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Hello,
All the instructions are in the Guide. Its a Sas coding assignment with a few parts
Thank you
DATA ANALYSIS AND REGRESSION
Assignment-4 | Total Points: 10
Note:
• All assignments should be submitted in a single MS WORD format, no PDFs or any other file types will be
accepted. If you submit any other file type, it will not be graded.
Note: For all questions, immaterial if whether the relevant output is asked to be attached or not, make
sure to include it. Also, it is important to include the sign (negative/positive or increase/decrease, and units
of measurements e.g. $ or $ 99 million,%, etc.) otherwise points will be deducted.
Problem 1 [10 pts] – to be answered by everyone
Given the large number of competitors, cell phone carriers are very interested in analyzing and predicting
customer retention and churn. The primary goal of churn analysis is to identify those customers that are
most likely to discontinue using your service or product. The dataset churn.csv contains information about
a random sample of customers of a cell phone company. For each customer, company recorded the
following variables:
1. CHURN: 1 if customer switched provider, 0 if customer did not switch
2. GENDER: M, F
3. EDUCATION (categorical): code 1 to 6 depending on education levels
4. PRICE_PLAN_CHNG: 1 if price plan was changed, 0 otherwise
5. TOT_ACTV_SRV_CNT: Total no. of active services
6. AGE: customer age
7. PCT_CHNG_IB_SMS_CNT: Percent change of latest 2 months incoming SMS wrt previous 4
months incoming SMS
8. PCT_CHNG_BILL_AMT: Percent change of latest 2 months bill amount wrt previous 4 months
bill amount
9. COMPLAINT: 1 if there was at least a customer’s complaint in the two months, 0 no complaints
The company is interested in a churn predictive model that identifies the most important predictors
affecting probability of switching to a different mobile phone company (churn = 1). Answer the following
questions:
a) Create two boxplots to analyze the observed values of age and PCT_CHNG_BILL_AMT by churn
value. Analyze the boxplots and discuss how customer age and changes in bill amount affect churn
probabilities. Include the boxplots.
b) Using a selection method, fit the final logistic regression model to predict the churn probability
using the data in the dataset (Churn is the response variable and the remaining variables are the
independent x-variables). Include the SAS output. Write down the expression of the fitted model.
c) Analyze the final logistic regression model and discuss the effect of each variable on the churn
probability.
d) Using SAS, compute the predicted churn probability and the confidence interval for a male
customer who is 43 years old, and has the following information PRICE_PLAN_CHNG=0,
TOT_ACTV_SRV_CNT=4, PCT_CHNG_IB_SMS_CNT= 1.04, PCT_CHNG_BILL_AMT= 1.19, and
COMPLAINT =1. Include the output, interpret and explain the 3 values you obtained.
e) Copy and paste your FULL SAS code into the word document along with your answers.
