diff --git a/puf_stage1/Stage_II_targets.csv b/puf_stage1/Stage_II_targets.csv
index 0ef58f2e..24fe7be2 100644
--- a/puf_stage1/Stage_II_targets.csv
+++ b/puf_stage1/Stage_II_targets.csv
@@ -1,31 +1,31 @@
-,2011,2012,2013,2014,2015,2016,2017,2018,2019,2020,2021,2022,2023,2024,2025,2026,2027,2028,2029,2030,2031,2032,2033
-US Population,311721632,314112078,316497531,318857056,321368864,323995528,326625791,329256465,331883986,334503458,337108968,339698079,342267302,344814299,347334912,349825585,352281475,354698370,357072830,359402194,361684740,363919527,366106294
-POP_DEP,82840576,82503131,82296428,82135602,82109509,82178228,82284937,82410728,82547300,82624346,82772040,83023463,83259014,83463249,83673850,83868421,84024180,84193698,84484144,84767392,85040759,85334627,85631465
-POP_SNR,41366628,43164909,44723041,46243211,47830245,49420383,51055052,52766466,54556914,56441027,58292098,60221375,62126945,63987872,65919552,67748101,69455598,71098995,72675827,74107408,75245391,76250731,77185290
-Single Returns,67294506,66655855,68563354,69579590,71086947,71410690,73021932,74164397,75166909,76052548,76951274,77812834,78684040,79565000,80455824,81356621,82267505,83188586,84119980,85061802,86014169,86977199,87951011
-Joint Returns,56013790,56458434,56796607,55128595,57272012,57201828,57987204,58894443,59690545,60393837,61107520,61791691,62483522,63183098,63890507,64605837,65329175,66060612,66800238,67548145,68304426,69069175,69842485
-Head of Household Returns,22061944,21814184,21991339,22077498,22134303,21659639,21894095,22236639,22537222,22802762,23072226,23330546,23591759,23855897,24122992,24393077,24666186,24942353,25221612,25503998,25789545,26078289,26370266
-Number of Returns w/ Gross Security Income,25837226,26480552,27070833,27401498,28087514,28329015,28967603,29938625,30954489,32023496,33073756,34168389,35249571,36305423,37401419,38438901,39407700,40340131,41234793,42047043,42692712,43263121,43793371
-Number of Dependent Exemptions,99345455,97912393,97691386,96916673,96505181,94809260,94708629,94853412,95010605,95099283,95269277,95558660,95829776,96064847,96307245,96531193,96710470,96905582,97239881,97565894,97880535,98218773,98560428
-Taxable Interest Income,120111673,111789613,100648711,93894280,95881223,96640233,106055367,110260987,112787090,112466207,113237693,119709978,141618802,154249318,160086664,171501920,183108339,192427612,200477005,208779009,216801093,225205506,234360923
-Ordinary Dividends,194609806,260393306,214972683,254702232,260252720,254065327,282336042,306497844,321831296,354136702,377564846,396566588,405981865,404587915,412291324,427062304,445501574,464723413,483211594,502066604,521361809,541072753,561199436
-Business Income (Schedule C),337210620,356450905,357363490,374659000,391975736,389078638,416010104,437315586,442705788,453344344,482933715,497600738,515899055,540693983,568410969,598255665,627277647,656554953,686371280,716471302,746855019,777806125,809012557
-Business Loss (Schedule C),54240803,52259366,55290946,57400238,60161435,60996610,69637956,73204384,74106676,75887516,80840625,83295809,86358854,90509397,95149078,100144927,105003058,109903929,114895029,119933618,125019697,130200753,135424549
