| customer_id,actual_churn,lr_pred,lr_proba,rf_pred,rf_proba,xgb_pred,xgb_proba,best_model_proba |
| C00609,0,0,0.01285180998453904,0,0.02499098811523278,0,0.00065177586,0.02499098811523278 |
| C01779,0,0,0.015858420049361957,0,0.06030128963366144,0,0.00059045124,0.06030128963366144 |
| C03219,1,1,0.9724114907843706,1,0.9541846504741529,1,0.99921286,0.9541846504741529 |
| C02714,1,1,0.9999935630324264,1,0.99531583221396,1,0.9993333,0.99531583221396 |
| C01667,1,1,0.9999999134958951,1,0.9865939010534057,1,0.9993297,0.9865939010534057 |
| C04393,1,1,0.9999334455917956,1,0.933394357205724,1,0.99914575,0.933394357205724 |
| C03107,0,0,0.0011980407255299788,0,0.0045135394816898525,0,0.0005773825,0.0045135394816898525 |
| C03823,0,0,2.6622350604246177e-05,0,0.02171531769573354,0,0.00068986655,0.02171531769573354 |
| C01042,0,0,2.993992067718284e-06,0,0.04088707918681586,0,0.000632042,0.04088707918681586 |
| C02731,1,1,0.9999965644972736,1,0.9962883958349803,1,0.999332,0.9962883958349803 |
| C00644,1,1,0.9999999999981959,1,1.0,1,0.9993333,1.0 |
| C03711,0,0,3.534252686272813e-06,0,0.011465728800818873,0,0.0005762005,0.011465728800818873 |
| C03788,0,0,0.020156299848499707,0,0.028823800844004373,0,0.000727603,0.028823800844004373 |
| C04582,1,1,0.9999668668198192,1,0.9787507871927769,1,0.9992859,0.9787507871927769 |
| C03598,0,0,2.2888837605744345e-05,0,0.013272567987812702,0,0.00057776016,0.013272567987812702 |
| C04127,1,1,0.7912190148675149,1,0.9474736049779214,1,0.9992798,0.9474736049779214 |
| C01281,0,0,0.013786709038058243,0,0.020927711492231077,0,0.0005892425,0.020927711492231077 |
| C04778,0,0,1.324380362716753e-05,0,0.0031261186983547067,0,0.0005762005,0.0031261186983547067 |
| C01591,1,1,0.9999858688107239,1,0.9758491244401789,1,0.9992812,0.9758491244401789 |
| C00239,0,0,0.021506536652851495,0,0.018432241850895134,0,0.00058660604,0.018432241850895134 |
| C04254,1,1,0.8443408864468235,1,0.9622551668645043,1,0.9993222,0.9622551668645043 |
| C03466,0,0,0.009525858558530565,0,0.016188477709737227,0,0.0005762005,0.016188477709737227 |
| C02323,1,1,0.9999612356956871,1,0.9833875073644336,1,0.99931514,0.9833875073644336 |
| C04853,1,1,0.8580165983461421,1,0.9229560682392832,1,0.9993286,0.9229560682392832 |
| C04902,0,0,0.007707296483811453,0,0.03630683897009781,0,0.0007563197,0.03630683897009781 |
| C02632,1,1,0.999891631045424,1,0.9939413964680511,1,0.999332,0.9939413964680511 |
| C04927,1,1,0.9700007784406494,1,0.977069650946585,1,0.9990465,0.977069650946585 |
| C02868,1,1,0.9999881851152775,1,0.9382760821882253,1,0.99914575,0.9382760821882253 |
| C00153,1,1,0.9534441660841847,1,0.9329241149536867,1,0.9992048,0.9329241149536867 |
| C03117,1,1,0.9884818757622745,1,0.953185943745026,1,0.99916947,0.953185943745026 |
| C02432,1,1,1.0,1,0.9902862961264404,1,0.9993333,0.9902862961264404 |
| C04573,1,1,0.9999999999999238,1,0.9897268217181427,1,0.9993333,0.9897268217181427 |
| C02709,1,1,0.9999999997402351,1,0.997476392636126,1,0.9993333,0.997476392636126 |
| C00197,1,1,0.9999892423944207,1,0.988561136538963,1,0.99920315,0.988561136538963 |
| C04291,1,1,1.0,1,0.9919492818451116,1,0.9993333,0.9919492818451116 |
| C01358,1,1,0.8953924745412881,1,0.9487441748375699,1,0.999332,0.9487441748375699 |
| C02963,1,1,0.9224594544558539,1,0.9801237263145685,1,0.99931514,0.9801237263145685 |
| C03512,0,0,1.2567935608975777e-05,0,0.034118985434472775,0,0.0005762005,0.034118985434472775 |
| C01655,1,1,0.9998495030357153,1,0.9429824408620542,1,0.999148,0.9429824408620542 |