GENDER,EDUCATION,PRICE_PLAN_CHNG,TOT_ACTV_SRV_CNT,AGE,PCT_CHNG_IB_SMS_CNT,PCT_CHNG_BILL_AMT,CHURN,COMPLAINT
M,2,0,4,26,0.212765957,1.951681668,1,1
M,2,0,3,25,0.523076923,1.822998873,1,1
M,5,0,7,44,0.992248062,0.778061949,0,0
F,5,0,1,24,0.920634921,0.654835847,1,1
M,2,0,4,42,1.086021505,0.70790378,0,1
M,5,1,1,25,0.075471698,0.874294923,1,0
M,5,0,2,45,0.602150538,1.281081081,0,1
M,1,0,3,20,1.117647059,0.708598193,1,1
M,1,0,3,26,0.273972603,0.658057573,1,1
F,1,0,1,25,1.384615385,1.15568369,1,1
M,2,0,4,25,0.3,0.878859858,1,1
M,1,0,3,22,0.40625,0.568801898,1,1
F,5,0,4,28,1.294117647,0.779100529,1,1
M,3,0,1,30,0.453038674,0.955640936,0,1
M,1,0,4,54,1.441860465,0.794618342,0,1
M,1,0,3,53,1.147368421,0.553450609,0,0
M,5,0,3,37,1.327014218,0.579512195,0,1
M,1,0,4,58,1.824561404,1.177105832,0,1
M,2,0,4,25,0.833333333,0.765413534,1,1
F,5,0,1,23,1.454545455,1.365771812,1,1
M,2,0,2,48,1.45971564,0.79261025,0,1
F,5,0,3,26,1.238095238,0.731282647,1,1
M,2,0,1,27,0.307692308,1.599011939,1,1
M,2,0,2,24,0.888888889,0.99347955,1,1
M,1,0,4,50,1.0625,1.338247338,0,1
M,2,0,1,27,1.109756098,0.689230769,0,1
M,1,0,3,27,2.242424242,0.718079302,1,1
M,1,0,4,53,2.865384615,0.629043853,0,1
F,5,0,1,22,1.757575758,1.022510823,1,1
M,2,0,2,54,0.698924731,0.528415301,0,0
M,2,0,6,26,1.065088757,1.155821316,0,0
,5,0,1,25,0.92,1.362495245,1,1
M,5,0,2,33,2.046875,1.402818748,0,1
M,2,0,1,45,0.178571429,1.281294964,1,1
M,3,0,3,42,0.857142857,0.72905119,0,1
M,2,0,1,23,1.804878049,0.833207547,1,1
M,1,0,3,35,1.352941177,1.044388308,0,1
M,1,0,2,42,1.096774194,0.781371281,0,1
M,2,0,1,22,0.892857143,0.700980392,1,1
F,3,0,1,55,1.84496124,1.03806613,0,1
M,1,0,3,26,1.511111111,1.516312791,1,1
M,5,0,3,24,1.306122449,0.963982193,1,1
M,1,0,7,31,0.561403509,1.266230498,0,1
F,2,0,1,27,0.695652174,1.585666293,1,0
M,2,0,1,26,1.071428571,0.991706161,1,0
M,2,0,3,24,1,0.732384342,1,1
M,1,0,4,25,0.711111111,0.815230461,1,0
M,1,0,4,58,2.092307692,0.658331068,0,1
M,1,0,5,29,1.166666667,0.952240276,0,1
M,5,0,2,23,0.947368421,0.95026087,1,1
F,1,0,3,43,0.872340426,0.528445748,0,1
F,1,0,3,26,1.55,0.737549649,1,1
M,1,0,1,22,1.024390244,1.034185402,1,1
M,5,0,3,26,0.958333333,1.014242555,1,1
M,1,0,1,21,0.166666667,1.037817137,1,0
M,5,0,5,27,0.855421687,1.655335222,0,0
M,1,0,2,25,1.882352941,1.211323239,1,1
M,5,0,4,27,1.066666667,0.983065199,1,1
M,2,0,1,22,2,0.610961366,1,0
M,1,1,5,61,0.411764706,1.276891616,0,1
M,5,0,5,21,0.953846154,1.09198036,1,1