-Net Capital Gains in AGI,402566646,644856734,504322768,705007630,713598090,634341278,859894631,931642984,869467657,1132676539,2006980055,1672022821,1460824094,1346835996,1291667730,1264034252,1260382685,1271732149,1295220606,1327887325,1366870267,1410491687,1457468600
-Taxable Pensions and Annuities,581180358,612544219,638659076,663223262,689991999,693626543,729187412,766221903,797310451,858236906,921526160,941947493,1000550096,1047156952,1091556798,1142460832,1192633524,1243957322,1296073048,1350439058,1406077345,1465099713,1525095762
-Supplemental Income (Schedule E),661331485,777023944,780713118,846331543,891134646,882933054,973306129,1053816820,1082528185,1033289108,1266911839,1337318689,1176617339,1186126836,1310436074,1399313293,1480189733,1538206807,1589366070,1644594301,1702519937,1765154603,1827697831
-Supplemental Loss (Schedule E),175315530,163765597,167171652,166947674,177896945,176446339,206369393,223440016,229527666,219087541,268622399,283550712,249477322,251493613,277850811,296695383,313843556,326144874,336992136,348702137,360984068,374264451,387525446
-Gross Social Security Income,490699539,526514454,553542772,575126918,605152093,619856114,644989570,679150944,724074374,766551882,801202440,866997736,936543445,999648226,1062182293,1128059119,1196381867,1269759520,1345746156,1423934122,1504078825,1504078825,1504078825
-Unemployment Compensation,92383693,71234134,51923279,33288898,27225383,25420264,23946035,22098109,20789162,21501384,185297653,28290970,21182616,24177026,26118887,28417245,30801069,33576807,35756589,37108655,38366784,39441661,39441661
-Wages and Salaries: Zero or Less,21437416,20445434,20280688,19421543,20111022,20544631,20869123,21917664,22959310,23289042,25339583,27482222,28858278,30228917,31702982,33076084,34342065,35660499,37033847,38441916,39884953,41347936,42834560
-"Wages and Salaries: $1 Less Than $10,000",92961755,93108807,94466204,94899140,91906875,90725454,86507256,90853698,95171558,96538370,105038328,113920054,119624120,125305730,131416064,137107881,142355663,147820870,153513708,159350475,165332192,171396590,177558983
-"Wages and Salaries: $10,000 Less Than $20,000",265080549,262184682,266041138,261995646,261659142,253415638,247511878,259947782,272301910,276212590,300532405,325944524,342264823,358520869,376003566,392288818,407303609,422940489,439228661,455928638,473043339,490394609,508026256
-"Wages and Salaries: $20,000 Less Than $30,000",373549061,371577702,380567075,381259619,383184602,382875414,382789227,402021961,421128224,427176282,464788066,504089151,529329292,554470062,581507908,606693846,629914956,654098155,679288610,705115941,731584664,758419252,785687457
-"Wages and Salaries: $30,000 Less Than $40,000",410623212,408353008,408654349,418567676,428313928,436140082,441282302,463453943,485479786,492452033,535811181,581117768,610214792,639197261,670366693,699401232,726170703,754049276,783089023,812862964,843376307,874311422,905746413