| C00324,0,0,2.0475057477929134e-05,0,0.011500835034953581,0,0.0006725156,0.011500835034953581 |
| C04344,1,1,0.9999999999999998,1,0.9901945980349565,1,0.99931777,0.9901945980349565 |
| C03996,1,1,0.9999999999340803,1,0.9910761316339685,1,0.9993333,0.9910761316339685 |
| C03413,1,1,0.9999999999995954,1,0.9981873310750743,1,0.9993273,0.9981873310750743 |
| C03125,1,1,1.0,1,0.9914945706314034,1,0.99931514,0.9914945706314034 |
| C00395,1,1,0.9997653555676668,1,0.9724455775520784,1,0.9993017,0.9724455775520784 |
| C00605,1,1,0.9999967229896659,1,0.9710945002601892,1,0.999332,0.9710945002601892 |
| C04794,1,1,0.9999999999916664,1,0.9928150763817502,1,0.9993137,0.9928150763817502 |
| C04707,1,1,0.9999846372364469,1,0.9448495263373003,1,0.9992048,0.9448495263373003 |
| C01122,1,1,0.9999999999873803,1,0.9853246017378093,1,0.9992048,0.9853246017378093 |
| C02459,1,1,0.9999900642720123,1,0.9599616731954391,1,0.99931777,0.9599616731954391 |
| C01827,0,0,1.7999319107492493e-05,0,0.015598052719624255,0,0.0005803547,0.015598052719624255 |
| C00398,1,1,0.9999240059486127,1,0.9676834845697592,1,0.9991891,0.9676834845697592 |
| C01796,1,1,0.9999999998288509,1,0.9817812487467892,1,0.9992442,0.9817812487467892 |
| C04387,1,1,0.8226094161861439,1,0.9111202784313015,1,0.9990847,0.9111202784313015 |
| C04826,1,1,0.9999922336895238,1,0.9959936976860191,1,0.9993333,0.9959936976860191 |
| C03043,0,0,0.005753637204078251,0,0.038071760480095564,0,0.000727603,0.038071760480095564 |
| C03195,1,1,0.8367087586852515,1,0.9577509978207027,1,0.9992724,0.9577509978207027 |
| C01201,0,0,0.009247500141790025,0,0.018808302277749763,0,0.00058660604,0.018808302277749763 |
| C04283,0,0,3.659839967143827e-06,0,0.0017318476020934395,0,0.0005762005,0.0017318476020934395 |
| C04976,0,0,0.0033237774311529983,0,0.01435352992081248,0,0.0006431454,0.01435352992081248 |
| C03425,0,0,0.002974075848452239,0,0.020105199265821064,0,0.0005762005,0.020105199265821064 |
| C03338,1,1,0.9832936342647075,1,0.9708281854235885,1,0.99920315,0.9708281854235885 |
| C01739,1,1,0.9999988698486839,1,0.9634141703701427,1,0.9992048,0.9634141703701427 |
| C00083,1,1,0.9999999999986608,1,0.9905183755163739,1,0.99929214,0.9905183755163739 |
| C01668,0,0,9.618703972717285e-06,0,0.028807196400193812,0,0.0005773825,0.028807196400193812 |
| C03590,0,0,0.0038170971085926177,0,0.0319528289966174,0,0.0006282548,0.0319528289966174 |
| C01930,1,1,0.8376156299135109,1,0.9093273737366349,1,0.99914396,0.9093273737366349 |
| C04121,0,0,0.003598502613912833,0,0.049154228796853584,0,0.00065177586,0.049154228796853584 |
| C00529,1,1,0.9999931840591753,1,0.9634495584627197,1,0.999206,0.9634495584627197 |
| C04509,1,1,0.9999180851935574,1,0.9683177751127622,1,0.9991498,0.9683177751127622 |
| C02505,1,1,0.9999999999998859,1,0.9861119790822269,1,0.9993333,0.9861119790822269 |
| C00504,0,0,2.1160143922245646e-05,0,0.037603657811614954,0,0.0006431454,0.037603657811614954 |
| C01185,1,1,0.97096579909337,1,0.9766965718031869,1,0.9992642,0.9766965718031869 |
| C01061,0,0,0.008237883200502248,0,0.029618159111293233,0,0.00058660604,0.029618159111293233 |
| C02489,0,0,1.2676368484052779e-05,0,0.042266662547773635,0,0.0005773825,0.042266662547773635 |
| C02551,0,0,0.004936388640015099,0,0.021684949109255093,0,0.0007265391,0.021684949109255093 |
| C01193,1,1,0.9999065695661754,1,0.92390968353705,1,0.9991498,0.92390968353705 |
| C00640,0,0,0.003181018211931053,0,0.01443002390090137,0,0.0005762005,0.01443002390090137 |
| C00455,1,1,0.9377856926565231,1,0.9509174950078757,1,0.9992048,0.9509174950078757 |