M,5,0,4,28,0.901960784,0.355568446,1,1
M,2,0,1,26,1,1.160714286,1,0
M,2,0,4,26,1.012765957,0.665350444,0,1
M,2,0,1,27,1.252830189,2.172191132,0,0
M,2,0,4,41,0.946107784,1.405931828,0,1
M,1,0,4,27,0.741935484,0.775719354,1,1
M,2,0,5,32,1.747474748,0.714788732,0,0
F,1,0,6,53,1.311627907,1.285760206,0,1
M,2,0,5,26,1.2,1.718133718,1,1
M,1,0,1,28,0.690909091,0.884443117,1,1
M,1,0,6,53,2.051724138,1.231202252,0,0
M,1,0,4,26,0.909090909,0.50665591,0,1
M,2,0,2,23,0.744186047,0.428842505,1,1
M,2,0,1,29,2.516129032,0.592816179,1,0
M,2,0,1,41,1.128571429,1.281262024,0,1
F,5,0,1,21,1.213114754,1.391768293,1,0
M,5,0,4,50,1.350515464,1.037974684,0,1
M,2,0,1,26,2.055555556,2.014239482,1,1
M,1,0,5,58,1.134502924,1.188806235,0,1
M,2,0,8,25,1.152173913,1.009285426,0,1
M,1,0,2,26,1.121212121,1.185067514,1,1
F,1,0,4,46,1.101123596,1.724685021,0,1
M,1,0,4,28,2.111111111,0.894675926,1,0
M,2,0,5,26,0.75,1.585754452,1,1
M,2,0,6,24,1.926470588,0.739248775,0,1
M,1,0,2,35,1.277777778,1.833076923,0,0
F,2,0,1,21,0.75862069,1.095076401,1,1
F,5,0,5,35,0.336,1.377436881,0,1
M,2,0,4,44,1.2,1.101036269,0,1
M,1,0,3,59,1.048648649,1.346552501,0,1
M,2,0,1,40,1.933333333,1.587464921,1,1
F,3,0,4,30,0.581632653,1.220645161,0,1
M,5,0,1,42,1.053191489,2.140942499,0,1
M,5,0,2,23,0.755905512,1.427027027,0,0
M,2,0,3,27,1.56097561,1.26165661,1,1
F,2,0,6,29,0.923857868,0.600598802,0,0
M,1,0,4,22,1.731343284,1.484365029,0,0
F,1,0,4,26,0.583333333,1.385992218,1,1
F,3,1,3,37,1.454545455,1.996157541,0,1
F,5,0,3,31,1.41509434,1.219278882,0,1
M,2,0,4,38,2.040540541,0.568558952,0,1
M,2,0,1,45,1.371727749,0.958742633,0,1
F,3,0,2,21,1.176470588,0.74525661,1,1
M,3,0,5,57,0.666666667,1.178751454,0,0
M,1,0,5,36,0.781954887,1.18147448,0,1
M,2,0,7,22,1.446808511,0.569985141,0,0
M,2,0,3,24,1.56302521,0.665483585,0,1
F,5,0,3,47,0.67032967,1.309891808,0,1
F,2,0,1,61,1.587982833,1.227326266,0,1
M,1,0,1,21,1.259259259,1.200507614,1,1
M,2,0,1,24,1.142857143,0.62306934,1,0
F,5,0,3,27,1.428571429,1.550748752,1,0
F,1,0,2,48,1.08056872,0.955898982,0,1
M,3,0,4,26,0.961325967,0.316897174,0,1
M,2,0,6,46,2.901639344,0.863871879,0,0
M,1,0,4,24,0.897959184,1.912536443,1,1
M,5,0,5,38,1.185520362,1.311370882,0,0
F,5,0,3,34,1.236051502,0.858462831,0,1
F,3,0,3,37,2.846846847,1.191122072,0,1
M,1,0,3,51,2.260869565,1.006298111,0,1
M,1,0,3,47,0.736263736,1.241332427,0,0
F,3,0,3,24,1.177489178,1.07264574,0,0
M,2,0,3,43,1.535483871,0.91681736,0,0
F,1,0,2,28,1.481481482,0.964047936,1,1
