diff --git a/data_preparation/cleaned/personal.csv b/data_preparation/cleaned/personal.csv
new file mode 100644
index 0000000..59016f3
--- /dev/null
+++ b/data_preparation/cleaned/personal.csv
@@ -0,0 +1,6036 @@
+"","day","playerID","DailyLoad","acuteChronicRatio","trainDuration","sleepHours","fatigue","sleepQuality","soreness","fatigueNorm","sorenessNorm","sleepHoursNorm","sleepQualityNorm","BestOutOfMyselfNotAtAll","BestOutOfMyselfAbsolutely","BestOutOfMyselfSomewhat","BestOutOfMyselfUnknown"
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+"1918",112,17,420,1.2,60,10.25,4,4,3,0.429877905841604,-0.464772318093609,0.766332876827161,-0.132130217750833,0,0,0,1
+"1919",112,8,630,1.06,90,7.25,4,4,4,0.368521971718262,0.53518474211439,-0.7860841629172,0.133372314316072,0,0,0,1
+"1920",112,12,0,0,0,8.5,4,4,4,0.349442655341093,0.281705671721795,0.174500851705897,0.521848909693017,0,0,0,1
+"1921",112,9,360,1.07,70,9.5,6,6,5,0.695907936878958,0.3919148280865,0.25684646731159,0.625669821594675,0,1,0,0
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+"1928",113,10,360,0.9,90,9.25,4,4,3,0.947361622380391,0.180998120952556,0.951565539392574,0.926467199529182,0,0,0,1
+"1929",113,16,0,0.89,0,8.25,1,1,3,-1.83356577512898,0.134736319500818,-0.605378495489875,-2.55934704632479,1,0,0,0
+"1930",113,3,270,0.89,90,8,3,4,4,-0.485169368839506,1.43695444346958,0.112809220482685,0.236632352809861,0,1,0,0
+"1931",113,4,240,0.77,90,8.5,4,3,4,0.750382079912868,0.522513547063256,0.0768917289379145,0.154042311543538,0,1,0,0
+"1932",113,5,0,0,0,8.75,3,4,3,-0.000608777745005764,0.000498521758515883,0.00911700944141294,0.000149354733475051,0,0,0,1
+"1933",113,14,0,0,0,8.75,3,4,2,-0.440785897123641,-1.44936563964132,-0.336038140371823,0.0578503209731584,0,0,0,1
+"1934",113,15,0,0,0,8.75,3,4,3,-0.000608777745005764,0.000498521758515883,0.00911700944141294,0.000149354733475051,0,0,0,1
+"1935",113,17,30,0.88,60,8.75,3,4,3,-0.000608777745005764,0.000498521758515883,0.00911700944141294,0.000149354733475051,0,0,0,1
+"1936",113,8,0,0,0,9.25,5,5,4,1.13323587325187,0.53518474211439,0.842781512614111,0.785744298091467,0,0,0,1
+"1937",113,12,240,0.74,90,8.75,3,4,3,-0.000608777745005764,0.000498521758515883,0.00911700944141294,0.000149354733475051,0,0,0,1
+"1938",113,9,240,0.83,120,9.5,5,6,5,0.0282315456223877,0.3919148280865,0.25684646731159,0.625669821594675,0,1,0,0
+"1939",114,13,0,0.6,0,9.5,4,4,3,0.745291653116745,0.252194543070935,0.3895303652039,0.284281018456192,0,1,0,0
+"1940",114,11,0,0.18,0,9.25,3,4,3,0.536457904299563,0.50048505916742,0.755653895024145,0.815562277094604,0,1,0,0
+"1941",114,1,780,1,150,8.25,4,3,4,1.11387445469287,0.686893148597775,-0.528021697113243,-0.41120447609884,0,0,0,1
+"1942",114,2,0,0,0,10,6,4,4,1.55954992481332,0.655696504123945,0.993249798971116,0.0483663911796812,0,0,0,1
+"1943",114,6,0,0,0,9,4,3,4,0.49759417441395,0.81636253849472,0.710695857455197,-1.04833410372623,0,0,0,1
+"1944",114,7,0,0.51,0,9.5,3,4,3,0.0124579618609146,-0.349304209941809,0.448115603611701,0.245136628828807,0,1,0,0
+"1945",114,10,0,0,0,8.5,3,3,3,0.198410172858354,0.180998120952556,-0.116589159321048,0.213463679662365,0,0,0,1
