Merge branch 'master' of https://github.com/PerryXDeng/wheatyeeters

6 years ago · 72c477c308
--- a/.gitignore
+++ b/.gitignore
@ -133,4 +133,8 @@ rsconnect/

 # datafest
 data_preparation/data/*.csv

 *.big
 data_preparation/cleaned/games.csv
 data_preparation/cleaned/gps.csv
 data_preparation/cleaned/rpe.csv
--- a/Codebook.xlsx
+++ b/Codebook.xlsx
--- a/data_preparation/cleaned/dirty_wellness.csv
+++ b/data_preparation/cleaned/dirty_wellness.csv
--- a/data_preparation/cleaned/dirty_wellness_na.csv
+++ b/data_preparation/cleaned/dirty_wellness_na.csv
--- a/data_preparation/data/speedData.csv
+++ b/data_preparation/data/speedData.csv
@ -0,0 +1,799 @@
 "","gameID","playerID","averageSpeed","accelerationVector"
 "1",1,2,0.790156218745573,1.0984886027971
 "2",2,2,1.74421568677905,1.16129889790784
 "3",3,2,1.07787746041134,1.10351847363523
 "4",4,2,1.21107942650256,1.13246482933397
 "5",5,2,0.0137764499693478,1.06474272290467
 "6",6,2,1.94120558109787,1.146865298664
 "7",7,2,1.22020736168799,1.12848585324374
 "8",8,2,1.34394880308456,1.13562836551868
 "9",9,2,1.16234840998408,1.12239524586719
 "10",10,2,1.03789513301476,1.12260389477498
 "11",11,2,1.95249813187896,1.16018587350874
 "12",12,2,0.223656610333639,1.06756021876023
 "13",13,2,0.829283553086806,1.0991314961471
 "14",14,2,0.15852836373719,1.06759394513467
 "15",15,2,1.12074602135577,1.11513380371634
 "16",16,2,0.971054601439169,1.10463881568274
 "17",17,2,0.869261365568522,1.10030018034645
 "18",18,2,1.25156863060178,1.12646920213549
 "19",19,2,1.92233943230709,1.16818424510756
 "20",20,2,0.649062029481435,1.08486694104424
 "21",21,2,0.670886363718549,1.0877274137206
 "22",22,2,1.07041086767478,1.12527024421626
 "23",23,2,1.34733708098004,1.13125329230651
 "24",24,2,1.92233943230709,1.16818424510756
 "25",25,2,0.649062029481435,1.08486694104424
 "26",26,2,0.670886363718549,1.0877274137206
 "27",27,2,1.07041086767478,1.12527024421626
 "28",28,2,1.34733708098004,1.13125329230651
 "29",29,2,0.854015657755256,1.10323072993156
 "30",30,2,1.84124984163638,1.14936689436886
 "31",31,2,1.14213183014974,1.12247088147764
 "32",32,2,0.747148624376757,1.15302465502118
 "33",33,2,0.955682448262175,1.09936692283938
 "34",34,2,0.571048432694349,1.08907791458436
 "35",35,2,0.669725927665975,1.09313578136609
 "36",36,2,0.738101857808688,1.08770291503587
 "37",37,2,0.339206262169712,1.07173976425182
 "38",38,2,1.80606261172781,1.15253356565467
 "39",1,3,1.28589934082386,1.12319736088361
 "40",2,3,1.11919276939115,1.12400349638768
 "41",3,3,1.26526643744858,1.12475879989089
 "42",4,3,1.41843108886165,1.12769556423203
 "43",5,3,1.3952622773171,1.12836112325742
 "44",6,3,0.0211561590516235,1.06010498483615
 "45",7,3,1.40269604443183,1.13471085317652
 "46",8,3,1.57214563065393,1.14071392944187
 "47",9,3,1.37033003104991,1.13296169932273
 "48",10,3,1.35811042459937,1.16220563093959
 "49",11,3,0.0406068795995551,1.05616194835639
 "50",12,3,1.40887168417965,1.12080573606489
 "51",13,3,1.53383759403768,1.12571881100781
 "52",14,3,1.46228698250083,1.12708035940326
 "53",15,3,1.02959031047728,1.13025308248774
 "54",16,3,1.45148020420994,1.12897009153938
 "55",17,3,NA,NA
 "56",18,3,NA,NA
 "57",19,3,NA,NA
 "58",20,3,NA,NA
 "59",21,3,NA,NA
 "60",22,3,NA,NA
 "61",23,3,NA,NA
 "62",24,3,NA,NA
 "63",25,3,NA,NA
 "64",26,3,NA,NA
 "65",27,3,NA,NA
 "66",28,3,NA,NA
 "67",29,3,1.60859397929703,1.13084277780543
 "68",30,3,1.50587829200883,1.12511387973254
 "69",31,3,0.899724012963328,1.1108612448773
 "70",32,3,1.57137036050047,1.13580950623037
 "71",33,3,1.60841771943073,1.13966448786291
 "72",34,3,1.36390732486419,1.13409907143999
 "73",35,3,0.978174287994467,1.10540476529112
 "74",36,3,1.59755311245667,1.13604886115661
 "75",37,3,1.5188695084037,1.12552272191366
 "76",38,3,1.29332494175891,1.12317749322947
 "77",1,4,0.752166129328984,1.13302768044503
 "78",2,4,1.57984902625838,1.17437617101144
 "79",3,4,1.08484841692792,1.13854617631975
 "80",4,4,0.25641842632975,1.09447871565124
 "81",5,4,0.706500061197945,1.11504830107795
