Add VT2-examples: all 6 chapters of 'Visualize This' (110 files) — data scraping, ETL, trends, categorical, multivariate, spatial, distribution analysis
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"year" "htype" "n" "p"
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1976 "composite" 2628779.59 0.0359171491054953
|
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1976 "extended" 5395372.77 0.0737172522934185
|
||||
1976 "nuclear-father" 617377.93 0.00843526602633583
|
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1976 "nuclear-married-children" 27239504.11 0.372174728684127
|
||||
1976 "nuclear-married-nochildren" 16911072.87 0.23105684786821
|
||||
1976 "nuclear-mother" 5147660.37 0.0703327451860424
|
||||
1976 "single" 15250328.33 0.20836601083637
|
||||
1977 "composite" 2975564.08 0.0399304190012852
|
||||
1977 "extended" 5419860.21 0.0727315168805551
|
||||
1977 "nuclear-father" 633988.84 0.00850777847249008
|
||||
1977 "nuclear-married-children" 27274570.78 0.366009606933288
|
||||
1977 "nuclear-married-nochildren" 17061382.14 0.228954282036918
|
||||
1977 "nuclear-mother" 5322025.98 0.0714186357959817
|
||||
1977 "single" 15831337.16 0.212447760879482
|
||||
1978 "composite" 3271869.12 0.0428525973962617
|
||||
1978 "extended" 5788589.5 0.0758147976700633
|
||||
1978 "nuclear-father" 675047.27 0.00884128546216286
|
||||
1978 "nuclear-married-children" 26920265.66 0.352582350888287
|
||||
1978 "nuclear-married-nochildren" 17049146.71 0.22329750766847
|
||||
1978 "nuclear-mother" 5672523.72 0.0742946512462897
|
||||
1978 "single" 16974268.74 0.222316809668466
|
||||
1979 "composite" 3688161.69 0.0474735256922412
|
||||
1979 "extended" 5632829.34 0.0725050284854784
|
||||
1979 "nuclear-father" 676854.46 0.00871238039369094
|
||||
1979 "nuclear-married-children" 27075789.32 0.348515951295164
|
||||
1979 "nuclear-married-nochildren" 17411606.71 0.224119880842422
|
||||
1979 "nuclear-mother" 5716536.38 0.0735824943473564
|
||||
1979 "single" 17487031.52 0.225090738943647
|
||||
1980 "composite" 3985795.41 0.0501995587151689
|
||||
1980 "extended" 5534101.84 0.0696998821253608
|
||||
1980 "nuclear-father" 732158.06 0.00922124889540031
|
||||
1980 "nuclear-married-children" 27172136.02 0.342222592291195
|
||||
1980 "nuclear-married-nochildren" 17932025.5 0.225846957601157
|
||||
1980 "nuclear-mother" 6030410.98 0.0759507046717957
|
||||
1980 "single" 18012385.09 0.226859055699923
|
||||
1981 "composite" 4300180.92 0.0520402621932969
|
||||
1981 "extended" 5880761.12 0.0711682499584102
|
||||
1981 "nuclear-father" 816029.05 0.00987548349927263
|
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1981 "nuclear-married-children" 27844174.13 0.336966780988604
|
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1981 "nuclear-married-nochildren" 18291186.36 0.22135769441088
|
||||
1981 "nuclear-mother" 6364050.5 0.0770169587728375
|
||||
1981 "single" 19135425.27 0.231574570176698
|
||||
1982 "composite" 4425843.87 0.0528187007039854
|
||||
1982 "extended" 6109930.19 0.0729168455795199
|
||||
1982 "nuclear-father" 804656.94 0.00960289954449856
|
||||
1982 "nuclear-married-children" 27429330.09 0.327345839367472
|
||||
1982 "nuclear-married-nochildren" 18762701.21 0.223916958826045
|
||||
1982 "nuclear-mother" 6695897.7 0.0799098718683007
|
||||
1982 "single" 19564762.72 0.233488884110178
|
||||
1983 "composite" 4647353 0.0551498353045369
|
||||
1983 "extended" 6297265.44 0.0747292387483697
|
||||
1983 "nuclear-father" 895631.94 0.0106284058870679
|
||||
1983 "nuclear-married-children" 27629102.24 0.32787275641601
|
||||
1983 "nuclear-married-nochildren" 18589581.26 0.220601349815541
|
||||
1983 "nuclear-mother" 6656862.12 0.0789965491244178
|
||||
1983 "single" 19551962.45 0.232021864704056
|
||||
1984 "composite" 4912045.91 0.0572437966280052
|
||||
1984 "extended" 6149223.62 0.0716615668446401
|
||||
1984 "nuclear-father" 881814.77 0.0102764563447354
|
||||
1984 "nuclear-married-children" 27962928.9 0.325873219510477
|
||||
1984 "nuclear-married-nochildren" 18694537.6 0.217861625896122
|
||||
1984 "nuclear-mother" 6915270.03 0.0805888866834837
|
||||
1984 "single" 20293405.66 0.236494448092536
|
||||
1985 "composite" 5111709.65 0.0586315936717927
|
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1985 "extended" 6182269.17 0.070910970842229
|
||||
1985 "nuclear-father" 984020.75 0.0112867726707859
|
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1985 "nuclear-married-children" 27903585.15 0.320055671882903
|
||||
1985 "nuclear-married-nochildren" 19078325.57 0.21882945420392
|
||||
1985 "nuclear-mother" 7042838.78 0.0807817520787598
|
||||
1985 "single" 20880786.8 0.23950378464961
|
||||
1986 "composite" 5315550.32 0.0598521155387804
|
||||
1986 "extended" 6386386.76 0.071909536214278
|
||||
1986 "nuclear-father" 1026250.91 0.011555395836625
|
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1986 "nuclear-married-children" 28297174.2 0.31862095882471
|
||||
1986 "nuclear-married-nochildren" 19137166.47 0.215480962401521
|
||||
1986 "nuclear-mother" 7219271.06 0.0812876597110068
|
||||
1986 "single" 21429602.72 0.241293371473079
|
||||
1987 "composite" 5591725.67 0.062224080653711
|
||||
1987 "extended" 6547396.75 0.0728586786060707
|
||||
1987 "nuclear-father" 1117979.07 0.0124407426126183
|
||||
1987 "nuclear-married-children" 28339302.15 0.315356497567858
|
||||
1987 "nuclear-married-nochildren" 19645095.73 0.218608367665754
|
||||
1987 "nuclear-mother" 7207922.6 0.0802089343571296
|
||||
1987 "single" 21414913.69 0.238302698536858
|
||||
1988 "composite" 5772345.02 0.0631306965698012
|
||||
1988 "extended" 6562520.83 0.0717726521571869
|
||||
1988 "nuclear-father" 1086020.17 0.0118775315029513
|
||||
1988 "nuclear-married-children" 28511394.61 0.311822005730658
|
||||
1988 "nuclear-married-nochildren" 20001466.94 0.21875105108323
|
||||
1988 "nuclear-mother" 7308102.59 0.0799268937514529
|
||||
1988 "single" 22192987.94 0.242719169204719
|
||||
1989 "composite" 6066472.98 0.0651619692730516
|
||||
1989 "extended" 6591383.41 0.0708002037832075
|
||||
1989 "nuclear-father" 1057515.98 0.0113591248195951
|
||||
1989 "nuclear-married-children" 28605714.48 0.307263329800481
|
||||
1989 "nuclear-married-nochildren" 20268357.28 0.217709050818948
|
||||
1989 "nuclear-mother" 7572072.2 0.0813341026419157
|
||||
1989 "single" 22936851.44 0.246372218862801
|
||||
1990 "composite" 6376907.97 0.068110148768524
|
||||
1990 "extended" 6640379.72 0.0709242242065303
|
||||
1990 "nuclear-father" 1097403.51 0.011721090640924
|
||||
1990 "nuclear-married-children" 28286335.5 0.302119228956253
|
||||
1990 "nuclear-married-nochildren" 20495481.49 0.218907078467126
|
||||
1990 "nuclear-mother" 7512212.73 0.0802360531198163
|
||||
1990 "single" 23217678.16 0.247982175840827
|
||||
1991 "composite" 6563325.14 0.0693664548034937
|
||||
1991 "extended" 6884046.14 0.0727560901295643
|
||||
1991 "nuclear-father" 1070677.13 0.0113157698518771
|
||||
1991 "nuclear-married-children" 28122425.55 0.297220222869942
|
||||
1991 "nuclear-married-nochildren" 20433478.66 0.215957299648124
|
||||
1991 "nuclear-mother" 7717835.25 0.0815682384508434
|
||||
1991 "single" 23826355.13 0.251815924246156
|
||||
1992 "composite" 6901645.33 0.0719078532368738
|
||||
1992 "extended" 6887820.44 0.0717638124880954
|
||||
1992 "nuclear-father" 1202146.49 0.0125250964427845
|
||||
1992 "nuclear-married-children" 28218307.73 0.29400495589387
|
||||
1992 "nuclear-married-nochildren" 20701670.87 0.21568954060959
|
||||
1992 "nuclear-mother" 7853020.91 0.0818201817192453
|
||||
1992 "single" 24214408.87 0.252288559609541
|
||||
1993 "composite" 6990232.77 0.0723608210010821
|
||||
1993 "extended" 6926553.28 0.0717016297654046
|
||||
1993 "nuclear-father" 1174704.61 0.0121601944899692
|
||||
1993 "nuclear-married-children" 28640691.62 0.296479963951474
|
||||
1993 "nuclear-married-nochildren" 21042693.56 0.217827736525544
|
||||
1993 "nuclear-mother" 8027258.15 0.083095800845789
|
||||
1993 "single" 23800318.46 0.246373853420737
|
||||
1994 "composite" 7570039.74 0.0778308390078657
|
||||
1994 "extended" 7250256.28 0.0745430075238214
|
||||
1994 "nuclear-father" 1125699.5 0.011573801401964
|
||||
1994 "nuclear-married-children" 28441814.12 0.292422540950275
|
||||
1994 "nuclear-married-nochildren" 20819849.49 0.214057839784099
|
||||
1994 "nuclear-mother" 8329377.25 0.0856379149973299
|
||||
1994 "single" 23725691.82 0.243934056334644
|
||||
1995 "composite" 7575983.06 0.0764573886371595
|
||||
1995 "extended" 7391950.41 0.0746001173455608
|
||||
1995 "nuclear-father" 1271997.74 0.0128370964906525
|
||||
1995 "nuclear-married-children" 28512148.92 0.287746743042085
|
||||
1995 "nuclear-married-nochildren" 21369592.44 0.215663527922776
|
||||
1995 "nuclear-mother" 8160804.89 0.0823594543606017
|
||||
1995 "single" 24805173.78 0.250335672201165
|
||||
1996 "composite" 7970055.87 0.0799532380844666
|
||||
1996 "extended" 7450091.91 0.0747371137602061
|
||||
1996 "nuclear-father" 1341474.39 0.0134572734542054
|
||||
1996 "nuclear-married-children" 28115191.55 0.282043268008802
|
||||
1996 "nuclear-married-nochildren" 21641260.04 0.2170987060378
|
||||
1996 "nuclear-mother" 8219614.73 0.0824567385962726
|
||||
1996 "single" 24946277.55 0.250253662058248
|
||||
1997 "composite" 8462347.48 0.0837161827210115
|
||||
1997 "extended" 7739944.91 0.076569609540085
|
||||
1997 "nuclear-father" 1416166.08 0.0140098263037266
|
||||
1997 "nuclear-married-children" 28304874.48 0.280014032685759
