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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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
|
|
||||||
0,2741141,4936,79080802,0.03466253415082968,1.0,31
|
|
||||||
0,71192306,4936,79080802,0.9002476479689723,1.0,54
|
|
||||||
0,74247127,4936,79080802,0.9388767579772396,1.0,60
|
|
||||||
0,47795062,4936,79080802,0.6043826161499981,1.0,20
|
|
||||||
0,51970132,4936,79080802,0.6571776042433156,1.0,28
|
|
||||||
0,44964529,4936,79080802,0.5685896938677987,1.0,16
|
|
||||||
0,618899,4936,79080802,0.007826159881383094,1.0,25
|
|
||||||
0,37539224,4936,79080802,0.47469452826237146,1.0,44
|
|
||||||
0,75718774,4936,79080802,0.9574861671230901,1.0,58
|
|
||||||
0,589272,4936,79080802,0.007451517752690469,1.0,11
|
|
||||||
0,77184520,4936,79080802,0.9760209563883786,1.0,52
|
|
||||||
0,52093569,4936,79080802,0.6587385014127702,1.0,45
|
|
||||||
0,1604016,4936,79080802,0.020283254082324557,1.0,38
|
|
||||||
0,3531081,4936,79080802,0.044651557782633515,1.0,23
|
|
||||||
0,68411037,4936,79080802,0.865077683455967,1.0,52
|
|
||||||
0,2276935,4936,79080802,0.028792512751704264,1.0,15
|
|
||||||
0,185483,4936,79080802,0.0023454870880039885,1.0,18
|
|
||||||
0,78906741,4936,79080802,0.9977989474613573,1.0,50
|
|
||||||
0,1379948,4936,79080802,0.01744984832096164,1.0,37
|
|
||||||
0,6904475,4936,79080802,0.08730911707243434,1.0,16
|
|
||||||
0,18037,4936,79080802,0.00022808316992030506,1.0,5
|
|
||||||
0,76145311,4936,79080802,0.9628798529382643,1.0,46
|
|
||||||
0,65473121,4936,79080802,0.8279268715560067,1.0,42
|
|
||||||
0,65061413,4936,79080802,0.8227207028072376,1.0,52
|
|
||||||
0,68300221,4936,79080802,0.8636763825435154,1.0,49
|
|
||||||
0,72339508,4936,79080802,0.9147543546662564,1.0,43
|
|
||||||
0,46982606,4936,79080802,0.5941088710759408,1.0,24
|
|
||||||
0,69078744,4936,79080802,0.8735210348524285,1.0,63
|
|
||||||
0,3632881,4936,79080802,0.04593884872336019,1.0,12
|
|
||||||
0,56840103,4936,79080802,0.7187598198612098,1.0,41
|
|
||||||
0,48819199,4936,79080802,0.6173331297272378,1.0,33
|
|
||||||
0,32215999,4936,79080802,0.4073807825064799,1.0,38
|
|
||||||
0,50031183,4936,79080802,0.6326590238677651,1.0,51
|
|
||||||
0,36254958,4936,79080802,0.45845460697275175,1.0,32
|
|
||||||
0,25390,4936,79080802,0.00032106401753487527,1.0,12
|
|
||||||
0,12393721,4936,79080802,0.15672224720229821,1.0,29
|
|
||||||
0,14028385,4936,79080802,0.17739305425860502,1.0,23
|
|
||||||
0,72778283,4936,79080802,0.9203027935907884,1.0,60
|
|
||||||
0,28811099,4936,79080802,0.3643248205803477,1.0,30
|
|
||||||
0,60540996,4936,79080802,0.7655587003277989,1.0,48
|
|
||||||
0,4621304,4936,79080802,0.058437748266639986,1.0,12
|
|
||||||
0,30396235,4936,79080802,0.3843693315098145,1.0,31
|
|
||||||
0,5663760,4936,79080802,0.07161991098673987,1.0,18
|
|
||||||
0,69366259,4936,79080802,0.8771567465893935,1.0,28
|
|
||||||
0,59565305,4936,79080802,0.7532208006691687,1.0,31
|
|
||||||
0,32568,4936,79080802,0.0004118319386796305,1.0,6
|
|
||||||
0,67106700,4936,79080802,0.8485839584682007,1.0,58
|
|
||||||
0,2044935,4936,79080802,0.02585880451743522,1.0,46
|
|
||||||
0,71669554,4936,79080802,0.9062825892939225,1.0,44
|
|
||||||
0,12600114,4936,79080802,0.15933214739020982,1.0,15
|
|
||||||
0,78196361,4936,79080802,0.988815983429202,1.0,58
|
|
||||||
0,31042242,4936,79080802,0.39253828002401897,1.0,29
|
|
||||||
0,18221,4936,79080802,0.00023040990403713912,1.0,10
|
|
||||||
0,61786032,4936,79080802,0.7813025467293566,1.0,59
|
|
||||||
0,76209633,4936,79080802,0.9636932235462154,1.0,61
|
|
||||||
0,1391473,4936,79080802,0.0175955853356166,1.0,28
|
|
||||||
0,65253592,4936,79080802,0.8251508627846238,1.0,49
|
|
||||||
0,178183,4936,79080802,0.0022531764409774195,1.0,3
|
|
||||||
0,72970095,4936,79080802,0.9227283127452349,1.0,58
