2  Some datasets

In this documentation, we will use a few datasets from RDatasets and from the Plotly datasets.

(ns tableplot-book.datasets
  (:require [tablecloth.api :as tc]
            [clojure.string :as str]
            [scicloj.kindly.v4.kind :as kind]))

A convenience function for fetching a dataset and taking care of its column names:

(defn fetch-dataset [dataset-name]
  (-> dataset-name
      (->> (format "https://vincentarelbundock.github.io/Rdatasets/csv/%s.csv"))
      (tc/dataset {:key-fn (fn [k]
                             (-> k
                                 str/lower-case
                                 (str/replace #"\." "-")
                                 keyword))})
      (tc/set-dataset-name dataset-name)))

A convenience function for showing a dataset in a compact way:

(defn compact-view [dataset]
  (-> dataset
      (kind/table {:use-datatables true
                   :datatables {:scrollY 150
                                :searching false
                                :info false}})))

2.1 Edgar Anderson’s Iris Data

(defonce iris
  (fetch-dataset "datasets/iris"))
(compact-view iris)
rownamessepal-lengthsepal-widthpetal-lengthpetal-widthspecies
15.13.51.40.2setosa
24.93.01.40.2setosa
34.73.21.30.2setosa
44.63.11.50.2setosa
55.03.61.40.2setosa
65.43.91.70.4setosa
74.63.41.40.3setosa
85.03.41.50.2setosa
94.42.91.40.2setosa
104.93.11.50.1setosa
115.43.71.50.2setosa
124.83.41.60.2setosa
134.83.01.40.1setosa
144.33.01.10.1setosa
155.84.01.20.2setosa
165.74.41.50.4setosa
175.43.91.30.4setosa
185.13.51.40.3setosa
195.73.81.70.3setosa
205.13.81.50.3setosa
215.43.41.70.2setosa
225.13.71.50.4setosa
234.63.61.00.2setosa
245.13.31.70.5setosa
254.83.41.90.2setosa
265.03.01.60.2setosa
275.03.41.60.4setosa
285.23.51.50.2setosa
295.23.41.40.2setosa
304.73.21.60.2setosa
314.83.11.60.2setosa
325.43.41.50.4setosa
335.24.11.50.1setosa
345.54.21.40.2setosa
354.93.11.50.2setosa
365.03.21.20.2setosa
375.53.51.30.2setosa
384.93.61.40.1setosa
394.43.01.30.2setosa
405.13.41.50.2setosa
415.03.51.30.3setosa
424.52.31.30.3setosa
434.43.21.30.2setosa
445.03.51.60.6setosa
455.13.81.90.4setosa
464.83.01.40.3setosa
475.13.81.60.2setosa
484.63.21.40.2setosa
495.33.71.50.2setosa
505.03.31.40.2setosa
517.03.24.71.4versicolor
526.43.24.51.5versicolor
536.93.14.91.5versicolor
545.52.34.01.3versicolor
556.52.84.61.5versicolor
565.72.84.51.3versicolor
576.33.34.71.6versicolor
584.92.43.31.0versicolor
596.62.94.61.3versicolor
605.22.73.91.4versicolor
615.02.03.51.0versicolor
625.93.04.21.5versicolor
636.02.24.01.0versicolor
646.12.94.71.4versicolor
655.62.93.61.3versicolor
666.73.14.41.4versicolor
675.63.04.51.5versicolor
685.82.74.11.0versicolor
696.22.24.51.5versicolor
705.62.53.91.1versicolor
715.93.24.81.8versicolor
726.12.84.01.3versicolor
736.32.54.91.5versicolor
746.12.84.71.2versicolor
756.42.94.31.3versicolor
766.63.04.41.4versicolor
776.82.84.81.4versicolor
786.73.05.01.7versicolor
796.02.94.51.5versicolor
805.72.63.51.0versicolor
815.52.43.81.1versicolor
825.52.43.71.0versicolor
835.82.73.91.2versicolor
846.02.75.11.6versicolor
855.43.04.51.5versicolor
866.03.44.51.6versicolor
876.73.14.71.5versicolor
886.32.34.41.3versicolor
895.63.04.11.3versicolor
905.52.54.01.3versicolor
915.52.64.41.2versicolor
926.13.04.61.4versicolor
935.82.64.01.2versicolor
945.02.33.31.0versicolor
955.62.74.21.3versicolor
965.73.04.21.2versicolor
975.72.94.21.3versicolor
986.22.94.31.3versicolor
995.12.53.01.1versicolor
1005.72.84.11.3versicolor
1016.33.36.02.5virginica
1025.82.75.11.9virginica
1037.13.05.92.1virginica
1046.32.95.61.8virginica
1056.53.05.82.2virginica
1067.63.06.62.1virginica
1074.92.54.51.7virginica
1087.32.96.31.8virginica
1096.72.55.81.8virginica
1107.23.66.12.5virginica
1116.53.25.12.0virginica
1126.42.75.31.9virginica
1136.83.05.52.1virginica
1145.72.55.02.0virginica
1155.82.85.12.4virginica
1166.43.25.32.3virginica
1176.53.05.51.8virginica
1187.73.86.72.2virginica
1197.72.66.92.3virginica
1206.02.25.01.5virginica
1216.93.25.72.3virginica
1225.62.84.92.0virginica
1237.72.86.72.0virginica
1246.32.74.91.8virginica
1256.73.35.72.1virginica
1267.23.26.01.8virginica
1276.22.84.81.8virginica
1286.13.04.91.8virginica
1296.42.85.62.1virginica
1307.23.05.81.6virginica
1317.42.86.11.9virginica
1327.93.86.42.0virginica
1336.42.85.62.2virginica
1346.32.85.11.5virginica
1356.12.65.61.4virginica
1367.73.06.12.3virginica
1376.33.45.62.4virginica
1386.43.15.51.8virginica
1396.03.04.81.8virginica
1406.93.15.42.1virginica
1416.73.15.62.4virginica
1426.93.15.12.3virginica
1435.82.75.11.9virginica
1446.83.25.92.3virginica
1456.73.35.72.5virginica
1466.73.05.22.3virginica
1476.32.55.01.9virginica
1486.53.05.22.0virginica
1496.23.45.42.3virginica
1505.93.05.11.8virginica

2.2 Motor Trend Car Road Tests

(defonce mtcars
  (fetch-dataset "datasets/mtcars"))
(compact-view mtcars)
rownamesmpgcyldisphpdratwtqsecvsamgearcarb
Mazda RX421.06160.01103.92.6216.460144
Mazda RX4 Wag21.06160.01103.92.87517.020144
Datsun 71022.84108.0933.852.3218.611141
Hornet 4 Drive21.46258.01103.083.21519.441031
Hornet Sportabout18.78360.01753.153.4417.020032
Valiant18.16225.01052.763.4620.221031
Duster 36014.38360.02453.213.5715.840034
Merc 240D24.44146.7623.693.1920.01042
Merc 23022.84140.8953.923.1522.91042
Merc 28019.26167.61233.923.4418.31044
Merc 280C17.86167.61233.923.4418.91044
Merc 450SE16.48275.81803.074.0717.40033
Merc 450SL17.38275.81803.073.7317.60033
Merc 450SLC15.28275.81803.073.7818.00033
Cadillac Fleetwood10.48472.02052.935.2517.980034
Lincoln Continental10.48460.02153.05.42417.820034
Chrysler Imperial14.78440.02303.235.34517.420034
Fiat 12832.4478.7664.082.219.471141
Honda Civic30.4475.7524.931.61518.521142
Toyota Corolla33.9471.1654.221.83519.91141
Toyota Corona21.54120.1973.72.46520.011031
Dodge Challenger15.58318.01502.763.5216.870032
AMC Javelin15.28304.01503.153.43517.30032
Camaro Z2813.38350.02453.733.8415.410034
Pontiac Firebird19.28400.01753.083.84517.050032
Fiat X1-927.3479.0664.081.93518.91141
Porsche 914-226.04120.3914.432.1416.70152
Lotus Europa30.4495.11133.771.51316.91152
Ford Pantera L15.88351.02644.223.1714.50154
Ferrari Dino19.76145.01753.622.7715.50156
Maserati Bora15.08301.03353.543.5714.60158
Volvo 142E21.44121.01094.112.7818.61142

2.3 US economic time series

(defonce economics-long
  (fetch-dataset "ggplot2/economics_long"))
(compact-view economics-long)
rownamesdatevariablevaluevalue01
11967-07-01pce506.70.0
21967-08-01pce509.82.652497197765077E-4
31967-09-01pce515.67.615233890357775E-4
41967-10-01pce512.24.7060434153896666E-4
51967-11-01pce517.49.155393553576157E-4
61967-12-01pce525.10.001574385433512166
71968-01-01pce530.90.002070659102771431
81968-02-01pce533.60.002301683052254198
91968-03-01pce544.30.003217222407611809
