Commit 86f84d7c authored by Christian Marius Lillelund's avatar Christian Marius Lillelund
Browse files

added test files, fixed unit tests

parent 434605e7
Pipeline #99936 passed with stage
in 4 minutes and 46 seconds
BirthYear,Gender,LoanPeriod,NumberAts,1Ats,2Ats,3Ats,4Ats,5Ats,6Ats,7Ats,8Ats,9Ats,10Ats,Status,Days
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Gender,BirthYear,LoanPeriod,NumberAts,1Ats,2Ats,3Ats,4Ats,5Ats,6Ats,7Ats,8Ats,9Ats,10Ats,Complete
0,31,0,0,0,0,0,0,0,0,0,0,0,0,0
0,31,0,0,0,0,0,0,0,0,0,0,0,0,0
0,48,685,1,120606,0,0,0,0,0,0,0,0,0,0
1,46,0,0,0,0,0,0,0,0,0,0,0,0,0
1,46,194,1,120606,0,0,0,0,0,0,0,0,0,0
1,46,438,3,120606,093307,122203,0,0,0,0,0,0,0,0
0,21,481,2,120606,093304,0,0,0,0,0,0,0,0,0
1,38,0,0,0,0,0,0,0,0,0,0,0,0,1
1,38,0,0,0,0,0,0,0,0,0,0,0,0,1
1,38,0,0,0,0,0,0,0,0,0,0,0,0,1
1,38,0,0,0,0,0,0,0,0,0,0,0,0,0
1,38,0,0,0,0,0,0,0,0,0,0,0,0,0
1,38,0,0,0,0,0,0,0,0,0,0,0,0,1
1,38,0,0,0,0,0,0,0,0,0,0,0,0,1
1,38,0,0,0,0,0,0,0,0,0,0,0,0,1
1,38,0,0,0,0,0,0,0,0,0,0,0,0,1
1,38,0,0,0,0,0,0,0,0,0,0,0,0,0
1,38,0,0,0,0,0,0,0,0,0,0,0,0,0
1,53,203,4,122203,091218,093307,120612,0,0,0,0,0,0,0
0,25,0,0,0,0,0,0,0,0,0,0,0,0,1
0,25,0,0,0,0,0,0,0,0,0,0,0,0,1
0,25,0,0,0,0,0,0,0,0,0,0,0,0,0
0,47,0,0,0,0,0,0,0,0,0,0,0,0,0
0,47,238,3,240603,241803,093307,0,0,0,0,0,0,0,0
0,37,0,0,0,0,0,0,0,0,0,0,0,0,1
0,37,0,0,0,0,0,0,0,0,0,0,0,0,1
1,42,113,3,120606,043303,122203,0,0,0,0,0,0,0,1
1,42,171,4,120606,043303,122203,222718,0,0,0,0,0,0,1
1,42,203,4,120606,043303,122203,222718,0,0,0,0,0,0,1
1,42,304,4,120606,043303,122203,222718,0,0,0,0,0,0,1
1,42,393,4,120606,043303,122203,222718,0,0,0,0,0,0,1
1,42,287,6,120606,043303,122203,222718,181210,043306,0,0,0,0,1
1,42,376,6,120606,043303,122203,222718,181210,043306,0,0,0,0,0
0,39,0,0,0,0,0,0,0,0,0,0,0,0,0
0,39,0,0,0,0,0,0,0,0,0,0,0,0,1
1,28,1738,4,242103,120606,093307,090903,0,0,0,0,0,0,0
1,28,1851,4,242103,120606,093307,090903,0,0,0,0,0,0,1
1,28,1862,4,242103,120606,093307,090903,0,0,0,0,0,0,1
1,28,1986,4,242103,120606,093307,090903,0,0,0,0,0,0,0
1,28,2305,5,242103,120606,093307,090903,222718,0,0,0,0,0,1
1,28,2462,5,242103,120606,093307,090903,222718,0,0,0,0,0,1
1,28,1789,7,242103,120606,093307,090903,222718,122203,043303,0,0,0,1
1,28,1831,7,242103,120606,093307,090903,222718,122203,043303,0,0,0,1
0,36,0,0,0,0,0,0,0,0,0,0,0,0,1
0,36,0,0,0,0,0,0,0,0,0,0,0,0,1
0,36,0,0,0,0,0,0,0,0,0,0,0,0,0
0,30,123,2,120606,093307,0,0,0,0,0,0,0,0,0
0,59,933,3,120606,093307,181503,0,0,0,0,0,0,0,0
1,30,68,6,120306,120306,093307,150913,150913,150913,0,0,0,0,1
1,30,143,6,120306,120306,093307,150913,150913,150913,0,0,0,0,1
1,30,138,7,120306,120306,093307,150913,150913,150913,120606,0,0,0,1
1,30,217,7,120306,120306,093307,150913,150913,150913,120606,0,0,0,1
1,30,277,7,120306,120306,093307,150913,150913,150913,120606,0,0,0,1
1,30,394,7,120306,120306,093307,150913,150913,150913,120606,0,0,0,0
1,50,0,0,0,0,0,0,0,0,0,0,0,0,1
1,50,0,0,0,0,0,0,0,0,0,0,0,0,1
1,50,0,0,0,0,0,0,0,0,0,0,0,0,0
1,32,0,0,0,0,0,0,0,0,0,0,0,0,0
0,31,127,6,180315,043306,181210,122203,123621,093307,0,0,0,0,0
1,39,264,4,120606,122203,181210,181806,0,0,0,0,0,0,0
1,39,415,4,120606,122203,181210,181806,0,0,0,0,0,0,1
1,39,415,4,120606,122203,181210,181806,0,0,0,0,0,0,1
1,39,601,5,120606,122203,181210,181806,181006,0,0,0,0,0,0
1,39,516,7,120606,122203,181210,181806,181006,091218,043306,0,0,0,1
1,39,557,9,120606,122203,181210,181806,181006,091218,043306,123103,123121,0,1
1,39,625,9,120606,122203,181210,181806,181006,091218,043306,123103,123121,0,1
1,39,611,10,120606,122203,181210,181806,181006,091218,043306,123103,123121,121212,1
1,39,639,11,120606,122203,181210,181806,181006,091218,043306,123103,123121,121212,1
1,39,615,14,120606,122203,181210,181806,181006,091218,043306,123103,123121,121212,1
1,39,690,14,120606,122203,181210,181806,181006,091218,043306,123103,123121,121212,1
1,39,735,14,120606,122203,181210,181806,181006,091218,043306,123103,123121,121212,1
1,39,802,14,120606,122203,181210,181806,181006,091218,043306,123103,123121,121212,1
1,39,704,17,120606,122203,181210,181806,181006,091218,043306,123103,123121,121212,0
1,39,525,29,120606,122203,181210,181806,181006,091218,043306,123103,123121,121212,1
1,39,356,55,120606,122203,181210,181806,181006,091218,043306,123103,123121,121212,1
1,39,427,57,120606,122203,181210,181806,181006,091218,043306,123103,123121,121212,0
0,38,0,0,0,0,0,0,0,0,0,0,0,0,0
0,30,332,9,120606,093307,181228,120606,091218,091203,122203,123112,180315,0,0
0,55,3,1,222718,0,0,0,0,0,0,0,0,0,1
