Title: All Employees: Mining, Logging, and Construction in Reading, PA (MSA) Series ID: READ742NRMN Source: U.S. Bureau of Labor Statistics Release: State Employment and Unemployment Seasonal Adjustment: Seasonally Adjusted Frequency: Monthly Units: Thousands of Persons Date Range: 1990-01-01 to 2024-02-01 Last Updated: 2024-03-23 5:20 AM CDT Notes: The Federal Reserve Bank of St. Louis seasonally adjusts this series by using the 'statsmodels' library from Python with default parameter settings. The package uses the U.S. Bureau of the Census X-13ARIMA-SEATS Seasonal Adjustment Program. More information on the 'statsmodels' X-13ARIMA-SEATS package can be found here (https://www.statsmodels.org/dev/generated/statsmodels.tsa.x13.x13_arima_analysis.html). More information on X-13ARIMA-SEATS can be found here (https://www.census.gov/data/software/x13as.html). Many series include both seasonally adjusted (SA) and not seasonally adjusted (NSA) data. Occasionally, updates to the data will not include sufficient seasonal factors to trigger a seasonal adjustment. In these cases, the NSA series will be updated normally; but the SA series will also be updated with the NSA data. The NSA series can be located here here (https://fred.stlouisfed.org/series/READ742NRMNN). Some seasonally adjusted series may exhibit negative values because they are created from a seasonal adjustment process regardless of the actual meaning or interpretation of the given indicator. DATE VALUE 1990-01-01 7.1608699956436600 1990-02-01 7.3877868115944505 1990-03-01 7.4861612765760990 1990-04-01 7.4479776460479700 1990-05-01 7.3923281488973500 1990-06-01 7.4900935084255810 1990-07-01 7.3188652133457400 1990-08-01 7.3534347353769896 1990-09-01 7.3517662730398890 1990-10-01 7.3374514119155710 1990-11-01 7.2392613402967690 1990-12-01 7.0330462620435790 1991-01-01 6.8607889630737800 1991-02-01 6.6902421653605995 1991-03-01 6.5906849286625600 1991-04-01 6.6454867097864300 1991-05-01 6.6877983692725300 1991-06-01 6.5942597336703400 1991-07-01 6.5231007173505400 1991-08-01 6.5422166987444400 1991-09-01 6.4507659528268390 1991-10-01 6.4365148224619800 1991-11-01 6.4413157022575000 1991-12-01 6.4336255478612400 1992-01-01 6.5575130537277810 1992-02-01 6.5970882070951795 1992-03-01 6.5044784264987300 1992-04-01 6.4373539122134105 1992-05-01 6.3836904905937310 1992-06-01 6.3056384690314100 1992-07-01 6.4216547232798400 1992-08-01 6.2136065929843790 1992-09-01 6.2487451716708400 1992-10-01 6.1360869018729290 1992-11-01 6.1486478078002900 1992-12-01 6.0471957660613100 1993-01-01 6.4596779116554600 1993-02-01 6.6043877397456505 1993-03-01 6.3105841384760200 1993-04-01 6.1297498691805100 1993-05-01 6.0793197372312400 1993-06-01 6.1184911230871000 1993-07-01 6.1172920912035100 1993-08-01 5.9777330767699000 1993-09-01 6.0439696570672305 1993-10-01 6.1400966970022800 1993-11-01 6.1539366118492490 1993-12-01 6.2688803336970810 1994-01-01 6.1707829278547890 1994-02-01 6.2051713891308500 1994-03-01 6.2048307399519690 1994-04-01 6.4282981348463090 1994-05-01 6.5753395331521300 1994-06-01 6.5234572632633700 1994-07-01 6.5114817111899200 1994-08-01 6.7523553873330400 1994-09-01 6.7454818160322310 1994-10-01 6.7397536445269900 1994-11-01 6.7559794196750795 1994-12-01 6.7997986787615300 1995-01-01 6.7851053564363300 1995-02-01 6.6969257591078700 1995-03-01 6.6927871875033700 1995-04-01 6.8276111115692100 1995-05-01 6.6667126179079200 1995-06-01 