| C02488,0,0,1.9497708052199527e-05,0,0.010590659701923496,0,0.00059411064,0.010590659701923496 |
| C04916,1,1,0.9272554627165226,1,0.9643368627848622,1,0.9990465,0.9643368627848622 |
| C02238,1,1,0.9999734446161331,1,0.9697963626176757,1,0.99919254,0.9697963626176757 |
| C00503,0,0,0.004180989928162718,0,0.007231212661430204,0,0.0005773825,0.007231212661430204 |
| C04800,0,0,7.345998098673478e-06,0,0.007169321357003805,0,0.0005773825,0.007169321357003805 |
| C01831,1,1,0.9999999999999796,1,0.9974786767835936,1,0.9993273,0.9974786767835936 |
| C01181,0,0,0.0046024857604842866,0,0.028609797929910787,0,0.0007044398,0.028609797929910787 |
| C03635,0,0,1.9035153863326967e-06,0,0.0038370731075808894,0,0.0005762005,0.0038370731075808894 |
| C02185,1,1,0.9999859699564521,1,0.9814207572263598,1,0.9993222,0.9814207572263598 |
| C02572,1,1,0.8201437245471473,1,0.8577585909532626,1,0.99909186,0.8577585909532626 |
| C01514,1,1,0.9999999999708149,1,0.9889913017561941,1,0.9992048,0.9889913017561941 |
| C04048,0,0,1.9398615578519795e-05,0,0.025858397307191795,0,0.0006725156,0.025858397307191795 |
| C00896,1,1,0.8906753584574567,1,0.9329392618119072,1,0.99914396,0.9329392618119072 |
| C04379,0,0,4.57177002741196e-06,0,0.0050048788327353285,0,0.0005773825,0.0050048788327353285 |
| C04518,0,0,0.0039988105615522025,0,0.01733014164680142,0,0.00073268905,0.01733014164680142 |
| C01337,1,1,0.9999991275602196,1,0.968578981442598,1,0.99916124,0.968578981442598 |
| C00993,0,0,0.003982981822389365,0,0.01375329243921161,0,0.00073078816,0.01375329243921161 |
| C04635,1,1,0.9999999999999998,1,0.9870422951019302,1,0.999332,0.9870422951019302 |
| C02826,1,1,0.9999999999998694,1,0.9989403665388177,1,0.9993286,0.9989403665388177 |
| C03666,1,1,0.999988207641732,1,0.9796567633777591,1,0.9991678,0.9796567633777591 |
| C04357,0,1,0.7821899670320955,0,0.2757008816624746,0,0.0042152796,0.2757008816624746 |
| C00006,0,0,0.0030243443056525714,0,0.020527184562424767,0,0.0006865763,0.020527184562424767 |
| C00517,1,1,0.9999999999997069,1,0.9802301855222306,1,0.9993333,0.9802301855222306 |
| C00886,1,1,0.9172607625580047,1,0.9428313448662976,1,0.9991405,0.9428313448662976 |
| C00849,1,1,0.9999565780210016,1,0.9848719214878924,1,0.9993137,0.9848719214878924 |
| C04619,0,0,0.00593589324410823,0,0.020838022499789447,0,0.0005878093,0.020838022499789447 |
| C02919,0,0,7.429877222180106e-07,0,0.007743301499376369,0,0.0005773825,0.007743301499376369 |
| C02863,1,1,0.9999999999795375,1,0.985755848597553,1,0.99927276,0.985755848597553 |
| C03798,0,0,0.040480494492478626,0,0.07064143959870975,0,0.0007578709,0.07064143959870975 |
| C01722,1,1,0.9655079601386489,1,0.9823127067023237,1,0.9993333,0.9823127067023237 |
| C04913,1,1,0.9841725109359015,1,0.9877212474634587,1,0.999332,0.9877212474634587 |
| C04117,0,0,0.008531793091275386,0,0.02122830349409552,0,0.000640526,0.02122830349409552 |
| C00492,0,0,0.015478818054453673,0,0.01613284768835052,0,0.0006708826,0.01613284768835052 |
| C04477,1,1,0.9999999997717348,1,0.9925414501979225,1,0.9992112,0.9925414501979225 |
| C01837,1,1,0.9999999999938616,1,0.9999106541311937,1,0.9993333,0.9999106541311937 |
| C03159,1,1,0.9799358799902939,1,0.9651550779945558,1,0.9992442,0.9651550779945558 |
| C04684,1,1,0.9999999999052445,1,0.9892362135100996,1,0.999148,0.9892362135100996 |
| C04200,0,0,1.598848133149428e-05,0,0.013276578070825419,0,0.00057776016,0.013276578070825419 |
| C04320,0,0,0.003322115597859445,0,0.021102111716894544,0,0.0005773825,0.021102111716894544 |