|
|
||||||
0,56956443,4936,79080802,0.7202309733783429,1.0,43
|
|
||||||
0,32534,4936,79080802,0.00041140199867978073,1.0,2
|
|
||||||
0,1090054,4936,79080802,0.013784053429301337,1.0,18
|
|
||||||
0,9892,4936,79080802,0.00012508724936805774,1.0,2
|
|
||||||
0,75441534,4936,79080802,0.9539803857831386,1.0,53
|
|
||||||
0,79080802,4936,79080802,1.0,1.0,56
|
|
||||||
0,74977179,4936,79080802,0.9481084802351903,1.0,60
|
|
||||||
0,66602767,4936,79080802,0.842211577469839,1.0,50
|
|
||||||
0,234401,4936,79080802,0.0029640695854349073,1.0,8
|
|
||||||
0,972017,4936,79080802,0.012291440848058168,1.0,14
|
|
||||||
0,12850712,4936,79080802,0.1625010328043967,1.0,37
|
|
||||||
0,78823510,4936,79080802,0.9967464669870192,1.0,63
|
|
||||||
0,76624298,4936,79080802,0.9689367844296773,1.0,56
|
|
||||||
0,222864,4936,79080802,0.0028181808272505888,1.0,17
|
|
||||||
0,5737465,4936,79080802,0.07255193238935538,1.0,19
|
|
||||||
0,1074884,4936,79080802,0.013592224317603659,1.0,28
|
|
||||||
0,97868,4936,79080802,0.001237569644273461,1.0,10
|
|
||||||
0,77425396,4936,79080802,0.9790669042531966,1.0,45
|
|
||||||
0,1607050,4936,79080802,0.020321619904664093,1.0,17
|
|
||||||
0,29697143,4936,79080802,0.37552910755760927,1.0,42
|
|
||||||
0,11695804,4936,79080802,0.14789688147067603,1.0,15
|
|
||||||
0,72799794,4936,79080802,0.9205748065124579,1.0,48
|
|
||||||
0,66545404,4936,79080802,0.8414862054636219,1.0,40
|
|
||||||
0,29450031,4936,79080802,0.3724043036387011,1.0,36
|
|
||||||
0,50866,4936,79080802,0.0006432155303634882,1.0,7
|
|
||||||
0,176890,4936,79080802,0.002236826075689015,1.0,19
|
|
||||||
0,34947775,4936,79080802,0.4419248934779392,1.0,30
|
|
||||||
0,2507013,4936,79080802,0.03170191673068768,1.0,18
|
|
||||||
0,58465859,4936,79080802,0.739317982637556,1.0,37
|
|
||||||
0,28313116,4936,79080802,0.35802767908195976,1.0,32
|
|
||||||
0,901025,4936,79080802,0.011393726128371839,1.0,25
|
|
||||||
0,77275610,4936,79080802,0.9771728162291525,1.0,58
|
|
||||||
0,77184520,4936,79080802,0.9760209563883786,1.0,53
|
|
||||||
0,38939,4936,79080802,0.0004923951074750102,1.0,9
|
|
||||||
0,77397238,4936,79080802,0.9787108380615563,1.0,52
|
|
||||||
0,25189308,4936,79080802,0.3185262081687032,1.0,40
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|
||||||
0,363424,4936,79080802,0.004595603367806007,1.0,30
|
|
||||||
0,43198012,4936,79080802,0.5462515668467803,1.0,41
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|
||||||
0,68923335,4936,79080802,0.8715558423395858,1.0,48
|
|
||||||
0,48658331,4936,79080802,0.6152989065538309,1.0,59
|
|
||||||
0,78164519,4936,79080802,0.9884133319740486,1.0,59
|
|
||||||
0,314137,4936,79080802,0.003972354756847307,1.0,12
|
|
||||||
0,65207143,4936,79080802,0.8245635015183584,1.0,35
|
|
||||||
0,59300440,4936,79080802,0.7498715048438684,1.0,52
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|
||||||
0,498436,4936,79080802,0.0063028698166212324,1.0,21
|
|
||||||
0,68627693,4936,79080802,0.8678173622973626,1.0,53
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|
||||||
0,57930574,4936,79080802,0.7325491463781564,1.0,41
|
|
||||||
0,207042,4936,79080802,0.002618106983791085,1.0,23
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|
||||||
0,58858628,4936,79080802,0.7442846621611147,1.0,34
|
|
||||||
0,22114,4936,79080802,0.00027963803401993826,1.0,11
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|
||||||
0,1005653,4936,79080802,0.012716777960850726,1.0,36
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|
||||||
0,66656903,4936,79080802,0.8428961431119527,1.0,52
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|
||||||
0,373406,4936,79080802,0.004721828693644255,1.0,17
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|
||||||
0,25552646,4936,79080802,0.32312072404121545,1.0,15
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|
