Table Data - All Employees: Wholesale Trade in Tulsa, OK (MSA)

Title All Employees: Wholesale Trade in Tulsa, OK (MSA)
Series ID SMU40461404100000001SA
Source U.S. Bureau of Labor Statistics, Federal Reserve Bank of St. Louis
Release State and Metro Area Employment, Hours, and Earnings (Not a Press Release)
Seasonal Adjustment Seasonally Adjusted
Frequency Monthly
Units Thousands of Persons
Date Range 1990-01-01 to 2026-08-01
Last Updated 2026-09-18 11:33 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. More information on X-13ARIMA-SEATS can be found here.

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.

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 14.9002622365
1990-02-01 14.9169676701
1990-03-01 15.0527658209
1990-04-01 14.9815109382
1990-05-01 15.0335798510
1990-06-01 15.0965644140
1990-07-01 15.0387213379
1990-08-01 15.1009381588
1990-09-01 15.1893810451
1990-10-01 14.9386895352
1990-11-01 15.0613177476
1990-12-01 15.0030392314
1991-01-01 15.1901109869
1991-02-01 15.2060734976
1991-03-01 15.2493241866
1991-04-01 15.1827038661
1991-05-01 15.1315437970
1991-06-01 15.0928334108
1991-07-01 15.1493656884
1991-08-01 15.1063379750
1991-09-01 15.1038611240
1991-10-01 15.0359605713
1991-11-01 14.8718328784
1991-12-01 14.9112671353
1992-01-01 14.6673143945
1992-02-01 14.2871541895
1992-03-01 14.4413266412
1992-04-01 14.5755138553
1992-05-01 14.5300783621
1992-06-01 14.4923395287
1992-07-01 14.5656013302
1992-08-01 14.4203742108
1992-09-01 14.4312194647
1992-10-01 14.5285171889
1992-11-01 14.5860711528
1992-12-01 14.5105295195
1993-01-01 14.2418387460
1993-02-01 14.1614482853
1993-03-01 14.4347570181
1993-04-01 14.6664616362
1993-05-01 14.5339658359
1993-06-01 14.2866450292
1993-07-01 14.4801507235
1993-08-01 14.6370840686
1993-09-01 14.6625121853
1993-10-01 14.6176667782
1993-11-01 14.7028526506
1993-12-01 14.7124076768
1994-01-01 14.9214293669
1994-02-01 14.9384795244
1994-03-01 15.1201719872
1994-04-01 14.8533169352
1994-05-01 14.6407554372
1994-06-01 14.9858078052
1994-07-01 14.9973565860
1994-08-01 15.0457750475
1994-09-01 15.0867850665
1994-10-01 15.3073993799
1994-11-01 15.3163539727
1994-12-01 15.4092418566
1995-01-01 15.6081042247
1995-02-01 15.6270215787
1995-03-01 15.8019298187
1995-04-01 15.8516822924
1995-05-01 15.8569919314
1995-06-01 15.8864950558
1995-07-01 15.9027392476
1995-08-01 15.9435723858
1995-09-01 15.9995330061
1995-10-01 15.9934434728
1995-11-01 16.1270940806
1995-12-01 16.2049835865
1996-01-01 16.2021949349
1996-02-01 16.3381692179
1996-03-01 16.2790276257
1996-04-01 16.3484340493
1996-05-01 16.3801772698
1996-06-01 16.5003347621
1996-07-01 16.4988677061
1996-08-01 16.5295266728
1996-09-01 16.6037911810
1996-10-01 16.5791127091
1996-11-01 16.5236592729
1996-12-01 16.4864181901
1997-01-01 16.7160548137
1997-02-01 16.8650327892
1997-03-01 16.8654988137
1997-04-01 17.0446402229
1997-05-01 17.1100779888
1997-06-01 17.1107831811
