added pitman risk, and refactored some code
This commit is contained in:
Steve Nyemba
parent
0b16ce94cc
commit
0239b0ab42
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@ -1,501 +0,0 @@
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,group_count,row_count,marketer,prosecutor,field_count
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
0,1215803,79080802,0.015374186518746,1,26
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||||
0,22183359,79080802,0.280515098974338,1,34
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||||
0,57634,79080802,0.000728798880922,1,11
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||||
0,677621,79080802,0.0085687168423,1,10
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||||
0,221096,79080802,0.002795823947258,1,16
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||||
0,72404061,79080802,0.915570646337148,1,40
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||||
0,1437770,79080802,0.018181024517177,1,23
|
||||
0,68514773,79080802,0.866389455686097,1,43
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||||
0,731677,79080802,0.009252270860885,1,9
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||||
0,72058346,79080802,0.911198978482793,1,28
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||||
0,8327783,79080802,0.105307265346146,1,20
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||||
0,622396,79080802,0.007870380474897,1,10
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||||
0,9821,79080802,0.000124189433486,1,3
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||||
0,2036269,79080802,0.02574922039865,1,52
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||||
0,56459842,79080802,0.713951307676419,1,34
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||||
0,1629061,79080802,0.02059995547339,1,34
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||||
0,14223124,79080802,0.179855586188921,1,33
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||||
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||||
0,156044,79080802,0.001973222274605,1,13
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||||
0,28214564,79080802,0.356781460056513,1,47
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||||
0,74415933,79080802,0.941011359495317,1,48
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||||
0,19492216,79080802,0.246484804238581,1,56
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||||
0,48111291,79080802,0.60838142486213,1,56
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||||
0,6381107,79080802,0.080690974782982,1,21
|
||||
0,53293529,79080802,0.67391234853688,1,29
|
||||
0,228179,79080802,0.002885390565462,1,16
|
||||
0,74978648,79080802,0.948127056172243,1,56
|
||||
0,222764,79080802,0.002816916297839,1,6
|
||||
0,55798763,79080802,0.70559176928934,1,40
|
||||
0,62863364,79080802,0.79492572672695,1,53
|
||||
0,5449080,79080802,0.068905219246512,1,17
|
||||
0,15545809,79080802,0.196581327033077,1,55
|
||||
0,22032270,79080802,0.278604534132064,1,43
|
||||
0,31103913,79080802,0.393318127957276,1,39
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||||
0,22552954,79080802,0.285188736452116,1,21
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||||
0,204259,79080802,0.002582915130274,1,17
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||||
0,1649901,79080802,0.02086348340271,1,35
|
||||
0,143307,79080802,0.001812159163484,1,6
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||||
0,722687,79080802,0.009138589666807,1,13
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||||
0,64922991,79080802,0.820970315905496,1,41
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||||
0,1100228,79080802,0.013912706651609,1,13
|
||||
0,2281146,79080802,0.028845762085215,1,21
