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Update natural gas regression parameters (betas and alphas) with AEO 2026 (2025 -> 2026) #51

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Update natural gas regression parameters (betas and alphas) with AEO 2026 (2025 -> 2026) #51

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e2120f6
Update natural gas regression parameters (betas and alphas) with AEO …
Yunzhi-Chen Apr 21, 2026
483cb2f
Add AEO 2026 dollar year and deflator
Yunzhi-Chen Apr 21, 2026
41f06f0
Update model_documentation.md
Yunzhi-Chen Apr 22, 2026
096035f
Updated AEO files
Yunzhi-Chen May 19, 2026
02cdd25
Update .gitignore
Yunzhi-Chen May 19, 2026
ef72651
Update
Yunzhi-Chen May 28, 2026
f4b4cf9
Update .gitignore
Yunzhi-Chen May 28, 2026
5b12e66
Merge branch 'main' into yc/natural_gas_update_2026
Yunzhi-Chen May 28, 2026
45f693e
Update cases.csv
Yunzhi-Chen May 28, 2026
53fc110
Modify 2025 deflator to match Wesley's PR
Yunzhi-Chen May 28, 2026
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2 changes: 1 addition & 1 deletion cases.csv
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Original file line number Diff line number Diff line change
Expand Up @@ -37,7 +37,7 @@ geodiscov,Annual discover rates for new geothermal sites,BAU; TI,BAU,
geohydrosupplycurve,Geohydro Supply Curve,ATB_2023,ATB_2023,
egssupplycurve,EGS Supply Curve,ATB_2023; reV,reV,
egsnearfieldsupplycurve,EGS (near field) Supply Curve,ATB_2023,ATB_2023,
ngscen,Natural gas price inputs (see inputs\fuelprices),N/A,AEO_2025_reference,
ngscen,Natural gas price inputs (see inputs\fuelprices),N/A,AEO_2026_reference,
pshsupplycurve,PSH Supply Curve,(8|10|12)hr_(ref|wEphemeral|wExist|wEph|wExist_wEph)_(apr2025|mar2024),12hr_ref_apr2025,
pvbscen,PVB cost-sharing scenario,benchmark2020,benchmark2020,
dacscen,Electrical DAC cost and performance inputs (see inputs/consume/[dacscen].csv starting with 'dac_elec_').,BVRE_2021_(high|mid|low),BVRE_2021_mid,
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3 changes: 2 additions & 1 deletion inputs/financials/deflator.csv
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Expand Up @@ -19,4 +19,5 @@
2021,0.697349107
2022,0.645693617
2023,0.620262841
2024,0.602782158
2024,0.602782158
2025,0.587506977
42 changes: 42 additions & 0 deletions inputs/fuelprices/alpha_AEO_2026_HOG.csv
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Original file line number Diff line number Diff line change
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t,East_North_Central,East_South_Central,Mid_Atlantic,Mountain,New_England,Pacific,South_Atlantic,West_North_Central,West_South_Central
2010,4.274321,4.137875,4.711561,4.348849,4.683875,4.172505,5.211406,4.662091,3.986710
2011,3.250640,3.043907,3.538973,3.435104,2.518591,2.781113,3.928042,3.661574,3.296519
2012,1.861207,1.802179,2.019255,2.135136,1.299775,1.533531,2.668667,2.094801,2.026640
2013,2.738112,2.628958,2.894765,2.942602,3.327790,2.185216,3.196929,3.017899,2.807178
2014,3.494080,3.092879,3.199281,3.246415,3.820127,2.593936,3.634713,3.744689,3.299712
2015,1.453247,1.548003,1.307021,1.760199,1.691627,1.054068,2.286350,1.809065,1.760347
