├── .gitignore ├── LICENSE ├── Notebooks ├── Chapter 10.ipynb ├── Chapter 12.ipynb ├── Chapter 16.ipynb ├── Chapter 17.ipynb ├── Chapter 18.ipynb ├── Chapter 19.ipynb ├── Chapter 20.ipynb ├── Chapter 21.ipynb ├── Chapter 22.ipynb ├── Chapter 23.ipynb ├── Chapter 24.ipynb ├── Chapter 9.ipynb ├── Ordered_Probit_Model.png ├── Ordinal Model_Kruschke_Liddell.ipynb ├── data │ ├── 18_3shrinkage.csv │ ├── AnovaShrinkageData.csv │ ├── BattingAverage.csv │ ├── BugsRatsData.csv │ ├── CondLogistRegData1.csv │ ├── CondLogistRegData2.csv │ ├── CrimeDrink.csv │ ├── FourByFourCount.csv │ ├── FruitflyDataReduced.csv │ ├── Guber1999data.csv │ ├── HGN.csv │ ├── HairEyeColor.csv │ ├── HappinessAssetsDebt.csv │ ├── HierLinRegressData.csv │ ├── HtWtData110.csv │ ├── HtWtData30.csv │ ├── HtWtData300.csv │ ├── IncomeFamszState.csv │ ├── IncomeFamszState3yr.csv │ ├── ItemResponseTheoryData.csv │ ├── MetaAnalysisBetaBlocker.csv │ ├── Movies.csv │ ├── MultLinRegrPlotCorr.csv │ ├── MultLinRegrPlotUnif.csv │ ├── NonhomogVarData.csv │ ├── OrdinalProbitData-1grp-1.csv │ ├── OrdinalProbitData-1grp-2.csv │ ├── OrdinalProbitData-LinReg-2.csv │ ├── OrdinalProbitData-Movies.csv │ ├── OrdinalProbitData1.csv │ ├── RatLives.csv │ ├── Salary.csv │ ├── SeaweedData.csv │ ├── ShohatOphirKAMH2012dataReduced.csv │ ├── SoftmaxRegData1.csv │ ├── SoftmaxRegData2.csv │ ├── SplitPlotAgriData.csv │ ├── StormTressoldiDiRisio2010data.csv │ ├── TherapeuticTouchData.csv │ ├── TwoGroupIQ.csv │ ├── background_music.csv │ ├── z15N50.csv │ └── z6N8z2N7.csv └── images │ ├── DBDA2.png │ ├── OrderedProbitModel-MoviesData-OrdModel-PostPred.png │ ├── OrderedProbitModel-MoviesData-OrdModel-Thresh.png │ ├── fig10_2.png │ ├── fig15_3.png │ ├── fig16_11.png │ ├── fig16_2.png │ ├── fig17_2.png │ ├── fig17_6.png │ ├── fig18_10.png │ ├── fig18_4.png │ ├── fig18_5.png │ ├── fig18_6.png │ ├── fig19_2.png │ ├── fig19_4.png │ ├── fig19_6.png │ ├── fig20_2.png │ ├── fig20_7.png │ ├── fig21_12.png │ ├── fig21_2.png │ ├── fig22_2L.png │ ├── fig22_2R.png │ ├── fig22_4.png │ ├── fig24_2.png │ ├── fig9_10.png │ ├── fig9_13.png │ ├── fig9_17.png │ └── fig9_7.png └── README.md /.gitignore: -------------------------------------------------------------------------------- 1 | # Byte-compiled / optimized / DLL files 2 | __pycache__/ 3 | *.py[cod] 4 | *$py.class 5 | 6 | # C extensions 7 | *.so 8 | 9 | # Distribution / packaging 10 | .Python 11 | env/ 12 | build/ 13 | develop-eggs/ 14 | dist/ 15 | downloads/ 16 | eggs/ 17 | .eggs/ 18 | lib/ 19 | lib64/ 20 | parts/ 21 | sdist/ 22 | var/ 23 | *.egg-info/ 24 | .installed.cfg 25 | *.egg 26 | 27 | # PyInstaller 28 | # Usually these files are written by a python script from a template 29 | # before PyInstaller builds the exe, so as to inject date/other infos into it. 30 | *.manifest 31 | *.spec 32 | 33 | # Installer logs 34 | pip-log.txt 35 | pip-delete-this-directory.txt 36 | 37 | # Unit test / coverage reports 38 | htmlcov/ 39 | .tox/ 40 | .coverage 41 | .coverage.* 42 | .cache 43 | nosetests.xml 44 | coverage.xml 45 | *,cover 46 | .hypothesis/ 47 | 48 | # Translations 49 | *.mo 50 | *.pot 51 | 52 | # Django stuff: 53 | *.log 54 | local_settings.py 55 | 56 | # Flask stuff: 57 | instance/ 58 | .webassets-cache 59 | 60 | # Scrapy stuff: 61 | .scrapy 62 | 63 | # Sphinx documentation 64 | docs/_build/ 65 | 66 | # PyBuilder 67 | target/ 68 | 69 | # IPython Notebook 70 | .ipynb_checkpoints 71 | 72 | # pyenv 73 | .python-version 74 | 75 | # celery beat schedule file 76 | celerybeat-schedule 77 | 78 | # dotenv 79 | .env 80 | 81 | # virtualenv 82 | venv/ 83 | ENV/ 84 | 85 | # Spyder project settings 86 | .spyderproject 87 | 88 | # Rope project settings 89 | .ropeproject 90 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | The MIT License (MIT) 2 | 3 | Copyright (c) 2016 Jordi Warmenhoven 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /Notebooks/Ordered_Probit_Model.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/JWarmenhoven/DBDA-python/79508afe2531e97db44346d882b61aa7ef03d54e/Notebooks/Ordered_Probit_Model.png -------------------------------------------------------------------------------- /Notebooks/data/18_3shrinkage.csv: -------------------------------------------------------------------------------- 1 | "State","Spend","StuTeaRat","Salary","PrcntTake","SATV","SATM","SATT","xRand1","xRand2","xRand3","xRand4","xRand5","xRand6","xRand7","xRand8","xRand9","xRand10","xRand11","xRand12" 2 | "Alabama",4.405,17.2,31.144,8,491,538,1029,-0.207901249596102,0.975430480120989,0.697159816561028,-0.461373065858197,-0.372392998380476,-0.586950772872907,0.997584688529188,-0.0389799767630033,-0.0485343959118474,0.822557785830181,-0.21174301427471,-0.0747608567207227 3 | "Alaska",8.963,17.6,47.951,47,445,489,934,0.0378588038985896,-0.263789063308154,-1.29295161410892,-0.467127187496556,0.837334331564439,-0.171515556336564,0.234234028296106,0.0326226875138148,-0.38419391943069,-0.780150276092794,-1.64403265480375,0.122416187941117 4 | "Arizona",4.778,19.3,32.175,27,448,496,944,-0.824948269629915,-0.352707598361612,-2.00245382836332,0.131457490040587,0.228556166403639,0.426742360768,-0.00773336440060003,-0.618603207265274,-0.329468627550609,-1.16919019077496,-1.0909205697216,0.338399049979964 5 | "Arkansas",4.459,17.1,28.934,6,482,523,1005,-0.302171846918217,-1.62339851256178,1.34038036621036,0.810939368606006,-0.237944901200319,1.28110279168692,-1.89779992686501,-0.0543988087706234,2.26259356804392,1.76455473812687,0.189463865114513,0.780979593833668 6 | "California",4.992,24,41.078,45,417,485,902,0.211716804102816,0.459005470259833,-0.325939039082781,0.213266522969882,-0.683693045898031,1.28604942561016,-0.550715270243657,0.611201198675577,0.28236716760614,-0.157777006085146,0.362889067146544,-0.418922162463634 7 | "Colorado",5.443,18.4,34.571,29,462,518,980,-2.16403229182597,-0.0143931578121054,-0.780375435972604,-2.07030532315957,1.27426257878373,0.0655092358933079,-0.955373711197829,0.364988894684848,-0.34564929807671,-1.83430238952138,-0.47964974404003,-0.656140384720993 8 | "Connecticut",8.817,14.4,50.045,81,431,477,908,0.745800297539066,-2.08712788592056,1.09607138242938,-1.0820958410687,-0.974589893357658,-0.974402288768164,0.464208998558999,0.123024408690415,-0.165820477214172,-0.466947066255252,0.254544618147036,-1.70239178581694 9 | "Delaware",7.03,16.6,39.076,68,429,468,897,0.00626469413011371,-0.483986585897078,-0.936947323036859,0.680931271317089,1.29990823532695,0.851610729820617,-0.493717502424083,-1.41282018845252,-0.56502493086743,-0.372197817652579,0.057960123513904,-0.0111537299356255 10 | "Florida",5.718,19.1,32.588,48,420,469,889,-0.41341403219141,0.0648330854527052,-0.153562260866496,0.639464507371617,-0.899340796396393,-0.939953831105144,-0.252611027023544,0.407849741850969,-0.36152766049454,1.21453166661767,-1.17465993958882,0.228524423318145 11 | "Georgia",5.193,16.3,32.291,65,406,448,854,-0.165524829699678,-0.819735420781837,0.854629510642926,1.26669280361573,-0.946530916842301,-0.345881770653118,0.455028431847071,0.666574688041714,-0.438941782074635,0.704853378337489,-0.882848902515975,-0.380649102299625 12 | "Hawaii",6.078,17.9,38.518,57,407,482,889,-0.886377749215094,-0.446024489252827,-1.12077727288302,-0.841605487606401,-1.53774650707527,-0.689179671661657,-2.26863462788249,0.0627154116196178,1.13499356907614,-1.00192889402175,-0.688067493925912,-1.13847250709999 13 | "Idaho",4.21,19.1,29.783,15,468,511,979,-0.722173878552729,0.132701767610177,-1.19630498339562,1.18068553157588,1.82055712074058,-0.31980338610543,-0.312165277318732,-0.70268013203779,2.46250376673165,-0.78054834343807,-0.406852214409507,2.10549560230646 14 | "Illinois",6.136,17.3,39.431,13,488,560,1048,-1.53484220946147,-0.291107862048326,0.277769920344309,0.0198505131739589,0.327587936446218,2.05183667725739,-0.713724778280131,1.44053864324395,0.204098097339667,-1.58771922784258,-0.510829806249378,0.360535035975433 15 | "Indiana",5.826,17.5,36.785,58,415,467,882,-0.952635971726129,0.955235617226803,2.80112502548017,2.69622982998652,0.415211923775626,-0.309144111214149,0.713975575096239,-1.5435961093533,0.186502387519131,0.157563611185141,0.524717744743532,-2.84450614927439 16 | "Iowa",5.483,15.8,31.511,5,516,583,1099,1.74646870489752,-0.17244685837918,-0.460090727871346,-0.606259752081638,0.9928918058992,-1.11815810889795,1.79740164926355,0.418376253532735,1.723734020044,-0.94153695228363,-1.05004783343331,-0.601990846736391 17 | "Kansas",5.817,15.1,34.652,9,503,557,1060,0.719988552156654,0.69546151795962,1.3309812304238,0.0391261929550525,0.171792626300072,0.923508141566017,-0.706369430379306,-0.271357590515402,-0.269835112441688,-0.667077288719832,-0.859792541666022,-0.604150367667773 18 | "Kentucky",5.217,17,32.257,11,477,522,999,1.13021858134191,0.116497158699144,0.086562092008099,-0.304736566492592,0.588177595099866,-0.775444320599161,-0.0197626062305198,1.63765087732982,-1.15329210290132,2.66419561672059,1.1055014857178,1.00055162381673 19 | "Louisiana",4.761,16.8,26.461,9,486,535,1021,0.220476314224168,0.00453382500761189,-0.114593178436652,0.22451533295134,0.411051663696904,-0.35614499320522,-0.107389108638209,-0.00558772476216918,-0.209961662107915,-0.842829436967105,0.316134745174541,0.436849081275467 20 | "Maine",6.428,13.8,31.972,68,427,469,896,-1.97147435596675,1.22109736980164,-0.123526150281212,-0.833253644925329,0.727948518056803,-0.760284334205973,-0.745598610593384,-1.13598623672466,0.847579077322271,-1.05610076758819,1.4115820628165,0.651405629889334 21 | "Maryland",7.245,17,40.661,64,430,479,909,0.483532645203719,1.87388950399964,-0.78444060567909,1.10504304503544,-0.636564004041134,-0.762566572169179,-0.505482310266721,0.726805307981011,-1.63391951136865,-0.158249232026709,-0.0963540379169244,0.567700722087593 22 | "Massachusetts",7.287,14.8,40.795,80,430,477,907,-0.345194783238613,0.451203096831394,1.18791652754554,0.0718899219161112,2.03228934786461,3.11815827469163,0.0867608483857127,0.75788253082009,0.0130294961571624,-0.716219819471725,0.0645954207892535,-0.738286100259608 23 | "Michigan",6.994,20.1,41.895,11,484,549,1033,-0.637191353596372,0.711344644707731,-0.121040465303115,0.652619630647887,1.54721895341095,0.0576138651735124,-0.490810363118992,0.645204280552236,1.30718376499844,0.109095320060633,0.91588033220841,0.487472339626039 24 | "Minnesota",6,17.5,35.948,9,506,579,1085,-0.879624606210298,-1.04691591700141,-0.663019739328688,1.56380237276888,1.01902126867384,-1.77546423061014,0.660289709761776,-1.89590746198485,0.456447281041472,-1.26204418269453,-0.220977846886805,0.297119555424054 25 | "Mississippi",4.08,17.5,26.818,4,496,540,1036,-0.397764719767482,-1.64687812244781,0.346407253775592,1.06415883448513,-0.993337268306728,-0.128265460697721,-1.66345415782072,-0.258016765971803,0.278732199821201,-0.55525934101406,1.49094832032774,1.34664911423111 26 | "Missouri",5.383,15.5,31.189,9,495,550,1045,-0.524585969562749,-1.1838395668607,0.0661120778339063,1.38082916578197,0.547584651354403,-0.282559040812746,1.60565675511535,0.512424765315254,-0.87072740903501,0.978983311458451,0.17163008784681,0.757859479252481 27 | "Montana",5.692,16.3,28.785,21,473,536,1009,-0.00760390222166438,-0.623882024888261,1.28606808802827,-0.22536712094782,-1.62119367300735,0.619915266731891,-0.221323246044337,0.132264635919942,-0.0512562373059726,-1.01360358358478,-0.119457686651287,0.346993949259894 28 | "Nebraska",5.935,14.5,30.922,9,494,556,1050,-0.0216567811610833,-2.23439653925651,1.04766471095533,-0.0706333635876143,0.0414074287965703,-0.92442982881222,-0.185434555934162,-0.757286954331212,-0.459154053985229,-0.550828320875008,-0.144006410398259,1.2857421546551 29 | "Nevada",5.16,18.7,34.836,30,434,483,917,1.31575867719695,0.941928339259397,0.586322346007241,-0.777935938020693,-1.41844036227825,0.18985175582878,0.672837439759842,0.159378808236979,-0.356940755539267,1.35173416878567,-0.0751097724347004,0.121515910179706 30 | "New Hampshire",5.859,15.6,34.72,70,444,491,935,0.535141812501157,0.295152350842061,0.0468077151263067,0.635538962274437,0.724904639998271,-1.00411697207301,0.110834775250619,-0.520645952491159,-1.43485353046215,1.14163555927573,-1.99162051897993,-0.725951943907149 31 | "New Jersey",9.774,13.8,46.087,70,420,478,898,1.0330267717456,-0.441675915957535,-0.0554635287180811,0.0939889141751798,-0.635911707261911,1.05907127597175,-1.09280862496044,0.0293475252667259,1.1139253998778,0.279066183726796,-0.000775907118758485,-1.25154139908902 32 | "New Mexico",4.586,17.2,28.493,11,485,530,1015,1.75955450455022,-0.091783535446752,0.360532533408169,-0.493180402906857,0.815002812000726,-0.224502379094058,-0.386963984108956,0.696180848246822,-0.85168695172523,1.27045660989202,1.03240404791359,0.912564470078736 33 | "New York",9.623,15.2,47.612,74,419,473,892,-1.87871176630809,-1.03925732812261,-1.19334763647419,-1.28832263280784,-0.378334019672068,-0.0977927915372107,-0.828216675988779,0.437257064889723,-1.00222699125239,0.843110947216228,0.541124219772456,-0.763718165981597 34 | "North Carolina",5.077,16.2,30.793,60,411,454,865,-2.09572509550788,1.69063160767171,0.465025908845485,0.218615810559383,0.36498424954597,0.744769515775448,0.367837941917761,0.13262857784869,0.00663077467833923,1.8971601541144,1.1675456741645,-0.372820779655585 35 | "North Dakota",4.775,15.3,26.327,5,515,592,1107,-0.608000602313774,-0.265184695000625,-0.880580559864409,-0.63909812362216,-0.0419784667962332,-0.212612501861063,0.657204032035399,-0.041926303590664,0.948873797826068,-0.969167231471734,0.0160505110496175,-0.241933385967195 36 | "Ohio",6.162,16.6,36.802,23,460,515,975,-0.253179611793995,0.771639403816663,0.0198267050643626,-0.937312556321626,-1.93489376645212,0.565794428294465,0.408246744393215,-1.34053501851092,-0.416081468982992,0.973660357482431,0.122134086921829,-0.676302813467741 37 | "Oklahoma",4.845,15.5,28.172,9,491,536,1027,0.574850011153127,0.243845758984462,0.82952506464306,-1.60762399699506,-1.09676248273738,1.43107517015784,-0.387726169218062,0.485086327495846,-2.51089670742,-1.30209355073515,0.137353027112065,-2.25493293258187 38 | "Oregon",6.436,19.9,38.555,51,448,499,947,0.313558867875762,-0.89031000095137,2.39658173520565,-0.193215039749716,0.618100973286362,0.92592009436727,0.91033535756024,-0.487418278411703,0.400444402141321,-0.208574442117719,1.3122899442258,-1.22649401457062 39 | "Pennsylvania",7.109,17.1,44.51,70,419,461,880,1.5873633675943,-0.52941506001554,-1.42366453724198,0.602391872933898,-0.0302238219484336,0.213696090396915,1.43717296044947,1.38078017210277,-0.87671145106125,-0.351996070322051,-0.838903027607086,0.978637692222749 40 | "Rhode Island",7.469,14.7,40.729,70,425,463,888,-0.203145496248846,-0.490427361582026,0.0235031668214224,-2.27451881311739,-1.69959053654853,-0.783777164377167,0.332864507134239,-0.819059522793498,1.0759503163378,0.592035742910572,1.05315409624854,0.45973346169046 41 | "South Carolina",4.797,16.4,30.279,58,401,443,844,0.254593998474275,-1.38490973531003,-0.866627586856552,-1.1279730077486,0.237498694670538,-2.00071062706261,0.974546703315476,-0.631933277339492,0.316350794022776,0.864592294285791,-0.380260738305971,-0.00426862366548247 42 | "South Dakota",4.775,14.4,25.994,5,505,563,1068,1.90887351489278,0.921257136365102,-1.34193654028867,-0.112145601894107,1.8583521352702,1.20576957517188,-0.574778422248386,2.13632536934317,-0.812871491166229,0.558539020448659,0.245566117417372,0.0898605017089295 43 | "Tennessee",4.388,18.6,32.477,12,497,543,1040,0.341001508890031,1.64876621464142,0.259212127451686,0.20971472684264,0.822912058124836,0.170055306895114,0.689201760382905,-0.415719452081901,-0.262009430471042,-0.700861027048431,1.79476049720321,0.857361823555878 44 | "Texas",5.222,15.7,31.223,47,419,474,893,0.894375923201761,0.874214384403331,-0.235867065639116,0.944964522426017,-0.25486437090685,-0.981866919245795,-1.70707758950835,-0.849555197402493,-0.461472223604369,-0.907148878858291,-0.806322370586259,0.576406317185317 45 | "Utah",3.656,24.3,29.082,4,513,563,1076,-1.27943862625287,-1.22431793260882,0.153541355759563,-1.93642223204569,-1.54155955996001,0.612013352100695,-0.578853371569682,-0.385443007890365,-0.560754902379959,-0.1936678367341,0.362102776268645,1.5066956559596 46 | "Vermont",6.75,13.8,35.406,68,429,472,901,1.33529067760361,0.218261870185517,-0.00312570791163138,0.885952900755649,0.374288280100929,-1.26135590173074,2.59887857992133,2.09994561626458,-0.623851982903128,-0.150787018892164,0.87003591390046,-0.395264434506912 47 | 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0.577600198772543,0.469685060669576,3 467 | -1.09104393481621,-1.11812513827312,1 468 | -0.00597390413923806,0.139177221108428,4 469 | -0.0905053834027569,-0.0368114282476322,4 470 | -1.70995543842158,-1.48926810957619,1 471 | -0.966170040801525,-1.5073238593121,4 472 | -1.31277051788108,-0.546172090823423,2 473 | 1.06608468310971,-0.948790243726105,4 474 | 0.893867998350924,0.213174715236864,3 475 | 0.960251200864314,1.15395313192835,3 476 | 0.0114748714324724,0.749679367230349,4 477 | -------------------------------------------------------------------------------- /Notebooks/data/CrimeDrink.csv: -------------------------------------------------------------------------------- 1 | "Count","Crime","Drink" 2 | 50,"Arson","Drinker" 3 | 88,"Rape","Drinker" 4 | 155,"Violence","Drinker" 5 | 379,"Theft","Drinker" 6 | 18,"Coining","Drinker" 7 | 63,"Fraud","Drinker" 8 | 43,"Arson","Nondrink" 9 | 62,"Rape","Nondrink" 10 | 110,"Violence","Nondrink" 11 | 300,"Theft","Nondrink" 12 | 14,"Coining","Nondrink" 13 | 144,"Fraud","Nondrink" 14 | -------------------------------------------------------------------------------- /Notebooks/data/FourByFourCount.csv: -------------------------------------------------------------------------------- 1 | A,B,Count 2 | A1,B1,2 3 | A1,B2,2 4 | A1,B3,1 5 | A1,B4,1 6 | A2,B1,2 7 | A2,B2,2 8 | A2,B3,1 9 | A2,B4,1 10 | A3,B1,1 11 | A3,B2,1 12 | A3,B3,2 13 | A3,B4,2 14 | A4,B1,1 15 | A4,B2,1 16 | A4,B3,2 17 | A4,B4,2 18 | -------------------------------------------------------------------------------- /Notebooks/data/FruitflyDataReduced.csv: -------------------------------------------------------------------------------- 1 | Longevity,CompanionNumber,Thorax 2 | 35,Pregnant8,0.64 3 | 37,Pregnant8,0.68 4 | 49,Pregnant8,0.68 5 | 46,Pregnant8,0.72 6 | 63,Pregnant8,0.72 7 | 39,Pregnant8,0.76 8 | 46,Pregnant8,0.76 9 | 56,Pregnant8,0.76 10 | 63,Pregnant8,0.76 11 | 65,Pregnant8,0.76 12 | 56,Pregnant8,0.8 13 | 65,Pregnant8,0.8 14 | 70,Pregnant8,0.8 15 | 63,Pregnant8,0.84 16 | 65,Pregnant8,0.84 17 | 70,Pregnant8,0.84 18 | 77,Pregnant8,0.84 19 | 81,Pregnant8,0.84 20 | 86,Pregnant8,0.84 21 | 70,Pregnant8,0.88 22 | 70,Pregnant8,0.88 23 | 77,Pregnant8,0.92 24 | 77,Pregnant8,0.92 