 "82",6,4,1.62136816485343,1.1714904144788
 "83",7,4,0.888945621662571,1.13397244059695
 "84",8,4,0.893275873988922,1.12831772297988
 "85",9,4,1.54783166673203,1.17320094742758
 "86",10,4,1.44135114502091,1.16186502846703
 "87",11,4,0.0485221621646274,1.0870269613311
 "88",12,4,1.42473787469111,1.15662283821991
 "89",13,4,1.55905337880035,1.1723623269336
 "90",14,4,1.3888670431405,1.16748859706223
 "91",15,4,1.41759082159156,1.16051008904577
 "92",16,4,1.34946736707715,1.1523025530755
 "93",17,4,1.21135318348153,1.15564233894629
 "94",18,4,NA,NA
 "95",19,4,1.3487788458358,1.16528419577486
 "96",20,4,1.57117162263174,1.17341680401659
 "97",21,4,0.814123719470646,1.13963129715709
 "98",22,4,1.23065500608209,1.15617973611553
 "99",23,4,1.30090997397219,1.15760082094408
 "100",24,4,1.3487788458358,1.16528419577486
 "101",25,4,1.57117162263174,1.17341680401659
 "102",26,4,0.814123719470646,1.13963129715709
 "103",27,4,1.23065500608209,1.15617973611553
 "104",28,4,1.30090997397219,1.15760082094408
 "105",29,4,0.915658114975741,1.14168371889418
 "106",30,4,1.71309772403373,1.16893403550195
 "107",31,4,0.975569884931409,1.14289387308405
 "108",32,4,1.24403410987816,1.16057896699347
 "109",33,4,1.57453950685255,1.17223047836964
 "110",34,4,1.27493742216464,1.15565678369316
 "111",35,4,1.04019552633126,1.15400107432615
 "112",36,4,1.43064824250375,1.17257198605234
 "113",37,4,1.11523082753833,1.15407095551529
 "114",38,4,0.951425060094164,1.14619279269113
 "115",1,6,0.644979287858341,1.12272246613109
 "116",2,6,0.968399423703174,1.12681859863188
 "117",3,6,0.737037111977024,1.11189286584331
 "118",4,6,0.401741560773636,1.09804434507795
 "119",5,6,0.954247251264368,1.12766963740727
 "120",6,6,NA,NA
 "121",7,6,NA,NA
 "122",8,6,NA,NA
 "123",9,6,NA,NA
 "124",10,6,NA,NA
 "125",11,6,NA,NA
 "126",12,6,NA,NA
 "127",13,6,NA,NA
 "128",14,6,NA,NA
 "129",15,6,NA,NA
 "130",16,6,NA,NA
 "131",17,6,NA,NA
 "132",18,6,NA,NA
 "133",19,6,NA,NA
 "134",20,6,NA,NA
 "135",21,6,NA,NA
 "136",22,6,NA,NA
 "137",23,6,NA,NA
 "138",24,6,NA,NA
 "139",25,6,NA,NA
 "140",26,6,NA,NA
 "141",27,6,NA,NA
 "142",28,6,NA,NA
 "143",29,6,NA,NA
 "144",30,6,NA,NA
 "145",31,6,NA,NA
 "146",32,6,NA,NA
 "147",33,6,NA,NA
 "148",34,6,NA,NA
 "149",35,6,NA,NA
 "150",36,6,NA,NA
 "151",37,6,NA,NA
 "152",38,6,NA,NA
 "153",1,7,1.37873129869711,1.12705218586732
 "154",2,7,0.898687948870809,1.10882894038329
 "155",3,7,1.06959739078933,1.10986327265822
 "156",4,7,1.52081794416156,1.14514448653616
 "157",5,7,1.6350224780812,1.15271708520684
 "158",6,7,0.665048274009493,1.08785027876506
 "159",7,7,1.29001553172443,1.12207931581872
 "160",8,7,1.56524356897872,1.13610969459652
 "161",9,7,1.1902859674977,1.12635910945405
 "162",10,7,1.60278948941548,1.13458027502394
 "163",11,7,0.539931837210234,1.08935701270663
 "164",12,7,1.37157024890009,1.12925188022265
 "165",13,7,1.09507224951389,1.12091185583944
 "166",14,7,0.642514288115703,1.1038820820581
 "167",15,7,NA,NA
 "168",16,7,NA,NA
 "169",17,7,NA,NA
 "170",18,7,NA,NA
 "171",19,7,0.976604568314585,1.12242134001726
 "172",20,7,1.70304414962028,1.151763164912
 "173",21,7,1.64842892890317,1.14125149924178
 "174",22,7,1.44274849206991,1.14912788182653
 "175",23,7,1.07845370544509,1.13740442031499
 "176",24,7,0.976604568314585,1.12242134001726
 "177",25,7,1.70304414962028,1.151763164912
 "178",26,7,1.64842892890317,1.14125149924178
 "179",27,7,1.44274849206991,1.14912788182653
 "180",28,7,1.07845370415855,1.13740442031499
 "181",29,7,1.63543946348679,1.14128066675741
 "182",30,7,1.2113270853589,1.12377635751157
 "183",31,7,0.724799587580023,1.1003921884669
 "184",32,7,1.54873783172071,1.15486386082295
 "185",33,7,1.31646413984122,1.13388151191134
 "186",34,7,1.44757287901343,1.15783266943475
 "187",35,7,1.40680509616701,1.15213458658076
 "188",36,7,1.52912568533918,1.16043635694807
 "189",37,7,1.6036346815858,1.15978005082261
 "190",38,7,1.4595873017287,1.15275912578039
 "191",1,8,1.03087868532153,1.12547653975575
 "192",2,8,0.867116871113098,1.11694324303833