0,55,75,1,222718,0,0,0,0,0,0,0,0,0,1
0,55,142,1,222718,0,0,0,0,0,0,0,0,0,0
0,60,0,0,0,0,0,0,0,0,0,0,0,0,0
0,60,0,0,0,0,0,0,0,0,0,0,0,0,1
0,60,911,2,091203,222718,0,0,0,0,0,0,0,0,1
0,60,1007,2,091203,222718,0,0,0,0,0,0,0,0,1
0,60,1038,2,091203,222718,0,0,0,0,0,0,0,0,1
0,60,1108,2,091203,222718,0,0,0,0,0,0,0,0,1
0,60,1119,2,091203,222718,0,0,0,0,0,0,0,0,1
0,60,1242,2,091203,222718,0,0,0,0,0,0,0,0,1
0,60,1344,2,091203,222718,0,0,0,0,0,0,0,0,1
0,29,0,0,0,0,0,0,0,0,0,0,0,0,1
0,29,0,0,0,0,0,0,0,0,0,0,0,0,1
0,29,0,0,0,0,0,0,0,0,0,0,0,0,1
0,29,0,0,0,0,0,0,0,0,0,0,0,0,1
0,29,0,0,0,0,0,0,0,0,0,0,0,0,1
0,29,0,0,0,0,0,0,0,0,0,0,0,0,0
0,45,0,0,0,0,0,0,0,0,0,0,0,0,0
0,32,0,0,0,0,0,0,0,0,0,0,0,0,1
0,32,0,0,0,0,0,0,0,0,0,0,0,0,1
0,41,165,1,091218,0,0,0,0,0,0,0,0,0,0
Gender,BirthYear,LoanPeriod,NumberAts,1Ats,2Ats,3Ats,4Ats,5Ats,6Ats,7Ats,8Ats,9Ats,10Ats,Complete
0,31,0,0,-0.16675615,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,0
0,31,0,0,-0.16675615,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,0
0,48,685,1,0.027772585,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,0
1,46,0,0,-0.16675615,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,0
1,46,194,1,0.027772585,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,0
1,46,438,3,0.027772585,0.0079977885,0.14176524,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,0
0,21,481,2,0.027772585,0.29118866,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,0
1,38,0,0,-0.16675615,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
1,38,0,0,-0.16675615,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
1,38,0,0,-0.16675615,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
1,38,0,0,-0.16675615,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,0
1,38,0,0,-0.16675615,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,0
1,38,0,0,-0.16675615,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
1,38,0,0,-0.16675615,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
1,38,0,0,-0.16675615,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
1,38,0,0,-0.16675615,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
1,38,0,0,-0.16675615,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,0
1,38,0,0,-0.16675615,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,0
1,53,203,4,0.0036143847,0.12305491,0.12675266,-0.1447862,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,0
0,25,0,0,-0.16675615,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
0,25,0,0,-0.16675615,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
0,25,0,0,-0.16675615,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,0
0,47,0,0,-0.16675615,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,0
0,47,238,3,-0.50157434,-0.0393965,0.12675266,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,0
0,37,0,0,-0.16675615,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
0,37,0,0,-0.16675615,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
1,42,113,3,0.027772585,0.2207362,0.14176524,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
1,42,171,4,0.027772585,0.2207362,0.14176524,0.08919819,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
1,42,203,4,0.027772585,0.2207362,0.14176524,0.08919819,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
1,42,304,4,0.027772585,0.2207362,0.14176524,0.08919819,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
1,42,393,4,0.027772585,0.2207362,0.14176524,0.08919819,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
1,42,287,6,0.027772585,0.2207362,0.14176524,0.08919819,-0.00031441214,0.10128876,0.038919028,-0.044670645,0.07830532,0.07346328,1
1,42,376,6,0.027772585,0.2207362,0.14176524,0.08919819,-0.00031441214,0.10128876,0.038919028,-0.044670645,0.07830532,0.07346328,0
0,39,0,0,-0.16675615,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,0
0,39,0,0,-0.16675615,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
1,28,1738,4,0.1825608,-0.031091155,0.12675266,-0.13135336,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,0
1,28,1851,4,0.1825608,-0.031091155,0.12675266,-0.13135336,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
1,28,1862,4,0.1825608,-0.031091155,0.12675266,-0.13135336,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
1,28,1986,4,0.1825608,-0.031091155,0.12675266,-0.13135336,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,0
1,28,2305,5,0.1825608,-0.031091155,0.12675266,-0.13135336,-0.15021695,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
