Code - Analysis probability of 4 digit code

4-digits-bank-code.ipynb

gistfile1.txt

index,cod,pin,prob_adjust,prob
0,XX00-XX00,2007,0.13054723748724867,0.0025
0,XX00-XX00,2006,0.12278456020270492,0.0025
0,XX00-XX00,2008,0.10161900687748857,0.0025
0,XX00-XX00,2000,0.10049030899338576,0.01
0,XX00-XX00,2005,0.07813024449636381,0.0025
0,XX00-XX00,2004,0.04758300700911514,0.0025
0,XX00-XX00,2009,0.04262397578071012,0.0025
0,XX00-XX00,2003,0.03858303991575899,0.0025
0,XX00-XX00,2002,0.03266971601566356,0.0025
0,XX00-XX00,2001,0.02847411892461088,0.0025
0,XX00-XX00,0000,0.02466682023100464,0.04
0,XX00-XX00,1000,0.023626970285300603,0.01
0,XX00-XX00,3000,0.014097206225937017,0.01
0,XX00-XX00,1001,0.0056895587219059525,0.0025
0,XX00-XX00,5000,0.005686268057520813,0.01
0,XX00-XX00,1005,0.004274573036296028,0.0025
0,XX00-XX00,1004,0.004208759748593241,0.0025
0,XX00-XX00,1002,0.00400802922109974,0.0025
0,XX00-XX00,1003,0.0037184507552074763,0.0025
0,XX00-XX00,1007,0.0036921254401263617,0.0025
0,XX00-XX00,1006,0.003488104248247721,0.0025
0,XX00-XX00,1008,0.003149165816578367,0.0025
0,XX00-XX00,0001,0.003099805850801277,0.01
0,XX00-XX00,1009,0.0029484352890848664,0.0025
0,XX00-XX00,0007,0.00272467011089539,0.01
0,XX00-XX00,1200,0.002668728816348021,0.0025
0,XX00-XX00,4000,0.002632531508111488,0.01
0,XX00-XX00,9000,0.0026127875218006514,0.01
0,XX00-XX00,0210,0.0024021850011517326,0.0025
0,XX00-XX00,0420,0.002382441014840896,0.0025
0,XX00-XX00,1500,0.0022541051038204615,0.0025
0,XX00-XX00,0110,0.002224489124354207,0.0025
0,XX00-XX00,1800,0.0021191878640297477,0.0025
0,XX00-XX00,1100,0.002040211918786403,0.0025
0,XX00-XX00,0610,0.0018822600282997137,0.0025
0,XX00-XX00,0410,0.0018559347132185988,0.0025
0,XX00-XX00,0910,0.0018526440488334595,0.0025
0,XX00-XX00,0810,0.0018493533844483202,0.0025
0,XX00-XX00,0710,0.0017868307611306723,0.0025
0,XX00-XX00,0510,0.0017703774392049754,0.0025
0,XX00-XX00,0310,0.0017308894665833032,0.0025
0,XX00-XX00,0220,0.001628878870643983,0.0025
0,XX00-XX00,6000,0.001619006877488565,0.01
0,XX00-XX00,1300,0.0015762282404817533,0.0025
0,XX00-XX00,3003,0.0015137056171641054,0.0025
0,XX00-XX00,0330,0.0014807989733127119,0.0025
0,XX00-XX00,0520,0.0014478923294613181,0.0025
0,XX00-XX00,2500,0.0014281483431504822,0.0025
0,XX00-XX00,3006,0.001401823028069367,0.0025
0,XX00-XX00,0920,0.0013886603705288098,0.0025
0,XX00-XX00,8000,0.0013754977129882523,0.01
0,XX00-XX00,7000,0.001355753726677416,0.01
0,XX00-XX00,0120,0.001299812432130047,0.0025
0,XX00-XX00,2100,0.001299812432130047,0.0025
0,XX00-XX00,0930,0.0012866497745894897,0.0025
0,XX00-XX00,1900,0.0012866497745894897,0.0025
0,XX00-XX00,0320,0.0012734871170489322,0.0025
0,XX00-XX00,3001,0.0012471618019678173,0.0025
0,XX00-XX00,4200,0.001243871137582678,0.0025
0,XX00-XX00,0620,0.0012405804731975387,0.0025
0,XX00-XX00,3004,0.0012339991444272598,0.0025