2016,1.349029,1.232448,1.146193,1.287225,1.364421,0.752212,1.836327,1.200097,1.354203
2017,1.801610,1.721088,1.535469,1.744506,1.601754,1.182392,2.113329,1.855590,1.810900
2018,1.604343,1.609369,1.464344,1.717984,1.757134,1.144658,1.910176,1.671963,1.775599
2019,0.910407,1.084621,0.955677,1.167664,1.575510,0.745265,1.461099,0.976959,1.163360
2020,0.496623,0.744497,0.495862,0.878256,1.145742,0.441472,1.095534,0.640109,0.850163
2021,2.243688,2.721406,2.018844,2.864669,3.094409,2.537661,3.041219,2.427009,2.743093
2022,3.080724,3.831824,2.391515,3.704427,3.556702,3.287192,4.112245,3.505542,3.831477
2023,0.525828,0.788272,0.525021,0.929898,1.213108,0.467436,1.159950,0.677752,0.900153
2024,0.256799,0.527445,-0.089505,0.556717,0.197963,0.095968,0.980185,0.305383,0.645424
2025,0.863123,1.213779,0.601185,1.064128,1.108914,0.670486,1.635120,0.880009,1.285697
2026,0.715084,1.016711,0.451134,0.952131,0.671290,0.546283,1.418080,0.751348,1.183269
2027,0.617925,0.875931,0.292047,0.862069,0.395931,0.483612,1.242231,0.666421,0.989540
2028,0.567460,0.839861,0.168433,0.851125,0.318788,0.480907,1.183696,0.643537,0.953149
2029,0.575616,0.878862,0.143769,0.877827,0.296394,0.504958,1.196084,0.660824,1.008313
2030,0.634125,0.974161,0.130782,1.002017,0.269400,0.626526,1.420834,0.723273,1.113869
2031,0.652880,1.023170,0.134451,1.091447,0.273626,0.704086,1.466179,0.754305,1.198958
2032,0.666611,1.089121,0.069968,1.216806,0.219313,0.797587,1.520358,0.846099,1.321114
2033,0.604105,1.038929,0.096617,1.241048,0.260556,0.787401,1.485130,0.834930,1.292949
2034,0.489419,0.958522,0.029316,1.240482,0.187888,0.744750,1.216269,0.775984,1.232195
2035,0.430027,0.945117,-0.030959,1.273895,0.181927,0.737747,1.263167,0.747584,1.235206
2036,0.381435,0.918964,-0.109223,1.300273,0.137024,0.731842,1.172084,0.709425,1.242404
2037,0.320492,0.866084,-0.117597,1.278962,0.168563,0.646398,1.130389,0.649962,1.216437
2038,0.243586,0.790218,-0.176348,1.184959,0.112350,0.500813,1.046034,0.572945,1.149587
2039,0.148291,0.703505,-0.268235,1.048065,0.079598,0.346407,0.950178,0.465093,1.064718
2040,0.053479,0.624793,-0.392519,0.962721,-0.059601,0.232990,0.871614,0.376114,0.993441
2041,-0.061608,0.523068,-0.545699,0.842347,-0.218848,0.137274,0.764985,0.257277,0.918969
2042,-0.185466,0.416798,-0.707355,0.708869,-0.378413,-0.003099,0.647987,0.124114,0.823727
2043,-0.286196,0.323207,-0.825149,0.597777,-0.512458,-0.137443,0.550221,0.005823,0.746389
2044,-0.371072,0.229335,-0.931948,0.492979,-0.637612,-0.263946,0.450141,-0.118332,0.668595
2045,-0.441924,0.162548,-1.032834,0.432171,-0.676116,-0.335872,0.378631,-0.193050,0.613378
2046,-0.497549,0.103904,-1.097480,0.395583,-0.713449,-0.365369,0.314151,-0.237493,0.574419
2047,-0.556369,0.048921,-1.158374,0.344603,-0.767542,-0.438947,0.253196,-0.302063,0.540740
2048,-0.603926,-0.006141,-1.211544,0.289875,-0.820429,-0.507049,0.195107,-0.328176,0.507863
2049,-0.665558,-0.069103,-1.276104,0.225292,-0.865166,-0.588833,0.131508,-0.403639,0.468287
2050,-0.715123,-0.120909,-1.330371,0.164523,-0.920714,-0.682461,0.074984,-0.490857,0.430522
42 changes: 42 additions & 0 deletions inputs/fuelprices/alpha_AEO_2026_LOG.csv