+"1946",114,16,0,0.63,0,9.25,2,2,4,-0.346252107482549,0.827298034649512,0.479076709611943,-0.952919106908736,1,0,0,0
+"1947",114,3,0,0.47,0,8,4,3,4,0.995221745648418,1.43695444346958,0.112809220482685,-2.30011777934311,0,1,0,0
+"1948",114,4,0,0,0,8.5,4,4,4,0.750382079912868,0.522513547063256,0.0768917289379145,0.7977816459922,0,0,0,1
+"1949",114,5,0,0,0,8.75,3,4,3,-0.000608777745005764,0.000498521758515883,0.00911700944141294,0.000149354733475051,0,0,0,1
+"1950",114,14,245,0.41,95,8.75,4,3,3,0.847896330001685,-0.13105383370414,-0.336038140371823,-0.826385713015801,0,0,0,1
+"1951",114,15,440,0.21,130,10,4,4,1,-0.379452807684273,-3.50956570877141,0.86805202333574,-0.924252294877168,0,0,0,1
+"1952",114,17,0,0,0,9.75,4,4,4,0.429877905841604,0.719782473744575,0.281586139283568,-0.132130217750833,0,0,0,1
+"1953",114,8,0,0,0,8.75,5,5,4,1.13323587325187,0.53518474211439,0.427752711324136,0.785744298091467,0,0,0,1
+"1954",114,12,0,0,0,8.5,5,4,5,1.54455402157244,1.47513360589339,0.174500851705897,0.521848909693017,0,0,0,1
+"1955",114,9,0,0.39,0,9.5,6,6,6,0.695907936878958,0.872427963719816,0.25684646731159,0.625669821594675,0,0,0,1
+"1956",115,13,0,0.64,0,6.5,3,3,3,-0.561381021377009,0.252194543070935,-1.84418758278438,-0.882750769312988,0,1,0,0
+"1957",115,11,0,0.19,0,4.5,2,2,3,-0.619379186169587,0.50048505916742,-2.02390485127411,-1.27530381238365,0,1,0,0
+"1958",115,1,570,1.2,130,9,2,4,4,-0.461674040169918,0.686893148597775,0.337355327037516,0.453448985771754,0,0,0,1
+"1959",115,2,0,0.55,0,8.75,3,4,3,-0.000608777745005764,0.000498521758515883,0.00911700944141294,0.000149354733475051,0,0,0,1
+"1960",115,6,0,0.45,0,6.5,4,5,4,0.49759417441395,0.81636253849472,-1.82380327777884,1.04081259489285,0,0,0,1
+"1961",115,7,0,0.54,0,8.75,3,4,3,-0.000608777745005764,0.000498521758515883,0.00911700944141294,0.000149354733475051,0,0,0,1
+"1962",115,10,0,0,0,3.75,3,1,3,0.198410172858354,0.180998120952556,-2.13288535824649,-2.20498825928506,0,0,0,1
+"1963",115,16,310,0.71,160,8,2,1,4,-0.346252107482549,0.827298034649512,-0.87309977661884,-2.55934704632479,0,0,0,1
+"1964",115,3,0,0.47,0,8.75,3,4,3,-0.000608777745005764,0.000498521758515883,0.00911700944141294,0.000149354733475051,0,1,0,0
+"1965",115,4,0,0,0,8.75,3,4,3,-0.000608777745005764,0.000498521758515883,0.00911700944141294,0.000149354733475051,0,0,0,1
+"1966",115,5,0,0,0,4,3,3,4,-0.98147071932574,0.198942540172495,-2.42319619500854,-1.29795088626275,0,0,0,1
+"1967",115,14,0,0,0,8.75,3,3,2,-0.440785897123641,-1.44936563964132,-0.336038140371823,-0.826385713015801,0,0,0,1
+"1968",115,15,180,0.09,90,8.75,3,4,3,-0.000608777745005764,0.000498521758515883,0.00911700944141294,0.000149354733475051,0,0,0,1
+"1969",115,17,0,0,0,9.5,3,4,4,-1.4303017622053,0.719782473744575,-0.0217984938299085,-0.132130217750833,0,0,0,1
+"1970",115,8,0,0,0,8.75,3,4,3,-0.000608777745005764,0.000498521758515883,0.00911700944141294,0.000149354733475051,0,0,0,1
+"1971",115,12,0,0.36,0,8.75,3,4,3,-0.000608777745005764,0.000498521758515883,0.00911700944141294,0.000149354733475051,0,0,0,1
+"1972",115,9,0,0.4,0,2,1,1,6,-2.21112724108533,0.872427963719816,-2.46994153713351,-2.00423357987982,0,0,0,1
