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Ensured compatibility with StatsModels 0.14.1
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pmml-statsmodels/src/test/resources/csv/MNLogitConstIris.csv
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probability(setosa),probability(versicolor),probability(virginica) | ||
0.9999999639310913,3.6068908838977036e-08,1.094369979502961e-30 | ||
0.9999972684543477,2.731545652410012e-06,1.4866847324384677e-26 | ||
0.9999997769077582,2.230922418058491e-07,3.4103303815451217e-28 | ||
0.9999936968818555,6.303118144536353e-06,3.1280619730181676e-25 | ||
0.9999999812832631,1.8716736975574783e-08,5.024328671642019e-31 | ||
0.9999999537494609,4.62505391182577e-08,2.265748959453882e-30 | ||
0.9999997977764172,2.022235827614119e-07,1.2065929801720879e-27 | ||
0.9999996909084233,3.090915766449885e-07,1.0924318287958493e-28 | ||
0.9999870847405272,1.2915259472771927e-05,4.017716926265078e-24 | ||
0.9999966064142499,3.3935857501560745e-06,6.883438292336178e-27 | ||
0.9999999848428895,1.5157110494942216e-08,3.8151433965325806e-32 | ||
0.9999986255209743,1.374479025626765e-06,5.006544007285425e-27 | ||
0.9999973246860673,2.6753139327713753e-06,8.138297148937615e-27 | ||
0.9999998422940712,1.5770592864894468e-07,5.827914759969332e-28 | ||
0.999999999979261,2.0738986729645327e-11,1.7174082240559307e-38 | ||
0.9999999999516234,4.837661543043943e-11,8.8451863432275e-37 | ||
0.9999999996085831,3.9141681124949275e-10,3.178387462634103e-34 | ||
0.9999999572306377,4.2769362259033336e-08,4.464738091324565e-30 | ||
0.9999999442701566,5.5729843434679094e-08,2.42534312979154e-31 | ||
0.9999999874210209,1.2578978942402112e-08,3.5640965663896307e-31 | ||
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0.9999999666178683,3.338213164539669e-08,7.073166255891587e-30 | ||
0.9999999997118512,2.881488878428387e-10,1.7533107888431656e-33 | ||
0.9999892049792308,1.0795020769328656e-05,1.364186889851729e-24 | ||
0.9999507421638754,4.925783612452921e-05,3.8839262041629766e-24 | ||
0.9999744335056772,2.5566494322937413e-05,5.620371111166851e-25 | ||
0.9999985671340436,1.4328659564776252e-06,1.6707394923390918e-26 | ||
0.9999998976032258,1.0239677407833136e-07,4.502657658075058e-30 | ||
0.9999999304918286,6.950817151533596e-08,2.383692849415579e-30 | ||
0.9999920046201605,7.995379839657691e-06,2.645737824491343e-25 | ||
0.9999845922665727,1.540773342725805e-05,5.762749267027543e-25 | ||
0.999999761096452,2.3890354795938817e-07,7.309239432163783e-29 | ||
0.9999999993128159,6.87184062227059e-10,8.329934595576558e-35 | ||
0.9999999999295004,7.049957421085779e-11,6.825747293132667e-37 | ||
0.9999959759967115,4.024003288425827e-06,2.808257769317375e-26 | ||
0.9999999568016559,4.3198344062401186e-08,3.332007115677717e-30 | ||
0.9999999939861923,6.0138076589226815e-09,4.787702052968878e-33 | ||
0.9999999816685675,1.833143237645697e-08,2.750379857143208e-31 | ||
0.9999982496708032,1.750329196870466e-06,8.988771642527921e-26 | ||
0.9999997338532596,2.661467404750065e-07,4.891565883348062e-29 | ||
0.9999999849346408,1.5065359067457497e-08,1.0851535950122903e-30 | ||
0.9994976361458576,0.000502363854142334,1.0577825471258365e-20 | ||
0.999999650552029,3.4944797099344184e-07,3.798706751098754e-27 | ||
0.9999990998053431,9.00194656927004e-07,5.716629089898314e-26 | ||
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0.9999962383894838,3.7616105162237058e-06,1.3545552066673522e-25 | ||
0.9999999650244186,3.497558147029147e-08,8.027288574927873e-31 | ||
0.9999991457803321,8.542196678397908e-07,6.998321323704622e-27 | ||
0.9999999823971718,1.7602828280513e-08,8.520347769969286e-32 | ||
0.9999997901848771,2.0981512301601673e-07,5.783300240425897e-29 | ||
4.382065254928121e-11,0.9999983140594358,1.68589674360008e-06 | ||
1.637215510958652e-10,0.9999622368739842,3.7762962294215756e-05 | ||
1.3077490256127486e-12,0.9998117261974984,0.00018827380119381448 | ||
1.644400857917539e-11,0.9926673745914187,0.007332625392137218 | ||
2.2959538047738204e-12,0.9987800037058473,0.0012199962918567255 | ||
3.1980654475463227e-12,0.9931239427673907,0.006876057229411148 | ||
2.445676881958896e-11,0.9991079124835118,0.0008920874920314217 | ||
1.0668659638752099e-07,0.9999966621891961,3.231124207615464e-06 | ||