6.7219363441546110 1995-07-01 6.7121330056806400 1995-08-01 6.8378384406807200 1995-09-01 6.9400103237325600 1995-10-01 6.7488644374711200 1995-11-01 6.6655915835714400 1995-12-01 6.5322101321022400 1996-01-01 6.0948178143311390 1996-02-01 6.5766405101717990 1996-03-01 6.7819339006922600 1996-04-01 6.7217233367000500 1996-05-01 6.8519752532859510 1996-06-01 6.9090053254195900 1996-07-01 7.0150825684012590 1996-08-01 7.0404590967744800 1996-09-01 7.0450537543374100 1996-10-01 7.0619204747128890 1996-11-01 7.1859958809460590 1996-12-01 7.1706715436399400 1997-01-01 7.0867055906653290 1997-02-01 7.2468058851220800 1997-03-01 7.1589791668189005 1997-04-01 7.0184084549359300 1997-05-01 7.1380186989149290 1997-06-01 7.0915185283431000 1997-07-01 7.1137546062736390 1997-08-01 7.0561379530060810 1997-09-01 7.1477972463332495 1997-10-01 7.3927428220353795 1997-11-01 7.3202386759220990 1997-12-01 7.2997063082569800 1998-01-01 7.3699935000692200 1998-02-01 7.3129099580113300 1998-03-01 7.2292086281270800 1998-04-01 7.2126321904861905 1998-05-01 7.0226037883126295 1998-06-01 7.0642028358213300 1998-07-01 7.1202690035623600 1998-08-01 7.0871898308043300 1998-09-01 7.1547743028360795 1998-10-01 7.0182495046891900 1998-11-01 6.9556966995405904 1998-12-01 7.1190001013047500 1999-01-01 7.1457190084753900 1999-02-01 7.3899209294084690 1999-03-01 7.3029338459623400 1999-04-01 7.5065016956893595 1999-05-01 7.6131301021303495 1999-06-01 7.6362651331511290 1999-07-01 7.6326709455105100 1999-08-01 7.5076019781454900 1999-09-01 7.6488156985528310 1999-10-01 7.8479404567571510 1999-11-01 7.8901492436010900 1999-12-01 7.9248343022127590 2000-01-01 8.0243886159608610 2000-02-01 7.7830600024554500 2000-03-01 8.0889601038810500 2000-04-01 8.1994508388387200 2000-05-01 8.0066411506578100 2000-06-01 7.9041006459787400 2000-07-01 8.1477269346121500 2000-08-01 8.2229600919925400 2000-09-01 8.2501366295711610 2000-10-01 8.2603203993041300 2000-11-01 8.3048944083022410 2000-12-01 8.3296424155111500 2001-01-01 8.4101884357087100 2001-02-01 8.3920675927874290 2001-03-01 8.4666117015707700 2001-04-01 8.5014816609963390 2001-05-01 8.5149388969661910 2001-06-01 8.5816517056339200 2001-07-01 8.3553279747709600 2001-08-01 8.3348854769334500 2001-09-01 8.3481670726982500 2001-10-01 8.2640338605455490 2001-11-01 8.1998929231242100 2001-12-01 8.2280086589377500 2002-01-01 8.2085857699488490 2002-02-01 8.3061329659528800 2002-03-01 8.2521678692373700 2002-04-01 8.2036411306326000 2002-05-01 8.2243285660705600 2002-06-01 8.2654945242690800 2002-07-01 8.2634798678565390 2002-08-01 8.2494990752948400 2002-09-01 8.2458700857799800 2002-10-01 8.1592865037157300 2002-11-01 8.1848997956788800 2002-12-01 8.2310230725433390 2003-01-01 8.2107554780859700 2003-02-01 8.1116868615009810 2003-03-01 8.0366358000757000 2003-04-01 8.0991533868173810 2003-05-01 8.3413923571531100 2003-06-01 8.2728315482379500 2003-07-01 8.2701633001251300 2003-08-01 8.2554666205292600 2003-09-01 8.2341239594037900 2003-10-01 8.3514461802773000 2003-11-01 8.3772932481697600 2003-12-01 8.3345252422242600 2004-01-01 8.3120310504608200 2004-02-01 8.3184468058599990 2004-03-01 8.4315516462429600 2004-04-01 8.3792779260104910 2004-05-01 8.3505819561171400 2004-06-01 8.1885861109893700 2004-07-01 8.3782857070428000 2004-08-01 8.3587841129402700 2004-09-01 8.4323779187901790 2004-10-01 8.5371394677377900 2004-11-01 8.5717686954442410 2004-12-01 8.7408496732819500 2005-01-01 