+"1973",116,13,270,0.75,120,8.25,3,4,4,-0.561381021377009,1.0274995241794,-0.959890194749195,0.284281018456192,0,0,0,1
+"1974",116,11,225,0.32,75,7.25,4,3,3,1.38840356482856,0.50048505916742,-1.04074423070984,-0.0522255560093844,0,1,0,0
+"1975",116,1,0,1.2,0,9.75,2,4,2,-0.461674040169918,-1.24817148935523,0.954911128553996,0.453448985771754,0,0,0,1
+"1976",116,2,240,0.66,80,8,5,5,5,1.00456739719119,1.18009654892318,-0.993249798971116,0.73660686925326,0,0,0,1
+"1977",116,6,360,0.58,90,8.75,3,4,3,-0.000608777745005764,0.000498521758515883,0.00911700944141294,0.000149354733475051,0,0,0,1
+"1978",116,7,180,0.62,60,7.5,3,3,4,0.0124579618609146,1.22535062560264,-1.47752529201884,-0.910221801986315,0,0,0,1
+"1979",116,10,190,0.57,80,9,4,3,4,0.947361622380391,0.908854759874559,0.547795490540396,0.213463679662365,0,0,0,1
+"1980",116,16,0,0.63,0,11.25,2,3,5,-0.346252107482549,1.36449063516668,2.1458611524396,-0.0132190022395856,0,0,0,1
+"1981",116,3,235,0.53,70,6.5,3,4,4,-0.485169368839506,1.43695444346958,-1.25664224677223,0.236632352809861,0,1,0,0
+"1982",116,4,300,0.48,80,7.5,3,3,4,-0.187450331998572,0.522513547063256,-0.813155285663375,0.154042311543538,0,1,0,0
+"1983",116,5,0,0,0,9,4,4,5,1.31377555440453e-05,1.2493462419631,1.17884089055755,0.295893025931701,0,0,0,1
+"1984",116,14,0,0,0,8.75,3,4,3,-0.000608777745005764,0.000498521758515883,0.00911700944141294,0.000149354733475051,0,0,0,1
+"1985",116,15,0,0,0,8.75,3,4,3,-0.000608777745005764,0.000498521758515883,0.00911700944141294,0.000149354733475051,0,0,0,1
+"1986",116,17,150,0.59,65,8.75,3,4,3,-0.000608777745005764,0.000498521758515883,0.00911700944141294,0.000149354733475051,0,0,0,1
+"1987",116,8,180,0.42,75,6.75,5,3,5,1.13323587325187,1.22684921780617,-1.07479273800363,-0.694404002750542,0,0,0,1
+"1988",116,12,120,0.42,60,6.5,3,3,4,-1.1670002787933,0.281705671721795,-1.54970590073659,-0.631982336053705,0,0,0,1
+"1989",116,9,160,0.48,110,9,4,7,6,-0.571637525165086,0.872427963719816,-0.251015918683272,2.0481986310469,0,1,0,0
+"1990",117,13,420,0.57,120,9.75,4,4,4,0.745291653116745,1.0274995241794,0.66338790065127,0.284281018456192,0,1,0,0
+"1991",117,11,595,0.39,125,7,3,4,3,0.536457904299563,0.50048505916742,-1.16615196774148,0.815562277094604,0,0,0,1
+"1992",117,1,0,0,0,8.75,3,3,3,0.459962747392474,-0.198240022361315,0.0275921766959591,-0.41120447609884,0,0,0,1
+"1993",117,2,300,0.49,90,5.25,3,3,3,-0.550373778372525,-0.0203727382680204,-2.21923724808809,-0.824922441518043,0,0,0,1
+"1994",117,6,450,0.52,90,9.25,5,5,4,1.66670393580884,0.81636253849472,1.0219212334923,1.04081259489285,0,0,0,1
+"1995",117,7,300,0.45,75,8.75,3,2,4,0.0124579618609146,1.22535062560264,-0.759297824518158,-2.53860805164618,0,0,0,1
+"1996",117,10,420,0.5,90,9,3,3,4,0.198410172858354,0.908854759874559,0.547795490540396,0.213463679662365,0,0,0,1
+"1997",117,16,0,0.22,0,9,3,3,4,0.523770614900661,0.827298034649512,0.145826987093759,-0.0132190022395856,0,0,1,0
+"1998",117,3,540,0.46,90,8,4,4,4,0.995221745648418,1.43695444346958,0.112809220482685,0.236632352809861,0,1,0,0
+"1999",117,4,420,0.47,90,6,2,2,4,-1.50925087744879,0.522513547063256,-1.67696980210182,-0.609551468415038,0,1,0,0
