From 3e0ea3880d1498cc955eccbaf011f5107e2b997e Mon Sep 17 00:00:00 2001 From: Ladsgroup Date: Wed, 2 Dec 2020 14:01:34 +0000 Subject: [PATCH] Rebuild the wikidata model with the 2018 campaign --- Makefile.manual | 46 +- ...idatawiki.damaging.gradient_boosting.model | 4 +- ...datawiki.goodfaith.gradient_boosting.model | 4 +- tuning_reports/wikidatawiki.damaging.md | 589 +++++++++++++----- tuning_reports/wikidatawiki.goodfaith.md | 571 ++++++++++++----- 5 files changed, 867 insertions(+), 347 deletions(-) diff --git a/Makefile.manual b/Makefile.manual index 05283bc..4a3f638 100644 --- a/Makefile.manual +++ b/Makefile.manual @@ -339,7 +339,7 @@ translatewiki_tuning_reports: \ datasets/wikidatawiki.autolabeled_revisions.20k_2015.json: \ datasets/wikidatawiki.balanced_revisions.20k_2015.json cat $< | \ - ./utility autolabel --host=https://wikidata.org \ + ./utility autolabel --host=https://www.wikidata.org \ --trusted-groups=abusefilter,arbcom,bureaucrat,checkuser,rollbacker,sysop,bot \ --trusted-edits=1000 \ --verbose > $@ @@ -360,9 +360,23 @@ datasets/wikidatawiki.labeled_revisions.w_cache.20k_2015.json: \ editquality.feature_lists.wikidatawiki.reverted \ editquality.feature_lists.wikidatawiki.damaging \ editquality.feature_lists.wikidatawiki.goodfaith \ - --host https://wikidata.org \ + --host https://www.wikidata.org \ --verbose > $@ +datasets/wikidatawiki.labeled_revisions.6k_2018.json: + ./utility fetch_labels \ + https://labels.wmflabs.org/campaigns/wikidatawiki/81/ > $@ + +datasets/wikidatawiki.labeled_revisions.w_cache.6k_2018.json: \ + datasets/wikidatawiki.labeled_revisions.6k_2018.json + cat $< | \ + revscoring extract \ + editquality.feature_lists.wikidatawiki.reverted \ + editquality.feature_lists.wikidatawiki.damaging \ + editquality.feature_lists.wikidatawiki.goodfaith \ + --host https://www.wikidata.org \ + --verbose > $@ + # https://quarry.wmflabs.org/query/27882 datasets/wikidatawiki.sampled_revisions.500k_2018.json: wget -qO- https://quarry.wmflabs.org/run/275172/output/0/json-lines?download=true > $@ @@ -382,29 +396,29 @@ datasets/wikidatawiki.autolabeled_revisions.500k_2018.review.json: \ cat $< | grep -E '"needs_review": (true|"True")' | grep -v '"review_reason": "blocked user"' > $@ tuning_reports/wikidatawiki.damaging.md: \ - datasets/wikidatawiki.labeled_revisions.w_cache.20k_2015.json - cat $< | \ + datasets/wikidatawiki.labeled_revisions.w_cache.20k_2015.json \ + datasets/wikidatawiki.labeled_revisions.w_cache.6k_2018.json + cat $^ | \ revscoring tune \ config/classifiers.params.yaml \ editquality.feature_lists.wikidatawiki.damaging \ damaging \ roc_auc.labels.true \ --label-weight $(damaging_weight) \ - --pop-rate "true=0.0008668694143782405" \ - --pop-rate "false=0.9991331305856218" \ --labels "true,false" \ --center --scale \ --cv-timeout=60 \ --debug > $@ models/wikidatawiki.damaging.gradient_boosting.model: \ - datasets/wikidatawiki.labeled_revisions.w_cache.20k_2015.json - cat $< | \ + datasets/wikidatawiki.labeled_revisions.w_cache.20k_2015.json \ + datasets/wikidatawiki.labeled_revisions.w_cache.6k_2018.json + cat $^ | \ revscoring cv_train \ revscoring.scoring.models.GradientBoosting \ editquality.feature_lists.wikidatawiki.damaging \ damaging \ - --version=$(damaging_major_minor).0 \ + --version=$(damaging_major_minor).1 \ -p 'max_depth=7' \ -p 'learning_rate=0.01' \ -p 'max_features="log2"' \ @@ -414,28 +428,28 @@ models/wikidatawiki.damaging.gradient_boosting.model: \ --center --scale > $@ tuning_reports/wikidatawiki.goodfaith.md: \ - datasets/wikidatawiki.labeled_revisions.w_cache.20k_2015.json - cat $< | \ + datasets/wikidatawiki.labeled_revisions.w_cache.20k_2015.json \ + datasets/wikidatawiki.labeled_revisions.w_cache.6k_2018.json + cat $^ | \ revscoring tune \ config/classifiers.params.yaml \ editquality.feature_lists.wikidatawiki.goodfaith \ goodfaith \ roc_auc.labels.true \ --label-weight $(goodfaith_weight) \ - --pop-rate "true=0.9998525516181488" \ - --pop-rate "false=0.00014744838185121178" \ --labels "true,false" \ --cv-timeout=60 \ --debug > $@ models/wikidatawiki.goodfaith.gradient_boosting.model: \ - datasets/wikidatawiki.labeled_revisions.w_cache.20k_2015.json - cat $< | \ + datasets/wikidatawiki.labeled_revisions.w_cache.20k_2015.json \ + datasets/wikidatawiki.labeled_revisions.w_cache.6k_2018.json + cat $^ | \ revscoring cv_train \ revscoring.scoring.models.GradientBoosting \ editquality.feature_lists.wikidatawiki.goodfaith \ goodfaith \ - --version=$(goodfaith_major_minor).0 \ + --version=$(goodfaith_major_minor).1 \ -p 'max_depth=7' \ -p 'learning_rate=0.1' \ -p 'max_features="log2"' \ diff --git a/models/wikidatawiki.damaging.gradient_boosting.model b/models/wikidatawiki.damaging.gradient_boosting.model index fa1d00f..e045357 100644 --- a/models/wikidatawiki.damaging.gradient_boosting.model +++ b/models/wikidatawiki.damaging.gradient_boosting.model @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:f7a94b2b120e15bcd45fe7620dddee25f3363a8c4d7c30ca24fb07933e686881 -size 8374581 +oid sha256:cdef5da1f22827321c08a58c51eb41fd5c91dd196babf4e7e0b555e879e522fe +size 8390025 diff --git a/models/wikidatawiki.goodfaith.gradient_boosting.model b/models/wikidatawiki.goodfaith.gradient_boosting.model index 36de73a..a086f8d 100644 --- a/models/wikidatawiki.goodfaith.gradient_boosting.model +++ b/models/wikidatawiki.goodfaith.gradient_boosting.model @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:c2603d27a484436ee6d6339535f378f3361895d3739d9d737a6f3637a5250987 -size 7750734 +oid sha256:0f81aaffe9491f5d36c426a189ee7478f3ec2bba4e35431a54b823ab758b972a +size 7784297 diff --git a/tuning_reports/wikidatawiki.damaging.md b/tuning_reports/wikidatawiki.damaging.md index 76ecf40..a917287 100644 --- a/tuning_reports/wikidatawiki.damaging.md +++ b/tuning_reports/wikidatawiki.damaging.md @@ -1,186 +1,439 @@ # Model tuning report -- Revscoring version: 2.2.4 +- Revscoring version: 2.8.2 - Features: editquality.feature_lists.wikidatawiki.damaging -- Date: 2018-08-03T15:22:17.170989 -- Observations: 16451 +- Date: 2020-12-02T11:36:54.260722 +- Observations: 16165 - Labels: [true, false] - Statistic: roc_auc.labels.true (maximize) - Folds: 5 # Top scoring configurations -| model | roc_auc.labels.true | params | -|:-----------------------|----------------------:|:-------------------------------------------------------------------------------| -| GradientBoosting | 0.985 | learning_rate=0.01, n_estimators=700, max_depth=7, max_features="log2" | -| RandomForestClassifier | 0.985 | n_estimators=320, min_samples_leaf=3, criterion="entropy", max_features="log2" | -| GradientBoosting | 0.985 | learning_rate=0.01, n_estimators=700, max_depth=5, max_features="log2" | -| GradientBoosting | 0.985 | learning_rate=0.01, n_estimators=500, max_depth=7, max_features="log2" | -| RandomForestClassifier | 0.9849 | n_estimators=160, min_samples_leaf=3, criterion="entropy", max_features="log2" | -| RandomForestClassifier | 0.9849 | n_estimators=640, min_samples_leaf=3, criterion="entropy", max_features="log2" | -| GradientBoosting | 0.9848 | learning_rate=0.01, n_estimators=300, max_depth=7, max_features="log2" | -| RandomForestClassifier | 0.9848 | n_estimators=320, min_samples_leaf=5, criterion="entropy", max_features="log2" | -| GradientBoosting | 0.9848 | learning_rate=0.01, n_estimators=500, max_depth=5, max_features="log2" | -| RandomForestClassifier | 0.9847 | n_estimators=320, min_samples_leaf=3, criterion="gini", max_features="log2" | +| model | roc_auc.labels.true | params | +|:-----------------------|----------------------:|:--------------------------------------------------------------------------------------------| +| GradientBoosting | 0.9852 | n_estimators=700, learning_rate=0.01, max_features="log2", min_samples_leaf=13, max_depth=7 | +| GradientBoosting | 0.9852 | n_estimators=100, learning_rate=0.1, max_features="log2", min_samples_leaf=7, max_depth=7 | +| GradientBoosting | 0.9851 | n_estimators=100, learning_rate=0.1, max_features="log2", min_samples_leaf=13, max_depth=7 | +| GradientBoosting | 0.985 | n_estimators=700, learning_rate=0.01, max_features="log2", min_samples_leaf=3, max_depth=7 | +| RandomForestClassifier | 0.985 | criterion="entropy", n_estimators=80, max_features="log2", min_samples_leaf=3 | +| GradientBoosting | 0.9849 | n_estimators=700, learning_rate=0.01, max_features="log2", min_samples_leaf=7, max_depth=7 | +| RandomForestClassifier | 0.9849 | criterion="entropy", n_estimators=640, max_features="log2", min_samples_leaf=3 | +| GradientBoosting | 0.9849 | n_estimators=500, learning_rate=0.01, max_features="log2", min_samples_leaf=13, max_depth=7 | +| GradientBoosting | 0.9849 | n_estimators=500, learning_rate=0.01, max_features="log2", min_samples_leaf=5, max_depth=7 | +| GradientBoosting | 0.9849 | n_estimators=300, learning_rate=0.1, max_features="log2", min_samples_leaf=13, max_depth=3 | # Models -## BernoulliNB -| roc_auc.labels.true | params | -|----------------------:|:---------| -| 0.9662 | | - -## RandomForestClassifier -| roc_auc.labels.true | params | -|----------------------:|:--------------------------------------------------------------------------------| -| 0.985 | n_estimators=320, min_samples_leaf=3, criterion="entropy", max_features="log2" | -| 0.9849 | n_estimators=160, min_samples_leaf=3, criterion="entropy", max_features="log2" | -| 0.9849 | n_estimators=640, min_samples_leaf=3, criterion="entropy", max_features="log2" | -| 0.9848 | n_estimators=320, min_samples_leaf=5, criterion="entropy", max_features="log2" | -| 0.9847 | n_estimators=320, min_samples_leaf=3, criterion="gini", max_features="log2" | -| 0.9847 | n_estimators=640, min_samples_leaf=1, criterion="entropy", max_features="log2" | -| 0.9847 | n_estimators=160, min_samples_leaf=3, criterion="gini", max_features="log2" | -| 0.9847 | n_estimators=160, min_samples_leaf=5, criterion="entropy", max_features="log2" | -| 0.9846 | n_estimators=640, min_samples_leaf=5, criterion="entropy", max_features="log2" | -| 0.9846 | n_estimators=320, min_samples_leaf=7, criterion="entropy", max_features="log2" | -| 0.9846 | n_estimators=80, min_samples_leaf=3, criterion="gini", max_features="log2" | -| 0.9845 | n_estimators=160, min_samples_leaf=7, criterion="entropy", max_features="log2" | -| 