0.000376583 +TX,Today,2021,7344.237119,14681.21318,14694.7645,0.007955689 +TX,Today,2022,7344.237119,22025.4503,22011.30566,0.074275165 +TX,Today,2023,5556.427467,27581.87776,27495.37439,0.435940305 +TX,Today,2024,5556.427467,33138.30523,32951.44621,1.887911609 +TX,Today,2025,6578.663656,39716.96889,39407.02588,6.593977576 +TX,Today,2026,6578.663656,46295.63254,45830.69171,19.62635775 +TX,Today,2027,971.9153246,47267.54787,46590.49604,51.63207571 +TX,Today,2028,971.9153246,48239.46319,47342.48066,123.1507225 +TX,Today,2029,1147.359841,49386.82303,48265.49314,271.2560852 +TX,Today,2030,1147.359841,50534.18288,49181.44346,559.3526559 +TX,Today,2031,2326.018767,52860.20164,51272.07864,1091.095201 +TX,Today,2032,2326.018767,55186.22041,53345.74577,2029.44161 +TX,Today,2033,9267.732657,64453.95307,62368.30358,3621.65249 +TX,Today,2034,9267.732657,73721.68572,71332.80408,6230.36705 +TX,Today,2035,396.3802377,74118.06596,71316.49514,10369.33423 +TX,Today,2036,396.3802377,74514.4462,71253.03392,16739.4805 +TX,Today,2037,836.226719,75350.67292,71575.22513,26256.36135 +TX,Today,2038,836.226719,76186.89964,71819.6442,40053.914 +TX,Today,2039,228.8437997,76415.74344,71353.05657,59443.78899 +TX,Today,2040,228.8437997,76644.58724,70763.67013,85809.75365 +TX,Today,2041,940.4294042,77585.01664,70744.1338,120432.5702 +TX,Today,2042,940.4294042,78525.44604,70559.98225,164283.8132 +TX,Today,2043,863.4725056,79388.91855,70123.71853,217897.7786 +TX,Today,2044,863.4725056,80252.39106,69508.5695,281493.6036 +TX,Today,2045,729.219096,80981.61015,68571.78755,355484.9427 +TX,Today,2046,729.219096,81710.82925,67423.32898,441279.3875 +TX,Today,2047,6918.282408,88629.11166,72224.67799,541871.2536 +TX,Today,2048,6918.282408,95547.39406,76644.83473,662608.7677 +TX,Today,2049,4170.871456,99718.26552,77886.44565,805424.5081 +TX,Today,2050,4170.871456,103889.137,78713.5531,970858.0489 +UT,Today,2018,1523.774685,1523.774685,1532.056069,0 +UT,Today,2019,123.8475493,1647.622234,1648.267274,1.52E-06 +UT,Today,2020,123.8475493,1771.469784,1767.50997,0.000241863 +UT,Today,2021,148.0513006,1919.521084,1910.72907,0.004909351 +UT,Today,2022,148.0513006,2067.572385,2053.230539,0.043317459 +UT,Today,2023,145.2675494,2212.839934,2192.213837,0.240587504 +UT,Today,2024,145.2675494,2358.107484,2330.483541,0.992160986 +UT,Today,2025,140.9435998,2499.051083,2463.681525,3.321514834 +UT,Today,2026,140.9435998,2639.994683,2596.132269,9.527704774 +UT,Today,2027,134.0611509,2774.055834,2720.844675,24.25821777 +UT,Today,2028,134.0611509,2908.116985,2844.610019,56.17173409 +UT,Today,2029,120.25035,3028.367335,2953.29515,120.3813457 +UT,Today,2030,120.25035,3148.617685,3060.389862,241.8833678 +UT,Today,2031,94.35085,3242.968535,3139.197359,460.162412 +UT,Today,2032,94.35085,3337.319385,3214.787526,835.084892 +UT,Today,2033,251.5571596,3588.876545,3443.520776,1453.987428 +UT,Today,2034,251.5571596,3840.433704,3664.721097,2439.43035 +UT,Today,2035,48.82230034,3889.256005,3671.825601,3956.2719 +UT,Today,2036,48.82230034,3938.078305,3665.634517,6215.360509 +UT,Today,2037,36.00685,3974.085155,3629.112758,9469.164325 +UT,Today,2038,36.00685,4010.092005,3570.509758,13992.33778 +UT,Today,2039,25.54844957,4035.640454,3475.078494,20038.69628 +UT,Today,2040,25.54844957,4061.188904,3350.793989,27767.96348 +UT,Today,2041,449.0441196,4510.233024,3623.731841,37145.28212 +UT,Today,2042,449.0441196,4959.277143,3872.910806,47837.92228 +UT,Today,2043,70.00923102,5029.286374,3729.310812,59164.43573 +UT,Today,2044,70.00923102,5099.295605,3591.51946,70172.40564 +UT,Today,2045,930.9101395,6030.205745,4340.823089,79892.4546 +UT,Today,2046,930.9101395,6961.115884,5119.672671,87707.00137 +UT,Today,2047,4232.97743,11194.09331,9242.027442,93628.07431 +UT,Today,2048,4232.97743,15427.07074,13356.51821,98971.47911 +UT,Today,2049,7.828499745,15434.89924,13236.6369,102622.3326 +UT,Today,2050,7.828499745,15442.72774,13105.45526,106696.2438 +VA,Today,2018,586.7037455,586.7037455,589.8923528,0 +VA,Today,2019,16.78749958,603.4912451,603.57868,5.84E-07 +VA,Today,2020,16.78749958,620.2787447,618.6015223,9.31E-05 +VA,Today,2021,10.3972,630.6759447,627.1603648,0.001885458 +VA,Today,2022,10.3972,641.0731447,635.6724892,0.016581415 +VA,Today,2023,5.615100425,646.6882451,639.3334965,0.091779302 +VA,Today,2024,5.615100425,652.3033455,642.9672145,0.377279568 +VA,Today,2025,22.63889975,674.9422453,663.6685005,1.259383457 +VA,Today,2026,22.63889975,697.581145,684.2445979,3.603097004 +VA,Today,2027,154.3797198,851.9608648,836.9765164,9.152063802 +VA,Today,2028,154.3797198,1006.340585,988.9025462,21.14638353 +VA,Today,2029,997.2640303,2003.604615,1986.382635,45.22738136 +VA,Today,2030,997.2640303,3000.868645,2979.046836,90.70274074 +VA,Today,2031,68.65280043,3069.521446,3033.520692,172.238494 +VA,Today,2032,68.65280043,3138.174246,3086.011737,312.013021 +VA,Today,2033,74.05709949,3212.231346,3142.055639,542.2887564 +VA,Today,2034,74.05709949,3286.288445,3195.417179,908.1911583 +VA,Today,2035,80.8622006,3367.150646,3251.878963,1470.176769 +VA,Today,2036,80.8622006,3448.012846,3303.254165,2305.162187 +VA,Today,2037,84.74159975,3532.754446,3351.869424,3504.547579 +VA,Today,2038,84.74159975,3617.496046,3392.149609,5166.511353 +VA,Today,2039,4337.452547,7954.948593,7692.851362,7379.408659 +VA,Today,2040,4337.452547,12292.40114,11965.36274,10193.86954 +VA,Today,2041,63.52645068,12355.92759,11915.12238,13584.87688 +VA,Today,2042,63.52645068,12419.45404,11853.6894,17413.20836 +VA,Today,2043,54.54449941,12473.99854,11780.73321,21407.144 +VA,Today,2044,54.54449941,12528.54304,11711.76526,25192.91122 +VA,Today,2045,49.8295506,12578.37259,11648.53453,28391.14575 +VA,Today,2046,49.8295506,12628.20214,11599.91522,30755.37128 +VA,Today,2047,3540.267307,16168.46945,15070.41654,32275.21903 +VA,Today,2048,3540.267307,19708.73676,18533.10329,33436.5316 +VA,Today,2049,768.4967029,20477.23346,19209.47711,33778.26483 +VA,Today,2050,768.4967029,21245.73016,19878.97586,34156.42812 +VT,Today,2018,223.2026899,223.2026899,224.415748,0 +VT,Today,2019,31.530886,254.7335759,254.8977993,2.22E-07 +VT,Today,2020,31.530886,286.2644619,285.7505414,3.54E-05 +VT,Today,2021,38.46743383,324.7318957,323.4841824,0.000721204 +VT,Today,2022,38.46743383,363.1993296,361.029919,0.006387287 +VT,Today,2023,49.47061668,412.6699462,409.4407321,0.035611735 +VT,Today,2024,49.47061668,462.1405629,457.6109854,0.147383729 +VT,Today,2025,46.84932871,508.9898916,502.9020443,0.494988289 +VT,Today,2026,46.84932871,555.8392203,547.9536454,1.423937707 +VT,Today,2027,44.55625557,600.3954759,590.452351,3.634799064 +VT,Today,2028,44.55625557,644.9517315,632.6890908,8.436406032 +VT,Today,2029,29.85728794,674.8090194,659.8627248,18.11920908 +VT,Today,2030,29.85728794,704.6663074,686.7334424,36.48121347 +VT,Today,2031,40.63278265,745.29909,724.0267071,69.53744548 +VT,Today,2032,40.63278265,785.9318727,760.7140499,126.4329269 +VT,Today,2033,8.449288065,794.3811607,764.234095,220.5491968 +VT,Today,2034,8.449288065,802.8304488,766.7147106,370.7298417 +VT,Today,2035,4.18710017,807.017549,763.4580635,602.4287698 +VT,Today,2036,4.18710017,811.2046491,758.1956224,948.3806074 +VT,Today,2037,6.45729564,817.6619448,752.5307129,1448.09295 +VT,Today,2038,6.45729564,824.1192404,743.430838,2145.105204 +VT,Today,2039,4.44162009,828.5608605,728.1735069,3080.715986 +VT,Today,2040,4.44162009,833.0024806,708.329345,4283.144377 +VT,Today,2041,1.98645051,834.9889311,681.4655314,5752.510892 +VT,Today,2042,1.98645051,836.9753816,650.8433871,7445.232458 +VT,Today,2043,1.20359932,838.1789809,617.346334,9266.091469 +VT,Today,2044,1.20359932,839.3825802,584.10456,11079.50909 +VT,Today,2045,689.4724011,1528.854981,1244.521459,12747.47877 +VT,Today,2046,689.4724011,2218.327382,1906.166615,14185.2929 +VT,Today,2047,0.836399575,2219.163782,1876.735733,15404.09858 +VT,Today,2048,0.836399575,2220.000182,1846.863135,16609.67811 +VT,Today,2049,18.386044,2238.386226,1837.263584,17657.88726 +VT,Today,2050,18.386044,2256.77227,1825.171493,18847.44997 +WA,Today,2018,77.92034932,77.92034932,78.34382948,0 +WA,Today,2019,1.68725051,79.60759983,79.61638759,7.76E-08 +WA,Today,2020,1.68725051,81.29485034,81.0694201,1.24E-05 +WA,Today,2021,1.44755017,82.74240051,82.27744111,0.000250324 +WA,Today,2022,1.44755017,84.18995068,83.47896025,0.002200477 +WA,Today,2023,0.52869949,84.71865017,83.75080691,0.012174242 +WA,Today,2024,0.52869949,85.24734966,84.02000494,0.050023578 +WA,Today,2025,0.913750255,86.16109991,84.6727275,0.166917349 +WA,Today,2026,0.913750255,87.07485017,85.31839379,0.477385435 +WA,Today,2027,2.855999575,89.93084974,87.90347479,1.21221002 +WA,Today,2028,2.855999575,92.78684932,90.46091211,2.800104674 +WA,Today,2029,7.789399915,100.5762492,97.9310911,5.987292491 +WA,Today,2030,7.789399915,108.3656491,105.3159627,12.00465841 +WA,Today,2031,9.138350595,117.5039997,113.932898,22.79121904 +WA,Today,2032,9.138350595,126.6423503,122.3699994,41.27848298 +WA,Today,2033,7.93815,134.5805003,129.3465851,71.72973195 +WA,Today,2034,7.93815,142.5186503,135.9693659,120.1062335 +WA,Today,2035,12.58084949,155.0994998,146.7631879,194.3916456 +WA,Today,2036,12.58084949,167.6803493,156.8715691,304.7383772 +WA,Today,2037,20.6762506,188.3565999,174.2136581,463.2020462 +WA,Today,2038,20.6762506,209.0328505,190.4077088,682.7169722 +WA,Today,2039,24.86249992,233.8953504,209.4572646,974.8941296 +WA,Today,2040,24.86249992,258.7578504,227.0383047,1346.324795 +WA,Today,2041,15.51334983,274.2712002,233.8322685,1793.561778 +WA,Today,2042,15.51334983,289.78455,239.5988278,2298.023199 +WA,Today,2043,9.732500085,299.5170501,239.1748881,2823.586388 +WA,Today,2044,9.732500085,309.2495502,239.2458513,3320.635012 +WA,Today,2045,8.300250255,317.5498004,239.2386972,3738.829755 +WA,Today,2046,8.300250255,325.8500507,241.1458028,4045.401678 +WA,Today,2047,10.77969915,336.6297498,247.468346,4238.727666 +WA,Today,2048,10.77969915,347.409449,254.6012922,4382.774739 +WA,Today,2049,10.6063006,358.0157496,263.4171495,4415.192528 +WA,Today,2050,10.6063006,368.6220502,272.1590312,4449.267649 +WI,Today,2018,1588.23616,1588.23616,1596.867878,0 +WI,Today,2019,421.3017206,2009.537881,2011.73216,1.58E-06 +WI,Today,2020,421.3017206,2430.839601,2428.155124,0.00025238 +WI,Today,2021,36.77015034,2467.609752,2457.006605,0.005162477 +WI,Today,2022,36.77015034,2504.379902,2485.669363,0.046069616 +WI,Today,2023,55.77529975,2560.155202,2533.26716,0.258849201 +WI,Today,2024,55.77529975,2615.930501,2580.611253,1.07888853 +WI,Today,2025,100.3263499,2716.256851,2672.426186,3.646177091 +WI,Today,2026,100.3263499,2816.583201,2763.713672,10.54638883 +WI,Today,2027,158.9457504,2975.528952,2913.236348,27.04908834 +WI,Today,2028,158.9457504,3134.474702,3061.681895,63.04000325 +WI,Today,2029,870.1920893,4004.666791,3923.035398,135.8767542 +WI,Today,2030,870.1920893,4874.858881,4779.360091,274.4172724 +WI,Today,2031,1101.372197,5976.231078,5861.562077,524.4573295 +WI,Today,2032,1101.372197,7077.603275,6935.269338,955.7284062 +WI,Today,2033,278.3469503,7355.950225,7172.041251,1670.377244 +WI,Today,2034,278.3469503,7634.297175,7399.388551,2812.354589 +WI,Today,2035,257.1394495,7891.436625,7593.272026,4576.209992 +WI,Today,2036,257.1394495,8148.576074,7770.750271,7212.222798 +WI,Today,2037,1192.175878,9340.751952,8865.568043,11022.48715 +WI,Today,2038,1192.175878,10532.92783,9929.238753,16339.78731 +WI,Today,2039,195.2764498,10728.20428,9954.686038,23479.07896 +WI,Today,2040,195.2764498,10923.48073,9943.616771,32653.07952 +WI,Today,2041,149.2200497,11072.70078,9851.112283,43853.83072 +WI,Today,2042,149.2200497,11221.92083,9730.075619,56726.15645 +WI,Today,2043,153.63648,11375.55731,9598.658974,70494.86002 +WI,Today,2044,153.63648,11529.19379,9471.984753,84034.70271 +WI,Today,2045,128.8548997,11658.04869,9345.812422,96146.04102 +WI,Today,2046,128.8548997,11786.90359,9259.521178,105979.8995 +WI,Today,2047,151.4130501,11938.31664,9238.03222,113386.8124 +WI,Today,2048,151.4130501,12089.72969,9236.173706,119662.3771 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+@scenario|Module Composition Scenario,@timeseries|Year,@value|InstalledCapacity|PV ICE Bifacial Reduced Installs#MW,@value|InstalledCapacity|PV ICE Bifacial#MW,@value|InstalledCapacity|Irena EL#MW,@value|InstalledCapacity|Irena RL#MW,@value|InstalledCapacity|Cumulative New Installs#MW +Bifacial Projection,1995,12.6,12.6,12.6,12.6,12.5 +Bifacial Projection,1996,22.24374817,22.24374817,22.24116682,22.24378988,22.16766667 +Bifacial Projection,1997,33.81018778,33.81018778,33.79186661,33.81114342,33.78966667 +Bifacial Projection,1998,45.46364885,45.46364885,45.39775117,45.4705165,45.57066667 +Bifacial Projection,1999,62.17807618,62.17807618,62.00761253,62.20741912,62.45533334 +Bifacial Projection,2000,82.82050656,82.82050656,82.45951119,82.91287699,83.38200001 +Bifacial Projection,2001,110.3670457,110.3670457,109.6984315,110.6046184,111.367 +Bifacial Projection,2002,152.1843924,152.1843924,151.0587559,152.7131128,153.843 +Bifacial 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Projection,2043,687841,714982,449286,629060,779306.3041 +Bifacial Projection,2044,717911,746655,457631,647542,819244.0881 +Bifacial Projection,2045,740281,770261,457738,656810,851645.0025 +Bifacial Projection,2046,762300,793482,457468,664515,884045.9168 +Bifacial Projection,2047,795754,828642,469153,682783,928477.8565 +Bifacial Projection,2048,828014,862563,480861,699504,972909.7962 +Bifacial Projection,2049,876957,913932,510922,732888,1035487.696 +Bifacial Projection,2050,924369,963717,541076,764661,1098065.596 diff --git a/docs/OpenEI/PVSC_ModuleCompositionScenarios_MassperM2.csv b/docs/OpenEI/PVSC_ModuleCompositionScenarios_MassperM2.csv new file mode 100644 index 00000000..77689ac9 --- /dev/null +++ b/docs/OpenEI/PVSC_ModuleCompositionScenarios_MassperM2.csv @@ -0,0 +1,57 @@ +@timeseries|Year,@value|GlassModuleCompositionScenario|Today#kgperm2,@value|GlassModuleCompositionScenario|Bifacial 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7af56f77..1d6c289c 100644 --- a/docs/sphinx/source/data.rst +++ b/docs/sphinx/source/data.rst @@ -39,10 +39,13 @@ Percentage of modules collected from the field at end of life for sorting and di module_EOL_collected_recycled_[%] : float Percentage of collected end of life modules that are sent to recycling -module_repowering_[%]: float -Percentage of modules at EOL from degradation that are repowered. +module_merchantTail_[%]: float +Percentage of modules at EOL that are reused on-site. -module_repairing_[%]: float +module_reuse_[%]: float +Percentage of modules at EOL that are reused at EoL at a different location. + +module_repair_[%]: float Percentage of modules at EOL from failure that are repaired and go back to functioning in the field. @@ -85,7 +88,7 @@ Percentage of end of life recycled material that is recycled into high quality m Output Data ------------------ -The CEMFC calculates virgin material, landfilled and recycled materials, and the many other steps in the Mass Flow Diagram for each year dynamically. It appends these annual results to the dataframe loaded from baseline_module and baseline_materials. A description of the output columns is below. +PV ICE calculates virgin material, landfilled and recycled materials, and the many other steps in the Mass Flow Diagram for each year dynamically. It appends these annual results to the dataframe loaded from baseline_module and baseline_materials. A description of the output columns is below. CEMFC Outputs @@ -194,22 +197,48 @@ IRENA Solar Energy Data (https://www.irena.org/solar, and https://irena.org/Stat Installed Capacity - Projections ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ -Projection installation data for 2019 through 2050, Installations projected to increase 8.9% compound annual growth rate through 2050 -(IRENA, "Future of Solar PV 2019," IRENA, 2019. Accessed: Apr. 02, 2020. [Online]. Available: https://irena.org/-/media/Files/IRENA/Agency/Publication/2019/Nov/IRENA_Future_of_Solar_PV_2019.pdf.) -OR -NREL Std Scenarios 2019 mid case +Projection installation options through 2050 include: +1. An 8.9% compound annual growth rate through 2050 (IRENA, "Future of Solar PV 2019," IRENA, 2019. Accessed: Apr. 02, 2020. [Online]. Available: https://irena.org/-/media/Files/IRENA/Agency/Publication/2019/Nov/IRENA_Future_of_Solar_PV_2019.pdf.) +2. Electrification Futures 2021 US projection data for reference case and High electrification case. + +More installation projection options will be available in future. Module Baselines ~~~~~~~~~~~~~~~~~~ -Degradation rate (in percentage power loss per year) -(D. C. Jordan, S. R. Kurtz, K. VanSant, and J. Newmiller, "Compendium of photovoltaic degradation rates," Progress in Photovoltaics: Research and Applications, vol. 24, no. 7, pp. 978989, 2016, doi: 10.1002/pip.2744.) +Degradation rate (in percentage power loss per year): +*D. C. Jordan, S. R. Kurtz, K. VanSant, and J. Newmiller, "Compendium of photovoltaic degradation rates," Progress in Photovoltaics: Research and Applications, vol. 24, no. 7, pp. 978989, 2016, doi: 10.1002/pip.2744.* + +Failure probability data, i.e. T50 and T90, in years: +*D. C. Jordan, B. Marion, C. Deline, T. Barnes, and M. Bolinger, "PV field reliability status - Analysis of 100 000 solar systems," Progress in Photovoltaics: Research and Applications, vol. n/a, no. n/a, Feb. 2020, doi: 10.1002/pip.3262.