101968-04-01pce544.00.0031915530798915055
111968-05-01pce549.80.0036878267491507704
121968-06-01pce556.30.004243995516424089
131968-07-01pce563.20.004834390053991158
141968-08-01pce567.00.00515953487178171
151968-09-01pce568.20.005262212182662942
161968-10-01pce571.60.005553131230159753
171968-11-01pce576.70.005989509801404973
181968-12-01pce576.50.0059723969162580985
191969-01-01pce583.50.006571347896398595
201969-02-01pce588.70.0070162829102172536
211969-03-01pce588.90.00703339579536412
221969-04-01pce593.90.0074612179240359025
231969-05-01pce600.30.008008830248735783
241969-06-01pce600.90.0080601689041764
251969-07-01pce602.70.008214184870498248
261969-08-01pce609.90.00883024873578561
271969-09-01pce613.20.009112611340708994
281969-10-01pce618.50.00956610279710108
291969-11-01pce620.50.009737231648569792
301969-12-01pce622.80.00993402982775881
311970-01-01pce628.70.010438859939591521
321970-02-01pce634.00.010892351395983609
331970-03-01pce632.30.010746891872235199
341970-04-01pce636.00.011063480247452321
351970-05-01pce642.40.011611092572152202
361970-06-01pce646.30.011944793832516192
371970-07-01pce648.50.01213303556913178
381970-08-01pce652.90.012509519042362948
391970-09-01pce659.10.013040018481915962
401970-10-01pce658.30.012971566941328472
411970-11-01pce656.60.012826107417580071
421970-12-01pce665.60.013596187249189281
431971-01-01pce676.10.014494613719400027
441971-02-01pce679.40.0147769763243234
451971-03-01pce682.00.01499944383123273
461971-04-01pce688.80.015581281926226351
471971-05-01pce691.10.015778080105415378
481971-06-01pce699.80.016522490609304274
491971-07-01pce698.90.016445482626143357
501971-08-01pce704.90.016958869180549497
511971-09-01pce713.00.017651941028997788
521971-10-01pce715.80.01789152142105398
531971-11-01pce720.90.018327899992299203
541971-12-01pce728.40.018969633185306877
551972-01-01pce731.50.019234882905083385
561972-02-01pce736.20.019637035706034867
571972-03-01pce749.20.020749373240581504
581972-04-01pce752.50.021031735845504877
591972-05-01pce758.00.021502340187043837
601972-06-01pce761.60.021810372119687525
611972-07-01pce769.90.02252055685328268
621972-08-01pce776.30.023068169177982562
631972-09-01pce781.10.02347887842150748
641972-10-01pce794.90.0246596674966416
651972-11-01pce800.50.025138828280754
661972-12-01pce806.10.025617989064866398
671973-01-01pce816.50.026507859092503704
681973-02-01pce825.80.027303608251833218
691973-03-01pce832.80.027902559231973715
701973-04-01pce835.70.028150696066603358
711973-05-01pce841.60.028655526178436058
721973-06-01pce844.30.02888655012791882
731973-07-01pce854.10.02972508150011552
741973-08-01pce853.30.029656629959528027
751973-09-01pce869.20.031017104328704307
761973-10-01pce868.20.03093153990296995
771973-11-01pce876.90.03167595040685885
781973-12-01pce876.60.031650281079138545
791974-01-01pce884.50.03232624004243996
801974-02-01pce889.70.032771175056258615
811974-03-01pce901.40.03377227883735059
821974-04-01pce910.80.03457658443925354
831974-05-01pce922.40.03556913177777208
841974-06-01pce928.00.03604829256188448
851974-07-01pce937.90.03689538037665461
861974-08-01pce954.80.03834141917156523
871974-09-01pce955.10.038367088499285544
881974-10-01pce959.20.03871790264479641
891974-11-01pce956.20.03846120936759334
901974-12-01pce961.80.038940370151705726
911975-01-01pce975.60.040121159226839856
921975-02-01pce989.40.04130194830197398
931975-03-01pce990.60.041404625612855205
941975-04-01pce995.00.04178110908608638
951975-05-01pce1018.90.0438260988611375
961975-06-01pce1026.80.04450205782443891
971975-07-01pce1039.80.045614395358985545
981975-08-01pce1047.00.04623045922427292
991975-09-01pce1054.80.04689786174500089
1001975-10-01pce1060.90.04741980474198049
1011975-11-01pce1075.80.048694714685422386
1021975-12-01pce1092.10.050089414824892396
1031976-01-01pce1107.10.051372881210907745
1041976-02-01pce1107.70.051424219866348375
1051976-03-01pce1114.90.052040283731635745
1061976-04-01pce1125.40.05293871020184649
1071976-05-01pce1122.70.052707686252363724
1081976-06-01pce1140.50.05423073303043527
1091976-07-01pce1149.60.05500936930461791
1101976-08-01pce1158.00.05572811048078651
1111976-09-01pce1168.80.05665220627871756
1121976-10-01pce1176.80.05733672168459241
1131976-11-01pce1189.00.05838060767855157
1141976-12-01pce1211.50.0603058072575746
1151977-01-01pce1215.00.060605282747644845
1161977-02-01pce1231.30.061999982887114856
1171977-03-01pce1238.30.06259893386725535
1181977-04-01pce1247.30.06336901369886457
1191977-05-01pce1257.10.06420754507106124
1201977-06-01pce1263.60.06476371383833457
1211977-07-01pce1280.50.0662097526332452
1221977-08-01pce1285.70.06665468764706386
1231977-09-01pce1294.50.0674076545935262
1241977-10-01pce1311.40.06885369338843683
1251977-11-01pce1327.00.07018849842989279
1261977-12-01pce1336.00.07095857826150201
1271978-01-01pce1329.50.07040240949422868
1281978-02-01pce1355.10.07259285879302821
1291978-03-01pce1377.50.0745095019294778
1301978-04-01pce1396.40.07612666957585716
1311978-05-01pce1412.00.0774614746173131
1321978-06-01pce1425.80.07864226369244723
1331978-07-01pce1426.80.07872782811818159
1341978-08-01pce1447.00.08045622951801559
1351978-09-01pce1452.90.08096105962984831
1361978-10-01pce1466.90.0821589615901293
1371978-11-01pce1480.60.08333119422268997
1381978-12-01pce1496.50.08469166859186625
1391979-01-01pce1502.40.08519649870369897
1401979-02-01pce1517.80.08651419086000804
1411979-03-01pce1531.20.08766075416484843
1421979-04-01pce1538.40.0882768180301358
1431979-05-01pce1558.80.09002233231511667
1441979-06-01pce1575.70.09146837111002731
1451979-07-01pce1586.10.09235824113766461
1461979-08-01pce1615.60.09488239169682813
1471979-09-01pce1633.90.09644822068776687
1481979-10-01pce1641.60.0971070667659214
1491979-11-01pce1657.30.0984504282499508
1501979-12-01pce1666.30.09922050808156002
1511980-01-01pce1697.30.10187300527932508
1521980-02-01pce1701.40.10222381942483595
1531980-03-01pce1708.20.10280565751982956
1541980-04-01pce1695.20.10169331998528293
1551980-05-01pce1700.10.10211258567138126
1561980-06-01pce1718.80.10371264043261375
1571980-07-01pce1747.10.10613411368089604
1581980-08-01pce1763.80.1075630395906598
1591980-09-01pce1780.50.10899196550042356
1601980-10-01pce1817.10.112123623482301
1611980-11-01pce1826.80.11295359841192426
1621980-12-01pce1851.70.11508415261270975
1631981-01-01pce1870.00.11664998160364848
1641981-02-01pce1884.20.11786499644907635
1651981-03-01pce1902.90.11946505121030881
1661981-04-01pce1904.40.11959339784891036
1671981-05-01pce1913.80.1203977034508133
1681981-06-01pce1934.50.12216888706351449
1691981-07-01pce1942.10.12281917669909559
1701981-08-01pce1966.60.12491550512958732
1711981-09-01pce1965.50.12482138426127955
1721981-10-01pce1963.90.12468448118010458
1731981-11-01pce1970.60.12525776283252477