25 | 81,Pregnant8,0.92 26 | 77,Pregnant8,0.94 27 | 40,None0,0.64 28 | 37,None0,0.7 29 | 44,None0,0.72 30 | 47,None0,0.72 31 | 47,None0,0.72 32 | 47,None0,0.76 33 | 68,None0,0.78 34 | 47,None0,0.8 35 | 54,None0,0.84 36 | 61,None0,0.84 37 | 71,None0,0.84 38 | 75,None0,0.84 39 | 89,None0,0.84 40 | 58,None0,0.88 41 | 59,None0,0.88 42 | 62,None0,0.88 43 | 79,None0,0.88 44 | 96,None0,0.88 45 | 58,None0,0.92 46 | 62,None0,0.92 47 | 70,None0,0.92 48 | 72,None0,0.92 49 | 75,None0,0.92 50 | 96,None0,0.92 51 | 75,None0,0.94 52 | 46,Pregnant1,0.64 53 | 42,Pregnant1,0.68 54 | 65,Pregnant1,0.72 55 | 46,Pregnant1,0.76 56 | 58,Pregnant1,0.76 57 | 42,Pregnant1,0.8 58 | 48,Pregnant1,0.8 59 | 58,Pregnant1,0.8 60 | 50,Pregnant1,0.82 61 | 80,Pregnant1,0.82 62 | 63,Pregnant1,0.84 63 | 65,Pregnant1,0.84 64 | 70,Pregnant1,0.84 65 | 70,Pregnant1,0.84 66 | 72,Pregnant1,0.84 67 | 97,Pregnant1,0.84 68 | 46,Pregnant1,0.88 69 | 56,Pregnant1,0.88 70 | 70,Pregnant1,0.88 71 | 70,Pregnant1,0.88 72 | 72,Pregnant1,0.88 73 | 76,Pregnant1,0.88 74 | 90,Pregnant1,0.88 75 | 76,Pregnant1,0.92 76 | 92,Pregnant1,0.92 77 | 21,Virgin1,0.68 78 | 40,Virgin1,0.68 79 | 44,Virgin1,0.72 80 | 54,Virgin1,0.76 81 | 36,Virgin1,0.78 82 | 40,Virgin1,0.8 83 | 56,Virgin1,0.8 84 | 60,Virgin1,0.8 85 | 48,Virgin1,0.84 86 | 53,Virgin1,0.84 87 | 60,Virgin1,0.84 88 | 60,Virgin1,0.84 89 | 65,Virgin1,0.84 90 | 68,Virgin1,0.84 91 | 60,Virgin1,0.88 92 | 81,Virgin1,0.88 93 | 81,Virgin1,0.88 94 | 48,Virgin1,0.9 95 | 48,Virgin1,0.9 96 | 56,Virgin1,0.9 97 | 68,Virgin1,0.9 98 | 75,Virgin1,0.9 99 | 81,Virgin1,0.9 100 | 48,Virgin1,0.92 101 | 68,Virgin1,0.92 102 | 16,Virgin8,0.64 103 | 19,Virgin8,0.64 104 | 19,Virgin8,0.68 105 | 32,Virgin8,0.72 106 | 33,Virgin8,0.72 107 | 33,Virgin8,0.74 108 | 30,Virgin8,0.76 109 | 42,Virgin8,0.76 110 | 42,Virgin8,0.76 111 | 33,Virgin8,0.78 112 | 26,Virgin8,0.8 113 | 30,Virgin8,0.8 114 | 40,Virgin8,0.82 115 | 54,Virgin8,0.82 116 | 34,Virgin8,0.84 117 | 34,Virgin8,0.84 118 | 47,Virgin8,0.84 119 | 47,Virgin8,0.84 120 | 42,Virgin8,0.88 121 | 47,Virgin8,0.88 122 | 54,Virgin8,0.88 123 | 54,Virgin8,0.88 124 | 56,Virgin8,0.88 125 | 60,Virgin8,0.88 126 | 44,Virgin8,0.92 127 | -------------------------------------------------------------------------------- /Notebooks/data/Guber1999data.csv: -------------------------------------------------------------------------------- 1 | State,Spend,StuTeaRat,Salary,PrcntTake,SATV,SATM,SATT 2 | Alabama,4.405,17.2,31.144,8,491,538,1029 3 | Alaska,8.963,17.6,47.951,47,445,489,934 4 | Arizona,4.778,19.3,32.175,27,448,496,944 5 | Arkansas,4.459,17.1,28.934,6,482,523,1005 6 | California,4.992,24,41.078,45,417,485,902 7 | Colorado,5.443,18.4,34.571,29,462,518,980 8 | Connecticut,8.817,14.4,50.045,81,431,477,908 9 | Delaware,7.03,16.6,39.076,68,429,468,897 10 | Florida,5.718,19.1,32.588,48,420,469,889 11 | Georgia,5.193,16.3,32.291,65,406,448,854 12 | Hawaii,6.078,17.9,38.518,57,407,482,889 13 | Idaho,4.21,19.1,29.783,15,468,511,979 14 | Illinois,6.136,17.3,39.431,13,488,560,1048 15 | Indiana,5.826,17.5,36.785,58,415,467,882 16 | Iowa,5.483,15.8,31.511,5,516,583,1099 17 | Kansas,5.817,15.1,34.652,9,503,557,1060 18 | Kentucky,5.217,17,32.257,11,477,522,999 19 | Louisiana,4.761,16.8,26.461,9,486,535,1021 20 | Maine,6.428,13.8,31.972,68,427,469,896 21 | Maryland,7.245,17,40.661,64,430,479,909 22 | Massachusetts,7.287,14.8,40.795,80,430,477,907 23 | Michigan,6.994,20.1,41.895,11,484,549,1033 24 | Minnesota,6,17.5,35.948,9,506,579,1085 25 | Mississippi,4.08,17.5,26.818,4,496,540,1036 26 | Missouri,5.383,15.5,31.189,9,495,550,1045 27 | Montana,5.692,16.3,28.785,21,473,536,1009 28 | Nebraska,5.935,14.5,30.922,9,494,556,1050 29 | Nevada,5.16,18.7,34.836,30,434,483,917 30 | New Hampshire,5.859,15.6,34.72,70,444,491,935 31 | New Jersey,9.774,13.8,46.087,70,420,478,898 32 | New Mexico,4.586,17.2,28.493,11,485,530,1015 33 | New York,9.623,15.2,47.612,74,419,473,892 34 | North Carolina,5.077,16.2,30.793,60,411,454,865 35 | North Dakota,4.775,15.3,26.327,5,515,592,1107 36 | Ohio,6.162,16.6,36.802,23,460,515,975 37 | Oklahoma,4.845,15.5,28.172,9,491,536,1027 38 | Oregon,6.436,19.9,38.555,51,448,499,947 39 | Pennsylvania,7.109,17.1,44.51,70,419,461,880 40 | Rhode Island,7.469,14.7,40.729,70,425,463,888 41 | South Carolina,4.797,16.4,30.279,58,401,443,844 42 | South Dakota,4.775,14.4,25.994,5,505,563,1068 43 | Tennessee,4.388,18.6,32.477,12,497,543,1040 44 | Texas,5.222,15.7,31.223,47,419,474,893 45 | Utah,3.656,24.3,29.082,4,513,563,1076 46 | Vermont,6.75,13.8,35.406,68,429,472,901 47 | Virginia,5.327,14.6,33.987,65,428,468,896 48 | Washington,5.906,20.2,36.151,48,443,494,937 49 | West Virginia,6.107,14.8,31.944,17,448,484,932 50 | Wisconsin,6.93,15.9,37.746,9,501,572,1073 51 | Wyoming,6.16,14.9,31.285,10,476,525,1001 52 | -------------------------------------------------------------------------------- /Notebooks/data/HGN.csv: -------------------------------------------------------------------------------- 1 | Hair,Gender,Number,Name,Group 2 | black,M,2,Alex,1 3 | brown,F,4,Betty,1 4 | blond,F,3,Carla,1 5 | black,F,7,Diane,2 6 | black,M,1,Edward,2 7 | red,M,7,Frank,2 8 | brown,F,10,Gabrielle,2 9 | -------------------------------------------------------------------------------- /Notebooks/data/HairEyeColor.csv: -------------------------------------------------------------------------------- 1 | Hair,Eye,Count 2 | Black,Blue,20 3 | Black,Brown,68 4 | Black,Green,5 5 | Black,Hazel,15 6 | Blond,Blue,94 7 | Blond,Brown,7 8 | Blond,Green,16 9 | Blond,Hazel,10 10 | Brown,Blue,84 11 | Brown,Brown,119 12 | Brown,Green,29 13 | Brown,Hazel,54 14 | Red,Blue,17 15 | Red,Brown,26 16 | Red,Green,14 17 | Red,Hazel,14 18 | -------------------------------------------------------------------------------- /Notebooks/data/HierLinRegressData.csv: -------------------------------------------------------------------------------- 1 | "Subj","X","Y" 2 | 1,60.2,145.6 3 | 1,61.5,157.3 4 | 1,61.7,165.6 5 | 1,62.3,158.8 6 | 1,67.6,196.1 7 | 1,69.2,183.9 8 | 2,53.7,165 9 | 2,60.1,166.9 10 | 2,60.5,179 11 | 2,62.3,196.2 12 | 2,63,192.3 13 | 2,64,200.7 14 | 2,64.1,187.8 15 | 2,66.7,158.9 16 | 2,67.1,178.2 17 | 3,63.5,161.4 18 | 3,65.4,98.8 19 | 3,69.6,145.9 20 | 3,71,151.6 21 | 3,77.6,144.8 22 | 3,79.1,140.4 23 | 3,81.1,165.1 24 | 4,65,172.2 25 | 4,69.8,191.4 26 | 5,65.1,119 27 | 5,68.5,168.6 28 | 5,71.8,136.7 29 | 5,76.6,119.7 30 | 5,83.3,189 31 | 6,69.9,70 32 | 6,71.3,86.4 33 | 6,75,93.6 34 | 6,75.4,113.8 35 | 6,76.9,122.2 36 | 6,77.4,120.8 37 | 6,79.1,161.8 38 | 6,86.2,188.1 39 | 7,67.2,144.5 40 | 7,73.4,187.3 41 | 7,77.3,171.9 42 | 8,59.7,91.9 43 | 8,62.3,131 44 | 8,65.3,157.7 45 | 8,66.2,162.7 46 | 8,74.1,201.8 47 | 8,74.8,142.6 48 | 9,59.1,125.4 49 | 9,63.3,122.3 50 | 9,68.5,122.5 51 | 9,70.1,141.3 52 | 9,73.9,167.6 53 | 10,65.5,101.8 54 | 10,68.5,127.3 55 | 10,68.7,119.2 56 | 10,68.9,124.4 57 | 10,80.5,124.1 58 | 10,83.3,146.9 59 | 11,62,147.5 60 | 11,62.2,144.4 61 | 11,62.5,167.4 62 | 11,63.4,193.3 63 | 11,65.1,172.4 64 | 11,68,196.6 65 | 12,63.6,120.2 66 | 12,71.7,160 67 | 12,72,165.3 68 | 12,75.4,158.7 69 | 13,56,203.4 70 | 13,57.8,152.1 71 | 13,57.9,157.9 72 | 13,57.9,167.2 73 | 13,60,147.7 74 | 13,66.9,240.4 75 | 14,50.8,131.4 76 | 14,56.3,143.7 77 | 14,57.3,159.5 78 | 14,62.4,198.3 79 | 14,62.6,194.7 80 | 14,66.4,174 81 | 14,67.9,189.4 82 | 15,59.6,146.6 83 | 15,66,153.7 84 | 16,56.3,146.6 85 | 16,64.2,144.6 86 | 16,65.9,159.4 87 | 16,69.4,163.8 88 | 16,73.3,202.6 89 | 17,63.6,153.6 90 | 17,63.8,146.8 91 | 17,64.8,137.8 92 | 17,65.9,145 93 | 17,68.9,166.1 94 | 17,72.3,154 95 | 17,72.8,189.7 96 | 17,76.2,184.8 97 | 17,76.6,172.5 98 | 18,61.8,126.4 99 | 18,61.9,94.2 100 | 18,63.2,97.7 101 | 18,70.2,141.9 102 | 18,70.4,117.6 103 | 18,71.2,133.9 104 | 18,71.9,156 105 | 18,75.4,162.6 106 | 18,75.5,184.3 107 | 19,66.5,132.6 108 | 19,68.2,202 109 | 20,63.6,152.4 110 | 20,64.5,202.1 111 | 20,64.6,171.9 112 | 20,68.2,146.5 113 | 20,70.4,221.9 114 | 21,49.1,114.8 115 | 21,57.5,172.7 116 | 21,60.4,201.7 117 | 21,63.9,208.7 118 | 22,58.3,94.5 119 | 22,63,91.5 120 | 22,65.3,116.1 121 | 22,66.3,137.8 122 | 22,66.5,134.8 123 | 22,67.4,152.4 124 | 22,72.1,152.6 125 | 23,61.9,104.5 126 | 23,62.5,111.8 127 | 23,63.1,129.8 128 | 23,63.7,99.8 129 | 23,64,124.6 130 | 23,66.7,175.6 131 | 23,81.8,203.6 132 | 24,49.1,153.6 133 | 25,86.2,153.6 134 | -------------------------------------------------------------------------------- /Notebooks/data/HtWtData110.csv: -------------------------------------------------------------------------------- 1 | "male","height","weight" 2 | 0,63.2,168.7 3 | 0,68.7,169.8 4 | 0,64.8,176.6 5 | 0,67.9,246.8 6 | 1,68.9,151.6 7 | 1,67.8,158 8 | 1,68.2,168.6 9 | 0,64.8,137.2 10 | 1,64.3,177 11 | 0,64.7,128 12 | 1,66.9,168.4 13 | 1,66.9,136.2 14 | 1,67.1,160.3 15 | 1,70.2,233.9 16 | 1,67.4,171.7 17 | 1,71.1,185.5 18 | 0,63.4,177.6 19 | 1,66.9,132.9 20 | 0,71,140.1 21 | 1,70.4,151.9 22 | 0,59.5,147.2 23 | 1,70.4,159 24 | 0,61.5,113 25 | 1,74.5,194.5 26 | 0,65.3,145.1 27 | 1,68.8,196.5 28 | 0,67.2,148.9 29 | 1,68.7,132.9 30 | 0,60,168.4 31 | 0,62.5,146.2 32 | 1,72,236.4 33 | 1,67.9,140 34 | 1,65.1,156.2 35 | 1,63.5,178.7 36 | 1,68.2,147.5 37 | 0,64.6,97.7 38 | 1,68.1,189.6 39 | 0,66.2,221.9 40 | 0,62.8,168.1 41 | 0,65.3,143.1 42 | 0,65.8,217.7 43 | 0,68.7,133.2 44 | 0,63.8,96.5 45 | 1,70.6,270.6 46 | 0,61.5,137.2 47 | 0,61.9,124.2 48 | 