8.5189408902390000 2005-02-01 8.5234547428597590 2005-03-01 8.3209048360990590 2005-04-01 8.5456077463815000 2005-05-01 8.5490807590586400 2005-06-01 8.7252107114910200 2005-07-01 8.6932860685132300 2005-08-01 8.7624087725647500 2005-09-01 8.8305654980020200 2005-10-01 8.7153765072837800 2005-11-01 8.8677839489820100 2005-12-01 8.8411150448367890 2006-01-01 9.0317533687748810 2006-02-01 9.1286167145309100 2006-03-01 9.1186889240393680 2006-04-01 9.1090843241304800 2006-05-01 9.1344163067297120 2006-06-01 9.0592543660459100 2006-07-01 9.1171462440711100 2006-08-01 9.1667932006098100 2006-09-01 9.1292089544462600 2006-10-01 9.1013738710045500 2006-11-01 8.9614452440624200 2006-12-01 9.0342936197213400 2007-01-01 9.1464144170658300 2007-02-01 8.9295282455527700 2007-03-01 9.1201912548342890 2007-04-01 9.1793675026021100 2007-05-01 9.1102124269262000 2007-06-01 9.1938763087371690 2007-07-01 9.2388732742974800 2007-08-01 9.1721988555990800 2007-09-01 9.1378866861410510 2007-10-01 9.1868019244239500 2007-11-01 9.1533139106728800 2007-12-01 9.3194805325879500 2008-01-01 9.0584189653514000 2008-02-01 9.0331784587336320 2008-03-01 9.0240962117892300 2008-04-01 9.1583324282551410 2008-05-01 9.0869673334924190 2008-06-01 8.8133570472646610 2008-07-01 8.7538592584110320 2008-08-01 8.6796032780519900 2008-09-01 8.6643131024795500 2008-10-01 8.5859472373869500 2008-11-01 8.4361318059825900 2008-12-01 8.3030169481697500 2009-01-01 8.0627970414729700 2009-02-01 8.0336496876475800 2009-03-01 7.8139932384646700 2009-04-01 7.6445967342423000 2009-05-01 7.5688454910022590 2009-06-01 7.4314736661959410 2009-07-01 7.2629674182249590 2009-08-01 7.2942517300260000 2009-09-01 7.2987171682966100 2009-10-01 7.1942875279091000 2009-11-01 7.2229287292858900 2009-12-01 7.1859970661821695 2010-01-01 7.1549850327176205 2010-02-01 7.0181336201341700 2010-03-01 6.9924273607779694 2010-04-01 7.0431152291434200 2010-05-01 7.0621012619755500 2010-06-01 7.1448156584544690 2010-07-01 7.1740437957270200 2010-08-01 7.1128123975136600 2010-09-01 7.0198516927882900 2010-10-01 7.1196551054625900 2010-11-01 7.2156528558269910 2010-12-01 6.9793141538037100 2011-01-01 6.9296613457305500 2011-02-01 6.9886936589207990 2011-03-01 7.0695710650439905 2011-04-01 7.1466810493107310 2011-05-01 7.1643799924871400 2011-06-01 7.1554677117594100 2011-07-01 7.1822322837366300 2011-08-01 7.2389129455622100 2011-09-01 7.1322948225743790 2011-10-01 7.1326798383396700 2011-11-01 7.2227489473401105 2011-12-01 7.1735414411565010 2012-01-01 7.2038057059050090 2012-02-01 7.3607314290146510 2012-03-01 7.2491641017020700 2012-04-01 7.0538542826668795 2012-05-01 6.9696447824959300 2012-06-01 6.9610959393651800 2012-07-01 6.9960155863968390 2012-08-01 6.9601409450531100 2012-09-01 6.9286036975567304 2012-10-01 6.9371501453870310 2012-11-01 7.0348006037327195 2012-12-01 7.2683365422151900 2013-01-01 7.2871279052928700 2013-02-01 7.2408753355685500 2013-03-01 7.2353744660124190 2013-04-01 7.1676625465412500 2013-05-01 7.1788544194151300 2013-06-01 7.0579370137147400 2013-07-01 7.0996492403883700 2013-08-01 7.0782309488229505 2013-09-01 7.2116888393769500 2013-10-01 7.1337087775175090 2013-11-01 7.1509671317996110 2013-12-01 7.0591990097835990 2014-01-01 7.1910811206336100 2014-02-01 7.3324702664425300 2014-03-01 7.2299487016159500 2014-04-01 7.3881154736240200 2014-05-01 7.3837391095374105 2014-06-01 7.4405196088513800 2014-07-01 7.3996980126043800 