F,2,0,2,23,0.838709677,0.526475959,1,1
M,5,0,3,31,0.586538462,0.882245272,0,1
M,3,0,6,51,0.892473118,1.368075117,0,1
F,1,0,2,26,0.369230769,1.365274725,1,1
F,1,0,1,25,1.423076923,0.567263088,1,1
F,3,0,6,53,1.35828877,0.829530201,0,1
M,2,0,2,27,0.382978723,1.293673277,1,1
M,2,0,2,27,0.373205742,0.57357631,0,0
M,3,0,3,41,0.941176471,1.202572347,0,1
M,1,0,3,27,1.106382979,0.524894515,1,1
F,2,0,5,47,1.363265306,1.896,0,0
M,2,1,1,25,1.714285714,0.850665352,1,1
F,5,0,3,34,0.571428571,0.652877221,1,1
M,2,0,1,24,0.690909091,1.039695946,1,1
M,2,0,5,31,1.803921569,0.693702605,0,1
M,2,0,4,58,1.073170732,1.599196787,0,0
M,1,0,5,32,1.154929578,1.21987041,0,1
M,2,0,4,26,1.012765957,0.665350444,0,1
M,2,0,4,38,1.197183099,1.041746457,0,0
M,1,0,6,54,0.956521739,0.584108424,0,1
F,5,0,2,23,0.754098361,1.460674157,1,1
M,1,0,5,47,0.633333333,2.419320595,0,1
F,3,0,3,43,1.803108808,0.499406411,0,0
F,2,0,2,20,0.75,0.799715404,1,1
M,2,0,7,38,2.06741573,1.612175103,0,0
M,1,0,1,21,1.692307692,0.689158453,1,1
M,5,0,2,26,1.515151515,0.738355736,1,1
M,1,0,2,26,0.814814815,0.547863034,1,1
M,2,0,2,26,1.081081081,0.780977897,1,1
M,5,0,4,50,1.350515464,1.037974684,0,1
M,3,0,5,34,1.579545455,0.691150752,0,1
M,2,0,6,26,1.065088757,1.155821316,0,0
M,1,0,1,31,1.65,1.680284192,1,1
M,1,0,2,57,1.570175439,0.87163233,0,1
M,2,0,1,26,0.565217391,1.84508547,1,0
M,5,0,1,23,1.714285714,1.363403007,1,1
M,2,0,1,30,0.633333333,1.248185777,0,1
M,5,0,1,22,0.875,1.356240126,1,0
M,1,0,4,55,1.218934911,0.943890274,0,1
M,5,0,1,24,0.901960784,0.950819672,1,1
F,1,0,5,23,1.241025641,0.521918941,0,1
M,1,0,4,26,1.094339623,1.98655914,0,1
M,1,0,3,57,1.525423729,1.318481013,0,0
M,1,0,1,54,1.988372093,0.766832034,0,1
M,1,0,2,21,0.603773585,1.024344569,1,0
M,1,0,2,26,1.111111111,0.773952955,1,0
M,2,0,4,53,1.251396648,1.990178023,0,1
M,1,0,3,21,0.56,1.921269841,1,1
M,5,0,2,20,2.114285714,0.758178319,1,1
M,1,0,2,57,1.384615385,1.087812263,0,1
F,2,0,3,54,1.395348837,0.902553039,1,1
M,2,0,2,29,0.941666667,0.579246817,0,1
M,1,0,1,23,1.189189189,0.803738318,1,1
M,5,0,1,50,1.01986755,0.807315134,0,1
M,2,0,3,21,1.071428571,0.735670937,1,1
F,3,0,1,34,1.470899471,0.429069456,0,1
M,1,0,1,51,0.828402367,1.053531599,0,1
M,1,0,1,26,0.905660377,1.542490119,1,1
M,1,0,3,54,0.25120773,0.748887143,0,1
M,2,0,3,27,0.705882353,2.079279279,1,0
M,2,0,4,53,1.281481482,0.44479396,0,1
M,1,0,3,24,0.71875,1.150541951,1,1
M,2,0,7,40,0.827225131,0.905776954,0,0