 "193",3,8,1.43125642056883,1.15180263234408
 "194",4,8,1.40400912749322,1.15565467448511
 "195",5,8,1.44400666923173,1.15420669302665
 "196",6,8,0.00685119290620195,1.03921525790658
 "197",7,8,1.34751611911024,1.12935159386213
 "198",8,8,1.49861021919785,1.13934536640169
 "199",9,8,0.85794912342851,1.09737430980804
 "200",10,8,1.01335661464971,1.12389857156893
 "201",11,8,0.920537134896552,1.11905348807514
 "202",12,8,0.934325016733272,1.10491821813862
 "203",13,8,0.827114618095486,1.11207083100117
 "204",14,8,1.04109220110083,1.14154423672522
 "205",15,8,1.22556879013501,1.13076971639997
 "206",16,8,1.18246725408383,1.12417887481778
 "207",17,8,1.24508945418845,1.13075978072112
 "208",18,8,1.24958586865869,1.12927087535886
 "209",19,8,0.710936252804421,1.10995638832436
 "210",20,8,1.63422492038919,1.15588675357455
 "211",21,8,1.60863021863414,1.14722034154951
 "212",22,8,1.50890487955027,1.15690795037529
 "213",23,8,1.57345956713651,1.15719191317632
 "214",24,8,0.710936252804421,1.10995638832436
 "215",25,8,1.63422492038919,1.15588675357455
 "216",26,8,1.60863021863414,1.14722034154951
 "217",27,8,1.50890487955027,1.15690795037529
 "218",28,8,1.5734595681752,1.15719191317632
 "219",29,8,1.40629522506523,1.13171691335082
 "220",30,8,1.12483134972995,1.11083515640263
 "221",31,8,1.10080235906752,1.10641883933858
 "222",32,8,0.876148779643861,1.10641233799649
 "223",33,8,0.500099366312325,1.0865018453682
 "224",34,8,0.784201492290561,1.11895222779759
 "225",35,8,NA,NA
 "226",36,8,NA,NA
 "227",37,8,NA,NA
 "228",38,8,NA,NA
 "229",1,9,0.865406874369059,1.08725683291809
 "230",2,9,0.716409950766205,1.08412367791145
 "231",3,9,1.01523020917361,1.0931137534029
 "232",4,9,1.12374890350849,1.16410067176398
 "233",5,9,1.16981715431419,1.11436155363183
 "234",6,9,1.65872267673633,1.13342907322432
 "235",7,9,0.638436989766969,1.07854457936439
 "236",8,9,0.837897771287698,1.08375713871679
 "237",9,9,0.82662680817179,1.09255299414121
 "238",10,9,1.09755210065193,1.1042062625983
 "239",11,9,NA,NA
 "240",12,9,NA,NA
 "241",13,9,NA,NA
 "242",14,9,NA,NA
 "243",15,9,NA,NA
 "244",16,9,NA,NA
 "245",17,9,NA,NA
 "246",18,9,NA,NA
 "247",19,9,NA,NA
 "248",20,9,NA,NA
 "249",21,9,NA,NA
 "250",22,9,NA,NA
 "251",23,9,NA,NA
 "252",24,9,NA,NA
 "253",25,9,NA,NA
 "254",26,9,NA,NA
 "255",27,9,NA,NA
 "256",28,9,NA,NA
 "257",29,9,NA,NA
 "258",30,9,NA,NA
 "259",31,9,NA,NA
 "260",32,9,NA,NA
 "261",33,9,NA,NA
 "262",34,9,NA,NA
 "263",35,9,NA,NA
 "264",36,9,NA,NA
 "265",37,9,NA,NA
 "266",38,9,NA,NA
 "267",1,10,1.51196869430009,1.14396587408368
 "268",2,10,0.543574914569513,1.08866788705189
 "269",3,10,1.87255415075042,1.14140115046756
 "270",4,10,1.66924567266955,1.15549282942796
 "271",5,10,1.76237464909148,1.15809699614113
 "272",6,10,1.83730394050458,1.15488808200594
 "273",7,10,1.49493265184815,1.13159373363664
 "274",8,10,1.42817754490299,1.14388128114991
 "275",9,10,1.40432085740673,1.14087763740839
 "276",10,10,1.58694578510965,1.15221906879659
 "277",11,10,0.807737637908788,1.11146105201734
 "278",12,10,1.42617030276444,1.12848816401912
 "279",13,10,1.25401696578993,1.12230598110434
 "280",14,10,1.51463275440496,1.150290483079
 "281",15,10,1.46942475627876,1.13771186335769
 "282",16,10,1.41830190945104,1.13893727753531
 "283",17,10,1.69105481347864,1.14731111815189
 "284",18,10,1.32020728740982,1.13094912869545
 "285",19,10,NA,NA
 "286",20,10,0.857274565884085,1.1160018247635
 "287",21,10,1.13181600668772,1.12936176648569
 "288",22,10,NA,NA
 "289",23,10,NA,NA
 "290",24,10,NA,NA
 "291",25,10,0.857274565884085,1.1160018247635
 "292",26,10,1.13181600668772,1.12936176648569
 "293",27,10,NA,NA
 "294",28,10,NA,NA
 "295",29,10,NA,NA
 "296",30,10,NA,NA
 "297",31,10,NA,NA
 "298",32,10,NA,NA
 "299",33,10,NA,NA
 "300",34,10,NA,NA
 "301",35,10,1.37244663737552,1.13678942692537
 "302",36,10,1.37100740966617,1.13637776874802
 "303",37,10,1.2468334789708,1.11718041754221
 "304",38,10,0.418782969041485,1.08003810720901
 "305",1,11,1.13294876801305,1.17129901809441
