initial commit getting things into place

causalpy/data/datasets.py

@@ -33,6 +33,7 @@
     "sc": {"filename": "synthetic_control.csv"},
     "anova1": {"filename": "ancova_generated.csv"},
     "geolift1": {"filename": "geolift1.csv"},
+    "geolift_multi_cell": {"filename": "geolift_multi_cell.csv"},
     "risk": {"filename": "AJR2001.csv"},
     "nhefs": {"filename": "nhefs.csv"},
 }

causalpy/data/geolift_multi_cell.csv

@@ -0,0 +1,101 @@
+a,b,c,d,e,f,g,counterfactual,causal effect,actual
+0.7510533170207264,2.662655757793811,-1.7736593657099187,-0.08610268874940316,-0.43456085612296136,1.6456406901258376,2.207941171486418,0.7547074536472803,-0.0,1.2161504153220957
+1.1560831589720344,2.048432658888575,-0.4443328271112231,0.3832289815312787,-0.15164528450719142,2.7676258973367798,1.8570934356921578,1.1941773203032113,-0.0,1.4831190680726825
+1.4312927043780972,2.2025880001583094,0.019322147323707402,0.21843167044097578,0.1351424483221587,2.890906970516219,3.110204209932617,1.6196930332756958,-0.0,1.5730224151517322
+1.4838147305785057,1.8970155024889328,0.6947796115291945,1.1198986232809842,0.8750796146193227,2.8041651163417205,3.1352400997497973,2.031462104285848,-0.0,2.006944847320196
+1.955366650834714,1.5188886240054722,1.2624819319814151,1.1400634695245937,0.6430201270191437,3.9243713216666825,3.029597645143273,2.4301561076267193,-0.0,2.7330634995710303
+2.665204740526509,1.7662460944337601,1.408582221725877,1.0370615171377602,0.7836440958343449,4.1114527566316275,4.567089571536481,2.8166549241650323,-0.0,3.251558113633441
+2.3947421474790636,1.0510863410353593,1.9470498426071434,1.2563377307377614,0.9813720973212696,4.923437843156421,4.406374266516608,3.192104742717117,-0.0,3.7527849812269993
+2.621201209459468,1.363950673058025,2.538650387507814,1.5848182226049767,1.2531310869001924,4.638825564879527,5.1564946051650935,3.55835962865851,-0.0,3.235866392459406
+2.868677846084793,0.854926493338314,2.2212395755162055,1.74811223408558,1.6070913751418292,5.097250943240194,4.893380091503336,3.9173778489450046,-0.0,3.628491761490537
+3.0060879231560635,0.9707408618537103,2.8894354132776803,2.3920100714070087,1.6029241007849526,5.683363473499433,5.220742805648849,4.259862044271311,-0.0,4.6578203649594165
+3.819435660368511,0.5625327958696371,3.1879435142568178,2.410187065098295,2.3305005323219925,5.776917257285655,5.534164609303661,4.437608782884423,-0.0,4.6828858890947735
+4.2403210879342055,0.3279282975210116,3.7816822546009337,2.3591639270485314,1.8396449809325353,6.2777527400534705,5.691364546206741,4.57926684681245,-0.0,4.69312960064805
+4.145978870379925,0.20066513105485523,3.5742192477775374,2.90104023362957,2.2179752460441904,6.675322365684252,5.709911371970667,4.699519418484853,-0.0,4.992257175684667
+4.358542979279631,0.5893824603741015,3.3267794375204702,2.8316629154361608,2.0822791557412113,6.951065802818353,6.358166107725011,4.810309961245214,-0.0,4.30942645319011
+4.462908368997536,0.9725662213924116,3.4216110144745135,2.9699872545069885,2.0508103052959785,7.202788473225825,6.247861257900751,4.921740302011239,-0.0,4.649746910277827
+4.522419370839819,1.086141138973571,2.9589618440911023,3.0300349242768294,2.3860043144250853,7.309014568667632,6.418832274359641,5.045108494585513,-0.0,4.6904291076030376
+5.202447205200958,1.1455264704771717,3.215037929237655,3.1735277059334264,2.4388974157051324,7.6989788242208945,6.235633603153506,5.189752913257098,-0.0,5.158155950692351
+4.986165714297203,1.5553709412767165,3.479569150505114,3.7388995289906233,2.29790781944454,8.602081763367378,6.781267665332169,5.363945122661732,-0.0,5.887203759911809