1741981-12-01pce1988.80.12681503538089006
1751982-01-01pce1997.10.1275252201144852
1761982-02-01pce2021.20.1295873227746832
1771982-03-01pce2024.10.12983545960931284
1781982-04-01pce2026.30.13002370134592842
1791982-05-01pce2044.50.1315809738942937
1801982-06-01pce2048.10.1318890058269374
1811982-07-01pce2072.20.13395110848713537
1821982-08-01pce2080.10.13462706745043682
1831982-09-01pce2104.60.13672339588092855
1841982-10-01pce2125.80.13853736170649694
1851982-11-01pce2149.30.14054812571125433
1861982-12-01pce2161.60.14160056814778688
1871983-01-01pce2174.00.14266156702689292
1881983-02-01pce2177.00.142918260304096
1891983-03-01pce2202.80.1451258224880424
1901983-04-01pce2226.40.1471451429353732
1911983-05-01pce2245.90.14881364923719317
1921983-06-01pce2276.00.1513891384517973
1931983-07-01pce2304.40.15381916814265303
1941983-08-01pce2320.40.15518819895440275
1951983-09-01pce2334.90.1564288831275509
1961983-10-01pce2357.60.1583711955917208
1971983-11-01pce2366.30.1591156060956097
1981983-12-01pce2393.60.16145151491815762
1991984-01-01pce2419.40.16365907710210406
2001984-02-01pce2403.50.1622986027329278
2011984-03-01pce2431.60.1647029630960632
2021984-04-01pce2457.50.16691908172258305
2031984-05-01pce2474.50.1683736769600671
2041984-06-01pce2495.60.17017908634306203
2051984-07-01pce2494.60.17009352191732766
2061984-08-01pce2512.20.17159945581025232
2071984-09-01pce2533.80.17344764740611446
2081984-10-01pce2531.30.17323373634177858
2091984-11-01pce2571.40.17666486981372628
2101984-12-01pce2582.60.17762319138195107
2111985-01-01pce2618.80.1807206235935348
2121985-02-01pce2640.80.18260304095969065
2131985-03-01pce2648.50.18326188703784518
2141985-04-01pce2659.50.1842030957209231
2151985-05-01pce2696.40.1873604230305209
2161985-06-01pce2689.40.18676147205038038
2171985-07-01pce2715.70.18901181644719395
2181985-08-01pce2752.10.19212636154392454
2191985-09-01pce2794.70.19577140608020813
2201985-10-01pce2755.80.19244294991914168
2211985-11-01pce2771.10.1937520856328773
2221985-12-01pce2811.30.19719177554739847
2231986-01-01pce2827.10.19854369347400128
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13211981-11-01psavert13.20.7284768211920529
13221981-12-01psavert12.50.6821192052980132
13231982-01-01psavert12.70.6953642384105959
13241982-02-01psavert12.10.6556291390728475
13251982-03-01psavert12.20.662251655629139
13261982-04-01psavert12.90.7086092715231787
13271982-05-01psavert12.30.6688741721854305
13281982-06-01psavert12.30.6688741721854305
13291982-07-01psavert12.50.6821192052980132
13301982-08-01psavert12.60.6887417218543045
13311982-09-01psavert11.80.6357615894039735
13321982-10-01psavert11.30.6026490066225166
13331982-11-01psavert10.90.5761589403973509
13341982-12-01psavert10.90.5761589403973509
13351983-01-01psavert11.10.5894039735099337
13361983-02-01psavert11.10.5894039735099337
13371983-03-01psavert10.60.5562913907284767
13381983-04-01psavert10.30.5364238410596027
13391983-05-01psavert9.90.509933774834437
13401983-06-01psavert9.10.4569536423841059
13411983-07-01psavert9.60.4900662251655628
13421983-08-01psavert9.20.4635761589403973
13431983-09-01psavert9.60.4900662251655628
13441983-10-01psavert9.70.4966887417218542
13451983-11-01psavert10.30.5364238410596027
13461983-12-01psavert10.10.5231788079470198
13471984-01-01psavert10.00.5165562913907285
13481984-02-01psavert11.70.6291390728476821
13491984-03-01psavert11.50.6158940397350994
13501984-04-01psavert11.50.6158940397350994
13511984-05-01psavert11.10.5894039735099337
13521984-06-01psavert11.10.5894039735099337
13531984-07-01psavert11.60.6225165562913906
13541984-08-01psavert11.80.6357615894039735
13551984-09-01psavert11.80.6357615894039735
13561984-10-01psavert11.70.6291390728476821
13571984-11-01psavert10.90.5761589403973509
13581984-12-01psavert11.20.5960264900662251
13591985-01-01psavert10.30.5364238410596027
13601985-02-01psavert9.10.4569536423841059
13611985-03-01psavert8.70.4304635761589403
13621985-04-01psavert9.90.509933774834437
13631985-05-01psavert11.10.5894039735099337
13641985-06-01psavert9.60.4900662251655628
13651985-07-01psavert9.10.4569536423841059
13661985-08-01psavert8.20.39735099337748336
13671985-09-01psavert7.30.3377483443708609
13681985-10-01psavert9.10.4569536423841059
13691985-11-01psavert9.00.45033112582781454
13701985-12-01psavert8.60.42384105960264895
13711986-01-01psavert8.60.42384105960264895
13721986-02-01psavert9.30.47019867549668876
13731986-03-01psavert9.90.509933774834437
13741986-04-01psavert9.70.4966887417218542
13751986-05-01psavert9.30.47019867549668876
13761986-06-01psavert9.40.4768211920529801
13771986-07-01psavert9.30.47019867549668876
13781986-08-01psavert9.00.45033112582781454
13791986-09-01psavert7.20.3311258278145695
13801986-10-01psavert8.40.4105960264900662
13811986-11-01psavert8.80.4370860927152318
13821986-12-01psavert7.00.3178807947019867
13831987-01-01psavert9.70.4966887417218542
13841987-02-01psavert8.50.4172185430463576
13851987-03-01psavert8.50.4172185430463576
13861987-04-01psavert4.50.15231788079470196
13871987-05-01psavert8.20.39735099337748336
13881987-06-01psavert7.70.36423841059602646
13891987-07-01psavert7.50.35099337748344367
13901987-08-01psavert7.20.3311258278145695
13911987-09-01psavert7.60.35761589403973504
13921987-10-01psavert8.30.40397350993377484
13931987-11-01psavert8.50.4172185430463576
13941987-12-01psavert8.70.4304635761589403
13951988-01-01psavert8.10.390728476821192
13961988-02-01psavert8.60.42384105960264895
13971988-03-01psavert8.20.39735099337748336
13981988-04-01psavert8.80.4370860927152318
13991988-05-01psavert8.40.4105960264900662
14001988-06-01psavert8.40.4105960264900662
14011988-07-01psavert8.60.42384105960264895
14021988-08-01psavert8.40.4105960264900662
14031988-09-01psavert8.90.44370860927152317
14041988-10-01psavert8.60.42384105960264895
14051988-11-01psavert8.40.4105960264900662
14061988-12-01psavert8.30.40397350993377484
14071989-01-01psavert8.50.4172185430463576
14081989-02-01psavert9.00.45033112582781454
14091989-03-01psavert9.50.48344370860927144
14101989-04-01psavert8.40.4105960264900662
14111989-05-01psavert8.10.390728476821192
14121989-06-01psavert8.20.39735099337748336
14131989-07-01psavert8.20.39735099337748336
14141989-08-01psavert7.60.35761589403973504
14151989-09-01psavert8.10.390728476821192
14161989-10-01psavert8.50.4172185430463576
14171989-11-01psavert8.60.42384105960264895
14181989-12-01psavert7.80.37086092715231783
14191990-01-01psavert8.00.3841059602649006
14201990-02-01psavert8.60.42384105960264895
14211990-03-01psavert8.30.40397350993377484
14221990-04-01psavert8.80.4370860927152318
14231990-05-01psavert8.70.4304635761589403
14241990-06-01psavert8.60.42384105960264895
14251990-07-01psavert8.70.4304635761589403
14261990-08-01psavert8.10.390728476821192