0.9845 | n_estimators=640, min_samples_leaf=3, criterion="gini", max_features="log2" | -| 0.9845 | n_estimators=640, min_samples_leaf=7, criterion="entropy", max_features="log2" | -| 0.9845 | n_estimators=640, min_samples_leaf=1, criterion="gini", max_features="log2" | -| 0.9844 | n_estimators=80, min_samples_leaf=5, criterion="entropy", max_features="log2" | -| 0.9844 | n_estimators=160, min_samples_leaf=5, criterion="gini", max_features="log2" | -| 0.9844 | n_estimators=640, min_samples_leaf=5, criterion="gini", max_features="log2" | -| 0.9844 | n_estimators=80, min_samples_leaf=5, criterion="gini", max_features="log2" | -| 0.9843 | n_estimators=320, min_samples_leaf=5, criterion="gini", max_features="log2" | -| 0.9843 | n_estimators=80, min_samples_leaf=3, criterion="entropy", max_features="log2" | -| 0.9843 | n_estimators=20, min_samples_leaf=3, criterion="entropy", max_features="log2" | -| 0.9842 | n_estimators=40, min_samples_leaf=3, criterion="entropy", max_features="log2" | -| 0.9842 | n_estimators=160, min_samples_leaf=1, criterion="entropy", max_features="log2" | -| 0.9842 | n_estimators=320, min_samples_leaf=7, criterion="gini", max_features="log2" | -| 0.9842 | n_estimators=640, min_samples_leaf=7, criterion="gini", max_features="log2" | -| 0.9841 | n_estimators=320, min_samples_leaf=1, criterion="gini", max_features="log2" | -| 0.9841 | n_estimators=40, min_samples_leaf=3, criterion="gini", max_features="log2" | -| 0.9841 | n_estimators=20, min_samples_leaf=3, criterion="gini", max_features="log2" | -| 0.9841 | n_estimators=80, min_samples_leaf=7, criterion="gini", max_features="log2" | -| 0.9841 | n_estimators=320, min_samples_leaf=1, criterion="entropy", max_features="log2" | -| 0.984 | n_estimators=80, min_samples_leaf=7, criterion="entropy", max_features="log2" | -| 0.984 | n_estimators=160, min_samples_leaf=1, criterion="gini", max_features="log2" | -| 0.9839 | n_estimators=160, min_samples_leaf=13, criterion="entropy", max_features="log2" | -| 0.9839 | n_estimators=40, min_samples_leaf=5, criterion="gini", max_features="log2" | -| 0.9839 | n_estimators=40, min_samples_leaf=5, criterion="entropy", max_features="log2" | -| 0.9839 | n_estimators=40, min_samples_leaf=13, criterion="gini", max_features="log2" | -| 0.9839 | n_estimators=160, min_samples_leaf=7, criterion="gini", max_features="log2" | -| 0.9838 | n_estimators=320, min_samples_leaf=13, criterion="entropy", max_features="log2" | -| 0.9838 | n_estimators=40, min_samples_leaf=7, criterion="gini", max_features="log2" | -| 0.9838 | n_estimators=640, min_samples_leaf=13, criterion="entropy", max_features="log2" | -| 0.9837 | n_estimators=640, min_samples_leaf=13, criterion="gini", max_features="log2" | -| 0.9837 | n_estimators=20, min_samples_leaf=7, criterion="gini", max_features="log2" | -| 0.9837 | n_estimators=40, min_samples_leaf=7, criterion="entropy", max_features="log2" | -| 0.9836 | n_estimators=20, min_samples_leaf=5, criterion="gini", max_features="log2" | -| 0.9836 | n_estimators=20, min_samples_leaf=5, criterion="entropy", max_features="log2" | -| 0.9836 | n_estimators=80, min_samples_leaf=13, criterion="entropy", max_features="log2" | -| 0.9836 | n_estimators=320, min_samples_leaf=13, criterion="gini", max_features="log2" | -| 0.9836 | n_estimators=10, min_samples_leaf=3, criterion="gini", max_features="log2" | -| 0.9836 | n_estimators=20, min_samples_leaf=7, criterion="entropy", max_features="log2" | -| 0.9835 | n_estimators=80, min_samples_leaf=13, criterion="gini", max_features="log2" | -| 0.9834 | n_estimators=40, min_samples_leaf=13, criterion="entropy", max_features="log2" | -| 0.9834 | n_estimators=80, min_samples_leaf=1, criterion="entropy", max_features="log2" | -| 0.9834 | n_estimators=10, min_samples_leaf=5, criterion="entropy", max_features="log2" | -| 0.9834 | n_estimators=160, min_samples_leaf=13, criterion="gini", max_features="log2" | -| 0.9833 | n_estimators=20, min_samples_leaf=13, criterion="entropy", max_features="log2" | -| 0.9831 | n_estimators=10, min_samples_leaf=13, criterion="entropy", max_features="log2" | -| 0.983 | n_estimators=10, min_samples_leaf=7, criterion="entropy", max_features="log2" | -| 0.983 | n_estimators=10, min_samples_leaf=5, criterion="gini", max_features="log2" | -| 0.9829 | n_estimators=40, min_samples_leaf=1, criterion="entropy", max_features="log2" | -| 0.9829 | n_estimators=20, min_samples_leaf=13, criterion="gini", max_features="log2" | -| 0.9828 | n_estimators=10, min_samples_leaf=13, criterion="gini", max_features="log2" | -| 0.9828 | n_estimators=10, min_samples_leaf=3, criterion="entropy", max_features="log2" | -| 0.9827 | n_estimators=10, min_samples_leaf=7, criterion="gini", max_features="log2" | -| 0.9824 | n_estimators=80, min_samples_leaf=1, criterion="gini", max_features="log2" | -| 0.9819 | n_estimators=40, min_samples_leaf=1, criterion="gini", max_features="log2" | -| 0.9806 | n_estimators=20, min_samples_leaf=1, criterion="entropy", max_features="log2" | -| 0.9804 | n_estimators=20, min_samples_leaf=1, criterion="gini", max_features="log2" | -| 0.9786 | n_estimators=10, min_samples_leaf=1, criterion="entropy", max_features="log2" | -| 0.9775 | n_estimators=10, min_samples_leaf=1, criterion="gini", max_features="log2" | - ## LogisticRegression | roc_auc.labels.true | params | |----------------------:|:--------------------| -| 0.9835 | penalty="l1", C=10 | -| 0.9834 | penalty="l2", C=10 | -| 0.9832 | penalty="l1", C=1 | -| 0.9828 | penalty="l2", C=1 | -| 0.9804 | penalty="l2", C=0.1 | -| 0.9801 | penalty="l1", C=0.1 | +| 0.9833 | C=1, penalty="l2" | +| 0.9829 | C=10, penalty="l2" | +| 0.9826 | C=0.1, penalty="l2" | -## GradientBoosting -| roc_auc.labels.true | params | -|----------------------:|:-----------------------------------------------------------------------| -| 0.985 | learning_rate=0.01, n_estimators=700, max_depth=7, max_features="log2" | -| 0.985 | learning_rate=0.01, n_estimators=700, max_depth=5, max_features="log2" | -| 0.985 | learning_rate=0.01, n_estimators=500, max_depth=7, max_features="log2" | -| 0.9848 | learning_rate=0.01, n_estimators=300, max_depth=7, max_features="log2" | -| 0.9848 | learning_rate=0.01, n_estimators=500, max_depth=5, max_features="log2" | -| 0.9845 | learning_rate=0.01, n_estimators=700, max_depth=3, max_features="log2" | -| 0.9843 | learning_rate=0.1, n_estimators=100, max_depth=3, max_features="log2" | -| 0.9842 | learning_rate=0.01, n_estimators=300, max_depth=5, max_features="log2" | -| 0.9841 | learning_rate=0.01, n_estimators=100, max_depth=7, max_features="log2" | -| 0.9839 | learning_rate=0.01, n_estimators=500, max_depth=3, max_features="log2" | -| 0.9838 | learning_rate=0.1, n_estimators=700, max_depth=1, max_features="log2" | -| 0.9836 | learning_rate=0.1, n_estimators=500, max_depth=1, max_features="log2" | -| 