+4.779622051505257,1.7121708848528723,3.0651648863606407,3.695084565769912,2.6255157310815505,9.240003437128616,6.6812997586345055,5.575021998967115,-0.0,5.28180856555044
+4.225625488844809,1.4709871910424004,3.621323735918852,4.746151435315827,2.937075035100439,9.489692661423751,7.078491020068364,5.82905087988086,-0.0,6.264004146876526
+4.279085768943202,1.599515788415216,3.8937272358519817,4.5467816734892414,3.0470232749719104,9.827987476462619,8.073696890153121,6.127456131123525,-0.0,5.870361315621322
+3.89659888813106,1.6839811572062087,4.017132997907075,4.605939344871285,3.3379869074079442,10.203567971494707,7.789410495883844,6.473370669952424,-0.0,6.774868063752808
+3.875449335983685,1.6370645533194617,4.727521291932334,5.964459818419746,3.615462201849906,10.909192553056405,8.360091257449392,6.865331594739444,-0.0,6.586466773331796
+3.6180992617370418,2.4638314424249965,4.779883830764443,5.863375442932144,3.454861569813905,11.321649885625225,9.129820710800937,7.297096538745462,-0.0,7.204274624837001
+3.3900593406674395,2.0421712831307883,5.7494379510419815,5.933248687775699,3.9092619979941574,11.644691553345618,9.105694172633605,7.758905883041569,-0.0,7.450407492810663
+2.8346160397708386,1.6650711653246744,6.805838543238307,6.732027659344467,4.160368452587775,11.741702487565695,10.162986426044862,8.237679806847325,-0.0,8.397596891424495
+3.507906080400381,2.3668534377651445,7.364025479505717,6.773193174466446,4.187300656809138,11.883252123945013,10.172508855535982,8.724301225233733,-0.0,8.718033818835275
+3.7396247059011385,2.0016951376558394,7.6503715491156115,6.825016349892836,4.377559263875356,11.769441202788984,10.519308232708067,9.216872409471607,-0.0,9.441621438541066
+3.8728770327969837,2.176142736371828,8.444816998867045,7.442062284403953,4.383247629405813,12.39170571894681,11.270999870917759,9.717719354341165,-0.0,9.943169289235207
+4.277274819418193,2.163071053918529,9.836677613133089,8.190763545459882,4.221824231164302,11.953955510331667,11.951187029336555,10.231744471273858,-0.0,10.208861837071323
+4.496881417478211,2.4850228263380507,10.317984153100193,8.152998999045298,3.711506640993559,12.796590548995669,12.303183128989355,10.759918638375176,-0.0,10.765963081728028
+5.432346576060468,2.777748957028294,10.979709087831448,8.54033462568401,3.618036524972256,12.602815761439276,12.735155741549999,11.291639575291414,-0.0,11.06104759493042
+5.493911976304006,2.7443942899399216,12.210232529667785,8.275658110085972,3.659966591918753,13.183563932334696,13.591144711068983,11.811808195812057,-0.0,11.345131451818965
+6.427186058433604,2.5888161320254364,13.108606500084232,8.532361235434735,3.128934813066003,13.245188885637246,14.053938427118892,12.30696412703407,-0.0,12.652299098040885
+7.219885905935215,2.9427413742101773,13.713843188877261,8.424020091870544,2.7085338101310237,13.34540281964827,13.602412525183102,12.76386379359943,-0.0,12.923563530170885
+7.5765674667650424,3.6614900244226116,14.583266741592192,8.58831435345163,2.5502826177310536,13.984302784548326,14.209027328433136,13.176341236372162,-0.0,13.272231649930037
+8.347928939505632,4.029920468170675,14.742923067247318,8.225534064664608,3.1189649695281587,14.051621419194932,14.757089383836808,13.54266060148409,-0.0,13.74526100896912
+8.776839936427402,3.8397228081651633,15.70025390034376,8.108105600136902,2.5515196478189806,14.71671323229837,15.305790823088886,13.863512260370884,-0.0,14.092806126064657
+9.461809649188863,4.235037211142616,15.736054456096436,8.855279707285327,2.7860649815034915,15.031473934817926,15.649486657743681,14.141605270898909,-0.0,14.053592619056445