|
||||
1997 "nuclear-married-nochildren" 21267509.21 0.21039489234554
|
||||
1997 "nuclear-mother" 8456456.38 0.083657903336338
|
||||
1997 "single" 25436472.9 0.251637553067539
|
||||
1998 "composite" 8468892.73 0.0825555129486877
|
||||
1998 "extended" 7637700.89 0.0744529816145868
|
||||
1998 "nuclear-father" 1437506.89 0.0140129438941686
|
||||
1998 "nuclear-married-children" 28591491.86 0.278712383274044
|
||||
1998 "nuclear-married-nochildren" 21837649.42 0.212875331750921
|
||||
1998 "nuclear-mother" 8246779.43 0.0803903329188037
|
||||
1998 "single" 26364196.69 0.257000513598788
|
||||
1999 "composite" 8780403.95 0.0844332209772884
|
||||
1999 "extended" 7767278.64 0.0746909091583756
|
||||
1999 "nuclear-father" 1529191.62 0.0147048558020019
|
||||
1999 "nuclear-married-children" 28251115.73 0.271665484967356
|
||||
1999 "nuclear-married-nochildren" 22528331.35 0.21663463206885
|
||||
1999 "nuclear-mother" 8467102.21 0.08142048088052
|
||||
1999 "single" 26668865.89 0.256450416145608
|
||||
2000 "composite" 9392882.58 0.0896421842307627
|
||||
2000 "extended" 7988673.88 0.076240937711205
|
||||
2000 "nuclear-father" 1439843.41 0.0137413309623923
|
||||
2000 "nuclear-married-children" 28200481.89 0.269134929713948
|
||||
2000 "nuclear-married-nochildren" 22899238.79 0.218541833656927
|
||||
2000 "nuclear-mother" 8092547.86 0.0772322724130535
|
||||
2000 "single" 26768278.4 0.255466511311711
|
||||
2001 "composite" 9638999.14 0.089011172432275
|
||||
2001 "extended" 8385291.92 0.0774338345864903
|
||||
2001 "nuclear-father" 1512920.51 0.0139710385316971
|
||||
2001 "nuclear-married-children" 28686320.07 0.264903331259992
|
||||
2001 "nuclear-married-nochildren" 23687060.94 0.218737758466502
|
||||
2001 "nuclear-mother" 8118904.52 0.0749738847046828
|
||||
2001 "single" 28260270.09 0.26096898001836
|
||||
2002 "composite" 9539477.56 0.0872071033449697
|
||||
2002 "extended" 8395685.61 0.0767508931215668
|
||||
2002 "nuclear-father" 1632783.2 0.0149264246775303
|
||||
2002 "nuclear-married-children" 28600205.77 0.261454684974571
|
||||
2002 "nuclear-married-nochildren" 23926565.69 0.218729639405749
|
||||
2002 "nuclear-mother" 8449644.1 0.0772441657965296
|
||||
2002 "single" 28844405.66 0.263687088679084
|
||||
2003 "composite" 9699661.9 0.087084876736775
|
||||
2003 "extended" 8808481.99 0.0790837429433754
|
||||
2003 "nuclear-father" 1645783.92 0.0147760706802127
|
||||
2003 "nuclear-married-children" 28833111.24 0.258867573340172
|
||||
2003 "nuclear-married-nochildren" 24310278.72 0.218260971113627
|
||||
2003 "nuclear-mother" 8587657.18 0.0771011479253706
|
||||
2003 "single" 29496728.32 0.264825617260468
|
||||
2004 "composite" 9804628.37 0.0874503363035857
|
||||
2004 "extended" 9120481.7 0.0813482328770508
|
||||
2004 "nuclear-father" 1646594.38 0.0146864548917721
|
||||
2004 "nuclear-married-children" 28676158.31 0.255771008698044
|
||||
2004 "nuclear-married-nochildren" 24766225.94 0.220897183013127
|
||||
2004 "nuclear-mother" 8445921.14 0.0753316307578279
|
||||
2004 "single" 29656521.49 0.264515153458592
|
||||
2005 "composite" 10006409.59 0.0881810599961824
|
||||
2005 "extended" 9431784.83 0.0831172036767798
|
||||
2005 "nuclear-father" 1589058.18 0.0140035077964467
|
||||
2005 "nuclear-married-children" 29027481.97 0.255803453387787
|
||||
2005 "nuclear-married-nochildren" 24557059.8 0.216408047669538
|
||||
2005 "nuclear-mother" 8618682.22 0.0759517714215265
|
||||
2005 "single" 30245247 0.26653495605174
|
||||
2006 "composite" 10297404.01 0.0899257664205084
|
||||
2006 "extended" 9531252.67 0.0832350756039985
|
||||
2006 "nuclear-father" 1681913.6 0.0146879125443847
|
||||
2006 "nuclear-married-children" 29015036.13 0.253384188789247
|
||||
2006 "nuclear-married-nochildren" 24607590.04 0.2148945881855
|
||||
2006 "nuclear-mother" 8818047.19 0.0770067534616388
|
||||
2006 "single" 30558806.37 0.266865714994722
|
||||
2007 "composite" 10313204.37 0.0888063800538201
|
||||
2007 "extended" 9516294 0.0819442329802185
|
||||
2007 "nuclear-father" 1667378.31 0.0143576939406037
|
||||
2007 "nuclear-married-children" 29236392.33 0.251752808876081
|
||||
2007 "nuclear-married-nochildren" 25221081.39 0.217177208841511
|
||||
2007 "nuclear-mother" 8963936.68 0.0771879174525132
|
||||
2007 "single" 31213058.03 0.268773757855253
|
||||
2008 "composite" 10646809.08 0.0910911600605037
|
||||
2008 "extended" 9635855.95 0.0824417240946155
|
||||
2008 "nuclear-father" 1753269.87 0.0150004931202757
|
||||
2008 "nuclear-married-children" 28594729.28 0.244648611819688
|
||||
2008 "nuclear-married-nochildren" 25265802.88 0.216167236296419
|
||||
2008 "nuclear-mother" 8772654.66 0.0750564120935269
|
||||
2008 "single" 32211693.86 0.275594362514971
|
||||
2009 "composite" 10715530.7 0.0913819783626526
|
||||
2009 "extended" 10137683.76 0.0864541032954844
|
||||
2009 "nuclear-father" 1644005.32 0.0140200670210693
|
||||
2009 "nuclear-married-children" 28479418.15 0.242872298724713
|
||||
2009 "nuclear-married-nochildren" 25864081.03 0.220568720227114
|
||||
2009 "nuclear-mother" 8713438.68 0.0743081502178945
|
||||
2009 "single" 31706716.9 0.270394682151072
|
||||
2010 "composite" 11920662.91 0.100582419516824
|
||||
2010 "extended" 10708170.68 0.0903518305756296
|
||||
2010 "nuclear-father" 1734387.75 0.014634162344193
|
||||
2010 "nuclear-married-children" 28212122.1 0.238044102240456
|
||||
2010 "nuclear-married-nochildren" 25540672.52 0.21550333715027
|
||||
2010 "nuclear-mother" 8797920.66 0.0742338033866819
|
||||
2010 "single" 31602430.03 0.266650344785945
|
||||
2011 "composite" 11987785.45 0.0999028865393945
|
||||
2011 "extended" 10554704.76 0.0879599886478688
|
||||
2011 "nuclear-father" 1829748.99 0.0152486217330109
|
||||
2011 "nuclear-married-children" 27741032.61 0.231186088947102
|
||||
2011 "nuclear-married-nochildren" 25883881.52 0.215709105695722
|
||||
2011 "nuclear-mother" 8935779.14 0.0744683105389168
|
||||
2011 "single" 33061452.73 0.275524997897985
|
||||
2012 "composite" 12227450.05 0.100915055882802
|
||||
2012 "extended" 10410830.86 0.0859222138489376
|
||||
2012 "nuclear-father" 1887319.43 0.015576342161966
|
||||
2012 "nuclear-married-children" 27640615.09 0.228122315367167
|
||||
2012 "nuclear-married-nochildren" 26463618.49 0.218408378513843
|
||||
2012 "nuclear-mother" 9293508.56 0.0767007783180191
|
||||
2012 "single" 33242423.55 0.274354915907265
|
||||
2013 "composite" 12848231.4 0.104841230811202
|
||||
2013 "extended" 10740467.89 0.0876419359224646
|
||||
2013 "nuclear-father" 1926537.52 0.0157204955695895
|
||||
2013 "nuclear-married-children" 27969500.34 0.228230388255612
|
||||
2013 "nuclear-married-nochildren" 26354238.98 0.215049897977068
|
||||
2013 "nuclear-mother" 9094804.68 0.0742133673463169
|
||||
2013 "single" 33615633.2 0.274302684117747
|
||||
2014 "composite" 24486978.73 0.0991060915758774
|
||||
2014 "extended" 22116766.3 0.0895131363676436
|
||||
2014 "nuclear-father" 3870159.48 0.0156636873853376
|
||||
2014 "nuclear-married-children" 56221156.52 0.22754375490785
|
||||
2014 "nuclear-married-nochildren" 53422034.48 0.216214874841138
|
||||
2014 "nuclear-mother" 18405813.22 0.0744938046715825
|
||||
2014 "single" 68555533.58 0.277464650250571
|
||||
2015 "composite" 12766210.56 0.102352983882629
|
||||
2015 "extended" 11096943.91 0.0889696528056223
|
||||
2015 "nuclear-father" 1883948.25 0.015104538967275
|
||||
2015 "nuclear-married-children" 28386300.82 0.227586923830036
|
||||
2015 "nuclear-married-nochildren" 26848404.8 0.215256855654487
|
||||
2015 "nuclear-mother" 8763640.55 0.0702624130905221
|
||||
2015 "single" 34981843.62 0.280466631769429
|
||||
2016 "composite" 12950225.76 0.102724489386347
|
||||
2016 "extended" 10825457.21 0.0858702840305541
|
||||
2016 "nuclear-father" 1975140.39 0.0156673166776592
|
||||
2016 "nuclear-married-children" 28214026.71 0.223800846489452
|
||||
2016 "nuclear-married-nochildren" 27380345.12 0.217187871763709
|
||||
2016 "nuclear-mother" 9113049.74 0.0722870317971879
|
||||
2016 "single" 35609315.37 0.282462159855092
|
||||
2017 "composite" 12831835.37 0.101421934334673
|
||||
2017 "extended" 11396121.89 0.0900741548399015
|
||||
2017 "nuclear-father" 2042132.35 0.0161408720679691
|
||||
2017 "nuclear-married-children" 27829541.1 0.21996275736261
|
||||
2017 "nuclear-married-nochildren" 28026002.2 0.221515572233513
|
||||
2017 "nuclear-mother" 8881544.64 0.0701991111399789
|
||||
2017 "single" 35512154.33 0.280685598021354
|
||||
2018 "composite" 13630453.86 0.106755566845541
|
||||
2018 "extended" 11336580.16 0.0887896363174157
|
||||
2018 "nuclear-father" 1989927.08 0.0155853792976115
|
||||
2018 "nuclear-married-children" 27984330.86 0.219177082028028
|
||||
2018 "nuclear-married-nochildren" 28186771.08 0.220762621340248
|
||||
2018 "nuclear-mother" 8735020.99 0.0684138713775119
|
||||
2018 "single" 35816008.15 0.280515842793643
|
||||
2019 "composite" 13332222.8 0.103612014327867
|
||||
2019 "extended" 11564485.39 0.0898739575461556
|
||||
2019 "nuclear-father" 1893593.99 0.0147161572804681
|
||||
2019 "nuclear-married-children" 27918305.71 0.216968463145867
|
||||
2019 "nuclear-married-nochildren" 28919282.67 0.224747604004613
|
||||
2019 "nuclear-mother" 8500056.56 0.0660586006770303
|
||||
2019 "single" 36546539.97 0.284023203017999
|
||||
2020 "composite" 13110723.7 0.101958995681941
|
||||
2020 "extended" 11639529.63 0.0905178675441837
|
||||
2020 "nuclear-father" 1901185.67 0.014785071057374
|
||||
2020 "nuclear-married-children" 28271692.12 0.219862259379643
