From 826e6631b2dbfb6e746b046853810078c8bedd52 Mon Sep 17 00:00:00 2001 From: MateoVG Date: Fri, 15 Jan 2021 17:25:23 -0500 Subject: [PATCH 1/7] Initialize and create parser sketch --- HARK/datasets/SCF/WealthIncomeDist/README.md | 3 + .../WealthIncomeDist/WealthIncomeStats.csv | 672 ++++++++++++++++++ .../datasets/SCF/WealthIncomeDist/__init__.py | 0 HARK/datasets/SCF/WealthIncomeDist/parser.py | 44 ++ HARK/datasets/SCF/__init__.py | 0 5 files changed, 719 insertions(+) create mode 100644 HARK/datasets/SCF/WealthIncomeDist/README.md create mode 100644 HARK/datasets/SCF/WealthIncomeDist/WealthIncomeStats.csv create mode 100644 HARK/datasets/SCF/WealthIncomeDist/__init__.py create mode 100644 HARK/datasets/SCF/WealthIncomeDist/parser.py create mode 100644 HARK/datasets/SCF/__init__.py diff --git a/HARK/datasets/SCF/WealthIncomeDist/README.md b/HARK/datasets/SCF/WealthIncomeDist/README.md new file mode 100644 index 000000000..a9d2c76db --- /dev/null +++ b/HARK/datasets/SCF/WealthIncomeDist/README.md @@ -0,0 +1,3 @@ +# Summary statistics of wealth and permanent income in the United States + +# TODO diff --git a/HARK/datasets/SCF/WealthIncomeDist/WealthIncomeStats.csv b/HARK/datasets/SCF/WealthIncomeDist/WealthIncomeStats.csv new file mode 100644 index 000000000..72c03e1bb --- /dev/null +++ b/HARK/datasets/SCF/WealthIncomeDist/WealthIncomeStats.csv @@ -0,0 +1,672 @@ +Educ,YEAR,Age_grp,w.obs,obs,lnNrmWealth.mean,lnNrmWealth.sd,lnPermIncome.mean,lnPermIncome.sd +NoHS,1995,"(15,20]",1270795.37109375,45,-1.3056220366896143,1.2123861615543283,10.088397453300628,0.917433719188688 +NoHS,1995,"(20,25]",2356193.248046875,79,-1.225227632877147,1.475816503221283,10.030028848219137,0.7264931120070424 +NoHS,1995,"(25,30]",2835398.79296875,91,-1.0506609464675805,1.231596282597146,10.494120697670272,0.6698676087213978 +NoHS,1995,"(30,35]",2805613.1125831604,101,-1.0188972787897366,1.1991765236886405,10.178629282798614,0.595616599369887 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+NoHS,2007,All,65667552.10536194,1816,0.07171177756136687,2.0997792951724414,10.362443752135572,0.7637591789633575 +NoHS,2010,All,59741837.409088135,2757,-0.3322151582008037,2.1265781162370416,10.350227736478267,0.6958487133782795 +NoHS,2013,All,58091158.66171265,2316,-0.24886525952588584,2.0923916356956065,10.267526767525663,0.6993632847083736 +NoHS,2016,All,72656551.38700867,2942,-0.5016225459245605,2.2441521901052295,10.34693562770548,0.7612556172342962 +NoHS,2019,All,62662988.78552246,2295,-0.5015422640122742,2.251880762248853,10.336750141213791,0.7655035934244159 +HS,1995,All,252364339.23076773,9683,0.2875386741425905,1.6323753264865741,10.797648019608374,0.8306632843671317 +HS,1998,All,261501213.12968063,9410,0.35580816536559573,1.6840309124645068,10.837759191968555,0.8040877550901719 +HS,2001,All,267830643.92208385,9318,0.3190843525453584,1.7067811769180736,10.931788710694502,0.7703415108113507 +HS,2004,All,282691489.91774845,9412,0.3102050898863799,1.7019330797261736,10.906104968071281,0.7685135122939907 +HS,2007,All,298389501.37011003,9299,0.41783656922104223,1.7526477004197747,10.896172446017768,0.7821407683254537 +HS,2010,All,287588162.8185663,14041,0.14520580722597254,1.7773693609143142,10.903278692668648,0.756085283424659 +HS,2013,All,301195576.2418499,12915,0.06383466271414409,1.8541671386301877,10.809973583970542,0.7697886714802871 +HS,2016,All,292827228.88671875,12616,0.11277245906323351,1.9217075318215233,10.824849673995532,0.7939457281334957 +HS,2019,All,303052873.4500284,11612,0.1732558248618353,1.8755024471895327,10.842099058508248,0.8324001267737489 +College,1995,All,117439154.02269363,7892,0.6530735748386791,1.4244771186149254,11.374136933522616,0.8553062556416903 +College,1998,All,126003428.80296755,8077,0.8094976888845535,1.4686031597454927,11.50998605109885,0.8310745492186921 +College,2001,All,143813752.32436228,8966,0.9663331086373025,1.4125792653480922,11.62295954821076,0.8555205944436873 +College,2004,All,158573081.9644227,9425,0.979157637735482,1.4042718273169101,11.661893347422584,0.8845158173094193 +College,2007,All,159171465.9269204,9257,1.0703128313951413,1.413969315519551,11.65689458881861,0.8782587942642424 +College,2010,All,163369694.56777763,11728,0.8686037540622702,1.5389482324821726,11.630047815862035,0.9335111886959762 +College,2013,All,173700230.89420795,11384,0.9786063764148358,1.423501302429209,11.59638433046727,0.9075369252745765 +College,2016,All,191822569.94490433,12451,0.9874264925814195,1.4567127351350462,11.651355470435412,0.9343974855237214 +College,2019,All,207089539.5801239,12243,1.0637967691099335,1.4182741006593422,11.604763824808282,0.9276408463877193 +NoHS,All,All,602538829.7075086,20771,-0.09630773829467426,2.093249356595968,10.297006538368974,0.7915380473894504 +HS,All,All,2547441028.967554,98306,0.23943809934885812,1.7782048200162501,10.86124185895023,0.7910761108501261 +College,All,All,1440982918.0283804,91423,0.9471998082983402,1.4452120296874236,11.599600144849596,0.8991236790570938 +All,1995,All,446090793.7370877,19889,0.38192913740377693,1.6214841820333408,10.85362240397576,0.9263606642802306 +All,1998,All,456036503.31009483,19587,0.4489135343217659,1.6935642015919639,10.930476040606786,0.9268871725796919 +All,2001,All,481311913.7366271,20466,0.4928525043610466,1.6994540583218298,11.042624545839807,0.9150002784432886 +All,2004,All,510496633.8897319,20886,0.46783035930917344,1.7127093738679093,11.057972436388331,0.9221373254627077 +All,2007,All,523228519.4023924,20372,0.5728862890531313,1.7416807218833659,11.060606529074459,0.9172925015988294 +All,2010,All,510699694.7954321,28526,0.32076748632449115,1.7968194207339507,11.071071566341804,0.9131728763276665 +All,2013,All,532986965.7977705,26615,0.32787668647790486,1.814865417832679,11.007142315868577,0.9226597004477293 +All,2016,All,557306350.2186317,28009,0.3337255528544858,1.8949325817387324,11.047023491745925,0.9606101679642679 +All,2019,All,572805401.8156748,26150,0.4213974251250882,1.8486769931893534,11.06254603992567,0.9650806263448962 +All,All,"(15,20]",35661067.225063324,1232,-0.9226540253689112,1.9779221308491004,9.769320326333075,0.8556053317187928 +All,All,"(20,25]",191506993.86631775,6540,-1.1655197405858353,1.7420523769276761,10.407811193482281,0.7623891510021877 +All,All,"(25,30]",323960395.4660721,11453,-0.7075478077421268,1.5169076975674285,10.87834856443919,0.7195903893799949 +All,All,"(30,35]",384168172.7016449,14189,-0.435578259587435,1.5132026662675304,11.097027024794992,0.7516750217231464 +All,All,"(35,40]",432588732.1030936,18305,-0.17699357310786085,1.5814023843055056,11.203612100605728,0.7972930212510714 +All,All,"(40,45]",471457640.103632,21454,0.13867941729313105,1.5492113146786328,11.265914202389679,0.8302768026794269 +All,All,"(45,50]",470198294.5209675,23327,0.38269222603155983,1.5524007995920974,11.32268594320624,0.8809170489084311 +All,All,"(50,55]",452379960.7693362,24712,0.5777126253608125,1.5943390285333134,11.305960155463106,0.9408043543403601 +All,All,"(55,60]",403179997.5655031,22769,0.8438089338948742,1.619848674192003,11.21332278189462,0.9887761144222412 +All,All,"(60,65]",360878440.4648757,20159,0.9916128810708348,1.6985411259718377,11.06331089359344,1.0075799342095844 +All,All,"(65,70]",324643035.5151844,16404,1.1864852693205004,1.6649854781009132,10.883926018684923,0.9698781705640617 +All,All,"(70,75]",266572401.67756367,12160,1.3644575791729392,1.5870615777439467,10.700199005214376,0.9423562938594875 +All,All,"(75,80]",223788761.74793673,8627,1.419089672442563,1.593948425371985,10.531964852456452,0.8976720799833304 +All,All,"(80,85]",151102090.4521284,5605,1.4707375855154317,1.6233255207233075,10.482733210192519,0.8464880148529895 +All,All,"(85,90]",70303448.4290576,2499,1.5577574289625318,1.6510718492207406,10.361235464814463,0.8388095964600119 +All,All,"(90,95]",28573344.09506607,1065,1.508008571520737,1.8960565684726924,10.27751672099755,0.8403050679224577 diff --git a/HARK/datasets/SCF/WealthIncomeDist/__init__.py b/HARK/datasets/SCF/WealthIncomeDist/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/HARK/datasets/SCF/WealthIncomeDist/parser.py b/HARK/datasets/SCF/WealthIncomeDist/parser.py new file mode 100644 index 000000000..d7a41638f --- /dev/null +++ b/HARK/datasets/SCF/WealthIncomeDist/parser.py @@ -0,0 +1,44 @@ +# -*- coding: utf-8 -*- +""" +Created on Fri Jan 8 15:36:14 2021 + +@author: Mateo +""" + +import numpy as np +import pandas as pd +from warnings import warn +import os + +scf_sumstats_dir = os.path.dirname(os.path.abspath(__file__)) + + +def get_scf_distr_stats(): + """ + + """ + + filename = os.path.join(scf_sumstats_dir, "WealthIncomeStats.csv") + + # Read csv + table = pd.read_csv(filename, sep=",") + + return table + + +def parse_scf_distr_stats( + age = None, education = None, year = None +): + + # Read table + filename = os.path.join(scf_sumstats_dir, "WealthIncomeStats.csv") + + # Read csv + table = pd.read_csv(filename, sep=",", + index_col = ['Educ','YEAR','Age_grp'], + dtype = {'Educ': str,'YEAR': str,'Age_grp': str}) + + print(table.loc[('College','1995','(20,25]')]) + +table = get_scf_distr_stats() +hm = parse_scf_distr_stats() \ No newline at end of file diff --git a/HARK/datasets/SCF/__init__.py b/HARK/datasets/SCF/__init__.py new file mode 100644 index 000000000..e69de29bb From 744a39cf48b0e5519eb29ff57429bb1eb1364c34 Mon Sep 17 00:00:00 2001 From: MateoVG Date: Mon, 18 Jan 2021 10:54:59 -0500 Subject: [PATCH 2/7] Update data with NAs --- HARK/datasets/SCF/WealthIncomeDist/WealthIncomeStats.csv | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/HARK/datasets/SCF/WealthIncomeDist/WealthIncomeStats.csv b/HARK/datasets/SCF/WealthIncomeDist/WealthIncomeStats.csv index 72c03e1bb..c52d170c5 100644 --- a/HARK/datasets/SCF/WealthIncomeDist/WealthIncomeStats.csv +++ b/HARK/datasets/SCF/WealthIncomeDist/WealthIncomeStats.csv @@ -287,6 +287,7 @@ HS,2019,"(75,80]",19201668.4751091,532,1.4071112712214344,1.350223798983778,10.5 HS,2019,"(80,85]",6356158.761367798,210,1.0279111299625057,1.9381865509433738,10.456744963890557,0.7483126949383632 HS,2019,"(85,90]",3523967.4821777344,115,1.6567808938669588,1.861336611057785,10.159674506642144,1.020677157773572 HS,2019,"(90,95]",2047763.5072898865,65,1.5785763127009096,1.6847747414993903,10.747172481252802,0.7899309867995287 +College,1995,"(15,20]",NA,NA,NA,NA,NA,NA College,1995,"(20,25]",2863735.898452759,108,-0.6087048728770678,1.5811693652410255,10.457515360181347,0.7091457014077559 College,1995,"(25,30]",13825159.052185059,478,-0.2551574706136753,1.1336001124631936,11.12518784902112,0.5941171917950474 College,1995,"(30,35]",14095225.456809998,553,-0.021430374224058267,1.0913224690310488,11.250217516676315,0.6515067888677377 @@ -318,6 +319,7 @@ College,1998,"(75,80]",3157824.643310547,232,1.9073591978189304,0.97409415428160 College,1998,"(80,85]",3258662.6689944267,156,1.6816317757434487,0.8522681862544653,11.043570598277105,0.9700537178121869 College,1998,"(85,90]",466013.6653251648,35,2.273091422193674,1.1602194435272422,10.483102257484292,0.6045576706611228 College,1998,"(90,95]",633620.06298828125,28,1.786114286637001,0.5617609421418386,10.877904126787662,0.6846848344525228 +College,2001,"(15,20]",NA,NA,NA,NA,NA,NA College,2001,"(20,25]",4673219.0146484375,153,-1.0050737864735617,1.3244194501140598,10.910205149559667,0.7025580698812284 College,2001,"(25,30]",10788931.344184875,356,0.023007307028431758,1.5113843707915633,11.366739388296086,0.5666401182813339 College,2001,"(30,35]",12309279.170806885,450,0.1068312843189835,1.4442306315736317,11.677848171515135,0.6544475318023572 @@ -333,6 +335,7 @@ College,2001,"(75,80]",4904731.639965057,338,2.190518649686175,1.134437105677185 College,2001,"(80,85]",1714036.3403172493,132,2.4412190854566687,0.9544060273633589,11.146593747076611,0.7816744377783231 