+9.415324952868806,3.8153469329169716,15.521806913549982,8.690303530628151,2.9606357324108004,15.778926250820147,15.634269798297323,14.385412323448309,-0.0,13.943164450206227
+10.5823450286981,4.790945222101317,15.832048946729426,8.533595193313687,3.5533331801498194,16.37533248363092,15.732556517465616,14.598426619879081,-0.0,14.910576386499761
+10.058073817134263,4.7945795943937854,16.281432415806666,8.64619617802455,4.066802158161905,16.352606737647726,15.859224046665837,14.780144799516593,-0.0,14.991441106255268
+10.595722204702192,4.381700738224849,16.214846869089634,8.577263783448613,4.572514757208923,16.57202142567392,16.320991808495553,14.928891400200106,-0.0,14.824295241244142
+10.093390782551703,4.872462541547258,16.223068066866905,8.532362090965583,4.423316295516663,16.681291920399747,15.896235941894309,15.044613377920918,-0.0,14.754998562156128
+9.892633819111493,5.797076027482992,16.32285969346228,8.87321465415663,4.8577963176931425,17.31158263854788,15.781824188344572,15.132118143930676,-0.0,15.017577847917709
+9.736431258051487,5.784026277973135,16.383429386945533,8.862478230842429,4.806416768344277,17.036002457427653,16.07926666963275,15.203223988521028,-0.0,15.091041618238739
+10.325587476668273,6.16186974369227,16.4895713914327,9.071265574158629,5.017813409228667,17.55541254603802,15.573329594544335,15.272649012109554,-0.0,15.449366384958786
+10.059312244211775,6.9860478850637255,16.89163051977196,8.942851054304835,5.979579553427412,17.27748386437237,15.656262937042237,15.353131680483944,-0.0,15.03113036068869
+9.765547472308224,7.301347187517139,16.566778792786096,9.427804200105284,6.0531812560220635,17.090657749036605,16.051856347865822,15.450452004155611,-0.0,15.216526794165373
+9.890010896328326,8.707039876886853,17.095560809880837,9.352103000938767,5.726804462619083,17.0454093708242,15.884210355436602,15.571393095084034,-0.0,15.667668371928642
+10.0391475746719,9.270850490682916,17.554951440568395,9.126693919411766,5.883700409420319,16.838860150407342,15.789533662024288,15.727254240682166,-0.0,15.711068739762347
+10.046476200027886,9.113893327779362,18.26138609994595,9.418610634194202,6.048588680365554,16.338042509820795,16.046627679498044,15.92161136768501,-0.0,15.802556000150046
+9.797281130723384,10.259711760804308,18.70810412508793,9.569428803942088,6.0383322409642695,16.606125428349703,15.960227299289254,16.150133823386124,-0.0,15.866111240424981
+10.153900999596154,10.902768440074949,19.57011295159581,9.846754524737939,5.996552617561971,16.500620694945614,16.36232498342006,16.410954641761975,-0.0,16.28372877784446
+9.643787325638812,12.040216299048769,19.76122520063837,10.512710655757703,5.963631516969522,16.220915706269235,16.964245827563417,16.702354261088654,-0.0,16.596000607075727
+9.679777640789382,12.666411391934627,20.052430396498316,10.74125465784413,6.209061473295122,15.984755921397005,17.0513248183212,17.01688373952211,-0.0,17.08756983197565
+9.90882982272456,13.037221809059416,20.47668767047379,10.568967361745937,6.6803252338900165,16.10727906093709,17.69327457318054,17.34569174502032,-0.0,16.957063188161218
+10.169989472327208,13.525199146914288,20.342047044585193,11.267289176784269,6.339677354883739,16.111279285001537,18.035243838127805,17.6857373368004,-0.0,17.458863135299744
+9.716396813411285,14.174220278380133,21.15411256498716,11.484636277205373,6.532468812654434,15.635643111690785,18.546189345738373,18.035127019357947,-0.0,17.926645834965324
+9.229500315565438,14.281535819320167,21.152232125445856,12.19857120511381,6.9421708585794795,16.225566543617884,18.72297237533347,18.389907237060136,-0.0,18.10423373036736