-"Wages and Salaries: $40,000 Less Than $50,000",391671646,391349650,410049846,418379915,424369612,426147995,437485582,459466462,481302798,488215057,531201150,576117927,604964605,633697713,664598969,693383700,719922850,747561561,776351454,805869225,836120037,866788991,897953521
-"Wages and Salaries: $50,000 Less Than $75,000",900170384,902783183,915963625,916618937,952347137,962308451,1000500360,1050769166,1100707412,1116515287,1214821617,1317543290,1383513720,1449224423,1519893534,1585722295,1646415563,1709623451,1775464018,1842969193,1912150782,1982288635,2053559838
-"Wages and Salaries: $75,000 Less Than $100,000",791646425,798324358,822009437,840581301,835434509,852517230,870406373,914138780,957583610,971336004,1056859667,1146224551,1203616917,1260783328,1322263411,1379532529,1432333916,1487322951,1544602339,1603329889,1663515870,1724533773,1786537659
-"Wages and Salaries: $100,000 Less Than $200,000",1521442934,1599743841,1665691829,1759304940,1876094165,1922367424,2015029480,2116271949,2216848662,2248686066,2446677151,2653560834,2786426714,2918769500,3061098627,3193679183,3315916743,3443218805,3575823138,3711780028,3851113253,3992372414,4135914167
-"Wages and Salaries: $200,000 Less Than $500,000",750627685,806518068,872227137,955295796,1055689937,1106449651,1206754121,1267385873,1327618918,1346685596,1465257836,1589155645,1668725919,1747982924,1833220516,1912619916,1985825138,2062063371,2141477011,2222898419,2306341835,2390938649,2476902455
-"Wages and Salaries: $500,000 Less Than $1 Million",230634407,259165177,272996984,310372311,337666673,343994542,379375686,398436911,417372793,423366917,460643297,499593913,524608973,549525549,576322284,601283625,624297660,648265204,673231022,698828036,725060723,751656012,778681052
-Wages and Salaries: $1 Million and Over,305543960,387803684,346432571,408251028,336316005,310089733,367731740,386207931,404562625,410372775,446505054,484260182,508507471,532659297,558633576,582828795,605136474,628368396,652567954,677379335,702806878,728585894,754781470
+,2011,2012,2013,2014,2015,2016,2017,2018,2019,2020,2021,2022,2023,2024,2025,2026,2027,2028,2029,2030,2031,2032,2033,2034
+US Population,311721632,314112078,316497531,318857056,321368864,323995528,326625791,329256465,331883986,334503458,337108968,339698079,342267302,344814299,347334912,349825585,352281475,354698370,357072830,359402194,361684740,363919527,366106294,368245560
+POP_DEP,82840576,82503131,82296428,82135602,82109509,82178228,82284937,82410728,82547300,82624346,82772040,83023463,83259014,83463249,83673850,83868421,84024180,84193698,84484144,84767392,85040759,85334627,85631465,85903535
+POP_SNR,41366628,43164909,44723041,46243211,47830245,49420383,51055052,52766466,54556914,56441027,58292098,60221375,62126945,63987872,65919552,67748101,69455598,71098995,72675827,74107408,75245391,76250731,77185290,78138264
+Single Returns,67294506,66655855,68563354,69579590,71086947,71410690,73021932,74164397,75166909,76052548,76951274,77812834,78684040,79565000,80455824,81356621,82267505,83188586,84119980,85061802,86014169,86977199,87951011,88935726