College,2001,"(85,90]",513348.2918434143,51,0.849487859796986,1.876350610142623,10.964853860959728,0.4257465386719433 College,2001,"(90,95]",881354.1888427734,48,2.01928098237935,1.1320546113280676,10.55859491184183,0.9319415947117323 +College,2004,"(15,20]",NA,NA,NA,NA,NA,NA College,2004,"(20,25]",3231466.12109375,95,-0.2359480275404184,1.7861644614941137,10.426166149395849,1.1089836699346305 College,2004,"(25,30]",9788247.7080078125,300,-0.09214612940458614,1.217193944585228,11.355227356060531,0.5996637036003137 College,2004,"(30,35]",15569925.564163208,491,-0.07929652892602085,1.1755135004717971,11.548035872634422,0.6055305709242373 @@ -348,6 +351,7 @@ College,2004,"(75,80]",5188880.705583572,325,1.9175519103725598,1.14521852543905 College,2004,"(80,85]",3907119.5495853424,165,2.141664994123613,0.6245537181065285,11.075470595865788,0.8281206465150243 College,2004,"(85,90]",1373245.184360981,56,1.7428995618707128,1.8395583101086135,10.58360112176392,1.141694934790944 College,2004,"(90,95]",279929.82960510254,10,-3.8001124805318054,0.36424688700117974,11.56356675065685,0.17969851661887817 +College,2007,"(15,20]",NA,NA,NA,NA,NA,NA College,2007,"(20,25]",3804999.8203125,107,-0.38188093217990265,1.7806531272395414,10.66176121901321,0.7554976795419964 College,2007,"(25,30]",11795514.657958984,319,-0.3903719306975821,1.4550698103987858,11.404929824554667,0.5710790813679747 College,2007,"(30,35]",13912160.25378418,472,0.1808728790388717,1.1004203365966547,11.654351365061205,0.6361445471614133 @@ -363,6 +367,7 @@ College,2007,"(75,80]",4153812.54509449,333,2.4349280265157662,0.735646081862833 College,2007,"(80,85]",3462771.8851776123,205,2.167215533784203,1.0287567803153361,11.12818807853927,0.8115702117018192 College,2007,"(85,90]",1878244.8201847076,86,2.930746092564518,0.7378407081664202,10.618938117717171,0.7106483114207741 College,2007,"(90,95]",275374.1485977173,25,2.4056180060353722,0.5230353736949697,11.180756257057798,0.4199243753397828 +College,2010,"(15,20]",NA,NA,NA,NA,NA,NA College,2010,"(20,25]",3906271.802734375,162,-0.8028156252260953,1.1008278307758186,10.690887160468087,0.8237354275329255 College,2010,"(25,30]",11968455.740692139,526,-0.453661340161268,1.3536984626898632,11.221072844540856,0.6098888746058753 College,2010,"(30,35]",12616581.02153778,662,-0.31170264843308904,1.5551864507438844,11.532422698136738,0.7297298607384897 @@ -378,6 +383,7 @@ College,2010,"(75,80]",6735444.827012062,435,1.8475930816621027,1.51839661635547 College,2010,"(80,85]",3863535.083518982,266,2.090982518012025,0.9269613699260028,11.064918185445112,0.8809000515505633 College,2010,"(85,90]",2049747.6934204102,95,2.1836350522082197,0.8581704649045343,11.005846124414791,0.7585090317222477 College,2010,"(90,95]",1473226.5196990967,55,1.9620676987237413,1.40792381052928,10.604658379020846,0.8364837135908114 +College,2013,"(15,20]",NA,NA,NA,NA,NA,NA College,2013,"(20,25]",4558864.6123046875,176,-0.6014065661507225,1.337548417546669,10.36281841603297,0.8392319245307056 College,2013,"(25,30]",12025602.406738281,467,-0.12765183048782625,1.2565460447147596,11.088831142058877,0.6287954747034026 College,2013,"(30,35]",15986497.048950195,633,-0.046818265515779334,1.2468210482998532,11.422764557768202,0.6564526262896465 @@ -393,6 +399,7 @@ College,2013,"(75,80]",4636402.526655197,358,2.12917608110004,0.7888181090692437 College,2013,"(80,85]",3883272.8984737396,226,2.243249908837787,0.9406111847228333,10.708658262142874,1.0210065877248875 College,2013,"(85,90]",1522119.3098068237,100,2.6583427646571685,0.7609594471182162,10.845791059344828,0.857990344431285 College,2013,"(90,95]",427820.1364746094,25,2.49186185638569,1.6590659603729065,11.238285160753755,1.09719558009704 +College,2016,"(15,20]",NA,NA,NA,NA,NA,NA College,2016,"(20,25]",4281856.375,145,-0.855909389362438,1.1752528635405513,10.372760249434148,0.6946279683593152 College,2016,"(25,30]",11636563.960327148,434,-0.16164323494557833,1.0405880295037846,11.262092026126892,0.7146393537769125 College,2016,"(30,35]",15610826.673217773,662,-0.050948251314214175,1.1770387478626754,11.495319347838867,0.7211526052075445 @@ -408,6 +415,7 @@ College,2016,"(75,80]",8310264.297632217,547,1.9428700363057423,1.38053338119636 College,2016,"(80,85]",6160439.776340485,340,1.7722487215284608,1.598633346622582,11.437072847395976,0.9035223658085404 College,2016,"(85,90]",2384977.66620636,145,2.435022499614593,0.8961317836345797,11.386878311626127,0.7640136592997752 College,2016,"(90,95]",493607.68882751465,60,2.5989782317002867,0.5086120425008501,11.585145449061237,0.7847584145503849 +College,2019,"(15,20]",NA,NA,NA,NA,NA,NA College,2019,"(20,25]",5426252.046875,179,-0.8477539737195487,0.8813676756121327,10.767772852095337,0.7463625018628485 College,2019,"(25,30]",12244080.03515625,404,-0.03785479111223509,1.0069159376447252,11.27717776255965,0.7072223399719543 College,2019,"(30,35]",17035465.25971985,605,-0.10730750746812066,1.26557121134054,11.508088569605873,0.6114971117377184 From 1db1c718e0bcabecc7a7731cc5a8e596f869058c Mon Sep 17 00:00:00 2001 From: MateoVG Date: Mon, 18 Jan 2021 11:56:00 -0500 Subject: [PATCH 3/7] Interpret inputs --- HARK/datasets/SCF/WealthIncomeDist/parser.py | 47 +++++++++++++++++++- 1 file changed, 45 insertions(+), 2 deletions(-) diff --git a/HARK/datasets/SCF/WealthIncomeDist/parser.py b/HARK/datasets/SCF/WealthIncomeDist/parser.py index d7a41638f..e6081d638 100644 --- a/HARK/datasets/SCF/WealthIncomeDist/parser.py +++ b/HARK/datasets/SCF/WealthIncomeDist/parser.py @@ -30,6 +30,32 @@ def parse_scf_distr_stats( age = None, education = None, year = None ): + # Pre-process year to make it a five-year bracket as in the table + if age is not None: + + u_bound = int(np.ceil(age/5) * 5) + l_bound = u_bound - 5 + age_bracket = '(' + str(l_bound) + ',' + str(u_bound) + ']' + + else: + + # If no year is given, use all years. + age_bracket = 'All' + + # Check whether education is in one of the allowed categories + if education is not None: + + message = ("If an education level is provided, it must be one of " + + "'NoHS', 'HS', or 'College'.") + assert education in ['NoHS','HS','College'], message + + else: + + education = 'All' + + # Parse the year + year_str = 'All' if year is None else str(int(year)) + # Read table filename = os.path.join(scf_sumstats_dir, "WealthIncomeStats.csv") @@ -38,7 +64,24 @@ def parse_scf_distr_stats( index_col = ['Educ','YEAR','Age_grp'], dtype = {'Educ': str,'YEAR': str,'Age_grp': str}) - print(table.loc[('College','1995','(20,25]')]) + # Try to access the requested combination + try: + + row = table.loc[(education, year_str, age_bracket)] + + except KeyError as e: + + message = ("The summary statistics do not contain the "+ + "Age/Year/Education combination that was requested.") + raise Exception(message).with_traceback(e.__traceback__) + + # Check for NAs + if any(row.isna()): + warn("There were not enough observations in the requested " + + "Age/Year/Education combination to compute all summary" + + "statistics.") + + return row.to_dict() table = get_scf_distr_stats() -hm = parse_scf_distr_stats() \ No newline at end of file +hm = parse_scf_distr_stats(age = 28, education = 'College', year = 1995) \ No newline at end of file From 5d882181da1272027c0a2edae18f67fa75a7f214 Mon Sep 17 00:00:00 2001 From: MateoVG Date: Mon, 18 Jan 2021 12:09:14 -0500 Subject: [PATCH 4/7] Add fn to rename statistics to what HARK expects --- HARK/datasets/SCF/WealthIncomeDist/parser.py | 16 +++++++++++++++- 1 file changed, 15 insertions(+), 1 deletion(-) diff --git a/HARK/datasets/SCF/WealthIncomeDist/parser.py b/HARK/datasets/SCF/WealthIncomeDist/parser.py index e6081d638..94bde83d4 100644 --- a/HARK/datasets/SCF/WealthIncomeDist/parser.py +++ b/HARK/datasets/SCF/WealthIncomeDist/parser.py @@ -83,5 +83,19 @@ def parse_scf_distr_stats( return row.to_dict() +def income_wealth_dists_from_scf(age = None, education = None, year = None): + + stats = parse_scf_distr_stats(age, education, year) + + param_dict = { + 'aNrmInitMean' : stats['lnNrmWealth.mean'], # Mean of log initial assets (only matters for simulation) + 'aNrmInitStd' : stats['lnNrmWealth.sd'], # Standard deviation of log initial assets (only for simulation) + 'pLvlInitMean' : stats['lnPermIncome.mean'],# Mean of log initial permanent income (only matters for simulation) + 'pLvlInitStd' : stats['lnPermIncome.sd'], # Standard deviation of log initial permanent income (only matters for simulation) + } + + return param_dict + table = get_scf_distr_stats() -hm = parse_scf_distr_stats(age = 28, education = 'College', year = 1995) \ No newline at end of file +hm = parse_scf_distr_stats(age = 28, education = 'College', year = 1995) +params = income_wealth_dists_from_scf(age = 28, education = 'College', year = 1995) \ No newline at end of file From b14b18805f2b46da080875843461d6a0add7bae3 Mon Sep 17 00:00:00 2001 From: MateoVG Date: Mon, 18 Jan 2021 14:51:29 -0500 Subject: [PATCH 5/7] Create example file --- HARK/datasets/SCF/WealthIncomeDist/parser.py | 6 +-- examples/Calibration/SCF_distributions.py | 39 ++++++++++++++++++++ 2 files changed, 40 insertions(+), 5 deletions(-) create mode 100644 examples/Calibration/SCF_distributions.py diff --git a/HARK/datasets/SCF/WealthIncomeDist/parser.py b/HARK/datasets/SCF/WealthIncomeDist/parser.py index 94bde83d4..1148eefcd 100644 --- a/HARK/datasets/SCF/WealthIncomeDist/parser.py +++ b/HARK/datasets/SCF/WealthIncomeDist/parser.py @@ -94,8 +94,4 @@ def income_wealth_dists_from_scf(age = None, education = None, year = None): 'pLvlInitStd' : stats['lnPermIncome.sd'], # Standard deviation of log initial permanent income (only matters for simulation) } - return param_dict - -table = get_scf_distr_stats() -hm = parse_scf_distr_stats(age = 28, education = 'College', year = 1995) -params = income_wealth_dists_from_scf(age = 28, education = 'College', year = 1995) \ No newline at end of file + return param_dict \ No newline at end of file diff --git a/examples/Calibration/SCF_distributions.py b/examples/Calibration/SCF_distributions.py new file mode 100644 index 000000000..3b0aa8a29 --- /dev/null +++ b/examples/Calibration/SCF_distributions.py @@ -0,0 +1,39 @@ +# -*- coding: utf-8 -*- +""" +Created on Mon Jan 18 13:57:50 2021 + +@author: Mateo +""" + +from HARK.datasets.SCF.WealthIncomeDist.parser import income_wealth_dists_from_scf +import seaborn as sns +from itertools import product, starmap +import pandas as pd + +# List the education levels and years +educ_lvls = ['NoHS', 'HS', 'College'] +years = list(range(1995,2022,3)) + +age = 25 + +# %% Get the distribution of aNrm and pLvl at each year x education +params = list(product([age],educ_lvls, years)) +age, education, year = list(zip(*params)) + +frame = pd.DataFrame({'age': age, 'education': education, 'year': year}) + +results = list(starmap(income_wealth_dists_from_scf, params)) +frame = pd.concat([frame, pd.DataFrame(results)], axis = 1) + +# %% Plot time trends at different education levels. + +# Formatting +frame = frame.melt(id_vars = ['age', 'education','year']) +aux = frame["variable"].str.split("(Mean|Std)", n = 1, expand = True) +frame["variable"] = aux[0] +frame["stat"] = aux[1] + +# Plot +g = sns.FacetGrid(frame, col="stat", row = "variable", hue="education", sharey = True) +g.map(sns.scatterplot, "year", "value", alpha=.7) +g.add_legend() \ No newline at end of file From 9853ae7aaf2c0aa393d5deb4f1f00d03e2f04f20 Mon Sep 17 00:00:00 2001 From: MateoVG Date: Mon, 18 Jan 2021 15:23:08 -0500 Subject: [PATCH 6/7] Update sumstats file --- .../WealthIncomeDist/WealthIncomeStats.csv | 1342 ++++++++--------- 1 file changed, 671 insertions(+), 671 deletions(-) diff --git a/HARK/datasets/SCF/WealthIncomeDist/WealthIncomeStats.csv