1,28,2462,5,0.1825608,-0.031091155,0.12675266,-0.13135336,-0.15021695,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
1,28,1789,7,0.1825608,-0.031091155,0.12675266,-0.13135336,-0.15021695,-0.16034704,-0.33674556,-0.044670645,0.07830532,0.07346328,1
1,28,1831,7,0.1825608,-0.031091155,0.12675266,-0.13135336,-0.15021695,-0.16034704,-0.33674556,-0.044670645,0.07830532,0.07346328,1
0,36,0,0,-0.16675615,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
0,36,0,0,-0.16675615,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
0,36,0,0,-0.16675615,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,0
0,30,123,2,0.027772585,0.0079977885,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,0
0,59,933,3,0.027772585,0.0079977885,0.27751034,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,0
1,30,68,6,-0.14715846,-0.20093974,0.12675266,-0.14976686,-0.31551895,-0.04144734,0.038919028,-0.044670645,0.07830532,0.07346328,1
1,30,143,6,-0.14715846,-0.20093974,0.12675266,-0.14976686,-0.31551895,-0.04144734,0.038919028,-0.044670645,0.07830532,0.07346328,1
1,30,138,7,-0.14715846,-0.20093974,0.12675266,-0.14976686,-0.31551895,-0.04144734,0.22956018,-0.044670645,0.07830532,0.07346328,1
1,30,217,7,-0.14715846,-0.20093974,0.12675266,-0.14976686,-0.31551895,-0.04144734,0.22956018,-0.044670645,0.07830532,0.07346328,1
1,30,277,7,-0.14715846,-0.20093974,0.12675266,-0.14976686,-0.31551895,-0.04144734,0.22956018,-0.044670645,0.07830532,0.07346328,1
1,30,394,7,-0.14715846,-0.20093974,0.12675266,-0.14976686,-0.31551895,-0.04144734,0.22956018,-0.044670645,0.07830532,0.07346328,0
1,50,0,0,-0.16675615,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
1,50,0,0,-0.16675615,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
1,50,0,0,-0.16675615,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,0
1,32,0,0,-0.16675615,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,0
0,31,127,6,0.049102202,0.00016926385,-0.04293516,-0.47488528,-0.1420379,-0.1660612,0.038919028,-0.044670645,0.07830532,0.07346328,0
1,39,264,4,0.027772585,-0.14913431,-0.04293516,0.024777614,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,0
1,39,415,4,0.027772585,-0.14913431,-0.04293516,0.024777614,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
1,39,415,4,0.027772585,-0.14913431,-0.04293516,0.024777614,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
1,39,601,5,0.027772585,-0.14913431,-0.04293516,0.024777614,-0.28265768,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,0
1,39,516,7,0.027772585,-0.14913431,-0.04293516,0.024777614,-0.28265768,0.18557553,-0.02719386,-0.044670645,0.07830532,0.07346328,1
1,39,557,9,0.027772585,-0.14913431,-0.04293516,0.024777614,-0.28265768,0.18557553,-0.02719386,0.15342467,-0.14354463,0.07346328,1
1,39,625,9,0.027772585,-0.14913431,-0.04293516,0.024777614,-0.28265768,0.18557553,-0.02719386,0.15342467,-0.14354463,0.07346328,1
1,39,611,10,0.027772585,-0.14913431,-0.04293516,0.024777614,-0.28265768,0.18557553,-0.02719386,0.15342467,-0.14354463,-0.23029803,1
1,39,639,11,0.027772585,-0.14913431,-0.04293516,0.024777614,-0.28265768,0.18557553,-0.02719386,0.15342467,-0.14354463,-0.23029803,1
1,39,615,14,0.027772585,-0.14913431,-0.04293516,0.024777614,-0.28265768,0.18557553,-0.02719386,0.15342467,-0.14354463,-0.23029803,1
1,39,690,14,0.027772585,-0.14913431,-0.04293516,0.024777614,-0.28265768,0.18557553,-0.02719386,0.15342467,-0.14354463,-0.23029803,1
1,39,735,14,0.027772585,-0.14913431,-0.04293516,0.024777614,-0.28265768,0.18557553,-0.02719386,0.15342467,-0.14354463,-0.23029803,1
1,39,802,14,0.027772585,-0.14913431,-0.04293516,0.024777614,-0.28265768,0.18557553,-0.02719386,0.15342467,-0.14354463,-0.23029803,1
1,39,704,17,0.027772585,-0.14913431,-0.04293516,0.024777614,-0.28265768,0.18557553,-0.02719386,0.15342467,-0.14354463,-0.23029803,0
1,39,525,29,0.027772585,-0.14913431,-0.04293516,0.024777614,-0.28265768,0.18557553,-0.02719386,0.15342467,-0.14354463,-0.23029803,1
1,39,356,55,0.027772585,-0.14913431,-0.04293516,0.024777614,-0.28265768,0.18557553,-0.02719386,0.15342467,-0.14354463,-0.23029803,1
1,39,427,57,0.027772585,-0.14913431,-0.04293516,0.024777614,-0.28265768,0.18557553,-0.02719386,0.15342467,-0.14354463,-0.23029803,0
0,38,0,0,-0.16675615,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,0
0,30,332,9,0.027772585,0.0079977885,0.2069881,0.009622188,0.008745029,-0.073114894,0.17369246,0.040267795,-0.3027395,0.07346328,0
0,55,3,1,-0.22432049,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
0,55,75,1,-0.22432049,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