+Joint Returns,56013790,56458434,56796607,55128595,57272012,57201828,57987204,58894443,59690545,60393837,61107520,61791691,62483522,63183098,63890507,64605837,65329175,66060612,66800238,67548145,68304426,69069175,69842485,70624454
+Head of Household Returns,22061944,21814184,21991339,22077498,22134303,21659639,21894095,22236639,22537222,22802762,23072226,23330546,23591759,23855897,24122992,24393077,24666186,24942353,25221612,25503998,25789545,26078289,26370266,26665512
+Number of Returns w/ Gross Security Income,25837226,26480552,27070833,27401498,28087514,28329015,28967603,29938625,30954489,32023496,33073756,34168389,35249571,36305423,37401419,38438901,39407700,40340131,41234793,42047043,42692712,43263121,43793371,44334069
+Number of Dependent Exemptions,99345455,97912393,97691386,96916673,96505181,94809260,94708629,94853412,95010605,95099283,95269277,95558660,95829776,96064847,96307245,96531193,96710470,96905582,97239881,97565894,97880535,98218773,98560428,98873577
+Taxable Interest Income,120111673,111789613,100648711,93894280,95881223,96640233,106055367,110260987,112787090,112466207,113237693,119709978,123785880,144172215,158530039,175345693,188344883,199268572,206635235,215681415,225553699,236067750,244997866,253095050
+Ordinary Dividends,194609806,260393306,214972683,254702232,260252720,254065327,282336042,306497844,321831296,354136702,377564846,396566588,450221441,464038666,479274296,492260042,502311157,516666398,536817536,558118073,580078901,602700022,626005890,649923140
+Business Income (Schedule C),337210620,356450905,357363490,374659000,391975736,389078638,416010104,437315586,442705788,453344344,482933715,497600738,507983969,532069660,556126982,581290714,605348036,628781229,652526487,676895873,702456777,729663112,758968788,788756746
+Business Loss (Schedule C),54240803,52259366,55290946,57400238,60161435,60996610,69637956,73204384,74106676,75887516,80840625,83295809,85033909,89065730,93092802,97305082,101332154,105254750,109229584,113308895,117587659,122141860,127047479,132033831
+Net Capital Gains in AGI,402566646,644856734,504322768,705007630,713598090,634341278,859894631,931642984,869467657,1132676539,2045568233,1301832902,1380588316,1296700971,1276666699,1247552856,1248441075,1268574037,1301240756,1341901446,1387990140,1438125165,1491319611,1546882640
+Taxable Pensions and Annuities,581180358,612544219,638659076,663223262,689991999,693626543,729187412,766221903,797310451,858236906,921526160,941947493,996638063,1050506414,1100895479,1152418341,1203564714,1256485349,1310301770,1366926720,1425611546,1486650515,1549130533,1613224696
+Supplemental Income (Schedule E),661331485,777023944,780713118,846331543,891134646,882933054,973306129,1053816820,1082528185,1033289108,1266911839,1337318689,1470177331,1491802292,1533314902,1567009609,1605779096,1655612516,1713538152,1766389008,1821525802,1884114749,1948715320,2018253514
+Supplemental Loss (Schedule E),175315530,163765597,167171652,166947674,177896945,176446339,206369393,223440016,229527666,219087541,268622399,283550712,311720634,316305759,325107647,332251912,340472178,351038322,363320252,374526181,386216795,399487484,413184697,427928830