* + +Project lifetimes: +*M. Bolinger, J. Seel, and D. Robson, Utility-Scale Solar 2019, LBNL, Dec. 2019. Accessed: Aug. 13, 2020. [Online]. Available: https://emp.lbl.gov/sites/default/files/lbnl_utility_scale_solar_2019_edition_final.pdf* -Failure probability data, i.e. T50 and T90, in years -(D. C. Jordan, B. Marion, C. Deline, T. Barnes, and M. Bolinger, "PV field reliability status - Analysis of 100 000 solar systems," Progress in Photovoltaics: Research and Applications, vol. n/a, no. n/a, Feb. 2020, doi: 10.1002/pip.3262.) Material Baselines ~~~~~~~~~~~~~~~~~~~~ - -Glass thickness data -^^^^^^^^^^^^^^^^^^^^^^ -The ITRPV Results Reports for 2010 and forward provided glass thickness data, and where report data was missing, reasonable assumptions or interpolations were made. See jupyter journal "Glass per M2 Calculations" for each year's calculations, and SupportingMaterial Glass_FrontThickness_ITRPV and Module_Conformation_ITRPV files for extracted data ("ITRPV - VDMA." https://itrpv.vdma.org/). +Calculations for material baseline values can be found in Jupyter Journals "PV_ICE\docs\tutorials\baseline development documentation". Some of the primary references utilized for these calculations are listed here. + +Glass +^^^^^^^ +*thickness data: ITRPV 2010-2021 +*module package (g-g vs g-b): ITRPV 2010-2021 + +Silicon +^^^^^^^^^ +*wafer thickness, cell size, kerf loss: ITRPV 2010-2021 +*mono-Si vs mc-Si marketshares: *M. Bolinger, J. Seel, and D. Robson, Utility-Scale Solar 2019, LBNL, Dec. 2019. Accessed: Aug. 13, 2020. [Online]. Available: https://emp.lbl.gov/sites/default/files/lbnl_utility_scale_solar_2019_edition_final.pdf* and *G. Barbose and N. Darghouth, Tracking the Sun 2019, LBNL, Oct. 2019. Accessed: Aug. 13, 2020. [Online]. Available: https://emp.lbl.gov/sites/default/files/tracking_the_sun_2019_report.pdf* + +Silver +^^^^^^^ +*silver per cell: ITRPV 2010-2021 + +Copper +^^^^^^^^ +*number of busbars: ITRPV 2010-2021 +*busbar dimensions: *Standard PV Ribbon Datasheet. Ulbrich Solar Technologies. Accessed: Jan. 14, 2021. [Online]. Available: https://www.pvribbon.com/wp-content/uploads/Datasheets/SPR_Datasheet.pdf* + +Aluminum Frames +^^^^^^^^^^^^^^^^^ +*framed vs frameless: ITRPV 2010-2021 +*module size: *J. R. Peeters, D. Altamirano, W. Dewulf, and J. R. Duflou, Forecasting the composition of emerging waste streams with sensitivity analysis: A case study for photovoltaic (PV) panels in Flanders, Resources, Conservation and Recycling, vol. 120, pp. 1426, May 2017, doi: 10.1016/j.resconrec.2017.01.001.* diff --git a/docs/sphinx/source/package_overview.rst b/docs/sphinx/source/package_overview.rst index 8a53a409..3c113477 100644 --- a/docs/sphinx/source/package_overview.rst +++ b/docs/sphinx/source/package_overview.rst @@ -5,12 +5,14 @@ Package Overview The PV ICE tool considers the following material flow: -.. image:: ../../images_wiki/MFC-Diagram.PNG +.. image:: ../../images_wiki/PV_ICE_Diagram-Legend.PNG :width: 450 -The starting point is the installed capacity. From there, the percentage of probability of each arrow determines the amount of material on each stage. For example, if 20% gets Recycled, that means the other 80% goes to landfill. +PV ICE system boundaries include “Virgin Extraction & Refinement,” “PV Manufacturing,” “Use