14271990-09-01psavert8.10.390728476821192
14281990-10-01psavert7.80.37086092715231783
14291990-11-01psavert7.90.37748344370860926
14301990-12-01psavert8.80.4370860927152318
14311991-01-01psavert9.30.47019867549668876
14321991-02-01psavert8.80.4370860927152318
14331991-03-01psavert8.00.3841059602649006
14341991-04-01psavert8.60.42384105960264895
14351991-05-01psavert8.40.4105960264900662
14361991-06-01psavert8.90.44370860927152317
14371991-07-01psavert8.20.39735099337748336
14381991-08-01psavert8.60.42384105960264895
14391991-09-01psavert8.80.4370860927152318
14401991-10-01psavert9.30.47019867549668876
14411991-11-01psavert9.00.45033112582781454
14421991-12-01psavert9.70.4966887417218542
14431992-01-01psavert9.40.4768211920529801
14441992-02-01psavert9.80.5033112582781457
14451992-03-01psavert9.70.4966887417218542
14461992-04-01psavert9.90.509933774834437
14471992-05-01psavert9.90.509933774834437
14481992-06-01psavert10.10.5231788079470198
14491992-07-01psavert9.60.4900662251655628
14501992-08-01psavert9.70.4966887417218542
14511992-09-01psavert8.70.4304635761589403
14521992-10-01psavert8.00.3841059602649006
14531992-11-01psavert8.00.3841059602649006
14541992-12-01psavert10.60.5562913907284767
14551993-01-01psavert8.60.42384105960264895
14561993-02-01psavert8.90.44370860927152317
14571993-03-01psavert8.90.44370860927152317
14581993-04-01psavert8.70.4304635761589403
14591993-05-01psavert8.30.40397350993377484
14601993-06-01psavert7.80.37086092715231783
14611993-07-01psavert7.60.35761589403973504
14621993-08-01psavert7.70.36423841059602646
14631993-09-01psavert6.90.31125827814569534
14641993-10-01psavert6.30.27152317880794696
14651993-11-01psavert6.30.27152317880794696
14661993-12-01psavert9.10.4569536423841059
14671994-01-01psavert7.10.3245033112582781
14681994-02-01psavert6.50.28476821192052976
14691994-03-01psavert6.80.3046357615894039
14701994-04-01psavert6.40.2781456953642384
14711994-05-01psavert7.60.35761589403973504
14721994-06-01psavert6.90.31125827814569534
14731994-07-01psavert7.00.3178807947019867
14741994-08-01psavert6.50.28476821192052976
14751994-09-01psavert6.80.3046357615894039
14761994-10-01psavert7.10.3245033112582781
14771994-11-01psavert7.00.3178807947019867
14781994-12-01psavert7.20.3311258278145695
14791995-01-01psavert7.50.35099337748344367
14801995-02-01psavert7.80.37086092715231783
14811995-03-01psavert7.50.35099337748344367
14821995-04-01psavert6.90.31125827814569534
14831995-05-01psavert7.10.3245033112582781
14841995-06-01psavert6.70.29801324503311255
14851995-07-01psavert7.10.3245033112582781
14861995-08-01psavert6.70.29801324503311255
14871995-09-01psavert6.80.3046357615894039
14881995-10-01psavert7.10.3245033112582781
14891995-11-01psavert6.60.2913907284768211
14901995-12-01psavert6.10.25827814569536417
14911996-01-01psavert6.70.29801324503311255
14921996-02-01psavert6.70.29801324503311255
14931996-03-01psavert6.60.2913907284768211
14941996-04-01psavert5.70.23178807947019867
14951996-05-01psavert6.70.29801324503311255
14961996-06-01psavert7.10.3245033112582781
14971996-07-01psavert6.70.29801324503311255
14981996-08-01psavert6.60.2913907284768211
14991996-09-01psavert6.70.29801324503311255
15001996-10-01psavert6.40.2781456953642384
15011996-11-01psavert6.40.2781456953642384
15021996-12-01psavert6.40.2781456953642384
15031997-01-01psavert6.20.2649006622516556
15041997-02-01psavert6.20.2649006622516556
15051997-03-01psavert6.40.2781456953642384
15061997-04-01psavert6.50.28476821192052976
15071997-05-01psavert6.80.3046357615894039
15081997-06-01psavert6.60.2913907284768211
15091997-07-01psavert6.10.25827814569536417
15101997-08-01psavert6.00.2516556291390728
15111997-09-01psavert6.20.2649006622516556
15121997-10-01psavert6.20.2649006622516556
15131997-11-01psavert6.40.2781456953642384
15141997-12-01psavert6.40.2781456953642384
15151998-01-01psavert7.40.3443708609271523
15161998-02-01psavert7.40.3443708609271523
15171998-03-01psavert7.50.35099337748344367
15181998-04-01psavert7.20.3311258278145695
15191998-05-01psavert6.90.31125827814569534
15201998-06-01psavert6.80.3046357615894039
15211998-07-01psavert6.90.31125827814569534
15221998-08-01psavert6.80.3046357615894039
15231998-09-01psavert6.40.2781456953642384
15241998-10-01psavert6.20.2649006622516556
15251998-11-01psavert6.30.27152317880794696
15261998-12-01psavert5.80.23841059602649
15271999-01-01psavert6.40.2781456953642384
15281999-02-01psavert6.20.2649006622516556
15291999-03-01psavert5.90.24503311258278146
15301999-04-01psavert5.20.1986754966887417
15311999-05-01psavert4.90.17880794701986755
15321999-06-01psavert4.80.17218543046357612
15331999-07-01psavert4.80.17218543046357612
15341999-08-01psavert4.70.16556291390728475
15351999-09-01psavert4.20.1324503311258278
15361999-10-01psavert4.60.15894039735099333
15371999-11-01psavert4.80.17218543046357612
15381999-12-01psavert4.40.1456953642384106
15392000-01-01psavert5.40.2119205298013245
15402000-02-01psavert4.80.17218543046357612
15412000-03-01psavert4.50.15231788079470196
15422000-04-01psavert5.00.18543046357615892
15432000-05-01psavert4.90.17880794701986755
15442000-06-01psavert4.90.17880794701986755
15452000-07-01psavert5.20.1986754966887417
15462000-08-01psavert5.20.1986754966887417
15472000-09-01psavert4.50.15231788079470196
15482000-10-01psavert4.60.15894039735099333
15492000-11-01psavert4.50.15231788079470196
15502000-12-01psavert4.20.1324503311258278
15512001-01-01psavert4.80.17218543046357612
15522001-02-01psavert4.90.17880794701986755
15532001-03-01psavert5.30.20529801324503308
15542001-04-01psavert5.00.18543046357615892
15552001-05-01psavert4.50.15231788079470196
15562001-06-01psavert4.50.15231788079470196
15572001-07-01psavert5.60.22516556291390724
15582001-08-01psavert6.80.3046357615894039
15592001-09-01psavert7.00.3178807947019867
15602001-10-01psavert3.40.07947019867549666
15612001-11-01psavert4.10.12582781456953637
15622001-12-01psavert4.50.15231788079470196
15632002-01-01psavert6.10.25827814569536417
15642002-02-01psavert5.80.23841059602649
15652002-03-01psavert5.90.24503311258278146
15662002-04-01psavert5.80.23841059602649
15672002-05-01psavert6.50.28476821192052976
15682002-06-01psavert6.40.2781456953642384
15692002-07-01psavert5.50.21854304635761587
15702002-08-01psavert5.40.2119205298013245
15712002-09-01psavert5.70.23178807947019867
15722002-10-01psavert5.70.23178807947019867
15732002-11-01psavert5.70.23178807947019867
15742002-12-01psavert5.50.21854304635761587
15752003-01-01psavert5.50.21854304635761587
15762003-02-01psavert5.60.22516556291390724
15772003-03-01psavert5.30.20529801324503308
15782003-04-01psavert5.30.20529801324503308
15792003-05-01psavert5.80.23841059602649
15802003-06-01psavert5.60.22516556291390724
15812003-07-01psavert6.30.27152317880794696