0,65.1,128.3 49 | 1,68.7,203.6 50 | 0,57.6,132.4 51 | 1,66.3,189.4 52 | 1,69,174 53 | 0,63.4,163.3 54 | 1,69.5,183.5 55 | 1,67.8,193.8 56 | 0,61.6,119.7 57 | 1,71.2,157.4 58 | 1,67.4,146.1 59 | 0,66.1,128.3 60 | 1,70.7,179.1 61 | 0,67,140 62 | 1,66.8,202.2 63 | 1,69.9,169.4 64 | 0,57.7,122.8 65 | 0,62.5,248.5 66 | 1,66.6,154.4 67 | 0,60.6,140.2 68 | 1,70.4,141.6 69 | 0,66.4,144.4 70 | 0,62.3,116.2 71 | 1,73.3,175 72 | 0,67.2,141.9 73 | 0,62.8,156.3 74 | 0,64.8,164.6 75 | 0,59.5,122 76 | 1,70.5,227.2 77 | 1,71.2,143.5 78 | 0,64.6,115.8 79 | 1,71.7,164.7 80 | 0,62.4,125.1 81 | 1,72.3,147 82 | 1,68.4,188.5 83 | 0,62.8,102.5 84 | 1,72.7,198.2 85 | 1,70.2,164.7 86 | 0,63.7,109.5 87 | 1,66,196.2 88 | 0,58.8,103.5 89 | 0,60.1,115.2 90 | 1,68.8,128.9 91 | 1,66.8,191.9 92 | 0,61.2,95.5 93 | 0,62.8,175 94 | 0,66.4,138.6 95 | 1,71.8,220.5 96 | 0,70.4,149.4 97 | 0,65.4,121.6 98 | 1,71.8,171.8 99 | 1,70,158.1 100 | 0,66.8,200.9 101 | 0,62.3,120.6 102 | 0,63.7,121.3 103 | 1,68.4,152 104 | 0,62.3,127.9 105 | 0,62.2,116.8 106 | 0,67.4,136.4 107 | 1,69.9,174.5 108 | 1,73.2,221.6 109 | 0,61.9,160.6 110 | 0,66.1,117.1 111 | 0,63.8,122.1 112 | -------------------------------------------------------------------------------- /Notebooks/data/HtWtData30.csv: -------------------------------------------------------------------------------- 1 | "male","height","weight" 2 | 0,64,136.4 3 | 0,62.3,215.1 4 | 1,67.9,173.6 5 | 0,64.2,117.3 6 | 0,64.8,123.3 7 | 0,57.5,96.5 8 | 0,65.6,178.3 9 | 1,70.2,191.1 10 | 0,63.9,158 11 | 1,71.1,193.9 12 | 1,66.5,127.1 13 | 0,68.1,147.9 14 | 0,62.9,119 15 | 1,75.1,204.4 16 | 1,64.6,143.4 17 | 1,69.2,124.4 18 | 1,68.1,140.9 19 | 1,72.6,164.7 20 | 0,63.2,139.8 21 | 0,64.1,110.2 22 | 0,64.1,134.1 23 | 1,71.5,193.6 24 | 1,76,180 25 | 1,69.7,155 26 | 1,73.3,188.2 27 | 0,61.7,187.4 28 | 0,66.4,139.2 29 | 0,65.7,147.9 30 | 1,68.3,178.6 31 | 0,66.9,111.1 32 | -------------------------------------------------------------------------------- /Notebooks/data/HtWtData300.csv: -------------------------------------------------------------------------------- 1 | "male","height","weight" 2 | 0,64,136.4 3 | 0,62.3,215.1 4 | 1,67.9,173.6 5 | 0,64.2,117.3 6 | 0,64.8,123.3 7 | 0,57.5,96.5 8 | 0,65.6,178.3 9 | 1,70.2,191.1 10 | 0,63.9,158 11 | 1,71.1,193.9 12 | 1,66.5,127.1 13 | 0,68.1,147.9 14 | 0,62.9,119 15 | 1,75.1,204.4 16 | 1,64.6,143.4 17 | 1,69.2,124.4 18 | 1,68.1,140.9 19 | 1,72.6,164.7 20 | 0,63.2,139.8 21 | 0,64.1,110.2 22 | 0,64.1,134.1 23 | 1,71.5,193.6 24 | 1,76,180 25 | 1,69.7,155 26 | 1,73.3,188.2 27 | 0,61.7,187.4 28 | 0,66.4,139.2 29 | 0,65.7,147.9 30 | 1,68.3,178.6 31 | 0,66.9,111.1 32 | 0,62.4,119.2 33 | 0,64.5,184.4 34 | 0,60.6,100.1 35 | 1,70.8,207.3 36 | 0,61,159.8 37 | 0,66,120.7 38 | 0,59.6,102.8 39 | 1,70.1,195.7 40 | 1,66.6,130.1 41 | 0,59.8,156.5 42 | 1,68.5,113.7 43 | 0,61.4,119.1 44 | 0,64.7,142.8 45 | 1,67.4,179.9 46 | 1,68.3,166.3 47 | 1,67.3,135.4 48 | 0,62.5,118.9 49 | 1,72.4,173.9 50 | 0,64.4,117.8 51 | 1,70.6,192.6 52 | 0,66.3,122 53 | 0,65.9,129.5 54 | 0,61.1,116.9 55 | 1,67.8,177.1 56 | 0,64.4,160.1 57 | 1,71.2,199.5 58 | 0,64.5,111 59 | 1,65.4,177.4 60 | 1,67,187.9 61 | 1,70.9,177.1 62 | 0,62.4,185.3 63 | 1,70.4,223.5 64 | 1,64.6,128.4 65 | 1,69.6,184.4 66 | 0,65.9,122.1 67 | 1,70.6,216.8 68 | 1,65.4,173.8 69 | 1,73.9,197.8 70 | 1,70.1,181.1 71 | 0,64.8,136.6 72 | 0,59.7,105 73 | 1,69.2,150.1 74 | 0,61.4,125 75 | 1,70.4,172.2 76 | 1,71.1,143.9 77 | 0,60.8,132 78 | 0,68.3,110.7 79 | 1,67.4,155.9 80 | 0,63.5,174.9 81 | 1,66.8,176.6 82 | 1,73.4,167.1 83 | 0,64.8,133.5 84 | 1,68.9,211.4 85 | 1,66.5,150.6 86 | 0,64.7,144.7 87 | 0,66.2,120.7 88 | 1,69.1,222.5 89 | 1,66,168.4 90 | 0,60.9,134.3 91 | 1,72.4,182.8 92 | 1,67.5,187.2 93 | 1,71.6,193.4 94 | 1,70.6,195.2 95 | 0,64.7,131.1 96 | 1,72.7,204.5 97 | 0,64.7,108.6 98 | 0,67.9,128.1 99 | 0,65.9,152.7 100 | 0,54.6,120.3 101 | 0,64.1,183.5 102 | 1,68.3,210.6 103 | 1,72.9,163.1 104 | 0,64,143.9 105 | 0,62.1,114.4 106 | 1,67.3,170.5 107 | 0,60.4,93.2 108 | 0,63.4,147.8 109 | 0,63.3,161.2 110 | 0,61.4,114.6 111 | 1,67.7,158 112 | 0,65.1,144.5 113 | 1,67.5,184 114 | 1,67,225 115 | 0,65.6,116.9 116 | 1,70.9,183.2 117 | 0,61.5,131.5 118 | 0,59.4,217.1 119 | 0,59.7,123.6 120 | 1,69,145.9 121 | 1,71.7,170.6 122 | 0,65.7,133.5 123 | 1,67.2,165.9 124 | 1,65.9,134.1 125 | 0,64.9,111.1 126 | 1,73.6,201.1 127 | 1,70.5,156.3 128 | 0,63.6,161.5 129 | 0,64.7,145 130 | 1,69.4,159.8 131 | 1,69.2,149 132 | 0,64.5,222 133 | 1,70.9,149.7 134 | 0,63.6,130.6 135 | 1,73.7,242.5 136 | 1,67.6,150 137 | 1,65.9,191.3 138 | 1,68.1,164.1 139 | 0,64.1,135.6 140 | 0,61.6,139.4 141 | 1,71.2,114.8 142 | 0,66.7,191.6 143 | 1,71.1,194.7 144 | 1,68.6,170 145 | 0,62.8,146.9 146 | 1,67.6,186.1 147 | 0,63.1,125.8 148 | 0,65.2,96.2 149 | 1,67.4,156.8 150 | 0,64.3,117.6 151 | 0,59.9,149.6 152 | 0,61.9,125.4 153 | 0,63.4,140.7 154 | 0,59.8,150.2 155 | 1,67.7,156.5 156 | 0,64.5,137.6 157 | 0,67.4,140.3 158 | 0,66.1,174.7 159 | 1,75.1,186.1 160 | 1,67.9,191.3 161 | 1,65.7,135.2 162 | 0,64.9,130.5 163 | 0,64.8,137.1 164 | 0,55.3,166.5 165 | 0,63,280.5 166 | 0,64.1,126 167 | 0,64.3,128.3 168 | 0,63.8,166.5 169 | 0,65.1,124 170 | 1,71.8,120.8 171 | 0,66.7,193.8 172 | 0,64.5,157 173 | 0,60.7,190.8 174 | 0,59.6,110.9 175 | 1,68.4,185.9 176 | 0,63.2,163.2 177 | 0,66,167.9 178 | 0,62.5,119.8 179 | 0,67.9,122 180 | 1,70.2,178.8 181 | 1,70.3,181.1 182 | 0,67.1,168.8 183 | 0,66.2,120.9 184 | 0,62.1,96.5 185 | 1,72.4,210.4 186 | 0,65.2,139.3 187 | 1,72.1,187 188 | 1,65.6,146.5 189 | 1,67.2,141.8 190 | 1,66.2,162 191 | 1,66,173.8 192 | 0,63.6,160.7 193 | 0,65,125.3 194 | 0,57.5,125.9 195 | 0,63.4,193.7 196 | 0,67.2,234.9 197 | 0,62.8,156.9 198 | 0,65.3,221.2 199 | 1,66.7,241.6 200 | 1,70.3,170.4 201 | 1,68.6,152.6 202 | 0,66.4,172.8 203 | 0,62.9,176.6 204 | 0,57.6,123.5 205 | 0,65.3,202.1 206 | 1,70.9,182.2 207 | 1,68,190.9 208 | 1,65.4,146.6 209 | 1,67.4,158.5 210 | 1,62.8,140.5 211 | 1,73.3,168 212 | 0,64.6,182 213 | 0,70,275.2 214 | 1,68.1,164.1 215 | 1,69.4,153.5 216 | 1,71.9,159.5 217 | 0,67.8,141.7 218 | 1,63.5,194.1 219 | 1,69.8,149.6 220 | 0,66.1,157.5 221 | 0,62,149.9 222 | 1,71.5,210.8 223 | 1,71.9,154.5 224 | 1,72.6,206.5 225 | 0,64.3,123.4 226 | 1,71.7,166 227 | 1,70.1,160.8 228 | 0,64.3,167.6 229 | 0,63.9,141.9 230 | 1,74.6,186.2 231 | 1,65.5,155.7 232 | 0,63.1,148.7 233 | 1,66.7,132.6 234 | 0,65.2,356.8 235 | 0,62,164.9 236 | 1,71,187.2 237 | 1,69.4,169.6 238 | 1,69.8,178.8 239 | 1,66.6,202.2 240 | 1,71,158.9 241 | 1,74.7,186.1 242 | 0,63.6,169.7 243 | 1,69.8,147.6 244 | 0,58.9,110.6 245 | 0,67.9,146.8 246 | 0,65.2,146.2 247 | 1,70.6,164.8 248 | 0,59.8,115.7 249 | 1,71.2,191.5 250 | 1,71.5,198.6 251 | 0,63.7,143.7 252 | 1,65.1,126.7 253 | 0,64.8,123.1 254 | 0,66.8,231.5 255 | 0,64.5,134.7 256 | 1,68.6,159.4 257 | 0,65.4,141.5 258 | 1,66.5,144.5 259 | 1,68.8,150.5 260 | 1,70.4,173.7 261 | 0,57,215.5 262 | 0,60.6,146.4 263 | 0,62.8,133.6 264 | 1,73.3,240.2 265 | 1,73.2,216.6 266 | 0,61.9,89 267 | 0,66.4,213.6 268 | 1,69.9,211.3 269 | 1,60.8,140.4 270 | 0,65.9,135.7 271 | 0,61.8,151.7 272 | 0,66.5,198.3 273 | 1,64,158.7 274 | 1,68.2,218 275 | 1,71.8,172.7 276 | 1,70.4,161.9 277 | 0,63,130.3 278 | 0,60.1,123 279 | 1,66.3,157 280 | 0,67.1,131.2 281 | 0,61.5,108.7 282 | 1,66.4,202.7 283 | 1,63.8,131.9 284 | 1,69.9,164.5 285 | 1,66.1,179.2 286 | 1,66.2,154.4 287 | 0,66.5,120.1 288 | 1,70.2,189.7 289 | 0,64,160.2 290 | 1,69,145.7 291 | 0,65.7,186.2 292 | 1,69.5,144.8 293 | 0,64.1,147.4 294 | 0,61.2,120.8 295 | 0,62.6,134.9 296 | 1,67.9,164.8 297 | 1,68.5,205.9 298 | 1,69.2,172.5 299 | 0,65.9,130.8 300 | 1,68.3,146.5 301 | 1,70.2,173.8 302 | -------------------------------------------------------------------------------- /Notebooks/data/IncomeFamszState.csv: -------------------------------------------------------------------------------- 1 | "Income","Famsz","State" 2 | 48075,2,"Alabama" 3 | 55631,3,"Alabama" 4 | 65311,4,"Alabama" 5 | 62431,5,"Alabama" 6 | 57482,6,"Alabama" 7 | 49656,7,"Alabama" 8 | 74073,2,"Alaska" 9 | 77544,3,"Alaska" 10 | 85422,4,"Alaska" 11 | 89221,5,"Alaska" 12 | 94893,6,"Alaska" 13 | 81200,7,"Alaska" 14 | 56894,2,"Arizona" 15 | 62066,3,"Arizona" 16 | 69452,4,"Arizona" 17 | 63472,5,"Arizona" 18 | 57657,6,"Arizona" 19 | 56663,7,"Arizona" 20 | 44415,2,"Arkansas" 21 | 48721,3,"Arkansas" 22 | 57905,4,"Arkansas" 23 | 49443,5,"Arkansas" 24 | 51465,6,"Arkansas" 25 | 44501,7,"Arkansas" 26 | 64878,2,"California" 27 | 70890,3,"California" 28 | 79477,4,"California" 29 | 68073,5,"California" 30 | 67499,6,"California" 31 | 74290,7,"California" 32 | 64985,2,"Colorado" 33 | 69977,3,"Colorado" 34 | 81644,4,"Colorado" 35 | 73105,5,"Colorado" 36 | 74100,6,"Colorado" 37 | 74289,7,"Colorado" 38 | 72586,2,"Connecticut" 39 | 86643,3,"Connecticut" 40 | 102124,4,"Connecticut" 41 | 108055,5,"Connecticut" 42 | 89435,6,"Connecticut" 43 | 89260,7,"Connecticut" 44 | 60953,2,"Delaware" 45 | 70075,3,"Delaware" 46 | 88725,4,"Delaware" 47 | 78364,5,"Delaware" 48 | 86105,6,"Delaware" 49 | 69190,7,"Delaware" 50 | 68892,2,"District of Columbia" 51 | 69294,3,"District of Columbia" 52 | 60418,4,"District of Columbia" 53 | 82458,5,"District of Columbia" 54 | 30253,6,"District of Columbia" 55 | 51720,7,"District of Columbia" 56 | 52259,2,"Florida" 57 | 58574,3,"Florida" 58 | 69009,4,"Florida" 59 | 66248,5,"Florida" 60 | 63759,6,"Florida" 61 | 66941,7,"Florida" 62 | 55258,2,"Georgia" 63 | 61104,3,"Georgia" 