0,55,142,1,-0.22432049,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,0
0,60,0,0,-0.16675615,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,0
0,60,0,0,-0.16675615,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
0,60,911,2,-0.117084235,0.26490384,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
0,60,1007,2,-0.117084235,0.26490384,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
0,60,1038,2,-0.117084235,0.26490384,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
0,60,1108,2,-0.117084235,0.26490384,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
0,60,1119,2,-0.117084235,0.26490384,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
0,60,1242,2,-0.117084235,0.26490384,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
0,60,1344,2,-0.117084235,0.26490384,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
0,29,0,0,-0.16675615,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
0,29,0,0,-0.16675615,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
0,29,0,0,-0.16675615,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
0,29,0,0,-0.16675615,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
0,29,0,0,-0.16675615,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
0,29,0,0,-0.16675615,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,0
0,45,0,0,-0.16675615,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,0
0,32,0,0,-0.16675615,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
0,32,0,0,-0.16675615,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,1
0,41,165,1,0.07838449,0.0033194746,0.07770248,-0.10360406,0.036572926,0.028646752,0.038919028,-0.044670645,0.07830532,0.07346328,0
\ No newline at end of file
Gender,BirthYear,LoanPeriod,NumberAts,1Ats,2Ats,3Ats,4Ats,5Ats,6Ats,7Ats,8Ats,9Ats,10Ats,Compliance
1,38,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,0
1,38,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,0
1,38,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,0
1,38,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,0
1,38,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,0
1,38,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,1
1,38,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,1
0,25,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,1
0,25,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,1
0,37,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,0
0,37,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,0
1,42,113,3,-0.003324064,0.17530082,0.04033066,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,1
1,42,171,4,-0.003324064,0.17530082,0.04033066,0.15076467,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,1
1,42,203,4,-0.003324064,0.17530082,0.04033066,0.15076467,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,0
1,42,304,4,-0.003324064,0.17530082,0.04033066,0.15076467,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,0
1,42,393,4,-0.003324064,0.17530082,0.04033066,0.15076467,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,0
1,42,287,6,-0.003324064,0.17530082,0.04033066,0.15076467,-0.16887234,-0.15746868,0.025941772,-0.044572137,0.020013131,0.016926168,0
0,39,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,0
1,28,1851,4,-0.05673266,0.11121367,-0.022763824,-0.20116116,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,0
1,28,1862,4,-0.05673266,0.11121367,-0.022763824,-0.20116116,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,0
1,28,2305,5,-0.05673266,0.11121367,-0.022763824,-0.20116116,-0.12730592,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,0
1,28,2462,5,-0.05673266,0.11121367,-0.022763824,-0.20116116,-0.12730592,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,0
1,28,1789,7,-0.05673266,0.11121367,-0.022763824,-0.20116116,-0.12730592,0.08412527,-0.035618562,-0.044572137,0.020013131,0.016926168,0
1,28,1831,7,-0.05673266,0.11121367,-0.022763824,-0.20116116,-0.12730592,0.08412527,-0.035618562,-0.044572137,0.020013131,0.016926168,1
0,36,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,0
0,36,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,0
1,30,68,6,-0.016174797,0.19542523,-0.022763824,0.22484002,0.19653393,-0.27288866,0.025941772,-0.044572137,0.020013131,0.016926168,1
1,30,143,6,-0.016174797,0.19542523,-0.022763824,0.22484002,0.19653393,-0.27288866,0.025941772,-0.044572137,0.020013131,0.016926168,1
1,30,138,7,-0.016174797,0.19542523,-0.022763824,0.22484002,0.19653393,-0.27288866,-0.0054181973,-0.044572137,0.020013131,0.016926168,1
