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petfinder.csv
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petfinder.csv
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feature_selection;transformer;scaler;classifier;acc;f1;auc;acc-std;f1-std;auc-std
FeatureSelection(categoricals=['type', 'breed1', 'breed2', 'gender', 'color1', 'color2', 'color3', 'maturitysize', 'furlength', 'vaccinated', 'dewormed', 'sterilized', 'health', 'quantity', 'state', 'rescuerid', 'has_name'], numericals=['photoamt', 'videoamt', 'fee', 'age'], target='target');TransformStrategy_OneHotEncoder(handle_unknown='ignore')();MaxAbsScaler();RandomForestClassifier(max_depth=10);0.7200699988722058;0.8372377318257863;0.738404524951415;0.007740656659381197;0.0052472203079409205;0.010787427903853569
FeatureSelection(categoricals=['type', 'breed1', 'breed2', 'gender', 'color1', 'color2', 'color3', 'maturitysize', 'furlength', 'vaccinated', 'dewormed', 'sterilized', 'health', 'quantity', 'state', 'rescuerid', 'has_name'], numericals=['photoamt', 'videoamt', 'fee', 'age'], target='target');TransformStrategy_OneHotEncoder(handle_unknown='ignore')();MaxAbsScaler();LogisticRegression(max_iter=500);0.7788970128134773;0.858411700143124;0.809063457479145;0.002122712593110193;0.002247056215285426;0.008694199431702548
FeatureSelection(categoricals=['type', 'breed1', 'breed2', 'gender', 'color1', 'color2', 'color3', 'maturitysize', 'furlength', 'vaccinated', 'dewormed', 'sterilized', 'health', 'quantity', 'state', 'rescuerid', 'has_name'], numericals=['photoamt', 'videoamt', 'fee', 'age'], target='target');TransformStrategy_OneHotEncoder(handle_unknown='ignore')();MaxAbsScaler();KNeighborsClassifier(n_neighbors=10);0.7298079568884537;0.8253127098586152;0.6988322600045612;0.011174216982530709;0.008160059882378034;0.008154941213371313
FeatureSelection(categoricals=['type', 'breed1', 'breed2', 'gender', 'color1', 'color2', 'color3', 'maturitysize', 'furlength', 'vaccinated', 'dewormed', 'sterilized', 'health', 'quantity', 'state', 'rescuerid', 'has_name'], numericals=['photoamt', 'videoamt', 'fee', 'age'], target='target');TransformStrategy_OneHotEncoder(handle_unknown='ignore')();MaxAbsScaler();LGBMClassifier();0.7700260771824987;0.8508926324240556;0.7961525383498229;0.008376328696459906;0.00605339429621495;0.010727596937628356
FeatureSelection(categoricals=['type', 'breed1', 'breed2', 'gender', 'color1', 'color2', 'color3', 'maturitysize', 'furlength', 'vaccinated', 'dewormed', 'sterilized', 'health', 'quantity', 'state', 'rescuerid', 'has_name'], numericals=['photoamt', 'videoamt', 'fee', 'age'], target='target');TransformStrategy_OrdinalEncoder(handle_unknown='use_encoded_value', unknown_value=-1)();MaxAbsScaler();RandomForestClassifier(max_depth=10);0.754886229588204;0.8488892427608883;0.7797043094639999;0.005450402764470716;0.004146984764694473;0.007770288781936885
FeatureSelection(categoricals=['type', 'breed1', 'breed2', 'gender', 'color1', 'color2', 'color3', 'maturitysize', 'furlength', 'vaccinated', 'dewormed', 'sterilized', 'health', 'quantity', 'state', 'rescuerid', 'has_name'], numericals=['photoamt', 'videoamt', 'fee', 'age'], target='target');TransformStrategy_OrdinalEncoder(handle_unknown='use_encoded_value', unknown_value=-1)();MaxAbsScaler();LogisticRegression(max_iter=500);0.7250725336286212;0.8359667251909491;0.6749175831214739;0.007955594748505414;0.0050111519054046655;0.007179240815274981