+Gross Social Security Income,490699539,526514454,553542772,575126918,605152093,619856114,644989570,679150944,724074374,766551882,801202440,866997736,970949411,1052887790,1119090739,1185782873,1254350213,1326994089,1402083888,1478885831,1556584613,1634854109,1717037081,1803378119
+Unemployment Compensation,92383693,71234134,51923279,33288898,27225383,25420264,23946035,22098109,20789162,21501384,185297653,28290970,21182616,28334858,32723681,33878635,35418573,36958511,38652442,40346374,41886312,43195259,44427210,45736157
+Wages and Salaries: Zero or Less,21437416,20445434,20280688,19421543,20111022,20544631,20869123,21917664,22959310,23289042,25339583,27482222,29076458,30475662,31893581,33278257,34638060,36028400,37480302,38977268,40511172,42073149,43656303,45266792
+"Wages and Salaries: $1 Less Than $10,000",92961755,93108807,94466204,94899140,91906875,90725454,86507256,90853698,95171558,96538370,105038328,113920054,120528523,126328542,132206140,137945934,143582630,149345901,155364366,161569631,167928012,174402760,180965295,187641136
+"Wages and Salaries: $10,000 Less Than $20,000",265080549,262184682,266041138,261995646,261659142,253415638,247511878,259947782,272301910,276212590,300532405,325944524,344852473,361447308,378264108,394686628,410814168,427303861,444523704,462278017,480470419,498995769,517772290,536872998
+"Wages and Salaries: $20,000 Less Than $30,000",373549061,371577702,380567075,381259619,383184602,382875414,382789227,402021961,421128224,427176282,464788066,504089151,533331218,558995943,585003947,610402178,635344206,660846324,687477654,714935566,743071006,771721366,800760175,830300354
+"Wages and Salaries: $30,000 Less Than $40,000",410623212,408353008,408654349,418567676,428313928,436140082,441282302,463453943,485479786,492452033,535811181,581117768,614828243,644414730,674396954,703676225,732429583,761828616,792529414,824183102,856617848,889646199,923122356,957176497
+"Wages and Salaries: $40,000 Less Than $50,000",391671646,391349650,410049846,418379915,424369612,426147995,437485582,459466462,481302798,488215057,531201150,576117927,609538362,638870292,668594554,697621911,726127880,755273969,785710621,817091967,849247650,881991830,915179964,948941109
+"Wages and Salaries: $50,000 Less Than $75,000",900170384,902783183,915963625,916618937,952347137,962308451,1000500360,1050769166,1100707412,1116515287,1214821617,1317543290,1393973598,1461053767,1529031171,1595414801,1660606053,1727261215,1796867810,1868634854,1942172758,2017056515,2092955566,2170165052
+"Wages and Salaries: $75,000 Less Than $100,000",791646425,798324358,822009437,840581301,835434509,852517230,870406373,914138780,957583610,971336004,1056859667,1146224551,1212716709,1271074515,1330212890,1387964728,1444679232,1502667295,1563223019,1625658271,1689634121,1754780824,1820810802,1887980822