1,30,217,7,-0.016174797,0.19542523,-0.022763824,0.22484002,0.19653393,-0.27288866,-0.0054181973,-0.044572137,0.020013131,0.016926168,1
1,30,277,7,-0.016174797,0.19542523,-0.022763824,0.22484002,0.19653393,-0.27288866,-0.0054181973,-0.044572137,0.020013131,0.016926168,1
1,50,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,0
1,50,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,0
1,39,415,4,-0.003324064,-0.16280553,0.14100859,0.20034267,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,0
1,39,415,4,-0.003324064,-0.16280553,0.14100859,0.20034267,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,0
1,39,516,7,-0.003324064,-0.16280553,0.14100859,0.20034267,-0.023038922,-0.053836934,-0.20672919,-0.044572137,0.020013131,0.016926168,0
1,39,557,9,-0.003324064,-0.16280553,0.14100859,0.20034267,-0.023038922,-0.053836934,-0.20672919,-0.28355464,-0.1369876,0.016926168,0
1,39,625,9,-0.003324064,-0.16280553,0.14100859,0.20034267,-0.023038922,-0.053836934,-0.20672919,-0.28355464,-0.1369876,0.016926168,0
1,39,611,10,-0.003324064,-0.16280553,0.14100859,0.20034267,-0.023038922,-0.053836934,-0.20672919,-0.28355464,-0.1369876,-0.48784655,1
1,39,639,11,-0.003324064,-0.16280553,0.14100859,0.20034267,-0.023038922,-0.053836934,-0.20672919,-0.28355464,-0.1369876,-0.48784655,1
1,39,615,14,-0.003324064,-0.16280553,0.14100859,0.20034267,-0.023038922,-0.053836934,-0.20672919,-0.28355464,-0.1369876,-0.48784655,1
1,39,690,14,-0.003324064,-0.16280553,0.14100859,0.20034267,-0.023038922,-0.053836934,-0.20672919,-0.28355464,-0.1369876,-0.48784655,1
1,39,735,14,-0.003324064,-0.16280553,0.14100859,0.20034267,-0.023038922,-0.053836934,-0.20672919,-0.28355464,-0.1369876,-0.48784655,1
1,39,802,14,-0.003324064,-0.16280553,0.14100859,0.20034267,-0.023038922,-0.053836934,-0.20672919,-0.28355464,-0.1369876,-0.48784655,1
1,39,525,29,-0.003324064,-0.16280553,0.14100859,0.20034267,-0.023038922,-0.053836934,-0.20672919,-0.28355464,-0.1369876,-0.48784655,1
1,39,356,55,-0.003324064,-0.16280553,0.14100859,0.20034267,-0.023038922,-0.053836934,-0.20672919,-0.28355464,-0.1369876,-0.48784655,1
0,55,3,1,0.2738629,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,1
0,55,75,1,0.2738629,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,1
0,60,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,0
0,60,911,2,0.055314157,0.07302032,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,1
0,60,1007,2,0.055314157,0.07302032,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,1
0,60,1038,2,0.055314157,0.07302032,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,1
0,60,1108,2,0.055314157,0.07302032,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,1
0,60,1119,2,0.055314157,0.07302032,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,1
0,60,1242,2,0.055314157,0.07302032,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,1
0,60,1344,2,0.055314157,0.07302032,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,1
0,29,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,0
0,29,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,0
0,29,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,0
0,29,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,0
0,29,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,0
0,32,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,0
0,32,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,0
0,41,418,1,0.25740921,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,1
0,41,421,1,0.25740921,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,1
1,27,515,3,0.027284473,0.11121367,0.002434959,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,0
1,27,739,3,0.027284473,0.11121367,0.002434959,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,1
1,27,777,3,0.027284473,0.11121367,0.002434959,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,1
0,45,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,1
0,45,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,1
0,45,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,1
0,45,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,1
0,45,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,1
0,45,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,1
0,45,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,1
0,45,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,1
0,45,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,1
0,45,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,1