1997-07-01 17.1905080584
1997-08-01 17.0096254383
1997-09-01 17.0966390915
1997-10-01 17.3624942577
1997-11-01 17.4154219238
1997-12-01 17.3719130261
1998-01-01 17.3408259462
1998-02-01 17.2042663133
1998-03-01 17.3590900902
1998-04-01 17.2246906649
1998-05-01 17.3269624893
1998-06-01 17.3182789922
1998-07-01 17.3903538066
1998-08-01 17.3920900116
1998-09-01 17.3885119892
1998-10-01 17.3636505557
1998-11-01 17.1940275077
1998-12-01 17.3632758593
1999-01-01 17.3599798685
1999-02-01 17.2404833846
1999-03-01 17.2523425886
1999-04-01 17.0075789777
1999-05-01 17.1356876548
1999-06-01 17.1224499052
1999-07-01 17.2002728031
1999-08-01 17.1767215083
1999-09-01 17.0707558912
1999-10-01 17.1789076139
1999-11-01 17.1782891586
1999-12-01 17.1527130423
2000-01-01 17.0700652237
2000-02-01 17.1711988217
2000-03-01 17.2517534196
2000-04-01 17.2857880849
2000-05-01 17.2350588256
2000-06-01 17.4319092668
2000-07-01 17.4100978016
2000-08-01 17.5704596553
2000-09-01 17.6594574986
2000-10-01 17.7025138162
2000-11-01 17.6515888692
2000-12-01 17.6342822523
2001-01-01 17.6725857367
2001-02-01 17.6934480818
2001-03-01 17.6645575139
2001-04-01 17.7799201137
2001-05-01 17.9307040636
2001-06-01 17.8340848501
2001-07-01 17.4205760969
2001-08-01 17.2691496109
2001-09-01 17.2360797888
2001-10-01 17.1230319545
2001-11-01 17.2430013033
2001-12-01 17.2200029574
2002-01-01 17.5627868272
2002-02-01 17.3993897946
2002-03-01 17.4877835986
2002-04-01 17.4840039067
2002-05-01 17.5230234108
2002-06-01 17.4393374995
2002-07-01 17.4135136923
2002-08-01 17.4775960298
2002-09-01 17.4274632211
2002-10-01 17.2347914315
2002-11-01 17.2335271538
2002-12-01 17.2046229571
2003-01-01 16.9511621933
2003-02-01 16.9044796856
2003-03-01 16.8104183218
2003-04-01 16.6972937754
2003-05-01 16.6120689699
2003-06-01 16.5349747355
2003-07-01 16.6053870828
2003-08-01 16.5869388638
2003-09-01 16.5213050461
2003-10-01 16.7398541213
2003-11-01 16.5483045587
2003-12-01 16.5933767549
2004-01-01 16.3454689372
2004-02-01 16.0950645713
2004-03-01 16.0149773163
2004-04-01 15.9025125818
2004-05-01 16.1089790614
2004-06-01 16.1286603170
2004-07-01 16.0913425201
2004-08-01 16.1072451903
2004-09-01 16.2380251064
2004-10-01 16.2311543804
2004-11-01 16.2595155719
2004-12-01 16.3942525092
2005-01-01 16.7466378721
2005-02-01 16.7793975075
2005-03-01 16.8028114884
2005-04-01 16.8008094294
2005-05-01 16.9086111130
2005-06-01 17.0155700673
2005-07-01 17.2879468670
2005-08-01 17.3287338370
2005-09-01 17.3523577638
2005-10-01 17.4252615669
2005-11-01 17.4809230774
2005-12-01 17.5103238636
2006-01-01 17.3508997348
2006-02-01 17.3487770538
2006-03-01 17.3740062334
2006-04-01 17.5909579560
2006-05-01 17.7068607898
2006-06-01 17.7129851314
2006-07-01 17.4833958711
2006-08-01 17.5556009703
2006-09-01 17.5721521563
2006-10-01 17.6195264518
2006-11-01 17.5918034039
2006-12-01 17.5323130467
2007-01-01 17.8530365810
2007-02-01 18.0246217444
2007-03-01 18.1445999828
2007-04-01 18.1814183230