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||||
0,64623104,79080802,0.817178156589762,1,54
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||||
0,1795735,79080802,0.022707597224419,1,60
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||||
0,57283796,79080802,0.724370448342191,1,39
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||||
0,223114,79080802,0.002821342150779,1,12
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||||
0,77339,79080802,0.000977974401423,1,7
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||||
0,7218328,79080802,0.091277880565754,1,40
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||||
0,54107668,79080802,0.68420737564093,1,39
|
||||
0,10488062,79080802,0.132624628667777,1,22
|
||||
0,1938450,79080802,0.024512270373788,1,37
|
||||
0,53971169,79080802,0.682481305639768,1,34
|
||||
0,605227,79080802,0.007653273420267,1,11
|
||||
0,529757,79080802,0.006698933073542,1,21
|
||||
0,1854246,79080802,0.023447486028278,1,13
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||||
0,77957980,79080802,0.985801585573196,1,47
|
||||
0,75646957,79080802,0.95657802003576,1,59
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||||
0,716254,79080802,0.009057242489776,1,7
|
||||
0,74394184,79080802,0.940736336993649,1,40
|
||||
0,75764792,79080802,0.958068078267593,1,44
|
||||
0,231507,79080802,0.002927474104271,1,7
|
||||
0,35860,79080802,0.0004534602469,1,11
|
||||
0,34177184,79080802,0.432180543641932,1,17
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||||
0,59537102,79080802,0.752864165439293,1,35
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||||
0,78207144,79080802,0.988952337635625,1,48
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||||
0,1596255,79080802,0.020185113954712,1,38
|
||||
0,13433,79080802,0.000169864235823,1,5
|
||||
0,78342165,79080802,0.990659717892087,1,38
|
||||
0,523358,79080802,0.006618015836511,1,30
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||||
0,241491,79080802,0.003053724720698,1,17
|
||||
0,48374597,79080802,0.611711006673908,1,35
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||||
0,112751,79080802,0.001425769556561,1,5
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||||
0,24430791,79080802,0.308934537613819,1,29
|
||||
0,33321,79080802,0.000421353845147,1,13
|
||||
0,9074064,79080802,0.11474420808226,1,24
|
||||
0,50996824,79080802,0.644869838320557,1,57
|
||||
0,234776,79080802,0.002968811570727,1,23
|
||||
0,12037445,79080802,0.152217032396814,1,19
|
||||
0,3175690,79080802,0.040157534062439,1,26
|
||||
0,12094,79080802,0.000152932187005,1,3
|
||||
0,47104103,79080802,0.595645236374816,1,27
|
||||
0,61106284,79080802,0.772706933346478,1,38
|
||||
0,7034939,79080802,0.088958872723623,1,21
|
||||
0,1963373,79080802,0.024827429038972,1,30
|
||||
0,1942169,79080802,0.024559298222595,1,57
|
||||
0,76101545,79080802,0.962326418996105,1,56
|
||||
0,29176563,79080802,0.368946220348145,1,26
|
||||
0,1279533,79080802,0.016180071112582,1,31
|
||||
0,1566280,79080802,0.019806071263668,1,34
|
||||
0,77275610,79080802,0.977172816229152,1,53
|
||||
0,6307525,79080802,0.079760508751543,1,15
|
||||
0,56836315,79080802,0.718711919487109,1,44
|
||||
0,79080802,79080802,1,1,62
|
||||
0,76062053,79080802,0.961827031040985,1,62
|
||||
0,55118947,79080802,0.696995296026462,1,41
|
||||
0,57563108,79080802,0.727902430731545,1,54
|
||||
0,22667481,79080802,0.286636964051022,1,17
|
||||
0,59199379,79080802,0.748593558775491,1,52
|
||||
0,976803,79080802,0.012351961225684,1,6
|
||||
0,16019853,79080802,0.202575752835688,1,18
|
||||
0,53310872,79080802,0.674131655872686,1,44
|
||||
0,140893,79080802,0.001781633423495,1,15
|
||||
0,11103848,79080802,0.140411423748586,1,29
|
||||
0,13469,79080802,0.000170319466411,1,2
|
||||