|
||||
2020 "nuclear-married-nochildren" 29049611.21 0.225911952055129
|
||||
2020 "nuclear-mother" 8305042.62 0.0645863511432945
|
||||
2020 "single" 36310414.77 0.282377503138435
|
||||
2021 "composite" 14105790.72 0.108487098946671
|
||||
2021 "extended" 11643889.72 0.0895527121628647
|
||||
2021 "nuclear-father" 2142912.65 0.0164810595385484
|
||||
2021 "nuclear-married-children" 27565701.82 0.212006762346236
|
||||
2021 "nuclear-married-nochildren" 28881925.41 0.22212978782412
|
||||
2021 "nuclear-mother" 8638090.98 0.0664352285851585
|
||||
2021 "single" 37044436.63 0.284907350596401
|
||||
|
@@ -0,0 +1,20 @@
|
||||
waymet category year p
|
||||
Met Through Family Friends and Family 2010 0.0638
|
||||
Met Through Friend Friends and Family 2010 0.1722
|
||||
Met Through Neighbors Friends and Family 2010 0.0304
|
||||
Met Through Coworker Work 2010 0.0853
|
||||
Met Online Online 2010 0.189
|
||||
Primary or Secondary School School 2010 0.0461
|
||||
College School 2010 0.0398
|
||||
Military Work 2010 0.0051
|
||||
Church Group Setting 2010 0.0318
|
||||
Volunteering Group Setting 2010 0.0345
|
||||
Customer Work 2010 0.0343
|
||||
Bar or Restaurant Group Setting 2010 0.1528
|
||||
Party Group Setting 2010 0.0693
|
||||
Public Group Setting 2010 0.0236
|
||||
Blind Date Dating 2010 0.0068
|
||||
Vacation Group Setting 2010 0.0085
|
||||
Singles Service Dating 2010 0.0024
|
||||
Business Trip Work 2010 0.0002
|
||||
Work Neighbors Work 2010 0.0039
|
||||
|
@@ -0,0 +1,115 @@
|
||||
"waymet" "year" "p"
|
||||
"met_through_family" 1960 0.1353
|
||||
"met_through_friend" 1960 0.1919
|
||||
"met_through_as_nghbrs" 1960 0.0477
|
||||
"met_as_through_cowork" 1960 0.0799
|
||||
"met_online" 1960 0.0042
|
||||
"school" 1960 0.1224
|
||||
"college" 1960 0.0417
|
||||
"mil" 1960 0.048
|
||||
"church" 1960 0.0322
|
||||
"vol_org" 1960 0.032
|
||||
"customer" 1960 0.046
|
||||
"bar_restaurant" 1960 0.0871
|
||||
"party" 1960 0.0514
|
||||
"public" 1960 0.0288
|
||||
"blind_date" 1960 0.0393
|
||||
"vacation" 1960 0.0102
|
||||
"single_serve_nonint" 1960 0
|
||||
"business_trip" 1960 0
|
||||
"work_neighbors" 1960 0.0019
|
||||
"met_through_family" 1970 0.1285
|
||||
"met_through_friend" 1970 0.2097
|
||||
"met_through_as_nghbrs" 1970 0.0391
|
||||
"met_as_through_cowork" 1970 0.1007
|
||||
"met_online" 1970 0.0032
|
||||
"school" 1970 0.0973
|
||||
"college" 1970 0.0646
|
||||
"mil" 1970 0.019
|
||||
"church" 1970 0.0455
|
||||
"vol_org" 1970 0.0342
|
||||
"customer" 1970 0.0312
|
||||
"bar_restaurant" 1970 0.1008
|
||||
"party" 1970 0.0589
|
||||
"public" 1970 0.0196
|
||||
"blind_date" 1970 0.0351
|
||||
"vacation" 1970 0.007
|
||||
"single_serve_nonint" 1970 0.0023
|
||||
"business_trip" 1970 0
|
||||
"work_neighbors" 1970 0.0033
|
||||
"met_through_family" 1980 0.1055
|
||||
"met_through_friend" 1980 0.1769
|
||||
"met_through_as_nghbrs" 1980 0.0374
|
||||
"met_as_through_cowork" 1980 0.1639
|
||||
"met_online" 1980 0.0002
|
||||
"school" 1980 0.0532
|
||||
"college" 1980 0.039
|
||||
"mil" 1980 0.0096
|
||||
"church" 1980 0.0415
|
||||
"vol_org" 1980 0.0406
|
||||
"customer" 1980 0.0569
|
||||
"bar_restaurant" 1980 0.1381
|
||||
"party" 1980 0.0576
|
||||
"public" 1980 0.0181
|
||||
"blind_date" 1980 0.0257
|
||||
"vacation" 1980 0.0087
|
||||
"single_serve_nonint" 1980 0.006
|
||||
"business_trip" 1980 0.0013
|
||||
"work_neighbors" 1980 0.02
|
||||
"met_through_family" 1990 0.1025
|
||||
"met_through_friend" 1990 0.1755
|
||||
"met_through_as_nghbrs" 1990 0.0355
|
||||
"met_as_through_cowork" 1990 0.1524
|
||||
"met_online" 1990 0.0153
|
||||
"school" 1990 0.0671
|
||||
"college" 1990 0.0511
|
||||
"mil" 1990 0.0134
|
||||
"church" 1990 0.0432
|
||||
"vol_org" 1990 0.0349
|
||||
"customer" 1990 0.0524
|
||||
"bar_restaurant" 1990 0.1171
|
||||
"party" 1990 0.0597
|
||||
"public" 1990 0.0267
|
||||
"blind_date" 1990 0.0189
|
||||
"vacation" 1990 0.007
|
||||
"single_serve_nonint" 1990 0.0171
|
||||
"business_trip" 1990 0.0047
|
||||
"work_neighbors" 1990 0.0053
|
||||
"met_through_family" 2000 0.0808
|
||||
"met_through_friend" 2000 0.1918
|
||||
"met_through_as_nghbrs" 2000 0.0439
|
||||
"met_as_through_cowork" 2000 0.1022
|
||||
"met_online" 2000 0.0949
|
||||
"school" 2000 0.0746
|
||||
"college" 2000 0.055
|
||||
"mil" 2000 0.0028
|
||||
"church" 2000 0.0445
|
||||
"vol_org" 2000 0.0357
|
||||
"customer" 2000 0.033
|
||||
"bar_restaurant" 2000 0.1065
|
||||
"party" 2000 0.0739
|
||||
"public" 2000 0.0242
|
||||
"blind_date" 2000 0.0107
|
||||
"vacation" 2000 0.0092
|
||||
"single_serve_nonint" 2000 0.0052
|
||||
"business_trip" 2000 0.002
|
||||
"work_neighbors" 2000 0.0092
|
||||
"met_through_family" 2010 0.0638
|
||||
"met_through_friend" 2010 0.1722
|
||||
"met_through_as_nghbrs" 2010 0.0304
|
||||
"met_as_through_cowork" 2010 0.0853
|
||||
"met_online" 2010 0.189
|
||||
"school" 2010 0.0461
|
||||
"college" 2010 0.0398
|
||||
"mil" 2010 0.0051
|
||||
"church" 2010 0.0318
|
||||
"vol_org" 2010 0.0345
|
||||
"customer" 2010 0.0343
|
||||
"bar_restaurant" 2010 0.1528
|
||||
"party" 2010 0.0693
|
||||
"public" 2010 0.0236
|
||||
"blind_date" 2010 0.0068
|
||||
"vacation" 2010 0.0085
|
||||
"single_serve_nonint" 2010 0.0024
|
||||
"business_trip" 2010 0.0002
|
||||
"work_neighbors" 2010 0.0039
|
||||
|
@@ -0,0 +1,8 @@
|
||||
"1976" "1977" "1978" "1979" "1980" "1981" "1982" "1983" "1984" "1985" "1986" "1987" "1988" "1989" "1990" "1991" "1992" "1993" "1994" "1995" "1996" "1997" "1998" "1999" "2000" "2001" "2002" "2003" "2004" "2005" "2006" "2007" "2008" "2009" "2010" "2011" "2012" "2013" "2014" "2015" "2016" "2017" "2018" "2019" "2020" "2021" "waymet"
|
||||
0.0359171491054953 0.0399304190012852 0.0428525973962617 0.0474735256922412 0.0501995587151689 0.0520402621932969 0.0528187007039854 0.0551498353045369 0.0572437966280052 0.0586315936717927 0.0598521155387804 0.062224080653711 0.0631306965698012 0.0651619692730516 0.068110148768524 0.0693664548034937 0.0719078532368738 0.0723608210010821 0.0778308390078657 0.0764573886371595 0.0799532380844666 0.0837161827210115 0.0825555129486877 0.0844332209772884 0.0896421842307627 0.089011172432275 0.0872071033449697 0.087084876736775 0.0874503363035857 0.0881810599961824 0.0899257664205084 0.0888063800538201 0.0910911600605037 0.0913819783626526 0.100582419516824 0.0999028865393945 0.100915055882802 0.104841230811202 0.0991060915758774 0.102352983882629 0.102724489386347 0.101421934334673 0.106755566845541 0.103612014327867 0.101958995681941 0.108487098946671 "composite"
|
||||
0.0737172522934185 0.0727315168805551 0.0758147976700633 0.0725050284854784 0.0696998821253608 0.0711682499584102 0.0729168455795199 0.0747292387483697 0.0716615668446401 0.070910970842229 0.071909536214278 0.0728586786060707 0.0717726521571869 0.0708002037832075 0.0709242242065303 0.0727560901295643 0.0717638124880954 0.0717016297654046 0.0745430075238214 0.0746001173455608 0.0747371137602061 0.076569609540085 0.0744529816145868 0.0746909091583756 0.076240937711205 0.0774338345864903 0.0767508931215668 0.0790837429433754 0.0813482328770508 0.0831172036767798 0.0832350756039985 0.0819442329802185 0.0824417240946155 0.0864541032954844 0.0903518305756296 0.0879599886478688 0.0859222138489376 0.0876419359224646 0.0895131363676436 0.0889696528056223 0.0858702840305541 0.0900741548399015 0.0887896363174157 0.0898739575461556 0.0905178675441837 0.0895527121628647 "extended"
|
||||
0.00843526602633583 0.00850777847249008 0.00884128546216286 0.00871238039369094 0.00922124889540031 0.00987548349927263 0.00960289954449856 0.0106284058870679 0.0102764563447354 0.0112867726707859 0.011555395836625 0.0124407426126183 0.0118775315029513 0.0113591248195951 0.011721090640924 0.0113157698518771 0.0125250964427845 0.0121601944899692 0.011573801401964 0.0128370964906525 0.0134572734542054 0.0140098263037266 0.0140129438941686 0.0147048558020019 0.0137413309623923 0.0139710385316971 0.0149264246775303 0.0147760706802127 0.0146864548917721 0.0140035077964467 0.0146879125443847 0.0143576939406037 0.0150004931202757 0.0140200670210693 0.014634162344193 0.0152486217330109 0.015576342161966 0.0157204955695895 0.0156636873853376 0.015104538967275 0.0156673166776592 0.0161408720679691 0.0155853792976115 0.0147161572804681 0.014785071057374 0.0164810595385484 "nuclear_father"
|
||||
0.372174728684127 0.366009606933288 0.352582350888287 0.348515951295164 0.342222592291195 0.336966780988604 0.327345839367472 0.32787275641601 0.325873219510477 0.320055671882903 0.31862095882471 0.315356497567858 0.311822005730658 0.307263329800481 0.302119228956253 0.297220222869942 0.29400495589387 0.296479963951474 0.292422540950275 0.287746743042085 0.282043268008802 0.280014032685759 0.278712383274044 0.271665484967356 0.269134929713948 0.264903331259992 0.261454684974571 0.258867573340172 0.255771008698044 0.255803453387787 0.253384188789247 0.251752808876081 0.244648611819688 0.242872298724713 0.238044102240456 0.231186088947102 0.228122315367167 0.228230388255612 0.22754375490785 0.227586923830036 0.223800846489452 0.21996275736261 0.219177082028028 0.216968463145867 0.219862259379643 0.212006762346236 "nuclear_married_children"
|
||||