| C01875,1,1,0.9999998702587876,1,0.9992548844336611,1,0.9993333,0.9992548844336611 |
| C01288,0,0,7.645400485599812e-06,0,0.023640072503882878,0,0.00057776016,0.023640072503882878 |
| C03019,1,1,0.999999999991467,1,0.994923684735282,1,0.999332,0.994923684735282 |
| C04975,0,0,0.011496535782999055,0,0.04834910412243975,0,0.0005878093,0.04834910412243975 |
| C02725,0,0,0.006973726226498607,0,0.02652107380132113,0,0.00057894527,0.02652107380132113 |
| C00519,1,1,0.9999999999999687,1,0.9991661903400971,1,0.9993333,0.9991661903400971 |
| C02762,0,0,0.01944997442585779,0,0.05840202130672068,0,0.0007578709,0.05840202130672068 |
| C04946,1,1,0.9852538033921451,1,0.9672862646933791,1,0.9991498,0.9672862646933791 |
| C00962,0,0,0.0033948188101327547,0,0.06271862555187367,0,0.0008251081,0.06271862555187367 |
| C01329,0,0,9.336089530170843e-06,0,0.019221095835990295,0,0.0006282548,0.019221095835990295 |
| C01631,0,0,0.004804390672056713,0,0.04081044733100686,0,0.0007366219,0.04081044733100686 |
| C03844,1,1,0.9999999995290607,1,0.991346871143309,1,0.9993113,0.991346871143309 |
| C00485,0,0,0.002839248137084,0,0.03708287017699813,0,0.00057894527,0.03708287017699813 |
| C01230,1,1,0.7653114499827354,1,0.9104320989124055,1,0.9992231,0.9104320989124055 |
| C00653,1,1,0.999914713640315,1,0.9682760406024229,1,0.999332,0.9682760406024229 |
| C01654,1,1,0.9999999998123612,1,0.9836588824217378,1,0.99929357,0.9836588824217378 |
| C01031,1,1,0.9999999999838074,1,1.0,1,0.9993333,1.0 |
| C03049,0,0,7.70700194215124e-06,0,0.017236727642319677,0,0.0005762005,0.017236727642319677 |
| C01434,0,0,6.718728723903863e-06,0,0.01815579121321978,0,0.00057894527,0.01815579121321978 |
| C03605,0,0,5.114188052417723e-07,0,0.0019619550187151436,0,0.0005762005,0.0019619550187151436 |
| C04756,0,0,0.01270984031965327,0,0.0165880709685783,0,0.0005762005,0.0165880709685783 |
| C04185,0,0,0.015001621423457208,0,0.02573952994264546,0,0.0005762005,0.02573952994264546 |
| C03625,0,0,0.0039108976262196265,0,0.033574328078330794,0,0.0007452701,0.033574328078330794 |
| C00033,1,1,0.9999999999916886,1,0.9883316723786254,1,0.999332,0.9883316723786254 |
| C01357,1,1,0.9190454461698049,1,0.9897397506706773,1,0.9992755,0.9897397506706773 |
| C02499,1,1,0.8723350530621575,1,0.9597649688405099,1,0.9990706,0.9597649688405099 |
| C04289,0,0,9.109021844123177e-06,0,0.00580888754289052,0,0.0005762005,0.00580888754289052 |
| C00520,1,1,0.9999999999854599,1,0.9949891727800826,1,0.999332,0.9949891727800826 |
| C02364,1,1,0.955748849677128,1,0.9538305888602345,1,0.99921286,0.9538305888602345 |
| C04574,1,1,0.9999999999999993,1,0.9965868096578732,1,0.999332,0.9965868096578732 |
| C04825,1,1,0.9598508972498309,1,0.949706073151937,1,0.99932075,0.949706073151937 |
| C02544,0,0,5.260065941443093e-06,0,0.004924903368507947,0,0.0006725156,0.004924903368507947 |
| C02825,0,0,0.004045176720209221,0,0.02719561838913028,0,0.0005803547,0.02719561838913028 |
| C01570,0,0,2.327897408293076e-05,0,0.007182700924300765,0,0.000727603,0.007182700924300765 |
| C03417,0,0,0.003726098965097099,0,0.009897977491358165,0,0.0005762005,0.009897977491358165 |
| C02806,0,0,1.0226733884909503e-05,0,0.013248768840700795,0,0.00057894527,0.013248768840700795 |
| C04703,0,0,9.09436783183366e-06,0,0.018559327452155425,0,0.0005878093,0.018559327452155425 |
| C01160,0,0,0.007786979631029379,0,0.04508775786709314,0,0.0005878093,0.04508775786709314 |
| C02456,1,1,0.999999999999903,1,0.9835530829041521,1,0.99931514,0.9835530829041521 |
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