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Fix PUF SOI estimates #411

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16 changes: 8 additions & 8 deletions cps_stage1/stage_2_targets.csv
Original file line number Diff line number Diff line change
Expand Up @@ -14,11 +14,11 @@ SCHEI,846331543,891134646,882933054,973306129,1140431754,1129937243,1245546132,1
SCHEL,166947674,177896945,176446339,206369393,169401805,168032834,196514107,208467561,209168741,189301968,213960139,217432651,232508026,249987447,265930950,276398569,285213406,293560790,301123520,308753028,317000243
SS,575126918,605152093,619856114,644989570,709246515,726500323,755946821,795975655,847794590,899095911,952065100,1010555508,1073244342,1140131602,1210354599,1284603484,1362935770,1448169580,1536106485,1629392071,1728256389
UCOMP,33288898,27225383,25420264,23946035,9810238,9161105,8628482,7962704,7490002,7746327,66767543,11068559,10216363,9960038,9417429,9151118,9347523,9880145,10459372,11185070,12559901
wage1,114320683,112017897,111270085,107376379,132211870,134189618,140763057,147793779,154687316,155144599,162735492,170189201,177414268,185268099,193430596,201364451,208760999,216306164,223908490,231579408,239753336
wage2,261995646,261659142,253415638,247511878,302997965,307530489,322595239,338707971,354506309,355554291,372950802,390032918,406591043,424590144,443296633,461479131,478430249,495721962,513144672,530724580,549457269
wage3,381259619,383184602,382875414,382789227,440926749,447522541,469444969,492892435,515882390,517407429,542723068,567581195,591676803,617869339,645091275,671550693,696218190,721381325,746735090,772317610,799577673
wage4,418567676,428313928,436140082,441282302,484073517,491314738,515382379,541124292,566363922,568038193,595831087,623121699,649575176,678330776,708216508,737265105,764346433,791971900,819806650,847892541,877820130
wage5,418379915,424369612,426147995,437485582,483856372,491094344,515151189,540881554,566109863,567783383,595563809,622842179,649283790,678026490,707898816,736934382,764003563,791616637,819438902,847512194,877426358
wage6,916618937,952347137,962308451,1000500360,1060069801,1075927308,1128632897,1185004962,1240277084,1243943559,1304807057,1364570612,1422500928,1485472649,1550919241,1614532596,1673837841,1734334691,1795289850,1856794981,1922333235
wage7,840581301,835434509,852517230,870406373,972132275,986674331,1035007756,1086703506,1137390558,1140752884,1196567482,1251373383,1304498121,1362246056,1422263561,1480599904,1534985514,1590463880,1646362536,1702765541,1762867104
wage8,3433224075,3714896131,3792750634,4090211841,3970523643,4029918419,4227328804,4438472084,4645495496,4659228392,4887194471,5111040680,5328020442,5563882936,5809015135,6047280886,6269410483,6496003272,6724312673,6954682009,7200157530
wage1,114320683,112017897,111270085,107376379,134269642,136258822,143060903,150194513,157202371,157671086,165387732,172955761,180295149,188286165,196585846,204645455,212156324,219827241,227555320,235351990,243651672
wage2,261995646,261659142,253415638,247511878,307713886,312272610,327861351,344209880,360270213,361344395,379029101,396373213,413193333,431506829,450527713,468998406,486211520,503791428,521502333,539370436,558391320
wage3,381259619,383184602,382875414,382789227,447789423,454423340,477108287,500898887,524270102,525833267,551568291,576807678,601284545,627934592,655614041,682492844,707541601,733124121,758897272,784899178,812578626
wage4,418567676,428313928,436140082,441282302,491607735,498890813,523795590,549914213,575572411,577288539,605541857,633251037,660123082,689380962,719768976,749277997,776777893,804863784,833158959,861705275,892093288
wage5,418379915,424369612,426147995,437485582,491387210,498667021,523560626,549667532,575314221,577029579,605270223,632966973,659826964,689071720,719446102,748941886,776429446,804502739,832785221,861318731,891693113
wage6,916618937,952347137,962308451,1000500360,1076568942,1092518111,1147056938,1204253959,1260442700,1264200838,1326072616,1386752790,1445599726,1509671389,1576217924,1640839559,1701061423,1762566554,1824529994,1887043406,1953589940
wage7,840581301,835434509,852517230,870406373,987262738,1001888853,1051903440,1104355713,1155883347,1159329730,1216068968,1271715450,1325680770,1384437403,1445463605,1504724587,1559950778,1616353784,1673177080,1730504724,1791530927
wage8,3433224075,3714896131,3792750634,4090211841,4032321676,4092059775,4296336607,4510569790,4721026426,4735102644,4966845269,5194124703,5414537689,5654520052,5903772119,6145814417,6371377238,6601746574,6833832521,7067978403,7317230471
Binary file modified cps_stage2/cps_weights.csv.gz
Binary file not shown.
