From 54bd93bde6fb41eabc4e9fb71440afdb01d453ed Mon Sep 17 00:00:00 2001 From: Villu Ruusmann Date: Thu, 28 Dec 2023 21:22:38 +0200 Subject: [PATCH] Updated Apache Spark dependency --- .../test/resources/pipeline/LightGBMAudit.zip | Bin 146199 -> 146203 bytes .../resources/pipeline/LightGBMAuditNA.zip | Bin 148762 -> 148748 bytes .../test/resources/pipeline/LightGBMAuto.zip | Bin 52413 -> 52419 bytes .../resources/pipeline/LightGBMAutoNA.zip | Bin 54209 -> 54211 bytes .../test/resources/pipeline/LightGBMIris.zip | Bin 19144 -> 19138 bytes .../src/test/resources/csv/XGBoostHousing.csv | 1012 ++-- .../pipeline/TransformersAuditNA.zip | Bin 9252 -> 9241 bytes .../resources/pipeline/TransformersAutoNA.zip | Bin 5431 -> 5432 bytes .../test/resources/pipeline/XGBoostAudit.zip | Bin 84353 -> 84349 bytes .../test/resources/pipeline/XGBoostAuto.zip | Bin 101939 -> 101939 bytes .../XGBoostClassificationModelAuditNA.zip | Bin 108819 -> 108822 bytes .../resources/pipeline/XGBoostHousing.zip | Bin 109358 -> 112132 bytes .../test/resources/pipeline/XGBoostIris.zip | Bin 12210 -> 12175 bytes .../pipeline/XGBoostRegressionModelAutoNA.zip | Bin 113824 -> 113827 bytes .../org/jpmml/sparkml/ConverterFactory.java | 2 +- .../src/test/resources/csv/GBTAudit.csv | 82 +- .../src/test/resources/csv/GBTAuto.csv | 26 +- .../src/test/resources/csv/GLMAudit.csv | 3798 +++++++-------- .../src/test/resources/csv/GLMAuto.csv | 784 +-- .../src/test/resources/csv/GLMHousing.csv | 982 ++-- .../src/test/resources/csv/GLMSentiment.csv | 1070 ++--- .../src/test/resources/csv/GLMVisit.csv | 4274 ++++++++--------- .../resources/csv/LinearRegressionAuto.csv | 784 +-- .../resources/csv/LinearRegressionHousing.csv | 1012 ++-- .../resources/csv/LogisticRegressionAudit.csv | 3648 +++++++------- .../resources/csv/LogisticRegressionIris.csv | 300 +- .../test/resources/csv/ModelChainAudit.csv | 3722 +++++++------- .../src/test/resources/csv/ModelChainAuto.csv | 784 +-- .../src/test/resources/csv/ModelChainIris.csv | 300 +- .../test/resources/csv/NaiveBayesAudit.csv | 8 +- .../src/test/resources/csv/NaiveBayesIris.csv | 146 +- .../test/resources/csv/NeuralNetworkAudit.csv | 3798 +++++++-------- .../test/resources/csv/NeuralNetworkIris.csv | 300 +- .../resources/pipeline/DecisionTreeAudit.zip | Bin 177549 -> 177540 bytes .../resources/pipeline/DecisionTreeAuto.zip | Bin 107970 -> 107981 bytes .../pipeline/DecisionTreeHousing.zip | Bin 18072 -> 18068 bytes .../resources/pipeline/DecisionTreeIris.zip | Bin 13141 -> 13146 bytes .../pipeline/DecisionTreeSentiment.zip | Bin 25104 -> 25095 bytes .../resources/pipeline/FPGrowthShopping.zip | Bin 4887 -> 4889 bytes .../src/test/resources/pipeline/GBTAudit.zip | Bin 130135 -> 130136 bytes .../src/test/resources/pipeline/GBTAuto.zip | Bin 81533 -> 81511 bytes .../src/test/resources/pipeline/GLMAudit.zip | Bin 72662 -> 72685 bytes .../src/test/resources/pipeline/GLMAuto.zip | Bin 41331 -> 41325 bytes .../test/resources/pipeline/GLMHousing.zip | Bin 15341 -> 15331 bytes .../test/resources/pipeline/GLMSentiment.zip | Bin 24583 -> 24576 bytes .../src/test/resources/pipeline/GLMVisit.zip | Bin 31986 -> 31994 bytes .../test/resources/pipeline/KMeansIris.zip | Bin 5805 -> 5805 bytes .../pipeline/LinearRegressionAuto.zip | Bin 39710 -> 39690 bytes .../pipeline/LinearRegressionHousing.zip | Bin 15182 -> 15182 bytes .../resources/pipeline/LinearSVCSentiment.zip | Bin 27324 -> 27311 bytes .../pipeline/LogisticRegressionAudit.zip | Bin 52124 -> 52120 bytes .../pipeline/LogisticRegressionIris.zip | Bin 26029 -> 26047 bytes .../resources/pipeline/ModelChainAudit.zip | Bin 51695 -> 51678 bytes .../resources/pipeline/ModelChainAuto.zip | Bin 60431 -> 60435 bytes .../resources/pipeline/ModelChainIris.zip | Bin 14062 -> 14063 bytes .../resources/pipeline/NaiveBayesAudit.zip | Bin 73058 -> 73065 bytes .../resources/pipeline/NaiveBayesIris.zip | Bin 9199 -> 9203 bytes .../resources/pipeline/NeuralNetworkAudit.zip | Bin 80054 -> 80069 bytes .../resources/pipeline/NeuralNetworkIris.zip | Bin 12635 -> 12642 bytes .../resources/pipeline/RandomForestAudit.zip | Bin 81378 -> 81380 bytes .../resources/pipeline/RandomForestAuto.zip | Bin 71447 -> 71449 bytes .../pipeline/RandomForestHousing.zip | Bin 47232 -> 47178 bytes .../resources/pipeline/RandomForestIris.zip | Bin 18419 -> 18476 bytes .../pipeline/RandomForestSentiment.zip | Bin 44969 -> 44903 bytes pom.xml | 4 +- 65 files changed, 13418 insertions(+), 13418 deletions(-) diff --git a/pmml-sparkml-lightgbm/src/test/resources/pipeline/LightGBMAudit.zip b/pmml-sparkml-lightgbm/src/test/resources/pipeline/LightGBMAudit.zip index 60bb831a84269ba79429ccb3ba50baa0e78836c5..383641306b18f9b502c532f835fdf185d6ec3210 100644 GIT binary patch delta 5624 zcmb_g2{=@3`{yKP?1e0iZ4B9lVazbHD`6z5c#|-evG0_GDO-_5;#5eHrR9}~u~xFQ zXt9;>W`Cs+DNB}obEfaDnRI=9|Nr$pbDitVb?)cBpZna;@A=*LeZVX&hl=3}0{U2bs>!#dC?A`t@yGgCT>bcRv 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zC9iIJ8g_jB|94u-*KXOane$iiUTsm`N`vs-i<3@UdAQ9p*P7NbC20H9HPT-$TJXNB zFqyAwWTeitw&Lpf$K6I+L54r}d$PQ`ye4r`wqp%{hQLbePTu3IelDv!?S1M+C08`8vQ zh%N1{XxaPikHX1sCYNph1j;_WapJY?i!J-Y^QU^}oKY4H)`^|)*;yq2vXtcXMSo}9 z|8Y$=c-lYlio16M?M}3R`SXq+6!8};@0DF)WMI%^21Pt0lL!MWCCv#Bma0AB$jiVm zon<$p6DZ+$>}GTa(G#KktGgL(Ib==egoBdLbg4azcAOv{*v#pPdl+rlUhV>#%>V!t CurJR5 diff --git a/pmml-sparkml/src/main/java/org/jpmml/sparkml/ConverterFactory.java b/pmml-sparkml/src/main/java/org/jpmml/sparkml/ConverterFactory.java index e0b87fe6..5b8faa7f 100644 --- a/pmml-sparkml/src/main/java/org/jpmml/sparkml/ConverterFactory.java +++ b/pmml-sparkml/src/main/java/org/jpmml/sparkml/ConverterFactory.java @@ -228,7 +228,7 @@ private String formatVersion(int[] version){ return String.valueOf(version[0]) + "." + String.valueOf(version[1]); } - private static final int[] VERSION = {3, 4}; + private static final int[] VERSION = {3, 5}; private static final Map, Class>> converters = new LinkedHashMap<>(); diff --git a/pmml-sparkml/src/test/resources/csv/GBTAudit.csv b/pmml-sparkml/src/test/resources/csv/GBTAudit.csv index b5c30fc2..4d0ba919 100644 --- a/pmml-sparkml/src/test/resources/csv/GBTAudit.csv +++ b/pmml-sparkml/src/test/resources/csv/GBTAudit.csv @@ -39,7 +39,7 @@ Adjusted,probability(0),probability(1) 0,0.9250238852589634,0.0749761147410366 0,0.7511899746657468,0.24881002533425323 0,0.9403792037114966,0.059620796288503364 -1,0.12043819501078892,0.8795618049892111 +1,0.12043819501078895,0.8795618049892111 0,0.9377371770899584,0.06226282291004159 0,0.6852552432511856,0.3147447567488144 0,0.9250238852589634,0.0749761147410366 @@ -88,7 +88,7 @@ Adjusted,probability(0),probability(1) 0,0.9570367416059995,0.0429632583940005 0,0.6816532144182279,0.3183467855817721 0,0.9563403924318404,0.043659607568159564 -0,0.7843405260844057,0.21565947391559426 +0,0.7843405260844056,0.21565947391559437 1,0.33707380161448364,0.6629261983855164 0,0.6693129463197931,0.3306870536802069 0,0.9543908674791979,0.04560913252080212 @@ -103,7 +103,7 @@ Adjusted,probability(0),probability(1) 0,0.777641238982115,0.222358761017885 0,0.5471810183139524,0.4528189816860476 0,0.9250238852589634,0.0749761147410366 -1,0.4304810152150304,0.5695189847849695 +1,0.4304810152150303,0.5695189847849698 0,0.9207934699889503,0.07920653001104971 0,0.9443634999223386,0.05563650007766141 0,0.6693129463197931,0.3306870536802069 @@ -164,7 +164,7 @@ Adjusted,probability(0),probability(1) 0,0.6754279749583871,0.32457202504161287 0,0.7898476763896576,0.21015232361034242 0,0.9556560161524521,0.044343983847547896 -1,0.09901859814335381,0.9009814018566462 +1,0.09901859814335386,0.9009814018566461 0,0.9358876028923123,0.06411239710768768 0,0.7942724610660901,0.20572753893390994 1,0.3323034952845711,0.6676965047154289 @@ -239,7 +239,7 @@ Adjusted,probability(0),probability(1) 1,0.15707640243814353,0.8429235975618565 0,0.9351007162350399,0.06489928376496013 0,0.9401913144429748,0.05980868555702523 -1,0.17818484011826832,0.8218151598817317 +1,0.17818484011826835,0.8218151598817316 0,0.6852552432511856,0.3147447567488144 0,0.9434365137445644,0.05656348625543561 1,0.4376353579756479,0.5623646420243521 @@ -304,7 +304,7 @@ Adjusted,probability(0),probability(1) 0,0.5710844930130455,0.42891550698695446 0,0.9272193335611532,0.07278066643884684 0,0.9382348851031528,0.06176511489684722 -1,0.05537725490658635,0.9446227450934137 +1,0.05537725490658637,0.9446227450934136 0,0.9314438424019605,0.06855615759803946 0,0.9561754442283141,0.04382455577168587 0,0.9314438424019605,0.06855615759803946 @@ -370,7 +370,7 @@ Adjusted,probability(0),probability(1) 1,0.4106195626172742,0.5893804373827258 0,0.505589593027378,0.49441040697262195 0,0.9250238852589634,0.0749761147410366 -0,0.9064785342079688,0.09352146579203124 +0,0.9064785342079686,0.09352146579203136 0,0.6205780135555631,0.3794219864444369 0,0.9561754442283141,0.04382455577168587 0,0.6980712735699489,0.3019287264300511 @@ -380,7 +380,7 @@ Adjusted,probability(0),probability(1) 0,0.9555592011842008,0.04444079881579921 0,0.9475292779759191,0.052470722024080874 0,0.7731877046760728,0.22681229532392722 -0,0.9429085360206748,0.057091463979325185 +0,0.9429085360206747,0.057091463979325296 0,0.9544901064600955,0.04550989353990453 0,0.6693129463197931,0.3306870536802069 0,0.5710844930130455,0.42891550698695446 @@ -423,7 +423,7 @@ Adjusted,probability(0),probability(1) 1,0.127914048609203,0.872085951390797 1,0.19489937440002286,0.8051006255999771 1,0.3087423158420887,0.6912576841579112 -0,0.728047244218584,0.271952755781416 +0,0.7280472442185839,0.2719527557814161 0,0.8118984688881866,0.18810153111181338 0,0.8090452898008845,0.19095471019911547 1,0.444993503131111,0.555006496868889 @@ -442,7 +442,7 @@ Adjusted,probability(0),probability(1) 0,0.9403792037114966,0.059620796288503364 0,0.9543908674791979,0.04560913252080212 0,0.6852552432511856,0.3147447567488144 -1,0.35667595920489104,0.643324040795109 +1,0.3566759592048911,0.6433240407951089 1,0.27287102026352306,0.7271289797364769 0,0.9563310442652044,0.04366895573479557 1,0.2086692959165209,0.7913307040834792 @@ -476,7 +476,7 @@ Adjusted,probability(0),probability(1) 0,0.661150833816577,0.338849166183423 1,0.29397852809082575,0.7060214719091742 0,0.6720197021787404,0.3279802978212596 -1,0.15435697409511387,0.8456430259048862 +1,0.15435697409511392,0.845643025904886 0,0.5710844930130455,0.42891550698695446 0,0.9555592011842008,0.04444079881579921 0,0.9068058225175417,0.09319417748245828 @@ -631,7 +631,7 @@ Adjusted,probability(0),probability(1) 0,0.7239728576610577,0.2760271423389423 0,0.9198883218019864,0.08011167819801357 0,0.9551820503377255,0.04481794966227448 -0,0.9186797729816044,0.08132022701839559 +0,0.9186797729816043,0.0813202270183957 0,0.6574108606213155,0.3425891393786845 0,0.889082035182222,0.11091796481777805 0,0.594664613165915,0.405335386834085 @@ -648,7 +648,7 @@ Adjusted,probability(0),probability(1) 0,0.9427356944728658,0.05726430552713424 0,0.9290024180144838,0.0709975819855162 0,0.5990052118601462,0.4009947881398538 -1,0.26589571241012044,0.7341042875898796 +1,0.2658957124101205,0.7341042875898796 0,0.9290024180144838,0.0709975819855162 0,0.9563932815046294,0.04360671849537057 0,0.9236778908803742,0.07632210911962578 @@ -667,7 +667,7 @@ Adjusted,probability(0),probability(1) 0,0.9373465786489299,0.0626534213510701 1,0.39536120634373406,0.6046387936562659 0,0.9223728871029585,0.0776271128970415 -1,0.4304810152150304,0.5695189847849695 +1,0.4304810152150303,0.5695189847849698 0,0.9431113306946547,0.05688866930534531 0,0.9124822169624293,0.08751778303757074 0,0.6754279749583871,0.32457202504161287 @@ -738,7 +738,7 @@ Adjusted,probability(0),probability(1) 0,0.7647142246340082,0.23528577536599182 1,0.31222063380116405,0.687779366198836 0,0.5001883486159818,0.4998116513840182 -1,0.26589571241012044,0.7341042875898796 +1,0.2658957124101205,0.7341042875898796 0,0.9313669439147416,0.06863305608525838 0,0.9475292779759191,0.052470722024080874 0,0.505589593027378,0.49441040697262195 @@ -868,7 +868,7 @@ Adjusted,probability(0),probability(1) 1,0.11279062055822754,0.8872093794417725 0,0.9543908674791979,0.04560913252080212 0,0.7460952495810008,0.2539047504189992 -1,0.26589571241012044,0.7341042875898796 +1,0.2658957124101205,0.7341042875898796 0,0.9314438424019605,0.06855615759803946 0,0.9207934699889503,0.07920653001104971 0,0.9204375632686106,0.07956243673138941 @@ -878,10 +878,10 @@ Adjusted,probability(0),probability(1) 0,0.8882219734349557,0.11177802656504432 0,0.9313669439147416,0.06863305608525838 0,0.91768982283714,0.08231017716286004 -0,0.9557100172760319,0.04428998272396811 +0,0.9557100172760321,0.04428998272396789 0,0.9335931474089982,0.06640685259100176 0,0.7647142246340082,0.23528577536599182 -0,0.7759601887608761,0.22403981123912386 +0,0.775960188760876,0.22403981123912398 0,0.775513586626218,0.22448641337378195 0,0.5465042903273841,0.4534957096726159 0,0.9351007162350399,0.06489928376496013 @@ -991,7 +991,7 @@ Adjusted,probability(0),probability(1) 1,0.15674068670751587,0.8432593132924842 0,0.944732961400725,0.055267038599274954 0,0.9561754442283141,0.04382455577168587 -1,0.34397084594225397,0.6560291540577461 +1,0.343970845942254,0.656029154057746 1,0.08642048173915037,0.9135795182608496 0,0.9563310442652044,0.04366895573479557 0,0.9250238852589634,0.0749761147410366 @@ -1055,9 +1055,9 @@ Adjusted,probability(0),probability(1) 0,0.9004831494163202,0.09951685058367976 0,0.947586435312233,0.052413564687767034 0,0.9223728871029585,0.0776271128970415 -0,0.7499922402660699,0.2500077597339301 +0,0.74999224026607,0.25000775973392997 0,0.9551820503377255,0.04481794966227448 -1,0.3845932761543696,0.6154067238456304 +1,0.38459327615436956,0.6154067238456304 1,0.36600642609100636,0.6339935739089937 1,0.09628023129827974,0.9037197687017202 1,0.15844370773111466,0.8415562922688853 @@ -1074,7 +1074,7 @@ Adjusted,probability(0),probability(1) 0,0.9150001440650496,0.08499985593495041 0,0.9563310442652044,0.04366895573479557 0,0.9475292779759191,0.052470722024080874 -0,0.8473673443302943,0.15263265566970574 +0,0.8473673443302941,0.15263265566970585 0,0.6083625275734461,0.3916374724265539 1,0.07095075101980138,0.9290492489801986 0,0.7911909177397056,0.20880908226029438 @@ -1141,7 +1141,7 @@ Adjusted,probability(0),probability(1) 0,0.9250238852589634,0.0749761147410366 1,0.24934773497304696,0.750652265026953 0,0.9290024180144838,0.0709975819855162 -1,0.17818484011826832,0.8218151598817317 +1,0.17818484011826835,0.8218151598817316 0,0.8573565416908745,0.1426434583091255 0,0.9150820712252061,0.08491792877479387 0,0.9314438424019605,0.06855615759803946 @@ -1286,7 +1286,7 @@ Adjusted,probability(0),probability(1) 0,0.6816532144182279,0.3183467855817721 0,0.91768982283714,0.08231017716286004 0,0.9068058225175417,0.09319417748245828 -0,0.941062415362901,0.05893758463709897 +0,0.9410624153629013,0.05893758463709875 0,0.6656174981376516,0.3343825018623484 1,0.15636197231709678,0.8436380276829032 0,0.9234939320376895,0.07650606796231052 @@ -1335,7 +1335,7 @@ Adjusted,probability(0),probability(1) 0,0.9351007162350399,0.06489928376496013 0,0.9382348851031528,0.06176511489684722 0,0.9556204055974105,0.04437959440258954 -1,0.1592029839746504,0.8407970160253496 +1,0.15920298397465038,0.8407970160253496 0,0.8755222571799517,0.12447774282004831 0,0.9475292779759191,0.052470722024080874 0,0.9431920185564411,0.05680798144355892 @@ -1419,7 +1419,7 @@ Adjusted,probability(0),probability(1) 0,0.9463249034355503,0.05367509656444969 0,0.9262878841739303,0.07371211582606974 0,0.9223728871029585,0.0776271128970415 -0,0.7759601887608761,0.22403981123912386 +0,0.775960188760876,0.22403981123912398 0,0.7727084369486293,0.22729156305137066 0,0.6140870440506723,0.38591295594932773 0,0.5754905510585648,0.42450944894143516 @@ -1450,7 +1450,7 @@ Adjusted,probability(0),probability(1) 0,0.9563932815046294,0.04360671849537057 0,0.9250238852589634,0.0749761147410366 0,0.6754279749583871,0.32457202504161287 -1,0.37660352747900727,0.6233964725209927 +1,0.37660352747900716,0.6233964725209928 0,0.6816532144182279,0.3183467855817721 1,0.43346913777505075,0.5665308622249492 0,0.777641238982115,0.222358761017885 @@ -1469,7 +1469,7 @@ Adjusted,probability(0),probability(1) 1,0.10818617361792501,0.891813826382075 1,0.19153202923946494,0.8084679707605351 1,0.19820547413729311,0.8017945258627068 -0,0.8039170607823651,0.19608293921763487 +0,0.803917060782365,0.19608293921763498 0,0.9567356709456674,0.04326432905433264 0,0.6831665707796839,0.3168334292203161 0,0.8558284392211115,0.14417156077888849 @@ -1493,7 +1493,7 @@ Adjusted,probability(0),probability(1) 0,0.9556560161524521,0.044343983847547896 0,0.6852552432511856,0.3147447567488144 0,0.9346688294130137,0.06533117058698634 -1,0.4260366586427244,0.5739633413572756 +1,0.42603665864272444,0.5739633413572756 0,0.9042609300301182,0.0957390699698818 1,0.46528350062009416,0.5347164993799058 0,0.9555592011842008,0.04444079881579921 @@ -1552,7 +1552,7 @@ Adjusted,probability(0),probability(1) 0,0.9063434596213917,0.09365654037860827 0,0.9368490396317319,0.06315096036826806 0,0.9221270010850549,0.07787299891494515 -1,0.23826805866487208,0.7617319413351279 +1,0.23826805866487202,0.761731941335128 0,0.8570909382838691,0.14290906171613094 0,0.9422718902195077,0.057728109780492254 0,0.9314438424019605,0.06855615759803946 @@ -1572,7 +1572,7 @@ Adjusted,probability(0),probability(1) 0,0.6852552432511856,0.3147447567488144 0,0.952710545660789,0.047289454339210946 0,0.6435866173179755,0.3564133826820245 -1,0.18198973848148767,0.8180102615185123 +1,0.18198973848148764,0.8180102615185123 0,0.9150820712252061,0.08491792877479387 0,0.9314438424019605,0.06855615759803946 0,0.6852552432511856,0.3147447567488144 @@ -1596,7 +1596,7 @@ Adjusted,probability(0),probability(1) 0,0.8462143695908189,0.15378563040918114 0,0.9487554639988187,0.051244536001181284 0,0.9346688294130137,0.06533117058698634 -0,0.9434140289463295,0.05658597105367047 +0,0.9434140289463293,0.05658597105367069 0,0.8373878357974771,0.1626121642025229 0,0.6045225581976792,0.3954774418023208 0,0.5701365038395838,0.4298634961604162 @@ -1636,7 +1636,7 @@ Adjusted,probability(0),probability(1) 