15822003-08-01psavert6.00.2516556291390728
15832003-09-01psavert5.20.1986754966887417
15842003-10-01psavert5.30.20529801324503308
15852003-11-01psavert5.40.2119205298013245
15862003-12-01psavert5.40.2119205298013245
15872004-01-01psavert5.00.18543046357615892
15882004-02-01psavert5.00.18543046357615892
15892004-03-01psavert4.90.17880794701986755
15902004-04-01psavert5.30.20529801324503308
15912004-05-01psavert5.30.20529801324503308
15922004-06-01psavert5.80.23841059602649
15932004-07-01psavert5.30.20529801324503308
15942004-08-01psavert5.20.1986754966887417
15952004-09-01psavert4.60.15894039735099333
15962004-10-01psavert4.50.15231788079470196
15972004-11-01psavert4.10.12582781456953637
15982004-12-01psavert6.90.31125827814569534
15992005-01-01psavert3.70.09933774834437085
16002005-02-01psavert3.40.07947019867549666
16012005-03-01psavert3.60.09271523178807946
16022005-04-01psavert3.10.0596026490066225
16032005-05-01psavert3.50.08609271523178806
16042005-06-01psavert2.90.046357615894039715
16052005-07-01psavert2.20.0
16062005-08-01psavert2.70.03311258278145695
16072005-09-01psavert2.70.03311258278145695
16082005-10-01psavert3.10.0596026490066225
16092005-11-01psavert3.50.08609271523178806
16102005-12-01psavert3.70.09933774834437085
16112006-01-01psavert4.20.1324503311258278
16122006-02-01psavert4.20.1324503311258278
16132006-03-01psavert4.20.1324503311258278
16142006-04-01psavert4.00.119205298013245
16152006-05-01psavert3.80.10596026490066222
16162006-06-01psavert4.00.119205298013245
16172006-07-01psavert3.40.07947019867549666
16182006-08-01psavert3.60.09271523178807946
16192006-09-01psavert3.60.09271523178807946
16202006-10-01psavert3.60.09271523178807946
16212006-11-01psavert3.90.11258278145695362
16222006-12-01psavert3.70.09933774834437085
16232007-01-01psavert3.70.09933774834437085
16242007-02-01psavert4.10.12582781456953637
16252007-03-01psavert4.40.1456953642384106
16262007-04-01psavert4.20.1324503311258278
16272007-05-01psavert4.00.119205298013245
16282007-06-01psavert3.80.10596026490066222
16292007-07-01psavert3.70.09933774834437085
16302007-08-01psavert3.40.07947019867549666
16312007-09-01psavert3.50.08609271523178806
16322007-10-01psavert3.40.07947019867549666
16332007-11-01psavert3.10.0596026490066225
16342007-12-01psavert3.60.09271523178807946
16352008-01-01psavert3.70.09933774834437085
16362008-02-01psavert4.10.12582781456953637
16372008-03-01psavert4.00.119205298013245
16382008-04-01psavert3.40.07947019867549666
16392008-05-01psavert7.80.37086092715231783
16402008-06-01psavert5.50.21854304635761587
16412008-07-01psavert4.40.1456953642384106
16422008-08-01psavert3.80.10596026490066222
16432008-09-01psavert4.70.16556291390728475
16442008-10-01psavert5.50.21854304635761587
16452008-11-01psavert6.40.2781456953642384
16462008-12-01psavert6.40.2781456953642384
16472009-01-01psavert6.20.2649006622516556
16482009-02-01psavert5.50.21854304635761587
16492009-03-01psavert5.90.24503311258278146
16502009-04-01psavert6.80.3046357615894039
16512009-05-01psavert8.20.39735099337748336
16522009-06-01psavert6.70.29801324503311255
16532009-07-01psavert6.00.2516556291390728
16542009-08-01psavert4.90.17880794701986755
16552009-09-01psavert5.90.24503311258278146
16562009-10-01psavert5.40.2119205298013245
16572009-11-01psavert5.90.24503311258278146
16582009-12-01psavert5.90.24503311258278146
16592010-01-01psavert6.10.25827814569536417
16602010-02-01psavert5.80.23841059602649
16612010-03-01psavert5.70.23178807947019867
16622010-04-01psavert6.40.2781456953642384
16632010-05-01psavert7.00.3178807947019867
16642010-06-01psavert6.90.31125827814569534
16652010-07-01psavert6.80.3046357615894039
16662010-08-01psavert6.90.31125827814569534
16672010-09-01psavert6.70.29801324503311255
16682010-10-01psavert6.60.2913907284768211
16692010-11-01psavert6.60.2913907284768211
16702010-12-01psavert7.10.3245033112582781
16712011-01-01psavert7.40.3443708609271523
16722011-02-01psavert7.60.35761589403973504
16732011-03-01psavert7.00.3178807947019867
16742011-04-01psavert6.90.31125827814569534
16752011-05-01psavert6.90.31125827814569534
16762011-06-01psavert7.20.3311258278145695
16772011-07-01psavert7.30.3377483443708609
16782011-08-01psavert7.20.3311258278145695
16792011-09-01psavert6.80.3046357615894039
16802011-10-01psavert6.80.3046357615894039
16812011-11-01psavert7.00.3178807947019867
16822011-12-01psavert7.80.37086092715231783
16832012-01-01psavert8.00.3841059602649006
16842012-02-01psavert8.00.3841059602649006
16852012-03-01psavert8.50.4172185430463576
16862012-04-01psavert8.70.4304635761589403
16872012-05-01psavert8.80.4370860927152318
16882012-06-01psavert9.10.4569536423841059
16892012-07-01psavert8.20.39735099337748336
16902012-08-01psavert8.00.3841059602649006
16912012-09-01psavert8.20.39735099337748336
16922012-10-01psavert8.80.4370860927152318
16932012-11-01psavert9.70.4966887417218542
16942012-12-01psavert12.00.6490066225165563
16952013-01-01psavert6.30.27152317880794696
16962013-02-01psavert5.80.23841059602649
16972013-03-01psavert5.90.24503311258278146
16982013-04-01psavert6.40.2781456953642384
16992013-05-01psavert6.70.29801324503311255
17002013-06-01psavert6.80.3046357615894039
17012013-07-01psavert6.60.2913907284768211
17022013-08-01psavert6.70.29801324503311255
17032013-09-01psavert6.80.3046357615894039
17042013-10-01psavert6.30.27152317880794696
17052013-11-01psavert6.20.2649006622516556
17062013-12-01psavert6.40.2781456953642384
17072014-01-01psavert7.10.3245033112582781
17082014-02-01psavert7.30.3377483443708609
17092014-03-01psavert7.40.3443708609271523
17102014-04-01psavert7.40.3443708609271523
17112014-05-01psavert7.40.3443708609271523
17122014-06-01psavert7.40.3443708609271523
17132014-07-01psavert7.50.35099337748344367
17142014-08-01psavert7.20.3311258278145695
17152014-09-01psavert7.40.3443708609271523
17162014-10-01psavert7.20.3311258278145695
17172014-11-01psavert7.30.3377483443708609
17182014-12-01psavert7.60.35761589403973504
17192015-01-01psavert7.70.36423841059602646
17202015-02-01psavert7.90.37748344370860926
17212015-03-01psavert7.40.3443708609271523
17222015-04-01psavert7.60.35761589403973504
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17401968-12-01uempmed4.40.018867924528301903
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17901973-02-01uempmed5.20.05660377358490567
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18231975-11-01uempmed9.50.25943396226415094
18241975-12-01uempmed9.00.2358490566037736
18251976-01-01uempmed9.00.2358490566037736
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18301976-06-01uempmed7.80.1792452830188679
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18371977-01-01uempmed7.50.16509433962264153
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18401977-04-01uempmed7.30.15566037735849056