0,45,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,0
0,45,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,1
0,45,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,1
0,39,1029,9,0.045506217,-0.16280553,0.18986948,0.09098895,-0.13938421,-0.15746868,-0.035618562,-0.28355464,0.2481084,0.016926168,1
0,39,1099,9,0.045506217,-0.16280553,0.18986948,0.09098895,-0.13938421,-0.15746868,-0.035618562,-0.28355464,0.2481084,0.016926168,1
1,31,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,0
1,37,664,10,0.36637783,0.16508009,0.022240222,-0.105677806,0.12122571,0.09188791,-0.09053656,-0.03788219,0.14582883,0.13391441,1
1,37,709,10,0.36637783,0.16508009,0.022240222,-0.105677806,0.12122571,0.09188791,-0.09053656,-0.03788219,0.14582883,0.13391441,1
0,30,197,3,0.25740921,0.11121367,0.04033066,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,1
0,30,263,3,0.25740921,0.11121367,0.04033066,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,1
0,30,291,3,0.25740921,0.11121367,0.04033066,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,1
0,45,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,0
0,45,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,0
0,23,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,1
0,30,157,2,0.027284473,0.11121367,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,1
0,30,242,2,0.027284473,0.11121367,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,1
0,28,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,0
0,28,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,0
0,28,0,0,-0.27828535,0.150805,-0.1429369,-0.030881373,0.021356974,0.039369304,0.025941772,-0.044572137,0.020013131,0.016926168,0
0,33,370,6,0.4137392,-0.2546595,-0.45582372,0.06883507,0.057079703,-0.0872877,0.025941772,-0.044572137,0.020013131,0.016926168,1
0,33,375,7,0.4137392,-0.2546595,-0.45582372,0.06883507,0.057079703,-0.0872877,0.14314702,-0.044572137,0.020013131,0.016926168,1
0,33,447,7,0.4137392,-0.2546595,-0.45582372,0.06883507,0.057079703,-0.0872877,0.14314702,-0.044572137,0.020013131,0.016926168,1
Gender,BirthYear,LoanPeriod,NumberAts,1Ats,2Ats,3Ats,4Ats,5Ats,6Ats,7Ats,8Ats,9Ats,10Ats,Fall
0,31,0,0,-0.20700145,-0.2659947,-0.1957951,-0.22834527,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
0,31,0,0,-0.20700145,-0.2659947,-0.1957951,-0.22834527,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
0,48,685,1,-0.22484319,-0.2659947,-0.1957951,-0.22834527,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
1,46,0,0,-0.20700145,-0.2659947,-0.1957951,-0.22834527,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
1,46,194,1,-0.22484319,-0.2659947,-0.1957951,-0.22834527,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
1,46,438,3,-0.22484319,-0.13909517,-0.57433224,-0.22834527,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
0,21,481,2,-0.22484319,0.4254758,-0.1957951,-0.22834527,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
1,38,0,0,-0.20700145,-0.2659947,-0.1957951,-0.22834527,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
1,38,0,0,-0.20700145,-0.2659947,-0.1957951,-0.22834527,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
1,38,0,0,-0.20700145,-0.2659947,-0.1957951,-0.22834527,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
1,38,0,0,-0.20700145,-0.2659947,-0.1957951,-0.22834527,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
1,38,0,0,-0.20700145,-0.2659947,-0.1957951,-0.22834527,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
1,38,0,0,-0.20700145,-0.2659947,-0.1957951,-0.22834527,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
1,38,0,0,-0.20700145,-0.2659947,-0.1957951,-0.22834527,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
1,38,0,0,-0.20700145,-0.2659947,-0.1957951,-0.22834527,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
1,38,0,0,-0.20700145,-0.2659947,-0.1957951,-0.22834527,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
1,38,0,0,-0.20700145,-0.2659947,-0.1957951,-0.22834527,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,1
1,38,0,0,-0.20700145,-0.2659947,-0.1957951,-0.22834527,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
1,53,203,4,-0.38282874,-0.19853851,-0.4348976,0.32666823,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
0,25,0,0,-0.20700145,-0.2659947,-0.1957951,-0.22834527,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
0,25,0,0,-0.20700145,-0.2659947,-0.1957951,-0.22834527,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