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t,East_North_Central,East_South_Central,Mid_Atlantic,Mountain,New_England,Pacific,South_Atlantic,West_North_Central,West_South_Central
2010,4.274321,4.137875,4.711561,4.348849,4.683875,4.172505,5.211406,4.662091,3.986710
2011,3.250640,3.043907,3.538973,3.435104,2.518591,2.781113,3.928042,3.661574,3.296519
2012,1.861207,1.802179,2.019255,2.135136,1.299775,1.533531,2.668667,2.094801,2.026640
2013,2.738112,2.628958,2.894765,2.942602,3.327790,2.185216,3.196929,3.017899,2.807178
2014,3.494080,3.092879,3.199281,3.246415,3.820127,2.593936,3.634713,3.744689,3.299712
2015,1.453247,1.548003,1.307021,1.760199,1.691627,1.054068,2.286350,1.809065,1.760347
2016,1.349029,1.232448,1.146193,1.287225,1.364421,0.752212,1.836327,1.200097,1.354203
2017,1.801610,1.721088,1.535469,1.744506,1.601754,1.182392,2.113329,1.855590,1.810900
2018,1.604343,1.609369,1.464344,1.717984,1.757134,1.144658,1.910176,1.671963,1.775599
2019,0.910407,1.084621,0.955677,1.167664,1.575510,0.745265,1.461099,0.976959,1.163360
2020,0.496623,0.744497,0.495862,0.878256,1.145742,0.441472,1.095534,0.640109,0.850163
2021,2.243688,2.721406,2.018844,2.864669,3.094409,2.537661,3.041219,2.427009,2.743093
2022,3.080724,3.831824,2.391515,3.704427,3.556702,3.287192,4.112245,3.505542,3.831477
2023,0.525828,0.788272,0.525021,0.929898,1.213108,0.467436,1.159950,0.677752,0.900153
2024,0.256799,0.527445,-0.089505,0.556717,0.197963,0.095968,0.980185,0.305383,0.645424
2025,0.849352,1.206806,0.587947,1.040695,1.082937,0.647898,1.705951,0.878566,1.272325
2026,1.271322,1.604584,0.902877,1.466624,1.150798,1.036835,1.896542,1.283954,1.801210
2027,1.778635,2.202551,1.379729,1.984390,1.422653,1.564029,2.469879,1.858564,2.202648
2028,2.393737,2.801213,1.864329,2.641150,1.984482,2.259690,2.978362,2.506162,2.793915
2029,2.917074,3.242736,2.364850,3.104513,2.468448,2.763274,3.365883,3.035462,3.163091
2030,3.143560,3.483422,2.602218,3.394860,2.697164,3.045638,3.601954,3.326393,3.372951
2031,3.361073,3.706062,2.830859,3.643465,2.864192,3.281765,3.843580,3.564746,3.655872
2032,3.678378,3.972975,3.030698,4.061855,3.090680,3.640292,4.103140,3.926319,4.039783
2033,3.854392,4.151818,3.266007,4.265576,3.320014,3.868352,4.298088,4.108464,4.159946
2034,4.016388,4.326855,3.449482,4.434075,3.534281,4.047557,4.496548,4.252373,4.255850
2035,4.197675,4.538563,3.676480,4.626949,3.799912,4.248096,4.737640,4.382622,4.397422
2036,4.482252,4.808703,3.960529,4.946172,4.056435,4.551676,5.074204,4.669082,4.708541
2037,4.766913,5.093013,4.240087,5.223659,4.373952,4.850293,5.387953,4.933817,5.008427
2038,4.924970,5.252117,4.453101,5.356710,4.587928,4.978115,5.577611,5.068652,5.157384
2039,5.186362,5.481660,4.668341,5.577910,4.787981,5.155541,5.766134,5.106292,5.380505
2040,5.334884,5.593291,4.846008,5.787268,4.914851,5.325949,5.876168,5.176427,5.494554
2041,5.721343,5.986905,5.201336,6.218070,5.331300,5.784100,6.149723,5.585408,5.919292
2042,6.004181,6.257741,5.503065,6.510048,5.630000,6.040577,6.428461,5.860687,6.170805
2043,6.190326,6.437477,5.712630,6.691883,5.815721,6.192059,6.619925,6.035113,6.336945
2044,6.388643,6.611998,5.895344,6.876992,5.888823,6.326224,6.818350,6.222943,6.513248
2045,6.694716,6.893358,6.175327,7.186384,6.153762,6.608804,7.112264,6.490861,6.791655