6 changes: 5 additions & 1 deletion history/report.py
Original file line number Diff line number Diff line change
@@ -1,6 +1,10 @@
"""
Script used to automatically generate PDF report comparing TaxData outputs
after updates
after updates.

Example usage:

python report.py "400, 401" --desc text_description.txt --basepuf ../puf.csv
"""
# flake8: noqa: E501
import argparse
Expand Down
2 changes: 1 addition & 1 deletion puf_stage1/SOI_estimates.csv
Original file line number Diff line number Diff line change
Expand Up @@ -26,4 +26,4 @@ WAGE_8,794320811,779929943,784109315,791646425,798324358,822009437,840581301,835
WAGE_9,1431970077,1420675682,1446167263,1521442934,1599743841,1665691829,1759304940,1876094165,1922367424,2015029480
WAGE_10,666055096,633228399,678302347,750627685,806518068,872227137,955295796,1055689937,1106449651,1206754121
WAGE_11,209788740,186865034,206877573,230634407,259165177,272996984,310372311,337666673,343994542,379375686
WAGE_12,330162467,238984223,285625448,305543960,387803684,346432571,408251028,336316005,310089733,367731740
WAGE_12,330162467,238984223,285625448,305543960,387803684,346432571,408251028,445445356,419939017,489052554
2 changes: 1 addition & 1 deletion puf_stage1/Stage_II_targets.csv
Original file line number Diff line number Diff line change
Expand Up @@ -28,4 +28,4 @@ Wages and Salaries: Zero or Less,21437416,20445434,20280688,19421543,20111022,20
"Wages and Salaries: $100,000 Less Than $200,000",1521442934,1599743841,1665691829,1759304940,1876094165,1922367424,2015029480,2115572827,2214332225,2220825798,2329480164,2436136508,2539581745,2652113227,2768949971,2882432892,2988375657,3096292658,3205208670,3315004764,3431889080
"Wages and Salaries: $200,000 Less Than $500,000",750627685,806518068,872227137,955295796,1055689937,1106449651,1206754121,1266967184,1326111883,1330000732,1395071296,1458945291,1520896228,1588288706,1658259505,1726221778,1789668426,1854297399,1919524657,1985278975,2055278263
"Wages and Salaries: $500,000 Less Than $1 Million",230634407,259165177,272996984,310372311,337666673,343994542,379375686,398305286,416899016,418121580,438578266,458658778,478134725,499321367,521318574,542684346,562630510,582948370,603454317,624125959,646132122
Wages and Salaries: $1 Million and Over,305543960,387803684,346432571,408251028,336316005,310089733,367731740,386080345,404103389,405288430,425117251,444581445,463459628,483996002,505318062,526028067,545362036,565056292,584932862,604970042,626300784
Wages and Salaries: $1 Million and Over,305543960,387803684,346432571,408251028,445445356,419939017,489052554,513454669,537423815,538999821,565370500,591256254,616362664,643674328,672030890,699573471,725286038,751477756,777911937,804559716,832927824
34 changes: 17 additions & 17 deletions puf_stage1/Stage_I_factors.csv