2007-05-01 18.1002780674
2007-06-01 18.1147491418
2007-07-01 17.9918132200
2007-08-01 17.8695171522
2007-09-01 17.7782370905
2007-10-01 17.9215087169
2007-11-01 17.8982881763
2007-12-01 17.7481500315
2008-01-01 17.7571285993
2008-02-01 17.7071373508
2008-03-01 17.6194590175
2008-04-01 17.3745107075
2008-05-01 17.3013088880
2008-06-01 17.2274002407
2008-07-01 17.2994088929
2008-08-01 17.2745878679
2008-09-01 17.1763366097
2008-10-01 17.0129174804
2008-11-01 16.9892725524
2008-12-01 16.8615784188
2009-01-01 16.6566536359
2009-02-01 16.5054973785
2009-03-01 16.3144211251
2009-04-01 16.1818102596
2009-05-01 16.1021959789
2009-06-01 15.8378323754
2009-07-01 15.7128947909
2009-08-01 15.4631808499
2009-09-01 15.3612761399
2009-10-01 15.3033933635
2009-11-01 15.0763959253
2009-12-01 15.0639704969
2010-01-01 15.1581744334
2010-02-01 15.1135432583
2010-03-01 15.1274945107
2010-04-01 15.0900005397
2010-05-01 15.1026750713
2010-06-01 15.1523358534
2010-07-01 15.1215613117
2010-08-01 15.1447061454
2010-09-01 15.1436377702
2010-10-01 15.0889729292
2010-11-01 15.1698754683
2010-12-01 15.2653057478
2011-01-01 15.0559949386
2011-02-01 15.0215539426
2011-03-01 15.0440577600
2011-04-01 15.1003257405
2011-05-01 15.0017780636
2011-06-01 15.0615132597
2011-07-01 15.2380217609
2011-08-01 15.1241062266
2011-09-01 15.1310984737
2011-10-01 15.0792884618
2011-11-01 15.0670400280
2011-12-01 15.0611533053
2012-01-01 15.0504756257
2012-02-01 15.1223362881
2012-03-01 15.1529629726
2012-04-01 15.2074508555
2012-05-01 15.3070349203
2012-06-01 15.3689812980
2012-07-01 15.2499341243
2012-08-01 15.3145108380
2012-09-01 15.3272762197
2012-10-01 15.4716833794
2012-11-01 15.4774990805
2012-12-01 15.4661999697
2013-01-01 15.3275891668
2013-02-01 15.3015348502
2013-03-01 15.2510248848
2013-04-01 15.4186873822
2013-05-01 15.4154263090
2013-06-01 15.3804064058
2013-07-01 15.4575207321
2013-08-01 15.5180647653
2013-09-01 15.5312771378
2013-10-01 15.4729480861
2013-11-01 15.4832460901
2013-12-01 15.4620164446
2014-01-01 15.7044663967
2014-02-01 15.6809008686
2014-03-01 15.7506301114
2014-04-01 15.6225851078
2014-05-01 15.5192672053
2014-06-01 15.6864204580
2014-07-01 15.7609400204
2014-08-01 15.8290844879
2014-09-01 15.8424387592
2014-10-01 15.8767898489
2014-11-01 15.8980843273
2014-12-01 15.8615857482
2015-01-01 15.8749623537
2015-02-01 15.8584585929
2015-03-01 15.8432700726
2015-04-01 15.7318306480
2015-05-01 15.7236307680
2015-06-01 15.7809629715
2015-07-01 15.7641215702
2015-08-01 15.7480804672
2015-09-01 15.5615151172
2015-10-01 15.7809183999
2015-11-01 15.6898527980
2015-12-01 15.7441181157
2016-01-01 15.8654170394
2016-02-01 15.8559857058
2016-03-01 15.7386982481
2016-04-01 15.8471661784
2016-05-01 15.7342686488
2016-06-01 15.6622277780
2016-07-01 15.7605299810
2016-08-01 15.6591807993
2016-09-01 15.7717252934
2016-10-01 15.6804445296
2016-11-01 15.7807258902
2016-12-01 15.8291167008
2017-01-01 15.8688233894