2046,6.962092,7.120543,6.414420,7.505726,6.427409,6.872441,7.345939,6.758920,7.003431
2047,7.128275,7.292545,6.559214,7.708294,6.592273,7.024219,7.515275,6.879106,7.168189
2048,7.269464,7.457916,6.683449,7.877018,6.761227,7.136751,7.668647,7.012994,7.307539
2049,7.378307,7.576050,6.800232,7.980815,6.911001,7.215116,7.788373,7.123527,7.415736
2050,7.497430,7.694907,6.927563,8.055626,7.068169,7.339126,7.932874,7.212858,7.536294
42 changes: 42 additions & 0 deletions inputs/fuelprices/alpha_AEO_2026_reference.csv
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t,East_North_Central,East_South_Central,Mid_Atlantic,Mountain,New_England,Pacific,South_Atlantic,West_North_Central,West_South_Central
2010,4.274321,4.137875,4.711561,4.348849,4.683875,4.172505,5.211406,4.662091,3.986710
2011,3.250640,3.043907,3.538973,3.435104,2.518591,2.781113,3.928042,3.661574,3.296519
2012,1.861207,1.802179,2.019255,2.135136,1.299775,1.533531,2.668667,2.094801,2.026640
2013,2.738112,2.628958,2.894765,2.942602,3.327790,2.185216,3.196929,3.017899,2.807178
2014,3.494080,3.092879,3.199281,3.246415,3.820127,2.593936,3.634713,3.744689,3.299712
2015,1.453247,1.548003,1.307021,1.760199,1.691627,1.054068,2.286350,1.809065,1.760347
2016,1.349029,1.232448,1.146193,1.287225,1.364421,0.752212,1.836327,1.200097,1.354203
2017,1.801610,1.721088,1.535469,1.744506,1.601754,1.182392,2.113329,1.855590,1.810900
2018,1.604343,1.609369,1.464344,1.717984,1.757134,1.144658,1.910176,1.671963,1.775599
2019,0.910407,1.084621,0.955677,1.167664,1.575510,0.745265,1.461099,0.976959,1.163360
2020,0.496623,0.744497,0.495862,0.878256,1.145742,0.441472,1.095534,0.640109,0.850163
2021,2.243688,2.721406,2.018844,2.864669,3.094409,2.537661,3.041219,2.427009,2.743093
2022,3.080724,3.831824,2.391515,3.704427,3.556702,3.287192,4.112245,3.505542,3.831477
2023,0.525828,0.788272,0.525021,0.929898,1.213108,0.467436,1.159950,0.677752,0.900153
2024,0.256799,0.527445,-0.089505,0.556717,0.197963,0.095968,0.980185,0.305383,0.645424
2025,0.852401,1.200867,0.601804,1.055427,1.100276,0.651410,1.676951,0.869033,1.279185
2026,1.003042,1.372998,0.679842,1.226692,0.937584,0.823660,1.813726,1.022661,1.539204
2027,1.069620,1.391995,0.716659,1.317888,0.803180,0.939826,1.879705,1.156444,1.459920
2028,1.121800,1.434658,0.719824,1.420702,0.864588,1.072397,1.690256,1.229853,1.509028
2029,1.239455,1.563456,0.796138,1.556980,0.935078,1.209064,1.814477,1.337114,1.600793
2030,1.449430,1.932912,0.890630,1.882389,0.983331,1.541132,2.216904,1.616648,1.960196
2031,1.569582,2.142311,0.960544,2.146476,1.089024,1.795804,2.340246,1.794783,2.205757
2032,1.701904,2.265472,0.929750,2.331625,1.092690,1.951962,2.567253,1.990277,2.424819
2033,1.628033,2.249207,0.983800,2.379130,1.146902,1.974265,2.416365,2.021673,2.403020
2034,1.505045,2.141583,0.943273,2.329366,1.132332,1.808836,2.308355,1.938153,2.290749
2035,1.427770,2.128535,0.895384,2.319018,1.080194,1.781731,2.287886,1.885064,2.291685
2036,1.399536,2.148171,0.845248,2.385127,1.083786,1.773895,2.504856,1.871273,2.361992
2037,1.421311,2.163694,0.886161,2.419176,1.144225,1.783674,2.315196,1.898142,2.399047
2038,1.445013,2.152901,0.929833,2.399261,1.152753,1.781693,2.306061,1.915447,2.392285