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18501978-02-01uempmed6.70.12735849056603774
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18581978-10-01uempmed5.90.08962264150943398
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18601978-12-01uempmed5.60.07547169811320753
18611979-01-01uempmed5.90.08962264150943398
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18701979-10-01uempmed5.50.07075471698113207
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18731980-01-01uempmed5.30.061320754716981125
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18751980-03-01uempmed6.00.09433962264150944
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18771980-05-01uempmed5.70.08018867924528303
18781980-06-01uempmed6.40.11320754716981134
18791980-07-01uempmed7.00.14150943396226415
18801980-08-01uempmed7.50.16509433962264153
18811980-09-01uempmed7.70.17452830188679247
18821980-10-01uempmed7.50.16509433962264153
18831980-11-01uempmed7.70.17452830188679247
18841980-12-01uempmed7.50.16509433962264153
18851981-01-01uempmed7.40.16037735849056606
18861981-02-01uempmed7.10.14622641509433962
18871981-03-01uempmed7.10.14622641509433962
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18891981-05-01uempmed6.90.1367924528301887
18901981-06-01uempmed6.60.12264150943396225
18911981-07-01uempmed7.10.14622641509433962
18921981-08-01uempmed7.20.15094339622641512
18931981-09-01uempmed6.80.1320754716981132
18941981-10-01uempmed6.80.1320754716981132
18951981-11-01uempmed6.90.1367924528301887
18961981-12-01uempmed6.90.1367924528301887
18971982-01-01uempmed7.10.14622641509433962
18981982-02-01uempmed7.50.16509433962264153
18991982-03-01uempmed7.70.17452830188679247
19001982-04-01uempmed8.10.19339622641509432
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19021982-06-01uempmed9.50.25943396226415094
19031982-07-01uempmed8.50.21226415094339623
19041982-08-01uempmed8.70.22169811320754715
19051982-09-01uempmed9.50.25943396226415094
19061982-10-01uempmed9.70.2688679245283019
19071982-11-01uempmed10.00.2830188679245283
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19091983-01-01uempmed11.10.33490566037735847
19101983-02-01uempmed9.80.2735849056603774
19111983-03-01uempmed10.40.30188679245283023
19121983-04-01uempmed10.90.3254716981132076
19131983-05-01uempmed12.30.3915094339622642
19141983-06-01uempmed11.30.34433962264150947
19151983-07-01uempmed10.10.28773584905660377
19161983-08-01uempmed9.30.25000000000000006
19171983-09-01uempmed9.30.25000000000000006
19181983-10-01uempmed9.40.25471698113207547
19191983-11-01uempmed9.30.25000000000000006
19201983-12-01uempmed8.70.22169811320754715
19211984-01-01uempmed9.10.24056603773584906
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19251984-05-01uempmed9.10.24056603773584906
19261984-06-01uempmed7.50.16509433962264153
19271984-07-01uempmed7.50.16509433962264153
19281984-08-01uempmed7.30.15566037735849056
19291984-09-01uempmed7.60.16981132075471697
19301984-10-01uempmed7.20.15094339622641512
19311984-11-01uempmed7.20.15094339622641512
19321984-12-01uempmed7.30.15566037735849056
19331985-01-01uempmed6.80.1320754716981132
19341985-02-01uempmed7.10.14622641509433962
19351985-03-01uempmed7.10.14622641509433962
19361985-04-01uempmed6.90.1367924528301887
19371985-05-01uempmed6.90.1367924528301887
19381985-06-01uempmed6.60.12264150943396225
19391985-07-01uempmed6.90.1367924528301887
19401985-08-01uempmed7.10.14622641509433962
19411985-09-01uempmed6.90.1367924528301887
19421985-10-01uempmed7.10.14622641509433962
19431985-11-01uempmed7.00.14150943396226415
19441985-12-01uempmed6.80.1320754716981132
19451986-01-01uempmed6.70.12735849056603774
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19481986-04-01uempmed6.70.12735849056603774
19491986-05-01uempmed6.80.1320754716981132
19501986-06-01uempmed7.00.14150943396226415
19511986-07-01uempmed6.90.1367924528301887
19521986-08-01uempmed7.10.14622641509433962
19531986-09-01uempmed7.40.16037735849056606
19541986-10-01uempmed7.00.14150943396226415
19551986-11-01uempmed7.10.14622641509433962
19561986-12-01uempmed7.10.14622641509433962
19571987-01-01uempmed6.90.1367924528301887
19581987-02-01uempmed6.60.12264150943396225
19591987-03-01uempmed6.60.12264150943396225
19601987-04-01uempmed7.10.14622641509433962
19611987-05-01uempmed6.60.12264150943396225
19621987-06-01uempmed6.50.1179245283018868
19631987-07-01uempmed6.50.1179245283018868
19641987-08-01uempmed6.40.11320754716981134
19651987-09-01uempmed6.00.09433962264150944
19661987-10-01uempmed6.30.10849056603773584
19671987-11-01uempmed6.20.1037735849056604
19681987-12-01uempmed6.00.09433962264150944
19691988-01-01uempmed6.20.1037735849056604
19701988-02-01uempmed6.30.10849056603773584
19711988-03-01uempmed6.40.11320754716981134
19721988-04-01uempmed5.90.08962264150943398
19731988-05-01uempmed5.90.08962264150943398
19741988-06-01uempmed5.80.08490566037735849
19751988-07-01uempmed6.10.0990566037735849
19761988-08-01uempmed5.90.08962264150943398
19771988-09-01uempmed5.70.08018867924528303
19781988-10-01uempmed5.60.07547169811320753
19791988-11-01uempmed5.70.08018867924528303
19801988-12-01uempmed5.90.08962264150943398
19811989-01-01uempmed5.60.07547169811320753
19821989-02-01uempmed5.40.06603773584905662
19831989-03-01uempmed5.40.06603773584905662
19841989-04-01uempmed5.40.06603773584905662
19851989-05-01uempmed5.30.061320754716981125
19861989-06-01uempmed5.40.06603773584905662
19871989-07-01uempmed5.60.07547169811320753
19881989-08-01uempmed5.00.04716981132075472
19891989-09-01uempmed4.90.042452830188679264
19901989-10-01uempmed4.90.042452830188679264
19911989-11-01uempmed4.80.037735849056603765
19921989-12-01uempmed4.90.042452830188679264
19931990-01-01uempmed5.10.05188679245283017
19941990-02-01uempmed5.30.061320754716981125
19951990-03-01uempmed5.10.05188679245283017
19961990-04-01uempmed4.80.037735849056603765
19971990-05-01uempmed5.20.05660377358490567
19981990-06-01uempmed5.20.05660377358490567
19991990-07-01uempmed5.40.06603773584905662
20001990-08-01uempmed5.40.06603773584905662
20011990-09-01uempmed5.60.07547169811320753
20021990-10-01uempmed5.80.08490566037735849
20031990-11-01uempmed5.70.08018867924528303
20041990-12-01uempmed5.90.08962264150943398
20051991-01-01uempmed6.00.09433962264150944
20061991-02-01uempmed6.20.1037735849056604
20071991-03-01uempmed6.70.12735849056603774
20081991-04-01uempmed6.60.12264150943396225
20091991-05-01uempmed6.40.11320754716981134
20101991-06-01uempmed6.90.1367924528301887
20111991-07-01uempmed7.00.14150943396226415
20121991-08-01uempmed7.30.15566037735849056
20131991-09-01uempmed6.80.1320754716981132
20141991-10-01uempmed7.20.15094339622641512
20151991-11-01uempmed7.50.16509433962264153
20161991-12-01uempmed7.80.1792452830188679