M,1,0,2,22,1.45945946,0.851764706,1,1
M,1,0,3,26,0.711864407,0.445372751,1,0
M,5,0,3,57,1.526627219,0.660954013,0,1
M,2,0,3,59,1.271186441,1.220916092,0,1
M,2,0,3,22,1.050847458,0.607667732,1,1
M,1,0,3,45,1.782312925,0.835600466,0,1
M,2,0,5,40,1.44973545,0.730323612,0,1
F,5,0,5,28,1.6875,1.366542751,0,1
M,2,0,2,21,0.206896552,0.503330437,1,1
M,5,0,5,25,1.105263158,0.989159892,1,1
M,2,0,1,32,1.077844311,1.496097138,0,1
F,1,0,2,26,0.948837209,1.107332625,0,1
M,1,0,3,25,1.14893617,0.797973778,1,1
F,1,0,6,24,0.333333333,0.83256785,1,1
M,6,0,3,24,1.306122449,0.963982193,1,1
F,1,0,4,36,0.823529412,1.495947511,0,1
M,5,0,3,20,0.652173913,0.899967202,1,1
M,1,0,5,45,1.126760563,1.107142857,0,1
M,1,0,4,27,0.962962963,0.677346824,1,1
M,1,0,3,29,1.176470588,0.37279597,0,1
F,2,0,2,26,0.875,0.582911392,1,1
M,1,0,1,21,0.931034483,1.042956412,1,0
F,1,0,1,27,2.6875,1.633279483,1,1
M,1,0,1,39,0.705882353,2.254187192,0,1
F,2,0,5,50,1.568627451,1.158760278,0,1
F,2,0,3,30,1.129251701,2.521405049,0,1
F,5,0,4,25,0.476190476,1.031485588,1,1
M,1,0,1,27,0.862068966,0.827586207,1,1
F,3,0,1,24,1.142857143,0.673267327,1,1
F,2,0,6,36,2.50877193,1.452695829,0,0
M,1,0,1,22,0.048780488,0.976761343,1,1
F,1,0,1,27,1.054545455,1.138508371,1,1
F,2,0,1,46,0.813559322,1.15255658,1,1
F,5,0,4,23,0.701298701,0.769757312,1,1
F,1,0,5,32,0.426395939,0.439512348,0,1
M,1,0,5,29,1.166666667,0.952240276,0,1
M,2,0,1,20,0.888888889,0.882022472,1,1
F,1,0,4,26,0.583333333,1.385992218,1,1
M,1,0,7,55,1.651612903,0.860969388,0,0
F,1,0,2,46,0.920634921,0.644673124,1,0
M,1,0,3,26,1.005988024,1.568049632,0,1
F,5,0,1,20,2.352941177,1.44468176,1,1
M,2,0,1,45,1.371727749,0.958742633,0,1
M,1,0,1,23,2,0.702766798,1,1
F,1,0,4,28,1.102362205,1.150867052,0,0
M,2,0,1,30,0.984771574,0.735655738,0,1
M,2,0,3,35,1.411764706,0.785624739,0,1
F,2,0,2,61,0.921348315,1.685578172,0,1
M,2,0,1,44,1.125,0.773248912,0,1
M,2,0,4,33,1.633136095,0.682634731,0,0
M,2,0,1,38,1.534391534,0.917040359,0,1
M,2,0,2,27,0.41509434,0.837815126,1,1
F,5,0,1,50,1,0.945255475,1,1
M,1,0,3,46,2.116883117,0.402252111,0,0
M,2,1,3,35,1.093457944,1.454768476,0,1
M,2,0,3,27,1.367816092,1.858883249,0,1
M,2,0,1,22,2.631578947,1.867877787,1,0
M,1,0,1,22,1.225806452,0.904272152,1,0
F,2,0,4,40,0.72489083,0.859948022,0,1
F,2,0,3,48,0.965174129,0.530723714,0,1
M,5,0,4,59,0.792307692,1.219618869,0,0
M,1,0,3,22,0.941176471,0.7957993,1,1
F,1,0,1,60,0.986425339,1.214345288,0,1
F,2,0,3,47,3.138461539,0.374011299,0,0