+9.111445570907906,14.634726431460008,22.143073887060073,12.296017099268246,7.018157698321048,16.078412917442805,18.91207764545524,18.747470226987307,-0.0,18.631666578768343
+8.610317405674845,14.75511980721239,22.75094485950771,13.242822668086589,7.020237963660233,16.55715263959747,20.099327035245256,19.104899443956096,-0.0,19.282450728234707
+9.679123627328266,15.251786919199175,23.240922202699636,13.687243583832837,7.3725348287257235,16.66329713920411,19.84331809818001,19.459530810956448,-0.0,19.508771180707807
+9.63297298970102,15.384574881114135,23.9896450772343,14.542369897526644,8.183802427781364,16.545604449748566,20.53313053617375,19.806546189385404,-0.0,19.402920879484157
+9.813958481870007,15.499803383559913,24.158908187049597,14.813864262813926,8.014262145302919,16.236508011599476,20.51535429783054,20.139684313236135,-0.0,20.782814890641042
+9.775333679104959,15.879434416694446,24.52530416678439,15.135001070832297,9.015592049088072,16.647081632740264,21.210304528336668,20.45347080861946,-0.0,20.515427004189338
+10.174808454109636,16.261514548574844,25.436473583618657,15.924878940881298,8.608863811869828,17.124804355000734,20.910758616657013,20.744941081785115,-0.0,20.635985196627725
+10.742301088859522,16.93538166621451,25.684795594518825,16.14885445363479,8.545891041782438,17.050866086503675,20.81513336994948,21.018953711511486,-0.0,20.826484122454136
+10.960960241649117,17.222572910877613,26.495717067160633,16.93096758918364,9.4120543254627,17.208953370968207,20.76833319627165,21.281711826033305,-0.0,21.23445471018477
+11.92822719636096,18.153694828513835,27.115169090250593,16.884981025437373,9.970497972231328,16.925076276849268,21.23715374296591,21.54007980449721,-0.0,21.378102430850813
+12.375095372606635,18.660467788139986,27.692809573218877,17.129834201654766,9.81966077856225,17.911670258833556,21.36379479700578,21.802950318324406,-0.0,21.440437757063783
+13.317490538330784,18.99077301619227,27.784523092814357,17.57345464093309,10.426639887939272,17.35991166726382,21.14154827853272,22.07529765673854,-5.06888559815149e-05,22.273181006525302
+13.97533776114408,19.598239063662444,28.253075956441574,18.123202002421895,10.889213547227765,17.621378239614835,21.560360839895882,22.351965993144127,-0.009547462662194911,22.383464108939847
+14.319446283291104,20.67981846509571,28.289395030915536,18.256332638882174,11.123738179203086,18.144478729908993,21.90072740906663,22.628760044359403,-0.13502519657802395,22.456657169838763
+15.224700590992672,20.869323285545935,29.12833726696508,18.35726611272074,11.216610657459396,18.43588793213722,21.538079053137178,22.911641588609548,-0.6615595845525153,22.639489308451058
+15.738273300742593,21.2473695563024,29.242040391879733,18.699729316671448,11.86391492547363,18.52783923154373,22.25173242617043,23.214094483774822,-1.8132788707821856,21.272004363170804
+15.928512555656035,21.915503031303913,29.298759638556383,19.166926590755764,12.432959038944855,18.72599441543679,21.972474559534238,23.548138782800443,-3.441924451028142,20.49017919661035
+16.670315174090657,22.265554405875864,29.77193812648319,19.889316139597195,13.357099608803818,19.45788923754826,22.52280515383672,23.922486771458438,-5.0702334750295535,18.96390509333531
+17.03263639785848,22.45803133396607,30.137689718200665,19.75901468460204,14.202220033170482,19.47937916043085,23.143885380327482,24.34379836639361,-6.20384586447096,18.063511876486825
+17.541589377770855,23.302804757963504,30.61867247824362,20.180469885998054,15.217590121832519,19.587051986859763,23.267890745602738,24.812519994948744,-6.587782000476139,17.933767664278122
+18.213296893726287,23.71513039126024,31.657378651860952,20.45017606740001,16.48933564630958,19.91468691743729,24.1377563732855,25.32249738872289,-6.255501786056686,19.123077998503867