20171992-01-01uempmed8.10.19339622641509432
20181992-02-01uempmed8.20.1981132075471698
20191992-03-01uempmed8.30.20283018867924532
20201992-04-01uempmed8.50.21226415094339623
20211992-05-01uempmed8.80.22641509433962267
20221992-06-01uempmed8.70.22169811320754715
20231992-07-01uempmed8.60.21698113207547168
20241992-08-01uempmed8.80.22641509433962267
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27362004-02-01unemploy8167.00.43277808478724245
27372004-03-01unemploy8491.00.45835635904318306
27382004-04-01unemploy8170.00.43301492065998265
27392004-05-01unemploy8212.00.4363306228783453
27402004-06-01unemploy8286.00.4421725744059367
27412004-07-01unemploy8136.00.4303307807689271
27422004-08-01unemploy7990.00.4188047682955712
27432004-09-01unemploy7927.00.41383121496802716
27442004-10-01unemploy8061.00.42440988395042234
27452004-11-01unemploy7932.00.41422594142259417
27462004-12-01unemploy7934.00.4143838320044209
27472005-01-01unemploy7784.00.40254203836741137
27482005-02-01unemploy7980.00.4180153153864372
27492005-03-01unemploy7737.00.3988316096944817
27502005-04-01unemploy7672.00.3937001657851109
27512005-05-01unemploy7651.00.3920423146759296
27522005-06-01unemploy7524.00.38201626272992817
27532005-07-01unemploy7406.00.3727007184021473
27542005-08-01unemploy7345.00.3678850556564301
27552005-09-01unemploy7553.00.3843056761664167
27562005-10-01unemploy7453.00.37641114707507695
27572005-11-01unemploy7566.00.38533196494829086
27582005-12-01unemploy7279.00.3626746664561459
27592006-01-01unemploy7064.00.3457014289097655
27602006-02-01unemploy7184.00.3551748638193732
27612006-03-01unemploy7072.00.34633299123707273
27622006-04-01unemploy7120.00.3501223652009158
27632006-05-01unemploy6980.00.3390700244730402
27642006-06-01unemploy7001.00.3407278755822215
27652006-07-01unemploy7175.00.3544643562011526
27662006-08-01unemploy7091.00.34783295176442725
27672006-09-01unemploy6847.00.32857030078155836
27682006-10-01unemploy6727.00.31909686587195074
27692006-11-01unemploy6872.00.3305439330543933
27702006-12-01unemploy6762.00.3218599510539196
27712007-01-01unemploy7116.00.34980658403726217
27722007-02-01unemploy6927.00.33488592405463014
27732007-03-01unemploy6731.00.31941264703560435
27742007-04-01unemploy6850.00.32880713665429856
27752007-05-01unemploy6766.00.32217573221757323
27762007-06-01unemploy6979.00.3389910791821268
27772007-07-01unemploy7149.00.3524117786374043
27782007-08-01unemploy7067.00.3459382647825057
27792007-09-01unemploy7170.00.3540696297465856
27802007-10-01unemploy7237.00.35935896423778324
27812007-11-01unemploy7240.00.3595958001105234
27822007-12-01unemploy7645.00.3915686429304492
27832008-01-01unemploy7685.00.3947264545669851
27842008-02-01unemploy7497.00.37988473987526644
27852008-03-01unemploy7822.00.40554195942212046
27862008-04-01unemploy7637.00.39093708060314203
27872008-05-01unemploy8395.00.45077761111549697
27882008-06-01unemploy8575.00.46498776347990844
27892008-07-01unemploy8937.00.49356595879055815
27902008-08-01unemploy9438.00.53311754953817
27912008-09-01unemploy9494.00.5375384858293203
27922008-10-01unemploy10074.00.5833267545590906
27932008-11-01unemploy10538.00.6199573695429068
27942008-12-01unemploy11286.00.6790084471461277
27952009-01-01unemploy12058.00.7399542117312702
27962009-02-01unemploy12898.00.8062682560985237
27972009-03-01unemploy13426.00.8479513697007973
27982009-04-01unemploy13853.00.8816610089208179
27992009-05-01unemploy14499.00.9326596668508723
28002009-06-01unemploy14707.00.9490802873608589
28012009-07-01unemploy14601.00.9407120865240388
28022009-08-01unemploy14814.00.9575274334885924
28032009-09-01unemploy15009.00.9729217652167048
28042009-10-01unemploy15352.01.0
28052009-11-01unemploy15219.00.9895002763085182
28062009-12-01unemploy15098.00.9799478961079972
28072010-01-01unemploy15046.00.9758427409805005
28082010-02-01unemploy15113.00.9811320754716981
28092010-03-01unemploy15202.00.9881582063629905
28102010-04-01unemploy15325.00.9978684771453383
28112010-05-01unemploy14849.00.9602905186705613
28122010-06-01unemploy14474.00.9306860345780374
28132010-07-01unemploy14512.00.9336859556327465
28142010-08-01unemploy14648.00.9444225151969685
28152010-09-01unemploy14579.00.9389752901239441
28162010-10-01unemploy14516.00.9340017367964001
28172010-11-01unemploy15081.00.9786058261624694
28182010-12-01unemploy14348.00.9207389279229494
28192011-01-01unemploy14013.00.8942922554669614
28202011-02-01unemploy13820.00.8790558143206758
28212011-03-01unemploy13737.00.8725033551748638
28222011-04-01unemploy13957.00.8898713191758112
28232011-05-01unemploy13855.00.8818188995026447
28242011-06-01unemploy13962.00.8902660456303781
28252011-07-01unemploy13763.00.8745559327386121
28262011-08-01unemploy13818.00.878897923738849
28272011-09-01unemploy13948.00.8891608115575906
28282011-10-01unemploy13594.00.8612141785742481
28292011-11-01unemploy13302.00.8381621536275361
28302011-12-01unemploy13093.00.8216625878266361
28312012-01-01unemploy12797.00.7982947817162707
28322012-02-01unemploy12813.00.799557906370885
28332012-03-01unemploy12713.00.7916633772795453
28342012-04-01unemploy12646.00.7863740427883477
28352012-05-01unemploy12660.00.7874792768611353
28362012-06-01unemploy12692.00.7900055261703639
28372012-07-01unemploy12656.00.7871634956974817
28382012-08-01unemploy12471.00.7725586168785032
28392012-09-01unemploy12115.00.7444540933133339
28402012-10-01unemploy12124.00.7451646009315545
28412012-11-01unemploy12005.00.7357701113128602
28422012-12-01unemploy12298.00.7589010815504855
28432013-01-01unemploy12471.00.7725586168785032
28442013-02-01unemploy11950.00.7314281203126234
28452013-03-01unemploy11689.00.7108233993842268
28462013-04-01unemploy11760.00.7164285150390779
28472013-05-01unemploy11654.00.7080603142022578
28482013-06-01unemploy11751.00.7157180074208573
28492013-07-01unemploy11335.00.6828767664008842
28502013-08-01unemploy11279.00.678455830109734
28512013-09-01unemploy11270.00.6777453224915134
28522013-10-01unemploy11136.00.6671666535091182
28532013-11-01unemploy10787.00.6396147469803426
28542013-12-01unemploy10404.00.6093787005605116
28552014-01-01unemploy10202.00.5934317517960054
28562014-02-01unemploy10349.00.6050367095602748
28572014-03-01unemploy10380.00.60748401357859
28582014-04-01unemploy9702.00.5539591063393069
28592014-05-01unemploy9859.00.5663535170127102
28602014-06-01unemploy9460.00.5348543459382648
28612014-07-01unemploy9608.00.5465382489934475
28622014-08-01unemploy9599.00.5458277413752269
28632014-09-01unemploy9262.00.5192231783374122
28642014-10-01unemploy8990.00.4977500592089682
28652014-11-01unemploy9090.00.5056445883003079
28662014-12-01unemploy8717.00.4761979947896108
28672015-01-01unemploy8903.00.49088181889950266
28682015-02-01unemploy8610.00.4677508486618773
28692015-03-01unemploy8504.00.4593826478250572