0,XX00-XX00,0430,0.0012274178156569812,0.0025
0,XX00-XX00,0003,0.001197801836190727,0.01
0,XX00-XX00,0820,0.001197801836190727,0.0025
0,XX00-XX00,3005,0.0011780578498798908,0.0025
0,XX00-XX00,3007,0.0011681858567244726,0.0025
0,XX00-XX00,0630,0.0011648951923393333,0.0025
0,XX00-XX00,0800,0.001151732534798776,0.01
0,XX00-XX00,0830,0.001145151206028497,0.0025
0,XX00-XX00,0010,0.0011319885484879398,0.01
0,XX00-XX00,3008,0.001089209911481128,0.0025
0,XX00-XX00,0530,0.0010727565895554312,0.0025
0,XX00-XX00,1600,0.0010694659251702919,0.0025
0,XX00-XX00,0720,0.001053012603244595,0.0025
0,XX00-XX00,1400,0.001053012603244595,0.0025
0,XX00-XX00,0011,0.001043140610089177,0.0025
0,XX00-XX00,0130,0.001033268616933759,0.0025
0,XX00-XX00,0002,0.0010266872881634801,0.01
0,XX00-XX00,5200,0.0010036526374675046,0.0025
0,XX00-XX00,0004,0.0009937806443120866,0.01
0,XX00-XX00,3009,0.0009641646648458324,0.0025
0,XX00-XX00,5300,0.0009641646648458324,0.0025
0,XX00-XX00,0012,0.0009510020073052749,0.0025
0,XX00-XX00,2200,0.0009312580209944387,0.0025
0,XX00-XX00,0730,0.0009279673566092994,0.0025
0,XX00-XX00,6600,0.000878607390832209,0.0025
0,XX00-XX00,2400,0.0008588634045213729,0.0025
0,XX00-XX00,2300,0.0008489914113659548,0.0025
0,XX00-XX00,3200,0.0008489914113659548,0.0025
0,XX00-XX00,0013,0.0008029221099740037,0.0025
0,XX00-XX00,0069,0.0007996314455888644,0.0025
0,XX00-XX00,0009,0.0007700154661226101,0.01
0,XX00-XX00,0005,0.0007568528085820527,0.01
0,XX00-XX00,1700,0.0007436901510414953,0.0025
0,XX00-XX00,9800,0.0007436901510414953,0.0025
0,XX00-XX00,0077,0.0007074928428049623,0.0025
0,XX00-XX00,0008,0.000704202178419823,0.01
0,XX00-XX00,3100,0.000704202178419823,0.0025
0,XX00-XX00,0100,0.0006976208496495442,0.01
0,XX00-XX00,9900,0.0006976208496495442,0.0025
0,XX00-XX00,0014,0.0006844581921089868,0.0025
0,XX00-XX00,0023,0.000677876863338708,0.0025
0,XX00-XX00,2600,0.000677876863338708,0.0025
0,XX00-XX00,9009,0.0006548422126427326,0.0025
0,XX00-XX00,3500,0.0006285168975616177,0.0025
0,XX00-XX00,0006,0.0006054822468656421,0.01
0,XX00-XX00,0021,0.0006054822468656421,0.0025
0,XX00-XX00,0070,0.0005989009180953635,0.01
0,XX00-XX00,0020,0.0005923195893250847,0.01
0,XX00-XX00,3002,0.0005890289249399454,0.0025
0,XX00-XX00,8008,0.000575866267399388,0.0025
0,XX00-XX00,0022,0.0005528316167034125,0.0025
0,XX00-XX00,7600,0.0005462502879331337,0.0025
0,XX00-XX00,3300,0.000539668959162855,0.0025
0,XX00-XX00,0099,0.0005265063016222975,0.0025
0,XX00-XX00,4500,0.0005265063016222975,0.0025
0,XX00-XX00,0990,0.0005232156372371582,0.0025
0,XX00-XX00,0900,0.0005199249728520188,0.01
0,XX00-XX00,0015,0.0005199249728520188,0.0025
0,XX00-XX00,2800,0.0005100529796966007,0.0025
0,XX00-XX00,0300,0.0005067623153114614,0.01
0,XX00-XX00,4400,0.0005067623153114614,0.0025
0,XX00-XX00,5500,0.0005067623153114614,0.0025
0,XX00-XX00,6300,0.0005067623153114614,0.0025