 "306",2,11,0.944408196046491,1.15331546192637
 "307",3,11,1.09549168404299,1.16627192240117
 "308",4,11,0.673933579993972,1.14151954218726
 "309",5,11,1.14010198118309,1.17344578086884
 "310",6,11,0.959157456852261,1.15720373984514
 "311",7,11,0.876974404372511,1.15015495442051
 "312",8,11,0.706959909745478,1.14984141044489
 "313",9,11,0.698906713285627,1.14603934384502
 "314",10,11,0.98719489998464,1.16022878891131
 "315",11,11,1.81851956135261,1.19589200268101
 "316",12,11,1.11811271850412,1.16542894728223
 "317",13,11,1.05579535659549,1.16886413762964
 "318",14,11,0.696021447542149,1.14926106823333
 "319",15,11,0.918670053141282,1.16961560248949
 "320",16,11,1.13515252162277,1.16781440854769
 "321",17,11,1.15673815495226,1.17497968195887
 "322",18,11,1.36335854139387,1.1721412601032
 "323",19,11,0.961161767108743,1.16626496925123
 "324",20,11,1.21094056881245,1.17688671455761
 "325",21,11,1.54736535944668,1.19659297602138
 "326",22,11,1.180003071522,1.18442956866007
 "327",23,11,1.8695886260789,1.21265403052901
 "328",24,11,0.961161767108743,1.16626496925123
 "329",25,11,1.21094056881245,1.17688671455761
 "330",26,11,1.54736535944668,1.19659297602138
 "331",27,11,1.180003071522,1.18442956866007
 "332",28,11,1.86958862830953,1.21265403052901
 "333",29,11,1.08474689954286,1.17533082605071
 "334",30,11,0.635377645804638,1.14610056368633
 "335",31,11,1.58357270254461,1.20477069345013
 "336",32,11,1.34657063885098,1.19253498225493
 "337",33,11,1.04987040885468,1.1790270364335
 "338",34,11,1.26058021083151,1.19011608258225
 "339",35,11,1.83574158500519,1.2132917858912
 "340",36,11,1.31164387928312,1.18902101759288
 "341",37,11,1.51162545957362,1.20317463051305
 "342",38,11,1.10911669671493,1.17397133193596
 "343",1,12,1.53171216044175,1.16011334901802
 "344",2,12,0.949414160414841,1.12489976671325
 "345",3,12,1.8289581366259,1.16347403680233
 "346",4,12,1.44914156365719,1.14911490236876
 "347",5,12,0.983257943635204,1.1160514849365
 "348",6,12,1.55345629020532,1.16191933951978
 "349",7,12,1.16128245883908,1.1255036676894
 "350",8,12,1.2881721852394,1.13985198139216
 "351",9,12,0.920810057986507,1.11995896056906
 "352",10,12,0.590684878687601,1.11362625121341
 "353",11,12,1.75748719266518,1.16752627257436
 "354",12,12,0.283942074592117,1.08268880662346
 "355",13,12,0.844286217480903,1.11558744784687
 "356",14,12,1.19712744989587,1.14414248074826
 "357",15,12,0.736002363536794,1.11849832067692
 "358",16,12,0.257189611867582,1.08601201201149
 "359",17,12,1.02851637665349,1.12613416554687
 "360",18,12,1.67030146916259,1.15971162127294
 "361",19,12,1.38931266989935,1.15730168283154
 "362",20,12,1.14620108525718,1.14248229175931
 "363",21,12,0.532528049495698,1.11520804817777
 "364",22,12,0.690869944770228,1.12666179086396
 "365",23,12,0.511482556359852,1.11274397833155
 "366",24,12,1.38931266989935,1.15730168283154
 "367",25,12,1.14620108525718,1.14248229175931
 "368",26,12,0.532528049495698,1.11520804817777
 "369",27,12,0.690869944770228,1.12666179086396
 "370",28,12,0.511482556883928,1.11274397833155
 "371",29,12,NA,NA
 "372",30,12,NA,NA
 "373",31,12,NA,NA
 "374",32,12,NA,NA
 "375",33,12,NA,NA
 "376",34,12,NA,NA
 "377",35,12,NA,NA
 "378",36,12,NA,NA
 "379",37,12,NA,NA
 "380",38,12,NA,NA
 "381",1,13,0.708648438928239,1.10431362220247
 "382",2,13,1.43402412540706,1.15539532188295
 "383",3,13,1.02680660861034,1.12034339685972
 "384",4,13,0.568371800020094,1.09803995020986
 "385",5,13,1.21378862432562,1.14329268021469
 "386",6,13,1.76255688773651,1.16211723622118
 "387",7,13,0.757986276152868,1.10307399737708
 "388",8,13,0.976036055525891,1.12046821002379
 "389",9,13,0.860071303271687,1.1152414932669
 "390",10,13,0.606684787193447,1.10732444756608
 "391",11,13,1.64603240074527,1.16070499665425
 "392",12,13,0.486538478648946,1.0792577475002
 "393",13,13,0.935157721505208,1.12517417906664
 "394",14,13,0.913914645045045,1.1150760512825
 "395",15,13,0.867447768813463,1.12510011043075
 "396",16,13,0.388388200176187,1.0922780775238