0,67860921,79080802,0.858121304839574,1,45
|
||||
0,13344770,79080802,0.16874854152339,1,11
|
||||
0,1974169,79080802,0.024963947634219,1,23
|
||||
0,100608,79080802,0.001272217750144,1,4
|
||||
0,79080802,79080802,1,1,63
|
||||
0,204582,79080802,0.002586999560273,1,5
|
||||
0,39412276,79080802,0.498379821691743,1,41
|
||||
0,38405878,79080802,0.485653622986778,1,36
|
||||
0,75960474,79080802,0.960542534710258,1,55
|
||||
0,648528,79080802,0.008200827300664,1,3
|
||||
0,10227400,79080802,0.129328481013635,1,39
|
||||
0,2030895,79080802,0.025681264588086,1,44
|
||||
0,76715501,79080802,0.970090073188686,1,63
|
||||
0,28302,79080802,0.000357887113993,1,9
|
||||
0,37060925,79080802,0.468646296733308,1,33
|
||||
0,78518333,79080802,0.992887414065426,1,55
|
||||
0,27837349,79080802,0.352011465437591,1,37
|
||||
0,49068,79080802,0.000620479291548,1,6
|
||||
0,12809,79080802,0.000161973572296,1,4
|
||||
0,268627,79080802,0.003396867421754,1,18
|
||||
0,116992,79080802,0.001479398248895,1,8
|
||||
0,4578046,79080802,0.05789073813389,1,29
|
||||
0,2014367,79080802,0.025472263166982,1,21
|
||||
0,145000,79080802,0.001833567646418,1,16
|
||||
0,22475063,79080802,0.284203781848343,1,37
|
||||
0,65721531,79080802,0.831068089066674,1,58
|
||||
0,266307,79080802,0.003367530339412,1,14
|
||||
0,1602020,79080802,0.020258014075275,1,26
|
||||
0,78503594,79080802,0.992701035075492,1,43
|
||||
0,9497180,79080802,0.120094634346273,1,23
|
||||
0,60040704,79080802,0.759232360845303,1,53
|
||||
0,59751450,79080802,0.755574658941876,1,52
|
||||
0,9838675,79080802,0.12441293905947,1,20
|
||||
0,47290444,79080802,0.598001573125169,1,45
|
||||
0,72709589,79080802,0.919434137756974,1,60
|
||||
|
|
|
@ -1,681 +0,0 @@
|
|||
,group_count,patient_count,rec_count,marketer,prosecutor,field_count
|
||||
0,273774,4936,79080802,0.003461952750555059,1.0,9
|
||||
0,7489177,4936,79080802,0.09470284583102735,1.0,30
|
||||
0,64952802,4936,79080802,0.8213472847683058,1.0,56
|
||||
0,55095676,4936,79080802,0.6967010273871527,1.0,31
|
||||
0,73434842,4936,79080802,0.9286051752484756,1.0,47
|
||||
0,50154906,4936,79080802,0.634223537591336,1.0,26
|
||||
0,68218429,4936,79080802,0.8626420986474063,1.0,49
|
||||
0,1594832,4936,79080802,0.020167119701188667,1.0,23
|
||||
0,77863013,4936,79080802,0.9846006999271454,1.0,48
|
||||
0,59550486,4936,79080802,0.7530334100557048,1.0,45
|
||||
0,25604937,4936,79080802,0.3237819591156903,1.0,14
|
||||
0,61363078,4936,79080802,0.7759541690029901,1.0,29
|
||||
0,74688866,4936,79080802,0.9444626775535231,1.0,56
|
||||
0,78403586,4936,79080802,0.9914364045018158,1.0,54
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@ -1,501 +0,0 @@
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0,0.0,1.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0
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0,0.0,1.0,1.0,1.0,1.0,0.0,0.0,1.0,1.0,1.0,0.0,1.0,1.0,1.0,0.0,1.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,1.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,1.0,1.0,1.0,1.0,1.0,0.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,1.0,1.0,1.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,1.0,1.0,0.0,0.0,1.0,0.0,1.0,0.0,1.0,1.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,1.0,0.0,1.0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0
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0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,1.0,1.0,1.0,1.0,0.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,1.0,0.0,1.0,1.0,0.0,1.0,1.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,1.0,0.0,1.0,0.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,0.0,1.0,0.0,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,0.0,1.0,0.0,1.0,0.0,1.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0
|