0,XX00-XX00,7007,0.0005067623153114614,0.0025
0,XX00-XX00,6900,0.0004968903221560433,0.0025
0,XX00-XX00,4100,0.0004903089933857646,0.0025
0,XX00-XX00,0200,0.0004870183290006252,0.01
0,XX00-XX00,0030,0.0004804370002303465,0.01
0,XX00-XX00,8800,0.00047714633584520713,0.0025
0,XX00-XX00,0890,0.0004672743426897891,0.0025
0,XX00-XX00,2700,0.0004606930139195104,0.0025
0,XX00-XX00,0024,0.0004541116851492316,0.0025
0,XX00-XX00,0690,0.0004541116851492316,0.0025
0,XX00-XX00,9008,0.0004541116851492316,0.0025
0,XX00-XX00,0017,0.0004508210207640923,0.0025
0,XX00-XX00,5100,0.0004409490276086742,0.0025
0,XX00-XX00,0016,0.0004343676988383955,0.0025
0,XX00-XX00,0018,0.00042778637006811676,0.0025
0,XX00-XX00,0500,0.00042120504129783805,0.01
0,XX00-XX00,3400,0.00041791437691269867,0.0025
0,XX00-XX00,0025,0.00041133304814241996,0.0025
0,XX00-XX00,2900,0.00040804238375728057,0.0025
0,XX00-XX00,0880,0.0003915890618315838,0.0025
0,XX00-XX00,0019,0.00038829839744644444,0.0025
0,XX00-XX00,0071,0.00038829839744644444,0.0025
0,XX00-XX00,3600,0.00038500773306130505,0.0025
0,XX00-XX00,9500,0.00038500773306130505,0.0025
0,XX00-XX00,0400,0.0003817170686761657,0.01
0,XX00-XX00,5001,0.0003817170686761657,0.0025
0,XX00-XX00,0590,0.00037842640429102634,0.0025
0,XX00-XX00,7700,0.000375135739905887,0.0025
0,XX00-XX00,9001,0.000375135739905887,0.0025
0,XX00-XX00,4600,0.00037184507552074763,0.0025
0,XX00-XX00,5005,0.00037184507552074763,0.0025
0,XX00-XX00,8900,0.0003685544111356083,0.0025
0,XX00-XX00,3800,0.0003652637467504689,0.0025
0,XX00-XX00,7500,0.0003652637467504689,0.0025
0,XX00-XX00,0080,0.00036197308236532953,0.01
0,XX00-XX00,0600,0.00036197308236532953,0.01
0,XX00-XX00,4300,0.0003586824179801902,0.0025
0,XX00-XX00,9600,0.0003586824179801902,0.0025
0,XX00-XX00,0700,0.0003553917535950508,0.01
0,XX00-XX00,6002,0.0003488104248247721,0.0025
0,XX00-XX00,7800,0.0003455197604396328,0.0025
0,XX00-XX00,5002,0.000338938431669354,0.0025
0,XX00-XX00,5700,0.000338938431669354,0.0025
0,XX00-XX00,6500,0.000338938431669354,0.0025
0,XX00-XX00,8200,0.000338938431669354,0.0025
0,XX00-XX00,0090,0.0003356477672842147,0.01
0,XX00-XX00,0027,0.0003356477672842147,0.0025
0,XX00-XX00,4004,0.0003356477672842147,0.0025
0,XX00-XX00,9007,0.0003323571028990753,0.0025
0,XX00-XX00,5400,0.0003257757741287966,0.0025
0,XX00-XX00,0033,0.0003191944453585179,0.0025
0,XX00-XX00,0088,0.00031590378097337855,0.0025
0,XX00-XX00,0190,0.00031261311658823917,0.0025
0,XX00-XX00,6100,0.00031261311658823917,0.0025
0,XX00-XX00,7400,0.00031261311658823917,0.0025
0,XX00-XX00,8100,0.00031261311658823917,0.0025
0,XX00-XX00,0390,0.0003093224522030998,0.0025
0,XX00-XX00,5600,0.0003093224522030998,0.0025
0,XX00-XX00,0790,0.0003027411234328211,0.0025
0,XX00-XX00,6400,0.0003027411234328211,0.0025
0,XX00-XX00,9002,0.0003027411234328211,0.0025
0,XX00-XX00,0028,0.00029945045904768174,0.0025