Original file line number Diff line number Diff line change
Expand Up @@ -3,20 +3,20 @@ YEAR,APOPN,APOPDEP,APOPSNR,AGDPN,ATXPY,ASCHF,ABOOK,ACPIU,ACPIM,ARETS,AWAGE,ASCHC
2012,1.0077,0.9959,1.0435,1.0416,1.0519,0.9576,1.1135,1.0209,1.0365,0.9970,1.0406,1.0571,0.9635,1.1749,0.9341,0.9307,1.3380,1.6019,1.0730,0.7711,0.9231,1.0000
2013,1.0153,0.9934,1.0811,1.0826,1.0731,1.1020,1.1598,1.0360,1.0620,1.0136,1.0694,1.0598,1.0194,1.1805,0.9535,0.8380,1.1046,1.2528,1.1281,0.5620,0.8273,1.0000
2014,1.0229,0.9915,1.1179,1.1179,1.1130,1.0344,1.1411,1.0525,1.0874,1.0097,1.1205,1.1111,1.0582,1.2797,0.9523,0.7817,1.3088,1.7513,1.1721,0.3603,0.8029,1.0000
2015,1.0309,0.9912,1.1563,1.1623,1.1709,0.5298,1.1495,1.0538,1.1162,1.0352,1.1565,1.1624,1.1092,1.3475,1.0147,0.7983,1.3373,1.7726,1.2332,0.2947,0.7938,1.0621
2016,1.0394,0.9920,1.1947,1.2002,1.2065,0.5722,1.1414,1.0671,1.1584,1.0337,1.1738,1.1538,1.1246,1.3351,1.0065,0.8046,1.3055,1.5757,1.2632,0.2752,0.7952,1.1748
2017,1.0478,0.9933,1.2342,1.2594,1.2838,0.5497,1.1640,1.0898,1.1874,1.0518,1.2313,1.2337,1.2839,1.4717,1.1771,0.8830,1.4508,2.1360,1.3144,0.2592,0.8185,1.1984
2018,1.0563,0.9948,1.2756,1.3283,1.3522,0.5695,1.2347,1.1165,1.2108,1.0683,1.2928,1.2971,1.3498,1.5612,1.2487,0.9187,1.6310,2.3143,1.3840,0.2392,0.8621,1.3326
2019,1.0647,0.9965,1.3189,1.3812,1.4052,0.6583,1.2389,1.1365,1.2451,1.0827,1.3531,1.3518,1.4068,1.5665,1.2529,0.9388,1.6126,2.5609,1.4741,0.2250,0.8959,1.4158
2020,1.0731,0.9974,1.3644,1.3490,1.4903,0.8795,1.1212,1.1507,1.2963,1.0955,1.3571,1.3545,1.4096,1.4177,1.1339,0.9169,1.5761,2.3584,1.5633,0.2327,0.9502,1.4223
2021,1.0814,0.9992,1.4092,1.4340,1.5155,0.8212,1.2673,1.1730,1.3070,1.1084,1.4235,1.4953,1.5561,1.6023,1.2816,0.8719,1.6817,2.9215,1.6554,2.0057,0.9662,1.4764
2022,1.0897,1.0022,1.4558,1.5037,1.5420,0.7245,1.2878,1.1974,1.1886,1.1208,1.4887,1.5012,1.5622,1.6283,1.3024,0.8466,1.8056,2.9605,1.7571,0.3325,0.9831,1.5326
2023,1.0980,1.0051,1.5019,1.5674,1.6007,0.7682,1.3771,1.2245,1.2038,1.1334,1.5519,1.5558,1.6191,1.7412,1.3927,0.8540,1.8873,2.7364,1.8661,0.3069,1.0205,1.5909
2024,1.1062,1.0075,1.5468,1.6370,1.6680,0.7934,1.4807,1.2530,1.2198,1.1461,1.6206,1.6276,1.6938,1.8722,1.4974,0.8674,1.9577,2.6254,1.9824,0.2992,1.0634,1.6514
2025,1.1142,1.0101,1.5935,1.7096,1.7426,0.8172,1.5751,1.2823,1.2363,1.1589,1.6920,1.7008,1.7699,1.9916,1.5929,0.9131,2.0228,2.5869,2.1045,0.2829,1.1110,1.7143
2026,1.1222,1.0124,1.6377,1.7805,1.8220,0.8384,1.6371,1.3135,1.2538,1.1719,1.7614,1.7715,1.8436,2.0700,1.6556,0.9974,2.0821,2.5817,2.2336,0.2749,1.1616,1.7795
2027,1.1301,1.0143,1.6790,1.8488,1.9012,0.8636,1.6894,1.3455,1.2718,1.1850,1.8261,1.8400,1.9148,2.1360,1.7084,1.0962,2.1467,2.6062,2.3698,0.2808,1.2121,1.8472
2028,1.1379,1.0163,1.7188,1.9193,1.9878,0.8901,1.7387,1.3784,1.2903,1.1983,1.8921,1.9108,1.9885,2.1985,1.7584,1.2095,2.2232,2.6562,2.5180,0.2968,1.2673,1.9175