0.23105684786821 0.228954282036918 0.22329750766847 0.224119880842422 0.225846957601157 0.22135769441088 0.223916958826045 0.220601349815541 0.217861625896122 0.21882945420392 0.215480962401521 0.218608367665754 0.21875105108323 0.217709050818948 0.218907078467126 0.215957299648124 0.21568954060959 0.217827736525544 0.214057839784099 0.215663527922776 0.2170987060378 0.21039489234554 0.212875331750921 0.21663463206885 0.218541833656927 0.218737758466502 0.218729639405749 0.218260971113627 0.220897183013127 0.216408047669538 0.2148945881855 0.217177208841511 0.216167236296419 0.220568720227114 0.21550333715027 0.215709105695722 0.218408378513843 0.215049897977068 0.216214874841138 0.215256855654487 0.217187871763709 0.221515572233513 0.220762621340248 0.224747604004613 0.225911952055129 0.22212978782412 "nuclear_married_nochildren"
|
||||
0.0703327451860424 0.0714186357959817 0.0742946512462897 0.0735824943473564 0.0759507046717957 0.0770169587728375 0.0799098718683007 0.0789965491244178 0.0805888866834837 0.0807817520787598 0.0812876597110068 0.0802089343571296 0.0799268937514529 0.0813341026419157 0.0802360531198163 0.0815682384508434 0.0818201817192453 0.083095800845789 0.0856379149973299 0.0823594543606017 0.0824567385962726 0.083657903336338 0.0803903329188037 0.08142048088052 0.0772322724130535 0.0749738847046828 0.0772441657965296 0.0771011479253706 0.0753316307578279 0.0759517714215265 0.0770067534616388 0.0771879174525132 0.0750564120935269 0.0743081502178945 0.0742338033866819 0.0744683105389168 0.0767007783180191 0.0742133673463169 0.0744938046715825 0.0702624130905221 0.0722870317971879 0.0701991111399789 0.0684138713775119 0.0660586006770303 0.0645863511432945 0.0664352285851585 "nuclear_mother"
|
||||
0.20836601083637 0.212447760879482 0.222316809668466 0.225090738943647 0.226859055699923 0.231574570176698 0.233488884110178 0.232021864704056 0.236494448092536 0.23950378464961 0.241293371473079 0.238302698536858 0.242719169204719 0.246372218862801 0.247982175840827 0.251815924246156 0.252288559609541 0.246373853420737 0.243934056334644 0.250335672201165 0.250253662058248 0.251637553067539 0.257000513598788 0.256450416145608 0.255466511311711 0.26096898001836 0.263687088679084 0.264825617260468 0.264515153458592 0.26653495605174 0.266865714994722 0.268773757855253 0.275594362514971 0.270394682151072 0.266650344785945 0.275524997897985 0.274354915907265 0.274302684117747 0.277464650250571 0.280466631769429 0.282462159855092 0.280685598021354 0.280515842793643 0.284023203017999 0.282377503138435 0.284907350596401 "single"
|
||||
|
@@ -0,0 +1,47 @@
|
||||
"year" "p_composite" "p_extended" "p_nuclear_father" "p_nuclear_married_children" "p_nuclear_married_nochildren" "p_nuclear_mother" "p_single"
|
||||
1976 0.0359171491054953 0.0737172522934185 0.00843526602633583 0.372174728684127 0.23105684786821 0.0703327451860424 0.20836601083637
|
||||
1977 0.0399304190012852 0.0727315168805551 0.00850777847249008 0.366009606933288 0.228954282036918 0.0714186357959817 0.212447760879482
|
||||
1978 0.0428525973962617 0.0758147976700633 0.00884128546216286 0.352582350888287 0.22329750766847 0.0742946512462897 0.222316809668466
|
||||
1979 0.0474735256922412 0.0725050284854784 0.00871238039369094 0.348515951295164 0.224119880842422 0.0735824943473564 0.225090738943647
|
||||
1980 0.0501995587151689 0.0696998821253608 0.00922124889540031 0.342222592291195 0.225846957601157 0.0759507046717957 0.226859055699923
|
||||
1981 0.0520402621932969 0.0711682499584102 0.00987548349927263 0.336966780988604 0.22135769441088 0.0770169587728375 0.231574570176698
|
||||
1982 0.0528187007039854 0.0729168455795199 0.00960289954449856 0.327345839367472 0.223916958826045 0.0799098718683007 0.233488884110178
|
||||
1983 0.0551498353045369 0.0747292387483697 0.0106284058870679 0.32787275641601 0.220601349815541 0.0789965491244178 0.232021864704056
|
||||
1984 0.0572437966280052 0.0716615668446401 0.0102764563447354 0.325873219510477 0.217861625896122 0.0805888866834837 0.236494448092536
|
||||
1985 0.0586315936717927 0.070910970842229 0.0112867726707859 0.320055671882903 0.21882945420392 0.0807817520787598 0.23950378464961
|
||||
1986 0.0598521155387804 0.071909536214278 0.011555395836625 0.31862095882471 0.215480962401521 0.0812876597110068 0.241293371473079
|
||||
1987 0.062224080653711 0.0728586786060707 0.0124407426126183 0.315356497567858 0.218608367665754 0.0802089343571296 0.238302698536858
|
||||
1988 0.0631306965698012 0.0717726521571869 0.0118775315029513 0.311822005730658 0.21875105108323 0.0799268937514529 0.242719169204719
|
||||
1989 0.0651619692730516 0.0708002037832075 0.0113591248195951 0.307263329800481 0.217709050818948 0.0813341026419157 0.246372218862801
|
||||
1990 0.068110148768524 0.0709242242065303 0.011721090640924 0.302119228956253 0.218907078467126 0.0802360531198163 0.247982175840827
|
||||
1991 0.0693664548034937 0.0727560901295643 0.0113157698518771 0.297220222869942 0.215957299648124 0.0815682384508434 0.251815924246156
|
||||
1992 0.0719078532368738 0.0717638124880954 0.0125250964427845 0.29400495589387 0.21568954060959 0.0818201817192453 0.252288559609541
|
||||
1993 0.0723608210010821 0.0717016297654046 0.0121601944899692 0.296479963951474 0.217827736525544 0.083095800845789 0.246373853420737
|
||||
1994 0.0778308390078657 0.0745430075238214 0.011573801401964 0.292422540950275 0.214057839784099 0.0856379149973299 0.243934056334644
|
||||
1995 0.0764573886371595 0.0746001173455608 0.0128370964906525 0.287746743042085 0.215663527922776 0.0823594543606017 0.250335672201165
|
||||
1996 0.0799532380844666 0.0747371137602061 0.0134572734542054 0.282043268008802 0.2170987060378 0.0824567385962726 0.250253662058248
|
||||
1997 0.0837161827210115 0.076569609540085 0.0140098263037266 0.280014032685759 0.21039489234554 0.083657903336338 0.251637553067539
|
||||
1998 0.0825555129486877 0.0744529816145868 0.0140129438941686 0.278712383274044 0.212875331750921 0.0803903329188037 0.257000513598788
|
||||
1999 0.0844332209772884 0.0746909091583756 0.0147048558020019 0.271665484967356 0.21663463206885 0.08142048088052 0.256450416145608
|
||||
2000 0.0896421842307627 0.076240937711205 0.0137413309623923 0.269134929713948 0.218541833656927 0.0772322724130535 0.255466511311711
|
||||
2001 0.089011172432275 0.0774338345864903 0.0139710385316971 0.264903331259992 0.218737758466502 0.0749738847046828 0.26096898001836
|
||||
2002 0.0872071033449697 0.0767508931215668 0.0149264246775303 0.261454684974571 0.218729639405749 0.0772441657965296 0.263687088679084
|
||||
2003 0.087084876736775 0.0790837429433754 0.0147760706802127 0.258867573340172 0.218260971113627 0.0771011479253706 0.264825617260468
|
||||
2004 0.0874503363035857 0.0813482328770508 0.0146864548917721 0.255771008698044 0.220897183013127 0.0753316307578279 0.264515153458592
|
||||
2005 0.0881810599961824 0.0831172036767798 0.0140035077964467 0.255803453387787 0.216408047669538 0.0759517714215265 0.26653495605174
|
||||
2006 0.0899257664205084 0.0832350756039985 0.0146879125443847 0.253384188789247 0.2148945881855 0.0770067534616388 0.266865714994722
|
||||
2007 0.0888063800538201 0.0819442329802185 0.0143576939406037 0.251752808876081 0.217177208841511 0.0771879174525132 0.268773757855253
|
||||
2008 0.0910911600605037 0.0824417240946155 0.0150004931202757 0.244648611819688 0.216167236296419 0.0750564120935269 0.275594362514971
|
||||
2009 0.0913819783626526 0.0864541032954844 0.0140200670210693 0.242872298724713 0.220568720227114 0.0743081502178945 0.270394682151072
|
||||
2010 0.100582419516824 0.0903518305756296 0.014634162344193 0.238044102240456 0.21550333715027 0.0742338033866819 0.266650344785945
|
||||
2011 0.0999028865393945 0.0879599886478688 0.0152486217330109 0.231186088947102 0.215709105695722 0.0744683105389168 0.275524997897985
|
||||
2012 0.100915055882802 0.0859222138489376 0.015576342161966 0.228122315367167 0.218408378513843 0.0767007783180191 0.274354915907265
|
||||
2013 0.104841230811202 0.0876419359224646 0.0157204955695895 0.228230388255612 0.215049897977068 0.0742133673463169 0.274302684117747
|
||||
2014 0.0991060915758774 0.0895131363676436 0.0156636873853376 0.22754375490785 0.216214874841138 0.0744938046715825 0.277464650250571
|
||||
2015 0.102352983882629 0.0889696528056223 0.015104538967275 0.227586923830036 0.215256855654487 0.0702624130905221 0.280466631769429
|
||||
2016 0.102724489386347 0.0858702840305541 0.0156673166776592 0.223800846489452 0.217187871763709 0.0722870317971879 0.282462159855092
|
||||
2017 0.101421934334673 0.0900741548399015 0.0161408720679691 0.21996275736261 0.221515572233513 0.0701991111399789 0.280685598021354
|
||||
2018 0.106755566845541 0.0887896363174157 0.0155853792976115 0.219177082028028 0.220762621340248 0.0684138713775119 0.280515842793643
|
||||
2019 0.103612014327867 0.0898739575461556 0.0147161572804681 0.216968463145867 0.224747604004613 0.0660586006770303 0.284023203017999
|
||||
2020 0.101958995681941 0.0905178675441837 0.014785071057374 0.219862259379643 0.225911952055129 0.0645863511432945 0.282377503138435
|
||||
2021 0.108487098946671 0.0895527121628647 0.0164810595385484 0.212006762346236 0.22212978782412 0.0664352285851585 0.284907350596401
|
||||
|
@@ -0,0 +1,3 @@
|
||||
waymet,p
|
||||
"Met Online",18.9
|
||||
"Met Offline",81.1
|
||||
@@ -0,0 +1,7 @@
|
||||
"decade" "ponline" "poffline"
|
||||
1960 0.0042 0.9958
|
||||
1970 0.0032 0.9968
|
||||
1980 0.0002 0.9998
|
||||
1990 0.0153 0.9847
|
||||
2000 0.0949 0.9051
|
||||
2010 0.189 0.811
|
||||
|
@@ -0,0 +1,442 @@
|
||||
"code" "occname" "p" "n"
|
||||
440 "Other managers" 0.0304212311721698 31477
|
||||
4850 "Sales representatives, wholesale and manufacturing" 0.00693434360518215 7175
|
||||
9130 "Driver/sales workers and truck drivers" 0.00452206184371391 4679
|
||||