0,25,0,0,-0.20700145,-0.2659947,-0.1957951,-0.22834527,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
0,47,0,0,-0.20700145,-0.2659947,-0.1957951,-0.22834527,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
0,47,238,3,0.14002746,0.12053878,-0.4348976,-0.22834527,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
0,37,0,0,-0.20700145,-0.2659947,-0.1957951,-0.22834527,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
0,37,0,0,-0.20700145,-0.2659947,-0.1957951,-0.22834527,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
1,42,113,3,-0.22484319,-0.28344172,-0.57433224,-0.22834527,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
1,42,171,4,-0.22484319,-0.28344172,-0.57433224,-0.09149012,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
1,42,203,4,-0.22484319,-0.28344172,-0.57433224,-0.09149012,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
1,42,304,4,-0.22484319,-0.28344172,-0.57433224,-0.09149012,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
1,42,393,4,-0.22484319,-0.28344172,-0.57433224,-0.09149012,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,1
1,42,287,6,-0.22484319,-0.28344172,-0.57433224,-0.09149012,-0.054199614,0.3999996,-0.16525413,0.0330339,0.12186281,0.058433738,1
1,42,376,6,-0.22484319,-0.28344172,-0.57433224,-0.09149012,-0.054199614,0.3999996,-0.16525413,0.0330339,0.12186281,0.058433738,0
0,39,0,0,-0.20700145,-0.2659947,-0.1957951,-0.22834527,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
0,39,0,0,-0.20700145,-0.2659947,-0.1957951,-0.22834527,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
1,28,1738,4,-0.2013631,-0.25462902,-0.4348976,0.617832,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
1,28,1851,4,-0.2013631,-0.25462902,-0.4348976,0.617832,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
1,28,1862,4,-0.2013631,-0.25462902,-0.4348976,0.617832,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
1,28,1986,4,-0.2013631,-0.25462902,-0.4348976,0.617832,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
1,28,2305,5,-0.2013631,-0.25462902,-0.4348976,0.617832,-0.2021067,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
1,28,2462,5,-0.2013631,-0.25462902,-0.4348976,0.617832,-0.2021067,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
1,28,1789,7,-0.2013631,-0.25462902,-0.4348976,0.617832,-0.2021067,0.026204355,-0.39709473,0.0330339,0.12186281,0.058433738,0
1,28,1831,7,-0.2013631,-0.25462902,-0.4348976,0.617832,-0.2021067,0.026204355,-0.39709473,0.0330339,0.12186281,0.058433738,0
0,36,0,0,-0.20700145,-0.2659947,-0.1957951,-0.22834527,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,1
0,36,0,0,-0.20700145,-0.2659947,-0.1957951,-0.22834527,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,1
0,36,0,0,-0.20700145,-0.2659947,-0.1957951,-0.22834527,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
0,30,123,2,-0.22484319,-0.13909517,-0.1957951,-0.22834527,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
0,59,933,3,-0.22484319,-0.13909517,-0.3044996,-0.22834527,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
1,30,68,6,0.011444141,-0.31803268,-0.4348976,0.23483202,-0.38210952,0.6296077,-0.16525413,0.0330339,0.12186281,0.058433738,0
1,30,143,6,0.011444141,-0.31803268,-0.4348976,0.23483202,-0.38210952,0.6296077,-0.16525413,0.0330339,0.12186281,0.058433738,0
1,30,138,7,0.011444141,-0.31803268,-0.4348976,0.23483202,-0.38210952,0.6296077,-0.09063072,0.0330339,0.12186281,0.058433738,0
1,30,217,7,0.011444141,-0.31803268,-0.4348976,0.23483202,-0.38210952,0.6296077,-0.09063072,0.0330339,0.12186281,0.058433738,0
1,30,277,7,0.011444141,-0.31803268,-0.4348976,0.23483202,-0.38210952,0.6296077,-0.09063072,0.0330339,0.12186281,0.058433738,0
1,30,394,7,0.011444141,-0.31803268,-0.4348976,0.23483202,-0.38210952,0.6296077,-0.09063072,0.0330339,0.12186281,0.058433738,0
1,50,0,0,-0.20700145,-0.2659947,-0.1957951,-0.22834527,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
1,50,0,0,-0.20700145,-0.2659947,-0.1957951,-0.22834527,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
1,50,0,0,-0.20700145,-0.2659947,-0.1957951,-0.22834527,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
1,32,0,0,-0.20700145,-0.2659947,-0.1957951,-0.22834527,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
0,31,127,6,-0.20623344,-0.050623015,0.26453793,0.3050304,-0.218074,0.28507835,-0.16525413,0.0330339,0.12186281,0.058433738,0
1,39,264,4,-0.22484319,-0.2669258,0.26453793,0.5245992,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