2029,1.1455,1.0198,1.7569,1.9914,2.0762,0.9219,1.7836,1.4122,1.3093,1.2117,1.9586,1.9800,2.0606,2.2551,1.8037,1.3220,2.3131,2.7234,2.6709,0.3142,1.3237,1.9904
2030,1.1530,1.0233,1.7915,2.0647,2.1687,0.9563,1.8287,1.4460,1.3283,1.2252,2.0257,2.0506,2.1341,2.3123,1.8494,1.4473,2.4169,2.8021,2.8331,0.3360,1.3827,2.0662
2031,1.1603,1.0266,1.8190,2.1419,2.2711,0.9907,1.8776,1.4798,1.3472,1.2390,2.0972,2.1271,2.2137,2.3741,1.8988,1.5727,2.5306,2.8926,3.0050,0.3773,1.4480,2.1448
2015,1.0309,0.9912,1.1563,1.1623,1.1709,0.5298,1.1495,1.0538,1.1162,1.0352,1.1745,1.1624,1.1092,1.3475,1.0147,0.7983,1.3373,1.7726,1.2332,0.2947,0.7938,1.0621
2016,1.0394,0.9920,1.1947,1.2002,1.2065,0.5722,1.1414,1.0671,1.1584,1.0337,1.1919,1.1538,1.1246,1.3351,1.0065,0.8046,1.3055,1.5757,1.2632,0.2752,0.7952,1.1748
2017,1.0478,0.9933,1.2342,1.2594,1.2838,0.5497,1.1640,1.0898,1.1874,1.0518,1.2514,1.2337,1.2839,1.4717,1.1771,0.8830,1.4508,2.1360,1.3144,0.2592,0.8185,1.1984
2018,1.0563,0.9948,1.2756,1.3283,1.3522,0.5695,1.2347,1.1165,1.2108,1.0683,1.3138,1.2971,1.3498,1.5612,1.2487,0.9187,1.6310,2.3143,1.3840,0.2392,0.8621,1.3326
2019,1.0647,0.9965,1.3189,1.3812,1.4052,0.6583,1.2389,1.1365,1.2451,1.0827,1.3751,1.3518,1.4068,1.5665,1.2529,0.9388,1.6126,2.5609,1.4741,0.2250,0.8959,1.4158
2020,1.0731,0.9974,1.3644,1.3490,1.4903,0.8795,1.1212,1.1507,1.2963,1.0955,1.3792,1.3545,1.4096,1.4177,1.1339,0.9169,1.5761,2.3584,1.5633,0.2327,0.9502,1.4223
2021,1.0814,0.9992,1.4092,1.4340,1.5155,0.8212,1.2673,1.1730,1.3070,1.1084,1.4467,1.4953,1.5561,1.6023,1.2816,0.8719,1.6817,2.9215,1.6554,2.0057,0.9662,1.4764
2022,1.0897,1.0022,1.4558,1.5037,1.5420,0.7245,1.2878,1.1974,1.1886,1.1208,1.5129,1.5012,1.5622,1.6283,1.3024,0.8466,1.8056,2.9605,1.7571,0.3325,0.9831,1.5326
2023,1.0980,1.0051,1.5019,1.5674,1.6007,0.7682,1.3771,1.2245,1.2038,1.1334,1.5771,1.5558,1.6191,1.7412,1.3927,0.8540,1.8873,2.7364,1.8661,0.3069,1.0205,1.5909
2024,1.1062,1.0075,1.5468,1.6370,1.6680,0.7934,1.4807,1.2530,1.2198,1.1461,1.6470,1.6276,1.6938,1.8722,1.4974,0.8674,1.9577,2.6254,1.9824,0.2992,1.0634,1.6514
2025,1.1142,1.0101,1.5935,1.7096,1.7426,0.8172,1.5751,1.2823,1.2363,1.1589,1.7196,1.7008,1.7699,1.9916,1.5929,0.9131,2.0228,2.5869,2.1045,0.2829,1.1110,1.7143
2026,1.1222,1.0124,1.6377,1.7805,1.8220,0.8384,1.6371,1.3135,1.2538,1.1719,1.7901,1.7715,1.8436,2.0700,1.6556,0.9974,2.0821,2.5817,2.2336,0.2749,1.1616,1.7795
2027,1.1301,1.0143,1.6790,1.8488,1.9012,0.8636,1.6894,1.3455,1.2718,1.1850,1.8558,1.8400,1.9148,2.1360,1.7084,1.0962,2.1467,2.6062,2.3698,0.2808,1.2121,1.8472
2028,1.1379,1.0163,1.7188,1.9193,1.9878,0.8901,1.7387,1.3784,1.2903,1.1983,1.9229,1.9108,1.9885,2.1985,1.7584,1.2095,2.2232,2.6562,2.5180,0.2968,1.2673,1.9175
2029,1.1455,1.0198,1.7569,1.9914,2.0762,0.9219,1.7836,1.4122,1.3093,1.2117,1.9905,1.9800,2.0606,2.2551,1.8037,1.3220,2.3131,2.7234,2.6709,0.3142,1.3237,1.9904