 "397",17,13,0.85434804366477,1.12947750645433
 "398",18,13,0.883431466215334,1.12672946397712
 "399",19,13,0.549216773824748,1.10151990971873
 "400",20,13,0.93903105637951,1.12711935856863
 "401",21,13,1.61155050319573,1.16554821665938
 "402",22,13,1.04462120970346,1.13253021537615
 "403",23,13,1.18527223549144,1.1428333053035
 "404",24,13,0.549216773824748,1.10151990971873
 "405",25,13,0.93903105637951,1.12711935856863
 "406",26,13,1.61155050319573,1.16554821665938
 "407",27,13,1.04462120970346,1.13253021537615
 "408",28,13,1.18527223643175,1.1428333053035
 "409",29,13,0.921784205530997,1.11946260863384
 "410",30,13,1.09432847532376,1.12679518213346
 "411",31,13,0.823726711761858,1.10868220435612
 "412",32,13,1.02984642193904,1.12783306708827
 "413",33,13,1.00309080795818,1.13164485585192
 "414",34,13,0.917005913932771,1.13819648303828
 "415",35,13,0.884317356830913,1.09945872630449
 "416",36,13,0.608377807956345,1.08279894598651
 "417",37,13,1.04897106018483,1.10559669558205
 "418",38,13,1.00759632688816,1.10460293662861
 "419",1,17,0.397371654751165,1.12340248039221
 "420",2,17,0.637042927554761,1.12088195725103
 "421",3,17,0.741845342616268,1.12148561593826
 "422",4,17,0.182575193226163,1.09909187670024
 "423",5,17,0.0107465562039248,1.10312555051209
 "424",6,17,1.72654303034134,1.19085932490778
 "425",7,17,NA,NA
 "426",8,17,NA,NA
 "427",9,17,NA,NA
 "428",10,17,NA,NA
 "429",11,17,NA,NA
 "430",12,17,NA,NA
 "431",13,17,NA,NA
 "432",14,17,NA,NA
 "433",15,17,NA,NA
 "434",16,17,NA,NA
 "435",17,17,NA,NA
 "436",18,17,NA,NA
 "437",19,17,NA,NA
 "438",20,17,NA,NA
 "439",21,17,NA,NA
 "440",22,17,NA,NA
 "441",23,17,NA,NA
 "442",24,17,NA,NA
 "443",25,17,NA,NA
 "444",26,17,NA,NA
 "445",27,17,NA,NA
 "446",28,17,NA,NA
 "447",29,17,NA,NA
 "448",30,17,NA,NA
 "449",31,17,NA,NA
 "450",32,17,NA,NA
 "451",33,17,NA,NA
 "452",34,17,NA,NA
 "453",35,17,NA,NA
 "454",36,17,NA,NA
 "455",37,17,NA,NA
 "456",38,17,NA,NA
 "457",1,14,NA,NA
 "458",2,14,NA,NA
 "459",3,14,NA,NA
 "460",4,14,0.637725316770823,1.16001993777832
 "461",5,14,NA,NA
 "462",6,14,0.041668074458189,1.12343248151745
 "463",7,14,0.32301525714092,1.11908480780242
 "464",8,14,0.481942423954093,1.06818410129158
 "465",9,14,0.551322692443045,1.12955247207574
 "466",10,14,0.513447946099497,1.14278710608292
 "467",11,14,NA,NA
 "468",12,14,NA,NA
 "469",13,14,NA,NA
 "470",14,14,NA,NA
 "471",15,14,1.52958569262027,1.20883839898651
 "472",16,14,1.19686282074369,1.17816624355871
 "473",17,14,1.00905959358665,1.1734657537103
 "474",18,14,1.16291857881457,1.18691767384929
 "475",19,14,NA,NA
 "476",20,14,NA,NA
 "477",21,14,NA,NA
 "478",22,14,NA,NA
 "479",23,14,NA,NA
 "480",24,14,NA,NA
 "481",25,14,NA,NA
 "482",26,14,NA,NA
 "483",27,14,NA,NA
 "484",28,14,NA,NA
 "485",29,14,0.535356223432884,1.13979966525761
 "486",30,14,0.673322326965164,1.15812392618241
 "487",31,14,0.433062950433067,1.12842156483203
 "488",32,14,0.448054872657919,1.14155025512973
 "489",33,14,NA,NA
 "490",34,14,NA,NA
 "491",35,14,0.537644265599931,1.1629118482843
 "492",36,14,0.258503250291034,1.14996037641939
 "493",37,14,0.198764715944129,1.13518242663789
 "494",38,14,0.696019083558675,1.15821029347618
 "495",1,15,NA,NA
 "496",2,15,NA,NA
 "497",3,15,NA,NA
 "498",4,15,0.450854932727821,1.08530074929005
 "499",5,15,NA,NA
 "500",6,15,NA,NA
 "501",7,15,NA,NA
 "502",8,15,NA,NA
 "503",9,15,NA,NA
 "504",10,15,NA,NA
 "505",11,15,NA,NA
 "506",12,15,NA,NA
 "507",13,15,NA,NA
 "508",14,15,NA,NA
 "509",15,15,NA,NA
 "510",16,15,NA,NA
 "511",17,15,NA,NA
 "512",18,15,NA,NA
 "513",19,15,0.99398967750148,1.11109490867849
 "514",20,15,0.619047571660881,1.0904463140496
 "515",21,15,0.0993495814704281,1.05656726138817
 "516",22,15,1.11484252799097,1.12078409043054
 "517",23,15,0.538506458826979,1.08560558959419
 "518",24,15,0.99398967750148,1.11109490867849
 "519",25,15,0.619047571660881,1.0904463140496
 "520",26,15,0.0993495814704281,1.05656726138817
 "521",27,15,1.11484252799097,1.12078409043054
 "522",28,15,0.53850645867373,1.08560558959419