1,39,415,4,-0.22484319,-0.2669258,0.26453793,0.5245992,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
1,39,415,4,-0.22484319,-0.2669258,0.26453793,0.5245992,-0.15941806,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
1,39,601,5,-0.22484319,-0.2669258,0.26453793,0.5245992,0.39940998,-0.0679789,-0.16525413,0.0330339,0.12186281,0.058433738,0
1,39,516,7,-0.22484319,-0.2669258,0.26453793,0.5245992,0.39940998,-0.22798318,-0.14593743,0.0330339,0.12186281,0.058433738,0
1,39,557,9,-0.22484319,-0.2669258,0.26453793,0.5245992,0.39940998,-0.22798318,-0.14593743,-0.034604747,0.023157017,0.058433738,0
1,39,625,9,-0.22484319,-0.2669258,0.26453793,0.5245992,0.39940998,-0.22798318,-0.14593743,-0.034604747,0.023157017,0.058433738,0
1,39,611,10,-0.22484319,-0.2669258,0.26453793,0.5245992,0.39940998,-0.22798318,-0.14593743,-0.034604747,0.023157017,-0.061376743,0
1,39,639,11,-0.22484319,-0.2669258,0.26453793,0.5245992,0.39940998,-0.22798318,-0.14593743,-0.034604747,0.023157017,-0.061376743,0
1,39,615,14,-0.22484319,-0.2669258,0.26453793,0.5245992,0.39940998,-0.22798318,-0.14593743,-0.034604747,0.023157017,-0.061376743,0
1,39,690,14,-0.22484319,-0.2669258,0.26453793,0.5245992,0.39940998,-0.22798318,-0.14593743,-0.034604747,0.023157017,-0.061376743,0
1,39,735,14,-0.22484319,-0.2669258,0.26453793,0.5245992,0.39940998,-0.22798318,-0.14593743,-0.034604747,0.023157017,-0.061376743,0
1,39,802,14,-0.22484319,-0.2669258,0.26453793,0.5245992,0.39940998,-0.22798318,-0.14593743,-0.034604747,0.023157017,-0.061376743,0
1,39,704,17,-0.22484319,-0.2669258,0.26453793,0.5245992,0.39940998,-0.22798318,-0.14593743,-0.034604747,0.023157017,-0.061376743,0
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......@@ -2,67 +2,67 @@ import pandas as pd
import datetime
from tools.cleaner import Cleaner2021
def test_filter_ats_on_ids():
df = pd.DataFrame([i for i in range(10)], columns=['CitizenId'])
ids = [i for i in range(5)]
filtered_list = Cleaner2021().filter_ats_on_ids(df, ids)
assert not filtered_list.empty
assert len(filtered_list) == 5
def test_clean_assistive_aids():
df = pd.DataFrame({
'DevISOClass': ['120606', '120606', '120606'],
'LendDate': ['31/05/18', '31/05/18', '31/05/18'],
'CitizenId': ['1', '2', '3']})
iso_classes = pd.DataFrame({'DevISOClass': ['120606']})
res = Cleaner2021().clean_assistive_aids(df, iso_classes)
assert not res.empty
assert len(res) == 3
def test_sort_dataframe():
def test_clean_training_cancelled():
today = datetime.date.today()
yesterday = today - datetime.timedelta(days=1)
df = pd.DataFrame({
'CitizenId': [42,41],
df_training = pd.DataFrame({
'CitizenId': ['41', '42'],
'RatingDate': [yesterday, today]})
res = Cleaner2020().sort_dataframe(df, ['CitizenId', 'RatingDate'])
df_patient = pd.DataFrame({'CitizenId': ['42']})
res = Cleaner2021().clean_training_cancelled(df_training, df_patient)
assert not res.empty
assert res.iloc[0]['CitizenId'] == 41
assert res.iloc[0]['CitizenId'] == '42'
assert res.iloc[0]['RatingDate'] == today
def test_merge_train_and_patient_data():
df1 = pd.DataFrame({
'PatientId': [1, 2, 3],
'RatingScore': [37, 38, 39]})
df2 = pd.DataFrame({
'PatientId': [3, 2, 1],
'RatingScore': [59, 60, 61]})
res = Cleaner2020().merge_train_and_patient_data(df1, df2, 'PatientId')
assert not res.empty
pd.testing.assert_series_equal(res['PatientId'], df1['PatientId'])
def test_remove_citizens_without_valid_id():
df = pd.DataFrame({
'CitizenId': ['0', '0', '37'],
'PatientId': [1, 2, 3]})
res = Cleaner2020().remove_citizens_without_valid_id(df)
assert not res.empty
assert len(res) == 1
def test_remove_citizens_not_in_patient_data():
df_train = pd.DataFrame({'PatientId': [1, 2, 3]})
df_patient = pd.DataFrame({'PatientId': [1]})
res = Cleaner2020().remove_citizens_not_in_patient_data(
df_train, df_patient, 'PatientId')
def test_clean_training_done():
today = datetime.date.today()
yesterday = today - datetime.timedelta(days=1)
df_training = pd.DataFrame({
'CitizenId': ['41', '42'],
'RatingDate': [yesterday, today]})
df_patient = pd.DataFrame({'CitizenId': ['42']})
res = Cleaner2021().clean_training_done(df_training, df_patient)
assert not res.empty
assert len(res) == 1
def test_remove_tainted_histories():
df = pd.DataFrame({
'DevHMINumber': ['899,997', '899,989', '899,999'],
'CitizenId': [1, 2, 3]})
res = Cleaner2020().remove_tainted_histories(df)
assert res.iloc[0]['CitizenId'] == '42'
assert res.iloc[0]['RatingDate'] == today
def test_clean_status_set():
today = datetime.date.today()
yesterday = today - datetime.timedelta(days=1)