2030,1.1530,1.0233,1.7915,2.0647,2.1687,0.9563,1.8287,1.4460,1.3283,1.2252,2.0587,2.0506,2.1341,2.3123,1.8494,1.4473,2.4169,2.8021,2.8331,0.3360,1.3827,2.0662
2031,1.1603,1.0266,1.8190,2.1419,2.2711,0.9907,1.8776,1.4798,1.3472,1.2390,2.1313,2.1271,2.2137,2.3741,1.8988,1.5727,2.5306,2.8926,3.0050,0.3773,1.4480,2.1448
34 changes: 17 additions & 17 deletions puf_stage1/growfactors.csv
Original file line number Diff line number Diff line change
Expand Up @@ -3,20 +3,20 @@ YEAR,ATXPY,ASCHF,ABOOK,ACPIU,ACPIM,AWAGE,ASCHCI,ASCHCL,ASCHEI,ASCHEL,AINTS,ADIVS
2012,1.043862,0.950283,1.104992,1.0209,1.0365,1.032649,1.049023,0.956138,1.165922,0.926962,0.923588,1.327776,1.58966,1.02827,0.7711,0.9231,0.992359,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0
2013,1.012518,1.142179,1.033784,1.014791,1.024602,1.019984,0.99505,1.050098,0.997245,1.013128,0.893658,0.819381,0.776217,1.014786,0.728829,0.896219,0.992515,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0
2014,1.029476,0.931683,0.976566,1.015927,1.023917,1.039999,1.040616,1.030349,1.075978,0.991321,0.925886,1.17606,1.387522,1.004801,0.641103,0.970506,0.99257,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0
2015,1.043858,0.508206,0.999544,1.001235,1.026485,1.024119,1.038052,1.040061,1.04481,1.057257,1.013311,1.013846,1.004308,1.017188,0.81793,0.988666,1.053858,1.023325,1.041528,1.019361,1.102667,1.007792,1.026748,1.132657,1.04693
2016,1.021978,1.071198,0.984833,1.012621,1.037807,1.006659,0.984484,1.005593,0.982695,0.983807,0.999649,0.968237,0.881651,0.991403,0.933831,1.001764,1.097065,1.011695,1.010367,0.993375,0.989722,1.002577,1.01625,0.828168,1.105413
2017,1.055539,0.952977,1.011625,1.021273,1.025035,1.040577,1.060677,1.132498,1.093477,1.160123,1.088642,1.102389,1.344721,1.00723,0.94186,1.029301,1.011911,1.030968,1.014601,0.981621,1.0,0.998715,1.063959,1.0,1.0
2018,1.044804,1.027683,1.052203,1.0245,1.019707,1.041498,1.04293,1.042868,1.052278,1.052291,1.032058,1.115161,1.074755,1.018778,0.92284,1.053268,1.103035,1.045097,1.045897,1.005738,1.0,1.002574,1.034828,1.0,1.0
2019,1.030997,1.146807,0.995485,1.017913,1.028328,1.038385,1.033949,1.034006,0.995478,0.995447,1.013817,0.980918,1.097825,1.030133,0.940635,1.039207,1.054052,1.052158,1.045866,1.000751,1.0,1.002567,1.034809,1.0,1.0
2020,1.052259,1.325559,0.897912,1.012495,1.041121,0.995105,0.994154,0.994147,0.897927,0.897936,0.969027,0.969715,0.913717,1.025146,1.034222,1.060609,0.996727,1.050763,1.046106,1.00255,1.0,1.003841,1.034974,1.0,1.0
2021,1.009104,0.926546,1.121631,1.01938,1.008254,1.040877,1.095477,1.095457,1.121536,1.121583,0.943623,1.058811,1.229256,1.02525,8.619252,1.016839,1.03007,1.047248,1.047927,1.001796,1.0,1.002551,1.034869,1.0,1.0