5730 "Medical secretaries and administrative assistants" 0.000636896506733803 659
|
||||
820 "Budget analysts" 0.000648494015202401 671
|
||||
3255 "Registered nurses" 0.0538501311968146 55719
|
||||
1430 "Industrial engineers, including health and safety" 0.00135497557274779 1402
|
||||
9610 "Cleaners of vehicles and equipment" 0.0000898806906316293 93
|
||||
7840 "Food batchmakers" 0.0000463900338743893 48
|
||||
6050 "Other agricultural workers" 0.00148931337917571 1541
|
||||
1555 "Other engineering technologists and technicians, except drafters" 0.000786697657786519 814
|
||||
4700 "First-line supervisors of retail sales workers" 0.00822263350423551 8508
|
||||
5740 "Secretaries and administrative assistants, except legal, medical, and executive" 0.0150004107450916 15521
|
||||
4220 "Janitors and building cleaners" 0.00223831913443928 2316
|
||||
1021 "Software developers" 0.0117163829304005 12123
|
||||
3322 "Diagnostic medical sonographers" 0.000773167231239822 800
|
||||
4200 "First-line supervisors of housekeeping and janitorial workers" 0.000298635843066381 309
|
||||
220 "Construction managers" 0.00248379973035793 2570
|
||||
5240 "Customer service representatives" 0.00471342073344576 4877
|
||||
420 "Social and community service managers" 0.00276310639264331 2859
|
||||
350 "Medical and health services managers" 0.0185521477135995 19196
|
||||
4950 "Door-to-door sales workers, news and street vendors, and related workers" 0.000358556303487467 371
|
||||
2002 "Educational, guidance, and career counselors and advisors" 0.00243451031936639 2519
|
||||
4720 "Cashiers" 0.00279983183612721 2897
|
||||
6260 "Construction laborers" 0.00186913178152227 1934
|
||||
1551 "Electrical and electronic engineering technologists and technicians" 0.00039238236985421 406
|
||||
7330 "Industrial and refractory machinery mechanics" 0.000700682803311089 725
|
||||
6355 "Electricians" 0.00250989412441227 2597
|
||||
1760 "Physical scientists, all other" 0.00508454100444088 5261
|
||||
1450 "Materials engineers" 0.000199090562044254 206
|
||||
5940 "Other office and administrative support workers" 0.00365708100376436 3784
|
||||
52 "Sales managers" 0.00156663010229969 1621
|
||||
7750 "Other assemblers and fabricators" 0.000876578348418148 907
|
||||
4810 "Insurance sales agents" 0.00182564112476503 1889
|
||||
7410 "Electrical power-line installers and repairers" 0.000336327745589323 348
|
||||
3310 "Dental hygienists" 0.00178408338608589 1846
|
||||
8990 "Miscellaneous production workers, including equipment operators and tenders" 0.00135884140890399 1406
|
||||
5860 "Office clerks, general" 0.00462933879704843 4790
|
||||
4760 "Retail salespersons" 0.0106610096597581 11031
|
||||
5120 "Bookkeeping, accounting, and auditing clerks" 0.00682030143857428 7057
|
||||
7200 "Automotive service technicians and mechanics" 0.0015163742322691 1569
|
||||
5250 "Eligibility interviewers, government programs" 0.000280273121324435 290
|
||||
2360 "Other teachers and instructors" 0.00702035845965758 7264
|
||||
6200 "First-line supervisors of construction trades and extraction workers" 0.00144292334530132 1493
|
||||
9122 "Bus drivers, transit and intercity" 0.000558613324570771 578
|
||||
9645 "Stockers and order fillers" 0.00155213321671394 1606
|
||||
8810 "Painting workers" 0.000125639675076471 130
|
||||
3930 "Security guards and gaming surveillance officers" 0.00133467993292774 1381
|
||||
1006 "Computer systems analysts" 0.00553587737567713 5728
|
||||
4510 "Hairdressers, hairstylists, and cosmetologists" 0.00144195688626227 1492
|
||||
7720 "Electrical, electronics, and electromechanical assemblers" 0.000489994732798237 507
|
||||
1050 "Computer support specialists" 0.00237748923606245 2460
|
||||
8030 "Machinists" 0.000374986107151314 388
|
||||
3500 "Licensed practical and licensed vocational nurses" 0.00338357309571327 3501
|
||||
3603 "Nursing assistants" 0.00342899667054861 3548
|
||||
4120 "Food servers, nonrestaurant" 0.0000386583615619911 40
|
||||
565 "Compliance officers" 0.00208851798338657 2161
|
||||
230 "Education and childcare administrators" 0.00681353622530093 7050
|
||||
6230 "Carpenters" 0.0015241059045815 1577
|
||||
2205 "Postsecondary teachers" 0.0300655742457995 31109
|
||||
9830 "Military, rank not specified" 0.000246447054957693 255
|
||||
10 "Chief executives and legislators" 0.0151502118961443 15676
|
||||
3300 "Clinical laboratory technologists and technicians" 0.00145838668992611 1509
|
||||
9640 "Packers and packagers, hand" 0.000237748923606245 246
|
||||
2310 "Elementary and middle school teachers" 0.0266066173450404 27530
|
||||
3720 "First-line supervisors of firefighting and prevention workers" 0.0002155203657081 223
|
||||
4500 "Barbers" 0.00043394010853335 449
|
||||
5840 "Insurance claims and policy processing clerks" 0.000316998564808327 328
|
||||
4020 "Cooks" 0.00146805128031661 1519
|
||||
7420 "Telecommunications line installers and repairers" 0.000167197413755612 173
|
||||
9030 "Aircraft pilots and flight engineers" 0.00229050792254797 2370
|
||||
2300 "Preschool and kindergarten teachers" 0.00372956543169309 3859
|
||||
3258 "Nurse practitioners, and nurse midwives" 0.00838016632760062 8671
|
||||
7240 "Small engine mechanics" 0.0000212620988590951 22
|
||||
700 "Logisticians" 0.000364355057721766 377
|
||||
5720 "Legal secretaries and administrative assistants" 0.000393348828893259 407
|
||||
8225 "Other metal workers and plastic workers" 0.000621433162109007 643
|
||||
3421 "Pharmacy technicians" 0.00160432200482263 1660
|
||||
9760 "Other material moving workers" 0.000361455680604617 374
|
||||
5000 "First-line supervisors of office and administrative support workers" 0.0129785784353995 13429
|
||||
735 "Market research analysts and marketing specialists" 0.0026094394054344 2700
|
||||
150 "Purchasing managers" 0.000893974611121044 925
|
||||
630 "Human resources workers" 0.0043239377407087 4474
|
||||
8740 "Inspectors, testers, sorters, samplers, and weighers" 0.00176958650050014 1831
|
||||
725 "Meeting, convention, and event planners" 0.000829221855504709 858
|
||||
4465 "Morticians, undertakers, and funeral arrangers" 0.000133371347388869 138
|
||||
300 "Architectural and engineering managers" 0.0021532707390029 2228
|
||||
9121 "Bus drivers, school" 0.000909437955745841 941
|
||||
4840 "Sales representatives of services, except advertising, insurance, financial services, and travel" 0.00231563585756327 2396
|
||||
3740 "Firefighters" 0.00105440681160331 1091
|
||||
4251 "Landscaping and groundskeeping workers" 0.000946163399229732 979
|
||||
800 "Accountants and auditors" 0.011901943065898 12315
|
||||
4010 "First-line supervisors of food preparation and serving workers" 0.000528653094360228 547
|
||||
5500 "Cargo and freight agents" 0.0000231950169371947 24
|
||||
4030 "Food preparation workers" 0.00056441207880507 584
|
||||
1530 "Other engineers" 0.00560352950841061 5798
|
||||
5820 "Word processors and typists" 0.00100318448253367 1038
|
||||
7810 "Butchers and other meat, poultry, and fish processing workers" 0.0000985788219830773 102
|
||||
9620 "Laborers and freight, stock, and material movers, hand" 0.00212234404975331 2196
|
||||
5400 "Receptionists and information clerks" 0.00420409681986653 4350
|
||||
9600 "Industrial truck and tractor operators" 0.000333428368472173 345
|
||||
5160 "Tellers" 0.000579875423429866 600
|
||||
7700 "First-line supervisors of production and operating workers" 0.00112109248529774 1160
|
||||
650 "Training and development specialists" 0.000256111645348191 265
|
||||
2320 "Secondary school teachers" 0.00680677101202758 7043
|
||||
7315 "Heating, air conditioning, and refrigeration mechanics and installers" 0.00113558937088349 1175
|
||||
7140 "Aircraft mechanics and service technicians" 0.000286071875558734 296
|
||||
3323 "Radiologic technologists and technicians" 0.00165747725197037 1715
|
||||
136 "Human resources managers" 0.00269062196471458 2784
|
||||
1108 "Computer occupations, all other" 0.00444281220251183 4597
|
||||
8140 "Welding, soldering, and brazing workers" 0.000358556303487467 371
|
||||
5850 "Mail clerks and mail machine operators, except postal service" 0.0000531552471477378 55
|
||||
137 "Training and development managers" 0.000286071875558734 296
|
||||
310 "Food service managers" 0.00282206039402535 2920
|
||||
7340 "Maintenance and repair workers, general" 0.000884310020730546 915
|
||||
2633 "Floral designers" 0.00025997748150439 269
|
||||
1920 "Chemical technicians" 0.000113075707568824 117
|
||||
3520 "Opticians, dispensing" 0.000154633446247964 160
|
||||
4920 "Real estate brokers and sales agents" 0.0112563484278128 11647
|
||||
160 "Transportation, storage, and distribution managers" 0.000641728801929052 664
|
||||
2435 "Librarians and media collections specialists" 0.00126316196403806 1307
|
||||
750 "Business operations specialists, all other" 0.00178408338608589 1846
|
||||
5110 "Billing and posting clerks" 0.00415674032695309 4301
|
||||
4600 "Childcare workers" 0.00286361813270449 2963
|
||||
4230 "Maids and housekeeping cleaners" 0.00153860279016725 1592
|
||||
2100 "Lawyers, and judges, magistrates, and other judicial workers" 0.0305294745845434 31589
|
||||
8760 "Dental and ophthalmic laboratory technicians and medical appliance technicians" 0.00008698131351448 90
|
||||
6442 "Plumbers, pipefitters, and steamfitters" 0.000697783426193939 722
|
||||
3870 "Police officers" 0.00263360088141064 2725
|
||||
2850 "Writers and authors" 0.00400017396262703 4139
|
||||