28702015-04-01unemploy8526.00.46111944422515194

2.4 Tips dataset

(defonce tips
  (-> "https://raw.githubusercontent.com/plotly/datasets/master/tips.csv"
      (tc/dataset {:key-fn keyword})))
(compact-view tips)
total_billtipsexsmokerdaytimesize
16.991.01FemaleNoSunDinner2
10.341.66MaleNoSunDinner3
21.013.5MaleNoSunDinner3
23.683.31MaleNoSunDinner2
24.593.61FemaleNoSunDinner4
25.294.71MaleNoSunDinner4
8.772.0MaleNoSunDinner2
26.883.12MaleNoSunDinner4
15.041.96MaleNoSunDinner2
14.783.23MaleNoSunDinner2
10.271.71MaleNoSunDinner2
35.265.0FemaleNoSunDinner4
15.421.57MaleNoSunDinner2
18.433.0MaleNoSunDinner4
14.833.02FemaleNoSunDinner2
21.583.92MaleNoSunDinner2
10.331.67FemaleNoSunDinner3
16.293.71MaleNoSunDinner3
16.973.5FemaleNoSunDinner3
20.653.35MaleNoSatDinner3
17.924.08MaleNoSatDinner2
20.292.75FemaleNoSatDinner2
15.772.23FemaleNoSatDinner2
39.427.58MaleNoSatDinner4
19.823.18MaleNoSatDinner2
17.812.34MaleNoSatDinner4
13.372.0MaleNoSatDinner2
12.692.0MaleNoSatDinner2
21.74.3MaleNoSatDinner2
19.653.0FemaleNoSatDinner2
9.551.45MaleNoSatDinner2
18.352.5MaleNoSatDinner4
15.063.0FemaleNoSatDinner2
20.692.45FemaleNoSatDinner4
17.783.27MaleNoSatDinner2
24.063.6MaleNoSatDinner3
16.312.0MaleNoSatDinner3
16.933.07FemaleNoSatDinner3
18.692.31MaleNoSatDinner3
31.275.0MaleNoSatDinner3
16.042.24MaleNoSatDinner3
17.462.54MaleNoSunDinner2
13.943.06MaleNoSunDinner2
9.681.32MaleNoSunDinner2
30.45.6MaleNoSunDinner4
18.293.0MaleNoSunDinner2
22.235.0MaleNoSunDinner2
32.46.0MaleNoSunDinner4
28.552.05MaleNoSunDinner3
18.043.0MaleNoSunDinner2
12.542.5MaleNoSunDinner2
10.292.6FemaleNoSunDinner2
34.815.2FemaleNoSunDinner4
9.941.56MaleNoSunDinner2
25.564.34MaleNoSunDinner4
19.493.51MaleNoSunDinner2
38.013.0MaleYesSatDinner4
26.411.5FemaleNoSatDinner2
11.241.76MaleYesSatDinner2
48.276.73MaleNoSatDinner4
20.293.21MaleYesSatDinner2
13.812.0MaleYesSatDinner2
11.021.98MaleYesSatDinner2
18.293.76MaleYesSatDinner4
17.592.64MaleNoSatDinner3
20.083.15MaleNoSatDinner3
16.452.47FemaleNoSatDinner2
3.071.0FemaleYesSatDinner1
20.232.01MaleNoSatDinner2
15.012.09MaleYesSatDinner2
12.021.97MaleNoSatDinner2
17.073.0FemaleNoSatDinner3
26.863.14FemaleYesSatDinner2
25.285.0FemaleYesSatDinner2
14.732.2FemaleNoSatDinner2
10.511.25MaleNoSatDinner2
17.923.08MaleYesSatDinner2
27.24.0MaleNoThurLunch4
22.763.0MaleNoThurLunch2
17.292.71MaleNoThurLunch2
19.443.0MaleYesThurLunch2
16.663.4MaleNoThurLunch2
10.071.83FemaleNoThurLunch1
32.685.0MaleYesThurLunch2
15.982.03MaleNoThurLunch2
34.835.17FemaleNoThurLunch4
13.032.0MaleNoThurLunch2
18.284.0MaleNoThurLunch2
24.715.85MaleNoThurLunch2
21.163.0MaleNoThurLunch2
28.973.0MaleYesFriDinner2
22.493.5MaleNoFriDinner2
5.751.0FemaleYesFriDinner2
16.324.3FemaleYesFriDinner2
22.753.25FemaleNoFriDinner2
40.174.73MaleYesFriDinner4
27.284.0MaleYesFriDinner2
12.031.5MaleYesFriDinner2
21.013.0MaleYesFriDinner2
12.461.5MaleNoFriDinner2
11.352.5FemaleYesFriDinner2
15.383.0FemaleYesFriDinner2
44.32.5FemaleYesSatDinner3
22.423.48FemaleYesSatDinner2
20.924.08FemaleNoSatDinner2
15.361.64MaleYesSatDinner2
20.494.06MaleYesSatDinner2
25.214.29MaleYesSatDinner2
18.243.76MaleNoSatDinner2
14.314.0FemaleYesSatDinner2
14.03.0MaleNoSatDinner2
7.251.0FemaleNoSatDinner1
38.074.0MaleNoSunDinner3
23.952.55MaleNoSunDinner2
25.714.0FemaleNoSunDinner3
17.313.5FemaleNoSunDinner2
29.935.07MaleNoSunDinner4
10.651.5FemaleNoThurLunch2
12.431.8FemaleNoThurLunch2
24.082.92FemaleNoThurLunch4
11.692.31MaleNoThurLunch2
13.421.68FemaleNoThurLunch2
14.262.5MaleNoThurLunch2
15.952.0MaleNoThurLunch2
12.482.52FemaleNoThurLunch2
29.84.2FemaleNoThurLunch6
8.521.48MaleNoThurLunch2
14.522.0FemaleNoThurLunch2
11.382.0FemaleNoThurLunch2
22.822.18MaleNoThurLunch3
19.081.5MaleNoThurLunch2
20.272.83FemaleNoThurLunch2
11.171.5FemaleNoThurLunch2
12.262.0FemaleNoThurLunch2
18.263.25FemaleNoThurLunch2
8.511.25FemaleNoThurLunch2
10.332.0FemaleNoThurLunch2
14.152.0FemaleNoThurLunch2
16.02.0MaleYesThurLunch2
13.162.75FemaleNoThurLunch2
17.473.5FemaleNoThurLunch2
34.36.7MaleNoThurLunch6
41.195.0MaleNoThurLunch5
27.055.0FemaleNoThurLunch6
16.432.3FemaleNoThurLunch2
8.351.5FemaleNoThurLunch2
18.641.36FemaleNoThurLunch3
11.871.63FemaleNoThurLunch2
9.781.73MaleNoThurLunch2
7.512.0MaleNoThurLunch2
14.072.5MaleNoSunDinner2
13.132.0MaleNoSunDinner2
17.262.74MaleNoSunDinner3
24.552.0MaleNoSunDinner4
19.772.0MaleNoSunDinner4
29.855.14FemaleNoSunDinner5
48.175.0MaleNoSunDinner6
25.03.75FemaleNoSunDinner4
13.392.61FemaleNoSunDinner2
16.492.0MaleNoSunDinner4
21.53.5MaleNoSunDinner4
12.662.5MaleNoSunDinner2
16.212.0FemaleNoSunDinner3
13.812.0MaleNoSunDinner2
17.513.0FemaleYesSunDinner2
24.523.48MaleNoSunDinner3
20.762.24MaleNoSunDinner2
31.714.5MaleNoSunDinner4
10.591.61FemaleYesSatDinner2
10.632.0FemaleYesSatDinner2
50.8110.0MaleYesSatDinner3
15.813.16MaleYesSatDinner2
7.255.15MaleYesSunDinner2
31.853.18MaleYesSunDinner2
16.824.0MaleYesSunDinner2
32.93.11MaleYesSunDinner2
17.892.0MaleYesSunDinner2
14.482.0MaleYesSunDinner2
9.64.0FemaleYesSunDinner2
34.633.55MaleYesSunDinner2
34.653.68MaleYesSunDinner4
23.335.65MaleYesSunDinner2
45.353.5MaleYesSunDinner3
23.176.5MaleYesSunDinner4
40.553.0MaleYesSunDinner2
20.695.0MaleNoSunDinner5
20.93.5FemaleYesSunDinner3
30.462.0MaleYesSunDinner5
18.153.5FemaleYesSunDinner3
23.14.0MaleYesSunDinner3
15.691.5MaleYesSunDinner2
19.814.19FemaleYesThurLunch2
28.442.56MaleYesThurLunch2
15.482.02MaleYesThurLunch2
16.584.0MaleYesThurLunch2
7.561.44MaleNoThurLunch2
10.342.0MaleYesThurLunch2
43.115.0FemaleYesThurLunch4
13.02.0FemaleYesThurLunch2
13.512.0MaleYesThurLunch2
18.714.0MaleYesThurLunch3
12.742.01FemaleYesThurLunch2
13.02.0FemaleYesThurLunch2
16.42.5FemaleYesThurLunch2
20.534.0MaleYesThurLunch4
16.473.23FemaleYesThurLunch3
26.593.41MaleYesSatDinner3
38.733.0MaleYesSatDinner4
24.272.03MaleYesSatDinner2
12.762.23FemaleYesSatDinner2
30.062.0MaleYesSatDinner3
25.895.16MaleYesSatDinner4
48.339.0MaleNoSatDinner4
13.272.5FemaleYesSatDinner2
28.176.5FemaleYesSatDinner3
12.91.1FemaleYesSatDinner2
28.153.0MaleYesSatDinner5
11.591.5MaleYesSatDinner2
7.741.44MaleYesSatDinner2
30.143.09FemaleYesSatDinner4
12.162.2MaleYesFriLunch2
13.423.48FemaleYesFriLunch2
8.581.92MaleYesFriLunch1
15.983.0FemaleNoFriLunch3
13.421.58MaleYesFriLunch2
16.272.5FemaleYesFriLunch2
10.092.0FemaleYesFriLunch2
20.453.0MaleNoSatDinner4
13.282.72MaleNoSatDinner2
22.122.88FemaleYesSatDinner2
24.012.0MaleYesSatDinner4
15.693.0MaleYesSatDinner3
11.613.39MaleNoSatDinner2
10.771.47MaleNoSatDinner2
15.533.0MaleYesSatDinner2
10.071.25MaleNoSatDinner2
12.61.0MaleYesSatDinner2
32.831.17MaleYesSatDinner2
35.834.67FemaleNoSatDinner3
29.035.92MaleNoSatDinner3
27.182.0FemaleYesSatDinner2
22.672.0MaleYesSatDinner2
17.821.75MaleNoSatDinner2
18.783.0FemaleNoThurDinner2
source: notebooks/tableplot_book/datasets.clj