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0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,1.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0
|
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0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,1.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,1.0,1.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,0.0,1.0,1.0,1.0,0.0,0.0,1.0,1.0,0.0,0.0,1.0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,1.0,1.0,0.0,1.0,1.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0
|
||||
0,0.0,1.0,0.0,0.0,0.0,1.0,1.0,0.0,1.0,0.0,1.0,0.0,1.0,1.0,1.0,0.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,1.0,1.0,0.0,1.0,0.0,1.0,1.0,0.0,1.0,0.0,1.0,0.0,1.0,1.0,1.0,1.0,1.0,0.0,1.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,0.0,0.0,1.0,1.0,1.0,0.0,1.0,0.0,0.0,1.0,1.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,1.0,1.0,1.0,0.0,0.0,1.0,1.0,0.0,1.0,0.0,1.0,1.0,1.0,1.0,0.0,0.0,1.0,0.0,0.0,1.0,1.0,0.0,0.0,1.0,1.0,0.0,0.0,1.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0
|
||||
|
|
|
@ -1,13 +1,27 @@
|
|||
"""
|
||||
Health Information Privacy Lab
|
||||
Steve L. Nyemba & Brad. Malin
|
||||
Brad. Malin, Weiyi Xia, Steve L. Nyemba
|
||||
|
||||
This framework computes re-identification risk of a dataset assuming the data being shared can be loaded into a dataframe (pandas)
|
||||
The framework will compute the following risk measures:
|
||||
- marketer
|
||||
- prosecutor
|
||||
- pitman
|
||||
|
||||
This is an extension to the pandas data-frame that will perform a risk assessment on a variety of attributes
|
||||
This implementation puts the responsibility on the user of the framework to join datasets and load the final results into a pandas data-frame.
|
||||
References :
|
||||
https://www.scb.se/contentassets/ff271eeeca694f47ae99b942de61df83/applying-pitmans-sampling-formula-to-microdata-disclosure-risk-assessment.pdf
|
||||
|
||||
The code will randomly select fields and compute the risk (marketer and prosecutor) and perform a given number of runs.
|
||||
This framework integrates pandas (for now) as an extension and can be used in two modes :
|
||||
Experimental mode
|
||||
Here the assumption is that we are not sure of the attributes to be disclosed, the framework will explore a variety of combinations and associate risk measures every random combinations
|
||||
|
||||
Evaluation mode
|
||||
The evaluation mode assumes the set of attributes given are known and thus will evaluate risk for a subset of attributes.
|
||||
|
||||
features :
|
||||
- determine viable fields (quantifiable in terms of uniqueness). This is a way to identify fields that can act as identifiers.
|
||||
- explore and evaluate risk of a sample dataset against a known population dataset
|
||||
- explore and evaluate risk on a sample dataset
|
||||
Usage:
|
||||
from pandas_risk import *
|
||||
|
||||
|
|
@ -22,14 +36,21 @@
|
|||
"""
|
||||
import pandas as pd
|
||||
import numpy as np
|
||||
import time
|
||||
import logging
|
||||
import json
|
||||
from datetime import datetime
|
||||
import sys
|
||||
|
||||
sys.setrecursionlimit(3000)
|
||||
@pd.api.extensions.register_dataframe_accessor("deid")
|
||||
class deid :
|
||||
|
||||
"""
|
||||
This class is a deidentification class that will compute risk (marketer, prosecutor) given a pandas dataframe
|
||||
"""
|
||||
def __init__(self,df):
|
||||
self._df = df.fillna(' ')
|
||||
|
||||
def explore(self,**args):
|
||||
"""
|
||||
This function will perform experimentation by performing a random policies (combinations of attributes)
|
||||
|
|
@ -38,15 +59,15 @@ class deid :
|
|||
@param pop|sample data-frame with popublation reference
|
||||
@param id key field that uniquely identifies patient/customer ...