2039,1.483199,2.136147,0.948910,2.338296,1.186466,1.755008,2.260834,1.888120,2.390423
2040,1.483271,2.149574,0.931508,2.322414,1.192576,1.754340,2.278851,1.895158,2.383420
2041,1.454831,2.093792,0.956656,2.341682,1.207616,1.745758,2.245404,1.878740,2.371799
2042,1.417710,1.996432,0.944770,2.270628,1.191591,1.653727,2.343205,1.805271,2.286511
2043,1.351047,1.892081,0.892979,2.148028,1.128883,1.525319,2.232732,1.693067,2.179623
2044,1.272927,1.790872,0.784756,2.051051,0.985737,1.422989,2.115356,1.594616,2.102605
2045,1.193022,1.682490,0.666874,1.986795,0.906896,1.359777,1.856207,1.527544,2.046563
2046,1.135599,1.615208,0.569800,1.988558,0.853422,1.382786,1.848290,1.513098,2.041603
2047,1.073197,1.551866,0.497443,1.934622,0.772307,1.292597,1.715850,1.443065,1.967115
2048,1.008579,1.489174,0.437942,1.868772,0.699996,1.217253,1.649481,1.376723,1.892655
2049,0.949038,1.429534,0.384605,1.820173,0.653817,1.154207,1.583388,1.312196,1.823080
2050,0.897455,1.375311,0.340709,1.764423,0.563710,1.110525,1.528480,1.250993,1.768898
18 changes: 9 additions & 9 deletions inputs/fuelprices/cd_beta0.csv
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*cendiv,value
East_North_Central,0.033492
East_South_Central,0.139571
Mid_Atlantic,0.151497
Mountain,0.670353
New_England,3.875323
Pacific,1.341567
South_Atlantic,0.175498
West_North_Central,0.856915
West_South_Central,-0.054900
East_North_Central,0.013440
East_South_Central,-0.026099
Mid_Atlantic,0.185420
Mountain,0.049527
New_England,2.359082
Pacific,0.704760
South_Atlantic,0.029744
West_North_Central,0.513493
West_South_Central,-0.126897
3 changes: 3 additions & 0 deletions inputs/fuelprices/dollaryear.csv
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Expand Up @@ -8,4 +8,7 @@ AEO_2023_reference,2022
AEO_2025_HOG,2024
AEO_2025_LOG,2024
AEO_2025_reference,2024
AEO_2026_HOG,2025
AEO_2026_LOG,2025
AEO_2026_reference,2025
reference,2021
42 changes: 42 additions & 0 deletions inputs/fuelprices/ng_AEO_2026_HOG.csv
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year,East_North_Central,East_South_Central,Mid_Atlantic,Mountain,New_England,Pacific,South_Atlantic,West_North_Central,West_South_Central
2010,7.284740,7.052195,8.029929,7.411758,7.982745,7.111215,8.881817,7.945617,6.794563
2011,6.590526,6.200719,7.377836,6.943720,7.167235,6.701323,7.820684,7.384226,6.186470
2012,4.436393,4.285315,5.055407,4.944189,5.265741,5.118084,5.901089,4.969132,4.197890
2013,5.798799,5.573907,6.391770,6.191380,8.288568,6.129617,6.665336,6.387280,5.456864
2014,7.090144,6.365429,6.934217,6.711761,9.008804,6.834649,7.414891,7.600775,6.309728
2015,3.830344,3.936559,3.955524,4.400529,5.818904,4.436219,5.351985,4.549214,3.810969
2016,3.702813,3.440444,3.761103,3.641224,5.288969,3.767287,4.637625,3.596053,3.182103
2017,4.367491,4.171180,4.273347,4.309878,5.501604,4.303622,5.005705,4.591622,3.918561
2018,4.194623,4.135983,4.343893,4.429510,6.041946,4.435284,4.821424,4.452841,3.887967
2019,3.158146,3.382092,3.666846,3.652844,5.626095,3.851271,4.210978,3.444215,2.928796
2020,2.500094,2.847042,3.002106,3.202177,5.028296,3.395345,3.632215,2.932145,2.437787
2021,5.354461,6.103195,5.469398,6.467966,8.165012,6.896124,6.814051,5.812811,5.589903