Phase,” and “End-of-Life,”. Mass flows (arrows) are affected by process efficiencies (circles) and decision points (hexagons) are either module or material properties (background color). All materials are tracked on a mass-per-module-area basis, allowing conversion between module and material. The module and its materials can follow a linear flow (double arrows, Figure 2) from extraction to EoL, or follow circular pathways (teal arrows). Process efficiencies or yields (circles) dictate extra material demands and wastes generated in a process step (ex: kerf loss of silicon). Decision points (hexagons) are influenced by stakeholders or policy decisions and regulations, dictating the fraction of modules or materials which follow a specific pathway (ex: fraction of modules recycled at EoL). -Input to the calculator is an excel file with the appropriate columns to establish all the paths in the diagram. Examples for baseline input files for the US and World past and projected values are available in the ``PV_ICE/baselines`` folder. +Calculations are based around annual installed capacity. From there, the percentage of probability of each arrow determines the amount of material on each stage. For example, if 20% gets Recycled, that means the other 80% goes to landfill. + +Input to the calculator are csvs with the columns corresponding to the paths in the diagram. Baseline input files of module and materials for the US and World 1995-2050 are available in the ``PV_ICE/baselines`` folder. For contrast, a completely linear economy would look like: @@ -21,10 +23,7 @@ For contrast, a completely linear economy would look like: Framework and Definitions ---------------------------- PV Life Stages/Phases: -We are setting the boundaries of the PV Life stages at mining/extraction and processing of the virgin materials, which are all represented as a single stage ("Extraction and Material Prep"). Subsequent stages are -"Manufacturing", where the processed materials are made into a module; -"Lifetime/UsePhase"; where the module is installed and used to generate electricity; and -"End of Life" (EOL), where the module has either failed or degraded beyond use. The "R's" modify the linear life stages of a PV module. +Mining/extraction and processing of the virgin materials are represented as a single efficiency ("Extraction and Material Prep") to capture the order of magnitude of material extraction. Subsequent stages are "Manufacturing", where the processed materials are made into a module; "Lifetime/UsePhase"; where the module is installed and used to generate electricity; and "End of Life" (EOL), where the module has either failed or degraded beyond use. The "R's" modify the linear life stages of a PV module. EOL ~~~~~ @@ -61,9 +60,13 @@ Refurbish ^^^^^^^^^^ Module is at EOL (through failure or degradation), and the module is demounted and taken offsite to resolve defects or problems. -Reuse -^^^^^^^ -Module is at EOL (through degradation) and is demounted and removed from the field. Offsite, the module is assessed/tested/recertified and found to be in sufficient working condition to be reinstalled at the same site or on a new site. Could be as a result of a solar PV farm "Repowering". +Resell Reuse +^^^^^^^^^^^^^^ +Module is at EOL (through degradation) and is demounted and removed from the field. Offsite, the module is assessed/tested/recertified and found to be in sufficient working condition