2022,1.009736,0.875526,1.008436,1.020801,0.909411,1.037837,0.996299,0.996273,1.008486,1.008489,0.963587,1.065498,1.005631,1.027459,0.165778,1.017491,1.030159,1.048769,1.047573,0.999851,1.0,1.002545,1.034942,1.0,1.0
2023,1.03022,1.052302,1.06126,1.022632,1.012788,1.034573,1.028537,1.028588,1.061253,1.06125,1.001116,1.037347,0.917316,1.029435,0.923008,1.038043,1.030193,1.050822,1.048715,1.000448,1.0,1.003807,1.034968,1.0,1.0
2024,1.03432,1.025148,1.06726,1.023275,1.013291,1.036527,1.038395,1.038382,1.067265,1.067208,1.008162,1.029613,0.952324,1.031486,0.97491,1.042038,1.030334,1.048426,1.051767,0.99776,1.0,1.002528,1.034951,1.0,1.0
2025,1.037223,1.022602,1.056116,1.023384,1.013527,1.036561,1.037471,1.037426,1.056137,1.056139,1.045128,1.025835,0.978261,1.03048,0.945521,1.044762,1.030635,1.046248,1.052213,1.002245,1.0,1.003783,1.034897,1.0,1.0
2026,1.03811,1.018628,1.031953,1.024331,1.014155,1.033595,1.034143,1.034215,1.031956,1.031953,1.084536,1.021978,0.990875,1.0327,0.971721,1.045545,1.030633,1.072236,1.0,0.999552,1.0,1.002513,1.034808,1.0,1.0
2027,1.036174,1.022857,1.024733,1.024362,1.014356,1.029485,1.031407,1.03136,1.024671,1.024678,1.091375,1.023819,1.002433,1.03488,1.021462,1.043475,1.030788,1.0,1.0,1.0,1.0,1.002506,1.034863,1.0,1.0
2028,1.038383,1.02362,1.022127,1.024452,1.014546,1.02904,1.03136,1.031371,1.022205,1.022212,1.095794,1.028537,1.012199,1.037933,1.05698,1.045541,1.030942,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0
2029,1.037542,1.028855,1.019018,1.024521,1.014725,1.028278,1.02934,1.029383,1.018939,1.018956,1.085762,1.033534,1.018497,1.03772,1.058625,1.044504,1.031131,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0
2030,1.037758,1.030567,1.018617,1.023934,1.014512,1.027532,1.02892,1.028932,1.018695,1.018667,1.087659,1.038078,1.022205,1.040242,1.069383,1.044572,1.03133,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0
2031,1.040629,1.029454,1.020281,1.023375,1.014229,1.028783,1.03078,1.030773,1.020267,1.020252,1.079808,1.040456,1.025803,1.04464,1.122917,1.047226,1.03151,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0
2015,1.043858,0.508206,0.999544,1.001235,1.026485,1.040059,1.038052,1.040061,1.04481,1.057257,1.013311,1.013846,1.004308,1.017188,0.81793,0.988666,1.053858,1.023325,1.041528,1.019361,1.102667,1.007792,1.026748,1.132657,1.04693
2016,1.021978,1.071198,0.984833,1.012621,1.037807,1.006516,0.984484,1.005593,0.982695,0.983807,0.999649,0.968237,0.881651,0.991403,0.933831,1.001764,1.097065,1.011695,1.010367,0.993375,0.989722,1.002577,1.01625,0.828168,1.105413
2017,1.055539,0.952977,1.011625,1.021273,1.025035,1.041503,1.060677,1.132498,1.093477,1.160123,1.088642,1.102389,1.344721,1.00723,0.94186,1.029301,1.011911,1.030968,1.014601,0.981621,1.0,0.998715,1.063959,1.0,1.0
2018,1.044804,1.027683,1.052203,1.0245,1.019707,1.041416,1.04293,1.042868,1.052278,1.052291,1.032058,1.115161,1.074755,1.018778,0.92284,1.053268,1.103035,1.045097,1.045897,1.005738,1.0,1.002574,1.034828,1.0,1.0