M,1,0,2,27,0.5375,0.541992697,0,0
F,2,0,3,48,1.580246914,1.85218254,0,1
M,3,0,5,45,1.230769231,0.865056818,0,1
F,1,0,3,57,0.946564886,1.866182573,0,1
M,1,1,4,57,0.8,0.514423077,0,1
F,1,1,4,25,2,0.769869135,1,1
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F,5,0,3,21,1.897435897,1.367119901,1,1
F,1,0,4,31,1.442424242,1.191149355,0,1
M,2,0,2,55,1.320197044,0.752550057,0,0
F,2,0,2,26,2,1.195621133,0,0
M,1,0,1,25,1.404255319,1.788470268,1,1
M,4,0,1,27,0.912280702,1.307987443,1,1
M,1,0,4,33,1.113043478,1.363809524,0,0
M,1,0,2,24,0.949152542,1.377825619,1,1
M,1,0,6,49,1,1.92412231,0,1
M,3,0,4,24,1.34375,0.786806114,1,1
M,1,0,2,28,1.411214953,0.705,0,0
F,2,0,4,55,1.419047619,0.889268918,0,1
M,5,0,5,25,2.206896552,0.773767947,1,0
M,3,0,3,31,0.586538462,0.882245272,0,1
F,2,0,4,44,1.218390805,0.769762088,0,1
M,2,0,3,46,0.829875519,1.699518178,0,1
F,1,0,1,26,2.952380952,0.96124031,1,1
M,1,0,2,24,0.244897959,0.718970273,1,1
F,2,0,1,28,1.163636364,0.851796407,1,1
F,2,0,1,20,1.379310345,0.849731664,1,1
M,1,0,5,24,1.944444444,0.476142388,1,1
M,1,0,5,58,1.684210526,1.522144522,0,1
F,1,0,5,46,0.910569106,1.220247062,0,1
M,6,0,1,22,0.76056338,0.687454677,1,1
M,1,0,4,21,1.314285714,0.945937401,1,1
M,1,0,1,22,1.808219178,1.201472557,0,0
M,2,0,4,52,1.450980392,0.942222222,0,1
F,2,0,4,27,1.636363636,0.993726474,1,1
M,5,0,1,35,0.865671642,0.698902403,0,1
F,1,0,4,21,0.888888889,0.61519976,1,1
M,1,0,1,24,1.265306122,0.938198941,1,1
M,2,0,1,24,1.15625,1.664880662,1,1
M,2,0,2,44,3.540229885,0.478023974,0,0
M,1,0,1,23,0.592592593,1.090248963,1,1
F,1,0,1,24,0.723404255,0.862188584,1,1
M,1,0,5,28,1.764705882,1.628762542,1,1
M,1,0,2,28,3.043478261,0.677283068,1,1
M,5,0,3,20,0.652173913,0.899967202,1,1
F,1,0,3,23,0.327868853,1.330284553,1,1
M,1,1,2,27,1.24137931,1.546531303,1,0
F,2,0,2,23,0.724637681,1.136860516,1,1
M,3,0,3,29,0.317073171,1.29804865,0,1
M,2,0,1,25,1.65,0.552593027,1,1
M,1,0,2,61,1.15,0.934857143,0,1
F,3,0,1,21,1.185185185,0.56584022,1,1
M,5,0,4,37,1.011627907,1.182194617,0,1
F,3,0,5,21,0.590909091,1.334448161,1,1
F,2,0,3,26,0.62962963,1.957330416,1,1
F,1,0,2,32,1.008130081,1.351462288,0,0
M,2,0,1,26,0.259259259,1.102721686,1,1
F,2,0,3,26,0.62962963,1.957330416,1,1
M,3,0,6,47,1.30952381,0.912693083,0,0
F,1,0,1,25,0.216216216,0.551686616,1,0
M,1,0,4,25,0.727272727,1.346376167,1,1
M,1,0,6,54,0.956521739,0.584108424,0,1
M,2,0,2,27,2.48,1.652045343,1,1
F,5,0,4,37,1.393103448,0.72163776,0,1