FeatureSelection(categoricals=['type', 'breed1', 'breed2', 'gender', 'color1', 'color2', 'color3', 'maturitysize', 'furlength', 'vaccinated', 'dewormed', 'sterilized', 'health', 'quantity', 'state', 'rescuerid', 'has_name'], numericals=['photoamt', 'videoamt', 'fee', 'age'], target='target');TransformStrategy_OrdinalEncoder(handle_unknown='use_encoded_value', unknown_value=-1)();MaxAbsScaler();KNeighborsClassifier(n_neighbors=10);0.7099321521672445;0.8129989508561554;0.6442672011335976;0.009861173470311608;0.006946459398208548;0.005780463553754995
FeatureSelection(categoricals=['type', 'breed1', 'breed2', 'gender', 'color1', 'color2', 'color3', 'maturitysize', 'furlength', 'vaccinated', 'dewormed', 'sterilized', 'health', 'quantity', 'state', 'rescuerid', 'has_name'], numericals=['photoamt', 'videoamt', 'fee', 'age'], target='target');TransformStrategy_OrdinalEncoder(handle_unknown='use_encoded_value', unknown_value=-1)();MaxAbsScaler();LGBMClassifier();0.7624225642481227;0.8469057412053813;0.7847556205629765;0.0073692356511167005;0.005768761590803546;0.007110195543085379
FeatureSelection(categoricals=['type', 'breed1', 'breed2', 'gender', 'color1', 'color2', 'color3', 'maturitysize', 'furlength', 'vaccinated', 'dewormed', 'sterilized', 'health', 'quantity', 'state', 'rescuerid', 'has_name'], numericals=['photoamt', 'videoamt', 'fee', 'age'], target='target');TFEmbeddingWrapper_SingleStrategy();MaxAbsScaler();RandomForestClassifier(max_depth=10);0.7917025265926979;0.860759749855592;0.834198976244981;0.005289045443907697;0.005581410470295197;0.0075426199918270055
FeatureSelection(categoricals=['type', 'breed1', 'breed2', 'gender', 'color1', 'color2', 'color3', 'maturitysize', 'furlength', 'vaccinated', 'dewormed', 'sterilized', 'health', 'quantity', 'state', 'rescuerid', 'has_name'], numericals=['photoamt', 'videoamt', 'fee', 'age'], target='target');TFEmbeddingWrapper_SingleStrategy();MaxAbsScaler();LogisticRegression(max_iter=500);0.77162585438197;0.843157580275158;0.8190927376331738;0.009905567471485173;0.011515945507363044;0.007220553323562225
FeatureSelection(categoricals=['type', 'breed1', 'breed2', 'gender', 'color1', 'color2', 'color3', 'maturitysize', 'furlength', 'vaccinated', 'dewormed', 'sterilized', 'health', 'quantity', 'state', 'rescuerid', 'has_name'], numericals=['photoamt', 'videoamt', 'fee', 'age'], target='target');TFEmbeddingWrapper_SingleStrategy();MaxAbsScaler();KNeighborsClassifier(n_neighbors=10);0.7645570315744563;0.8424156776740436;0.7814174867289931;0.0036105335020342835;0.0028811151733301155;0.009310550161905417
FeatureSelection(categoricals=['type', 'breed1', 'breed2', 'gender', 'color1', 'color2', 'color3', 'maturitysize', 'furlength', 'vaccinated', 'dewormed', 'sterilized', 'health', 'quantity', 'state', 'rescuerid', 'has_name'], numericals=['photoamt', 'videoamt', 'fee', 'age'], target='target');TFEmbeddingWrapper_SingleStrategy();MaxAbsScaler();LGBMClassifier();0.7925028155927449;0.8581391680329082;0.8329591512688884;0.005072223338138334;0.005343838143080439;0.004329254427954163
FeatureSelection(categoricals=['type', 'breed1', 'breed2', 'gender', 'color1', 'color2', 'color3', 'maturitysize', 'furlength', 'vaccinated', 'dewormed', 'sterilized', 'health', 'quantity', 'state', 'rescuerid', 'has_name'], numericals=['photoamt', 'videoamt', 'fee', 'age'], target='target');TFEmbeddingWrapper_SingleStrategy();MaxAbsScaler();DNN;0.7660224744694751;0.8303180264934668;0.8276640757159683;0.019635144480294808;0.01852570950201504;0.0074557212514961505