+18.933349557332043,24.460294212933583,32.84440926433696,20.48031892494586,16.687281057744947,20.08752242155469,24.35841325901565,25.85980961957314,-5.426275464910269,20.53298713546823
+19.167555123042625,24.030488063189292,32.851900414924145,20.80522061135349,17.696850131198346,20.157753455381094,24.851024879418315,26.406049898311345,-4.368218995152481,22.242011420335473
+20.056396067304952,24.492154277213515,33.39741455238758,20.832934734278364,18.236936560269168,20.709142376017866,25.745300300729067,26.941222295505927,-3.30269810668872,24.31365994515814
+20.794028444148143,24.18241108267789,34.361892265959895,20.819979814517236,18.993786734824308,20.575046133205973,25.7976753700524,27.450786763613618,-2.3672086871194877,24.699508527856565
+21.722200559577338,24.882678738095425,34.91122980469456,20.883983882694565,20.321767388908498,20.81987420083811,26.40295269927297,27.93043097419941,-1.6203583609868455,26.655600574320605
+22.750370406267503,25.519573384637116,36.10093571730468,20.28955659886893,20.277551185509335,20.62096410256767,26.7781389280941,28.379217730356956,-1.0655531196403527,27.491872535868822
+23.33100118421111,25.82354652652294,36.32379469130849,20.11849657177798,21.12717013087719,21.246541635630894,26.653071255336382,28.793026873465433,-0.6764583648872456,28.147762330766223
+23.697314563709654,25.557731983334453,37.115436479046146,20.193631601207716,22.43795607252987,21.850519535246207,27.10672321204241,29.167101940632286,-0.4162544056547908,28.556407037519726
+24.5826041036528,26.11243296223379,37.12150640602243,19.948362777319343,22.548180699088796,22.02852029627052,27.558953561661905,29.497353798314286,-0.24911175644197595,29.03364899481757
+25.431232718468262,26.1843370226519,37.17334500321569,20.159610583375205,23.010661042135272,21.93569100485974,28.013863418119517,29.78767659001581,-0.14540766295862825,29.126522004925622
+26.772874826503458,26.33164175856244,37.19163344881008,20.151769058437186,24.5273357630577,22.557645374223647,27.87142365325186,30.01814229828344,-0.08298440875613312,29.916910721699463
+27.22977720676838,26.43681108581222,36.98912640094367,20.419476672003317,24.751905072021618,22.291998652675183,28.945883220093535,30.25282975160035,-0.04640155096083578,29.626925515164448
+28.485126028221845,27.010437485135377,37.6151284155349,20.434742617865528,25.308440856130982,22.635172422099377,28.831654158530753,30.486139650637895,-0.02546738840698415,30.213102237051487
+29.08936601049321,26.5113830192212,36.82255738775185,20.80142574749183,26.2043799051021,23.003643752819436,29.285632422102832,30.716571758065218,-0.013741703737374102,30.7469459828498
+30.32341121431556,26.76793008741009,37.614888994569036,20.767760548159146,27.557360125651538,23.186095687656493,29.993087059403567,30.943978930405763,-0.007299699830085926,30.405139191148773
+31.200711719859733,26.35332233160786,37.07831048283552,20.98808102429807,28.080395322344476,23.784575204312304,29.789111998012846,31.16854455437714,-0.003822175054299743,31.193401349597654
+32.3100709448355,26.96643560785922,37.40006813644957,21.127858610920008,28.667676691658336,23.529820911510896,30.409914190932348,31.39080993613811,-0.0019748305522984235,31.296810961357853
+33.38702517666829,27.21322674967126,36.718614957798906,20.950740221556263,29.46579258208551,23.44402025070675,30.55725371888066,31.61158835770106,-0.001007821827815068,31.596994132377247
+33.67227219534923,27.21907615424078,36.783900567293294,21.20791861785676,30.03525051825337,23.806582839266422,31.389332781947626,31.832054236985545,-0.000508450849596291,31.713312657982584