64 | 68502,4,"Georgia" 65 | 63364,5,"Georgia" 66 | 64654,6,"Georgia" 67 | 59212,7,"Georgia" 68 | 67199,2,"Hawaii" 69 | 77539,3,"Hawaii" 70 | 91483,4,"Hawaii" 71 | 86463,5,"Hawaii" 72 | 89544,6,"Hawaii" 73 | 117593,7,"Hawaii" 74 | 51474,2,"Idaho" 75 | 52765,3,"Idaho" 76 | 62051,4,"Idaho" 77 | 58400,5,"Idaho" 78 | 57479,6,"Idaho" 79 | 61398,7,"Idaho" 80 | 60052,2,"Illinois" 81 | 71329,3,"Illinois" 82 | 81465,4,"Illinois" 83 | 76898,5,"Illinois" 84 | 70010,6,"Illinois" 85 | 76118,7,"Illinois" 86 | 52554,2,"Indiana" 87 | 59650,3,"Indiana" 88 | 70873,4,"Indiana" 89 | 69530,5,"Indiana" 90 | 65006,6,"Indiana" 91 | 64880,7,"Indiana" 92 | 55284,2,"Iowa" 93 | 64372,3,"Iowa" 94 | 72961,4,"Iowa" 95 | 71070,5,"Iowa" 96 | 64788,6,"Iowa" 97 | 55270,7,"Iowa" 98 | 57767,2,"Kansas" 99 | 63438,3,"Kansas" 100 | 72610,4,"Kansas" 101 | 70213,5,"Kansas" 102 | 60738,6,"Kansas" 103 | 62020,7,"Kansas" 104 | 45653,2,"Kentucky" 105 | 54683,3,"Kentucky" 106 | 64459,4,"Kentucky" 107 | 57596,5,"Kentucky" 108 | 60480,6,"Kentucky" 109 | 60663,7,"Kentucky" 110 | 48287,2,"Louisiana" 111 | 53461,3,"Louisiana" 112 | 66256,4,"Louisiana" 113 | 62991,5,"Louisiana" 114 | 59281,6,"Louisiana" 115 | 54074,7,"Louisiana" 116 | 50912,2,"Maine" 117 | 62076,3,"Maine" 118 | 70374,4,"Maine" 119 | 66259,5,"Maine" 120 | 72620,6,"Maine" 121 | 62269,7,"Maine" 122 | 73061,2,"Maryland" 123 | 85455,3,"Maryland" 124 | 101803,4,"Maryland" 125 | 94750,5,"Maryland" 126 | 95544,6,"Maryland" 127 | 97272,7,"Maryland" 128 | 69451,2,"Massachusetts" 129 | 82591,3,"Massachusetts" 130 | 99648,4,"Massachusetts" 131 | 96141,5,"Massachusetts" 132 | 104012,6,"Massachusetts" 133 | 106985,7,"Massachusetts" 134 | 52620,2,"Michigan" 135 | 61737,3,"Michigan" 136 | 74824,4,"Michigan" 137 | 73576,5,"Michigan" 138 | 64639,6,"Michigan" 139 | 57733,7,"Michigan" 140 | 62384,2,"Minnesota" 141 | 75073,3,"Minnesota" 142 | 86637,4,"Minnesota" 143 | 83506,5,"Minnesota" 144 | 84013,6,"Minnesota" 145 | 66475,7,"Minnesota" 146 | 42758,2,"Mississippi" 147 | 46685,3,"Mississippi" 148 | 58518,4,"Mississippi" 149 | 51038,5,"Mississippi" 150 | 44196,6,"Mississippi" 151 | 44760,7,"Mississippi" 152 | 51568,2,"Missouri" 153 | 60371,3,"Missouri" 154 | 71059,4,"Missouri" 155 | 67664,5,"Missouri" 156 | 67079,6,"Missouri" 157 | 62052,7,"Missouri" 158 | 52497,2,"Montana" 159 | 58636,3,"Montana" 160 | 65827,4,"Montana" 161 | 63701,5,"Montana" 162 | 63582,6,"Montana" 163 | 59479,7,"Montana" 164 | 56861,2,"Nebraska" 165 | 63702,3,"Nebraska" 166 | 72542,4,"Nebraska" 167 | 70402,5,"Nebraska" 168 | 70199,6,"Nebraska" 169 | 65345,7,"Nebraska" 170 | 60449,2,"Nevada" 171 | 67052,3,"Nevada" 172 | 71104,4,"Nevada" 173 | 70660,5,"Nevada" 174 | 61087,6,"Nevada" 175 | 81426,7,"Nevada" 176 | 64204,2,"New Hampshire" 177 | 79668,3,"New Hampshire" 178 | 93926,4,"New Hampshire" 179 | 91560,5,"New Hampshire" 180 | 97314,6,"New Hampshire" 181 | 90152,7,"New Hampshire" 182 | 72000,2,"New Jersey" 183 | 86070,3,"New Jersey" 184 | 103261,4,"New Jersey" 185 | 100126,5,"New Jersey" 186 | 100992,6,"New Jersey" 187 | 98415,7,"New Jersey" 188 | 50637,2,"New Mexico" 189 | 50630,3,"New Mexico" 190 | 55561,4,"New Mexico" 191 | 60951,5,"New Mexico" 192 | 56930,6,"New Mexico" 193 | 61156,7,"New Mexico" 194 | 58109,2,"New York" 195 | 69421,3,"New York" 196 | 82457,4,"New York" 197 | 80515,5,"New York" 198 | 77393,6,"New York" 199 | 78728,7,"New York" 200 | 52194,2,"North Carolina" 201 | 56930,3,"North Carolina" 202 | 67295,4,"North Carolina" 203 | 62396,5,"North Carolina" 204 | 57644,6,"North Carolina" 205 | 51448,7,"North Carolina" 206 | 54662,2,"North Dakota" 207 | 62635,3,"North Dakota" 208 | 75140,4,"North Dakota" 209 | 73505,5,"North Dakota" 210 | 63750,6,"North Dakota" 211 | 49328,7,"North Dakota" 212 | 52216,2,"Ohio" 213 | 61772,3,"Ohio" 214 | 73301,4,"Ohio" 215 | 71930,5,"Ohio" 216 | 69136,6,"Ohio" 217 | 68978,7,"Ohio" 218 | 50891,2,"Oklahoma" 219 | 54522,3,"Oklahoma" 220 | 62037,4,"Oklahoma" 221 | 58603,5,"Oklahoma" 222 | 55680,6,"Oklahoma" 223 | 50884,7,"Oklahoma" 224 | 56019,2,"Oregon" 225 | 62832,3,"Oregon" 226 | 72667,4,"Oregon" 227 | 67164,5,"Oregon" 228 | 62927,6,"Oregon" 229 | 69807,7,"Oregon" 230 | 53763,2,"Pennsylvania" 231 | 67757,3,"Pennsylvania" 232 | 77867,4,"Pennsylvania" 233 | 76179,5,"Pennsylvania" 234 | 71453,6,"Pennsylvania" 235 | 67571,7,"Pennsylvania" 236 | 62806,2,"Rhode Island" 237 | 76846,3,"Rhode Island" 238 | 87002,4,"Rhode Island" 239 | 77853,5,"Rhode Island" 240 | 84644,6,"Rhode Island" 241 | 74797,7,"Rhode Island" 242 | 51374,2,"South Carolina" 243 | 55296,3,"South Carolina" 244 | 65655,4,"South Carolina" 245 | 64046,5,"South Carolina" 246 | 60504,6,"South Carolina" 247 | 54201,7,"South Carolina" 248 | 54331,2,"South Dakota" 249 | 63153,3,"South Dakota" 250 | 70182,4,"South Dakota" 251 | 66960,5,"South Dakota" 252 | 60732,6,"South Dakota" 253 | 59306,7,"South Dakota" 254 | 49110,2,"Tennessee" 255 | 54014,3,"Tennessee" 256 | 64228,4,"Tennessee" 257 | 63052,5,"Tennessee" 258 | 55590,6,"Tennessee" 259 | 56194,7,"Tennessee" 260 | 55859,2,"Texas" 261 | 59222,3,"Texas" 262 | 66381,4,"Texas" 263 | 58607,5,"Texas" 264 | 54391,6,"Texas" 265 | 55052,7,"Texas" 266 | 56932,2,"Utah" 267 | 61905,3,"Utah" 268 | 69990,4,"Utah" 269 | 71190,5,"Utah" 270 | 80574,6,"Utah" 271 | 79855,7,"Utah" 272 | 56858,2,"Vermont" 273 | 65326,3,"Vermont" 274 | 74163,4,"Vermont" 275 | 73579,5,"Vermont" 276 | 77288,6,"Vermont" 277 | 51141,7,"Vermont" 278 | 65122,2,"Virginia" 279 | 74151,3,"Virginia" 280 | 85939,4,"Virginia" 281 | 85590,5,"Virginia" 282 | 75200,6,"Virginia" 283 | 86963,7,"Virginia" 284 | 64158,2,"Washington" 285 | 72533,3,"Washington" 286 | 82716,4,"Washington" 287 | 73804,5,"Washington" 288 | 67489,6,"Washington" 289 | 72990,7,"Washington" 290 | 43224,2,"West Virginia" 291 | 51836,3,"West Virginia" 292 | 58479,4,"West Virginia" 293 | 60418,5,"West Virginia" 294 | 58353,6,"West Virginia" 295 | 45281,7,"West Virginia" 296 | 57405,2,"Wisconsin" 297 | 68123,3,"Wisconsin" 298 | 80530,4,"Wisconsin" 299 | 76261,5,"Wisconsin" 300 | 68438,6,"Wisconsin" 301 | 61223,7,"Wisconsin" 302 | 59830,2,"Wyoming" 303 | 65820,3,"Wyoming" 304 | 76964,4,"Wyoming" 305 | 82446,5,"Wyoming" 306 | 68660,6,"Wyoming" 307 | 86135,7,"Wyoming" 308 | 17550,2,"Puerto Rico" 309 | 23196,3,"Puerto Rico" 310 | 27532,4,"Puerto Rico" 311 | 26896,5,"Puerto Rico" 312 | 27753,6,"Puerto Rico" 313 | 23454,7,"Puerto Rico" 314 | -------------------------------------------------------------------------------- /Notebooks/data/IncomeFamszState3yr.csv: -------------------------------------------------------------------------------- 1 | # http://www.census.gov/hhes/www/income/data/Fam_Inc_SizeofFam1.xls,,, 2 | FamilySize,State,MedianIncome,SampErr 3 | 2,Alabama,48177,581 4 | 3,Alabama,53323,1177 5 | 4,Alabama,64899,1170 6 | 5,Alabama,59417,2446 7 | 6,Alabama,54099,3781 8 | 7,Alabama,47655,3561 9 | 2,Alaska,73966,1858 10 | 3,Alaska,82276,3236 11 | 4,Alaska,87726,3722 12 | 5,Alaska,87216,6127 13 | 6,Alaska,84488,6761 14 | 7,Alaska,77683,5754 15 | 2,Arizona,55358,590 16 | 3,Arizona,57827,1318 17 | 4,Arizona,64434,1219 18 | 5,Arizona,58661,1827 19 | 6,Arizona,54121,2265 20 | 7,Arizona,54832,3306 21 | 2,Arkansas,45669,692 22 | 3,Arkansas,50050,983 23 | 4,Arkansas,56994,1518 24 | 5,Arkansas,53238,2622 25 | 6,Arkansas,51443,3700 26 | 7,Arkansas,50814,4046 27 | 2,California,63297,303 28 | 3,California,68349,657 29 | 4,California,77679,651 30 | 5,California,66267,718 31 | 6,California,64606,963 32 | 7,California,70984,1232 33 | 2,Colorado,65229,875 34 | 3,Colorado,71355,1206 35 | 4,Colorado,84431,1239 36 | 5,Colorado,73071,2385 37 | 6,Colorado,68120,4318 38 | 7,Colorado,63339,3295 39 | 2,Connecticut,72839,789 40 | 3,Connecticut,84935,1469 41 | 4,Connecticut,103173,1415 42 | 5,Connecticut,103460,2710 43 | 6,Connecticut,97696,6865 44 | 7,Connecticut,101858,9782 45 | 2,Delaware,62602,1302 46 | 3,Delaware,72298,2767 47 | 4,Delaware,83557,3441 48 | 5,Delaware,83480,5114 49 | 6,Delaware,75283,10240 50 | 7,Delaware,83110,9756 51 | 2,DistrictOfColumbia,80706,5137 52 | 3,DistrictOfColumbia,67272,5057 53 | 4,DistrictOfColumbia,87902,13651 54 | 5,DistrictOfColumbia,58576,10191 55 | 6,DistrictOfColumbia,70208,15076 56 | 7,DistrictOfColumbia,61757,8962 57 | 2,Florida,51217,285 58 | 3,Florida,55015,529 59 | 4,Florida,65406,776 60 | 5,Florida,62125,1079 61 | 6,Florida,58502,1812 62 | 7,Florida,59116,2944 63 | 2,Georgia,52056,515 64 | 3,Georgia,57301,834 65 | 4,Georgia,67401,987 66 | 5,Georgia,60747,1605 67 | 6,Georgia,55681,3081 68 | 7,Georgia,57073,3183 69 | 2,Hawaii,64762,1137 70 | 3,Hawaii,77358,1633 71 | 4,Hawaii,85350,2697 72 | 5,Hawaii,85755,3626 73 | 6,Hawaii,98996,4468 74 | 7,Hawaii,124167,5622 75 | 2,Idaho,49855,990 76 | 3,Idaho,54505,1913 77 | 4,Idaho,61724,2093 78 | 5,Idaho,57921,2760 79 | 6,Idaho,58643,4583 80 | 7,Idaho,61158,5637 81 | 2,Illinois,60233,427 82 | 3,Illinois,69975,697 83 | 4,Illinois,81770,980 84 | 5,Illinois,75412,1187 85 | 6,Illinois,70011,2157 86 | 7,Illinois,67574,2812 87 | 2,Indiana,51802,354 88 | 3,Indiana,59757,716 89 | 4,Indiana,70504,727 90 | 5,Indiana,66952,1790 91 | 6,Indiana,63616,1833 92 | 7,Indiana,63900,2620 93 | 2,Iowa,57458,551 94 | 3,Iowa,65035,1029 95 | 4,Iowa,76905,1094 96 | 5,Iowa,71946,1335 97 | 6,Iowa,69108,3727 98 | 7,Iowa,64974,3428 99 | 2,Kansas,57524,707 100 | 3,Kansas,66004,1400 101 | 4,Kansas,74073,1187 102 | 5,Kansas,71417,2231 