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4.4799177103208726e-10,0.9999987957906351,1.20376137321045e-06 | ||
9.55880521065383e-12,0.9677150100712552,0.032284989919186005 | ||
3.2919732808815307e-10,0.9999968147829397,3.184887862997323e-06 | ||
2.898035564204966e-14,0.7526666019110594,0.2473333980889117 | ||
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6.915255205188705e-13,0.533179537124255,0.4668204628750535 | ||
2.2821459449156156e-09,0.9999969864214105,3.0112964435165997e-06 | ||
2.1168860886814942e-15,0.4990005197680022,0.5009994802319956 | ||
6.382826331487357e-13,0.9988583052513703,0.0011416947479913533 | ||
2.232296634693065e-10,0.9999957823867509,4.2173900194511865e-06 | ||
1.7235878600085334e-10,0.9999949684971771,5.0313304641742296e-06 | ||
3.926305987775783e-13,0.9996123758704373,0.0003876241291700853 | ||
8.902756812569053e-14,0.9524412551777602,0.04755874482215066 | ||
7.986463867669121e-12,0.9947252929682334,0.0052747070237802104 | ||
1.626816884163277e-07,0.9999998089098242,2.8408487378770415e-08 | ||
5.666240756921934e-10,0.9999630380591584,3.6961374217473226e-05 | ||
2.21527940825268e-09,0.9999961430141482,3.854770572364342e-06 | ||
2.545040523668701e-09,0.9999951435228271,4.853932132249239e-06 | ||
2.5429011690021988e-17,0.024161935690229737,0.9758380643097703 | ||
6.5192967496689396e-12,0.8901776566060715,0.10982234338740926 | ||
3.8004309260595815e-10,0.9996240362739834,0.00037596334597343544 | ||
1.0540806561100662e-11,0.999910354228682,8.964576077712866e-05 | ||
4.628296416343527e-13,0.9976225779440249,0.0023774220555123284 | ||
1.6410157031752265e-09,0.9999532849919851,4.6713366999162944e-05 | ||
8.284441430862833e-11,0.998438831170676,0.0015611687464795704 | ||
1.8403019571505572e-12,0.9875429197645286,0.012457080233631165 | ||
7.497572531730727e-12,0.9989733914822873,0.0010266085102151536 | ||
3.44902064557205e-10,0.9999705975362942,2.9402118803651603e-05 | ||
5.5361369528503677e-08,0.9999962925882904,3.6520503400221626e-06 | ||
4.434317180836529e-11,0.9986649294171032,0.0013350705385537028 | ||
6.854423803300245e-10,0.9999803217043154,1.967761024226815e-05 | ||
2.5825391300832706e-10,0.9998528658491874,0.00014713389255867023 | ||
1.655064370422146e-10,0.9999844043215379,1.5595512955658874e-05 | ||
9.733438182073301e-06,0.999990202667439,6.389437894306058e-08 | ||
3.8046210009111187e-10,0.9998852480680543,0.00011475155148350228 | ||
2.630504740303019e-26,2.708954671701968e-08,0.9999999729104533 | ||
7.692933254374432e-20,0.0001643711524823443,0.9998356288475176 | ||
3.5992152822374784e-22,0.00019263290935533946,0.9998073670906447 | ||
6.297308465527003e-21,0.0004177510059285273,0.9995822489940713 | ||
6.534777959458173e-24,3.08624324998406e-06,0.99999691375675 | ||
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3.515168927331411e-24,0.00022125022609590113,0.9997787497739041 | ||
3.314935484238581e-24,3.296763458394125e-05,0.9999670323654161 | ||
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1.1615642170825326e-14,0.18393730541956166,0.8160626945804267 | ||
1.1294708369009157e-19,0.0010691806966337892,0.9989308193033662 | ||
2.300105688835277e-19,0.001631891263610473,0.9983681087363895 | ||
3.2791763202395763e-21,1.4658269467508527e-05,0.9999853417305324 | ||
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1.3914459894420945e-18,0.009274885769220656,0.9907251142307794 | ||
6.751821385831712e-23,0.0003873919186970103,0.9996126080813029 | ||
1.1170273100245603e-33,1.3045441555429451e-09,0.9999999986954559 | ||
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7.692933254374432e-20,0.0001643711524823443,0.9998356288475176 | ||
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1.6556765233609063e-18,0.002543884732246182,0.9974561152677538 | ||
6.436227070146343e-17,0.016831201197662474,0.9831687988023374 | ||
5.738819658358828e-19,0.00016981137895534724,0.9998301886210447 | ||
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0.9999999996085831,3.914168112438024e-10,3.1783874623415974e-34 | ||
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4.3820652548194705e-11,0.9999983140594358,1.6858967435833634e-06 | ||
1.6372155109164481e-10,0.9999622368739848,3.77629622937159e-05 | ||
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1.0668659638544427e-07,0.9999966621891959,3.2311242075627506e-06 | ||
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