0,XX00-XX00,7002,0.00029945045904768174,0.0025
0,XX00-XX00,0050,0.00029615979466254236,0.01
0,XX00-XX00,3700,0.00029615979466254236,0.0025
0,XX00-XX00,0230,0.00028957846589226365,0.0025
0,XX00-XX00,3900,0.00028957846589226365,0.0025
0,XX00-XX00,4700,0.00028957846589226365,0.0025
0,XX00-XX00,9004,0.00028957846589226365,0.0025
0,XX00-XX00,0098,0.00028628780150712427,0.0025
0,XX00-XX00,5900,0.00028628780150712427,0.0025
0,XX00-XX00,4001,0.00028299713712198494,0.0025
0,XX00-XX00,4002,0.00028299713712198494,0.0025
0,XX00-XX00,0026,0.00027970647273684555,0.0025
0,XX00-XX00,4800,0.00027970647273684555,0.0025
0,XX00-XX00,0040,0.0002764158083517062,0.01
0,XX00-XX00,0060,0.0002764158083517062,0.01
0,XX00-XX00,0029,0.0002764158083517062,0.0025
0,XX00-XX00,6200,0.0002764158083517062,0.0025
0,XX00-XX00,0032,0.00027312514396656684,0.0025
0,XX00-XX00,0072,0.00027312514396656684,0.0025
0,XX00-XX00,0079,0.00027312514396656684,0.0025
0,XX00-XX00,7100,0.00026654381519628813,0.0025
0,XX00-XX00,9006,0.00026654381519628813,0.0025
0,XX00-XX00,9300,0.00026654381519628813,0.0025
0,XX00-XX00,9200,0.00026325315081114875,0.0025
0,XX00-XX00,0034,0.0002599624864260094,0.0025
0,XX00-XX00,6001,0.0002599624864260094,0.0025
0,XX00-XX00,8001,0.0002599624864260094,0.0025
0,XX00-XX00,0031,0.00025667182204087004,0.0025
0,XX00-XX00,0044,0.00025667182204087004,0.0025
0,XX00-XX00,9100,0.00025667182204087004,0.0025
0,XX00-XX00,9700,0.00025667182204087004,0.0025
0,XX00-XX00,0055,0.0002533811576557307,0.0025
0,XX00-XX00,0078,0.0002533811576557307,0.0025
0,XX00-XX00,4900,0.0002533811576557307,0.0025
0,XX00-XX00,8002,0.0002533811576557307,0.0025
0,XX00-XX00,7300,0.0002500904932705913,0.0025
0,XX00-XX00,0290,0.000246799828885452,0.0025
0,XX00-XX00,0770,0.000246799828885452,0.0025
0,XX00-XX00,8500,0.000246799828885452,0.0025
0,XX00-XX00,9400,0.000246799828885452,0.0025
0,XX00-XX00,6006,0.0002435091645003126,0.0025
0,XX00-XX00,7900,0.0002435091645003126,0.0025
0,XX00-XX00,0280,0.00024021850011517326,0.0025
0,XX00-XX00,6800,0.00024021850011517326,0.0025
0,XX00-XX00,9003,0.00024021850011517326,0.0025
0,XX00-XX00,0073,0.0002369278357300339,0.0025
0,XX00-XX00,0480,0.0002369278357300339,0.0025
0,XX00-XX00,7200,0.0002369278357300339,0.0025
0,XX00-XX00,8400,0.0002369278357300339,0.0025
0,XX00-XX00,0490,0.0002303465069597552,0.0025
0,XX00-XX00,0550,0.0002303465069597552,0.0025
0,XX00-XX00,5800,0.0002303465069597552,0.0025
0,XX00-XX00,8600,0.0002303465069597552,0.0025
0,XX00-XX00,9005,0.0002270558425746158,0.0025
0,XX00-XX00,0074,0.0002204745138043371,0.0025
0,XX00-XX00,0087,0.0002204745138043371,0.0025
0,XX00-XX00,0035,0.00021718384941919774,0.0025
0,XX00-XX00,8300,0.00021060252064891903,0.0025
0,XX00-XX00,0089,0.00020731185626377967,0.0025
0,XX00-XX00,6700,0.00020731185626377967,0.0025
0,XX00-XX00,0091,0.00020402119187864029,0.0025
0,XX00-XX00,8004,0.00020402119187864029,0.0025