|
||||
"""
|
||||
# id = args['id']
|
||||
id = args['id']
|
||||
pop= args['pop'] if 'pop' in args else None
|
||||
# if 'columns' in args :
|
||||
# cols = args['columns']
|
||||
# params = {"sample":args['data'],"cols":cols}
|
||||
# if pop is not None :
|
||||
# params['pop'] = pop
|
||||
# return self.evaluate(**params)
|
||||
# else :
|
||||
|
||||
if 'pop_size' in args :
|
||||
pop_size = np.float64(args['pop_size'])
|
||||
else:
|
||||
pop_size = -1
|
||||
|
||||
|
||||
#
|
||||
# Policies will be generated with a number of runs
|
||||
#
|
||||
|
|
@ -57,7 +78,7 @@ class deid :
|
|||
k = sample.columns.size -1 if 'field_count' not in args else int(args['field_count'])
|
||||
columns = list(set(sample.columns.tolist()) - set([id]))
|
||||
o = pd.DataFrame()
|
||||
# pop = args['pop'] if 'pop' in args else None
|
||||
|
||||
for i in np.arange(RUNS):
|
||||
n = np.random.randint(2,k)
|
||||
|
||||
|
|
@ -65,6 +86,9 @@ class deid :
|
|||
params = {'sample':sample,'cols':cols}
|
||||
if pop is not None :
|
||||
params['pop'] = pop
|
||||
if pop_size > 0 :
|
||||
params['pop_size'] = pop_size
|
||||
|
||||
r = self.evaluate(**params)
|
||||
#
|
||||
# let's put the policy in place
|
||||
|
|
@ -75,137 +99,148 @@ class deid :
|
|||
o.index = np.arange(o.shape[0]).astype(np.int64)
|
||||
|
||||
return o
|
||||
def evaluate(self,**args) :
|
||||
def evaluate(self, **args):
|
||||
"""
|
||||
This function will compute the marketer, if a population is provided it will evaluate the marketer risk relative to both the population and sample
|
||||
@param smaple data-frame with the data to be processed
|
||||
@param policy the columns to be considered.
|
||||
@param pop population dataset
|
||||
@params flag user defined flag (no computation use)
|
||||
This function has the ability to evaluate risk associated with either a population or a sample dataset
|
||||
:sample sample dataset
|
||||
:pop population dataset
|
||||
:cols list of columns of interest or policies
|
||||
:flag user provided flag for the context of the evaluation
|
||||
"""
|
||||
if (args and 'sample' not in args) or not args :
|
||||
x_i = pd.DataFrame(self._df)
|
||||
elif args and 'sample' in args :
|
||||
x_i = args['sample']
|
||||
if 'sample' in args :
|
||||
sample = pd.DataFrame(args['sample'])
|
||||
else:
|
||||
sample = pd.DataFrame(self._df)
|
||||
|
||||
if not args or 'cols' not in args:
|
||||
cols = x_i.columns.tolist()
|
||||
# cols = self._df.columns.tolist()
|
||||
elif args and 'cols' in args :
|
||||
cols = sample.columns.tolist()
|
||||
elif args and 'cols' in args:
|
||||
cols = args['cols']
|
||||
flag = args['flag'] if 'flag' in args else 'UNFLAGGED'
|
||||
MIN_GROUP_SIZE = args['min_group_size'] if 'min_group_size' in args else 1
|
||||
# if args and 'sample' in args :
|
||||
flag = 'UNFLAGGED' if 'flag' not in args else args['flag']
|
||||
#
|
||||
# @TODO: auto select the columns i.e removing the columns that will have the effect of an identifier
|
||||
#
|
||||
# if 'population' in args :
|
||||
# pop = pd.DataFrame(args['population'])
|
||||
r = {"flag":flag}
|
||||
# if sample :
|
||||
|
||||
# x_i = pd.DataFrame(self._df)
|
||||
# else :
|
||||
# cols = args['cols'] if 'cols' in args else self._df.columns.tolist()
|
||||
# x_i = x_i.groupby(cols,as_index=False).size().values
|
||||
x_i_values = x_i.groupby(cols,as_index=False).size().values
|
||||
SAMPLE_GROUP_COUNT = x_i_values.size
|
||||
SAMPLE_FIELD_COUNT = len(cols)
|
||||
SAMPLE_POPULATION = x_i_values.sum()
|
||||
UNIQUE_REC_RATIO = np.divide(np.sum(x_i_values <= MIN_GROUP_SIZE) , np.float64( SAMPLE_POPULATION))
|
||||
SAMPLE_MARKETER = SAMPLE_GROUP_COUNT / np.float64(SAMPLE_POPULATION)
|
||||
SAMPLE_PROSECUTOR = 1/ np.min(x_i_values).astype(np.float64)
|
||||
handle_sample = Sample()
|
||||
xi = sample.groupby(cols,as_index=False).size().values
|
||||
|
||||
handle_sample.set('groups',xi)
|
||||
if 'pop_size' in args :
|
||||
pop_size = np.float64(args['pop_size'])
|
||||
else:
|
||||
pop_size = -1
|
||||
#
|
||||
#-- The following conditional line is to address the labels that will be returned