103 | 6,Kansas,64627,2911 104 | 7,Kansas,60580,4067 105 | 2,Kentucky,46224,473 106 | 3,Kentucky,54177,1047 107 | 4,Kentucky,65968,1520 108 | 5,Kentucky,60926,1910 109 | 6,Kentucky,60030,4222 110 | 7,Kentucky,53285,5493 111 | 2,Louisiana,47445,609 112 | 3,Louisiana,56354,1214 113 | 4,Louisiana,68964,1475 114 | 5,Louisiana,66363,2801 115 | 6,Louisiana,59392,3312 116 | 7,Louisiana,54329,4977 117 | 2,Maine,52993,884 118 | 3,Maine,60947,1786 119 | 4,Maine,74481,1615 120 | 5,Maine,70839,2970 121 | 6,Maine,69870,8336 122 | 7,Maine,63378,9438 123 | 2,Maryland,75252,644 124 | 3,Maryland,87481,1301 125 | 4,Maryland,105348,1499 126 | 5,Maryland,99174,2891 127 | 6,Maryland,93706,3406 128 | 7,Maryland,94582,3911 129 | 2,Massachusetts,67391,811 130 | 3,Massachusetts,83077,1201 131 | 4,Massachusetts,102773,1110 132 | 5,Massachusetts,105489,1740 133 | 6,Massachusetts,99727,4019 134 | 7,Massachusetts,89745,4405 135 | 2,Michigan,51760,248 136 | 3,Michigan,61301,611 137 | 4,Michigan,73354,828 138 | 5,Michigan,70363,1137 139 | 6,Michigan,61331,1967 140 | 7,Michigan,53826,2239 141 | 2,Minnesota,62853,457 142 | 3,Minnesota,75054,794 143 | 4,Minnesota,87283,1026 144 | 5,Minnesota,84829,1352 145 | 6,Minnesota,74479,2647 146 | 7,Minnesota,65258,3022 147 | 2,Mississippi,42553,797 148 | 3,Mississippi,46324,1079 149 | 4,Mississippi,57662,1653 150 | 5,Mississippi,51349,1970 151 | 6,Mississippi,44376,2680 152 | 7,Mississippi,45208,4582 153 | 2,Missouri,51671,435 154 | 3,Missouri,60029,1054 155 | 4,Missouri,70896,960 156 | 5,Missouri,68915,2194 157 | 6,Missouri,65159,3306 158 | 7,Missouri,60632,3165 159 | 2,Montana,52465,990 160 | 3,Montana,58039,1800 161 | 4,Montana,68905,2146 162 | 5,Montana,61550,3176 163 | 6,Montana,63247,8592 164 | 7,Montana,67986,7043 165 | 2,Nebraska,57327,670 166 | 3,Nebraska,66990,1423 167 | 4,Nebraska,74484,1316 168 | 5,Nebraska,73136,3045 169 | 6,Nebraska,67348,4310 170 | 7,Nebraska,62723,6915 171 | 2,Nevada,57036,991 172 | 3,Nevada,59609,1869 173 | 4,Nevada,69475,2054 174 | 5,Nevada,63032,2520 175 | 6,Nevada,65582,5652 176 | 7,Nevada,73365,5390 177 | 2,NewHampshire,64642,1062 178 | 3,NewHampshire,82963,1905 179 | 4,NewHampshire,94838,2107 180 | 5,NewHampshire,91634,5308 181 | 6,NewHampshire,96690,8096 182 | 7,NewHampshire,96458,15121 183 | 2,NewJersey,70238,739 184 | 3,NewJersey,86481,1005 185 | 4,NewJersey,103852,885 186 | 5,NewJersey,104375,1323 187 | 6,NewJersey,100757,2972 188 | 7,NewJersey,88699,4447 189 | 2,NewMexico,51928,938 190 | 3,NewMexico,52214,1743 191 | 4,NewMexico,57353,2361 192 | 5,NewMexico,52746,2697 193 | 6,NewMexico,54478,2840 194 | 7,NewMexico,53479,4634 195 | 2,NewYork,58342,425 196 | 3,NewYork,69062,672 197 | 4,NewYork,83648,762 198 | 5,NewYork,81680,1157 199 | 6,NewYork,76355,2076 200 | 7,NewYork,78000,2333 201 | 2,NorthCarolina,51088,367 202 | 3,NorthCarolina,56123,768 203 | 4,NorthCarolina,66985,912 204 | 5,NorthCarolina,59961,1408 205 | 6,NorthCarolina,54518,2593 206 | 7,NorthCarolina,50294,2198 207 | 2,NorthDakota,60051,1081 208 | 3,NorthDakota,70157,2309 209 | 4,NorthDakota,82605,2512 210 | 5,NorthDakota,77122,3232 211 | 6,NorthDakota,72110,6881 212 | 7,NorthDakota,69529,8963 213 | 2,Ohio,52276,328 214 | 3,Ohio,60873,622 215 | 4,Ohio,73924,774 216 | 5,Ohio,69833,1402 217 | 6,Ohio,65663,1838 218 | 7,Ohio,57485,2517 219 | 2,Oklahoma,50660,528 220 | 3,Oklahoma,54660,902 221 | 4,Oklahoma,63580,1068 222 | 5,Oklahoma,58640,1519 223 | 6,Oklahoma,54573,2616 224 | 7,Oklahoma,55687,4849 225 | 2,Oregon,55095,556 226 | 3,Oregon,60819,1192 227 | 4,Oregon,69573,1835 228 | 5,Oregon,64889,1694 229 | 6,Oregon,61022,3169 230 | 7,Oregon,62781,3817 231 | 2,Pennsylvania,54816,306 232 | 3,Pennsylvania,68937,656 233 | 4,Pennsylvania,80937,754 234 | 5,Pennsylvania,78833,1122 235 | 6,Pennsylvania,71723,1810 236 | 7,Pennsylvania,67821,2606 237 | 2,RhodeIsland,60466,1505 238 | 3,RhodeIsland,72900,2333 239 | 4,RhodeIsland,87793,2903 240 | 5,RhodeIsland,83357,6142 241 | 6,RhodeIsland,70076,10407 242 | 7,RhodeIsland,74297,6994 243 | 2,SouthCarolina,50331,494 244 | 3,SouthCarolina,52822,1263 245 | 4,SouthCarolina,62965,1195 246 | 5,SouthCarolina,58084,2062 247 | 6,SouthCarolina,55620,3633 248 | 7,SouthCarolina,50205,4710 249 | 2,SouthDakota,56542,1165 250 | 3,SouthDakota,63140,1817 251 | 4,SouthDakota,71207,2032 252 | 5,SouthDakota,72043,3527 253 | 6,SouthDakota,67008,5610 254 | 7,SouthDakota,53621,5527 255 | 2,Tennessee,48361,528 256 | 3,Tennessee,54063,743 257 | 4,Tennessee,64042,1041 258 | 5,Tennessee,61223,1550 259 | 6,Tennessee,55091,2783 260 | 7,Tennessee,52431,4463 261 | 2,Texas,55895,375 262 | 3,Texas,59556,563 263 | 4,Texas,66880,704 264 | 5,Texas,59583,819 265 | 6,Texas,54120,1312 266 | 7,Texas,54547,1111 267 | 2,Utah,56588,701 268 | 3,Utah,62252,1128 269 | 4,Utah,68017,1420 270 | 5,Utah,72324,1439 271 | 6,Utah,74930,2516 272 | 7,Utah,79043,2296 273 | 2,Vermont,58920,1458 274 | 3,Vermont,68563,1771 275 | 4,Vermont,81408,3059 276 | 5,Vermont,71344,4718 277 | 6,Vermont,73802,5412 278 | 7,Vermont,68509,7819 279 | 2,Virginia,65589,619 280 | 3,Virginia,75414,852 281 | 4,Virginia,90109,1045 282 | 5,Virginia,85214,1687 283 | 6,Virginia,85388,2630 284 | 7,Virginia,89761,3463 285 | 2,Washington,64250,552 286 | 3,Washington,72119,1038 287 | 4,Washington,83238,1049 288 | 5,Washington,72534,1683 289 | 6,Washington,66591,4075 290 | 7,Washington,65957,4283 291 | 2,WestVirginia,44435,764 292 | 3,WestVirginia,53684,1575 293 | 4,WestVirginia,63863,1768 294 | 5,WestVirginia,59291,3269 295 | 6,WestVirginia,60966,4432 296 | 7,WestVirginia,58067,7053 297 | 2,Wisconsin,57414,424 298 | 3,Wisconsin,66644,690 299 | 4,Wisconsin,79141,733 300 | 5,Wisconsin,75649,1358 301 | 6,Wisconsin,69173,2516 302 | 7,Wisconsin,59928,2338 303 | 2,Wyoming,63391,1582 304 | 3,Wyoming,71387,2931 305 | 4,Wyoming,76868,2594 306 | 5,Wyoming,71534,5021 307 | 6,Wyoming,73110,5485 308 | 7,Wyoming,75258,8732 309 | 2,PuertoRico,18860,240 310 | 3,PuertoRico,23128,473 311 | 4,PuertoRico,28174,797 312 | 5,PuertoRico,28191,1193 313 | 6,PuertoRico,27076,1857 314 | 7,PuertoRico,24139,3465 315 | -------------------------------------------------------------------------------- /Notebooks/data/MetaAnalysisBetaBlocker.csv: -------------------------------------------------------------------------------- 1 | "StudyID","ControlDeaths","ControlTotal","TreatedDeaths","TreatedTotal" 2 | 1,3,39,3,38 3 | 2,14,116,7,114 4 | 3,11,93,5,69 5 | 4,127,1520,102,1533 6 | 5,27,365,28,355 7 | 6,6,52,4,59 8 | 7,152,939,98,945 9 | 8,48,471,60,632 10 | 9,37,282,25,278 11 | 10,188,1921,138,1916 12 | 11,52,583,64,873 13 | 12,47,266,45,263 14 | 13,16,293,9,291 15 | 14,45,883,57,858 16 | 15,31,147,25,154 17 | 16,38,213,33,207 18 | 17,12,122,28,251 19 | 18,6,154,8,151 20 | 19,3,134,6,174 21 | 20,40,218,32,209 22 | 21,43,364,27,391 23 | 22,39,674,22,680 24 | -------------------------------------------------------------------------------- /Notebooks/data/Movies.csv: -------------------------------------------------------------------------------- 1 | Title,Year,Length,Cast,Rating,Description 2 | A_Ticklish_Affair,1963,89,5,2,7 3 | Action_in_the_North_Atlantic,1943,127,7,3,9 4 | And_the_Ship_Sails_On,1984,138,7,3,15 5 | Autumn_Sonata,1978,97,5,3,11 6 | Bachelor_Apartment,1931,77,6,2.5,7 7 | Benson_Murder_Case,1930,69,8,2.5,10 8 | Black_Hand,1950,93,5,3,8 9 | Blaze,1989,119,8,2.5,15 10 | Blondie_Has_Servant_Trouble,1940,70,9,2.5,8 11 | Blondie_in_the_Dough,1947,69,9,2,8 12 | Brewster_McCloud,1970,101,9,3,11 13 | Calling_Philo_Vance,1940,62,6,2,10 14 | Car_Wash,1976,97,10,2.5,12 15 | City_Lights,1985,85,10,1,13 16 | Come_Out_Fighting,1945,62,9,1.5,9 17 | Conflict,1945,86,6,2.5,7 18 | Conquest,1937,112,10,3,10 19 | Dakota,1988,97,6,2,11 20 | Deadhead_Miles,1972,93,12,2.5,11 21 | Divided_Heart,1954,89,7,3,8 22 | Evergreen,1934,90,5,3,9 23 | Falcon_Strikes_Back,1943,66,9,2.5,9 24 | Find_the_Lady,1976,79,6,1.5,13 25 | Five_Golden_Hours,1961,90,7,2,9 26 | Flash_and_the_Firecat,1975,84,6,1.5,7 27 | Flight,1929,116,6,2.5,7 28 | Four_Jills_in_a_Jeep,1944,89,12,2.5,12 29 | Galileo,1973,145,11,3,13 30 | Hambone_and_Hillie,1984,89,8,2.5,8 31 | Hitler--Dead_or_Alive,1943,70,7,2,6 32 | Hold_Back_Tomorrow,1955,75,5,1.5,6 33 | House_Party_3,1994,94,8,1.5,12 34 | It_Came_from_Outer_Space,1953,81,6,3,12 35 | Jason's_Lyric,1994,119,9,2,16 36 | Jessica,1962,112,6,2.5,7 37 | Kit_Carson,1940,97,7,3,8 38 | Kronos,1957,78,5,2.5,11 39 | Lady_Dracula,1973,80,4,1,8 40 | Last_Plane_Out,1983,92,6,1.5,12 41 | Mad_Love,1995,95,12,1.5,13 42 | Manhunter,1986,119,7,3,21 43 | Memories_of_Me,1988,105,8,2,13 44 | Murder_by_Television,1935,60,5,1.5,8 45 | Night_of_the_Dark_Shadows,1971,97,6,1,11 46 | Okinawa,1952,67,6,2,6 47 | Once_a_Thief,1965,107,7,2,7 48 | One_Crazy_Summer,1986,93,8,2,12 49 | Our_Man_in_Havana,1960,107,7,2.5,8 50 | Secret_World,1969,94,5,2,7 51 | Secrets,1971,86,6,1.5,10 52 | Seminole_Uprising,1955,74,4,1.5,5 53 | She_Demons,1958,80,5,1,9 54 | Sherlock_Jr.,1924,45,6,4,13 55 | Shout_at_the_Devil,1976,119,5,2.5,10 56 | Single_Room_Furnished,1968,93,7,1.5,10 57 | Sleep_My_Love,1948,97,8,3,9 58 | Smash_Up:_The_Story_of_a_Woman,1947,103,6,3,14 59 | Spare_the_Rod,1961,93,6,2.5,7 60 | Station_West,1948,92,10,3,12 61 | Telefon,1977,102,7,3,11 62 | The_Abominable_Dr._Phibes,1971,94,5,3,9 63 | The_Amazing_Transparent_Man,1960,58,4,1,10 64 | The_Boogens,1981,95,6,1,8 65 | The_Boy_Who_Cried_Bitch,1991,101,10,3,12 