0,0.9536501261590647,0.04634987384093525 0,0.9423536959242315,0.05764630407576854 0,0.5094410912786863,0.4905589087213137 -0,0.7759601887608761,0.22403981123912386 +0,0.775960188760876,0.22403981123912398 0,0.9250238852589634,0.0749761147410366 0,0.5754905510585648,0.42450944894143516 0,0.9551820503377255,0.04481794966227448 @@ -1666,7 +1666,7 @@ Adjusted,probability(0),probability(1) 0,0.9204375632686106,0.07956243673138941 0,0.9250238852589634,0.0749761147410366 1,0.3305023047109405,0.6694976952890594 -1,0.26589571241012044,0.7341042875898796 +1,0.2658957124101205,0.7341042875898796 0,0.6852552432511856,0.3147447567488144 1,0.2448766763050823,0.7551233236949177 1,0.27253489854117935,0.7274651014588207 @@ -1686,7 +1686,7 @@ Adjusted,probability(0),probability(1) 0,0.9382348851031528,0.06176511489684722 0,0.8445068561818738,0.15549314381812618 0,0.8679767820890967,0.13202321791090332 -0,0.9319209687518638,0.06807903124813619 +0,0.9319209687518637,0.0680790312481363 0,0.9290024180144838,0.0709975819855162 0,0.91768982283714,0.08231017716286004 0,0.7731877046760728,0.22681229532392722 @@ -1747,7 +1747,7 @@ Adjusted,probability(0),probability(1) 1,0.127914048609203,0.872085951390797 1,0.34948142768260965,0.6505185723173903 0,0.9443634999223386,0.05563650007766141 -1,0.4304810152150304,0.5695189847849695 +1,0.4304810152150303,0.5695189847849698 0,0.6756788709669843,0.3243211290330157 0,0.9160699247715036,0.08393007522849638 1,0.3504330684263271,0.649566931573673 @@ -1779,7 +1779,7 @@ Adjusted,probability(0),probability(1) 1,0.4644576915004006,0.5355423084995994 0,0.9463249034355503,0.05367509656444969 0,0.9223728871029585,0.0776271128970415 -1,0.2278007236579661,0.7721992763420339 +1,0.22780072365796616,0.7721992763420338 0,0.9337328582956764,0.06626714170432357 0,0.6717673505494978,0.32823264945050223 1,0.46528350062009416,0.5347164993799058 @@ -1810,7 +1810,7 @@ Adjusted,probability(0),probability(1) 0,0.6816532144182279,0.3183467855817721 0,0.9046795016327726,0.09532049836722745 0,0.9562768013660353,0.04372319863396468 -1,0.4304810152150304,0.5695189847849695 +1,0.4304810152150303,0.5695189847849698 0,0.6131756552686157,0.3868243447313843 0,0.9351007162350399,0.06489928376496013 0,0.9505537853694589,0.04944621463054111 @@ -1818,13 +1818,13 @@ Adjusted,probability(0),probability(1) 0,0.9313669439147416,0.06863305608525838 0,0.9046795016327726,0.09532049836722745 0,0.9223728871029585,0.0776271128970415 -0,0.6688511251547969,0.33114887484520306 +0,0.6688511251547972,0.33114887484520283 0,0.7938951350888425,0.20610486491115754 0,0.8875398387078932,0.11246016129210679 0,0.6852552432511856,0.3147447567488144 0,0.650057954883923,0.34994204511607696 0,0.9223728871029585,0.0776271128970415 -0,0.5034612626095099,0.49653873739049015 +0,0.50346126260951,0.49653873739049004 1,0.11279062055822754,0.8872093794417725 0,0.9369286293598282,0.06307137064017176 0,0.6756788709669843,0.3243211290330157 @@ -1860,7 +1860,7 @@ Adjusted,probability(0),probability(1) 0,0.9227637586694795,0.07723624133052054 1,0.06964350130326638,0.9303564986967336 0,0.9563932815046294,0.04360671849537057 -1,0.18198973848148767,0.8180102615185123 +1,0.18198973848148764,0.8180102615185123 0,0.661150833816577,0.338849166183423 0,0.9563932815046294,0.04360671849537057 0,0.9521202158486411,0.04787978415135885 diff --git a/pmml-sparkml/src/test/resources/csv/GBTAuto.csv b/pmml-sparkml/src/test/resources/csv/GBTAuto.csv index ab337cf5..5a01a306 100644 --- a/pmml-sparkml/src/test/resources/csv/GBTAuto.csv +++ b/pmml-sparkml/src/test/resources/csv/GBTAuto.csv @@ -1,6 +1,6 @@ mpg 15.769700171566367 -14.742103894274205 +14.742103894274207 15.769700171566367 15.769700171566367 15.538252575029468 @@ -9,8 +9,8 @@ mpg 14.220572614405029 14.220572614405029 14.25722668552324 -14.510656297737306 -14.510656297737306 +14.510656297737308 +14.510656297737308 15.538252575029468 14.118457556475372 24.669334033379545 @@ -39,7 +39,7 @@ mpg 13.745157841886414 13.55167531966636 14.446001273996053 -14.704401403158958 +14.70440140315896 13.55167531966636 13.55167531966636 13.55167531966636 @@ -99,7 +99,7 @@ mpg 17.00499963482563 19.09658152209689 19.09658152209689 -21.85983273484147 +21.859832734841465 27.015496695461174 12.823757814241551 12.49553811251271 @@ -133,11 +133,11 @@ mpg 17.347639107306524 17.670999169193202 17.73800519910199 -14.567312902016004 +14.567312902016006 14.400516820476174 14.435578505033853 14.400516820476174 -14.532251217458326 +14.532251217458327 27.8364677166153 28.41904474820032 25.110412792000247 @@ -186,7 +186,7 @@ mpg 27.911940949883327 15.041440914352123 15.041440914352123 -14.783040785189215 +14.783040785189216 15.041440914352123 18.452619536238366 19.694384575459402 @@ -211,7 +211,7 @@ mpg 16.778306081186358 14.045543281961367 15.041440914352123 -14.747979100631536 +14.747979100631538 14.889020157794324 31.66195754351185 29.66360951962142 @@ -245,7 +245,7 @@ mpg 35.39661781078546 33.471257444993135 35.94879794511797 -34.78276551114878 +34.78276551114879 18.447061887280697 18.69800451861013 19.5642581596798 @@ -291,7 +291,7 @@ mpg 20.588631724139503 17.813006976672405 32.82237718873422 -33.73377354036537 +33.73377354036538 33.7731446048584 27.26432755527166 24.890674027613624 @@ -313,7 +313,7 @@ mpg 26.967658447390964 26.037676401310915 25.15657361859274 -18.2830405696053 +18.283040569605305 33.5427112220495 28.44484697356482 33.80487499752565 @@ -346,7 +346,7 @@ mpg 36.427805706592316 35.04838396078826 35.846803161850474 -35.66666516924277 +35.66666516924276 31.17457025496421 31.306499579418098 32.467325204629645 diff --git a/pmml-sparkml/src/test/resources/csv/GLMAudit.csv b/pmml-sparkml/src/test/resources/csv/GLMAudit.csv index 8ed86488..4c70f8b0 100644 --- a/pmml-sparkml/src/test/resources/csv/GLMAudit.csv +++ b/pmml-sparkml/src/test/resources/csv/GLMAudit.csv @@ -1,1900 +1,1900 @@ Adjusted,probability(0),probability(1) -0,0.9854156269507788,0.014584373049221196 -0,0.9896832783700843,0.010316721629915683 -0,0.9665784880834845,0.03342151191651553 -1,0.48942824990283784,0.5105717500971622 -1,0.39633349482456337,0.6036665051754366 -0,0.9682027540147485,0.031797245985251486 -1,0.20398091298475485,0.7960190870152452 -0,0.6646395336066312,0.3353604663933688 -0,0.9715492588030411,0.028450741196958933 -0,0.9848283466691423,0.015171653330857685 -0,0.9930190828502364,0.006980917149763535 -0,0.9399288930440136,0.06007110695598637 -0,0.9978454964319544,0.002154503568045598 -0,0.9683243621992695,0.03167563780073047 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a/pmml-sparkml/src/test/resources/csv/GLMSentiment.csv b/pmml-sparkml/src/test/resources/csv/GLMSentiment.csv index c84161eb..9511dbd0 100644 --- a/pmml-sparkml/src/test/resources/csv/GLMSentiment.csv +++ b/pmml-sparkml/src/test/resources/csv/GLMSentiment.csv @@ -1,233 +1,233 @@ Score,probability(0),probability(1) -0,0.681380080169778,0.318619919830222 +0,0.6813800801697781,0.31861991983022186 1,0.004289939654784858,0.9957100603452151 1,0.08046856573502459,0.9195314342649754 -0,0.8115594207754264,0.18844057922457358 +0,0.8115594207754265,0.18844057922457347 1,0.08046856573502459,0.9195314342649754 -0,0.5836630255029603,0.41633697449703966 -0,0.7512589018458102,0.24874109815418977 -0,0.681380080169778,0.318619919830222 -0,0.9008586712208151,0.09914132877918486 +0,0.5836630255029605,0.41633697449703955 +0,0.75125890184581,0.24874109815419 +0,0.6813800801697781,0.31861991983022186 +0,0.9008586712208152,0.0991413287791848 0,0.999999999999125,8.749667657070859e-13 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-1,0.2787975660237843,0.7212024339762158 -0,0.9883377849772422,0.011662215022757771 -1,1.7595660898374598e-05,0.9999824043391016 +0,0.9699877034647834,0.030012296535216643 +0,0.9722278646731586,0.02777213532684142 +0,0.9999292857638564,7.071423614357641e-05 +1,0.45089331205275496,0.549106687947245 +0,0.8629090767402839,0.13709092325971606 +1,0.14483630942950293,0.8551636905704971 +0,0.9733436271530869,0.026656372846913134 +1,0.3686335715623688,0.6313664284376312 +0,0.94144247141432,0.058557528585679974 +1,0.48819431680434217,0.5118056831956579 +0,0.6501502172169212,0.34984978278307877 +0,0.9505186155346753,0.049481384465324685 +0,0.9837037527042022,0.016296247295797817 +1,0.3960972387882095,0.6039027612117904 +0,0.9338606594419824,0.06613934055801762 +1,0.27879756601525757,0.7212024339847425 +0,0.9883377849763202,0.011662215023679812 +1,1.759566090213221e-05,0.9999824043390979 0,0.9999999709773015,2.9022698466718566e-08 -0,0.6393922728484517,0.3606077271515483 -0,0.7077669357318866,0.29223306426811335 +0,0.6393922728585438,0.36060772714145617 +0,0.7077669357372566,0.2922330642627434 0,0.9999999198350866,8.016491337414777e-08 -0,0.997576374546346,0.0024236254536540436 -0,0.9999891878183735,1.0812181626462802e-05 -0,0.7373101321577822,0.2626898678422178 -0,0.9999769885241467,2.3011475853262908e-05 -0,0.985756186926362,0.014243813073637979 -0,0.7625243361501078,0.23747566384989216 -1,0.41493805339323386,0.5850619466067661 -0,0.899957351207372,0.10004264879262803 -0,0.6149421327585335,0.3850578672414665 -1,0.15729075198066775,0.8427092480193322 -0,0.7940305448433496,0.20596945515665044 -0,0.9874357935689165,0.012564206431083469 -0,0.9405722024192509,0.05942779758074912 -1,0.36761012900372675,0.6323898709962732 -0,0.8305477127079006,0.16945228729209938 -0,0.9996628854704694,0.00033711452953055776 -0,0.9782387424738335,0.021761257526166533 -0,0.7179337154190529,0.28206628458094707 +0,0.997576374546271,0.0024236254537289836 +0,0.9999891878183693,1.081218163068165e-05 +0,0.7373101321590777,0.2626898678409223 +0,0.9999769885241392,2.3011475860812425e-05 +0,0.9857561869257838,0.014243813074216183 +0,0.7625243361401643,0.23747566385983565 +1,0.4149380533749039,0.5850619466250961 +0,0.8999573512036653,0.10004264879633473 +0,0.6149421327651104,0.38505786723488955 +1,0.15729075200186757,0.8427092479981324 +0,0.7940305448295503,0.20596945517044973 +0,0.9874357935688278,0.012564206431172176 +0,0.9405722024213846,0.05942779757861538 +1,0.36761012899950907,0.6323898710004909 +0,0.8305477127103503,0.16945228728964967 +0,0.9996628854704805,0.00033711452951945553 +0,0.9782387424731296,0.021761257526870414 +0,0.7179337154206901,0.28206628457930993 0,0.9999999252294931,7.477050689708165e-08 -1,0.1261055612737365,0.8738944387262635 -0,0.9999975123084959,2.4876915041271985e-06 -0,0.9769579905676777,0.023042009432322264 -0,0.9978533873676118,0.002146612632388245 -0,0.7159539195037341,0.2840460804962659 -0,0.9979493183632246,0.0020506816367753533 -0,0.9865020208638711,0.013497979136128935 -0,0.9026924722359968,0.0973075277640032 -1,0.14217408762631273,0.8578259123736873 -0,0.999999932498102,6.750189796012052e-08 -0,0.7167675927929429,0.2832324072070571 -0,0.5803633564113642,0.41963664358863584 -0,0.6135237340239448,0.3864762659760552 -1,0.3750944606789392,0.6249055393210607 -0,0.9648933748171103,0.03510662518288965 -0,0.9862373183451956,0.013762681654804432 +1,0.1261055612697754,0.8738944387302245 +0,0.999997512308495,2.487691505015377e-06 +0,0.9769579905681361,0.023042009431863852 +0,0.9978533873676543,0.0021466126323457235 +0,0.71595391950901,0.28404608049099 +0,0.9979493183632278,0.0020506816367722447 +0,0.9865020208629173,0.013497979137082727 +0,0.9026924722393334,0.09730752776066665 +1,0.1421740876338335,0.8578259123661665 +0,0.9999999324981018,6.750189818216512e-08 +0,0.7167675927964046,0.28323240720359544 +0,0.5803633564110584,0.4196366435889416 +0,0.6135237340485274,0.38647626595147255 +1,0.3750944606601603,0.6249055393398397 +0,0.9648933748165501,0.03510662518344987 +0,0.9862373183463315,0.013762681653668452 diff --git a/pmml-sparkml/src/test/resources/csv/LogisticRegressionIris.csv b/pmml-sparkml/src/test/resources/csv/LogisticRegressionIris.csv index 10172a26..457b35de 100644 --- a/pmml-sparkml/src/test/resources/csv/LogisticRegressionIris.csv +++ b/pmml-sparkml/src/test/resources/csv/LogisticRegressionIris.csv @@ -1,151 +1,151 @@ Species,probability(setosa),probability(versicolor),probability(virginica) -setosa,1.0,1.3143523689927218e-43,2.0320949180856692e-70 -setosa,1.0,3.550692653500266e-29,2.5371355121754972e-54 -setosa,1.0,3.472209066108081e-37,4.1589447364121346e-63 -setosa,1.0,3.26297488278988e-33,6.430249401135758e-58 -setosa,1.0,2.934164385187731e-47,2.9761125316705373e-74 -setosa,1.0,3.625605146993721e-49,1.2124898533204324e-74 -setosa,1.0,1.1000398299637925e-41,7.083111005212531e-67 -setosa,1.0,2.423634931349778e-40,2.4011396847658937e-66 -setosa,1.0,8.382375151599185e-29,4.0073843020016045e-53 -setosa,1.0,4.009200946926833e-33,6.058341415176612e-59 -setosa,1.0,1.8001996617995212e-47,8.966171335033001e-75 -setosa,1.0,9.976890905693896e-41,4.15524102620197e-66 -setosa,1.0,2.846480868494251e-31,4.181043784142264e-57 -setosa,1.0,3.9878582964230516e-36,1.1871071612280464e-62 -setosa,1.0,1.0102217839374316e-56,1.494455352470346e-86 -setosa,1.0,1.818178491133222e-64,1.5596681116255968e-92 -setosa,1.0,5.374902772076215e-52,4.1361205108798106e-79 -setosa,1.0,4.659661816812093e-42,4.484424530741785e-68 -setosa,1.0,5.671392997979432e-46,2.8366284989832604e-72 -setosa,1.0,1.1508306974604e-50,3.8325045985953704e-77 -setosa,1.0,9.64763923831232e-37,2.350416164494514e-62 -setosa,1.0,5.1942059832043476e-46,2.1001186750664966e-71 -setosa,1.0,2.83808660116504e-52,1.7757406821068807e-80 -setosa,1.0,1.2563981201397997e-30,3.016773613060352e-53 -setosa,1.0,1.3205432889407649e-38,9.309147615073048e-63 -setosa,1.0,3.2447426257953686e-27,1.1944895300378924e-51 -setosa,1.0,1.5524043395419275e-36,1.5300799262456045e-60 -setosa,1.0,2.3568205253360962e-42,7.311583444013198e-69 -setosa,1.0,5.887612018596058e-40,1.3875180162599352e-66 -setosa,1.0,4.595822910553721e-35,9.317445180690702e-60 -setosa,1.0,2.0586885862467353e-31,6.361968104276046e-56 -setosa,1.0,4.6687571140135845e-35,6.68540559394283e-60 -setosa,1.0,1.5613240848305138e-62,1.4133775104314466e-91 -setosa,1.0,3.7162481580376494e-63,1.9959051930510994e-92 -setosa,1.0,1.4213479588155681e-31,1.3369540278866807e-56 -setosa,1.0,2.9678371927551436e-36,6.608464687530979e-63 -setosa,1.0,3.952830984011588e-42,8.878868678532305e-70 -setosa,1.0,2.3522291570971777e-49,4.904451000640446e-77 -setosa,1.0,1.2919612149796511e-32,1.2333641990354504e-57 -setosa,1.0,8.527651225554508e-40,6.602579579723892e-66 -setosa,1.0,2.59860158285014e-43,1.246347849168192e-69 -setosa,0.9999999912640468,8.73595314299119e-09,4.356515259528868e-31 -setosa,1.0,7.971117065484472e-39,2.0002970440909643e-64 -setosa,1.0,1.5325860755559464e-36,3.0008283545298963e-59 -setosa,1.0,2.7520981338056574e-46,2.47930721027379e-70 -setosa,1.0,3.577613667519584e-28,2.036151906103995e-52 -setosa,1.0,1.6543268746925125e-51,2.272433521224977e-78 -setosa,1.0,5.029167649711862e-37,1.9790563630916243e-62 -setosa,1.0,5.116328832336228e-48,3.2606997845315537e-75 -setosa,1.0,6.054522182366724e-38,4.556638924633143e-64 -versicolor,1.7814052209791864e-19,0.9999882798395688,1.1720160431133537e-05 -versicolor,2.476181270050566e-16,0.9999514268551509,4.857314484882019e-05 -versicolor,5.340677860019653e-25,0.9988011230329962,0.0011988769670038205 -versicolor,1.0064830729607169e-32,0.9999577955276211,4.2204472378888383e-05 -versicolor,5.249477388265869e-30,0.9985913892503548,0.001408610749645212 -versicolor,7.908961417244249e-22,0.9998981108489554,0.00010188915104470142 -versicolor,1.2031390240170322e-15,0.9986940090877321,0.0013059909122667963 -versicolor,9.67293739109137e-17,0.9999999994646376,5.353623510042125e-10 -versicolor,2.3906170209424802e-24,0.9999854132925452,1.458670745475923e-05 -versicolor,1.6556766198071775e-19,0.9999851872167618,1.4812783238306872e-05 -versicolor,4.029309329019558e-31,0.9999999600835019,3.991649796389177e-08 -versicolor,1.0904996438670643e-17,0.9999625509012374,3.7449098762568436e-05 -versicolor,6.532452230406409e-34,0.9999999005008046,9.949919552330516e-08 -versicolor,7.129929651287057e-24,0.9992009289831264,0.0007990710168735732 -versicolor,8.21605487489073e-12,0.9999999862058533,1.3785930562130698e-08 -versicolor,8.067621896657868e-19,0.9999971704821299,2.8295178699763047e-06 -versicolor,3.584220123170824e-18,0.9986737189738439,0.0013262810261560022 -versicolor,5.3073042072925344e-18,0.9999999851815087,1.4818491350411571e-08 -versicolor,2.5774617528794066e-46,0.9404066493777048,0.0595933506222951 -versicolor,2.9698223703888504e-23,0.999999912846435,8.715356495975763e-08 -versicolor,1.3475888123745979e-20,0.5951520192982505,0.40484798070174954 -versicolor,1.774095606571842e-20,0.9999996593454287,3.406545712480531e-07 -versicolor,1.847094708672729e-40,0.7751563537868237,0.22484364621317626 -versicolor,7.044253243487042e-24,0.9999597460913063,4.0253908693661186e-05 -versicolor,3.9173971361818315e-21,0.9999985889619247,1.4110380754108778e-06 -versicolor,2.2296709730401765e-21,0.9999929382898363,7.061710163637593e-06 -versicolor,1.6461509152731087e-31,0.9992874538993556,0.0007125461006444448 -versicolor,5.876738227138604e-31,0.7239312452291029,0.27606875477089704 -versicolor,1.83754327586608e-23,0.9990347012222202,0.0009652987777799395 -versicolor,2.569720612090622e-16,0.9999999998709104,1.2908944325342783e-10 -versicolor,4.182924543908077e-25,0.9999999152839528,8.471604723180576e-08 -versicolor,7.557447236976915e-23,0.9999999946993783,5.3006217608193164e-09 -versicolor,1.096714850839799e-19,0.9999999129022914,8.70977084980745e-08 -virginica,2.418399829949903e-36,0.13236062654737915,0.8676393734526209 -versicolor,4.43355592506582e-17,0.9978302952672957,0.002169704732704337 -versicolor,1.7347927958637138e-09,0.999786967460341,0.0002130308048663023 -versicolor,1.7187681908921285e-22,0.9997019695495327,0.0002980304504672557 -versicolor,6.350475899984583e-40,0.9997448397896822,0.00025516021031773864 -versicolor,3.0427465174026067e-12,0.9999992113252375,7.886717199363714e-07 -versicolor,1.6313617506189764e-26,0.9999889055588533,1.1094441146612013e-05 -versicolor,1.0915300219388567e-24,0.9999602886531235,3.971134687660361e-05 -versicolor,4.6289307723924454e-20,0.9998403344707295,0.00015966552927043574 -versicolor,1.690347343017342e-23,0.9999995638271646,4.3617283554658627e-07 -versicolor,2.159389601654182e-20,0.9999999991839532,8.160468573095329e-10 -versicolor,2.893421371350354e-22,0.9999849752007305,1.50247992695901e-05 -versicolor,6.015806969733933e-12,0.9999997457626315,2.5423135252553365e-07 -versicolor,1.3328612196276802e-16,0.999996913393263,3.086606736792207e-06 -versicolor,4.8497758199430806e-20,0.9999976896894691,2.3103105307973147e-06 -versicolor,3.7137605768865814e-14,0.9999999999383111,6.165189068439094e-11 -versicolor,5.335468778072607e-19,0.9999976552521805,2.3447478195141406e-06 -virginica,2.2515680162938763e-48,2.5862298768531814e-10,0.9999999997413771 -virginica,1.9603127434791673e-42,0.0003861529692046455,0.9996138470307954 -virginica,1.3961811995659185e-51,9.655933536951953e-07,0.9999990344066463 -virginica,4.4237777804689265e-41,0.00028114343130938537,0.9997188565686905 -virginica,3.578722145353367e-50,9.073967448116012e-08,0.9999999092603256 -virginica,1.3522671045921418e-61,4.5029114759472535e-09,0.9999999954970884 -virginica,6.224404492844486e-34,0.10919482677319309,0.8908051732268069 -virginica,2.726168227085307e-53,4.4985946852234665e-06,0.9999955014053149 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+29.47293902853605 +30.032865727143523 +30.155839552395044 +29.29502277563441 +30.25243915031259 +29.775615639532173 +29.652584046925565 +30.100698759349118 +38.41986941607018 +35.43257449428867 +35.25058021720244 +31.28033486306784 +30.646300213734722 +33.05684714130864 +34.90824316158479 +35.578846603776306 +35.34847295917422 +35.34847295917422 +35.447590322695014 +28.203085418580134 +29.700804159689927 +28.80691877403478 +27.14674396830072 +33.62836766989873 +29.218189892450543 +30.452764479170057 +30.440298795382855 +41.58014424985917 +28.948467756765883 +30.930296637050496 +30.960715973206717 diff --git a/pmml-sparkml/src/test/resources/csv/ModelChainIris.csv b/pmml-sparkml/src/test/resources/csv/ModelChainIris.csv index 97545fda..d9f7d4be 100644 --- a/pmml-sparkml/src/test/resources/csv/ModelChainIris.csv +++ b/pmml-sparkml/src/test/resources/csv/ModelChainIris.csv @@ -1,151 +1,151 @@ Species,probability(setosa),probability(versicolor),probability(virginica) -setosa,1.0,2.5313642029394562e-62,6.010114747582061e-77 -setosa,1.0,3.015506586788639e-42,2.249537220421588e-55 -setosa,1.0,2.811629054765876e-50,5.2821291482181445e-64 -setosa,1.0,2.911783977951114e-46,1.0900617469662209e-59 -setosa,1.0,2.444294355306852e-66,2.9123306437174425e-81 -setosa,1.0,1.4466335248124815e-71,1.3195598816200611e-86 -setosa,1.0,4.837919433788191e-53,2.1215554435868905e-66 -setosa,1.0,2.6215356239772054e-58,1.2402945852671503e-72 -setosa,1.0,3.1229239682004784e-38,4.6423220704201976e-51 -setosa,1.0,1.5778157391818142e-51,6.372671930191031e-66 -setosa,1.0,4.555699273900318e-74,1.9206763764972797e-90 -setosa,1.0,2.6215356239772054e-58,1.2402945852671503e-72 -setosa,1.0,1.63402017123175e-47,1.3151147391786095e-61 -setosa,1.0,1.63402017123175e-47,1.3151147391786095e-61 -setosa,1.0,4.10158446817889e-86,2.185384925624639e-103 -setosa,1.0,1.2143751685126103e-91,3.525483478488896e-108 -setosa,1.0,1.4466335248124815e-71,1.3195598816200611e-86 -setosa,1.0,4.671512360689251e-57,1.0280454184654967e-70 -setosa,1.0,8.11814467633366e-73,1.5919948153186123e-88 -setosa,1.0,4.2058532377850675e-69,1.1697311363141497e-83 -setosa,1.0,5.060092272933745e-62,1.6880311106660165e-77 -setosa,1.0,8.038187113143417e-60,4.1291215958542037e-73 -setosa,1.0,2.444294355306852e-66,2.9123306437174425e-81 -setosa,1.0,1.7063397078756853e-38,1.281018925848836e-49 -setosa,1.0,2.6215356239772054e-58,1.2402945852671503e-72 -setosa,1.0,3.015506586788639e-42,2.249537220421588e-55 -setosa,1.0,8.928150445011575e-48,3.6289745627194573e-60 -setosa,1.0,4.886043251185056e-66,8.179718587101577e-82 -setosa,1.0,5.060092272933745e-62,1.6880311106660165e-77 -setosa,1.0,2.811629054765876e-50,5.2821291482181445e-64 -setosa,1.0,2.911783977951114e-46,1.0900617469662209e-59 -setosa,1.0,1.7233130332157508e-51,4.9390056478935314e-65 -setosa,1.0,2.146088673070597e-95,6.190936093772174e-114 -setosa,1.0,3.824277523329837e-94,5.131493407144304e-112 -setosa,1.0,2.911783977951114e-46,1.0900617469662209e-59 -setosa,1.0,2.811629054765876e-50,5.2821291482181445e-64 -setosa,1.0,4.886043251185056e-66,8.179718587101577e-82 -setosa,1.0,1.3244959564995468e-71,1.702594169211583e-87 -setosa,1.0,3.015506586788639e-42,2.249537220421588e-55 -setosa,1.0,2.6215356239772054e-58,1.2402945852671503e-72 -setosa,1.0,4.671512360689251e-57,1.0280454184654967e-70 -setosa,0.9999999928899761,7.110023766384655e-09,6.133626204757858e-19 -setosa,1.0,2.811629054765876e-50,5.2821291482181445e-64 -setosa,1.0,2.936067977880281e-41,5.1451840710654945e-52 -setosa,1.0,7.761702312430059e-64,2.000854868882544e-77 -setosa,1.0,5.564974126427553e-37,3.847890648098554e-49 -setosa,1.0,2.279036317775107e-74,6.838431675091933e-90 -setosa,1.0,2.811629054765876e-50,5.2821291482181445e-64 -setosa,1.0,4.555699273900318e-74,1.9206763764972797e-90 -setosa,1.0,2.714919101645222e-54,2.559569530451739e-68 -versicolor,8.498497067770981e-09,0.9998585786106623,0.00014141289084064539 -versicolor,4.5997235428836115e-14,0.998690793539355,0.0013092064605990802 -versicolor,4.435744667437797e-18,0.9973945362647115,0.0026054637352883746 -versicolor,1.9955771801472354e-43,0.9031702035781537,0.0968297964218464 -versicolor,3.922932244555985e-30,0.9797485766513104,0.02025142334868947 -versicolor,2.6231625121960656e-23,0.9965994022165854,0.0034005977834146643 -versicolor,2.568968674576782e-15,0.9939393016010875,0.006060698398909843 -versicolor,1.4380676586342085e-23,0.9999324400824783,6.75599175216656e-05 -versicolor,1.4120517016872775e-15,0.9998792758424022,0.00012072415759643318 -versicolor,1.2955605840072526e-32,0.9407130076627478,0.059286992337252084 -versicolor,1.2489404307676234e-39,0.998935808338187,0.0010641916618131 -versicolor,7.719113145148621e-26,0.9312500501799083,0.06874994982009174 -versicolor,1.3405712530586896e-31,0.9997317845064476,0.0002682154935523753 -versicolor,7.643889695207478e-21,0.9988821396952682,0.001117860304731753 -versicolor,2.721213858947468e-19,0.9982905726016851,0.0017094273983148547 -versicolor,8.205027504296757e-13,0.9997182467087288,0.0002817532904508758 -versicolor,7.719113145148621e-26,0.9312500501799083,0.06874994982009174 -versicolor,1.5973803628628384e-11,0.9999914612815568,8.538702469495547e-06 -virginica,1.4147067927596695e-54,0.4358901442079565,0.5641098557920433 -versicolor,8.06808486893112e-25,0.9996858278359078,0.0003141721640922724 -virginica,3.585364814133372e-30,0.48926175916521536,0.5107382408347847 -versicolor,2.6231625121960656e-23,0.9965994022165854,0.0034005977834146643 -versicolor,3.098174449946995e-42,0.8594351074068783,0.14056489259312166 -versicolor,2.5164800810296633e-14,0.9999740432909937,2.5956708981267788e-05 -versicolor,1.4120517016872775e-15,0.9998792758424022,0.00012072415759643318 -versicolor,7.9205886416943e-17,0.999438708457954,0.0005612915420458917 -versicolor,7.372785767911525e-25,0.9977749138940825,0.0022250861059175064 -versicolor,8.712862804380845e-33,0.6909843110979128,0.3090156889020872 -versicolor,4.104078023859076e-26,0.9897335979000649,0.010266402099935163 -versicolor,1.542423134714056e-15,0.9999829851096708,1.7014890327732983e-05 -versicolor,7.788142747629359e-29,0.999374145711372,0.0006258542886281341 -versicolor,1.4380676586342085e-23,0.9999324400824783,6.75599175216656e-05 -versicolor,4.686923223921731e-22,0.9992669553045294,0.0007330446954706838 -versicolor,1.5161932104416697e-39,0.7237063429010141,0.276293657098986 -versicolor,7.719113145148621e-26,0.9312500501799083,0.06874994982009174 -versicolor,2.6685365850689415e-11,0.9969493320099863,0.003050667963328414 -versicolor,4.435744667437797e-18,0.9973945362647115,0.0026054637352883746 -versicolor,1.1361235395603541e-39,0.992497229767559,0.007502770232440966 -versicolor,2.820549967631291e-15,0.9991414221101119,0.0008585778898852343 -versicolor,2.307442605786165e-35,0.9737102032013712,0.026289796798628733 -versicolor,4.5224189587200657e-26,0.9985403272751375,0.001459672724862332 -versicolor,7.9205886416943e-17,0.999438708457954,0.0005612915420458917 -versicolor,4.5224189587200657e-26,0.9985403272751375,0.001459672724862332 -versicolor,1.3885101676420492e-27,0.9998653826802107,0.00013461731978925233 -versicolor,2.5244133227078472e-27,0.9932464422537541,0.006753557746245884 -versicolor,5.209180905881081e-10,0.9999072981834082,9.270129567371168e-05 -versicolor,2.721213858947468e-19,0.9982905726016851,0.0017094273983148547 -versicolor,1.4120517016872775e-15,0.9998792758424022,0.00012072415759643318 -versicolor,8.06808486893112e-25,0.9996858278359078,0.0003141721640922724 -versicolor,2.6231625121960656e-23,0.9965994022165854,0.0034005977834146643 -virginica,2.310517644235245e-81,4.287750188960534e-10,0.999999999571225 -virginica,1.0928707726096408e-57,0.0032785759372010973,0.9967214240627988 -virginica,2.2506140035291655e-69,3.999568306600942e-07,0.9999996000431693 -virginica,5.4573061028057415e-55,0.0001598022688471656,0.999840197731153 -virginica,1.3157447129367892e-75,4.315057657761198e-08,0.9999999568494234 -virginica,6.100602620359497e-67,1.5062122480781407e-06,0.999998493787752 -virginica,1.0201209334225955e-58,0.004993004359514926,0.9950069956404851 -virginica,1.4786268817948113e-52,0.000601540068189183,0.9993984599318108 -virginica,3.009365814580993e-72,1.0136409045289569e-05,0.9999898635909548 -virginica,5.504371484436227e-66,1.277691100398264e-08,0.999999987223089 -virginica,2.3727946329107817e-42,0.011027417258174355,0.9889725827418258 -virginica,7.492592774169315e-70,4.3425205554483714e-06,0.9999956574794446 -virginica,2.2506140035291655e-69,3.999568306600942e-07,0.9999996000431693 -virginica,1.5050207928940987e-72,8.936430097288783e-05,0.999910635699027 -virginica,1.5452166164336682e-84,9.581180370725382e-08,0.9999999041881963 -virginica,3.27586709658902e-73,1.8485953346547932e-08,0.9999999815140467 -virginica,1.1260340137327116e-50,0.0003183867653008371,0.9996816132346992 -virginica,1.1731754835527272e-38,4.039896596194863e-05,0.9999596010340381 -virginica,1.1495979447058833e-96,1.111910087831172e-09,0.9999999988880899 -virginica,1.4147067927596695e-54,0.4358901442079565,0.5641098557920433 -virginica,3.27586709658902e-73,1.8485953346547932e-08,0.9999999815140467 -virginica,1.3219059307918788e-59,0.000706673369104472,0.9992933266308955 -virginica,2.450288572074555e-69,3.5158477749657367e-06,0.9999964841522251 -virginica,1.8200417302353794e-51,0.02958658998466874,0.9704134100153313 -virginica,1.9779990002097215e-56,3.1647162785645016e-06,0.9999968352837213 -virginica,1.2941442596001189e-39,0.004740075565539034,0.9952599244344609 -virginica,3.648813965501446e-47,0.05727487626048215,0.9427251237395178 -virginica,1.3279838018466163e-38,0.194358239695562,0.805641760304438 -virginica,5.284659119575556e-78,1.0072362310995033e-07,0.9999998992763769 -virginica,3.207933930114494e-38,0.0266331893279094,0.9733668106720906 -virginica,4.1911590968940725e-63,3.258697952159713e-05,0.9999674130204785 -virginica,3.4208562203732977e-26,0.0034588868514381934,0.9965411131485619 -virginica,3.089494879699931e-84,1.0866875919506367e-08,0.999999989133124 -versicolor,3.922932244555985e-30,0.9797485766513104,0.02025142334868947 -virginica,4.626868739368784e-43,0.129742936154312,0.8702570638456881 -virginica,2.08503959735944e-79,1.7532081511216333e-08,0.9999999824679185 -virginica,8.156069317785106e-71,7.919487835772697e-09,0.9999999920805122 -virginica,2.323038199439694e-46,0.0006342474345630319,0.9993657525654369 -virginica,1.3279838018466163e-38,0.194358239695562,0.805641760304438 -virginica,4.644542360747601e-65,7.969918866590104e-07,0.9999992030081134 -virginica,9.280142808473327e-84,1.0008620808649796e-09,0.9999999989991379 -virginica,1.58739202472609e-77,9.276857855836846e-09,0.9999999907231422 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+setosa,0.9999999928899794,7.110020413983334e-09,6.133623312478268e-19 +setosa,1.0,2.811632018017916e-50,5.282134714167371e-64 +setosa,1.0,2.936070802679994e-41,5.145189020342318e-52 +setosa,1.0,7.761715518699355e-64,2.0008582727561318e-77 +setosa,1.0,5.5649775054572645e-37,3.8478929839498986e-49 +setosa,1.0,2.2790408269121145e-74,6.838445203157347e-90 +setosa,1.0,2.811632018017916e-50,5.282134714167371e-64 +setosa,1.0,4.555707673714119e-74,1.920679917161762e-90 +setosa,1.0,2.714922381341279e-54,2.559572621943034e-68 +versicolor,8.498501991641723e-09,0.9998585786106765,0.00014141289082140245 +versicolor,4.599726845082783e-14,0.9986907935395126,0.0013092064604414565 +versicolor,4.435748535463446e-18,0.997394536264985,0.0026054637350149774 +versicolor,1.9955808662174857e-43,0.9031702035718924,0.09682979642810757 +versicolor,3.922937478978811e-30,0.9797485766524843,0.020251423347515878 +versicolor,2.6231653363613248e-23,0.9965994022166028,0.00340059778339723 +versicolor,2.568970478876697e-15,0.9939393016018127,0.006060698398184786 +versicolor,1.4380694956695857e-23,0.9999324400824776,6.755991752231554e-05 +versicolor,1.4120529769823094e-15,0.9998792758424149,0.00012072415758368956 +versicolor,1.2955623579610687e-32,0.9407130076613124,0.05928699233868763 +versicolor,1.2489427960531843e-39,0.9989358083381114,0.0010641916618885894 +versicolor,7.719121215392127e-26,0.9312500501802142,0.0687499498197858 +versicolor,1.3405733787133313e-31,0.9997317845064367,0.0002682154935631877 +versicolor,7.643897657706208e-21,0.9988821396953688,0.0011178603046312176 +versicolor,2.721216369338152e-19,0.99829057260172,0.0017094273982798851 +versicolor,8.205033522531797e-13,0.9997182467087627,0.0002817532904168658 +versicolor,7.719121215392127e-26,0.9312500501802142,0.0687499498197858 +versicolor,1.5973816649402823e-11,0.999991461281557,8.53870246918467e-06 +virginica,1.4147099884340741e-54,0.4358901441998603,0.5641098558001397 +versicolor,8.068095049758604e-25,0.9996858278359047,0.00031417216409535876 +virginica,3.585368878299556e-30,0.4892617591836888,0.510738240816311 +versicolor,2.6231653363613248e-23,0.9965994022166028,0.00340059778339723 +versicolor,3.0981800161735906e-42,0.8594351074084616,0.14056489259153837 +versicolor,2.5164823929686962e-14,0.9999740432909964,2.5956708978522747e-05 +versicolor,1.4120529769823094e-15,0.9998792758424149,0.00012072415758368956 +versicolor,7.920595671861672e-17,0.9994387084580133,0.0005612915419867657 +versicolor,7.372794584153768e-25,0.9977749138942482,0.002225086105751687 +versicolor,8.712874158920675e-33,0.6909843111104622,0.3090156888895378 +versicolor,4.1040828675465175e-26,0.9897335979008218,0.010266402099178201 +versicolor,1.5424246296815028e-15,0.999982985109671,1.7014890327374644e-05 +versicolor,7.788153775361435e-29,0.9993741457113562,0.000625854288643871 +versicolor,1.4380694956695857e-23,0.9999324400824776,6.755991752231554e-05 +versicolor,4.686928342956423e-22,0.9992669553045334,0.000733044695466783 +versicolor,1.5161956772148264e-39,0.7237063429066651,0.27629365709333487 +versicolor,7.719121215392127e-26,0.9312500501802142,0.0687499498197858 +versicolor,2.6685380480774842e-11,0.9969493320103989,0.0030506679629156703 +versicolor,4.435748535463446e-18,0.997394536264985,0.0026054637350149774 +versicolor,1.1361256161115338e-39,0.9924972297676594,0.007502770232340462 +versicolor,2.8205521350152535e-15,0.9991414221101427,0.0008585778898544773 +versicolor,2.3074461567680973e-35,0.9737102032003241,0.026289796799675774 +versicolor,4.522424594989012e-26,0.998540327275123,0.00145967272487694 +versicolor,7.920595671861672e-17,0.9994387084580133,0.0005612915419867657 +versicolor,4.522424594989012e-26,0.998540327275123,0.00145967272487694 +versicolor,1.388512155340627e-27,0.9998653826802074,0.00013461731979261404 +versicolor,2.524416429569277e-27,0.9932464422536856,0.0067535577463143275 +versicolor,5.209184187117915e-10,0.9999072981834128,9.27012956689485e-05 +versicolor,2.721216369338152e-19,0.99829057260172,0.0017094273982798851 +versicolor,1.4120529769823094e-15,0.9998792758424149,0.00012072415758368956 +versicolor,8.068095049758604e-25,0.9996858278359047,0.00031417216409535876 +versicolor,2.6231653363613248e-23,0.9965994022166028,0.00340059778339723 +virginica,2.310522259102192e-81,4.287750187965047e-10,0.999999999571225 +virginica,1.0928730048191142e-57,0.003278575937141122,0.9967214240628588 +virginica,2.2506182921244816e-69,3.999568305736845e-07,0.9999996000431693 +virginica,5.45731507494578e-55,0.00015980226881763464,0.9998401977311825 +virginica,1.3157474023689787e-75,4.3150576567618554e-08,0.9999999568494234 +virginica,6.100614186352114e-67,1.5062122478167913e-06,0.9999984937877522 +virginica,1.0201230684832997e-58,0.004993004359002895,0.995006995640997 +virginica,1.4786292984848294e-52,0.0006015400681036396,0.9993984599318964 +virginica,3.009372616950736e-72,1.0136409042793978e-05,0.9999898635909572 +virginica,5.504379880972627e-66,1.2776911002148051e-08,0.999999987223089 +virginica,2.372797979998906e-42,0.011027417258641774,0.9889725827413581 +virginica,7.492608439274647e-70,4.342520554445048e-06,0.9999956574794455 +virginica,2.2506182921244816e-69,3.999568305736845e-07,0.9999996000431693 +virginica,1.5050245391988804e-72,8.936430096711646e-05,0.9999106356990328 +virginica,1.545220604657379e-84,9.581180369952216e-08,0.9999999041881963 +virginica,3.275873236821587e-73,1.8485953342546598e-08,0.9999999815140467 +virginica,1.1260356914958537e-50,0.0003183867652469036,0.9996816132347531 +virginica,1.1731764241044276e-38,4.039896595927068e-05,0.9999596010340408 +virginica,1.1496011512197948e-96,1.1119100875354132e-09,0.9999999988880899 +virginica,1.4147099884340741e-54,0.4358901441998603,0.5641098558001397 +virginica,3.275873236821587e-73,1.8485953342546598e-08,0.9999999815140467 +virginica,1.321908610228945e-59,0.000706673369091376,0.9992933266309086 +virginica,2.450293633221755e-69,3.5158477743023274e-06,0.9999964841522258 +virginica,1.8200451956012613e-51,0.029586589984587543,0.9704134100154124 +virginica,1.978001854992064e-56,3.1647162780264426e-06,0.999996835283722 +virginica,1.2941457765456566e-39,0.004740075565085115,0.9952599244349148 +virginica,3.6488203506262276e-47,0.05727487626115815,0.9427251237388419 +virginica,1.3279857164547112e-38,0.19435823970233157,0.8056417602976684 +virginica,5.284670818183501e-78,1.0072362308509317e-07,0.9999998992763769 +virginica,3.2079378211715644e-38,0.026633189324322567,0.9733668106756774 +virginica,4.1911671733221567e-63,3.2586979515954806e-05,0.9999674130204841 +virginica,3.420858015240417e-26,0.0034588868513168113,0.9965411131486831 +virginica,3.0895021468337857e-84,1.0866875916655789e-08,0.999999989133124 +versicolor,3.922937478978811e-30,0.9797485766524843,0.020251423347515878 +virginica,4.6268759215375495e-43,0.12974293613526444,0.8702570638647356 +virginica,2.085044127959401e-79,1.7532081507629503e-08,0.9999999824679185 +virginica,8.156083221679878e-71,7.91948783417853e-09,0.9999999920805122 +virginica,2.3230413027650437e-46,0.0006342474344653571,0.9993657525655347 +virginica,1.3279857164547112e-38,0.19435823970233157,0.8056417602976684 +virginica,4.644550495373299e-65,7.969918864990543e-07,0.9999992030081134 +virginica,9.280162918398594e-84,1.0008620806174479e-09,0.9999999989991379 +virginica,1.5873952447012115e-77,9.27685785368673e-09,0.9999999907231422 +virginica,1.0928730048191142e-57,0.003278575937141122,0.9967214240628588 +virginica,3.275873236821587e-73,1.8485953342546598e-08,0.9999999815140467 +virginica,2.310522259102192e-81,4.287750187965047e-10,0.999999999571225 +virginica,7.692067028163856e-82,4.6554315943565284e-09,0.9999999953445684 +virginica,2.572481494955859e-66,0.0008276942400315123,0.9991723057599685 +virginica,3.849726583725555e-63,3.7071345759180514e-06,0.9999962928654241 +virginica,1.3951185011128603e-64,7.3404677958534e-08,0.999999926595322 +virginica,1.3279857164547112e-38,0.19435823970233157,0.8056417602976684 diff --git a/pmml-sparkml/src/test/resources/csv/NaiveBayesAudit.csv b/pmml-sparkml/src/test/resources/csv/NaiveBayesAudit.csv index deae87ca..8ec8fb8e 100644 --- a/pmml-sparkml/src/test/resources/csv/NaiveBayesAudit.csv +++ b/pmml-sparkml/src/test/resources/csv/NaiveBayesAudit.csv @@ -613,7 +613,7 @@ Adjusted,probability(0),probability(1) 1,0.4809297534569505,0.5190702465430495 1,0.31316817641799094,0.686831823582009 0,0.9917250153321212,0.008274984667878663 -0,0.9986578510787223,0.0013421489212777785 +0,0.9986578510787223,0.0013421489212777783 0,0.9877795558677587,0.012220444132241378 0,0.9819057856498619,0.018094214350138024 0,0.8876235048612997,0.11237649513870017 @@ -1058,7 +1058,7 @@ Adjusted,probability(0),probability(1) 0,0.7014694020966719,0.2985305979033281 0,0.9996056923794738,0.00039430762052606406 1,0.02814514972937737,0.9718548502706227 -0,0.9999159192684767,8.408073152333638e-05 +0,0.9999159192684767,8.40807315233364e-05 0,0.9994556700148123,0.0005443299851877023 1,0.006110667297298718,0.9938893327027012 0,0.9998678019976434,0.00013219800235662443 @@ -1330,7 +1330,7 @@ Adjusted,probability(0),probability(1) 0,0.5269864858808987,0.47301351411910114 0,0.6382133857922947,0.3617866142077052 0,0.8639763622711231,0.13602363772887702 -0,0.9999301404243469,6.985957565316325e-05 +0,0.9999301404243469,6.985957565316324e-05 0,0.9257937702050941,0.07420622979490601 0,0.9964930309094754,0.003506969090524652 0,0.9976559620689015,0.002344037931098493 @@ -1736,7 +1736,7 @@ Adjusted,probability(0),probability(1) 0,0.770003191674821,0.22999680832517896 1,0.4640522640852698,0.5359477359147301 0,0.9870598213036633,0.0129401786963367 -0,0.9804390642703354,0.019560935729664584 +0,0.9804390642703354,0.019560935729664587 0,0.8781823685682321,0.1218176314317679 0,0.9740963901675769,0.025903609832423177 1,0.1260463988232548,0.8739536011767453 diff --git a/pmml-sparkml/src/test/resources/csv/NaiveBayesIris.csv b/pmml-sparkml/src/test/resources/csv/NaiveBayesIris.csv index 4334a15c..3cc90e2c 100644 --- a/pmml-sparkml/src/test/resources/csv/NaiveBayesIris.csv +++ b/pmml-sparkml/src/test/resources/csv/NaiveBayesIris.csv @@ -1,151 +1,151 @@ Species,probability(setosa),probability(versicolor),probability(virginica) setosa,0.7519953636965762,0.16092948063885593,0.08707515566456805 -setosa,0.6842826400900429,0.19974595223749816,0.11597140767245877 +setosa,0.6842826400900434,0.19974595223749797,0.11597140767245864 setosa,0.7165235074481073,0.18033184791163093,0.10314464464026182 -setosa,0.667739210976769,0.2086368742035338,0.12362391481969713 -setosa,0.7592558092637984,0.1564008266981803,0.08434336403802133 -setosa,0.712511929933409,0.18620047429030626,0.10128759577628484 -setosa,0.6929917421457168,0.19403752096670832,0.11297073688757492 +setosa,0.6677392109767687,0.20863687420353408,0.12362391481969728 +setosa,0.7592558092637983,0.15640082669818056,0.08434336403802117 +setosa,0.7125119299334085,0.1862004742903068,0.10128759577628477 +setosa,0.6929917421457171,0.19403752096670804,0.11297073688757478 setosa,0.7221972261144658,0.1785488417757496,0.09925393210978471 -setosa,0.6489284615951609,0.21805110385537316,0.13302043454946585 -setosa,0.7098211005623436,0.18537029706827993,0.10480860236937639 -setosa,0.7706280195740418,0.15075198883313676,0.07861999159282133 +setosa,0.6489284615951607,0.21805110385537346,0.1330204345494658 +setosa,0.7098211005623437,0.18537029706827995,0.10480860236937622 +setosa,0.7706280195740421,0.15075198883313656,0.07861999159282122 setosa,0.6986096424325079,0.19206447597793197,0.10932588158956023 -setosa,0.7089682979851141,0.18521492683387517,0.10581677518101075 +setosa,0.7089682979851144,0.18521492683387492,0.1058167751810106 setosa,0.7341720893644886,0.1683400036316193,0.09748790700389202 setosa,0.8444182353213998,0.10531945946847392,0.050262305210126285 -setosa,0.8040015622701084,0.13112205813891673,0.06487637959097473 -setosa,0.7697884151860177,0.1508392346365277,0.07937235017745466 +setosa,0.804001562270109,0.13112205813891636,0.06487637959097477 +setosa,0.7697884151860175,0.15083923463652793,0.07937235017745464 setosa,0.7256767604374785,0.17651510321157007,0.09780813635095144 -setosa,0.7396604364749452,0.17073498600816178,0.08960457751689312 +setosa,0.739660436474945,0.17073498600816206,0.08960457751689309 setosa,0.7456078558994381,0.1651304782172921,0.08926166588326978 setosa,0.7078252289820877,0.18873413511271775,0.10344063590519458 -setosa,0.7067501805124189,0.18801622957653416,0.10523358991104706 -setosa,0.7972186847746807,0.13185067186948762,0.07093064335583157 -setosa,0.5879457891319061,0.2560858047975914,0.15596840607050264 +setosa,0.7067501805124191,0.18801622957653386,0.10523358991104709 +setosa,0.7972186847746808,0.13185067186948765,0.07093064335583146 +setosa,0.5879457891319059,0.25608580479759174,0.15596840607050227 setosa,0.6492249896981322,0.2215093018394447,0.12926570846242297 setosa,0.655515604084642,0.217231816196525,0.12725257971883291 setosa,0.6472432093784943,0.22216035749970517,0.1305964331218006 -setosa,0.7415772981676794,0.16765379310920095,0.09076890872311967 +setosa,0.7415772981676791,0.16765379310920117,0.09076890872311964 setosa,0.744589132502593,0.16554141603576006,0.08986945146164703 setosa,0.6686758902570911,0.20885358025614725,0.12247052948676168 setosa,0.6598928971170537,0.21412591883994195,0.1259811840430044 setosa,0.6817002037577087,0.20334402350230493,0.11495577273998644 setosa,0.8241059920180362,0.11766713753310282,0.058226870448861046 setosa,0.8321569255786236,0.11297047575393575,0.054872598667440646 -setosa,0.6808736036079387,0.20210448317903124,0.11702191321303004 -setosa,0.7430449276663958,0.1653182891834005,0.09163678315020361 +setosa,0.6808736036079388,0.20210448317903126,0.11702191321302985 +setosa,0.7430449276663956,0.16531828918340072,0.09163678315020359 setosa,0.7795753077054194,0.14498312196158555,0.0754415703329949 setosa,0.7799175396403452,0.1437825930775754,0.07629986728207952 setosa,0.6789262080946138,0.20087605881671966,0.12019773308866649 setosa,0.7261595926932142,0.1764852390135397,0.09735516829324609 -setosa,0.7365087080561996,0.1695821086821105,0.09390918326169 +setosa,0.7365087080561994,0.16958210868211074,0.09390918326168997 setosa,0.5535904969003317,0.26943164206913567,0.17697786103053273 -setosa,0.7042326567876727,0.18656616672297627,0.10920117648935114 -setosa,0.5968521447985777,0.2504423679767497,0.15270548722467264 +setosa,0.7042326567876726,0.18656616672297624,0.10920117648935132 +setosa,0.5968521447985771,0.2504423679767503,0.15270548722467275 setosa,0.6545174917498825,0.21973635864707483,0.12574614960304278 -setosa,0.6494631065880616,0.21919975903934058,0.13133713437259775 +setosa,0.6494631065880621,0.21919975903934033,0.1313371343725976 setosa,0.7570945702457499,0.1585295070346955,0.08437592271955457 -setosa,0.6968526262206551,0.1917208152482912,0.11142655853105365 -setosa,0.7671202732821638,0.1526534513665753,0.08022627535126083 +setosa,0.6968526262206549,0.19172081524829152,0.11142655853105361 +setosa,0.7671202732821645,0.15265345136657485,0.08022627535126076 setosa,0.7253480015522376,0.176352108027721,0.09829989042004153 -versicolor,0.05603425997876333,0.5114810425446307,0.4324846974766059 -versicolor,0.05042162208504313,0.5019235264508152,0.44765485146414175 -versicolor,0.03931582145795751,0.5064116198895239,0.4542725586525187 +versicolor,0.05603425997876344,0.5114810425446299,0.4324846974766068 +versicolor,0.050421622085042785,0.5019235264508153,0.44765485146414186 +versicolor,0.039315821457957506,0.5064116198895255,0.4542725586525169 versicolor,0.047027874353656025,0.4848492358348034,0.4681228898115406 versicolor,0.03794982388614421,0.497788397046094,0.4642617790677617 versicolor,0.045469291673773116,0.4925549108757709,0.4619757974504559 -versicolor,0.039653282808239744,0.4987368029969866,0.4616099141947736 +versicolor,0.03965328280823975,0.49873680299698836,0.46160991419477193 versicolor,0.10689503706267324,0.4754220882403163,0.4176828746970105 versicolor,0.053510804584614144,0.5053831012460627,0.44110609416932317 versicolor,0.052524919957343943,0.4833598076585267,0.46411527238412936 -versicolor,0.07614905397608623,0.4795810494816515,0.4442698965422623 +versicolor,0.07614905397608618,0.4795810494816519,0.4442698965422619 versicolor,0.05056675877402094,0.49341804414676604,0.4560151970792131 versicolor,0.07262212963390438,0.4946928054670344,0.4326850648990613 versicolor,0.039471443632551464,0.495982600918218,0.4645459554492305 versicolor,0.08938396231103028,0.4876112661337945,0.4230047715551752 -versicolor,0.06186493206123235,0.5061804271461005,0.43195464079266715 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-versicolor,0.04370221990494698,0.5043903683149482,0.4519074117801047 +versicolor,0.04370221990494683,0.5043903683149483,0.4519074117801048 versicolor,0.04124168454469661,0.49457727114719363,0.4641810443081097 versicolor,0.06660074063682626,0.49272643798307564,0.4406728213800981 versicolor,0.05277101601078704,0.48714465850293337,0.4600843254862796 -versicolor,0.047815505882260356,0.4900769647284866,0.46210752938925315 +versicolor,0.04781550588226019,0.49007696472848666,0.4621075293892532 versicolor,0.04498593729750665,0.4977420621399995,0.45727200056249395 -versicolor,0.06752941175932334,0.4930240102378332,0.4394465780028434 -versicolor,0.10316254138082052,0.47666511751625035,0.4201723411029291 +versicolor,0.06752941175932312,0.4930240102378333,0.43944657800284354 +versicolor,0.10316254138082087,0.47666511751625024,0.420172341102929 versicolor,0.05227278912106001,0.4905092698841735,0.4572179409947666 -versicolor,0.07202056063002761,0.4952239114781978,0.43275552789177457 -versicolor,0.05976211887345536,0.4936097654702533,0.4466281156562914 -versicolor,0.061338293153712406,0.49983458469783687,0.43882712214845077 +versicolor,0.07202056063002736,0.4952239114781979,0.4327555278917747 +versicolor,0.05976211887345515,0.4936097654702533,0.4466281156562914 +versicolor,0.0613382931537123,0.49983458469783776,0.43882712214844993 versicolor,0.12644520506589796,0.4709923500615968,0.40256244487250525 versicolor,0.06063558956646111,0.49251376845022016,0.4468506419833188 virginica,0.004306827505155829,0.4372321951483219,0.5584609773465222 -virginica,0.012343126651108316,0.46132710351088035,0.5263297698380114 -virginica,0.008033112196656086,0.4680456811653084,0.5239212066380354 -virginica,0.01218216067772678,0.4719365090268024,0.5158813302954709 +virginica,0.012343126651108378,0.4613271035108794,0.5263297698380122 +virginica,0.008033112196656042,0.46804568116530926,0.5239212066380345 +virginica,0.01218216067772676,0.47193650902680323,0.51588133029547 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+0,0.9999998384339034,1.6156609658501446e-07 +0,0.9352292500774301,0.06477074992256984 +0,0.9999998142284442,1.8577155586428175e-07 +0,0.9964934453313516,0.003506554668648415 +0,0.7485357295204356,0.25146427047956443 +1,0.27331629039599187,0.7266837096040081 +0,0.9999999572311784,4.276882164884556e-08 +0,0.6071870463806263,0.39281295361937374 +0,0.6179111457848698,0.38208885421513017 +0,0.5028287498099304,0.4971712501900696 +0,0.5604589732159687,0.4395410267840313 +0,0.8941176835986947,0.10588231640130522 +0,0.9999977121020773,2.2878979226803094e-06 diff --git a/pmml-sparkml/src/test/resources/csv/NeuralNetworkIris.csv b/pmml-sparkml/src/test/resources/csv/NeuralNetworkIris.csv index 66af1da6..4c8d4028 100644 --- a/pmml-sparkml/src/test/resources/csv/NeuralNetworkIris.csv +++ b/pmml-sparkml/src/test/resources/csv/NeuralNetworkIris.csv @@ -1,151 +1,151 @@ Species,probability(setosa),probability(versicolor),probability(virginica) -setosa,0.9999780627938871,2.1937206112793588e-05,4.012786888017338e-39 -setosa,0.9999661664259893,3.38335740107083e-05,1.1002627796019339e-38 -setosa,0.9999746025368288,2.5397463171316965e-05,5.643002877538707e-39 -setosa,0.9999615506175532,3.84493824466947e-05,1.481820254621819e-38 -setosa,0.9999790817737637,2.0918226236161737e-05,3.592158709834278e-39 -setosa,0.9999756597252465,2.4340274753550637e-05,5.111539744044222e-39 -setosa,0.9999736877688694,2.6312231130662513e-05,6.12763508159502e-39 -setosa,0.9999733186592408,2.6681340759255673e-05,6.329799779166314e-39 -setosa,0.9999577554783755,4.2244521624509114e-05,1.844813084619484e-38 -setosa,0.9999664239914414,3.3576008558654455e-05,1.0808680087885078e-38 -setosa,0.9999792600994688,2.0739900531184286e-05,3.5213432807487767e-39 -setosa,0.9999682038618753,3.179613812463234e-05,9.521539237840141e-39 -setosa,0.9999677880878307,3.221191216939444e-05,9.813668750539344e-39 -setosa,0.9999765493245417,2.3450675458339984e-05,4.685848888574232e-39 -setosa,0.9999849051878829,1.509481211730166e-05,1.680701411190765e-39 -setosa,0.9999839481923326,1.6051807667388186e-05,1.9392999948579803e-39 -setosa,0.9999826239652239,1.7376034776139353e-05,2.3323015813303424e-39 -setosa,0.9999771133176533,2.28866823466448e-05,4.4288041804367286e-39 -setosa,0.9999760604340037,2.39395659963404e-05,4.917782801044276e-39 -setosa,0.9999789846591203,2.1015340879724365e-05,3.631156296652653e-39 -setosa,0.9999666688062341,3.333119376595325e-05,1.0626345138575072e-38 -setosa,0.9999767013442931,2.3298655706937636e-05,4.6166573196970354e-39 -setosa,0.9999835805038285,1.6419496171388e-05,2.0438133990242994e-39 -setosa,0.9999482831997322,5.171680026771517e-05,2.954792254784808e-38 -setosa,0.9999421422092785,5.785779072150276e-05,3.8368274074721164e-38 -setosa,0.9999513279082501,4.867209174977795e-05,2.5655191713032994e-38 -setosa,0.9999648829654503,3.5117034549748326e-05,1.1999144912912996e-38 -setosa,0.9999759410029775,2.4058997022500898e-05,4.9750207148971024e-39 -setosa,0.9999769015941141,2.3098405885860364e-05,4.524774187298343e-39 -setosa,0.9999596294298576,4.0370570142442726e-05,1.6599668598889383e-38 -setosa,0.9999552719205363,4.4728079463737236e-05,2.107338312108243e-38 -setosa,0.9999719763833494,2.8023616650555027e-05,7.096121343684774e-39 -setosa,0.9999829054081555,1.7094591844372653e-05,2.2452969284212517e-39 -setosa,0.9999842079366299,1.5792063370025784e-05,1.8670098961249172e-39 -setosa,0.9999639296045109,3.607039548916291e-05,1.277104810470251e-38 -setosa,0.9999780736574496,2.1926342550413812e-05,4.008032307011698e-39 -setosa,0.9999806924437946,1.9307556205352744e-05,2.9809327705765346e-39 -setosa,0.9999796300775096,2.0369922490342108e-05,3.376726903670485e-39 -setosa,0.9999683356365313,3.166436346857676e-05,9.429128666413178e-39 -setosa,0.9999737152242028,2.6284775797301753e-05,6.112959524180486e-39 -setosa,0.999978994434064,2.1005565936037362e-05,3.627148381030543e-39 -setosa,0.999907316776286,9.268322371399849e-05,1.149100310975109e-37 -setosa,0.9999734650353318,2.6534964668062892e-05,6.248704573862703e-39 -setosa,0.9999635367324131,3.646326758684339e-05,1.3097433055978323e-38 -setosa,0.9999624406919503,3.7559308049677805e-05,1.4032389445814498e-38 -setosa,0.9999628602994033,3.713970059672761e-05,1.3669695433959605e-38 -setosa,0.9999777962357137,2.220376428617364e-05,4.127268367763298e-39 -setosa,0.9999705623290286,2.9437670971523665e-05,7.957395932095871e-39 -setosa,0.9999790411783528,2.0958821647228555e-05,3.6084737310498853e-39 -setosa,0.9999745364573634,2.546354263654365e-05,5.677455384056453e-39 -versicolor,7.683168468241706e-19,0.9996806537366778,0.0003193462633221325 -versicolor,3.4290833291638926e-18,0.9999561632335487,4.383676645113675e-05 -versicolor,8.623814342661406e-21,0.9022844761719997,0.09771552382800032 -versicolor,8.014593902543011e-19,0.9996980584990003,0.00030194150099958954 -versicolor,2.0077095326757768e-20,0.9629816143992614,0.03701838560073856 -versicolor,6.729546255654292e-20,0.9920400604546655,0.007959939545334457 -versicolor,1.528889056080695e-19,0.9972900005821026,0.002709999417897313 -versicolor,7.537771863097186e-11,0.9999999999246145,7.794917885618834e-15 -versicolor,1.8023997468375097e-19,0.9978193370236395,0.0021806629763604112 -versicolor,1.3146142022648538e-16,0.999999654159423,3.4584057673919046e-07 -versicolor,1.3331680966996253e-15,0.999999984047846,1.595215264413765e-08 -versicolor,3.038684988858407e-17,0.9999975811167349,2.4188832651589483e-06 -versicolor,6.767257833860367e-18,0.9999822253577912,1.7774642208768972e-05 -versicolor,1.1592277642331798e-20,0.9293321876023828,0.07066781239761728 -versicolor,3.3192539050520834e-11,0.9999999999667843,2.316537992925332e-14 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