+"2000",117,5,0,0,0,8.75,3,4,3,-0.000608777745005764,0.000498521758515883,0.00911700944141294,0.000149354733475051,0,0,0,1
+"2001",117,14,0,0,0,8.5,3,4,4,-0.440785897123641,0.840648866921643,-0.680416776238936,0.0578503209731584,0,0,0,1
+"2002",117,15,0,0,0,8.75,3,4,3,-0.000608777745005764,0.000498521758515883,0.00911700944141294,0.000149354733475051,0,0,0,1
+"2003",117,17,275,0.49,75,10,4,3,4,0.429877905841604,0.719782473744575,0.562297937286431,-1.59585825462215,0,0,0,1
+"2004",117,8,360,0.36,100,8.25,4,2,4,0.368521971718262,0.53518474211439,-0.0447761766955162,-1.81745047649332,0,0,0,1
+"2005",117,12,270,0.28,90,7.5,3,2,4,-1.1670002787933,0.281705671721795,-0.884134934875026,-2.19738845497002,0,0,0,1
+"2006",117,9,240,0.4,60,9.75,6,6,6,0.695907936878958,0.872427963719816,0.443149424812157,0.625669821594675,0,1,0,0
+"2007",118,13,450,0.53,120,8.5,4,4,4,0.745291653116745,1.0274995241794,-0.645792728618733,0.284281018456192,0,0,0,1
+"2008",118,11,600,0.43,140,8,3,2,3,0.536457904299563,0.50048505916742,-0.627874800819251,-1.27530381238365,0,1,0,0
+"2009",118,1,820,0.97,220,9.25,3,4,4,0.459962747392474,0.686893148597775,0.592584702133356,0.453448985771754,0,0,0,1
+"2010",118,2,370,0.43,110,8.75,3,4,3,-0.000608777745005764,0.000498521758515883,0.00911700944141294,0.000149354733475051,0,0,0,1
+"2011",118,6,300,0.39,60,9.75,4,3,4,0.49759417441395,0.81636253849472,1.59887452810507,-1.04833410372623,0,0,0,1
+"2012",118,7,240,0.32,60,8.5,2,3,3,-1.63860574547997,-0.349304209941809,-0.959693883927992,-0.910221801986315,0,0,0,1
+"2013",118,10,0,0,0,9,4,4,4,0.947361622380391,0.908854759874559,0.547795490540396,0.926467199529182,0,0,0,1
+"2014",118,16,210,0.17,90,8,3,1,7,0.523770614900661,2.17450909515731,-0.87309977661884,-2.55934704632479,0,0,0,1
+"2015",118,3,540,0.49,90,8,3,4,3,-0.485169368839506,-0.51877445510733,0.112809220482685,0.236632352809861,0,1,0,0
+"2016",118,4,300,0.44,60,9.5,3,3,4,-0.187450331998572,0.522513547063256,1.29079666787433,0.154042311543538,0,0,0,1
+"2017",118,5,600,0.44,120,7.75,4,4,4,1.31377555440453e-05,0.198942540172495,0.120804161502683,0.295893025931701,0,1,0,0
+"2018",118,14,0,0,0,8.25,3,3,4,-0.440785897123641,0.840648866921643,-0.964916839679516,-0.826385713015801,0,0,0,1
+"2019",118,15,0,0.32,0,4.75,2,6,2,-3.40610665872754,-2.10741992227585,-2.11833931301367,0.298451474274889,0,0,0,1
+"2020",118,17,630,0.56,90,10,4,4,3,0.429877905841604,-0.464772318093609,0.562297937286431,-0.132130217750833,0,0,0,1
+"2021",118,8,180,0.22,60,9,4,4,4,0.368521971718262,0.53518474211439,0.634163652128853,0.133372314316072,0,0,0,1
+"2022",118,12,0,0,0,7.5,4,4,4,0.349442655341093,0.281705671721795,-0.884134934875026,0.521848909693017,0,0,0,1
+"2023",118,9,300,0.37,90,9.5,6,6,6,0.695907936878958,0.872427963719816,0.25684646731159,0.625669821594675,0,1,0,0
+"2024",119,13,0,0.37,60,9.75,4,4,4,0.745291653116745,1.0274995241794,0.66338790065127,0.284281018456192,0,1,0,0
+"2025",119,11,30,0.38,30,7.75,3,2,3,0.536457904299563,0.50048505916742,-0.83447838739501,-1.27530381238365,0,1,0,0
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