FeatureSelection(categoricals=['type', 'breed1', 'breed2', 'gender', 'color1', 'color2', 'color3', 'maturitysize', 'furlength', 'vaccinated', 'dewormed', 'sterilized', 'health', 'quantity', 'state', 'rescuerid', 'has_name'], numericals=['photoamt', 'videoamt', 'fee', 'age'], target='target');TFEmbeddingWrapper_Max2Strategy();MaxAbsScaler();RandomForestClassifier(max_depth=10);0.7933027264369422;0.8617348700887447;0.8304255870790864;0.00808693814972894;0.004972295296003198;0.010911627454175761
FeatureSelection(categoricals=['type', 'breed1', 'breed2', 'gender', 'color1', 'color2', 'color3', 'maturitysize', 'furlength', 'vaccinated', 'dewormed', 'sterilized', 'health', 'quantity', 'state', 'rescuerid', 'has_name'], numericals=['photoamt', 'videoamt', 'fee', 'age'], target='target');TFEmbeddingWrapper_Max2Strategy();MaxAbsScaler();LogisticRegression(max_iter=500);0.7768962569466674;0.8464188011184872;0.8167667972741933;0.00815891726958928;0.01017011217530316;0.011829139995837875
FeatureSelection(categoricals=['type', 'breed1', 'breed2', 'gender', 'color1', 'color2', 'color3', 'maturitysize', 'furlength', 'vaccinated', 'dewormed', 'sterilized', 'health', 'quantity', 'state', 'rescuerid', 'has_name'], numericals=['photoamt', 'videoamt', 'fee', 'age'], target='target');TFEmbeddingWrapper_Max2Strategy();MaxAbsScaler();KNeighborsClassifier(n_neighbors=10);0.7587546527072289;0.839850738580104;0.768266167789918;0.004665440234080822;0.004126840995043397;0.009500347065161296
FeatureSelection(categoricals=['type', 'breed1', 'breed2', 'gender', 'color1', 'color2', 'color3', 'maturitysize', 'furlength', 'vaccinated', 'dewormed', 'sterilized', 'health', 'quantity', 'state', 'rescuerid', 'has_name'], numericals=['photoamt', 'videoamt', 'fee', 'age'], target='target');TFEmbeddingWrapper_Max2Strategy();MaxAbsScaler();LGBMClassifier();0.7932367048744956;0.8584039574350475;0.8286842722852015;0.003555051951056402;0.0033526860229367403;0.007088654116727283
FeatureSelection(categoricals=['type', 'breed1', 'breed2', 'gender', 'color1', 'color2', 'color3', 'maturitysize', 'furlength', 'vaccinated', 'dewormed', 'sterilized', 'health', 'quantity', 'state', 'rescuerid', 'has_name'], numericals=['photoamt', 'videoamt', 'fee', 'age'], target='target');TFEmbeddingWrapper_Max2Strategy();MaxAbsScaler();DNN;0.7679578761076907;0.8319265511687236;0.8252511001566407;0.010058281301377892;0.013074613673418957;0.011471982242702815
FeatureSelection(categoricals=['type', 'breed1', 'breed2', 'gender', 'color1', 'color2', 'color3', 'maturitysize', 'furlength', 'vaccinated', 'dewormed', 'sterilized', 'health', 'quantity', 'state', 'rescuerid', 'has_name'], numericals=['photoamt', 'videoamt', 'fee', 'age'], target='target');TFEmbeddingWrapper_Max50Strategy();MaxAbsScaler();RandomForestClassifier(max_depth=10);0.7792954556121776;0.8521724057402462;0.8155978746071039;0.015839274072433625;0.016781252408174994;0.012667064831901546
FeatureSelection(categoricals=['type', 'breed1', 'breed2', 'gender', 'color1', 'color2', 'color3', 'maturitysize', 'furlength', 'vaccinated', 'dewormed', 'sterilized', 'health', 'quantity', 'state', 'rescuerid', 'has_name'], numericals=['photoamt', 'videoamt', 'fee', 'age'], target='target');TFEmbeddingWrapper_Max50Strategy();MaxAbsScaler();LogisticRegression(max_iter=500);0.763822074558542;0.8321521587830605;0.8073425093876931;0.011537535593050454;0.011507395287782824;0.012313239531644569