|
||||
# @TODO: Find a more elegant way of doing this.
|
||||
#
|
||||
if 'pop' in args :
|
||||
Yi = args['pop']
|
||||
y_i= pd.DataFrame({"group_size":Yi.groupby(cols,as_index=False).size()}).reset_index()
|
||||
UNIQUE_REC_RATIO = np.sum(y_i.group_size < MIN_GROUP_SIZE) , np.float64(Yi.shape[0])
|
||||
# y_i['group'] = pd.DataFrame({"group_size":args['pop'].groupby(cols,as_index=False).size().values}).reset_index()
|
||||
# x_i = pd.DataFrame({"group_size":x_i.groupby(cols,as_index=False).size().values}).reset_index()
|
||||
x_i = pd.DataFrame({"group_size":x_i.groupby(cols,as_index=False).size()}).reset_index()
|
||||
SAMPLE_RATIO = int(100 * x_i.size/args['pop'].shape[0])
|
||||
r = pd.merge(x_i,y_i,on=cols,how='inner')
|
||||
r['marketer'] = r.apply(lambda row: (row.group_size_x / np.float64(row.group_size_y)) /np.sum(x_i.group_size) ,axis=1)
|
||||
r['sample %'] = np.repeat(SAMPLE_RATIO,r.shape[0])
|
||||
r['tier'] = np.repeat(flag,r.shape[0])
|
||||
r['sample marketer'] = np.repeat(SAMPLE_MARKETER,r.shape[0])
|
||||
r = r.groupby(['sample %','tier','sample marketer'],as_index=False).sum()[['sample %','marketer','sample marketer','tier']]
|
||||
r['sample marketer'] = handle_sample.marketer()
|
||||
r['sample prosecutor'] = handle_sample.prosecutor()
|
||||
r['sample unique ratio'] = handle_sample.unique_ratio()
|
||||
r['sample group count'] = xi.size
|
||||
else:
|
||||
r = pd.DataFrame({"marketer":[SAMPLE_MARKETER],"flag":[flag],"prosecutor":[SAMPLE_PROSECUTOR],"field_count":[SAMPLE_FIELD_COUNT],"group_count":[SAMPLE_GROUP_COUNT]})
|
||||
r['unique_row_ratio'] = np.repeat(UNIQUE_REC_RATIO,r.shape[0])
|
||||
return r
|
||||
r['marketer'] = handle_sample.marketer()
|
||||
r['prosecutor'] = handle_sample.prosecutor()
|
||||
r['unique ratio'] = handle_sample.unique_ratio()
|
||||
r['group count'] = xi.size
|
||||
if pop_size > 0 :
|
||||
handle_sample.set('pop_size',pop_size)
|
||||
r['pitman risk'] = handle_sample.pitman()
|
||||
if 'pop' in args :
|
||||
xi = pd.DataFrame({"sample_group_size":sample.groupby(cols,as_index=False).size()}).reset_index()
|
||||
yi = pd.DataFrame({"population_group_size":args['population'].groupby(cols,as_index=False).size()}).reset_index()
|
||||
merged_groups = pd.merge(xi,yi,on=cols,how='inner')
|
||||
handle_population= Population()
|
||||
handle_population.set('merged_groups',merged_groups)
|
||||
|
||||
def _risk(self,**args):
|
||||
r['pop. marketer'] = handle_population.marketer()
|
||||
r['pitman risk'] = handle_population.pitman()
|
||||
r['pop. group size'] = np.unique(yi.population_group_size).size
|
||||
#
|
||||
# At this point we have both columns for either sample,population or both
|
||||
#
|
||||
r['field count'] = len(cols)