 "523",29,15,0.0701438117304582,1.06091105201057
 "524",30,15,0.744816210081317,1.12187119310493
 "525",31,15,0.601297092810903,1.13570233709735
 "526",32,15,0.176804525490159,1.06026340301534
 "527",33,15,0.76298320523768,1.08536077797658
 "528",34,15,0.843823595699865,1.08570343786072
 "529",35,15,0.819544992503458,1.0849664133486
 "530",36,15,0.485336658093302,1.07433819333857
 "531",37,15,0.798478724618778,1.0952849374714
 "532",38,15,1.01864699062983,1.0983296558784
 "533",1,16,NA,NA
 "534",2,16,NA,NA
 "535",3,16,NA,NA
 "536",4,16,0.778470821599518,1.11510256983205
 "537",5,16,NA,NA
 "538",6,16,NA,NA
 "539",7,16,NA,NA
 "540",8,16,NA,NA
 "541",9,16,NA,NA
 "542",10,16,NA,NA
 "543",11,16,0.899410557619577,1.11262660758336
 "544",12,16,0.353830612018332,1.08855198111311
 "545",13,16,0.77071676240625,1.11783327866945
 "546",14,16,0.840980241195041,1.11681585825188
 "547",15,16,0.278609643774482,1.05762748775049
 "548",16,16,0.904396896860163,1.08284695892264
 "549",17,16,1.07102104519819,1.10186480648666
 "550",18,16,1.15420686258293,1.11402457695741
 "551",19,16,1.31459713088218,1.12143758380509
 "552",20,16,0.971735931601977,1.14775353141235
 "553",21,16,0.137209201006426,1.05912596116092
 "554",22,16,1.94289209066575,1.14293381622051
 "555",23,16,1.0676129795062,1.12135450688116
 "556",24,16,1.31459713088218,1.12143758380509
 "557",25,16,0.971735931601977,1.14775353141235
 "558",26,16,0.137209201006426,1.05912596116092
 "559",27,16,1.94289209066575,1.14293381622051
 "560",28,16,1.06761297939646,1.12135450688116
 "561",29,16,1.00524578772399,1.10771055029795
 "562",30,16,0.436410961628351,1.06991237172764
 "563",31,16,0.840285050122837,1.08759864284292
 "564",32,16,1.07269923366635,1.12702876009147
 "565",33,16,0.405875906933875,1.06742182257258
 "566",34,16,NA,NA
 "567",35,16,1.55599527045989,1.12602052227352
 "568",36,16,0.943301513135031,1.10777115899417
 "569",37,16,0.826341707538332,1.08935501566653
 "570",38,16,0.906960839275118,1.08765917526628
 "571",1,18,NA,NA
 "572",2,18,NA,NA
 "573",3,18,NA,NA
 "574",4,18,0.783539928214609,1.11813589716027
 "575",5,18,NA,NA
 "576",6,18,NA,NA
 "577",7,18,NA,NA
 "578",8,18,NA,NA
 "579",9,18,NA,NA
 "580",10,18,NA,NA
 "581",11,18,NA,NA
 "582",12,18,NA,NA
 "583",13,18,NA,NA
 "584",14,18,NA,NA
 "585",15,18,NA,NA
 "586",16,18,NA,NA
 "587",17,18,NA,NA
 "588",18,18,NA,NA
 "589",19,18,NA,NA
 "590",20,18,NA,NA
 "591",21,18,NA,NA
 "592",22,18,NA,NA
 "593",23,18,NA,NA
 "594",24,18,NA,NA
 "595",25,18,NA,NA
 "596",26,18,NA,NA
 "597",27,18,NA,NA
 "598",28,18,NA,NA
 "599",29,18,NA,NA
 "600",30,18,NA,NA
 "601",31,18,NA,NA
 "602",32,18,NA,NA
 "603",33,18,NA,NA
 "604",34,18,NA,NA
 "605",35,18,NA,NA
 "606",36,18,NA,NA
 "607",37,18,NA,NA
 "608",38,18,NA,NA
 "609",1,19,NA,NA
 "610",2,19,NA,NA
 "611",3,19,NA,NA
 "612",4,19,0.358160584372551,1.12141278284512
 "613",5,19,NA,NA
 "614",6,19,NA,NA
 "615",7,19,NA,NA
 "616",8,19,NA,NA
 "617",9,19,NA,NA
 "618",10,19,NA,NA
 "619",11,19,NA,NA
 "620",12,19,NA,NA
 "621",13,19,NA,NA
 "622",14,19,NA,NA
 "623",15,19,NA,NA
 "624",16,19,NA,NA
 "625",17,19,NA,NA
 "626",18,19,NA,NA
 "627",19,19,NA,NA
 "628",20,19,NA,NA
 "629",21,19,NA,NA
 "630",22,19,NA,NA
 "631",23,19,NA,NA
 "632",24,19,NA,NA
 "633",25,19,NA,NA
 "634",26,19,NA,NA
 "635",27,19,NA,NA
 "636",28,19,NA,NA
 "637",29,19,NA,NA
 "638",30,19,NA,NA
 "639",31,19,NA,NA
 "640",32,19,NA,NA
 "641",33,19,NA,NA
 "642",34,19,NA,NA
 "643",35,19,NA,NA
 "644",36,19,NA,NA
 "645",37,19,NA,NA
 "646",38,19,NA,NA
 "647",1,20,NA,NA
 "648",2,20,NA,NA
 "649",3,20,NA,NA
 "650",4,20,0.662586070999699,1.13687987363842
 "651",5,20,NA,NA
 "652",6,20,NA,NA
 "653",7,20,NA,NA
 "654",8,20,NA,NA
 "655",9,20,NA,NA
 "656",10,20,NA,NA
 "657",11,20,NA,NA
 "658",12,20,NA,NA
 "659",13,20,NA,NA
 "660",14,20,NA,NA
 "661",15,20,NA,NA
 "662",16,20,NA,NA
 "663",17,20,NA,NA
 "664",18,20,NA,NA
 "665",19,20,NA,NA
 "666",20,20,NA,NA
 "667",21,20,NA,NA
 "668",22,20,NA,NA
 "669",23,20,NA,NA
 "670",24,20,NA,NA
 "671",25,20,NA,NA
 "672",26,20,NA,NA