2017-02-01 15.9649694439
2017-03-01 16.0401609768
2017-04-01 16.2704630126
2017-05-01 16.2331602990
2017-06-01 16.2414686796
2017-07-01 16.1464698109
2017-08-01 16.2739288655
2017-09-01 16.1722766136
2017-10-01 16.2794223901
2017-11-01 16.2627210125
2017-12-01 16.3084283818
2018-01-01 16.3949636188
2018-02-01 16.3887580652
2018-03-01 16.4450032264
2018-04-01 16.3873912285
2018-05-01 16.4259150311
2018-06-01 16.5209810459
2018-07-01 16.2286785832
2018-08-01 16.4710094556
2018-09-01 16.4685138211
2018-10-01 16.7839142140
2018-11-01 16.7611564075
2018-12-01 16.8073402338
2019-01-01 16.6141589816
2019-02-01 16.6052995489
2019-03-01 16.6466948248
2019-04-01 16.5946717847
2019-05-01 16.6106275931
2019-06-01 16.6103484661
2019-07-01 17.1044946266
2019-08-01 17.1683764514
2019-09-01 17.0736253756
2019-10-01 16.9925214016
2019-11-01 16.9714641297
2019-12-01 16.9108910136
2020-01-01 16.9263980775
2020-02-01 16.9122471499
2020-03-01 16.7472076824
2020-04-01 15.7850940256
2020-05-01 15.9970455235
2020-06-01 15.9010896164
2020-07-01 15.9829868770
2020-08-01 15.8649293730
2020-09-01 15.9820965871
2020-10-01 15.9090197797
2020-11-01 15.9023979255
2020-12-01 15.9302904434
2021-01-01 15.8156960860
2021-02-01 15.9008286495
2021-03-01 15.9489647386
2021-04-01 15.9571505739
2021-05-01 15.8805363301
2021-06-01 15.9015168207
2021-07-01 15.8653729889
2021-08-01 15.9726986586
2021-09-01 15.8967224023
2021-10-01 15.9327180478
2021-11-01 16.0398249803
2021-12-01 16.0478863136
2022-01-01 16.1959836797
2022-02-01 16.2809107767
2022-03-01 16.3395733286
2022-04-01 16.5126287720
2022-05-01 16.5685896331
2022-06-01 16.6053517422
2022-07-01 16.7683960758
2022-08-01 16.8854217960
2022-09-01 16.9231921159
2022-10-01 17.1559576476
2022-11-01 17.1661030480
2022-12-01 17.3647651842
2023-01-01 17.5632656918
2023-02-01 17.5557128218
2023-03-01 17.5229504125
2023-04-01 17.6737926279
2023-05-01 17.7631207606
2023-06-01 17.8179470389
2023-07-01 17.7808056096
2023-08-01 17.7048692755
2023-09-01 17.7534696574
2023-10-01 17.6679636768
2023-11-01 17.6752257608
2023-12-01 17.6660252949
2024-01-01 17.6368109711
2024-02-01 17.6366547490
2024-03-01 17.6025098493
2024-04-01 17.6501224302
2024-05-01 17.6652809425
2024-06-01 17.8309196417
2024-07-01 17.8993768833
2024-08-01 18.0253221120
2024-09-01 18.0695130769
2024-10-01 18.0753375919
2024-11-01 17.9681517371
2024-12-01 17.9637067705
2025-01-01 18.2184855110
2025-02-01 18.2235152405
2025-03-01 18.2862061039
2025-04-01 18.2432803605
2025-05-01 18.1689364240
2025-06-01 18.0461359324
2025-07-01 17.9142496380
2025-08-01 17.9380551819
2025-09-01 17.9728377994
2025-10-01 18.0771494650
2025-11-01 18.1594155406
2025-12-01 18.1594833110
2026-01-01 18.2140394950
2026-02-01 18.2184015635
2026-03-01 18.3702399200
2026-04-01 18.2393172507
2026-05-01 18.2710907510
2026-06-01 18.2567240806
2026-07-01 18.3279766424
2026-08-01 18.3450162077

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