|
||||
return pd.DataFrame([r])
|
||||
|
||||
class Risk :
|
||||
"""
|
||||
@param id name of patient field
|
||||
@params num_runs number of runs (default will be 100)
|
||||
@params quasi_id list of quasi identifiers to be used (this will only perform a single run)
|
||||
This class is an abstraction of how we chose to structure risk computation i.e in 2 sub classes:
|
||||
- Sample computes risk associated with a sample dataset only
|
||||
- Population computes risk associated with a population
|
||||
"""
|
||||
def __init__(self):
|
||||
self.cache = {}
|
||||
def set(self,key,value):
|
||||
if id not in self.cache :
|
||||
self.cache[id] = {}
|
||||
self.cache[key] = value
|
||||
|
||||
id = args['id']
|
||||
if 'quasi_id' in args :
|
||||
num_runs = 1
|
||||
columns = list(set(args['quasi_id'])- set(id) )
|
||||
else :
|
||||
num_runs = args['num_runs'] if 'num_runs' in args else 100
|
||||
columns = list(set(self._df.columns) - set([id]))
|
||||
class Sample(Risk):
|
||||
"""
|
||||
This class will compute risk for the sample dataset: the marketer and prosecutor risk are computed by default.
|
||||
This class can optionally add pitman risk if the population size is known.
|
||||
"""
|
||||
def __init__(self):
|
||||
Risk.__init__(self)
|
||||
def marketer(self):
|
||||
"""
|
||||
computing marketer risk for sample dataset
|
||||
"""
|
||||
groups = self.cache['groups']
|
||||
group_count = groups.size
|
||||
row_count = groups.sum()
|
||||
return group_count / np.float64(row_count)
|
||||
|
||||
r = pd.DataFrame()
|
||||
k = len(columns)
|
||||
N = self._df.shape[0]
|
||||
tmp = self._df.fillna(' ')
|
||||
np.random.seed(int(time.time()) )
|
||||
for i in range(0,num_runs) :
|
||||
def prosecutor(self):
|
||||
"""
|
||||
The prosecutor risk consists in determining 1 over the smallest group size
|
||||
It identifies if there is at least one record that is unique
|
||||
"""
|
||||
groups = self.cache['groups']
|
||||
return 1 / np.float64(groups.min())
|
||||
def unique_ratio(self):
|
||||
groups = self.cache['groups']
|
||||
row_count = groups.sum()
|
||||
return groups[groups == 1].sum() / np.float64(row_count)
|
||||
|
||||
def pitman(self):
|
||||
"""
|
||||
This function will approximate pitman de-identification risk based on pitman sampling
|
||||
"""
|
||||
groups = self.cache['groups']
|
||||
si = groups[groups == 1].size
|
||||
u = groups.size
|
||||
alpha = np.divide(si , np.float64(u) )
|
||||
f = np.divide(groups.sum(), np.float64(self.cache['pop_size']))
|
||||
return np.power(f,1-alpha)
|
||||
|
||||
class Population(Sample):
|
||||
"""
|
||||
This class will compute risk for datasets that have population information or datasets associated with them.