6950 "Other extraction workers" 0.0000908471496706791 94
|
||||
2910 "Photographers" 0.00167873935082946 1737
|
||||
7220 "Heavy vehicle and mobile equipment service technicians and mechanics" 0.000408812173518056 423
|
||||
2012 "Healthcare social workers" 0.000556680406492672 576
|
||||
120 "Financial managers" 0.008465214723037 8759
|
||||
4130 "Dining room and cafeteria attendants and bartender helpers" 0.000220352660903349 228
|
||||
3725 "Miscellaneous first-line supervisors, protective service workers" 0.000282206039402535 292
|
||||
1105 "Network and computer systems administrators" 0.000877544807457198 908
|
||||
205 "Farmers, ranchers, and other agricultural managers" 0.00310619935150598 3214
|
||||
3545 "Miscellaneous health technologists and technicians" 0.000892041693042945 923
|
||||
530 "Purchasing agents, except wholesale, retail, and farm products" 0.00153280403593295 1586
|
||||
600 "Cost estimators" 0.000443604698923848 459
|
||||
705 "Project management specialists" 0.00488834981951377 5058
|
||||
2040 "Clergy" 0.00314872354922417 3258
|
||||
710 "Management analysts" 0.0119947231336468 12411
|
||||
7150 "Automotive body and related repairers" 0.000561512701687921 581
|
||||
6520 "Sheet metal workers" 0.000317965023847377 329
|
||||
1360 "Civil engineers" 0.00357203260832798 3696
|
||||
2830 "Editors" 0.00112399186241489 1163
|
||||
910 "Credit counselors and loan officers" 0.000698749885232989 723
|
||||
7640 "Other installation, maintenance, and repair workers" 0.000568277914961269 588
|
||||
4240 "Pest control workers" 0.000110176330451675 114
|
||||
1220 "Operations research analysts" 0.00113268999376634 1172
|
||||
5340 "New accounts clerks" 0.00012950551123267 134
|
||||
5410 "Reservation and transportation ticket agents and travel clerks" 0.000182660758380408 189
|
||||
3910 "Private detectives and investigators" 0.000419443222947603 434
|
||||
2545 "Teaching assistants" 0.0049878951005359 5161
|
||||
4210 "First-line supervisors of landscaping, lawn service, and groundskeeping workers" 0.000140136560662218 145
|
||||
7000 "First-line supervisors of mechanics, installers, and repairers" 0.000455202207392445 471
|
||||
3010 "Dentists" 0.00816561242093157 8449
|
||||
3710 "First-line supervisors of police and detectives" 0.000114042166607874 118
|
||||
2330 "Special education teachers" 0.0017376933522115 1798
|
||||
4622 "Recreation workers" 0.000558613324570771 578
|
||||
4710 "First-line supervisors of non-retail sales workers" 0.0049762975920673 5149
|
||||
1720 "Chemists and materials scientists" 0.00123126881574942 1274
|
||||
3401 "Emergency medical technicians" 0.000584707718625115 605
|
||||
540 "Claims adjusters, appraisers, examiners, and investigators" 0.00177055295953919 1832
|
||||
1560 "Surveying and mapping technicians" 0.000114042166607874 118
|
||||
1610 "Biological scientists" 0.000515122667813531 533
|
||||
4965 "Sales and related workers, all other" 0.000968391957127877 1002
|
||||
5260 "File clerks" 0.000270608530933938 280
|
||||
3090 "Physicians" 0.214119966560517 221551
|
||||
9005 "Supervisors of transportation and material moving workers" 0.000513189749735432 531
|
||||
8555 "Other woodworkers" 0.000365321516760816 378
|
||||
4540 "Tour and travel guides" 0.000393348828893259 407
|
||||
3602 "Personal care aides" 0.00275054242513567 2846
|
||||
410 "Property, real estate, and community association managers" 0.00443411407116038 4588
|
||||
3230 "Speech-language pathologists" 0.00318931482886427 3300
|
||||
3050 "Pharmacists" 0.0102608956175915 10617
|
||||
5710 "Executive secretaries and executive administrative assistants" 0.00103411117178326 1070
|
||||
3100 "Surgeons" 0.00707158078872722 7317
|
||||
1320 "Aerospace engineers" 0.00201603355545784 2086
|
||||
5521 "Public safety telecommunicators" 0.0000570210833039369 59
|
||||
5810 "Data entry keyers" 0.000369187352917015 382
|
||||
5610 "Shipping, receiving, and inventory clerks" 0.000288004793636834 298
|
||||
1970 "Other life, physical, and social science technicians" 0.00118101294571883 1222
|
||||
20 "General and operations managers" 0.00522371110606405 5405
|
||||
2635 "Interior designers" 0.00121483901208557 1257
|
||||
4655 "Personal care and service workers, all other" 0.000345025876940771 357
|
||||
140 "Industrial production managers" 0.00102734595850991 1063
|
||||
1460 "Mechanical engineers" 0.00225378247906408 2332
|
||||
850 "Personal financial advisors" 0.00316032105769277 3270
|
||||
6330 "Drywall installers, ceiling tile installers, and tapers" 0.000309266892495929 320
|
||||
9150 "Motor vehicle operators, all other" 0.0000715179688896835 74
|
||||
5550 "Postal service mail carriers" 0.000539284143789776 558
|
||||
2722 "Coaches and scouts" 0.00229920605389942 2379
|
||||
3645 "Medical assistants" 0.00293416964255512 3036
|
||||
2840 "Technical writers" 0.0013143842931077 1360
|
||||
3550 "Other healthcare practitioners and technical occupations" 0.00118101294571883 1222
|
||||
340 "Lodging managers" 0.000556680406492672 576
|
||||
2003 "Marriage and family therapists" 0.000150767610091765 156
|
||||
1007 "Information security analysts" 0.00103990992601756 1076
|
||||
4621 "Exercise trainers and group fitness instructors" 0.00493570631242721 5107
|
||||
1022 "Software quality assurance analysts and testers" 0.000113075707568824 117
|
||||
3256 "Nurse anesthetists" 0.00116844897821118 1209
|
||||
5600 "Production, planning, and expediting clerks" 0.000660091523670998 683
|
||||
1750 "Geoscientists and hydrologists, except geographers" 0.000156566364326064 162
|
||||
51 "Marketing managers" 0.00309556830207644 3203
|
||||
6240 "Carpet, floor, and tile installers and finishers" 0.000137237183545068 142
|
||||
2600 "Artists and related workers" 0.00228664208639177 2366
|
||||
2014 "Social workers, all other" 0.00502945283921504 5204
|
||||
1106 "Computer network architects" 0.000126606134115521 131
|
||||
3640 "Dental assistants" 0.00120710733977317 1249
|
||||
1010 "Computer programmers" 0.00326276571583205 3376
|
||||
3000 "Chiropractors" 0.000548948734180274 568
|
||||
2640 "Other designers" 0.00313132728652128 3240
|
||||
2006 "Counselors, all other" 0.00167873935082946 1737
|
||||
2145 "Paralegals and legal assistants" 0.00188362866710802 1949
|
||||
2001 "Substance abuse and behavioral disorder counselors" 0.000338260663667422 350
|
||||
8630 "Miscellaneous plant and system operators" 0.000123706756998372 128
|
||||
7925 "Forming machine setters, operators, and tenders, metal and plastic" 0.0000396248206010409 41
|
||||
2170 "Title examiners, abstractors, and searchers" 0.000169130331833711 175
|
||||
4400 "Gambling services workers" 0.000265776235738689 275
|
||||
6305 "Construction equipment operators" 0.000399147583127558 413
|
||||
40 "Advertising and promotions managers" 0.000707448016584437 732
|
||||
2905 "Other media and communication equipment workers" 0.000474531388173441 491
|
||||
2350 "Tutors" 0.00151927360938625 1572
|
||||
3270 "Healthcare diagnosing or treating practitioners, all other" 0.0000338260663667422 35
|
||||
810 "Property appraisers and assessors" 0.00100705031868987 1042
|
||||
3630 "Massage therapists" 0.000592439390937514 613
|
||||
5100 "Bill and account collectors" 0.0000502558700305884 52
|
||||
4800 "Advertising sales agents" 0.000678454245412944 702
|
||||
2555 "Other educational instruction and library workers" 0.000830188314543759 859
|
||||
1310 "Surveyors, cartographers, and photogrammetrists" 0.000198124103005204 205
|
||||
8100 "Model makers, patternmakers, and molding machine setters, metal and plastic" 0.0000763502640849324 79
|
||||
1065 "Database administrators and architects" 0.00126606134115521 1310
|
||||
2810 "News analysts, reporters, and journalists" 0.00123803402902276 1281
|
||||
7210 "Bus and truck mechanics and diesel engine specialists" 0.000263843317660589 273
|
||||
110 "Computer and information systems managers" 0.00509807143098758 5275
|
||||
3620 "Physical therapist assistants and aides" 0.000144968855857467 150
|
||||
2060 "Religious workers, all other" 0.000764469099888374 791
|
||||
4150 "Hosts and hostesses, restaurant, lounge, and coffee shop" 0.00030540105633973 316
|
||||
4435 "Other entertainment attendants and related workers" 0.000224218497059548 232
|
||||
9810 "First-line enlisted military supervisors" 0.000448436994119097 464
|
||||
5330 "Loan interviewers and clerks" 0.0000618533784991858 64
|
||||
520 "Wholesale and retail buyers, except farm products" 0.000804093920489415 832
|
||||
6410 "Painters and paperhangers" 0.000922001923253488 954
|
||||
2400 "Archivists, curators, and museum technicians" 0.000501592241266835 519
|
||||
1410 "Electrical and electronics engineers" 0.00232046815275852 2401
|
||||
3402 "Paramedics" 0.000850483954363804 880
|
||||
8600 "Power plant operators, distributors, and dispatchers" 0.000451336371236246 467
|
||||
4340 "Animal trainers" 0.00012950551123267 134
|
||||
8130 "Tool and die makers" 0.000179761381263259 186
|
||||
4350 "Animal caretakers" 0.000408812173518056 423
|
||||
5630 "Weighers, measurers, checkers, and samplers, recordkeeping" 0.000318931482886427 330
|
||||
3321 "Cardiovascular technologists and technicians" 0.000154633446247964 160
|
||||
4110 "Waiters and waitresses" 0.00160142262770548 1657
|
||||
9720 "Refuse and recyclable material collectors" 0.0000589540013820364 61
|
||||
8610 "Stationary engineers and boiler operators" 0.000363388598682716 376
|
||||
3245 "Other therapists" 0.00258044563426291 2670
|
||||