to be sold and reinstalled at a new site. Could be as a result of a solar PV farm "Repowering". + +Merchant Tail +^^^^^^^^^^^^^^^^ +Module is at EOL (through degradation) but is left to continue generating power in the field until a later date. Recycle ^^^^^^^^ diff --git a/docs/sphinx/source/whatsnew.rst b/docs/sphinx/source/whatsnew.rst index de7925ba..c031a5a9 100644 --- a/docs/sphinx/source/whatsnew.rst +++ b/docs/sphinx/source/whatsnew.rst @@ -7,6 +7,7 @@ What's New These are new features and improvements of note in each release. .. include:: whatsnew/v0.1.0.rst - +.. include:: whatsnew/v0.1.1.rst +.. include:: whatsnew/v0.2.0.rst diff --git a/docs/sphinx/source/whatsnew/v0.1.1.rst b/docs/sphinx/source/whatsnew/v0.1.1.rst new file mode 100644 index 00000000..5877f37b --- /dev/null +++ b/docs/sphinx/source/whatsnew/v0.1.1.rst @@ -0,0 +1,11 @@ +.. _whatsnew_0110: + +v0.1.1 (03 / 24 / 2021) +======================= + +Updates to baselines, and inclusion of software on PyPI for automatic installation with `pip install PV_ICE` + +Contributors +~~~~~~~~~~~~ +* Silvana Ayala (:ghuser:`shirubana`) +* Heather Mirletz (:ghuser:`heathermirletz`) diff --git a/docs/sphinx/source/whatsnew/v0.2.0.rst b/docs/sphinx/source/whatsnew/v0.2.0.rst new file mode 100644 index 00000000..9632b2e3 --- /dev/null +++ b/docs/sphinx/source/whatsnew/v0.2.0.rst @@ -0,0 +1,32 @@ +.. _whatsnew_0200: + + +v0.2.0 (07 / 07 / 2021) +======================= + +* Renamed Repower to Reuse, added Merchant Tail as possible pathway to continue using modules at EoL. +* Added tracking of various variables, including Repaired area and repaired power. +* Implemented bifacial technology considerations in the Mass Flow. +* Journal with Sensitivy Anylisis for the various functions +* Journal with Senki inputs for the cumulative mass flows +* New folder with Open Energy Information (OpenEI) datasets and jupyter journal showing how to save data into format. +* New page showing baselines on `OpenEI `_. +* New page showing results from PVSC Proceedings on `OpenEI PVSC `_. + + +Baseline Updates +----------------- + +* All baselines updated with 2021 ITRPV Data. +* Improved lifetime projections and approach, considering T50 and T90s so that 90% of the population has not failed by the end of Project Lifetime. Project Lifetimes follow LBNL data. More documentation in baseline development journals. +* Glass baseline improvement in manufacturing efficiency values used. +* Bifaciality factor baseline added +* Completed baselines for Glass, Silicon, Silver, Copper and Aluminum Frames +* Electrification Futures 2021 deployment projections added for US modules. + + +Contributors +~~~~~~~~~~~~ +* Silvana Ayala (:ghuser:`shirubana`) +* Heather Mirletz (:ghuser:`heathermirletz`) +* Acadia Hegedus (:ghuser:`acadiajean`) diff --git a/docs/tutorials/0 - quickStart Example.html b/docs/tutorials/0 - quickStart Example.html index 868adca6..e5356d54 100644 --- a/docs/tutorials/0 - quickStart Example.html +++ b/docs/tutorials/0 - quickStart Example.html @@ -1,13104 +1,13995 @@ + -0 - quickStart Example +0 - quickStart Example - - + + + + - + + + - - - - - + - -
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1. Create a folder for your simulation, and load PV_DEMICE

First let's set the folder where the simulation will be saved. By default, this is the TEMP folder in the PV_DEMICE distribution.

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