2022,6.920882,8.127083,6.343897,8.030012,9.172878,8.260091,8.777133,7.836413,7.561634
2023,2.647104,3.014444,3.178631,3.390465,5.323960,3.594995,3.845785,3.104561,2.581129
2024,2.347516,2.717609,2.331541,2.918821,4.021704,3.265625,3.679544,2.676249,2.259577
2025,3.286574,3.800634,3.387378,3.695329,5.345607,3.943778,4.709843,3.555411,3.311579
2026,3.084828,3.513833,3.147799,3.556494,4.852463,3.751729,4.388223,3.362976,3.102779
2027,2.862534,3.208148,2.785328,3.328036,3.666937,3.450739,4.032940,3.210815,2.776315
2028,2.797957,3.162952,2.605392,3.330281,3.465783,3.458980,3.949574,3.184686,2.734897
2029,2.850465,3.264244,2.580803,3.407689,3.167606,3.559944,4.017421,3.304868,2.837093
2030,3.002350,3.475777,2.662569,3.680808,2.926042,3.842189,4.451139,3.534045,3.069016
2031,3.094841,3.617326,2.699370,3.904559,2.915775,4.088018,4.593555,3.667346,3.234858
2032,3.380701,3.970807,2.858877,4.376479,3.220855,4.569868,4.939392,4.172229,3.627450
2033,3.330557,3.937970,2.926083,4.499977,3.376226,4.363488,4.935080,4.209935,3.608490
2034,3.208234,3.868895,2.870562,4.575318,3.326463,4.426440,4.550412,4.190933,3.556247
2035,3.182476,3.917942,2.851336,4.714975,3.366169,4.544697,4.708346,4.240469,3.616472
2036,3.181453,3.951176,2.811184,4.848455,3.393479,4.679333,4.637809,4.298808,3.696667
2037,3.152076,3.932922,2.863233,4.887789,3.464981,4.710261,4.647636,4.302949,3.704575
2038,3.081966,3.861789,2.828988,4.774141,3.410531,4.764500,4.570607,4.243705,3.629383
2039,3.007529,3.800644,2.790657,4.619734,3.453385,4.775273,4.504010,4.165158,3.543797
2040,2.915007,3.731605,2.642806,4.545332,3.260410,4.720599,4.440323,4.079655,3.470656
2041,2.794668,3.631639,2.468462,4.422882,3.059327,4.656564,4.338802,3.977866,3.384425
2042,2.674123,3.534928,2.317640,4.290660,2.890143,4.540991,4.229695,3.853020,3.284886
2043,2.589398,3.457415,2.249035,4.191004,2.752141,4.440181,4.150131,3.749722,3.211062
2044,2.543918,3.390016,2.198134,4.115810,2.547546,4.342209,4.079580,3.686228,3.147907
2045,2.486152,3.335948,2.131695,4.076365,2.426736,4.308940,4.022791,3.641717,3.098754
2046,2.454142,3.294115,2.101854,4.076965,2.440843,4.314435,3.974510,3.623240,3.066741
2047,2.419697,3.262509,2.082169,4.058603,2.399387,4.266572,3.935534,3.587930,3.043042
2048,2.394982,3.220711,2.054138,4.025033,2.361834,4.200194,3.893207,3.563347,3.014104
2049,2.352619,3.173899,2.025916,3.980294,2.339232,4.140861,3.848231,3.518968,2.969493
2050,2.313998,3.130726,2.000027,3.923027,2.374989,4.091122,3.799017,3.463644,2.930648
42 changes: 42 additions & 0 deletions inputs/fuelprices/ng_AEO_2026_LOG.csv
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year,East_North_Central,East_South_Central,Mid_Atlantic,Mountain,New_England,Pacific,South_Atlantic,West_North_Central,West_South_Central
2010,7.284740,7.052195,8.029929,7.411758,7.982745,7.111215,8.881817,7.945617,6.794563
2011,6.590526,6.200719,7.377836,6.943720,7.167235,6.701323,7.820684,7.384226,6.186470
2012,4.436393,4.285315,5.055407,4.944189,5.265741,5.118084,5.901089,4.969132,4.197890
2013,5.798799,5.573907,6.391770,6.191380,8.288568,6.129617,6.665336,6.387280,5.456864
2014,7.090144,6.365429,6.934217,6.711761,9.008804,6.834649,7.414891,7.600775,6.309728
2015,3.830344,3.936559,3.955524,4.400529,5.818904,4.436219,5.351985,4.549214,3.810969