FeatureSelection(categoricals=['type', 'breed1', 'breed2', 'gender', 'color1', 'color2', 'color3', 'maturitysize', 'furlength', 'vaccinated', 'dewormed', 'sterilized', 'health', 'quantity', 'state', 'rescuerid', 'has_name'], numericals=['photoamt', 'videoamt', 'fee', 'age'], target='target');TFEmbeddingWrapper_Max50Strategy();MaxAbsScaler();KNeighborsClassifier(n_neighbors=10);0.771960388842089;0.8456640180474899;0.7924543444488927;0.009858308866070144;0.008610802413412062;0.013933881146492327
FeatureSelection(categoricals=['type', 'breed1', 'breed2', 'gender', 'color1', 'color2', 'color3', 'maturitysize', 'furlength', 'vaccinated', 'dewormed', 'sterilized', 'health', 'quantity', 'state', 'rescuerid', 'has_name'], numericals=['photoamt', 'videoamt', 'fee', 'age'], target='target');TFEmbeddingWrapper_Max50Strategy();MaxAbsScaler();LGBMClassifier();0.7851658357989465;0.8500906776306344;0.8183675089689674;0.013567102784965583;0.01416068441666361;0.010935682675176897
FeatureSelection(categoricals=['type', 'breed1', 'breed2', 'gender', 'color1', 'color2', 'color3', 'maturitysize', 'furlength', 'vaccinated', 'dewormed', 'sterilized', 'health', 'quantity', 'state', 'rescuerid', 'has_name'], numericals=['photoamt', 'videoamt', 'fee', 'age'], target='target');TFEmbeddingWrapper_Max50Strategy();MaxAbsScaler();DNN;0.7560197628695889;0.819787854693157;0.8148093842780801;0.013992715173574454;0.015246347983621698;0.011490633959848555
FeatureSelection(categoricals=['type', 'breed1', 'breed2', 'gender', 'color1', 'color2', 'color3', 'maturitysize', 'furlength', 'vaccinated', 'dewormed', 'sterilized', 'health', 'quantity', 'state', 'rescuerid', 'has_name'], numericals=['photoamt', 'videoamt', 'fee', 'age'], target='target');MeanTargetEncoder(alpha=5);MaxAbsScaler();RandomForestClassifier(max_depth=10);0.7688917431004909;0.8527163115773337;0.8225788919763183;0.008240493875993132;0.005752926951334842;0.01020328727974259
FeatureSelection(categoricals=['type', 'breed1', 'breed2', 'gender', 'color1', 'color2', 'color3', 'maturitysize', 'furlength', 'vaccinated', 'dewormed', 'sterilized', 'health', 'quantity', 'state', 'rescuerid', 'has_name'], numericals=['photoamt', 'videoamt', 'fee', 'age'], target='target');MeanTargetEncoder(alpha=5);MaxAbsScaler();LogisticRegression(max_iter=500);0.7628892308109819;0.8488273189010632;0.8034025038938495;0.008297986901556085;0.006527101884619565;0.009248995646735123
FeatureSelection(categoricals=['type', 'breed1', 'breed2', 'gender', 'color1', 'color2', 'color3', 'maturitysize', 'furlength', 'vaccinated', 'dewormed', 'sterilized', 'health', 'quantity', 'state', 'rescuerid', 'has_name'], numericals=['photoamt', 'videoamt', 'fee', 'age'], target='target');MeanTargetEncoder(alpha=5);MaxAbsScaler();KNeighborsClassifier(n_neighbors=10);0.7622221194033768;0.8455955010861504;0.7570232867544553;0.007417663180679406;0.005205701254876366;0.010578465967621522
FeatureSelection(categoricals=['type', 'breed1', 'breed2', 'gender', 'color1', 'color2', 'color3', 'maturitysize', 'furlength', 'vaccinated', 'dewormed', 'sterilized', 'health', 'quantity', 'state', 'rescuerid', 'has_name'], numericals=['photoamt', 'videoamt', 'fee', 'age'], target='target');MeanTargetEncoder(alpha=5);MaxAbsScaler();LGBMClassifier();0.7836319689396132;0.8591215513465631;0.8094757613925532;0.00673307417263087;0.005399614280030078;0.010420889920507605