||||||
0,26106023,4936,79080802,0.3301183389617116,1.0,36
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|
||||||
0,74289985,4936,79080802,0.9394187099923443,1.0,35
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|
||||||
0,77275610,4936,79080802,0.9771728162291525,1.0,55
|
|
||||||
0,79080802,4936,79080802,1.0,1.0,56
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|
||||||
0,6830092,4936,79080802,0.08636852216041006,1.0,25
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|
||||||
0,2637758,4936,79080802,0.03335522570952176,1.0,25
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|
||||||
0,17436,4936,79080802,0.00022048334815825464,1.0,7
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|
||||||
0,60169174,4936,79080802,0.76085690178003,1.0,47
|
|
||||||
0,1967117,4936,79080802,0.024874773020131993,1.0,7
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|
||||||
0,60553568,4936,79080802,0.7657176769653904,1.0,59
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|
||||||
0,223388,4936,79080802,0.0028248069613659205,1.0,15
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|
||||||
0,50361319,4936,79080802,0.6368336906851298,1.0,43
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|
||||||
0,60917877,4936,79080802,0.7703244714184866,1.0,33
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|
||||||
0,430081,4936,79080802,0.005438500737511488,1.0,25
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|
||||||
0,60195,4936,79080802,0.0007611834791457983,1.0,14
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|
||||||
0,55471513,4936,79080802,0.7014535967907862,1.0,43
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|
||||||
0,38182403,4936,79080802,0.4828277158848237,1.0,41
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||||||
0,75019077,4936,79080802,0.9486382927679464,1.0,46
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|
||||||
0,2066532,4936,79080802,0.02613190493439862,1.0,31
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|
||||||
0,65763474,4936,79080802,0.831598470637665,1.0,53
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|
||||||
0,23410,4936,79080802,0.00029602633519068257,1.0,13
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|
||||||
0,3899461,4936,79080802,0.049309831228064684,1.0,25
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|
||||||
0,8895337,4936,79080802,0.11248415260128494,1.0,24
|
|
||||||
0,597734,4936,79080802,0.00755852223147661,1.0,12
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|
||||||
0,74527749,4936,79080802,0.942425305701882,1.0,40
|
|
||||||
0,48300368,4936,79080802,0.6107723591371772,1.0,57
|
|
||||||
0,18914348,4936,79080802,0.23917749341995798,1.0,15
|
|
||||||
0,209153,4936,79080802,0.0026448011996641108,1.0,5
|
|
||||||
0,13631334,4936,79080802,0.17237222758565346,1.0,21
|
|
||||||
0,74993826,4936,79080802,0.9483189864462932,1.0,50
|
|
||||||
0,46335,4936,79080802,0.0005859197027364493,1.0,12
|
|
||||||
0,367649,4936,79080802,0.004649029735434398,1.0,17
|
|
||||||
0,251264,4936,79080802,0.003177307180066282,1.0,9
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|
||||||
0,480513,4936,79080802,0.006076228210229836,1.0,27
|
|
||||||
0,14161422,4936,79080802,0.1790753462515466,1.0,29
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@ -1,681 +0,0 @@
|
||||||
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|
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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
|
|
||||||
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
|
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
|
References :
|
||||||
This implementation puts the responsibility on the user of the framework to join datasets and load the final results into a pandas data-frame.