2016,3.702813,3.440444,3.761103,3.641224,5.288969,3.767287,4.637625,3.596053,3.182103
2017,4.367491,4.171180,4.273347,4.309878,5.501604,4.303622,5.005705,4.591622,3.918561
2018,4.194623,4.135983,4.343893,4.429510,6.041946,4.435284,4.821424,4.452841,3.887967
2019,3.158146,3.382092,3.666846,3.652844,5.626095,3.851271,4.210978,3.444215,2.928796
2020,2.500094,2.847042,3.002106,3.202177,5.028296,3.395345,3.632215,2.932145,2.437787
2021,5.354461,6.103195,5.469398,6.467966,8.165012,6.896124,6.814051,5.812811,5.589903
2022,6.920882,8.127083,6.343897,8.030012,9.172878,8.260091,8.777133,7.836413,7.561634
2023,2.647104,3.014444,3.178631,3.390465,5.323960,3.594995,3.845785,3.104561,2.581129
2024,2.347516,2.717609,2.331541,2.918821,4.021704,3.265625,3.679544,2.676249,2.259577
2025,3.263801,3.789199,3.353367,3.655058,5.294798,3.905813,4.832328,3.540977,3.288816
2026,4.033495,4.519078,3.963801,4.433659,5.685656,4.561513,5.198661,4.260452,4.150634
2027,4.479586,5.134305,4.249576,4.871719,5.053397,4.903999,5.751545,4.782177,4.657691
2028,5.468980,6.094103,4.996347,5.929786,5.736206,6.002690,6.548896,5.827187,5.634982
2029,6.310399,6.794102,5.790377,6.662073,6.381851,6.815924,7.144698,6.769516,6.258209
2030,6.713041,7.222132,6.203698,7.181173,6.649747,7.346393,7.568275,7.371433,6.632887
2031,7.004788,7.529885,6.481824,7.526796,6.826379,7.611009,7.898701,7.679960,7.050432
2032,7.753469,8.184606,7.052512,8.462646,7.462828,8.514933,8.551950,8.613667,7.788092
2033,7.940298,8.380210,7.312173,8.690731,7.706581,8.761770,8.767888,8.760403,7.947466
2034,8.109896,8.575316,7.490126,8.864508,7.939864,8.877319,9.000998,8.820741,8.073168
2035,8.306912,8.830894,7.736515,9.076791,8.260612,9.041146,9.300612,8.889380,8.261165
2036,8.737354,9.240022,8.154497,9.564580,8.656876,9.496066,9.819419,9.314214,8.776074
2037,9.195817,9.701205,8.585943,10.010752,9.160049,9.970448,10.329938,9.722696,9.260747
2038,9.448765,9.956623,8.932805,10.219106,9.502454,10.117539,10.634950,9.927127,9.497434
2039,9.869632,10.316548,9.263495,10.563908,9.768356,10.335305,10.923554,9.853006,9.844378
2040,10.104809,10.489601,9.538232,10.902516,9.921204,10.608404,11.088107,9.953640,10.011313
2041,10.753163,11.151180,10.137972,11.630302,10.627369,11.381525,11.537051,10.661174,10.722422
2042,11.243264,11.619881,10.656480,12.137983,11.117891,11.829603,12.021381,11.140112,11.159154
2043,11.569989,11.936073,11.023234,12.457313,11.486072,12.094296,12.357872,11.447901,11.444778
2044,11.909888,12.234546,11.338474,12.775576,11.489775,12.299760,12.697484,11.744664,11.745035
2045,12.426816,12.709871,11.800955,13.299936,11.881731,12.771711,13.193504,12.195352,12.218987
2046,12.876985,13.091917,12.201417,13.838241,12.337296,13.206833,13.586978,12.648473,12.583334
2047,13.157214,13.383212,12.439937,14.182432,12.625209,13.455883,13.874180,12.880009,12.864495
2048,13.406144,13.672522,12.661606,14.479213,12.923044,13.656775,14.144248,13.117165,13.108910
2049,13.595934,13.877510,12.862795,14.660414,13.178946,13.802397,14.350445,13.306535,13.296640
2050,13.788420,14.070285,13.066490,14.776094,13.449883,14.035362,14.584373,13.447649,13.498145
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