4040 "Bartenders" 0.000335361286550273 347
|
||||
1650 "Other life scientists" 0.00708607767431297 7332
|
||||
2025 "Other community and social service specialists" 0.000991586974065072 1026
|
||||
8320 "Sewing machine operators" 0.000480330142407739 497
|
||||
102 "Facilities managers" 0.000553781029375522 573
|
||||
2105 "Judicial law clerks" 0.00056344561976602 583
|
||||
4521 "Manicurists and pedicurists" 0.000534451848594527 553
|
||||
3250 "Veterinarians" 0.00243451031936639 2519
|
||||
1400 "Computer hardware engineers" 0.00122933589767132 1272
|
||||
1825 "Other psychologists" 0.00656998854746039 6798
|
||||
6120 "Forest and conservation workers" 0.000078283182163032 81
|
||||
1031 "Web developers" 0.000455202207392445 471
|
||||
7510 "Coin, vending, and amusement machine servicers and repairers" 0.0000657192146553849 68
|
||||
5510 "Couriers and messengers" 0.000295736465949232 306
|
||||
7560 "Riggers" 0.0000183627217419458 19
|
||||
3150 "Occupational therapists" 0.00276503931072141 2861
|
||||
7950 "Cutting, punching, and press machine setters, operators, and tenders, metal and plastic" 0.000133371347388869 138
|
||||
3649 "Phlebotomists" 0.000134337806427919 139
|
||||
3515 "Medical records specialists" 0.00095679444865928 990
|
||||
3647 "Pharmacy aides" 0.000182660758380408 189
|
||||
6005 "First-line supervisors of farming, fishing, and forestry workers" 0.0000376919025229413 39
|
||||
8620 "Water and wastewater treatment plant and system operators" 0.0000753838050458826 78
|
||||
2015 "Probation officers and correctional treatment specialists" 0.000149801151052715 155
|
||||
2180 "Legal support workers, all other" 0.000836953527817107 866
|
||||
7020 "Radio and telecommunications equipment installers and repairers" 0.0000773167231239822 80
|
||||
7905 "Computer numerically controlled tool operators and programmers" 0.0000947129858268782 98
|
||||
640 "Compensation, benefits, and job analysis specialists" 0.000515122667813531 533
|
||||
1240 "Other mathematical science occupations" 0.00122933589767132 1272
|
||||
3802 "Correctional officers and jailers" 0.0000531552471477378 55
|
||||
7040 "Electric motor, power tool, and related repairers" 0.000122740297959322 127
|
||||
9141 "Shuttle drivers and chauffeurs" 0.000504491618383984 522
|
||||
5140 "Payroll and timekeeping clerks" 0.000292837088832083 303
|
||||
3655 "Other healthcare support workers" 0.00129408865328765 1339
|
||||
3648 "Veterinary assistants and laboratory animal caretakers" 0.00008698131351448 90
|
||||
8800 "Packaging and filling machine operators and tenders" 0.000223252038020499 231
|
||||
2004 "Mental health counselors" 0.00220449306807254 2281
|
||||
3424 "Veterinary technologists and technicians" 0.000384650697541811 398
|
||||
930 "Tax examiners and collectors, and revenue agents" 0.0000463900338743893 48
|
||||
7800 "Bakers" 0.00117231481436738 1213
|
||||
2752 "Musicians and singers" 0.0015028438057224 1555
|
||||
1821 "Clinical and counseling psychologists" 0.00082632247838756 855
|
||||
9142 "Taxi drivers" 0.000979023006557425 1013
|
||||
3160 "Physical therapists" 0.00581711695604061 6019
|
||||
5165 "Other financial clerks" 0.0013066526207953 1352
|
||||
3220 "Respiratory therapists" 0.000436839485650499 452
|
||||
1600 "Agricultural and food scientists" 0.000427174895260002 442
|
||||
4000 "Chefs and head cooks" 0.00104280930313471 1079
|
||||
4820 "Securities, commodities, and financial services sales agents" 0.00131535075214675 1361
|
||||
6515 "Roofers" 0.000254178727270091 263
|
||||
425 "Emergency management directors" 0.0000637862965772853 66
|
||||
101 "Administrative services managers" 0.000306367515378779 317
|
||||
1440 "Marine engineers and naval architects" 0.000105344035256426 109
|
||||
4055 "Fast food and counter workers" 0.000125639675076471 130
|
||||
8465 "Other textile, apparel, and furnishings workers" 0.000052188788108688 54
|
||||
3423 "Surgical technologists" 0.000139170101623168 144
|
||||
2751 "Music directors and composers" 0.00039141591081516 405
|
||||
8300 "Laundry and dry-cleaning workers" 0.000148834692013666 154
|
||||
2050 "Directors, religious activities and education" 0.00095582798962023 989
|
||||
2016 "Social and human service assistants" 0.000528653094360228 547
|
||||
2825 "Public relations specialists" 0.00111239435394629 1151
|
||||
7260 "Miscellaneous vehicle and mobile equipment mechanics, installers, and repairers" 0.0000309266892495929 32
|
||||
3801 "Bailiffs" 0.0000570210833039369 59
|
||||
6115 "Fishing and hunting workers" 0.0000202956398200453 21
|
||||
4740 "Counter and rental clerks" 0.000373053189073214 386
|
||||
960 "Other financial specialists" 0.000776066608356971 803
|
||||
1900 "Agricultural and food science technicians" 0.000122740297959322 127
|
||||
3330 "Nuclear medicine technologists and medical dosimetrists" 0.0000405912796400907 42
|
||||
6660 "Construction and building inspectors" 0.000316032105769277 327
|
||||
726 "Fundraisers" 0.000883343561691497 914
|
||||
3820 "Detectives and criminal investigators" 0.00133661285100584 1383
|
||||
3200 "Radiation therapists" 0.000180727840302308 187
|
||||
2710 "Producers and directors" 0.000889142315925795 920
|
||||
9430 "Other transportation workers" 0.0000763502640849324 79
|
||||
5420 "Other information and records clerks" 0.000582774800547016 603
|
||||
3960 "Other protective service workers" 0.000513189749735432 531
|
||||
3610 "Occupational therapy assistants and aides" 0.0000724844279287333 75
|
||||
8650 "Crushing, grinding, polishing, mixing, and blending workers" 0.000147868232974616 153
|
||||
5350 "Correspondence clerks and order clerks" 0.000176862004146109 183
|
||||
6530 "Structural iron and steel workers" 0.0000357589844448418 37
|
||||
860 "Insurance underwriters" 0.0000966459039049777 100
|
||||
845 "Financial and investment analysts" 0.00294576715102372 3048
|
||||
2011 "Child, family, and school social workers" 0.000616600866913758 638
|
||||
7010 "Computer, automated teller, and office machine repairers" 0.000321830860003576 333
|
||||
3030 "Dietitians and nutritionists" 0.00312262915516983 3231
|
||||
7430 "Precision instrument and equipment repairers" 0.000228084333215747 236
|
||||
2805 "Broadcast announcers and radio disc jockeys" 0.0000289937711714933 30
|
||||
1200 "Actuaries" 0.000637862965772853 660
|
||||
8640 "Chemical processing machine setters, operators, and tenders" 0.000069585050811584 72
|
||||
830 "Credit analysts" 0.000171063249911811 177
|
||||
8500 "Cabinetmakers and bench carpenters" 0.0000628198375382355 65
|
||||
2865 "Media and communication workers, all other" 0.000134337806427919 139
|
||||
1305 "Architects, except landscape and naval" 0.00185656781401462 1921
|
||||
500 "Agents and business managers of artists, performers, and athletes" 0.00056537853784412 585
|
||||
1545 "Other drafters" 0.000358556303487467 371
|
||||
8350 "Tailors, dressmakers, and sewers" 0.000441671780845748 457
|
||||
3601 "Home health aides" 0.000453269289314346 469
|
||||
1860 "Other social scientists" 0.000628198375382355 650
|
||||
6825 "Surface mining machine operators and earth drillers" 0.000142069478740317 147
|
||||
9630 "Machine feeders and offbearers" 0.000155599905287014 161
|
||||
9410 "Transportation inspectors" 0.00026191039958249 271
|
||||
2634 "Graphic designers" 0.00153860279016725 1592
|
||||
4252 "Tree trimmers and pruners" 0.0000647527556163351 67
|
||||
7540 "Locksmiths and safe repairers" 0.00004349065675724 45
|
||||
4830 "Travel agents" 0.000404946337361857 419
|
||||
1700 "Astronomers and physicists" 0.000123706756998372 128
|
||||
3324 "Magnetic resonance imaging technologists" 0.000445537617001947 461
|
||||
4525 "Other personal appearance workers" 0.0000773167231239822 80
|
||||
7100 "Other electrical and electronic equipment mechanics, installers, and repairers" 0.000124673216037421 129
|
||||
6250 "Cement masons, concrete finishers, and terrazzo workers" 0.0000512223290696382 53
|
||||
3940 "Crossing guards and flaggers" 0.000420409681986653 435
|
||||
1420 "Environmental engineers" 0.000158499282404164 164
|
||||
8255 "Printing press operators" 0.000297669384027331 308
|
||||
9825 "Military enlisted tactical operations and air/weapons specialists and crew members" 0.000159465741443213 165
|
||||
7855 "Food processing workers, all other" 0.000190392430692806 197
|
||||
9050 "Flight attendants" 0.000460034502587694 476
|
||||
3140 "Audiologists" 0.000342126499823621 354
|
||||
6130 "Logging workers" 0.0000318931482886427 33
|
||||
5310 "Interviewers, except eligibility and loan" 0.000466799715861043 483
|
||||
9240 "Railroad conductors and yardmasters" 0.000183627217419458 190
|
||||
1910 "Biological technicians" 0.0000976123629440275 101
|
||||
940 "Tax preparers" 0.000977090088479325 1011
|
||||
9650 "Pumping station operators" 0.0000135304265466969 14
|
||||
5530 "Meter readers, utilities" 0.000052188788108688 54
|
||||
3261 "Acupuncturists" 0.000309266892495929 320
|
||||
8250 "Prepress technicians and workers" 0.000244514136879594 253
|
||||
2013 "Mental health and substance abuse social workers" 0.00034599233597982 358
|
||||
3646 "Medical transcriptionists" 0.000237748923606245 246
|
||||
9800 "Military officer special and tactical operations leaders" 0.000290904170753983 301
|
||||
3110 "Physician assistants" 0.00601814043616296 6227
|
||||
510 "Buyers and purchasing agents, farm products" 0.000144968855857467 150
|
||||
4420 "Ushers, lobby attendants, and ticket takers" 0.0000541217061867875 56
|
||||