b/HARK/datasets/SCF/WealthIncomeDist/WealthIncomeStats.csv index c52d170c5..ab18b64f1 100644 --- a/HARK/datasets/SCF/WealthIncomeDist/WealthIncomeStats.csv +++ b/HARK/datasets/SCF/WealthIncomeDist/WealthIncomeStats.csv @@ -1,680 +1,680 @@ Educ,YEAR,Age_grp,w.obs,obs,lnNrmWealth.mean,lnNrmWealth.sd,lnPermIncome.mean,lnPermIncome.sd -NoHS,1995,"(15,20]",1270795.37109375,45,-1.3056220366896143,1.2123861615543283,10.088397453300628,0.917433719188688 -NoHS,1995,"(20,25]",2356193.248046875,79,-1.225227632877147,1.475816503221283,10.030028848219137,0.7264931120070424 -NoHS,1995,"(25,30]",2835398.79296875,91,-1.0506609464675805,1.231596282597146,10.494120697670272,0.6698676087213978 -NoHS,1995,"(30,35]",2805613.1125831604,101,-1.0188972787897366,1.1991765236886405,10.178629282798614,0.595616599369887 -NoHS,1995,"(35,40]",4904297.992919922,175,-0.7656325078268285,1.9953057566527037,10.440104603440814,0.7997432596744484 -NoHS,1995,"(40,45]",4912435.1133880615,156,-0.9003560888791449,1.5965558790133534,10.561685164824768,0.6911510109908083 -NoHS,1995,"(45,50]",3169960.723876953,105,-0.583060586548032,1.955516095496453,10.746755501036038,0.7271902965890684 -NoHS,1995,"(50,55]",5263320.403800964,181,0.13499914243238847,1.337800450408295,10.5718583923448,0.8777065624464229 -NoHS,1995,"(55,60]",5406468.771668434,161,0.02912867506553559,1.659391650581126,10.86508433119857,0.6181057998367717 -NoHS,1995,"(60,65]",8202177.24332428,235,0.4816489554934996,1.5088286775387887,10.22159992381816,0.9056069331346938 -NoHS,1995,"(65,70]",9555122.246925354,270,0.9901925123110469,1.53642935666334,10.284241775317573,0.8101756962730089 -NoHS,1995,"(70,75]",9346511.205615997,262,1.37564374465045,1.3450234912499435,10.09595759777814,0.7480723790349427 -NoHS,1995,"(75,80]",8796888.089805603,238,0.9069030286895605,1.747853605117895,9.672113381300447,1.1130351120218562 -NoHS,1995,"(80,85]",4568518.522954941,130,0.8585962526180739,1.8725773748148669,9.724041284443802,0.9604688600806459 -NoHS,1995,"(85,90]",2201245.028930664,57,0.772268760550855,1.7117255249765086,9.959108148813655,0.6286227820888325 -NoHS,1995,"(90,95]",692354.61572265625,28,1.1354367409914097,2.637533766745227,9.805509271475312,0.7106677262339846 -NoHS,1998,"(15,20]",556486.07177734375,19,-1.6905576357138739,1.9864058724257683,10.069406891491425,0.3903841504552653 -NoHS,1998,"(20,25]",3243649.099609375,109,-1.6218081528100234,1.9964709807914094,9.98686273236703,0.9282504448015572 -NoHS,1998,"(25,30]",4323082.001708984,141,-1.0500293990135874,1.5496466025415978,10.213102532771128,0.783462714618428 -NoHS,1998,"(30,35]",3790303.6865234375,126,-1.5753319896397142,1.6358556513560736,10.546583140491588,0.6846238169616011 -NoHS,1998,"(35,40]",6261650.035644531,196,-0.5124146062894155,2.073727398653179,10.580070273043042,0.7396151559665202 -NoHS,1998,"(40,45]",3773686.610595703,136,-0.21454602711163367,1.3563440868771433,10.559962760544932,0.9061352072960269 -NoHS,1998,"(45,50]",3780320.7495117187,123,-0.05691819405326808,1.258835603803525,10.5834064912386,0.9025203080075451 -NoHS,1998,"(50,55]",4809872.8271484375,152,0.3694405671384103,1.5978591044905892,10.508416477383323,0.9997850720330377 -NoHS,1998,"(55,60]",6328861.025848389,205,0.4100646973036952,1.6705295575097636,10.524508503478865,0.7924869625608254 -NoHS,1998,"(60,65]",4299553.091117859,136,0.22399249823313724,1.9943288410154225,10.369302032038497,0.6459499723779147 -NoHS,1998,"(65,70]",5574323.571166992,155,0.3740172135329638,2.0746668431221833,9.732526568323742,1.3035400830981971 -NoHS,1998,"(70,75]",7175506.614490032,234,0.8318203036947179,1.5084762595636865,9.98397895441033,0.7764276683130312 -NoHS,1998,"(75,80]",6541313.852212906,165,0.9430115544416268,2.09600489121721,9.983700776824934,0.7691461530612734 -NoHS,1998,"(80,85]",5452008.534622192,130,1.5437862298096756,1.4127278916693502,9.868272120337636,0.7304158806210121 -NoHS,1998,"(85,90]",1720015.970703125,48,0.99702416022172,2.455615501763432,9.655930270475524,0.8397716512471416 -NoHS,1998,"(90,95]",901227.634765625,25,1.0354761867349194,2.2419278128721007,9.692150409655854,0.7574024534861239 -NoHS,2001,"(15,20]",567726.541015625,15,-0.45642775321490137,1.4910691891889365,10.17227791181046,0.7262349711718314 -NoHS,2001,"(20,25]",2847977.9140625,91,-1.6766302036275165,1.706477025238542,10.443818455068088,0.6024643000691695 -NoHS,2001,"(25,30]",3351091.1787109375,110,-0.9792049485826003,1.4786712355865879,10.281687948248944,0.5563910856194523 -NoHS,2001,"(30,35]",4331241.220775604,141,-0.573978755360525,1.5680159798434596,10.538663149307245,0.7691850214090798 -NoHS,2001,"(35,40]",3335895.721801758,114,-1.2731388573291098,1.5790189099857288,10.330062585021272,0.5333332457078436 -NoHS,2001,"(40,45]",4763775.595703125,168,-0.5206130984794897,1.9983224242844182,10.571692450266157,0.7807178846022804 -NoHS,2001,"(45,50]",4728977.0050354,175,-0.6166345358800805,1.6306962272959742,10.575186799224316,0.8682241621224313 -NoHS,2001,"(50,55]",5838446.979133606,202,0.11624460502828762,2.0849711007751774,10.213702958110682,1.1222000960063039 -NoHS,2001,"(55,60]",4409183.427619934,155,0.2658168535536136,2.309731569425308,10.834260893525068,0.773540855623341 -NoHS,2001,"(60,65]",6215273.815795898,208,0.6441672737387868,1.487414632687679,10.162463137060426,0.7239443553183429 -NoHS,2001,"(65,70]",6408911.460800171,177,0.47053661440471684,1.8139341520753378,10.107775032339498,0.9257654046407816 -NoHS,2001,"(70,75]",7937592.112911224,233,0.9193014627369686,1.82514422940339,10.033417451565889,0.687739727255976 -NoHS,2001,"(75,80]",7675185.5556640625,201,1.1658456233194026,1.5014331596807267,10.049891755226902,0.5934568743830182 -NoHS,2001,"(80,85]",4232621.339080811,116,0.8048864652062026,2.45209237244016,10.175307411361555,0.7745795100327943 -NoHS,2001,"(85,90]",2802784.818359375,66,1.9012900354627815,0.5047111542082487,9.932386772432586,0.6388108407308577 -NoHS,2001,"(90,95]",220832.8037109375,10,-2.8204151385078022,2.524954737872993,9.327686989395774,1.153384464777856 -NoHS,2004,"(15,20]",346860.84765625,10,-2.507596078301809,2.73067225027483,9.406969940913461,0.5789327951929777 -NoHS,2004,"(20,25]",3384778.2451171875,99,-1.9257346464808704,2.4622963720622,10.331674519534227,0.6251229411458801 -NoHS,2004,"(25,30]",4871284.865234375,155,-1.364197305239,2.0317741189915592,10.41044760337979,0.5806021992048891 -NoHS,2004,"(30,35]",3400945.1353759766,120,-0.7418761812100502,1.4184641937892841,10.567196430281063,0.6727379798195336 -NoHS,2004,"(35,40]",4900158.12890625,172,-1.3005091715713994,1.6328488538120076,10.554266155234728,0.6086085306102581 -NoHS,2004,"(40,45]",6234866.90625,198,-0.30287281316268794,1.5169532837324788,10.688369189567991,0.6113467717082557 -NoHS,2004,"(45,50]",5151652.487068176,195,-0.5450397137629174,2.1043979475902885,10.539191863207455,0.7769176094962217 -NoHS,2004,"(50,55]",4076808.624145508,141,0.09086369902137484,1.6064458558727024,10.559120900638268,0.6171016705647137 -NoHS,2004,"(55,60]",3294274.2606048584,129,0.1312992006195181,1.619451136705204,10.51085746421826,0.827188910973596 -NoHS,2004,"(60,65]",4319492.5830078125,130,8.05677896224584e-4,2.4948880541785616,10.171011988086935,0.9925404310818093 -NoHS,2004,"(65,70]",7446568.7265625,190,0.37624212598432877,1.8915716960548423,10.323343820692521,0.6692663310345524 -NoHS,2004,"(70,75]",6599322.8759765625,165,0.8179263134503914,1.5702513158684208,9.929413343845132,0.5259234144634778 -NoHS,2004,"(75,80]",6402094.1435546875,145,0.8049941439357233,1.691225165068856,9.994076746670203,0.6618995517827206 -NoHS,2004,"(80,85]",4067599.5970458984,100,0.591671070344307,2.01423902643902,10.000197976161592,0.6999308119915685 -NoHS,2004,"(85,90]",2554459.2138671875,60,1.0440770000810344,2.330391344086558,9.904313854904037,0.9573061716120439 -NoHS,2004,"(90,95]",2180895.3671875,40,1.9521842332932924,1.419305102023775,9.733701983836447,0.6231010077279273 -NoHS,2007,"(15,20]",386978.73828125,13,-2.9436927044447834,1.3766921259114056,9.843711836699775,0.633461184164019 -NoHS,2007,"(20,25]",3172813.6484375,82,-2.3275779826924863,1.4023856448188345,10.331752386906857,0.5051918693835997 -NoHS,2007,"(25,30]",3720303.52734375,105,-0.49076170179098016,1.468799758660379,10.416919632893237,0.6586819068765698 -NoHS,2007,"(30,35]",5879392.693359375,161,-0.6046133321250488,1.6092584129186687,10.524941350942889,0.5013107832849631 -NoHS,2007,"(35,40]",4132906.1787872314,131,-0.7075990708132585,1.964560583183503,10.786904997176148,0.7281511998892558 -NoHS,2007,"(40,45]",6476777.380859375,195,-0.6894008193172366,2.518130990012744,10.535272344390474,0.7109494108636181 -NoHS,2007,"(45,50]",5402723.290283203,160,-0.35280270844268996,1.9278885058061122,10.707044454066509,0.9081233360836651 -NoHS,2007,"(50,55]",4712998.619384766,133,0.42010165608481387,1.3565859967091123,10.640754009867397,0.8645944130618713 -NoHS,2007,"(55,60]",3911755.692504883,115,-0.03350918793538749,1.676790994357765,10.281499139212677,0.6943093392254088 -NoHS,2007,"(60,65]",3651036.8076171875,104,0.5109514391157944,1.6198945303862997,10.24922749886735,0.8402433048347326 -NoHS,2007,"(65,70]",4235880.912841797,125,1.35160773236601,1.1701248944518035,10.673699914177991,0.6116909191020474 -NoHS,2007,"(70,75]",4767416.507247925,116,0.8631432318592357,1.7308939269618937,10.29543880509589,0.7625277695583137 -NoHS,2007,"(75,80]",5965935.876358032,141,0.8177789855844855,2.4462619863459523,9.724319151256003,0.5337627177739825 -NoHS,2007,"(80,85]",6248981.492782593,156,0.7633269239522474,2.212050912809816,9.914192355831323,0.6307597100578767 -NoHS,2007,"(85,90]",2374740.3408355713,66,1.38487750623575,2.111045629095998,10.143892023533004,0.7227330143151711 -NoHS,2007,"(90,95]",626910.3984375,13,2.2607642618257255,0.42599633736141707,10.284427386792714,0.6854863032065773 -NoHS,2010,"(15,20]",570614.6484375,25,-2.5973816819576148,2.066550810147818,10.030489362099857,0.3196244795428633 -NoHS,2010,"(20,25]",1878633.7841796875,90,-2.3842283231704298,2.123124453232866,10.157444108916126,0.4864588041746737 -NoHS,2010,"(25,30]",2370275.392578125,135,-1.817865959303584,1.0734881607781879,10.436152365514229,0.44783020585774796 -NoHS,2010,"(30,35]",4347315.617553711,232,-1.722378317619373,1.9953630405987839,10.514795515380799,0.5157811762875535 -NoHS,2010,"(35,40]",5130832.547119141,280,-1.1342038764257232,1.8412065030383766,10.497891840560854,0.8871773814585613 -NoHS,2010,"(40,45]",4743313.8662109375,249,-1.1540300846088103,2.03472583499849,10.54199817163525,0.6831179597434067 -NoHS,2010,"(45,50]",6245655.19921875,326,-0.960903724645934,2.069359271038177,10.446851725791284,0.7486202440914235 -NoHS,2010,"(50,55]",5527850.08972168,277,-0.31485894823608146,1.7963757276561498,10.462410341639407,0.6084599725120805 -NoHS,2010,"(55,60]",3735385.2470703125,196,-0.5692909568115871,1.8869885084012998,10.465234255550666,0.9443019449236273 -NoHS,2010,"(60,65]",4681539.150878906,215,0.5808302607154888,1.4287287261558927,10.335640582579929,0.7055350096367395 -NoHS,2010,"(65,70]",4813655.356872559,208,0.21393591188113684,1.9612516110554155,10.358327206607733,0.6577026882671538 -NoHS,2010,"(70,75]",3560467.245574951,141,1.2078763930840324,1.2990730169068745,10.366853212322997,0.6578747132218155 -NoHS,2010,"(75,80]",5355149.712890625,164,0.9973373125382421,1.962793902458898,10.007322367025587,0.44743192923845976 -NoHS,2010,"(80,85]",4655004.7265625,148,1.0531378513204268,1.5878521815449536,10.126032836319927,0.6609731945815119 -NoHS,2010,"(85,90]",1179983.505859375,41,0.3738796338055989,1.88239641944641,9.955060110986475,0.6055083996429956 -NoHS,2010,"(90,95]",946161.318359375,30,0.3576766233897861,2.926141713841684,9.950075649913021,0.6348772554122796 -NoHS,2013,"(15,20]",766013.0234375,25,-0.5164947921827411,1.4099076594950206,9.799723122178104,0.36027199927288844 -NoHS,2013,"(20,25]",1590562.90625,64,-1.5026129935526664,1.1508385294428147,10.410276992024984,0.509192048952157 -NoHS,2013,"(25,30]",3777116.982421875,161,-1.4000243466349973,1.249589434304254,10.205922077803077,0.5213785982070873 -NoHS,2013,"(30,35]",3481294.2705078125,152,-1.0712443315523126,1.8199384211403342,10.627488523358368,0.6823639111330696 -NoHS,2013,"(35,40]",4394581.0390625,198,-1.3760456846004707,1.8229755028990942,10.44694727665721,0.6197677868568372 -NoHS,2013,"(40,45]",3913089.8173828125,178,-1.1734872271479844,2.1700189503494087,10.477705267017303,0.5293419720239823 -NoHS,2013,"(45,50]",4863583.222167969,234,-0.7807998663444068,1.8814979072199425,10.485586784062905,0.8609117878112154 -NoHS,2013,"(50,55]",5476367.0048828125,236,-0.7241455667173121,2.051964849946029,10.470592159637869,0.7846387178253529 -NoHS,2013,"(55,60]",4339048.340057373,191,-0.10490912699024801,2.1570567363718545,10.297419132898549,0.7811006784248749 -NoHS,2013,"(60,65]",4901853.8223724365,195,-0.3265998602281378,2.0263136035346694,10.32672806524389,0.6253808538674078 -NoHS,2013,"(65,70]",2709940.4305877686,100,1.0125800811105752,1.419951131853156,10.187617705873762,0.6633865591517023 -NoHS,2013,"(70,75]",5127301.743896484,173,0.4341004978650931,2.1884296611575786,10.121999648861209,0.6930856244558109 -NoHS,2013,"(75,80]",4436355.198760986,145,1.130207576109496,1.7947673859574562,9.960834453257426,0.5964174423721201 -NoHS,2013,"(80,85]",4172474.881210327,129,0.5997105815398827,1.7537954101126043,10.028918076783441,0.56094544771136 -NoHS,2013,"(85,90]",2863740.1498565674,95,0.8431382846560467,2.0111763236901825,9.877831596110664,0.5315662938683859 -NoHS,2013,"(90,95]",1277835.8288574219,40,2.2725663509942704,0.8167639891663525,9.752818293155926,0.7491899349858968 -NoHS,2016,"(15,20]",401502.427734375,15,-2.629332765746164,1.277736847513313,9.626786462365406,0.7891505590216717 -NoHS,2016,"(20,25]",2130514.50390625,75,-1.384273364169471,1.9839545899672335,10.085217337898113,0.7616606770038091 -NoHS,2016,"(25,30]",2860095.3623046875,128,-1.8686018893912946,2.0200467800430673,10.250422269669786,0.754900010075779 -NoHS,2016,"(30,35]",5419029.679199219,237,-1.5231480858486186,1.9544768742781204,10.344298860846248,0.6080798720443022 -NoHS,2016,"(35,40]",5586144.5185546875,255,-0.8753862389116944,1.7581737967267612,10.428000330331766,0.653828307069992 -NoHS,2016,"(40,45]",6266981.107421875,282,-1.0878957986417384,1.5697292314948967,10.46727298043633,0.6324683562105855 -NoHS,2016,"(45,50]",5923607.403381348,252,-0.5144449409452448,1.804519790606294,10.652601179424574,0.8825353723963232 -NoHS,2016,"(50,55]",7937123.77583313,354,-0.5654380958506947,2.3083383711657555,10.466439272179862,0.7530590898004902 -NoHS,2016,"(55,60]",6196653.265380859,264,-0.40360364650193764,2.1148013745666665,10.631199417651436,0.9729149970815246 -NoHS,2016,"(60,65]",6687928.718994141,282,-0.03260111360579593,1.9401557773640876,10.177249184200315,0.7293473164444466 -NoHS,2016,"(65,70]",6734375.479919434,266,-0.1830495420246918,2.1028712245919134,10.268366570570832,0.7290085827798712 -NoHS,2016,"(70,75]",5820572.403343201,190,-0.08296907848479304,2.6328513489776895,10.22660270749426,0.7015154296556958 -NoHS,2016,"(75,80]",4817456.709716797,145,0.4473472733131443,2.951614559456655,10.19073888492629,0.6488235971348565 -NoHS,2016,"(80,85]",3768728.874168396,122,0.7150716649201442,2.500773568196484,10.189559510782301,0.7748633120542006 -NoHS,2016,"(85,90]",1745000.4344940186,65,0.08475187085510393,2.389422057228502,9.925087416882304,0.48721538794952574 -NoHS,2016,"(90,95]",360836.72265625,10,-0.4515208808882869,2.5896176575908214,9.94648954951036,0.2615192015788981 -NoHS,2019,"(15,20]",603029.724609375,15,-1.8932173860287564,1.0492238129539668,10.277231710527177,0.38358057500172626 -NoHS,2019,"(20,25]",2051073.8784179688,71,-1.6557568378949996,1.7042235577281795,10.034451350677607,0.6869951859601335 -NoHS,2019,"(25,30]",2381568.05859375,83,-1.4833439585382118,1.76365396365758,10.282826382680703,0.5842523057923994 -NoHS,2019,"(30,35]",5709724.733886719,175,-0.875933993698302,1.683087398681683,10.638783280630609,0.43279048587938396 -NoHS,2019,"(35,40]",4188941.1314086914,181,-1.7112286231972098,1.685288012472962,10.55105684385581,0.6355659067104668 -NoHS,2019,"(40,45]",5538693.921264648,234,-0.6545482522206749,1.6646121224273465,10.576476258143655,0.6959202575024307 -NoHS,2019,"(45,50]",4562693.590881348,185,-0.5586476846656746,2.163413000741423,10.482756868113189,0.8440586094657709 -NoHS,2019,"(50,55]",4916899.587539673,242,-0.39695324954651284,1.9539556440106682,10.668230420411708,0.8275710974914622 -NoHS,2019,"(55,60]",5241233.351837158,217,-1.1191849461619565,2.7709349582381777,10.29002177472051,0.8115906138258024 -NoHS,2019,"(60,65]",6280403.321777344,232,-0.23275910426291307,2.575298013493587,10.118509977035725,0.8240517328905509 -NoHS,2019,"(65,70]",5365424.338378906,195,-0.9361516549392691,2.6655589141984786,10.028217462760963,0.6970880925602204 -NoHS,2019,"(70,75]",5084965.5056762695,170,0.2968839829947724,1.9879210711552797,10.172381655391378,0.8856151626907848 -NoHS,2019,"(75,80]",4631893.962112427,125,0.39319624882437265,2.2283004314245205,10.263079040448277,0.7045289812479775 -NoHS,2019,"(80,85]",3293909.5950775146,90,0.8222584436392607,2.008673149537253,10.19105190295842,0.7415636729093044 -NoHS,2019,"(85,90]",1564673.816482544,45,1.6150462659414,0.6692416691466888,10.38577230670647,0.6592852241081529 -NoHS,2019,"(90,95]",1247860.267578125,35,0.5787176889937113,2.338071172301981,9.847525331134772,0.7379509458549995 -HS,1995,"(15,20]",2025917.85546875,75,-0.36923829638552236,1.491018594059335,9.972536025223247,0.8114027324392157 -HS,1995,"(20,25]",12777871.99609375,505,-1.0921397114686473,1.6577133315548358,10.320830448252158,0.7585411244886382 -HS,1995,"(25,30]",25733829.161376953,934,-0.8211870116500428,1.5692258972828768,10.734138874250968,0.7037562011871826 -HS,1995,"(30,35]",28501448.57751465,1002,-0.32388162804019616,1.3843620888682033,10.910868226095623,0.7391146833617301 -HS,1995,"(35,40]",33354686.137397766,1196,-0.20290539848917905,1.494246608934943,11.000261092636844,0.7330511183653184 -HS,1995,"(40,45]",30719453.9382782,1114,0.1917630091459655,1.4766974770360848,10.998716163860873,0.702401970498293 -HS,1995,"(45,50]",25391402.938484192,998,0.3095872748801302,1.2616955982186229,11.071171912699267,0.7332456033850635 -HS,1995,"(50,55]",16742608.789043427,765,0.7093171712473664,1.2913487246013622,11.120447313049384,0.8148364470151319 -HS,1995,"(55,60]",16116867.491342068,686,0.9600301798772708,1.1942574088427231,11.020992732667601,0.7752705314779074 -HS,1995,"(60,65]",16877676.1917305,707,1.397763661448211,1.168105357332976,10.706373176068164,0.8865789337673925 -HS,1995,"(65,70]",14517255.273960114,601,0.809290785403756,1.5635449368447674,10.480345586010163,0.8238632221153286 -HS,1995,"(70,75]",13020961.120825768,495,1.6689635158273968,1.5928972950098976,10.199507655824567,1.0682296118212526 -HS,1995,"(75,80]",10934226.007300377,377,1.6557168708024916,1.1697917816579422,10.259457935931255,0.7317376123495226 -HS,1995,"(80,85]",4097922.5589351654,147,1.5737962818682627,1.1998959265068283,10.283740801375492,0.7899001620320842 -HS,1995,"(85,90]",1213411.4329833984,61,1.7232793179200454,1.1075655323528497,10.307049817744542,0.7189479368805218 -HS,1995,"(90,95]",338799.7600326538,20,-1.2299984661685524,2.8603275476355865,10.23334511495491,0.49466796222884735 -HS,1998,"(15,20]",4682282.424770355,201,-0.23353861524473324,2.1010427267414395,9.560816020870405,0.945098644773512 -HS,1998,"(20,25]",11149618.133300781,414,-1.203340958384903,1.486328733901995,10.361922168381053,0.7270980865351245 -HS,1998,"(25,30]",20638041.9498291,657,-0.7157379552110077,1.6243764239754817,10.725771085732088,0.7565018073967946 -HS,1998,"(30,35]",23860729.858299255,775,-0.4567222697314881,1.7262455499969236,10.919226051240779,0.9441076408624336 -HS,1998,"(35,40]",33052410.16355896,1116,-0.10596208724816947,1.5059603418396281,11.067103329064459,0.6523931057989502 -HS,1998,"(40,45]",36407654.95451927,1235,0.14494668728845375,1.4296130570286287,11.104616921281993,0.6484515873023232 -HS,1998,"(45,50]",24671304.063200474,959,0.35319696060910233,1.4063286714063554,11.073988252795576,0.6887152916344933 -HS,1998,"(50,55]",21739299.658195496,891,0.4799669296512364,1.5168796918837677,11.13077976332434,0.648769520732835 -HS,1998,"(55,60]",20451668.041707993,778,0.9433113404380458,1.4006373149820033,10.839214218366825,0.7485317097313968 -HS,1998,"(60,65]",14333361.487029076,561,0.8454837393971525,1.5668854118021305,10.888697987373252,0.7973687412513761 -HS,1998,"(65,70]",16549236.551612854,590,1.5334675017024373,1.3022671962020445,10.61464998888712,0.8155311692944268 -HS,1998,"(70,75]",12428246.441727161,463,1.514873792049661,1.3624253469501708,10.435566969690631,0.7341062438375718 -HS,1998,"(75,80]",10784198.012332916,376,1.6858259112452134,1.0449587666939288,10.459378423316194,0.7287091510024721 -HS,1998,"(80,85]",6363548.985643387,240,1.725560753729297,1.2768634503706897,10.41164034512348,0.7470516742226857 -HS,1998,"(85,90]",3533233.4962158203,112,1.8120917936005412,0.9868253211037542,10.246770470330574,0.7514010802590506 -HS,1998,"(90,95]",856378.9077377319,42,1.3095819585255597,2.37598925763877,9.63361482038523,0.444547066834187 -HS,2001,"(15,20]",3545740.87890625,110,-1.0852108821197815,2.308010839141435,9.916598129165042,0.9399223694590081 -HS,2001,"(20,25]",14569793.69921875,461,-1.1674334301122096,1.6016868915346827,10.586177758476147,0.7075149436015065 -HS,2001,"(25,30]",22232112.862304687,734,-0.6942561991271023,1.3994366558523048,10.915630469567516,0.6506367348154591 -HS,2001,"(30,35]",22929376.49331665,764,-0.5193429158472834,1.502187256038652,11.016929799562327,0.6057712352639133 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-College,2001,"(45,50]",17826122.300433636,1347,1.076352840448267,1.0910005946901578,11.773628689282642,0.8246301845118813 -College,2001,"(50,55]",17608006.54382038,1285,1.2870123755311182,1.064998344807918,11.929618479256511,0.8769512757395581 -College,2001,"(55,60]",11167178.568951607,980,1.4037019734292182,1.2371559392713842,11.77910920575411,1.0233724901085417 -College,2001,"(60,65]",8348877.534608364,685,1.5237019247421433,1.1618625519667662,11.637534630693374,0.8803148523271184 -College,2001,"(65,70]",7695922.483996391,631,1.9814517367485507,1.17614372881099,11.565847949605812,0.9504056060640874 -College,2001,"(70,75]",7147514.327015877,502,2.059449119841146,1.0609271918513956,11.203949376476386,0.7884719132076144 -College,2001,"(75,80]",4904731.639965057,338,2.190518649686175,1.1344371056771856,11.224296544687089,0.7257840291605548 -College,2001,"(80,85]",1714036.3403172493,132,2.4412190854566687,0.9544060273633589,11.146593747076611,0.7816744377783231 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+College,2001,"(90,95]",881354.1888427734,48,2.01928098237935,1.1320546113280676,3.6508396328596935,0.9319415947117322 College,2004,"(15,20]",NA,NA,NA,NA,NA,NA -College,2004,"(20,25]",3231466.12109375,95,-0.2359480275404184,1.7861644614941137,10.426166149395849,1.1089836699346305 -College,2004,"(25,30]",9788247.7080078125,300,-0.09214612940458614,1.217193944585228,11.355227356060531,0.5996637036003137 -College,2004,"(30,35]",15569925.564163208,491,-0.07929652892602085,1.1755135004717971,11.548035872634422,0.6055305709242373 -College,2004,"(35,40]",17240055.317310333,777,0.4452968852899643,1.1892095092327692,11.764089392350261,0.7077413657869783 -College,2004,"(40,45]",17207136.525741577,917,0.8605207525496005,1.0963340384079667,11.829216172325063,0.8118309307228738 -College,2004,"(45,50]",20816935.954668045,1321,0.9397281576949181,1.1715509629339602,11.87660140324431,0.7968074524609359 -College,2004,"(50,55]",17904317.611948967,1380,1.1813512989461534,1.2778963645069172,11.922047623947757,0.8923090696341379 -College,2004,"(55,60]",17832326.0447731,1358,1.377338201426526,1.1893078558642507,11.895750217254049,0.9244014767418296 -College,2004,"(60,65]",12399305.77571392,1069,1.8682113189307221,1.1115087102789898,11.695825096310147,0.969195567298746 -College,2004,"(65,70]",7861774.962726593,601,1.653379202524665,1.628016974038689,11.397718710419339,0.91383247455527 -College,2004,"(70,75]",7972415.109140396,560,1.8310620158971551,1.1841339626270067,11.2861910556195,0.9189535373903849 -College,2004,"(75,80]",5188880.705583572,325,1.9175519103725598,1.1452185254390543,11.523121013252725,0.9162695409721914 -College,2004,"(80,85]",3907119.5495853424,165,2.141664994123613,0.6245537181065285,11.075470595865788,0.8281206465150243 -College,2004,"(85,90]",1373245.184360981,56,1.7428995618707128,1.8395583101086135,10.58360112176392,1.141694934790944 -College,2004,"(90,95]",279929.82960510254,10,-3.8001124805318054,0.36424688700117974,11.56356675065685,0.17969851661887817 +College,2004,"(20,25]",3231466.12109375,95,-0.23594802754041844,1.7861644614941137,3.518410870413712,1.1089836699346305 +College,2004,"(25,30]",9788247.7080078125,300,-0.09214612940458614,1.217193944585228,4.447472077078394,0.5996637036003137 +College,2004,"(30,35]",15569925.564163208,491,-0.07929652892602083,1.1755135004717971,4.640280593652285,0.6055305709242375 +College,2004,"(35,40]",17240055.317310333,777,0.4452968852899643,1.1892095092327692,4.856334113368124,0.7077413657869783 +College,2004,"(40,45]",17207136.525741577,917,0.8605207525496005,1.0963340384079667,4.921460893342927,0.8118309307228738 +College,2004,"(45,50]",20816935.954668045,1321,0.9397281576949181,1.1715509629339602,4.968846124262172,0.7968074524609359 +College,2004,"(50,55]",17904317.611948967,1380,1.1813512989461534,1.277896364506917,5.01429234496562,0.892309069634138 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College,2007,"(15,20]",NA,NA,NA,NA,NA,NA -College,2007,"(20,25]",3804999.8203125,107,-0.38188093217990265,1.7806531272395414,10.66176121901321,0.7554976795419964 -College,2007,"(25,30]",11795514.657958984,319,-0.3903719306975821,1.4550698103987858,11.404929824554667,0.5710790813679747 -College,2007,"(30,35]",13912160.25378418,472,0.1808728790388717,1.1004203365966547,11.654351365061205,0.6361445471614133 -College,2007,"(35,40]",15882291.142562866,654,0.6555968803707567,1.0903283112323998,11.711742863918456,0.7242229427556292 -College,2007,"(40,45]",17795498.846178055,899,0.8531511129061758,1.0206948492140935,11.780120747517254,0.7378219858780454 -College,2007,"(45,50]",20442312.908115387,1128,1.1873386546114537,1.0955807132247541,11.856397864373735,0.759000559306174 -College,2007,"(50,55]",20737106.41781807,1374,1.123333926657113,1.3118907310160852,11.828402064951282,0.9445122791235737 -College,2007,"(55,60]",16655715.810786247,1315,1.4955228713094082,1.1705049866883899,11.918574199138552,0.9122410289768733 -College,2007,"(60,65]",14720838.049023628,1160,1.6325848223931603,1.545269340109805,11.573484104531985,1.0368988088697357 -College,2007,"(65,70]",7775679.965268612,665,2.1600831795750515,0.9470855263904875,11.526703630410049,1.098495026353479 -College,2007,"(70,75]",5879144.656057358,515,1.9083224032319324,1.1002802537895515,11.66642870612828,0.9647408432702793 -College,2007,"(75,80]",4153812.54509449,333,2.4349280265157662,0.7356460818628336,11.135007307677395,0.8986501530899829 -College,2007,"(80,85]",3462771.8851776123,205,2.167215533784203,1.0287567803153361,11.12818807853927,0.8115702117018192 -College,2007,"(85,90]",1878244.8201847076,86,2.930746092564518,0.7378407081664202,10.618938117717171,0.7106483114207741 -College,2007,"(90,95]",275374.1485977173,25,2.4056180060353722,0.5230353736949697,11.180756257057798,0.4199243753397828 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-College,2010,"(20,25]",3906271.802734375,162,-0.8028156252260953,1.1008278307758186,10.690887160468087,0.8237354275329255 -College,2010,"(25,30]",11968455.740692139,526,-0.453661340161268,1.3536984626898632,11.221072844540856,0.6098888746058753 -College,2010,"(30,35]",12616581.02153778,662,-0.31170264843308904,1.5551864507438844,11.532422698136738,0.7297298607384897 -College,2010,"(35,40]",11991820.463994026,732,0.28265835919493104,1.2319659852460847,11.719859573922989,0.6910729315798181 -College,2010,"(40,45]",19389216.37419319,1295,0.4098292745120622,1.4339909415474206,11.751552897904425,0.8177663704392779 -College,2010,"(45,50]",18850370.696290016,1498,0.8378425808632539,1.4433034227475692,11.850542444870158,1.0425147071829644 -College,2010,"(50,55]",19412781.557932854,1506,1.1010779165449796,1.1555271093368453,11.932301910292296,0.9087832647617315 -College,2010,"(55,60]",17533802.190986633,1618,1.3255281699778645,1.3351964337408138,11.799360241175002,1.0249858864406678 -College,2010,"(60,65]",14890179.782186508,1402,1.553875809076021,1.2488172030688303,11.950347995872054,0.8909046188727611 -College,2010,"(65,70]",11036674.39335537,920,1.559580650314729,1.323274100853642,11.674003889016346,0.92450567408397 -College,2010,"(70,75]",7651586.42022419,556,1.884088890974999,1.1283400753004635,11.23633821173627,0.9259122346789288 -College,2010,"(75,80]",6735444.827012062,435,1.8475930816621027,1.5183966163554745,11.051178732449028,0.8022694870037632 -College,2010,"(80,85]",3863535.083518982,266,2.090982518012025,0.9269613699260028,11.064918185445112,0.8809000515505633 -College,2010,"(85,90]",2049747.6934204102,95,2.1836350522082197,0.8581704649045343,11.005846124414791,0.7585090317222477 -College,2010,"(90,95]",1473226.5196990967,55,1.9620676987237413,1.40792381052928,10.604658379020846,0.8364837135908114 +College,2010,"(20,25]",3906271.802734375,162,-0.8028156252260953,1.1008278307758186,3.7831318814859505,0.8237354275329254 +College,2010,"(25,30]",11968455.740692139,526,-0.453661340161268,1.3536984626898632,4.3133175655587195,0.6098888746058754 +College,2010,"(30,35]",12616581.02153778,662,-0.31170264843308904,1.5551864507438844,4.6246674191546004,0.7297298607384898 +College,2010,"(35,40]",11991820.463994026,732,0.28265835919493104,1.2319659852460847,4.812104294940852,0.6910729315798181 +College,2010,"(40,45]",19389216.37419319,1295,0.4098292745120622,1.4339909415474206,4.843797618922288,0.8177663704392779 +College,2010,"(45,50]",18850370.696290016,1498,0.8378425808632539,1.4433034227475692,4.942787165888021,1.0425147071829644 +College,2010,"(50,55]",19412781.557932854,1506,1.1010779165449796,1.1555271093368453,5.024546631310158,0.9087832647617315 +College,2010,"(55,60]",17533802.190986633,1618,1.3255281699778645,1.3351964337408138,4.891604962192865,1.0249858864406678 +College,2010,"(60,65]",14890179.782186508,1402,1.553875809076021,1.2488172030688303,5.042592716889917,0.890904618872761 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-College,2013,"(25,30]",12025602.406738281,467,-0.12765183048782625,1.2565460447147596,11.088831142058877,0.6287954747034026 -College,2013,"(30,35]",15986497.048950195,633,-0.046818265515779334,1.2468210482998532,11.422764557768202,0.6564526262896465 -College,2013,"(35,40]",15361270.731880188,820,0.5152258839639011,1.1530905240548786,11.926125560979477,0.7341330776420673 -College,2013,"(40,45]",18157019.314891815,1172,0.5947224447028704,1.287981393331687,11.796695456268226,0.8946327475333213 -College,2013,"(45,50]",16692115.551175117,1149,0.755208252641386,1.2141959194320686,11.704831005603355,0.8020901326894957 -College,2013,"(50,55]",19718548.45482254,1552,1.0909129552585435,1.1618639221163394,11.846128903919794,0.8365632501447144 -College,2013,"(55,60]",18369118.628435135,1411,1.263205821946532,1.25465420073636,11.737243135587944,0.9327568660439448 -College,2013,"(60,65]",18985891.795396805,1515,1.594517701399036,1.095017127557257,11.709390204673257,0.8787387491808266 -College,2013,"(65,70]",14352282.154662132,1055,1.8915257868853108,1.3438073971461113,11.681041067679002,0.9598232075702954 -College,2013,"(70,75]",9023405.323540688,725,1.9791860424921741,1.3023789186102632,11.430347328911589,0.9696064965812823 -College,2013,"(75,80]",4636402.526655197,358,2.12917608110004,0.7888181090692437,11.458124578582405,0.8858593711057245 -College,2013,"(80,85]",3883272.8984737396,226,2.243249908837787,0.9406111847228333,10.708658262142874,1.0210065877248875 -College,2013,"(85,90]",1522119.3098068237,100,2.6583427646571685,0.7609594471182162,10.845791059344828,0.857990344431285 -College,2013,"(90,95]",427820.1364746094,25,2.49186185638569,1.6590659603729065,11.238285160753755,1.09719558009704 +College,2013,"(20,25]",4558864.6123046875,176,-0.6014065661507225,1.337548417546669,3.455063137050833,0.8392319245307057 +College,2013,"(25,30]",12025602.406738281,467,-0.12765183048782622,1.2565460447147596,4.181075863076741,0.6287954747034026 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-College,2016,"(30,35]",15610826.673217773,662,-0.050948251314214175,1.1770387478626754,11.495319347838867,0.7211526052075445 -College,2016,"(35,40]",15066407.413772583,824,0.2234273528001421,1.1599463532851106,11.734412993210425,0.7184025050525085 -College,2016,"(40,45]",19119864.474319458,1064,0.5692432600378508,1.209395398463211,11.810499953544221,0.7423890756879913 -College,2016,"(45,50]",20200412.323266983,1277,0.7970626654823778,1.3297219994822298,11.917165646086106,0.8132029726048641 -College,2016,"(50,55]",17568281.340003967,1423,1.1005166945648452,1.2972698232946376,11.841735176487829,1.000387327277377 -College,2016,"(55,60]",20455812.5613842,1691,1.4725395175903333,1.111857979153214,11.83651120250731,1.1245207608095422 -College,2016,"(60,65]",19648460.623888016,1577,1.5076520356024639,1.2631555232814526,11.763726563587367,1.003839157783897 -College,2016,"(65,70]",18752748.323337555,1451,1.5470263710425178,1.506690939391057,11.542918227276587,0.9454565051884722 -College,2016,"(70,75]",12132046.447380066,811,1.9087156262691187,1.187091610393839,11.462553960753414,0.8364672279461787 -College,2016,"(75,80]",8310264.297632217,547,1.9428700363057423,1.3805333811963645,11.620565627968602,1.1381661761832909 -College,2016,"(80,85]",6160439.776340485,340,1.7722487215284608,1.598633346622582,11.437072847395976,0.9035223658085404 -College,2016,"(85,90]",2384977.66620636,145,2.435022499614593,0.8961317836345797,11.386878311626127,0.7640136592997752 -College,2016,"(90,95]",493607.68882751465,60,2.5989782317002867,0.5086120425008501,11.585145449061237,0.7847584145503849 +College,2016,"(20,25]",4281856.375,145,-0.855909389362438,1.1752528635405513,3.465004970452011,0.6946279683593151 +College,2016,"(25,30]",11636563.960327148,434,-0.16164323494557833,1.0405880295037846,4.354336747144754,0.7146393537769125 +College,2016,"(30,35]",15610826.673217773,662,-0.05094825131421418,1.1770387478626754,4.58756406885673,0.7211526052075445 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-College,2019,"(35,40]",19740710.665664673,896,0.33430249929748956,1.33381236369064,11.762501806960756,0.7210360566045473 -College,2019,"(40,45]",18617320.600906372,993,0.8458295979065648,1.0286222834119907,11.81726703592337,0.7689440018518386 -College,2019,"(45,50]",17707751.199827194,1173,1.0571431018570678,1.097621527191214,12.00740356735722,0.8863983166692455 -College,2019,"(50,55]",21540539.635258675,1426,1.3016109148434447,1.1319897615751928,11.85820151390636,1.0185692313203099 -College,2019,"(55,60]",17398762.59793091,1422,1.4799076408934915,1.2685135096701197,11.767594669734837,1.0776403989032193 -College,2019,"(60,65]",20037377.41196823,1539,1.4557319792686203,1.4446705834016418,11.76387965243031,0.9592566998499812 -College,2019,"(65,70]",21375384.212677002,1444,1.6326492952283762,1.4752838554758618,11.411080803373261,0.9919437652154334 -College,2019,"(70,75]",16381876.169680595,1058,1.9620911387483047,1.1120984698222796,11.400384093462138,0.957017700288869 -College,2019,"(75,80]",9183343.834388733,543,1.8977251789592613,1.1441793298123586,11.238050752751459,0.9018075632195186 -College,2019,"(80,85]",5979845.869905472,352,1.7798853569746167,1.0593491324650275,11.197412829139754,0.8201121719513654 -College,2019,"(85,90]",3142065.47265625,129,1.6288106647463068,0.9907140581028481,11.125882673963018,0.7448856260829281 -College,2019,"(90,95]",1278764.5675086975,80,2.3004832902890278,1.0909286777570688,11.069536545140977,0.7880862616892327 -All,1995,"(15,20]",3296713.2265625,120,-0.7301893530798474,1.4585611951284803,10.017197527868587,0.8518557499536212 -All,1995,"(20,25]",17997801.142593384,692,-1.0326408409380765,1.6317487412001535,10.304508716773785,0.7548475660161907 -All,1995,"(25,30]",42394387.00653076,1503,-0.6519476660225569,1.4465197260588614,10.845610400528628,0.6974822786884695 -All,1995,"(30,35]",45402287.14690781,1656,-0.27293323459131147,1.3098126051771022,10.970971488507397,0.7492966070691961 -All,1995,"(35,40]",50842746.98201752,2037,-0.16400486023834307,1.5153749777777268,11.042048710482055,0.7923838001460644 -All,1995,"(40,45]",53544498.6552639,2270,0.17335306385380825,1.487699172226412,11.140296690652356,0.756891395622927 -All,1995,"(45,50]",44867555.014660835,2217,0.39806625039222354,1.3420207852753234,11.287459494156677,0.8063545776128579 -All,1995,"(50,55]",32366395.46775055,1959,0.7251626058018925,1.2369323146695799,11.208087118434845,0.9176418204850567 -All,1995,"(55,60]",26890185.054074287,1564,0.8740530987084704,1.3643987446295331,11.14260104965389,0.8137181172381949 -All,1995,"(60,65]",30411037.38394928,1586,1.1763166007117916,1.3386895294903471,10.747767867900691,1.0314829114584314 -All,1995,"(65,70]",29871701.340129852,1519,1.0613415477893569,1.6118600894628379,10.505774220764202,0.9443281732585854 -All,1995,"(70,75]",26945636.704617977,1166,1.6053401739229887,1.5926019416110193,10.29525449461226,1.0759472632719356 -All,1995,"(75,80]",23962780.538832664,895,1.3946057403663692,1.4099367925460233,10.175145680803828,0.9881618379246402 -All,1995,"(80,85]",11422804.200327873,430,1.30617609587774,1.5006348971091001,10.195029573057395,0.9490653950690586 -All,1995,"(85,90]",4350638.251690865,195,1.2435944688085965,1.482341141329535,10.206518125317247,0.7418411879248237 -All,1995,"(90,95]",1523625.6211776733,80,0.7460944160118802,2.4763569266332945,10.371533955775199,0.9456444251104994 -All,1998,"(15,20]",5357860.412563324,225,-0.3673653495147677,2.11437369484452,9.612401198608792,0.9088832121625047 -All,1998,"(20,25]",17321881.680755615,648,-1.1473982666447033,1.7025088838627669,10.305472482004863,0.8156454330081666 -All,1998,"(25,30]",35081322.46130371,1139,-0.7100141411999344,1.5490612362199936,10.771651780800552,0.7917480421839702 -All,1998,"(30,35]",40878114.31301117,1404,-0.35550768106498853,1.7238249800101935,11.04435247626321,0.8901701799242023 -All,1998,"(35,40]",52074382.540275574,2031,-0.007170794763542403,1.524332128028559,11.118459391181386,0.7378802049006135 -All,1998,"(40,45]",57438049.96638632,2379,0.22597148826839505,1.4015369800730502,11.225130661423897,0.7710750699877457 -All,1998,"(45,50]",46971488.73303795,2282,0.5214710618550915,1.3827743511604897,11.291782428078191,0.8074419557817705 -All,1998,"(50,55]",41693653.678945065,2227,0.6808691205595253,1.4683584829871958,11.317528253968998,0.8387317545425496 -All,1998,"(55,60]",35642184.98872423,1821,0.9358496176990186,1.4944477551316147,11.0249857660508,0.9055730224186307 -All,1998,"(60,65]",24863382.55582428,1352,0.9276897104963991,1.5881501806797433,11.04161592286343,0.9350207217904839 -All,1998,"(65,70]",29823776.175674915,1387,1.3555859913965465,1.5415721719457691,10.655293781041307,1.0751961664295577 -All,1998,"(70,75]",25222359.36874056,1103,1.4294712410975343,1.4650874161991327,10.444276833812319,0.8694385211931458 -All,1998,"(75,80]",20483336.50785637,773,1.4827623835562298,1.5029779674544141,10.399390220281624,0.8373682821396733 -All,1998,"(80,85]",15074220.189260006,526,1.650320644310947,1.2519497070779964,10.351723436502327,0.9051422806983322 -All,1998,"(85,90]",5719263.13224411,195,1.6045305759171093,1.6328458245231947,10.088337344144925,0.818631034590991 -All,1998,"(90,95]",2391226.605491638,95,1.3325445448573348,2.0007343342180137,9.985384308661473,0.8315716613401299 -All,2001,"(15,20]",4113467.419921875,125,-0.9984284102097624,2.2187341188053535,9.951886168133312,0.9148839426335901 -All,2001,"(20,25]",22090990.627929687,705,-1.1987330219985788,1.5715500927209862,10.636370836368684,0.7088452619111322 -All,2001,"(25,30]",36372135.3852005,1200,-0.5077503090803897,1.4825177923290456,10.991033904995932,0.6882862814276409 -All,2001,"(30,35]",39569896.88489914,1355,-0.33053494242991976,1.5194931945369219,11.170176105384503,0.7398922346127846 -All,2001,"(35,40]",50088539.207098484,1943,-0.02807501181523796,1.463373561069209,11.23564073478539,0.7906387820832346 -All,2001,"(40,45]",61340430.727837086,2620,0.270795636635252,1.5307560891323428,11.275065648907194,0.86172846936091 -All,2001,"(45,50]",56587868.59659004,2692,0.48426479120608745,1.5196265907657451,11.275492881088454,0.8673485412331977 -All,2001,"(50,55]",43860585.10735798,2322,0.7706606440028722,1.5039003584385546,11.35342693085989,1.0219829253589097 -All,2001,"(55,60]",35568234.48213673,1892,1.033708223676004,1.570576574256537,11.241646024266359,0.9254656880970493 -All,2001,"(60,65]",29017229.16355276,1444,1.1633918236804142,1.3921018779391676,10.938361259929799,0.9434181134725635 -All,2001,"(65,70]",27847919.131486893,1269,1.3801468449718406,1.4331124336743697,10.873917997205304,0.9829144792220265 -All,2001,"(70,75]",28875671.66345215,1195,1.5379813088506837,1.4938161391642055,10.638485171445366,0.9106966442321377 -All,2001,"(75,80]",24038048.949091434,917,1.5557421444921826,1.46208859063153,10.487874526747575,0.8296800081469023 -All,2001,"(80,85]",14069249.354393482,507,1.3744968563206998,1.8902295555076822,10.488011034593475,0.7723034070787306 -All,2001,"(85,90]",5787096.255710602,195,1.7016089240636403,1.1499914954926702,10.164518234355857,0.7993125490182761 -All,2001,"(90,95]",2084550.7799682617,85,1.4338789100121205,1.99145369524122,10.126067712974592,0.9408975088142365 -All,2004,"(15,20]",3466533.3779296875,106,-1.070705887975213,1.6361042745158827,9.774544683973168,0.8369382357303264 -All,2004,"(20,25]",23924786.2265625,671,-1.04776982205962,2.04887280954481,10.393641462588599,0.8241648216767136 -All,2004,"(25,30]",37717147.23046875,1149,-0.7362161561094834,1.5661885063213086,10.882547431874226,0.6956016205066613 -All,2004,"(30,35]",42275630.93496704,1348,-0.4444857653505841,1.3828093652770292,11.158304505620169,0.7278328894670905 -All,2004,"(35,40]",52952265.5103569,1965,-0.06196498369636792,1.4782563524380135,11.284287494808042,0.7281397819940195 -All,2004,"(40,45]",53698123.38609505,2197,0.32852067645413324,1.3713915319337104,11.280472590847573,0.8139567899803256 -All,2004,"(45,50]",58945793.60227394,2624,0.408971600144653,1.5325683178400198,11.341183973080613,0.9057020501547193 -All,2004,"(50,55]",49818064.31612682,2530,0.7571518966495662,1.5439345188023106,11.354024634557497,0.9380708448687793 -All,2004,"(55,60]",45558089.397117615,2427,0.9914539085316203,1.4227556495804854,11.348351892710907,0.9681290507553016 -All,2004,"(60,65]",31804869.94849491,1801,1.2088255136530288,1.656966229146503,11.112937530134614,1.031217082498159 -All,2004,"(65,70]",29234801.97674179,1319,1.1660750585727047,1.6499332667160658,10.854683289652403,0.8751421493035232 -All,2004,"(70,75]",29696595.555933,1184,1.4134155180365662,1.407932756139931,10.657907679073721,0.8600475489398545 -All,2004,"(75,80]",24187755.599417686,820,1.4529632118452043,1.3490426639306445,10.602247641682336,0.8862361181951112 -All,2004,"(80,85]",16151838.430826187,475,1.4576519930610772,1.5097745697151046,10.44012994701106,0.7784122486884945 -All,2004,"(85,90]",7984036.6306500435,200,1.7617514027350853,1.7590879864386855,10.36472654883698,0.9234736568259696 -All,2004,"(90,95]",3080301.7657699585,70,1.8000872641202355,2.2758246348364426,9.995375166718707,0.8132527241488369 -All,2007,"(15,20]",4132517.927734375,100,-1.049595528866168,1.8557616218727493,9.756341347108947,0.6905018848694467 -All,2007,"(20,25]",22741173.280273437,603,-1.4812901279362396,1.8014573519098012,10.486851063964966,0.6671951334342181 -All,2007,"(25,30]",35841087.91149902,981,-0.5161783312365414,1.5329399028287198,10.946165897845285,0.7323039233707649 -All,2007,"(30,35]",44337008.57409668,1327,-0.3051729486055068,1.387330479009923,11.168810138902227,0.7118153013945803 -All,2007,"(35,40]",48939529.91085625,1704,0.021351288091712002,1.6929168969944373,11.275458348370082,0.7823697038815072 -All,2007,"(40,45]",53485153.861162186,2063,0.2954785757119906,1.5449774269443382,11.283775596050875,0.8095406809863407 -All,2007,"(45,50]",59969240.74092674,2430,0.6024147178819746,1.4725751357045311,11.367231331474914,0.8239617295098716 -All,2007,"(50,55]",56799768.56021309,2573,0.7280708264290467,1.492794365706231,11.349843237789091,0.9363004876197556 -All,2007,"(55,60]",45534430.66960001,2258,1.0792820857457393,1.4118991564749537,11.303581042965359,0.9614926758047849 -All,2007,"(60,65]",41542208.44865894,2042,1.2944593354856275,1.4873062180479097,11.10094861065614,0.9847269041276827 -All,2007,"(65,70]",29838581.26141596,1410,1.5526688983554704,1.3244737658446661,10.921808632662218,0.917717413712422 -All,2007,"(70,75]",23918769.85867119,1021,1.4448657693407825,1.4258898604190324,10.793257026268563,0.9330727321488592 -All,2007,"(75,80]",22342944.926362038,785,1.5495343230718719,1.735444720246414,10.33325113778802,0.8376879783522394 -All,2007,"(80,85]",19248313.982852936,655,1.7230634503293825,1.7933364819048145,10.382221555180948,0.8068637253388949 -All,2007,"(85,90]",10797181.745645523,310,1.5477609466710505,1.9438354642497548,10.162832353058793,0.7265482366020332 -All,2007,"(90,95]",3760607.742424011,110,1.9063589163938686,1.119863075913881,10.33558223172206,0.6876241105311522 -All,2010,"(15,20]",3592493.64453125,145,-0.6693830029677198,1.8091399540981552,9.443641136741167,0.8594844421220456 -All,2010,"(20,25]",21025120.46142578,929,-1.3191150715949695,1.6818789042698112,10.42779311825713,0.7165779223033947 -All,2010,"(25,30]",32842520.515594482,1583,-0.9405538876865311,1.501770658889483,10.922744478739352,0.6340933315734768 -All,2010,"(30,35]",40391140.7276535,2058,-0.6976483939916581,1.6347158610758037,11.126585739078603,0.7275250933566435 -All,2010,"(35,40]",44334478.97543049,2398,-0.4136234125082291,1.50127587498366,11.165460517914806,0.7774097524580649 -All,2010,"(40,45]",49132427.13080025,2862,-0.10603652448421064,1.67141528471514,11.28589823467351,0.8382691567135901 -All,2010,"(45,50]",54599682.30073643,3316,0.16930568599478008,1.7895675620881055,11.333527576156758,0.9423295697316182 -All,2010,"(50,55]",57455702.72593975,3485,0.5247033617727372,1.516348009096281,11.353874424880035,0.8896262708904252 -All,2010,"(55,60]",48729209.65192413,3345,0.6845583449936644,1.5915701010579766,11.288784496210983,0.9875543347160287 -All,2010,"(60,65]",41504838.64620876,2752,1.1613276606254106,1.3899569481959437,11.186603802123622,1.0146998829826794 -All,2010,"(65,70]",34886617.994338036,1992,1.102330233279514,1.7461019897189523,11.074289611696607,0.8935087080363956 -All,2010,"(70,75]",27281372.218182564,1380,1.3665261666407598,1.3849340320455932,10.800989388478698,0.8200511378866683 -All,2010,"(75,80]",25790591.533967018,1079,1.339838872029992,1.6833798217623657,10.51438138932622,0.7694277046400952 -All,2010,"(80,85]",17372953.159477234,746,1.536947561907904,1.5369289616313275,10.484933261029708,0.7881955444986907 -All,2010,"(85,90]",8049890.746871948,316,1.7067588501253994,1.260894492645317,10.556177603001395,0.7883078635149742 -All,2010,"(90,95]",3710654.362350464,140,1.3174895982262824,1.9236651667507976,10.321711819775288,0.7563165261903753 -All,2013,"(15,20]",3396426.2783203125,130,-0.7412223468890158,1.4573587955179,9.747528603951896,0.6069668172757248 -All,2013,"(20,25]",21334173.38623047,801,-1.1268653486376095,1.6561304496520517,10.318295890488617,0.7022407777431543 -All,2013,"(25,30]",33728022.08203125,1371,-0.7221266525296576,1.4636201448709212,10.759017830396148,0.7000841296667636 -All,2013,"(30,35]",43114610.847473145,1761,-0.54533431813555,1.4869405961452709,11.075001285665719,0.7246729177795318 -All,2013,"(35,40]",42891426.98993683,2069,-0.41579283309592086,1.684924070257093,11.241538538419556,0.8673493013314579 -All,2013,"(40,45]",47620057.794384,2522,-0.10501314847924421,1.6042080577218543,11.316856151865915,0.8671600662087158 -All,2013,"(45,50]",51507452.45586109,2775,0.1760137518021654,1.5683720897068492,11.248419776224246,0.85117043077798 -All,2013,"(50,55]",55305878.16037369,3290,0.32908704523972915,1.7852708428632267,11.25972667026775,0.9461740814734645 -All,2013,"(55,60]",55019855.21439934,3062,0.6871676505761204,1.681416811927246,11.162235987887737,0.9625486294764872 -All,2013,"(60,65]",50373028.2650547,2872,0.7321621153906422,1.8914581026751867,11.107397335469244,0.9342903039890447 -All,2013,"(65,70]",41747595.57190609,2125,1.3266796737619262,1.5332146543785972,10.98522924046546,0.9422623167197585 -All,2013,"(70,75]",29521970.12209606,1543,1.1847862481915477,1.7451120502311104,10.768450089322553,0.9411765197540336 -All,2013,"(75,80]",23312674.487134933,980,1.343390519918251,1.741908669161208,10.588618838981839,0.8458721098513878 -All,2013,"(80,85]",20664560.452100754,769,1.4500557371957732,1.4514876481919612,10.402091981984395,0.743872184477911 -All,2013,"(85,90]",9355173.970985413,400,1.2237234994299953,1.8063552381625634,10.293116913892643,0.7115061860481631 -All,2013,"(90,95]",4094059.719482422,145,1.7013200736526648,1.586910490241005,10.161028245492234,0.8516107429889631 -All,2016,"(15,20]",4293192.04296875,152,-1.871078374922282,2.736173488414646,9.71027477592827,0.8634238517853501 -All,2016,"(20,25]",21779544.825683594,751,-1.1603744108071719,1.7190932321471772,10.36137481694443,0.6780790355735077 -All,2016,"(25,30]",33276396.227905273,1331,-0.8489660819028172,1.6036403353499942,10.87076634449794,0.7795721794258953 -All,2016,"(30,35]",43172283.66794586,1798,-0.5425554618443371,1.6493087826709945,11.039759095267996,0.7904702588756766 -All,2016,"(35,40]",43051035.17689514,2080,-0.32115155503698534,1.5823682914779045,11.176328710916355,0.8308552965826105 -All,2016,"(40,45]",48371185.32606506,2397,-0.051323512594714356,1.5574243480750807,11.282608688990225,0.8756256263934507 -All,2016,"(45,50]",49517757.14263344,2598,0.26345945559129835,1.6087420171445597,11.356069728480401,0.939993359682553 -All,2016,"(50,55]",57589060.385505676,3312,0.3556011923141305,1.8304282527039213,11.188077913700827,0.9617349268106015 -All,2016,"(55,60]",56987490.62037468,3434,0.7837261501302395,1.7676817578555484,11.200707645309476,1.115321385261551 -All,2016,"(60,65]",54157616.37869644,3196,0.7594149542534105,1.819942084520771,11.096973804192507,1.0485519315362144 -All,2016,"(65,70]",50494196.29952049,2763,0.908483836896142,1.8208303423837513,10.986180318263354,0.9592948746378979 -All,2016,"(70,75]",33111242.654266357,1615,1.142324044530199,1.9592410380213994,10.891111471136547,0.8857097355215922 -All,2016,"(75,80]",26653722.933664322,1178,1.293734100358868,1.8396185972138468,10.870534008456467,0.9818036616270416 -All,2016,"(80,85]",21468236.456539154,845,1.389705881120274,1.7610978343428516,10.775737055992535,0.8830248508695333 -All,2016,"(85,90]",10029460.923942566,399,1.5587255881053543,1.8107519966917003,10.64280263104861,0.8404505044901837 -All,2016,"(90,95]",3353929.156024933,160,1.2857304941859289,2.0096292659077033,10.395786002286393,0.7153285505156837 -All,2019,"(15,20]",4011862.89453125,129,-0.8514840475991561,1.4438570780180975,9.970131234172296,0.9304557125926852 -All,2019,"(20,25]",23291522.23486328,740,-0.9643833114329763,1.7112103799388365,10.391725156480383,0.902154781808499 -All,2019,"(25,30]",36707376.64553833,1196,-0.7747049410697029,1.4665681404638362,10.91273894772865,0.718153538410684 -All,2019,"(30,35]",45027199.60469055,1482,-0.4418745212268425,1.4610266197952022,11.128937955954918,0.6682424607214021 -All,2019,"(35,40]",47414326.81022644,2078,-0.29977055661470114,1.7186384502154282,11.298426417715543,0.8439521454198684 -All,2019,"(40,45]",46827713.25563812,2144,0.12295641056168599,1.7212334355803525,11.320475223673414,0.86984355988087525 -All,2019,"(45,50]",47231455.93424702,2393,0.39367199338161335,1.6216431940527696,11.397236907091752,0.9546380782107177 -All,2019,"(50,55]",57490852.367123604,3014,0.4832887778936918,1.6281232058804778,11.346128204463305,0.9734274218422135 -All,2019,"(55,60]",53250317.4871521,2966,0.68429363225355,1.8966149737099607,11.160703977444197,1.056396229646936 -All,2019,"(60,65]",57204229.674435616,3114,0.8185322873844243,2.016315647687263,11.088799354932425,1.0392587383412955 -All,2019,"(65,70]",50897845.763970375,2620,1.0704256340612153,1.8744471933535947,10.924878679282322,0.9950394679698271 -All,2019,"(70,75]",41998783.53160381,1953,1.2712319968155723,1.561422225166582,10.869075245348252,0.9776787329089809 -All,2019,"(75,80]",33016906.27161026,1200,1.4013302733267097,1.5250595131083355,10.68868050037595,0.8780915718143102 -All,2019,"(80,85]",15629914.226350784,652,1.272268748541187,1.7203088574818166,10.684123739024244,0.8786799916192867 -All,2019,"(85,90]",8230706.771316528,289,1.6381694459082137,1.3901309364899272,10.571505315810937,0.9658425017217834 -All,2019,"(90,95]",4574388.342376709,180,1.5076302623325752,1.8603456794058681,10.591871676519471,0.9061360213079328 -NoHS,All,"(15,20]",5470007.394042969,182,-1.6349347878455271,1.7626260391772377,9.97511931721066,0.6659073133584633 -NoHS,All,"(20,25]",22656197.228027344,760,-1.7672867777463928,1.8824889588153533,10.20603323761779,0.6910041652327881 -NoHS,All,"(25,30]",30490216.161865234,1109,-1.237936454508215,1.6409755680046598,10.328568368487955,0.6373631606636367 -NoHS,All,"(30,35]",39164860.149765015,1445,-1.0689649721883945,1.7421782399169579,10.507005367107148,0.6134419239248423 -NoHS,All,"(35,40]",42835407.29420471,1702,-1.0372838216718565,1.8707456755894514,10.515410388889624,0.7129757741522655 -NoHS,All,"(40,45]",46623620.31907654,1796,-0.7415806419375326,1.8924316925866085,10.555855549225443,0.6952315562349962 -NoHS,All,"(45,50]",43829173.671424866,1755,-0.5724204628934191,1.9100843595076533,10.572937734051738,0.8425731584240043 -NoHS,All,"(50,55]",48559687.911590576,1918,-0.13651951600184634,1.898881361872588,10.496777619156884,0.8513181720270019 -NoHS,All,"(55,60]",42862863.3825922,1633,-0.15683532937598707,2.080506574371833,10.534700710595354,0.8345597061335458 -NoHS,All,"(60,65]",49239258.554885864,1737,0.20765292811690317,1.951914862113778,10.226778807145198,0.7916043476470646 -NoHS,All,"(65,70]",52844202.52405548,1686,0.38996072343245,1.999841476495835,10.215145513445812,0.8496586728257252 -NoHS,All,"(70,75]",55419656.21473265,1684,0.7793092512027182,1.8549349413163243,10.110376533520611,0.7296496143930441 -NoHS,All,"(75,80]",54622273.101076126,1469,0.8688437043362128,2.0456856047755347,9.95811604913423,0.7489246021483049 -NoHS,All,"(80,85]",40459847.56350517,1121,0.8831155432657983,2.0079630483364816,10.006889553035863,0.7433504474829922 -NoHS,All,"(85,90]",19006643.279388428,543,1.0643724305847895,1.9555430349735237,9.962957927549404,0.7092088809508685 -NoHS,All,"(90,95]",8454914.95727539,231,1.2505046657446242,2.2132559378127254,9.818366564676852,0.7058347248586929 -HS,All,"(15,20]",30071967.91500473,1045,-0.7989399025076641,1.9899049223907448,9.732932509160932,0.8817558623243202 -HS,All,"(20,25]",133175516.49902344,4530,-1.1951827940004625,1.7573453170629987,10.394652775827428,0.7452779608572472 -HS,All,"(25,30]",189277425.88919067,6719,-0.8864233795099057,1.5507096333065833,10.767075091430906,0.6774186926767242 -HS,All,"(30,35]",214640271.33470154,7713,-0.5721007130886795,1.5273186658752917,10.96157776240385,0.6999804431072134 -HS,All,"(35,40]",252261231.2200222,9700,-0.354094143850759,1.6075385551353103,11.047829410951966,0.6789266969827816 -HS,All,"(40,45]",258008867.72943878,10117,-0.02779325918784336,1.5511974109528743,11.088294541651255,0.7043893965919134 -HS,All,"(45,50]",259007044.6431408,10365,0.1966933308683873,1.5505957686978136,11.121178831205716,0.7366315824225557 -HS,All,"(50,55]",243825743.8276329,10651,0.3426549980227443,1.6386451797546673,11.10253793835468,0.7642058886877241 -HS,All,"(55,60]",226675913.06743145,9786,0.706410287765407,1.5988316683562989,10.984733129691987,0.8212873510242054 -HS,All,"(60,65]",191046599.01063251,8176,0.8233076238107397,1.7443811448266398,10.851265973282208,0.8167237494890002 -HS,All,"(65,70]",169448826.6229658,6661,1.1083194976698747,1.575156172686125,10.724117814139955,0.7721716528435508 -HS,All,"(70,75]",134767986.31909227,4934,1.2799717008815523,1.5386116973285142,10.582189315640358,0.7933047706957044 -HS,All,"(75,80]",118664117.18549204,3767,1.4331280804937647,1.4188890398618745,10.475776511438708,0.7123452354957998 -HS,All,"(80,85]",75656195.69787216,2489,1.560544858059966,1.498293435024315,10.449180429654366,0.6816785989570214 -HS,All,"(85,90]",37031061.25608826,1182,1.5885356293687578,1.557435392643926,10.340401905584983,0.7699605267453987 -HS,All,"(90,95]",13882260.749824524,471,1.5168408035019696,1.7639183020180373,10.249346577784612,0.6858720201869885 -College,All,"(15,20]",119091.916015625,5,0.5539693253059212,0.6498642608523627,9.50508130539821,0.6011344329942784 -College,All,"(20,25]",35675280.13926697,1250,-0.6726253590975207,1.4283402041388253,10.58507399862753,0.8285127308093461 -College,All,"(25,30]",104192753.41501617,3625,-0.2273918407615143,1.2760017161981263,11.241372597465393,0.6441747821108667 -College,All,"(30,35]",130363041.21717834,5031,-0.02050878915080889,1.2933152529304535,11.497301379038275,0.6711223796954287 -College,All,"(35,40]",137492093.5888667,6903,0.4159604585445092,1.1823316849645753,11.703839654943602,0.7441657154938404 -College,All,"(40,45]",166825152.05511665,9541,0.6421546817581308,1.2442960440578912,11.739061995936625,0.7951636551071897 -College,All,"(45,50]",167362076.20640182,11207,0.9206684874561486,1.2301106761617324,11.830881156546031,0.8284642050392784 -College,All,"(50,55]",159994529.03011274,12143,1.1527072284059334,1.196609086194959,11.861561808612992,0.9068263302320593 -College,All,"(55,60]",133641221.11547947,11350,1.3977955055440912,1.2381223120211649,11.818700767713844,0.9896825615871787 -College,All,"(60,65]",120592582.89935732,10246,1.5783467590107076,1.2721993312919462,11.74080430647779,0.9537982930449117 -College,All,"(65,70]",102350006.36816311,8057,1.7271476949535256,1.411378691321138,11.493798821069813,0.9894262353933774 -College,All,"(70,75]",76384759.14373875,5542,1.9380629862151486,1.2364629388286523,11.336342751476447,0.9598003448938114 -College,All,"(75,80]",50502371.46136856,3391,1.9812381304867983,1.1666846315436854,11.284651604322304,0.9177469296862483 -College,All,"(80,85]",34986047.190751076,1995,1.9560916918273707,1.102859911116208,11.105582583384415,0.8940877082404807 -College,All,"(85,90]",14265743.893580914,774,2.1352136976593936,1.1805737876753815,10.945951407230401,0.8403076672873402 -College,All,"(90,95]",6236168.387966156,363,1.8374676478826804,1.6556908660638283,10.962735677881225,0.8716371298324342 -NoHS,1995,All,76287300.48362637,2314,0.2767715763305479,1.8121803156902991,10.23749301961162,0.8959151664951726 -NoHS,1998,All,68531861.37744665,2100,0.1412074178942138,1.983600264007263,10.218767953727985,0.907535132583704 -NoHS,2001,All,69667517.49018097,2182,0.18348901422568617,1.9907411041582075,10.270745151585459,0.8087387315741509 -NoHS,2004,All,69232062.00756073,2049,-0.059720303080970746,2.0760171566612815,10.29482949791699,0.7449922592931261 -NoHS,2007,All,65667552.10536194,1816,0.07171177756136687,2.0997792951724414,10.362443752135572,0.7637591789633575 -NoHS,2010,All,59741837.409088135,2757,-0.3322151582008037,2.1265781162370416,10.350227736478267,0.6958487133782795 -NoHS,2013,All,58091158.66171265,2316,-0.24886525952588584,2.0923916356956065,10.267526767525663,0.6993632847083736 -NoHS,2016,All,72656551.38700867,2942,-0.5016225459245605,2.2441521901052295,10.34693562770548,0.7612556172342962 -NoHS,2019,All,62662988.78552246,2295,-0.5015422640122742,2.251880762248853,10.336750141213791,0.7655035934244159 -HS,1995,All,252364339.23076773,9683,0.2875386741425905,1.6323753264865741,10.797648019608374,0.8306632843671317 -HS,1998,All,261501213.12968063,9410,0.35580816536559573,1.6840309124645068,10.837759191968555,0.8040877550901719 -HS,2001,All,267830643.92208385,9318,0.3190843525453584,1.7067811769180736,10.931788710694502,0.7703415108113507 -HS,2004,All,282691489.91774845,9412,0.3102050898863799,1.7019330797261736,10.906104968071281,0.7685135122939907 -HS,2007,All,298389501.37011003,9299,0.41783656922104223,1.7526477004197747,10.896172446017768,0.7821407683254537 -HS,2010,All,287588162.8185663,14041,0.14520580722597254,1.7773693609143142,10.903278692668648,0.756085283424659 -HS,2013,All,301195576.2418499,12915,0.06383466271414409,1.8541671386301877,10.809973583970542,0.7697886714802871 -HS,2016,All,292827228.88671875,12616,0.11277245906323351,1.9217075318215233,10.824849673995532,0.7939457281334957 -HS,2019,All,303052873.4500284,11612,0.1732558248618353,1.8755024471895327,10.842099058508248,0.8324001267737489 -College,1995,All,117439154.02269363,7892,0.6530735748386791,1.4244771186149254,11.374136933522616,0.8553062556416903 -College,1998,All,126003428.80296755,8077,0.8094976888845535,1.4686031597454927,11.50998605109885,0.8310745492186921 -College,2001,All,143813752.32436228,8966,0.9663331086373025,1.4125792653480922,11.62295954821076,0.8555205944436873 -College,2004,All,158573081.9644227,9425,0.979157637735482,1.4042718273169101,11.661893347422584,0.8845158173094193 -College,2007,All,159171465.9269204,9257,1.0703128313951413,1.413969315519551,11.65689458881861,0.8782587942642424 -College,2010,All,163369694.56777763,11728,0.8686037540622702,1.5389482324821726,11.630047815862035,0.9335111886959762 -College,2013,All,173700230.89420795,11384,0.9786063764148358,1.423501302429209,11.59638433046727,0.9075369252745765 -College,2016,All,191822569.94490433,12451,0.9874264925814195,1.4567127351350462,11.651355470435412,0.9343974855237214 -College,2019,All,207089539.5801239,12243,1.0637967691099335,1.4182741006593422,11.604763824808282,0.9276408463877193 -NoHS,All,All,602538829.7075086,20771,-0.09630773829467426,2.093249356595968,10.297006538368974,0.7915380473894504 -HS,All,All,2547441028.967554,98306,0.23943809934885812,1.7782048200162501,10.86124185895023,0.7910761108501261 -College,All,All,1440982918.0283804,91423,0.9471998082983402,1.4452120296874236,11.599600144849596,0.8991236790570938 -All,1995,All,446090793.7370877,19889,0.38192913740377693,1.6214841820333408,10.85362240397576,0.9263606642802306 -All,1998,All,456036503.31009483,19587,0.4489135343217659,1.6935642015919639,10.930476040606786,0.9268871725796919 -All,2001,All,481311913.7366271,20466,0.4928525043610466,1.6994540583218298,11.042624545839807,0.9150002784432886 -All,2004,All,510496633.8897319,20886,0.46783035930917344,1.7127093738679093,11.057972436388331,0.9221373254627077 -All,2007,All,523228519.4023924,20372,0.5728862890531313,1.7416807218833659,11.060606529074459,0.9172925015988294 -All,2010,All,510699694.7954321,28526,0.32076748632449115,1.7968194207339507,11.071071566341804,0.9131728763276665 -All,2013,All,532986965.7977705,26615,0.32787668647790486,1.814865417832679,11.007142315868577,0.9226597004477293 -All,2016,All,557306350.2186317,28009,0.3337255528544858,1.8949325817387324,11.047023491745925,0.9606101679642679 -All,2019,All,572805401.8156748,26150,0.4213974251250882,1.8486769931893534,11.06254603992567,0.9650806263448962 -All,All,"(15,20]",35661067.225063324,1232,-0.9226540253689112,1.9779221308491004,9.769320326333075,0.8556053317187928 -All,All,"(20,25]",191506993.86631775,6540,-1.1655197405858353,1.7420523769276761,10.407811193482281,0.7623891510021877 -All,All,"(25,30]",323960395.4660721,11453,-0.7075478077421268,1.5169076975674285,10.87834856443919,0.7195903893799949 -All,All,"(30,35]",384168172.7016449,14189,-0.435578259587435,1.5132026662675304,11.097027024794992,0.7516750217231464 -All,All,"(35,40]",432588732.1030936,18305,-0.17699357310786085,1.5814023843055056,11.203612100605728,0.7972930212510714 -All,All,"(40,45]",471457640.103632,21454,0.13867941729313105,1.5492113146786328,11.265914202389679,0.8302768026794269 -All,All,"(45,50]",470198294.5209675,23327,0.38269222603155983,1.5524007995920974,11.32268594320624,0.8809170489084311 -All,All,"(50,55]",452379960.7693362,24712,0.5777126253608125,1.5943390285333134,11.305960155463106,0.9408043543403601 -All,All,"(55,60]",403179997.5655031,22769,0.8438089338948742,1.619848674192003,11.21332278189462,0.9887761144222412 -All,All,"(60,65]",360878440.4648757,20159,0.9916128810708348,1.6985411259718377,11.06331089359344,1.0075799342095844 -All,All,"(65,70]",324643035.5151844,16404,1.1864852693205004,1.6649854781009132,10.883926018684923,0.9698781705640617 -All,All,"(70,75]",266572401.67756367,12160,1.3644575791729392,1.5870615777439467,10.700199005214376,0.9423562938594875 -All,All,"(75,80]",223788761.74793673,8627,1.419089672442563,1.593948425371985,10.531964852456452,0.8976720799833304 -All,All,"(80,85]",151102090.4521284,5605,1.4707375855154317,1.6233255207233075,10.482733210192519,0.8464880148529895 -All,All,"(85,90]",70303448.4290576,2499,1.5577574289625318,1.6510718492207406,10.361235464814463,0.8388095964600119 -All,All,"(90,95]",28573344.09506607,1065,1.508008571520737,1.8960565684726924,10.27751672099755,0.8403050679224577 +College,2019,"(20,25]",5426252.046875,179,-0.8477539737195487,0.8813676756121327,3.8600175731132,0.7463625018628484 +College,2019,"(25,30]",12244080.03515625,404,-0.0378547911122351,1.0069159376447252,4.3694224835775115,0.7072223399719543 +College,2019,"(30,35]",17035465.25971985,605,-0.10730750746812065,1.26557121134054,4.600333290623735,0.6114971117377183 +College,2019,"(35,40]",19740710.665664673,896,0.33430249929748956,1.33381236369064,4.8547465279786195,0.7210360566045473 +College,2019,"(40,45]",18617320.600906372,993,0.8458295979065648,1.0286222834119907,4.909511756941233,0.7689440018518385 +College,2019,"(45,50]",17707751.199827194,1173,1.0571431018570678,1.097621527191214,5.099648288375085,0.8863983166692455 +College,2019,"(50,55]",21540539.635258675,1426,1.3016109148434447,1.1319897615751928,4.950446234924223,1.0185692313203099 +College,2019,"(55,60]",17398762.59793091,1422,1.4799076408934915,1.2685135096701197,4.859839390752701,1.0776403989032193 +College,2019,"(60,65]",20037377.41196823,1539,1.4557319792686203,1.4446705834016418,4.856124373448173,0.9592566998499812 +College,2019,"(65,70]",21375384.212677002,1444,1.6326492952283762,1.4752838554758618,4.5033255243911245,0.9919437652154333 +College,2019,"(70,75]",16381876.169680595,1058,1.9620911387483047,1.1120984698222796,4.4926288144800015,0.957017700288869 +College,2019,"(75,80]",9183343.834388733,543,1.8977251789592613,1.1441793298123586,4.330295473769323,0.9018075632195186 +College,2019,"(80,85]",5979845.869905472,352,1.7798853569746167,1.0593491324650275,4.289657550157616,0.8201121719513653 +College,2019,"(85,90]",3142065.47265625,129,1.6288106647463068,0.9907140581028481,4.218127394980881,0.7448856260829281 +College,2019,"(90,95]",1278764.5675086975,80,2.3004832902890278,1.0909286777570688,4.161781266158839,0.7880862616892325 +All,1995,"(15,20]",3296713.2265625,120,-0.7301893530798474,1.4585611951284803,3.1094422488864497,0.8518557499536212 +All,1995,"(20,25]",17997801.142593384,692,-1.0326408409380765,1.6317487412001535,3.396753437791648,0.7548475660161907 +All,1995,"(25,30]",42394387.00653076,1503,-0.6519476660225569,1.4465197260588614,3.9378551215464914,0.6974822786884693 +All,1995,"(30,35]",45402287.14690781,1656,-0.27293323459131147,1.3098126051771022,4.063216209525259,0.7492966070691961 +All,1995,"(35,40]",50842746.98201752,2037,-0.1640048602383431,1.5153749777777268,4.134293431499918,0.7923838001460642 +All,1995,"(40,45]",53544498.6552639,2270,0.17335306385380825,1.487699172226412,4.232541411670219,0.756891395622927 +All,1995,"(45,50]",44867555.014660835,2217,0.39806625039222354,1.3420207852753234,4.37970421517454,0.8063545776128579 +All,1995,"(50,55]",32366395.46775055,1959,0.7251626058018925,1.2369323146695799,4.300331839452707,0.9176418204850566 +All,1995,"(55,60]",26890185.054074287,1564,0.8740530987084704,1.3643987446295331,4.234845770671755,0.813718117238195 +All,1995,"(60,65]",30411037.38394928,1586,1.1763166007117916,1.3386895294903471,3.840012588918554,1.0314829114584314 +All,1995,"(65,70]",29871701.340129852,1519,1.0613415477893569,1.6118600894628379,3.5980189417820654,0.9443281732585854 +All,1995,"(70,75]",26945636.704617977,1166,1.6053401739229887,1.5926019416110193,3.387499215630123,1.0759472632719356 +All,1995,"(75,80]",23962780.538832664,895,1.3946057403663692,1.4099367925460233,3.267390401821691,0.9881618379246402 +All,1995,"(80,85]",11422804.200327873,430,1.30617609587774,1.5006348971091001,3.287274294075259,0.9490653950690586 +All,1995,"(85,90]",4350638.251690865,195,1.2435944688085965,1.482341141329535,3.298762846335111,0.7418411879248236 +All,1995,"(90,95]",1523625.6211776733,80,0.7460944160118802,2.4763569266332945,3.463778676793061,0.9456444251104995 +All,1998,"(15,20]",5357860.412563324,225,-0.3673653495147677,2.11437369484452,2.7046459196266546,0.9088832121625047 +All,1998,"(20,25]",17321881.680755615,648,-1.1473982666447033,1.7025088838627669,3.397717203022726,0.8156454330081666 +All,1998,"(25,30]",35081322.46130371,1139,-0.7100141411999344,1.5490612362199936,3.863896501818415,0.7917480421839701 +All,1998,"(30,35]",40878114.31301117,1404,-0.35550768106498853,1.7238249800101935,4.136597197281073,0.8901701799242022 +All,1998,"(35,40]",52074382.540275574,2031,-0.007170794763542397,1.524332128028559,4.210704112199249,0.7378802049006135 +All,1998,"(40,45]",57438049.96638632,2379,0.22597148826839505,1.4015369800730502,4.31737538244176,0.7710750699877457 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+All,All,"(90,95]",28573344.09506607,1065,1.508008571520737,1.8960565684726924,3.3697614420154136,0.8403050679224577 From a40acc0457a553588d3ea276cfaa7c7047f3d1b1 Mon Sep 17 00:00:00 2001 From: MateoVG Date: Tue, 19 Jan 2021 11:54:29 -0500 Subject: [PATCH 7/7] Update data readme --- HARK/datasets/SCF/WealthIncomeDist/README.md | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/HARK/datasets/SCF/WealthIncomeDist/README.md b/HARK/datasets/SCF/WealthIncomeDist/README.md index a9d2c76db..9bc2587f9 100644 --- a/HARK/datasets/SCF/WealthIncomeDist/README.md +++ b/HARK/datasets/SCF/WealthIncomeDist/README.md @@ -1,3 +1,8 @@ # Summary statistics of wealth and permanent income in the United States # TODO + +The summary statistics in `WealthIncomeStats.csv` are computed using the +Survey of Consumer Finances. The file can be replicated directly from the +unprocessed SCF summary files using the repository [SCF-IncWealthDist](https://github.com/Mv77/SCF-IncWealthDist), +created by [Mateo Velasquez-Giraldo](https://mv77.github.io/).