2019,1.030997,1.146807,0.995485,1.017913,1.028328,1.038401,1.033949,1.034006,0.995478,0.995447,1.013817,0.980918,1.097825,1.030133,0.940635,1.039207,1.054052,1.052158,1.045866,1.000751,1.0,1.002567,1.034809,1.0,1.0
2020,1.052259,1.325559,0.897912,1.012495,1.041121,0.99513,0.994154,0.994147,0.897927,0.897936,0.969027,0.969715,0.913717,1.025146,1.034222,1.060609,0.996727,1.050763,1.046106,1.00255,1.0,1.003841,1.034974,1.0,1.0
2021,1.009104,0.926546,1.121631,1.01938,1.008254,1.040891,1.095477,1.095457,1.121536,1.121583,0.943623,1.058811,1.229256,1.02525,8.619252,1.016839,1.03007,1.047248,1.047927,1.001796,1.0,1.002551,1.034869,1.0,1.0
2022,1.009736,0.875526,1.008436,1.020801,0.909411,1.037794,0.996299,0.996273,1.008486,1.008489,0.963587,1.065498,1.005631,1.027459,0.165778,1.017491,1.030159,1.048769,1.047573,0.999851,1.0,1.002545,1.034942,1.0,1.0
2023,1.03022,1.052302,1.06126,1.022632,1.012788,1.034555,1.028537,1.028588,1.061253,1.06125,1.001116,1.037347,0.917316,1.029435,0.923008,1.038043,1.030193,1.050822,1.048715,1.000448,1.0,1.003807,1.034968,1.0,1.0
2024,1.03432,1.025148,1.06726,1.023275,1.013291,1.036581,1.038395,1.038382,1.067265,1.067208,1.008162,1.029613,0.952324,1.031486,0.97491,1.042038,1.030334,1.048426,1.051767,0.99776,1.0,1.002528,1.034951,1.0,1.0
2025,1.037223,1.022602,1.056116,1.023384,1.013527,1.036584,1.037471,1.037426,1.056137,1.056139,1.045128,1.025835,0.978261,1.03048,0.945521,1.044762,1.030635,1.046248,1.052213,1.002245,1.0,1.003783,1.034897,1.0,1.0
2026,1.03811,1.018628,1.031953,1.024331,1.014155,1.033577,1.034143,1.034215,1.031956,1.031953,1.084536,1.021978,0.990875,1.0327,0.971721,1.045545,1.030633,1.072236,1.0,0.999552,1.0,1.002513,1.034808,1.0,1.0
2027,1.036174,1.022857,1.024733,1.024362,1.014356,1.029455,1.031407,1.03136,1.024671,1.024678,1.091375,1.023819,1.002433,1.03488,1.021462,1.043475,1.030788,1.0,1.0,1.0,1.0,1.002506,1.034863,1.0,1.0
2028,1.038383,1.02362,1.022127,1.024452,1.014546,1.029054,1.03136,1.031371,1.022205,1.022212,1.095794,1.028537,1.012199,1.037933,1.05698,1.045541,1.030942,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0
2029,1.037542,1.028855,1.019018,1.024521,1.014725,1.028287,1.02934,1.029383,1.018939,1.018956,1.085762,1.033534,1.018497,1.03772,1.058625,1.044504,1.031131,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0
2030,1.037758,1.030567,1.018617,1.023934,1.014512,1.027535,1.02892,1.028932,1.018695,1.018667,1.087659,1.038078,1.022205,1.040242,1.069383,1.044572,1.03133,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0
2031,1.040629,1.029454,1.020281,1.023375,1.014229,1.028752,1.03078,1.030773,1.020267,1.020252,1.079808,1.040456,1.025803,1.04464,1.122917,1.047226,1.03151,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0