|
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:
|
Usage:
|
||||||
from pandas_risk import *
|
from pandas_risk import *
|
||||||
|
|
||||||
|
|
@ -22,14 +36,21 @@
|
||||||
"""
|
"""
|
||||||
import pandas as pd
|
import pandas as pd
|
||||||
import numpy as np
|
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")
|
@pd.api.extensions.register_dataframe_accessor("deid")
|
||||||
class deid :
|
class deid :
|
||||||
|
|
||||||
"""
|
"""
|
||||||
This class is a deidentification class that will compute risk (marketer, prosecutor) given a pandas dataframe
|
This class is a deidentification class that will compute risk (marketer, prosecutor) given a pandas dataframe
|
||||||
"""
|
"""
|
||||||
def __init__(self,df):
|
def __init__(self,df):
|
||||||
self._df = df.fillna(' ')
|
self._df = df.fillna(' ')
|
||||||
|
|
||||||
def explore(self,**args):
|
def explore(self,**args):
|
||||||
"""
|
"""
|
||||||
This function will perform experimentation by performing a random policies (combinations of attributes)
|
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 pop|sample data-frame with popublation reference
|
||||||
@param id key field that uniquely identifies patient/customer ...
|
@param id key field that uniquely identifies patient/customer ...
|
||||||
"""
|
"""
|
||||||
# id = args['id']
|
id = args['id']
|
||||||
pop= args['pop'] if 'pop' in args else None
|
pop= args['pop'] if 'pop' in args else None
|
||||||
# if 'columns' in args :
|
|
||||||
# cols = args['columns']
|
if 'pop_size' in args :
|
||||||
# params = {"sample":args['data'],"cols":cols}
|
pop_size = np.float64(args['pop_size'])
|
||||||
# if pop is not None :
|
else:
|
||||||
# params['pop'] = pop
|
pop_size = -1
|
||||||
# return self.evaluate(**params)
|
|
||||||
# else :
|
|
||||||
#
|
#
|
||||||
# Policies will be generated with a number of runs
|
# 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'])
|
k = sample.columns.size -1 if 'field_count' not in args else int(args['field_count'])
|
||||||
columns = list(set(sample.columns.tolist()) - set([id]))
|
columns = list(set(sample.columns.tolist()) - set([id]))
|
||||||
o = pd.DataFrame()
|
o = pd.DataFrame()
|
||||||
# pop = args['pop'] if 'pop' in args else None
|
|
||||||
for i in np.arange(RUNS):
|
for i in np.arange(RUNS):
|
||||||
n = np.random.randint(2,k)
|
n = np.random.randint(2,k)
|
||||||
|
|
||||||
|
|
@ -65,6 +86,9 @@ class deid :
|
||||||
params = {'sample':sample,'cols':cols}
|
params = {'sample':sample,'cols':cols}
|
||||||
if pop is not None :
|
if pop is not None :
|
||||||
params['pop'] = pop
|
params['pop'] = pop
|
||||||
|
if pop_size > 0 :
|
||||||
|
params['pop_size'] = pop_size
|
||||||
|
|
||||||
r = self.evaluate(**params)
|
r = self.evaluate(**params)
|
||||||
#
|
#
|
||||||
# let's put the policy in place
|
# let's put the policy in place
|
||||||
|
|
@ -75,137 +99,148 @@ class deid :
|
||||||
o.index = np.arange(o.shape[0]).astype(np.int64)
|
o.index = np.arange(o.shape[0]).astype(np.int64)
|
||||||
|
|
||||||
return o
|
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
|
This function has the ability to evaluate risk associated with either a population or a sample dataset
|
||||||
@param smaple data-frame with the data to be processed
|
:sample sample dataset
|
||||||
@param policy the columns to be considered.