+"Wages and Salaries: $100,000 Less Than $200,000",1521442934,1599743841,1665691829,1759304940,1876094165,1922367424,2015029480,2116271949,2216848662,2248686066,2446677151,2653560834,2807493137,2942594055,3079502025,3213200100,3344496698,3478741644,3618930841,3763471228,3911578165,4062395681,4215258019,4370759603
+"Wages and Salaries: $200,000 Less Than $500,000",750627685,806518068,872227137,955295796,1055689937,1106449651,1206754121,1267385873,1327618918,1346685596,1465257836,1589155645,1681342108,1762250894,1844241882,1924310538,2002941006,2083337170,2167293208,2253855072,2342552860,2432873949,2524419635,2617545905
+"Wages and Salaries: $500,000 Less Than $1 Million",230634407,259165177,272996984,310372311,337666673,343994542,379375686,398436911,417372793,423366917,460643297,499593913,528575212,554011070,579787147,604958887,629678494,654953196,681347039,708560095,736444635,764839504,793619358,822896111
+Wages and Salaries: $1 Million and Over,305543960,387803684,346432571,408251028,336316005,310089733,367731740,386207931,404562625,410372775,446505054,484260182,512351976,537007147,561992095,586391254,610352157,634851118,660434871,686812693,713841390,741364753,769261284,797639464
diff --git a/puf_stage1/Stage_I_factors.csv b/puf_stage1/Stage_I_factors.csv
index 1c2da1c3..fd03e69e 100644
--- a/puf_stage1/Stage_I_factors.csv
+++ b/puf_stage1/Stage_I_factors.csv
@@ -9,16 +9,17 @@ YEAR,APOPN,APOPDEP,APOPSNR,AGDPN,ATXPY,ASCHF,ABOOK,ACPIU,ACPIM,ARETS,AWAGE,ASCHC
 2018,1.0563,0.9948,1.2756,1.3228,1.3412,0.5152,1.2689,1.1165,1.2108,1.0683,1.2932,1.2969,1.3496,1.5935,1.2745,0.9180,1.5749,2.3143,1.3840,0.2392,0.8601,1.3326
 2019,1.0647,0.9965,1.3189,1.3773,1.3956,0.5086,1.3034,1.1365,1.2451,1.0827,1.3547,1.3128,1.3663,1.6369,1.3092,0.9390,1.6537,2.1598,1.4756,0.2250,0.8950,1.4158
 2020,1.0731,0.9974,1.3644,1.3572,1.5022,0.5987,1.2441,1.1507,1.2963,1.0955,1.3741,1.3444,1.3991,1.5624,1.2497,0.9363,1.8197,2.8136,1.5622,0.2327,0.9633,1.4223
-2021,1.0814,0.9992,1.4092,1.5025,1.6130,0.6795,1.5254,1.2050,1.3123,1.1084,1.4951,1.4321,1.4904,1.9157,1.5322,0.9428,1.9401,4.9855,1.6328,2.0057,1.0344,1.4764
-2022,1.0897,1.0022,1.4558,1.6381,1.6487,1.1934,1.6102,1.3024,1.3655,1.1208,1.6215,1.4756,1.5357,2.0222,1.6174,0.9967,2.0378,4.1534,1.7669,0.3062,1.0573,1.5326
-2023,1.0980,1.0051,1.5019,1.7037,1.7513,1.2424,1.4167,1.3646,1.3780,1.1334,1.7027,1.5299,1.5921,1.7792,1.4230,1.1791,2.0861,3.6288,1.9086,0.2293,1.1231,1.5909
-2024,1.1062,1.0075,1.5468,1.7781,1.8329,1.0901,1.4282,1.4060,1.3183,1.1461,1.7836,1.6034,1.6687,1.7935,1.4345,1.2842,2.0790,3.3456,2.0372,0.2617,1.1754,1.6514
-2025,1.1142,1.0101,1.5935,1.8654,1.9106,0.9656,1.5778,1.4366,1.3355,1.1589,1.8706,1.6856,1.7542,1.9815,1.5849,1.3328,2.1186,3.2086,2.1646,0.2827,1.2252,1.7143
-2026,1.1222,1.0124,1.6377,1.9502,1.9997,0.8834,1.6849,1.4660,1.3520,1.1719,1.9516,1.7741,1.8463,2.1159,1.6924,1.4279,2.1945,3.1399,2.2989,0.3076,1.2824,1.7795
-2027,1.1301,1.0143,1.6790,2.0346,2.0875,0.8318,1.7822,1.4962,1.3690,1.1850,2.0263,1.8602,1.9359,2.2382,1.7902,1.5245,2.2892,3.1309,2.4381,0.3334,1.3387,1.8472
-2028,1.1379,1.0163,1.7188,2.1165,2.1774,0.8013,1.8521,1.5287,1.3872,1.1983,2.1041,1.9470,2.0262,2.3259,1.8603,1.6021,2.3880,3.1591,2.5877,0.3634,1.3963,1.9175