0,XX00-XX00,4008,0.00020073052749350093,0.0025
0,XX00-XX00,4009,0.00019743986310836157,0.0025
0,XX00-XX00,0075,0.00019414919872322222,0.0025
0,XX00-XX00,0160,0.00019414919872322222,0.0025
0,XX00-XX00,5009,0.00019414919872322222,0.0025
0,XX00-XX00,0047,0.00019085853433808286,0.0025
0,XX00-XX00,0380,0.00019085853433808286,0.0025
0,XX00-XX00,7001,0.00019085853433808286,0.0025
0,XX00-XX00,0092,0.0001875678699529435,0.0025
0,XX00-XX00,0180,0.0001875678699529435,0.0025
0,XX00-XX00,5007,0.0001875678699529435,0.0025
0,XX00-XX00,5008,0.0001875678699529435,0.0025
0,XX00-XX00,4005,0.00018427720556780415,0.0025
0,XX00-XX00,5004,0.00018427720556780415,0.0025
0,XX00-XX00,8005,0.00018427720556780415,0.0025
0,XX00-XX00,0660,0.00018098654118266477,0.0025
0,XX00-XX00,4003,0.00018098654118266477,0.0025
0,XX00-XX00,0680,0.0001776958767975254,0.0025
0,XX00-XX00,0056,0.00017440521241238606,0.0025
0,XX00-XX00,0440,0.00017440521241238606,0.0025
0,XX00-XX00,0780,0.00017440521241238606,0.0025
0,XX00-XX00,4007,0.00017440521241238606,0.0025
0,XX00-XX00,6007,0.00017440521241238606,0.0025
0,XX00-XX00,0045,0.0001711145480272467,0.0025
0,XX00-XX00,0052,0.0001711145480272467,0.0025
0,XX00-XX00,4006,0.0001711145480272467,0.0025
0,XX00-XX00,0048,0.000164533219256968,0.0025
0,XX00-XX00,0054,0.000164533219256968,0.0025
0,XX00-XX00,0063,0.000164533219256968,0.0025
0,XX00-XX00,0085,0.000164533219256968,0.0025
0,XX00-XX00,0250,0.000164533219256968,0.0025
0,XX00-XX00,0036,0.00016124255487182863,0.0025
0,XX00-XX00,5003,0.00016124255487182863,0.0025
0,XX00-XX00,8003,0.00016124255487182863,0.0025
0,XX00-XX00,8700,0.00016124255487182863,0.0025
0,XX00-XX00,0066,0.00015795189048668928,0.0025
0,XX00-XX00,0076,0.00015795189048668928,0.0025
0,XX00-XX00,0081,0.00015795189048668928,0.0025
0,XX00-XX00,0094,0.00015795189048668928,0.0025
0,XX00-XX00,0150,0.00015795189048668928,0.0025
0,XX00-XX00,0051,0.0001546612261015499,0.0025
0,XX00-XX00,6009,0.0001546612261015499,0.0025
0,XX00-XX00,0038,0.00015137056171641054,0.0025
0,XX00-XX00,0095,0.00015137056171641054,0.0025
0,XX00-XX00,5006,0.00015137056171641054,0.0025
0,XX00-XX00,0037,0.00014807989733127118,0.0025
0,XX00-XX00,0093,0.00014807989733127118,0.0025
0,XX00-XX00,0580,0.00014807989733127118,0.0025
0,XX00-XX00,6003,0.00014807989733127118,0.0025
0,XX00-XX00,7004,0.00014807989733127118,0.0025
0,XX00-XX00,0041,0.00014478923294613182,0.0025
0,XX00-XX00,0170,0.00014478923294613182,0.0025
0,XX00-XX00,0240,0.00014478923294613182,0.0025
0,XX00-XX00,8007,0.00014478923294613182,0.0025
0,XX00-XX00,0042,0.00014149856856099247,0.0025
0,XX00-XX00,0059,0.00014149856856099247,0.0025
0,XX00-XX00,0053,0.0001382079041758531,0.0025
0,XX00-XX00,0057,0.0001382079041758531,0.0025
0,XX00-XX00,7005,0.0001382079041758531,0.0025
0,XX00-XX00,0058,0.00013491723979071376,0.0025
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