2014-08-01 7.3835830843996910 2014-09-01 7.4833467376956700 2014-10-01 7.6323074321701910 2014-11-01 7.7692585850897690 2014-12-01 7.6620445824339290 2015-01-01 7.6040289975610800 2015-02-01 7.5341204882020700 2015-03-01 7.4320468050466100 2015-04-01 7.6021273651398300 2015-05-01 7.6869053534102310 2015-06-01 7.7062650693605805 2015-07-01 7.6807082583605200 2015-08-01 7.8868490469150900 2015-09-01 7.8760053333530700 2015-10-01 7.9354776527390900 2015-11-01 7.8889926641421200 2015-12-01 7.9718650029036500 2016-01-01 7.9155138687116910 2016-02-01 7.7445876002483205 2016-03-01 7.9342112508184200 2016-04-01 7.7974691101028000 2016-05-01 7.7751340748224400 2016-06-01 7.7668087040963210 2016-07-01 7.8680792486474400 2016-08-01 7.9862294033040300 2016-09-01 7.7914795289888390 2016-10-01 7.6600660686686510 2016-11-01 7.7097702550349100 2016-12-01 7.6847572068299010 2017-01-01 7.6120338104901210 2017-02-01 7.7411880981478390 2017-03-01 7.6177901693323310 2017-04-01 7.8778733934607190 2017-05-01 7.9697244323284195 2017-06-01 8.1391830376598210 2017-07-01 8.1637696689404900 2017-08-01 8.1955202475714300 2017-09-01 8.2214376908236500 2017-10-01 8.1995910204506700 2017-11-01 8.1213557237635500 2017-12-01 8.0914037483440800 2018-01-01 7.8905814686478900 2018-02-01 8.0317827820234800 2018-03-01 7.9983383507417800 2018-04-01 7.9431979751498600 2018-05-01 7.9631144250099510 2018-06-01 7.9229637902798000 2018-07-01 7.9822306943278600 2018-08-01 7.9126243051554200 2018-09-01 7.8542397007902505 2018-10-01 7.9363667154959600 2018-11-01 7.9302049095323200 2018-12-01 7.8951579748634900 2019-01-01 8.0600529896069090 2019-02-01 8.0064079826013810 2019-03-01 7.9693859695504500 2019-04-01 8.1119710396361800 2019-05-01 8.1624859456223900 2019-06-01 8.0283793559927900 2019-07-01 7.9095051761675090 2019-08-01 7.8331953279217200 2019-09-01 7.7871212076770000 2019-10-01 7.7572873753606110 2019-11-01 7.8332975076142090 2019-12-01 7.8936639881997690 2020-01-01 7.8223313101795195 2020-02-01 7.9817475846755900 2020-03-01 7.8497503384378810 2020-04-01 4.7896948550081700 2020-05-01 6.8631384635504110 2020-06-01 7.2446001481119200 2020-07-01 7.4409748335448900 2020-08-01 7.5415646018293890 2020-09-01 7.6109168048533204 2020-10-01 7.5641713735061300 2020-11-01 7.6432614073150100 2020-12-01 7.5867528393452190 2021-01-01 7.6974757923305410 2021-02-01 7.4481741357375700 2021-03-01 7.5257187482846290 2021-04-01 7.6882556798725900 2021-05-01 7.6740553776581800 2021-06-01 7.7751129034705695 2021-07-01 7.7584312789012990 2021-08-01 7.6404020173811400 2021-09-01 7.8161097270940590 2021-10-01 7.8603563028774700 2021-11-01 7.8477026539209100 2021-12-01 7.8845155021193000 2022-01-01 7.8880512108548295 2022-02-01 8.1246457637915100 2022-03-01 8.0183740259222900 2022-04-01 7.8920674275974810 2022-05-01 7.9827405878652895 2022-06-01 7.7958561495117200 2022-07-01 7.9623531689393900 2022-08-01 7.9331443700461195 2022-09-01 7.9147201838345300 2022-10-01 7.9496731756753900 2022-11-01 7.9583587826873700 2022-12-01 7.9873798657060995 2023-01-01 8.0921056429387810 2023-02-01 8.2027041555679600 2023-03-01 8.0119785371061600 2023-04-01 8.0031679868515400 2023-05-01 7.9852268488295110 2023-06-01 8.0139001019118000 2023-07-01 8.0551476518503700 2023-08-01 8.1262706080168700 2023-09-01 8.1137340469648800 2023-10-01 8.1400367854436780 2023-11-01 8.0658263532963800 2023-12-01 8.0954961369206500 2024-01-01 8.0937726150705100 2024-02-01 8.1906453630543810