 "673",27,20,NA,NA
 "674",28,20,NA,NA
 "675",29,20,NA,NA
 "676",30,20,NA,NA
 "677",31,20,NA,NA
 "678",32,20,NA,NA
 "679",33,20,NA,NA
 "680",34,20,NA,NA
 "681",35,20,NA,NA
 "682",36,20,NA,NA
 "683",37,20,NA,NA
 "684",38,20,NA,NA
 "685",1,21,NA,NA
 "686",2,21,NA,NA
 "687",3,21,NA,NA
 "688",4,21,0.695359577017985,1.12993667790767
 "689",5,21,NA,NA
 "690",6,21,NA,NA
 "691",7,21,0.107345979350902,1.05970739553995
 "692",8,21,NA,NA
 "693",9,21,NA,NA
 "694",10,21,NA,NA
 "695",11,21,NA,NA
 "696",12,21,NA,NA
 "697",13,21,NA,NA
 "698",14,21,NA,NA
 "699",15,21,NA,NA
 "700",16,21,NA,NA
 "701",17,21,NA,NA
 "702",18,21,NA,NA
 "703",19,21,NA,NA
 "704",20,21,NA,NA
 "705",21,21,NA,NA
 "706",22,21,NA,NA
 "707",23,21,NA,NA
 "708",24,21,NA,NA
 "709",25,21,NA,NA
 "710",26,21,NA,NA
 "711",27,21,NA,NA
 "712",28,21,NA,NA
 "713",29,21,NA,NA
 "714",30,21,NA,NA
 "715",31,21,NA,NA
 "716",32,21,NA,NA
 "717",33,21,NA,NA
 "718",34,21,NA,NA
 "719",35,21,NA,NA
 "720",36,21,NA,NA
 "721",37,21,NA,NA
 "722",38,21,NA,NA
 "723",1,1,NA,NA
 "724",2,1,NA,NA
 "725",3,1,NA,NA
 "726",4,1,NA,NA
 "727",5,1,NA,NA
 "728",6,1,NA,NA
 "729",7,1,NA,NA
 "730",8,1,NA,NA
 "731",9,1,NA,NA
 "732",10,1,NA,NA
 "733",11,1,1.82654329784205,1.18909813067039
 "734",12,1,1.33475511607699,1.14408009758451
 "735",13,1,0.87112786843476,1.0918667675825
 "736",14,1,0.894327850447934,1.08744664320334
 "737",15,1,0.859701518083286,1.10986479311138
 "738",16,1,0.815307794514095,1.10929017080738
 "739",17,1,1.70128349473623,1.15550657964041
 "740",18,1,1.22814933206453,1.14971766211407
 "741",19,1,1.62416692440103,1.15330859420087
 "742",20,1,1.35366271237194,1.1582658792173
 "743",21,1,1.86935002928657,1.14339094335889
 "744",22,1,1.67201899057738,1.12715125913269
 "745",23,1,1.44413552712137,1.13934003814188
 "746",24,1,1.62416692440103,1.15330859420087
 "747",25,1,1.35366271237194,1.1582658792173
 "748",26,1,1.86935002928657,1.14339094335889
 "749",27,1,1.67201899057738,1.12715125913269
 "750",28,1,1.44413552712137,1.13934003814188
 "751",29,1,1.60702913827278,1.15528464068845
 "752",30,1,1.20472382739082,1.18478476890178
 "753",31,1,1.47369286131086,1.14804743882864
 "754",32,1,1.49324705526523,1.16619068171106
 "755",33,1,1.74601558555717,1.16191510716621
 "756",34,1,1.57192023395775,1.1614980420393
 "757",35,1,1.69829886516943,1.14508426575111
 "758",36,1,1.7523749663471,1.16865873490806
 "759",37,1,1.707615820689,1.1567963299895
 "760",38,1,1.51487121870658,1.15496517694456
 "761",1,5,NA,NA
 "762",2,5,NA,NA
 "763",3,5,NA,NA
 "764",4,5,NA,NA
 "765",5,5,NA,NA
 "766",6,5,NA,NA
 "767",7,5,NA,NA
 "768",8,5,NA,NA
 "769",9,5,NA,NA
 "770",10,5,NA,NA
 "771",11,5,0.731797952883204,1.13056338856598
 "772",12,5,0.525160568819432,1.09244756834112
 "773",13,5,0.81883312034375,1.12133135710468
 "774",14,5,0.646568239935537,1.08548505725597
 "775",15,5,0.816934851007796,1.10884748425886
 "776",16,5,0.314541598896513,1.12147208302061
 "777",17,5,0.933846023059118,1.11673639767059
 "778",18,5,1.1718319446547,1.12671658812234
 "779",19,5,1.58979936626209,1.16571151239542
 "780",20,5,0.786114369643421,1.12582817096713
 "781",21,5,1.50138782081908,1.16253759891381
 "782",22,5,0.636473571498429,1.11912341898578
 "783",23,5,1.15377119598524,1.14666214832631
 "784",24,5,1.58979936626209,1.16571151239542
 "785",25,5,0.786114369643421,1.12582817096713
 "786",26,5,1.50138782081908,1.16253759891381
 "787",27,5,0.636473571498429,1.11912341898578
 "788",28,5,1.15377119598524,1.14666214832631
 "789",29,5,0.724842465743855,1.11247032209313
 "790",30,5,0.787385191240715,1.11433025109476
 "791",31,5,1.18474297036851,1.1324854667384
 "792",32,5,1.24669005285473,1.14108710122849
 "793",33,5,1.29948496295285,1.13819139738012
 "794",34,5,1.04445366335103,1.12324498339965
 "795",35,5,0.680632460134855,1.10390154544635
 "796",36,5,1.16681561352878,1.10778414826625
 "797",37,5,0.555611427242176,1.09144611864342
 "798",38,5,0.6347739327494,1.09214223486489
--- a/data_preparation/dataPrep.R
+++ b/data_preparation/dataPrep.R
@ -4,6 +4,9 @@