6220 "Brickmasons, blockmasons, stonemasons, and reinforcing iron and rebar workers" 0.000263843317660589 273
|
||||
3945 "Transportation security screeners" 0.000158499282404164 164
|
||||
5320 "Library assistants, clerical" 0.000482263060485839 499
|
||||
4330 "Supervisors of personal care and service workers" 0.00017396262702896 180
|
||||
4522 "Skincare specialists" 0.000312166269613078 323
|
||||
5300 "Hotel, motel, and resort desk clerks" 0.000245480595918643 254
|
||||
5020 "Telephone operators" 0.000127572593154571 132
|
||||
4140 "Dishwashers" 0.000233883087450046 242
|
||||
3040 "Optometrists" 0.00103797700793946 1074
|
||||
1640 "Conservation scientists and foresters" 0.000345025876940771 357
|
||||
1822 "School psychologists" 0.000730643033521632 756
|
||||
1350 "Chemical engineers" 0.000471632011056291 488
|
||||
1032 "Web and digital interface designers" 0.000506424536462083 524
|
||||
4900 "Models, demonstrators, and product promoters" 0.000288971252675883 299
|
||||
60 "Public relations and fundraising managers" 0.000465833256821993 482
|
||||
3422 "Psychiatric technicians" 0.000247413513996743 256
|
||||
8830 "Photographic process workers and processing machine operators" 0.0000724844279287333 75
|
||||
6460 "Plasterers and stucco masons" 0.0000280273121324435 29
|
||||
2721 "Athletes and sports competitors" 0.0000318931482886427 33
|
||||
2861 "Interpreters and translators" 0.000722911361209234 748
|
||||
4940 "Telemarketers" 0.000276407285168236 286
|
||||
8750 "Jewelers and precious stone and metal workers" 0.0000193291807809955 20
|
||||
3210 "Recreational therapists" 0.000158499282404164 164
|
||||
5920 "Statistical assistants" 0.000278340203246336 288
|
||||
6400 "Insulation workers" 0.000163331577599412 169
|
||||
2631 "Commercial and industrial designers" 0.000078283182163032 81
|
||||
5230 "Credit authorizers, checkers, and clerks" 0.0000115975084685973 12
|
||||
2440 "Library technicians" 0.000101478199100227 105
|
||||
5040 "Communications equipment operators, all other" 0.0000773167231239822 80
|
||||
1520 "Petroleum, mining and geological engineers, including mining safety engineers" 0.000331495450394074 343
|
||||
4930 "Sales engineers" 0.0000241614759762444 25
|
||||
2755 "Disc jockeys, except radio" 0.0000231950169371947 24
|
||||
5360 "Human resources assistants, except payroll and timekeeping" 0.000235816005528146 244
|
||||
360 "Natural sciences managers" 0.000119840920842172 124
|
||||
1005 "Computer and information research scientists" 0.000461000961626744 477
|
||||
3946 "School bus monitors" 0.0000541217061867875 56
|
||||
2920 "Television, video, and film camera operators and editors" 0.0000831154773582809 86
|
||||
3120 "Podiatrists" 0.000445537617001947 461
|
||||
2632 "Fashion designers" 0.000588573554781315 609
|
||||
1306 "Landscape architects" 0.00026191039958249 271
|
||||
1840 "Urban and regional planners" 0.000387550074658961 401
|
||||
1340 "Biomedical and agricultural engineers" 0.000224218497059548 232
|
||||
2770 "Entertainers and performers, sports and related workers, all other" 0.0000657192146553849 68
|
||||
900 "Financial examiners" 0.00025901102246534 268
|
||||
1800 "Economists" 0.000192325348770906 199
|
||||
4530 "Baggage porters, bellhops, and concierges" 0.000183627217419458 190
|
||||
2700 "Actors" 0.000467766174900092 484
|
||||
8450 "Upholsterers" 0.000155599905287014 161
|
||||
2723 "Umpires, referees, and other sports officials" 0.0000802161002411315 83
|
||||
8850 "Adhesive bonding machine operators and tenders" 0.00026191039958249 271
|
||||
|
@@ -0,0 +1,23 @@
|
||||
import matplotlib.pyplot as plt
|
||||
import seaborn as sns
|
||||
import pandas as pd
|
||||
|
||||
# Load data
|
||||
marjobs = pd.read_csv("data/physician-marry.tsv", delimiter="\t")
|
||||
|
||||
# Sort by most common
|
||||
marsorted = marjobs.sort_values(by=['p'], ascending=False)
|
||||
|
||||
# Set figure size and margin
|
||||
sns.set(rc={'figure.figsize':(8,8), 'pdf.fonttype': 42 })
|
||||
subs, axes = plt.subplots(1, 1)
|
||||
plt.subplots_adjust(left=.5)
|
||||
|
||||
p1 = sns.barplot(data=marsorted[0:30],
|
||||
x="p", y="occname", orient="h")
|
||||
fig = p1.get_figure()
|
||||
|
||||
# Save as PDF
|
||||
fig.savefig("bar-mar.pdf")
|
||||
|
||||
|
||||
@@ -0,0 +1,27 @@
|
||||
#
|
||||
# Pie charts
|
||||
#
|
||||
|
||||
# Load data
|
||||
htypes <- read.csv("data/household-types.tsv", sep="\t")
|
||||
h2021 <- htypes[htypes$year == 2021,]
|
||||
h2021_alpha <- h2021[order(h2021$htype, decreasing=TRUE),]
|
||||
h2021_num <- h2021[order(h2021$p),]
|
||||
|
||||
|
||||
#
|
||||
# Pie chart, sorted and unsorted
|
||||
#
|
||||
|
||||
par(mfrow=c(1,2))
|
||||
pie(h2021_alpha$p, labels=h2021_alpha$htype, init.angle=90, col = "gray")
|
||||
pie(h2021_num$p, labels=h2021_num$htype, init.angle=90, col = "gray")
|
||||
|
||||
|
||||
#
|
||||
# Bar chart, sorted and unsorted
|
||||
#
|
||||
|
||||
par(mfrow=c(1,2))
|
||||
barplot(h2021_alpha$p, names.arg=h2021_alpha$htype, horiz=TRUE)
|
||||
barplot(h2021_num$p, names.arg=h2021_num$htype, horiz=TRUE)
|
||||
@@ -0,0 +1,39 @@
|
||||
import matplotlib.pyplot as plt
|
||||
import pandas as pd
|
||||
# import seaborn as sns
|
||||
# import math
|
||||
|
||||
# Load data
|
||||
marjobs = pd.read_csv("data/physician-marry.tsv", delimiter="\t")
|
||||
marsorted = marjobs.sort_values(by=['p'],
|
||||
ascending=False)[0:10] # Top 10.
|
||||
|
||||
# Prepare data for circles using bubble plot
|
||||
mardf = pd.DataFrame({
|
||||
"x": [1, 1, 1, 1, 1, 1, 1, 1, 1, 1],
|
||||
"y": [10, 9, 8, 7, 6, 5, 4, 3, 2, 1],
|
||||
"r": list(marsorted.p * 50000)
|
||||
})
|
||||
|
||||
# sns.set(rc={'pdf.fonttype': 42 })
|
||||
|
||||
# p1 = sns.relplot(x="x", y="y", size="r", sizes=(40,2000), data=mardf)
|
||||
# fig = p1.get_figure()
|
||||
# p1.savefig("symbols-chart-mar.pdf")
|
||||
|
||||
|
||||
# Figure size
|
||||
plt.rcParams['figure.figsize'] = (7, 10)
|
||||
plt.rcParams['pdf.fonttype'] = 42
|
||||
|
||||
# Plot
|
||||
plt.scatter("x", "y", s="r", data=mardf)
|
||||
|
||||
# Text
|
||||
for i in range(0, len(marsorted)):
|
||||
thelabel = str(round(100*marsorted.iloc[i].p)) + "%, "
|
||||
thelabel += marsorted.iloc[i].occname
|
||||
plt.text(1, 10-i, thelabel)
|
||||
|
||||
# Save as PDF
|
||||
plt.savefig("symbols-chart-mar.pdf")
|
||||
@@ -0,0 +1,43 @@
|
||||
import matplotlib.pyplot as plt
|
||||
import numpy as np
|
||||
import pandas as pd
|
||||
# import seaborn as sns
|
||||
|
||||
# Load data
|
||||
marjobs = pd.read_csv("data/physician-marry.tsv", delimiter="\t")
|
||||
marsorted = marjobs.sort_values(by=['p'], ascending=False)[0:49]
|
||||
|
||||
# Grid coordinates for a 7x7 grid
|
||||
x = []
|
||||
for i in range(0, 7):
|
||||
x = x + list(range(0, 7))
|
||||
y = list(reversed(np.repeat(np.arange(0,7), 7)))
|
||||
|
||||
# Prepare data for circles using bubble plot
|
||||
mardf = pd.DataFrame({
|
||||
"x" : x,
|
||||
"y" : y,
|
||||
"r" : list(marsorted.p * 50000),
|
||||
"occname" : list(marsorted.occname),
|
||||
"p" : list(marsorted.p * 100)
|
||||
})
|
||||
|
||||
|
||||
# Figure size
|
||||
plt.rcParams['figure.figsize'] = (13, 13)
|
||||
plt.rcParams['pdf.fonttype'] = 42
|
||||
|
||||
# Plot
|
||||
plt.scatter("x", "y", s="r", data=mardf)
|
||||
|
||||
# Text
|
||||
plt.rcParams['font.size'] = 8
|
||||
plt.rcParams['pdf.fonttype'] = 42
|
||||
for i in range(0, len(mardf)):
|
||||
thelabel = str(round(mardf.p[i], 2)) + "%\n "
|
||||
thelabel += mardf.occname[i]
|
||||
plt.text(mardf.x[i], mardf.y[i], thelabel,
|
||||
horizontalalignment="center")
|
||||
|
||||
# Save as PDF
|
||||
plt.savefig("symbols-grid-mar.pdf")
|
||||
@@ -0,0 +1,24 @@
|
||||
# Install package if have not yet
|
||||
# install.packages("treemap")
|
||||
|
||||
# Load package.
|
||||
library(treemap)
|
||||
|
||||
#
|
||||
# Load data.
|
||||
#
|
||||
howmet2010 <- read.csv("data/how-met-2010s.tsv", sep="\t")
|
||||
|
||||
|
||||
#
|
||||
# Draw treemap.
|
||||
#
|
||||
|
||||
treemap(howmet2010,
|
||||
index = c("category", "waymet"),
|
||||
vSize = "p",
|
||||
algorithm = "squarified",
|
||||
title = "How People Met, 2010s")
|
||||
|
||||
|
||||
|
||||
@@ -0,0 +1,48 @@
|
||||
#
|
||||
# Load data.
|
||||
#
|
||||
|
||||
htypes <- read.csv("data/household-types.tsv", sep="\t")
|
||||
head(htypes)
|
||||
|
||||
|
||||
#
|
||||
# Reformat data.
|
||||
#
|
||||
|
||||
years <- unique(htypes$year)
|
||||
uhtypes <- unique(htypes$htype)
|
||||
|
||||
# Start data frame
|
||||
htypes_new <- data.frame(year = years)
|
||||
|
||||
# Add columns
|
||||
for (uht in uhtypes) {
|
||||
curr <- htypes[htypes$htype == uht,]
|
||||
curr_name <- paste0("p_", gsub("-", "_", uht))
|
||||
htypes_new[, curr_name] <- curr$p[match(htypes_new$year, curr$year)]
|
||||
}
|
||||
|
||||
# Save formatted data
|
||||
write.table(htypes_new,
|
||||
file="data/htypes_rectangular.tsv",
|
||||
sep="\t",
|
||||
row.names=FALSE)
|
||||
|
||||
|
||||
# Transpose?
|
||||
htypes_long <- as.data.frame(t(htypes_new[,-1]))
|
||||
colnames(htypes_long) <- htypes_new$year
|
||||
htypes_long$waymet <- gsub("p_", "", row.names(htypes_long))
|
||||
write.table(htypes_long, file="data/htypes_long.tsv", sep="\t", row.names=FALSE)
|
||||
|
||||
|
||||
|
||||
#
|
||||
# Alluvial diagram
|
||||
#
|
||||
|
||||
# install.packages("alluvial")
|
||||
library(alluvial)
|
||||
alluvial_ts(htypes[,c("htype", "year", "p")],
|
||||
wave = .3, lwd = .5, ygap=1)
|
||||
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Reference in new issue
Block a user