M,1,0,6,26,1.204545455,0.784283513,0,1
M,2,0,5,49,1.084745763,1.53146023,0,1
F,1,0,1,61,1.411764706,1.953154876,0,1
M,3,0,6,33,1.242105263,0.797907489,0,1
F,1,0,3,22,0.8,0.971830986,1,1
M,1,0,2,26,0.188679245,1.065602222,1,1
M,1,0,2,21,0.433333333,1.199339662,1,1
M,1,0,3,26,0.97752809,0.829349904,0,0
M,5,0,1,25,3.176470588,0.543071161,1,1
M,2,0,1,32,0.737967914,1.531330472,0,1
F,2,0,1,20,0.666666667,0.923190547,1,1
M,1,1,1,26,2.588235294,1.232490272,1,1
F,5,0,3,51,2,0.961672474,0,0
M,1,0,4,50,0.80794702,1.703881169,0,1
F,1,0,1,24,0.814814815,0.530359356,1,1
F,4,0,6,57,0.889830509,1.302931596,0,1
M,3,0,5,22,0.615384615,0.631737656,1,1
M,2,0,2,31,1.303030303,0.76230315,0,0
M,4,0,4,49,0.74611399,1.958246347,0,1
M,3,0,3,44,1.695906433,1.457464981,0,1
M,1,0,2,23,0.418604651,1.592767296,1,0
M,1,0,6,40,1.309734513,0.897297297,0,1
M,1,0,4,25,1.019417476,0.850998464,0,1
F,5,0,5,24,2.608695652,0.586666667,1,0
F,2,0,4,26,1.804878049,0.752257558,1,1
M,1,0,6,58,0.666666667,0.652713556,0,1
M,5,0,5,27,0.855421687,1.655335222,0,0
M,2,0,2,21,0.432432432,0.964713296,1,0
F,2,0,4,36,1.637681159,0.920187793,0,1
F,1,0,3,25,1.066666667,0.857846587,1,0
M,2,0,4,56,1.177142857,1.699834163,0,1
M,2,0,1,31,1.08411215,1.096565657,0,1
F,2,0,4,28,0.581818182,1.0551291,1,0
M,2,0,1,50,0.575163399,1.394382023,0,1
M,5,0,5,26,1.096774194,0.620999103,1,1
M,2,0,2,23,0.744186047,0.428842505,1,1
M,2,0,4,29,0.845814978,1.510248112,0,1
M,1,0,1,27,0.28,0.85275384,1,1
M,4,0,5,56,1.688311688,1.396715098,0,1
M,5,0,2,20,1,0.981754386,1,1
F,1,0,2,29,2.194174757,1.561682243,0,1
M,2,0,4,54,0.928571429,1.470282318,0,0
M,3,0,5,55,1.034883721,1.584830339,0,1
M,1,0,1,23,1.56,0.971698113,1,0
M,4,0,3,42,1.476923077,1.298181818,0,0
F,2,0,1,29,1.202247191,0.764777575,0,1
M,2,0,4,24,1.323529412,1.012075472,0,0
M,5,0,1,23,0.538461539,0.782004631,1,1
F,1,0,3,21,0.292682927,0.710325921,1,1
F,1,0,5,55,0.849315069,1.049832171,0,1
M,2,0,2,27,0.847457627,1.460548405,1,1
M,2,0,1,53,1.081481482,0.717478053,0,1
F,4,0,5,20,1.056603774,1.079604334,1,1
F,2,0,1,22,3.210526316,1.944215821,0,1
M,1,0,4,25,1.6,0.947197401,1,1
M,2,0,1,26,0.810810811,1.037128713,1,1
F,2,0,5,38,1.620437956,1.326215896,0,1
F,1,0,1,30,1.073529412,1.143211407,0,1
M,2,0,2,24,1.014925373,2.15339233,1,0
M,2,0,4,41,2.35483871,1.10623039,0,1
M,1,0,5,32,1.592105263,1.103993971,0,1
F,1,0,4,23,1.567567568,1.066580059,1,1
F,2,0,6,39,1.954887218,0.863468635,0,0
F,1,0,3,23,0.222222222,0.679681056,1,1