 library(tidyverse)

 library(DBI)
 library(RSQLite)

 gpsData <- read.csv("data/gps.csv")


@ -12,13 +15,16 @@ gpsDataTibble <- as_tibble(gpsData)



 workingTibble <- head(gpsDataTibble, 100000)
 #workingTibble <- head(gpsDataTibble, 500000)

 workingTibble <- gpsDataTibble

 playerIds <-unique(workingTibble$PlayerID)

 playerIds <-unique(workingTibble$PlayerID)
 cat("Number of Players: ", length(playerIds), sep="")

 gameIds <- unique(workingTibble$GameID)
 cat("Number of Games: ", length(gameIds), sep="")


 playerIDMetrics <- c()
@ -37,16 +43,11 @@ for(playerID in playerIds)
    
    
    # crunch average speed    
    averageSpeed <- c(averageSpeed, mean(speedTibble$Speed))
    averageSpeed <- c(averageSpeed, mean(speedTibble$Speed, na.rm = 0))
    
    # average for accel value  
    
    accelDistance <- c(accelDistance, mean(sqrt(speedTibble$AccelX^2 + speedTibble$AccelY^2 + speedTibble$AccelZ^ 2)))
    
    
    #xAccel <- c(xAccel, mean(speedTibble$AccelX))
    #yAccel <- c(yAccel, mean(speedTibble$AccelY))
    #zAccel <- c(zAccel, mean(speedTibble$AccelZ))
    accelDistance <- c(accelDistance, mean(sqrt(speedTibble$AccelX^2 + speedTibble$AccelY^2 + speedTibble$AccelZ^ 2), na.rm = 0))
    
  
    # game and player id to vector
@ -58,6 +59,23 @@ for(playerID in playerIds)

 plot(accelDistance, averageSpeed)

 compressedMetrics <- tibble(gameID = gameIDMetrics, playerID = playerIDMetrics, averageSpeed = averageSpeed, accelerationVector = accelDistance)


 length(compressedMetrics$averageSpeed)
 length(compressedMetrics$accelerationVector)

 write.csv(compressedMetrics, "data/speedData.csv")

 #putSQLiteHere <- "gpsData.sqlite" # could also be ":memory:"
 #mySQLiteDB <- dbConnect(RSQLite::SQLite(),putSQLiteHere)


 #dbWriteTable(mySQLiteDB, "gpsData", compressedMetrics, overwrite=TRUE)

 #dbDisconnect(mySQLiteDB)





--- a/data_preparation/dirty_wellness_na.csv
+++ b/data_preparation/dirty_wellness_na.csv
--- a/data_preparation/vectorization_ex.py
+++ b/data_preparation/vectorization_ex.py
@ -1,7 +1,7 @@
 import pandas as pd

 # read in CSV
 df = pd.read_csv('cleaned/wellness.csv')
 df = pd.read_csv('cleaned/dirty_wellness_na.csv')


 def vectorize_mult(column, dictionary, file=None):
@ -10,19 +10,3 @@ def vectorize_mult(column, dictionary, file=None):
    if file is not None:
        df.to_csv('cleaned/{}.csv'.format(file))


 vectorize_mult("USGMeasurement", {"No": 0, "Yes": 1}, "wellness")

 """
 for i, value in df["TrainingReadiness"].iteritems():
    if pd.notna(value):
        value = value.split("%")[0]
        value = float(value) * (1/100)
        value = round(value, 2)
        df.set_value(i, "TrainingReadinessNum", value)

        print(value)


 df.to_csv('cleaned/{}.csv'.format("wellness"))
 """