|
||||
This computation includes pitman risk (it requires minimal information about population)
|
||||
"""
|
||||
def __init__(self,**args):
|
||||
Sample.__init__(self)
|
||||
|
||||
def set(self,key,value):
|
||||
Sample.set(key,value)
|
||||
if key == 'merged_groups' :
|
||||
Sample.set('pop_size',np.float64(r.population_group_sizes.sum()) )
|
||||
"""
|
||||
This class will measure risk and account for the existance of a population
|
||||
:merged_groups {sample_group_size, population_group_size} is a merged dataset with group sizes of both population and sample
|
||||
"""
|
||||
def marketer(self):
|
||||
"""
|
||||
This function requires
|
||||
"""
|
||||
r = self.cache['merged_groups']
|
||||
sample_row_count = r.sample_group_size.sum()
|
||||
#
|
||||
# let's chose a random number of columns and compute marketer and prosecutor risk
|
||||
# Once the fields are selected we run a groupby clause
|
||||
#
|
||||
if 'quasi_id' not in args :
|
||||
if 'field_count' in args :
|
||||
#
|
||||
# We chose to limit how many fields we passin
|
||||
n = np.random.randint(2,int(args['field_count'])) #-- number of random fields we are picking
|
||||
else :
|
||||
n = np.random.randint(2,k) #-- number of random fields we are picking
|
||||
ii = np.random.choice(k,n,replace=False)
|
||||
cols = np.array(columns)[ii].tolist()
|
||||
policy = np.zeros(k)
|
||||
policy [ii] = 1
|
||||
policy = pd.DataFrame(policy).T
|
||||
|
||||
else:
|
||||
cols = columns
|
||||
policy = np.ones(k)
|
||||
policy = pd.DataFrame(policy).T
|
||||
n = len(cols)
|
||||
policy.columns = columns
|
||||
N = tmp.shape[0]
|
||||
|
||||
x_ = tmp.groupby(cols).size().values
|
||||
# print [id,i,n,k,self._df.groupby(cols).count()]
|
||||
r = r.append(
|
||||
pd.DataFrame(
|
||||
[
|
||||
{
|
||||
"group_count":x_.size,
|
||||
|
||||
"patient_count":N,
|
||||
"field_count":n,
|
||||
"marketer": x_.size / np.float64(np.sum(x_)),
|
||||
"prosecutor":1 / np.float64(np.min(x_))
|
||||
|
||||
}
|
||||
]
|
||||
).join(policy)
|
||||
)
|
||||
# g_size = x_.size
|
||||
# n_ids = np.float64(np.sum(x_))
|
||||
# sql = """
|
||||
# SELECT COUNT(g_size) as group_count, :patient_count as patient_count,SUM(g_size) as rec_count, COUNT(g_size)/SUM(g_size) as marketer, 1/ MIN(g_size) as prosecutor, :n as field_count
|
||||
# FROM (
|
||||
# SELECT COUNT(*) as g_size,:key,:fields
|
||||
# FROM :full_name
|
||||
# GROUP BY :fields
|
||||
# """.replace(":n",str(n)).replace(":fields",",".join(cols)).replace(":key",id).replace(":patient_count",str(N))
|
||||
# r.append(self._df.query(sql.replace("\n"," ").replace("\r"," ") ))
|
||||
|
||||
return r
|
||||
|
||||
|
||||
# df = pd.read_gbq("select * from deid_risk.risk_30k",private_key='/home/steve/dev/google-cloud-sdk/accounts/curation-test.json')
|
||||
# r = df.deid.risk(id='person_id',num_runs=200)
|
||||
# print r[['field_count','patient_count','marketer','prosecutor']]
|
||||
|
||||
|
||||
# @TODO : make sure the above line is size (not sum)
|
||||
# sample_row_count = r.sample_group_size.size
|
||||
return r.apply(lambda row: (row.sample_group_size / np.float64(row.population_group_size)) /np.float64(sample_row_count) ,axis=1).sum()
|
||||
|
|
|
|||
Loading…
Reference in New Issue