-2029,1.1455,1.0198,1.7569,2.1999,2.2686,0.7828,1.9137,1.5634,1.4067,1.2117,2.1851,2.0354,2.1182,2.4033,1.9222,1.6691,2.4830,3.2174,2.7425,0.3870,1.4548,1.9904
-2030,1.1530,1.0233,1.7915,2.2856,2.3637,0.7735,1.9802,1.5989,1.4267,1.2252,2.2682,2.1247,2.2111,2.4868,1.9890,1.7382,2.5799,3.2986,2.9018,0.4017,1.5158,2.0662
-2031,1.1603,1.0266,1.8190,2.3735,2.4611,0.7695,2.0499,1.6354,1.4472,1.2390,2.3533,2.2148,2.3049,2.5744,2.0591,1.8050,2.6790,3.3954,3.0652,0.4153,1.5783,2.1448
-2032,1.1675,1.0301,1.8433,2.4633,2.5644,0.7695,2.1253,1.6723,1.4679,1.2528,2.4397,2.3066,2.4004,2.6691,2.1348,1.8750,2.7803,3.5037,3.0652,0.4269,1.6445,2.2264
-2033,1.1745,1.0337,1.8659,2.5548,2.6695,0.7722,2.2006,1.7105,1.4894,1.2669,2.5274,2.3991,2.4967,2.7637,2.2104,1.9512,2.8837,3.6204,3.0652,0.4269,1.7119,2.3111
+2021,1.0814,0.9992,1.4092,1.5025,1.6130,0.6795,1.5254,1.2050,1.3123,1.1084,1.4951,1.4321,1.4904,1.9157,1.5322,0.9428,1.9401,5.0813,1.6328,2.0057,1.0344,1.4764
+2022,1.0897,1.0022,1.4558,1.6381,1.6487,1.1934,1.6102,1.3024,1.3652,1.1208,1.6215,1.4756,1.5357,2.0222,1.6174,0.9967,2.0378,3.2338,1.7669,0.3062,1.0573,1.5326
+2023,1.0980,1.0051,1.5019,1.7619,1.7445,0.7854,1.7702,1.3548,1.3717,1.1334,1.7156,1.5064,1.5677,2.2231,1.7781,1.0306,2.3135,3.4295,1.9787,0.2293,1.1187,1.5909
+2024,1.1062,1.0075,1.5468,1.8313,1.8388,0.7086,1.7962,1.3900,1.3910,1.1461,1.7982,1.5779,1.6420,2.2558,1.8042,1.2003,2.3845,3.2211,2.1457,0.3067,1.1792,1.6514
+2025,1.1142,1.0101,1.5935,1.9052,1.9270,0.6874,1.8462,1.4246,1.3335,1.1589,1.8818,1.6492,1.7163,2.3185,1.8544,1.3199,2.4627,3.1713,2.2806,0.3542,1.2357,1.7143
+2026,1.1222,1.0124,1.6377,1.9856,2.0171,0.6834,1.8868,1.4580,1.3522,1.1719,1.9635,1.7238,1.7939,2.3695,1.8952,1.4599,2.5295,3.0990,2.4165,0.3667,1.2936,1.7795
+2027,1.1301,1.0143,1.6790,2.0670,2.1067,0.6874,1.9334,1.4900,1.3702,1.1850,2.0437,1.7952,1.8682,2.4281,1.9421,1.5681,2.5811,3.1012,2.5562,0.3834,1.3510,1.8472
+2028,1.1379,1.0163,1.7188,2.1505,2.1993,0.6967,1.9934,1.5225,1.3885,1.1983,2.1258,1.8647,1.9405,2.5035,2.0023,1.6590,2.6549,3.1512,2.7043,0.4001,1.4104,1.9175
+2029,1.1455,1.0198,1.7569,2.2370,2.2935,0.7086,2.0632,1.5562,1.4074,1.2117,2.2114,1.9351,2.0138,2.5910,2.0724,1.7204,2.7584,3.2324,2.8573,0.4184,1.4708,1.9904
+2030,1.1530,1.0233,1.7915,2.3260,2.3926,0.7205,2.1268,1.5909,1.4269,1.2252,2.2998,2.0073,2.0890,2.6710,2.1363,1.7957,2.8679,3.3334,3.0138,0.4367,1.5343,2.0662
+2031,1.1603,1.0266,1.8190,2.4176,2.4953,0.7325,2.1932,1.6265,1.4469,1.2390,2.3903,2.0831,2.1679,2.7543,2.2030,1.8779,2.9807,3.4479,3.1722,0.4534,1.6002,2.1448
+2032,1.1675,1.0301,1.8433,2.5119,2.6022,0.7444,2.2686,1.6634,1.4676,1.2528,2.4824,2.1638,2.2518,2.8490,2.2787,1.9654,3.0970,3.5724,3.3317,0.4676,1.6687,2.2264
+2033,1.1745,1.0337,1.8659,2.6091,2.7115,0.7550,2.3464,1.7008,1.4886,1.2669,2.5759,2.2507,2.3423,2.9467,2.3568,2.0398,3.2167,3.7045,3.4992,0.4809,1.7388,2.3111
+2034,1.1813,1.0370,1.8889,2.7089,2.8237,0.7656,2.4301,1.7390,1.5101,1.2810,2.6709,2.3391,2.4342,3.0518,2.4409,2.1072,3.3396,3.8426,3.6751,0.4951,1.8108,2.3990