66 | The_Chocolate_War,1988,103,7,3,13 67 | The_Cockeyed_Miracle,1946,81,5,2,7 68 | The_Competition,1980,129,8,3,10 69 | The_Curse_of_Bigfoot,1972,87,3,1,5 70 | The_Great_Waldo_Pepper,1975,107,8,3,11 71 | The_Hatter's_Ghost,1982,120,4,1.5,9 72 | The_Judge_and_the_Assassin,1975,130,5,3.5,9 73 | The_Last_Valley,1970,128,6,2,9 74 | The_Marriage_of_a_Young_Stockbroker,1971,95,6,2.5,14 75 | The_Miracle_Worker,1962,107,7,3.5,14 76 | The_Mutineers,1949,60,4,1.5,5 77 | The_Raven,1963,86,6,3,9 78 | The_Ravine,1969,97,6,2,7 79 | The_Revolt_of_Job,1983,97,6,3.5,9 80 | The_Romantic_Age,1949,86,6,2,7 81 | The_Siege_at_Red_River,1954,81,5,2.5,5 82 | The_Stone_Boy,1984,93,8,3.5,12 83 | The_Strip,1951,85,4,2,9 84 | The_Surrogate,1984,95,7,2.5,13 85 | The_Twinkle_in_God's_Eye,1955,73,5,2,7 86 | The_Ultimate_Warrior,1975,94,6,2.5,10 87 | The_Unholy_Three,1930,72,6,2.5,9 88 | The_Well,1951,85,7,3,8 89 | Tom_Dick_and_Harry,1941,86,7,3.5,11 90 | Triumph_of_the_Spirit,1989,121,7,3,12 91 | Uncle_Moses,1932,87,7,2.5,16 92 | Unsane,1982,100,6,2,12 93 | Valley_of_Gwangi,1969,95,5,2.5,11 94 | Valley_of_the_Dragons,1961,79,5,1.5,8 95 | Vicki,1953,85,7,2.5,9 96 | Volere_Volare,1991,92,7,2.5,17 97 | Warning_Shot,1967,100,13,3.5,12 98 | Whispering_Smith_vs._Scot._Yard,1951,77,5,2,9 99 | Windows,1980,96,4,1,9 100 | Windwalker,1980,108,5,2.5,11 101 | You_Only_Live_Twice,1967,116,9,2.5,14 102 | -------------------------------------------------------------------------------- /Notebooks/data/MultLinRegrPlotCorr.csv: -------------------------------------------------------------------------------- 1 | "x1","x2","y" 2 | 4.39224860942288,5.79756682126329,24.4839254180816 3 | 3.20123368481274,6.93832242828623,30.9419137659478 4 | 6.7170138696747,3.66876516444557,24.8483167224116 5 | 2.62696990653921,6.63323644242837,23.1819512983316 6 | 3.15957284874053,7.00594944884913,25.8989734850336 7 | 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1.37685780276079,1 192 | 1.50953699240927,6 193 | 1.64648421844468,4 194 | 1.83430386770051,7 195 | 1.25909190499224,1 196 | 1.77329719820991,6 197 | 1.05108765619807,1 198 | 1.40509989396669,4 199 | 1.17659807060845,1 200 | 1.60530796970706,4 201 | 1.67472841413692,7 202 | -------------------------------------------------------------------------------- /Notebooks/data/OrdinalProbitData-Movies.csv: -------------------------------------------------------------------------------- 1 | "Year","Length","Rating" 2 | 1959,88,4 3 | 1946,117,5 4 | 1964,130,5 5 | 1938,85,4 6 | 1946,111,5 7 | 1971,105,4 8 | 1957,93,3 9 | 1970,119,4 10 | 1968,78,3 11 | 1962,77,3 12 | 1929,138,7 13 | 1962,107,4 14 | 1978,70,2 15 | 1972,60,2 16 | 1964,138,5 17 | 1951,122,5 18 | 1955,72,3 19 | 1955,109,4 20 | 1960,71,3 21 | 1962,61,2 22 | 1945,60,2 23 | 1978,103,3 24 | 1948,143,5 25 | 1934,64,3 26 | 1935,114,5 27 | 1955,121,5 28 | 1944,117,5 29 | 1972,110,4 30 | 1990,133,5 31 | 1930,91,4 32 | 1978,109,4 33 | 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1968,64,2 159 | 1929,56,3 160 | 1948,128,5 161 | 1988,105,3 162 | 1958,84,4 163 | 1950,142,6 164 | 1936,88,4 165 | 1993,70,1 166 | 1992,119,3 167 | 1933,145,7 168 | 1953,84,4 169 | 1958,122,5 170 | 1980,113,4 171 | 1991,122,4 172 | 1967,136,5 173 | 1994,110,3 174 | 1938,125,6 175 | 1972,122,5 176 | 1946,100,4 177 | 1935,90,4 178 | 1947,68,3 179 | 1948,96,4 180 | 1931,56,3 181 | 1993,140,4 182 | 1983,132,5 183 | 1974,142,5 184 | 1992,98,3 185 | 1962,97,4 186 | 1982,64,2 187 | 1945,114,5 188 | 1933,115,5 189 | 1936,64,3 190 | 1966,60,2 191 | 1958,69,2 192 | 1969,136,5 193 | 1979,98,3 194 | 1994,65,1 195 | 1949,97,4 196 | 1989,82,2 197 | 1933,100,5 198 | 1960,116,5 199 | 1943,121,5 200 | 1976,65,2 201 | 1981,134,5 202 | 1976,137,5 203 | 1947,138,6 204 | 1933,118,5 205 | 1993,113,3 206 | 1927,109,5 207 | 1981,133,5 208 | 1987,59,1 209 | 1993,93,2 210 | 1951,89,4 211 | 1936,85,4 212 | 1941,76,4 213 | 1933,116,5 214 | 1983,125,4 215 | 1982,120,5 216 | 1938,91,4 217 | 1989,75,2 218 | 1955,100,4 219 | 1954,142,6 220 | 1979,125,4 221 | 1987,81,2 222 | 1935,56,3 223 | 1946,105,5 224 | 1934,98,5 225 | 1984,66,1 226 | 1966,83,3 227 | 1952,120,5 228 | 1995,131,4 229 | 1970,95,3 230 | 1948,144,6 231 | 1948,80,4 232 | 1987,83,2 233 | 1985,93,3 234 | 1962,109,5 235 | 1964,67,2 236 | 1956,106,4 237 | 1935,120,6 238 | 1956,82,4 239 | 1993,119,4 240 | 1941,91,4 241 | 1940,83,4 242 | 1985,113,4 243 | 1976,137,5 244 | 1956,91,4 245 | 1944,57,2 246 | 1944,130,6 247 | 1983,95,2 248 | 1968,61,2 249 | 1927,142,7 250 | 1961,143,6 251 | 1988,81,2 252 | 1986,101,3 253 | 1977,104,4 254 | 1983,103,3 255 | 1987,123,4 256 | 1974,130,5 257 | 1935,96,5 258 | 1960,114,5 259 | 1979,72,2 260 | 1958,72,3 261 | 1968,114,4 262 | 1968,95,3 263 | 1961,95,4 264 | 1934,79,4 265 | 1989,81,2 266 | 1971,122,4 267 | 1977,100,4 268 | 1939,130,6 269 | 1931,133,6 270 | 1960,123,5 271 | 1986,138,5 272 | 1979,95,3 273 | 1928,75,4 274 | 1994,135,5 275 | 1946,134,6 276 | 1932,142,7 277 | 1946,131,6 278 | 1960,121,5 279 | 1932,77,4 280 | 1940,136,6 281 | 1940,78,4 282 | 1932,88,4 283 | 1981,142,5 284 | 1966,131,5 285 | 1937,113,5 286 | 1953,61,2 287 | 1944,92,4 288 | 1963,88,3 289 | 1968,142,5 290 | 1959,145,6 291 | 1926,84,4 292 | 1927,72,4 293 | 1988,126,4 294 | 1972,144,6 295 | 1964,59,2 296 | 1961,140,6 297 | 1988,94,3 298 | 1973,117,4 299 | 1960,99,4 300 | 1948,78,4 301 | 1993,81,2 302 | 1947,98,4 303 | 1993,95,3 304 | 1947,100,4 305 | 1980,73,2 306 | 1964,82,3 307 | 1993,108,3 308 | 1981,97,3 309 | 1942,76,4 310 | 1966,116,5 311 | 1942,93,4 312 | 1926,109,5 313 | 1937,99,5 314 | 1934,103,5 315 | 1959,128,5 316 | 1978,66,2 317 | 1987,94,2 318 | 1977,111,4 319 | 1993,83,2 320 | 1988,117,4 321 | 1952,63,2 322 | 1939,101,5 323 | 1971,110,4 324 | 1987,80,3 325 | 1979,62,2 326 | 1961,133,5 327 | 1937,121,6 328 | 1995,64,1 329 | 1994,67,1 330 | 1944,111,5 331 | 1951,86,3 332 | 1961,91,4 333 | 1954,126,5 334 | 1952,136,5 335 | 1978,60,1 336 | 1967,99,4 337 | 1990,60,1 338 | 1939,71,4 339 | 1936,105,5 340 | 1986,119,4 341 | 1948,111,4 342 | 1962,120,5 343 | 1929,134,7 344 | 1978,117,4 345 | 1989,134,4 346 | 1991,60,1 347 | 1953,64,2 348 | 1985,92,2 349 | 1929,116,6 350 | 1990,113,4 351 | 1956,104,5 352 | 1954,103,4 353 | 1948,131,5 354 | 1958,79,3 355 | 1929,58,4 356 | 1940,104,5 357 | 1944,101,5 358 | 1977,85,3 359 | 1979,106,4 360 | 1963,100,4 361 | 1962,125,5 362 | 1947,118,5 363 | 1982,80,3 364 | 1932,111,5 365 | 1981,79,3 366 | 1966,103,4 367 | 1988,77,2 368 | 1943,98,4 369 | 1941,145,7 370 | 1937,67,3 371 | 1965,95,4 372 | 1929,113,5 373 | 1975,64,2 374 | 1955,85,4 375 | 1926,89,5 376 | 1976,132,5 377 | 1951,105,4 378 | 1926,77,4 379 | 1954,61,2 380 | 1934,82,4 381 | 1954,87,3 382 | 1957,141,6 383 | 1955,108,4 384 | 1966,87,3 385 | 1950,97,4 386 | 1983,77,2 387 | 1953,70,3 388 | 1927,88,4 389 | 1993,121,4 390 | 1982,141,5 391 | 1978,63,2 392 | 1962,126,5 393 | 1986,138,5 394 | 1960,119,5 395 | 1945,101,5 396 | 1981,74,2 397 | 1951,87,4 398 | 1936,55,2 399 | 1951,92,4 400 | 1987,117,4 401 | 1955,104,4 402 | -------------------------------------------------------------------------------- /Notebooks/data/OrdinalProbitData1.csv: -------------------------------------------------------------------------------- 1 | "X","Y" 2 | "A",1 3 | "A",1 4 | "A",1 5 | "A",1 6 | "A",1 7 | "A",1 8 | "A",1 9 | "A",1 10 | "A",1 11 | "A",1 12 | "A",1 13 | "A",1 14 | "A",1 15 | "A",1 16 | "A",1 17 | "A",1 18 | "A",1 19 | "A",1 20 | "A",1 21 | "A",1 22 | "A",1 23 | "A",1 24 | "A",1 25 | "A",1 26 | "A",1 27 | "A",1 28 | "A",1 29 | "A",1 30 | "A",1 31 | "A",1 32 | "A",1 33 | "A",2 34 | "A",2 35 | "A",2 36 | "A",2 37 | "A",2 38 | "A",2 39 | "A",2 40 | "A",2 41 | "A",3 42 | "A",3 43 | "A",3 44 | "A",3 45 | "A",4 46 | "B",1 47 | "B",1 48 | "B",1 49 | "B",1 50 | "B",1 51 | "B",1 52 | "B",1 53 | "B",1 54 | "B",1 55 | "B",1 56 | "B",1 57 | "B",1 58 | "B",1 59 | "B",1 60 | "B",1 61 | "B",1 62 | "B",1 63 | "B",1 64 | "B",1 65 | "B",1 66 | "B",1 67 | "B",1 68 | "B",2 69 | "B",2 70 | "B",2 71 | "B",2 72 | "B",2 73 | "B",2 74 | "B",2 75 | "B",2 76 | "B",2 77 | "B",2 78 | "B",2 79 | "B",3 80 | "B",3 81 | "B",3 82 | "B",3 83 | "B",3 84 | "B",3 85 | "B",3 86 | "B",4 87 | "B",4 88 | "B",4 89 | "B",5 90 | -------------------------------------------------------------------------------- /Notebooks/data/RatLives.csv: -------------------------------------------------------------------------------- 1 | "Group","DaysLive" 2 | "Adlib",89 3 | "Adlib",104 4 | "Adlib",387 5 | "Adlib",465 6 | "Adlib",479 7 | "Adlib",494 8 | "Adlib",496 9 | "Adlib",514 10 | "Adlib",532 11 | "Adlib",536 12 | "Adlib",545 13 | "Adlib",547 14 | "Adlib",548 15 | "Adlib",582 16 | "Adlib",606 17 | "Adlib",609 18 | "Adlib",619 19 | "Adlib",620 20 | "Adlib",621 21 | "Adlib",630 22 | "Adlib",635 23 | "Adlib",639 24 | "Adlib",648 25 | "Adlib",652 26 | "Adlib",653 27 | "Adlib",654 28 | "Adlib",660 29 | "Adlib",665 30 | "Adlib",667 31 | "Adlib",668 32 | "Adlib",670 33 | "Adlib",675 34 | "Adlib",677 35 | "Adlib",678 36 | "Adlib",678 37 | "Adlib",681 38 | "Adlib",684 39 | "Adlib",688 40 | "Adlib",694 41 | "Adlib",695 42 | "Adlib",697 43 | "Adlib",698 44 | "Adlib",702 45 | "Adlib",704 46 | "Adlib",710 47 | "Adlib",711 48 | "Adlib",712 49 | "Adlib",715 50 | "Adlib",716 51 | "Adlib",717 52 | "Adlib",720 53 | "Adlib",721 54 | "Adlib",730 55 | "Adlib",731 56 | "Adlib",732 57 | "Adlib",733 58 | "Adlib",735 59 | "Adlib",736 60 | "Adlib",738 61 | "Adlib",739 62 | "Adlib",741 63 | "Adlib",743 64 | "Adlib",746 65 | "Adlib",749 66 | "Adlib",751 67 | "Adlib",753 68 | "Adlib",764 69 | "Adlib",765 70 | "Adlib",768 71 | "Adlib",770 72 | "Adlib",773 73 | "Adlib",777 74 | "Adlib",779 75 | "Adlib",780 76 | "Adlib",788 77 | "Adlib",791 78 | "Adlib",794 79 | "Adlib",796 80 | "Adlib",799 81 | "Adlib",801 82 | "Adlib",806 83 | "Adlib",807 84 | "Adlib",815 85 | "Adlib",836 86 | "Adlib",838 87 | "Adlib",850 88 | "Adlib",859 89 | "Adlib",894 90 | "Adlib",963 91 | "Restrict",105 92 | "Restrict",193 93 | "Restrict",211 94 | "Restrict",236 95 | "Restrict",302 96 | "Restrict",363 97 | "Restrict",389 98 | "Restrict",390 99 | "Restrict",391 100 | "Restrict",403 101 | "Restrict",530 102 | "Restrict",604 103 | "Restrict",605 104 | "Restrict",630 105 | "Restrict",716 106 | "Restrict",718 107 | "Restrict",727 108 | "Restrict",731 109 | "Restrict",749 110 | "Restrict",769 111 | "Restrict",770 112 | "Restrict",789 113 | "Restrict",804 114 | "Restrict",810 115 | "Restrict",811 116 | "Restrict",833 117 | "Restrict",868 118 | "Restrict",871 119 | "Restrict",875 120 | "Restrict",893 121 | "Restrict",897 122 | "Restrict",901 123 | "Restrict",906 124 | "Restrict",907 125 | "Restrict",919 126 | "Restrict",923 127 | "Restrict",931 128 | "Restrict",940 129 | "Restrict",957 130 | "Restrict",958 131 | "Restrict",961 132 | "Restrict",962 133 | "Restrict",974 134 | "Restrict",979 135 | "Restrict",982 136 | "Restrict",1001 137 | "Restrict",1008 138 | "Restrict",1010 139 | "Restrict",1011 140 | "Restrict",1012 141 | "Restrict",1014 142 | "Restrict",1017 143 | "Restrict",1032 144 | "Restrict",1039 145 | "Restrict",1045 146 | "Restrict",1046 147 | "Restrict",1047 148 | "Restrict",1057 149 | "Restrict",1063 150 | "Restrict",1070 151 | "Restrict",1073 152 | "Restrict",1076 153 | "Restrict",1085 154 | "Restrict",1090 155 | "Restrict",1094 156 | "Restrict",1099 157 | "Restrict",1107 158 | "Restrict",1119 159 | "Restrict",1120 160 | "Restrict",1128 161 | "Restrict",1129 162 | "Restrict",1131 163 | "Restrict",1133 164 | "Restrict",1136 165 | "Restrict",1138 166 | "Restrict",1144 167 | "Restrict",1149 168 | "Restrict",1160 169 | "Restrict",1166 170 | "Restrict",1170 171 | "Restrict",1173 172 | "Restrict",1181 173 | "Restrict",1183 174 | "Restrict",1188 175 | "Restrict",1190 176 | "Restrict",1203 177 | "Restrict",1206 178 | "Restrict",1209 179 | "Restrict",1218 180 | "Restrict",1220 181 | "Restrict",1221 182 | "Restrict",1228 183 | "Restrict",1230 184 | "Restrict",1231 185 | "Restrict",1233 186 | "Restrict",1239 187 | "Restrict",1244 188 | "Restrict",1258 189 | "Restrict",1268 190 | "Restrict",1294 191 | "Restrict",1316 192 | "Restrict",1327 193 | "Restrict",1328 194 | "Restrict",1369 195 | "Restrict",1393 196 | "Restrict",1435 197 | -------------------------------------------------------------------------------- /Notebooks/data/SeaweedData.csv: -------------------------------------------------------------------------------- 1 | SeaweedAmt,Zone,Grazer 2 | 11,A,f 3 | 24,A,f 4 | 14,B,f 5 | 31,B,f 6 | 52,C,f 7 | 59,C,f 8 | 83,D,f 9 | 89,D,f 10 | 33,E,f 11 | 34,E,f 12 | 39,F,f 13 | 52,F,f 14 | 43,G,f 15 | 53,G,f 16 | 30,H,f 17 | 37,H,f 18 | 10,A,fF 19 | 13,A,fF 20 | 10,B,fF 21 | 15,B,fF 22 | 44,C,fF 23 | 50,C,fF 24 | 57,D,fF 25 | 73,D,fF 26 | 26,E,fF 27 | 42,E,fF 28 | 38,F,fF 29 | 42,F,fF 30 | 29,G,fF 31 | 36,G,fF 32 | 11,H,fF 33 | 40,H,fF 34 | 4,A,L 35 | 4,A,L 36 | 7,B,L 37 | 8,B,L 38 | 28,C,L 39 | 58,C,L 40 | 27,D,L 41 | 35,D,L 42 | 11,E,L 43 | 33,E,L 44 | 16,F,L 45 | 31,F,L 46 | 6,G,L 47 | 8,G,L 48 | 15,H,L 49 | 17,H,L 50 | 3,A,Lf 51 | 5,A,Lf 52 | 3,B,Lf 53 | 6,B,Lf 54 | 9,C,Lf 55 | 31,C,Lf 56 | 21,D,Lf 57 | 57,D,Lf 58 | 5,E,Lf 59 | 9,E,Lf 60 | 26,F,Lf 61 | 43,F,Lf 62 | 4,G,Lf 63 | 12,G,Lf 64 | 12,H,Lf 65 | 18,H,Lf 66 | 1,A,LfF 67 | 2,A,LfF 68 | 3,B,LfF 69 | 5,B,LfF 70 | 6,C,LfF 71 | 9,C,LfF 72 | 7,D,LfF 73 | 22,D,LfF 74 | 5,E,LfF 75 | 6,E,LfF 76 | 10,F,LfF 77 | 17,F,LfF 78 | 5,G,LfF 79 | 14,G,LfF 80 | 5,H,LfF 81 | 7,H,LfF 82 | 14,A,None 83 | 23,A,None 84 | 22,B,None 85 | 35,B,None 86 | 67,C,None 87 | 82,C,None 88 | 94,D,None 89 | 95,D,None 90 | 34,E,None 91 | 53,E,None 92 | 58,F,None 93 | 75,F,None 94 | 19,G,None 95 | 47,G,None 96 | 53,H,None 97 | 61,H,None 98 | -------------------------------------------------------------------------------- /Notebooks/data/ShohatOphirKAMH2012dataReduced.csv: -------------------------------------------------------------------------------- 1 | Group,SubjectInGroup,NonEthanol3DayTotal,Ethanol3DayTotal,GrandTotal,PreferenceIndex 2 | MatedGrouped,1,93,64,157,-0.185 3 | MatedGrouped,2,46,74,120,0.233 4 | MatedGrouped,3,79,86,165,0.042 5 | MatedGrouped,4,94,68,162,-0.160 6 | MatedGrouped,5,56,88,144,0.222 7 | MatedGrouped,6,68,82,150,0.093 8 | MatedGrouped,7,140,60,200,-0.400 9 | MatedGrouped,8,93,53,146,-0.274 10 | MatedGrouped,9,98,74,172,-0.140 11 | MatedGrouped,10,74,62,136,-0.088 12 | RejectedIsolated,1,67,92,159,0.157 13 | RejectedIsolated,2,44,98,142,0.380 14 | RejectedIsolated,3,60,98,158,0.241 15 | RejectedIsolated,4,58,77,135,0.141 16 | RejectedIsolated,5,42,80,122,0.311 17 | RejectedIsolated,6,59,102,161,0.267 18 | RejectedIsolated,7,90,71,161,-0.118 19 | RejectedIsolated,8,28,133,161,0.652 20 | RejectedIsolated,9,75,109,184,0.185 21 | RejectedIsolated,10,76,103,179,0.151 22 | -------------------------------------------------------------------------------- /Notebooks/data/SoftmaxRegData1.csv: -------------------------------------------------------------------------------- 1 | "X1","X2","Y" 2 | 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https://raw.githubusercontent.com/JWarmenhoven/DBDA-python/79508afe2531e97db44346d882b61aa7ef03d54e/Notebooks/images/fig9_7.png -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Doing Bayesian Data Analysis - Python/PyMC3 2 | This repository contains Python/PyMC3 code for a selection of models and figures from the book 'Doing Bayesian Data Analysis: A Tutorial with R, JAGS, and Stan', Second Edition, by John Kruschke (2015). 3 | The datasets used in this repository have been retrieved from the book's website. Note that, in its current form, this repository is not a standalone tutorial and that you probably should have a copy of the book to follow along. Suggestions for improvement and help with unsolved issues are welcome!

4 | Note that the code is in Jupyter Notebook format and requires modification to use with other datasets.

5 | Some of the general concepts from the book are discussed in papers by Kruschke & Liddell. See references below. 6 |

7 | 8 | **2018-08-16:** 9 | Updating the notebooks with PyMC3 v3.5 and general code clean-up. Inserting plots of the PyMC models in plate notation (v3.5 feature). Fixing some deprecation warnings. 10 | 11 |

12 |

13 | Chapter 9 - Hierarchical Models
14 | Chapter 10 - Model Comparison and Hierarchical Modelling
15 | Chapter 12 - Bayesian Approaches to Testing a Point ("Null") Hypothesis
16 | Chapter 16 - Metric-Predicted Variable on One or Two Groups
17 | Chapter 17 - Metric-Predicted Variable with One Metric Predictor
18 | Chapter 18 - Metric Predicted Variable with Multiple Metric Predictors
19 | Chapter 19 - Metric Predicted Variable with One Nominal Predictor
20 | Chapter 20 - Metric Predicted Variable with Multiple Nominal Predictor
21 | Chapter 21 - Dichotomous Predicted Variable
22 | Chapter 22 - Nominal Predicted Variable
23 | Chapter 23 - Ordinal Predicted Variable
24 | Chapter 24 - Count Predicted Variable

25 | Extra:
26 | Bayesian Linear Regression example (Bishop, 2006)
27 | Example on modelling Ordinal Data (Liddell & Kruschke, 2018) 28 |

29 | Libraries used: 30 | 31 | - pymc3 32 | - theano 33 | - pandas 34 | - numpy 35 | - scipy 36 | - matplotlib 37 | - seaborn 38 | 39 | #### References: 40 | Bishop, C.M. (2006), Pattern Recognition and Machine Learning, Springer Science+Business Media, New York. https://www.microsoft.com/en-us/research/people/cmbishop/

41 | Kruschke, J.K. (2015), Doing Bayesian Data Analysis: A Tutorial with R, JAGS, and Stan, Second Edition, Academic Press / Elsevier, https://sites.google.com/site/doingbayesiandataanalysis/ 42 |

43 | Kruschke, J.K. & Liddell, T.M. (2017), The Bayesian New Statistics: Hypothesis testing, estimation, meta-analysis, and power analysis from a Bayesian perspective, Psychonomic Bulletin & Review, http://dx.doi.org/10.3758/s13423-016-1221-4 44 |

45 | Kruschke, J.K. & Liddell, T.M. (2017), Bayesian data analysis for newcomers, Psychonomic Bulletin & Review, http://dx.doi.org/10.3758/s13423-017-1272-1 46 |

47 | Liddell, T., & Kruschke, J. K. (2018, April 5). Analyzing ordinal data with metric models: What could possibly go wrong? Retrieved from http://osf.io/3tkz4 48 |

49 | Salvatier J, Wiecki TV, Fonnesbeck C. (2016), Probabilistic programming in Python using PyMC3, PeerJ Computer Science 2:e55, https://doi.org/10.7717/peerj-cs.55
50 | PyMC3 - http://pymc-devs.github.io/pymc3/ 51 | 52 | #### Note: 53 | The repository below contains python code for the first edition of the book. The code in that repository is a much more direct implementation of the R/JAGS code from the book than you will find here.
54 | https://github.com/aloctavodia/Doing_bayesian_data_analysis 55 | --------------------------------------------------------------------------------