|
:pop population dataset
|
||||||
@param pop population dataset
|
:cols list of columns of interest or policies
|
||||||
@params flag user defined flag (no computation use)
|
:flag user provided flag for the context of the evaluation
|
||||||
"""
|
"""
|
||||||
if (args and 'sample' not in args) or not args :
|
if 'sample' in args :
|
||||||
x_i = pd.DataFrame(self._df)
|
sample = pd.DataFrame(args['sample'])
|
||||||
elif args and 'sample' in args :
|
else:
|
||||||
x_i = args['sample']
|
sample = pd.DataFrame(self._df)
|
||||||
|
|
||||||
if not args or 'cols' not in args:
|
if not args or 'cols' not in args:
|
||||||
cols = x_i.columns.tolist()
|
cols = sample.columns.tolist()
|
||||||
# cols = self._df.columns.tolist()
|
elif args and 'cols' in args:
|
||||||
elif args and 'cols' in args :
|
|
||||||
cols = args['cols']
|
cols = args['cols']
|
||||||
flag = args['flag'] if 'flag' in args else 'UNFLAGGED'
|
flag = 'UNFLAGGED' if 'flag' not in args else args['flag']
|
||||||
MIN_GROUP_SIZE = args['min_group_size'] if 'min_group_size' in args else 1
|
#
|
||||||
# if args and 'sample' in args :
|
# @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)
|
handle_sample = Sample()
|
||||||
# else :
|
xi = sample.groupby(cols,as_index=False).size().values
|
||||||
# cols = args['cols'] if 'cols' in args else self._df.columns.tolist()
|
|
||||||
# x_i = x_i.groupby(cols,as_index=False).size().values
|
handle_sample.set('groups',xi)
|
||||||
x_i_values = x_i.groupby(cols,as_index=False).size().values
|
if 'pop_size' in args :
|
||||||
SAMPLE_GROUP_COUNT = x_i_values.size
|
pop_size = np.float64(args['pop_size'])
|
||||||
SAMPLE_FIELD_COUNT = len(cols)
|
else:
|
||||||
SAMPLE_POPULATION = x_i_values.sum()
|
pop_size = -1
|
||||||
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)
|
#-- The following conditional line is to address the labels that will be returned
|
||||||
SAMPLE_PROSECUTOR = 1/ np.min(x_i_values).astype(np.float64)
|
# @TODO: Find a more elegant way of doing this.
|
||||||
|
#
|
||||||
if 'pop' in args :
|
if 'pop' in args :
|
||||||
Yi = args['pop']
|
r['sample marketer'] = handle_sample.marketer()
|
||||||
y_i= pd.DataFrame({"group_size":Yi.groupby(cols,as_index=False).size()}).reset_index()
|
r['sample prosecutor'] = handle_sample.prosecutor()
|
||||||
UNIQUE_REC_RATIO = np.sum(y_i.group_size < MIN_GROUP_SIZE) , np.float64(Yi.shape[0])
|
r['sample unique ratio'] = handle_sample.unique_ratio()
|
||||||
# y_i['group'] = pd.DataFrame({"group_size":args['pop'].groupby(cols,as_index=False).size().values}).reset_index()
|
r['sample group count'] = xi.size
|
||||||
# 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']]
|
|
||||||
else:
|
else:
|
||||||
r = pd.DataFrame({"marketer":[SAMPLE_MARKETER],"flag":[flag],"prosecutor":[SAMPLE_PROSECUTOR],"field_count":[SAMPLE_FIELD_COUNT],"group_count":[SAMPLE_GROUP_COUNT]})
|
r['marketer'] = handle_sample.marketer()
|
||||||
r['unique_row_ratio'] = np.repeat(UNIQUE_REC_RATIO,r.shape[0])
|
r['prosecutor'] = handle_sample.prosecutor()
|
||||||
return r
|
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
|
This class is an abstraction of how we chose to structure risk computation i.e in 2 sub classes:
|
||||||
@params num_runs number of runs (default will be 100)
|
- Sample computes risk associated with a sample dataset only
|
||||||
@params quasi_id list of quasi identifiers to be used (this will only perform a single run)
|
- 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']
|
class Sample(Risk):
|
||||||
if 'quasi_id' in args :
|
"""
|
||||||
num_runs = 1
|
This class will compute risk for the sample dataset: the marketer and prosecutor risk are computed by default.
|
||||||
columns = list(set(args['quasi_id'])- set(id) )
|
This class can optionally add pitman risk if the population size is known.
|
||||||
else :
|
"""
|
||||||
num_runs = args['num_runs'] if 'num_runs' in args else 100
|
def __init__(self):
|
||||||
columns = list(set(self._df.columns) - set([id]))
|
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()
|
def prosecutor(self):
|
||||||
k = len(columns)
|
"""
|
||||||
N = self._df.shape[0]
|
The prosecutor risk consists in determining 1 over the smallest group size
|
||||||
tmp = self._df.fillna(' ')
|
It identifies if there is at least one record that is unique
|
||||||
np.random.seed(int(time.time()) )
|
"""
|
||||||
for i in range(0,num_runs) :
|
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
|
# @TODO : make sure the above line is size (not sum)
|
||||||
# Once the fields are selected we run a groupby clause
|
# 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()
|
||||||
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']]
|
|
||||||
|
|
||||||
|
|
||||||
|
|
|
||||||
Loading…
Reference in New Issue