0.9833 | learning_rate=0.1, n_estimators=100, max_depth=5, max_features="log2" | -| 0.9831 | learning_rate=0.1, n_estimators=300, max_depth=1, max_features="log2" | -| 0.9829 | learning_rate=0.1, n_estimators=300, max_depth=3, max_features="log2" | -| 0.9829 | learning_rate=0.01, n_estimators=100, max_depth=5, max_features="log2" | -| 0.9825 | learning_rate=0.01, n_estimators=300, max_depth=3, max_features="log2" | -| 0.9819 | learning_rate=0.1, n_estimators=700, max_depth=7, max_features="log2" | -| 0.9818 | learning_rate=0.1, n_estimators=100, max_depth=7, max_features="log2" | -| 0.9818 | learning_rate=0.1, n_estimators=500, max_depth=7, max_features="log2" | -| 0.9814 | learning_rate=0.5, n_estimators=700, max_depth=1, max_features="log2" | -| 0.9814 | learning_rate=0.1, n_estimators=500, max_depth=3, max_features="log2" | -| 0.9808 | learning_rate=0.1, n_estimators=100, max_depth=1, max_features="log2" | -| 0.9804 | learning_rate=0.1, n_estimators=700, max_depth=5, max_features="log2" | -| 0.9804 | learning_rate=0.5, n_estimators=100, max_depth=1, max_features="log2" | -| 0.9802 | learning_rate=0.1, n_estimators=700, max_depth=3, max_features="log2" | -| 0.9799 | learning_rate=0.1, n_estimators=500, max_depth=5, max_features="log2" | -| 0.9795 | learning_rate=0.01, n_estimators=100, max_depth=3, max_features="log2" | -| 0.9794 | learning_rate=0.5, n_estimators=500, max_depth=1, max_features="log2" | -| 0.9793 | learning_rate=0.1, n_estimators=300, max_depth=7, max_features="log2" | -| 0.9791 | learning_rate=0.5, n_estimators=300, max_depth=1, max_features="log2" | -| 0.9789 | learning_rate=0.01, n_estimators=700, max_depth=1, max_features="log2" | -| 0.9782 | learning_rate=0.01, n_estimators=500, max_depth=1, max_features="log2" | -| 0.9776 | learning_rate=0.5, n_estimators=100, max_depth=3, max_features="log2" | -| 0.9772 | learning_rate=0.01, n_estimators=300, max_depth=1, max_features="log2" | -| 0.9759 | learning_rate=0.5, n_estimators=300, max_depth=3, max_features="log2" | -| 0.9756 | learning_rate=0.1, n_estimators=300, max_depth=5, max_features="log2" | -| 0.9742 | learning_rate=0.01, n_estimators=100, max_depth=1, max_features="log2" | -| 0.9727 | learning_rate=0.5, n_estimators=500, max_depth=3, max_features="log2" | -| 0.9721 | learning_rate=1, n_estimators=500, max_depth=1, max_features="log2" | -| 0.972 | learning_rate=1, n_estimators=700, max_depth=1, max_features="log2" | -| 0.9699 | learning_rate=1, n_estimators=100, max_depth=3, max_features="log2" | -| 0.9683 | learning_rate=1, n_estimators=300, max_depth=1, max_features="log2" | -| 0.967 | learning_rate=0.5, n_estimators=100, max_depth=5, max_features="log2" | -| 0.9669 | learning_rate=0.5, n_estimators=700, max_depth=5, max_features="log2" | -| 0.9653 | learning_rate=0.5, n_estimators=700, max_depth=7, max_features="log2" | -| 0.9652 | learning_rate=1, n_estimators=100, max_depth=1, max_features="log2" | -| 0.9609 | learning_rate=0.5, n_estimators=100, max_depth=7, max_features="log2" | -| 0.9496 | learning_rate=0.5, n_estimators=300, max_depth=7, max_features="log2" | -| 0.9492 | learning_rate=1, n_estimators=100, max_depth=5, max_features="log2" | -| 0.9472 | learning_rate=0.5, n_estimators=300, max_depth=5, max_features="log2" | -| 0.9377 | learning_rate=1, n_estimators=100, max_depth=7, max_features="log2" | -| 0.9365 | learning_rate=0.5, n_estimators=500, max_depth=5, max_features="log2" | -| 0.9313 | learning_rate=0.5, n_estimators=500, max_depth=7, max_features="log2" | -| 0.9058 | learning_rate=1, n_estimators=700, max_depth=7, max_features="log2" | -| 0.889 | learning_rate=0.5, n_estimators=700, max_depth=3, max_features="log2" | -| 0.8704 | learning_rate=1, n_estimators=300, max_depth=7, max_features="log2" | -| 0.8577 | learning_rate=1, n_estimators=700, max_depth=3, max_features="log2" | -| 0.8502 | learning_rate=1, n_estimators=700, max_depth=5, max_features="log2" | -| 0.8459 | learning_rate=1, n_estimators=300, max_depth=5, max_features="log2" | -| 0.8399 | learning_rate=1, n_estimators=500, max_depth=3, max_features="log2" | -| 0.8371 | learning_rate=1, n_estimators=300, max_depth=3, max_features="log2" | -| 0.8311 | learning_rate=1, n_estimators=500, max_depth=7, max_features="log2" | -| 0.8113 | learning_rate=1, n_estimators=500, max_depth=5, max_features="log2" | +## RandomForestClassifier +| roc_auc.labels.true | params | +|----------------------:|:--------------------------------------------------------------------------------| +| 0.985 | criterion="entropy", n_estimators=80, max_features="log2", min_samples_leaf=3 | +| 0.9849 | criterion="entropy", n_estimators=640, max_features="log2", min_samples_leaf=3 | +| 0.9849 | criterion="entropy", n_estimators=320, max_features="log2", min_samples_leaf=3 | +| 0.9848 | criterion="entropy", n_estimators=160, max_features="log2", min_samples_leaf=3 | +| 0.9848 | criterion="entropy", n_estimators=320, max_features="log2", min_samples_leaf=5 | +| 0.9848 | criterion="gini", n_estimators=160, max_features="log2", min_samples_leaf=3 | +| 0.9847 | criterion="gini", n_estimators=640, max_features="log2", min_samples_leaf=3 | +| 0.9847 | criterion="entropy", n_estimators=640, max_features="log2", min_samples_leaf=5 | +| 0.9846 | criterion="entropy", n_estimators=80, max_features="log2", min_samples_leaf=5 | +| 0.9846 | criterion="gini", n_estimators=640, max_features="log2", min_samples_leaf=1 | +| 0.9845 | criterion="gini", n_estimators=320, max_features="log2", min_samples_leaf=3 | +| 0.9845 | criterion="gini", n_estimators=80, max_features="log2", min_samples_leaf=5 | +| 0.9845 | criterion="gini", n_estimators=640, max_features="log2", min_samples_leaf=5 | +| 0.9845 | criterion="entropy", n_estimators=40, max_features="log2", min_samples_leaf=3 | +| 0.9845 | criterion="gini", n_estimators=160, max_features="log2", min_samples_leaf=5 | +| 0.9845 | criterion="entropy", n_estimators=640, max_features="log2", min_samples_leaf=1 | +| 0.9845 | criterion="entropy", n_estimators=320, max_features="log2", min_samples_leaf=1 | +| 0.9845 | criterion="entropy", n_estimators=160, max_features="log2", min_samples_leaf=5 | +| 0.9845 | criterion="gini", n_estimators=80, max_features="log2", min_samples_leaf=3 | +| 0.9844 | criterion="entropy", n_estimators=160, max_features="log2", min_samples_leaf=7 | +| 0.9844 | criterion="entropy", n_estimators=640, max_features="log2", min_samples_leaf=7 | +| 0.9844 | criterion="gini", n_estimators=40, max_features="log2", min_samples_leaf=3 | +| 0.9844 | criterion="entropy", n_estimators=40, max_features="log2", min_samples_leaf=5 | +| 0.9843 | criterion="gini", n_estimators=320, max_features="log2", min_samples_leaf=5 | +| 0.9843 | criterion="entropy", n_estimators=80, max_features="log2", min_samples_leaf=7 | +| 0.9843 | criterion="entropy", n_estimators=320, max_features="log2", min_samples_leaf=7 | +| 0.9842 | criterion="gini", n_estimators=320, max_features="log2", min_samples_leaf=7 | +| 0.9841 | criterion="gini", n_estimators=640, max_features="log2", min_samples_leaf=7 | +| 0.9841 | criterion="gini", n_estimators=320, max_features="log2", min_samples_leaf=1 | +| 0.9841 | criterion="gini", n_estimators=40, max_features="log2", min_samples_leaf=7 | +| 0.9841 | criterion="gini", n_estimators=20, max_features="log2", min_samples_leaf=3 | +| 0.984 | criterion="gini", n_estimators=80, max_features="log2", min_samples_leaf=7 | +| 0.984 | criterion="gini", n_estimators=160, max_features="log2", min_samples_leaf=1 | +| 0.984 | criterion="gini", n_estimators=40, max_features="log2", min_samples_leaf=5 | +| 0.9839 | criterion="gini", n_estimators=160, max_features="log2", min_samples_leaf=7 | +| 0.9838 | criterion="entropy", n_estimators=40, max_features="log2", min_samples_leaf=7 | +| 0.9837 | criterion="entropy", n_estimators=640, max_features="log2", min_samples_leaf=13 | +| 0.9837 | criterion="entropy", n_estimators=320, max_features="log2", min_samples_leaf=13 | +| 0.9837 | criterion="entropy", n_estimators=160, max_features="log2", min_samples_leaf=13 | +| 0.9836 | criterion="entropy", n_estimators=80, max_features="log2", min_samples_leaf=1 | +| 0.9835 | criterion="entropy", n_estimators=20, max_features="log2", min_samples_leaf=7 | +| 0.9835 | criterion="gini", n_estimators=160, max_features="log2", min_samples_leaf=13 | +| 0.9835 | criterion="entropy", n_estimators=20, max_features="log2", min_samples_leaf=3 | +| 0.9835 | criterion="entropy", n_estimators=40, max_features="log2", min_samples_leaf=13 | +| 0.9835 | criterion="entropy", n_estimators=40, max_features="log2", min_samples_leaf=1 | +| 0.9835 | criterion="entropy", n_estimators=20, max_features="log2", min_samples_leaf=5 | +| 0.9835 | criterion="gini", n_estimators=320, max_features="log2", min_samples_leaf=13 | +| 0.9834 | criterion="gini", n_estimators=10, max_features="log2", min_samples_leaf=3 | +| 0.9834 | criterion="gini", n_estimators=640, max_features="log2", min_samples_leaf=13 | +| 0.9834 | criterion="gini", n_estimators=80, max_features="log2", min_samples_leaf=1 | +| 0.9833 | criterion="gini", n_estimators=20, max_features="log2", min_samples_leaf=5 | +| 0.9833 | criterion="entropy", n_estimators=160, max_features="log2", min_samples_leaf=1 | +| 0.9833 | criterion="entropy", n_estimators=80, max_features="log2", min_samples_leaf=13 | +| 0.9833 | criterion="gini", n_estimators=20, max_features="log2", min_samples_leaf=7 | +| 0.9832 | criterion="gini", n_estimators=80, max_features="log2", min_samples_leaf=13 | +| 0.9831 | criterion="entropy", n_estimators=10, max_features="log2", min_samples_leaf=7 | +| 0.983 | criterion="gini", n_estimators=40, max_features="log2", min_samples_leaf=13 | +| 0.983 | criterion="gini", n_estimators=10, max_features="log2", min_samples_leaf=5 | +| 0.983 | criterion="entropy", n_estimators=10, max_features="log2", min_samples_leaf=3 | +| 0.9829 | criterion="entropy", n_estimators=20, max_features="log2", min_samples_leaf=13 | +| 0.9827 | criterion="entropy", n_estimators=10, max_features="log2", min_samples_leaf=5 | +| 0.9825 | criterion="gini", n_estimators=10, max_features="log2", min_samples_leaf=7 | +| 0.9822 | criterion="gini", n_estimators=20, max_features="log2", min_samples_leaf=13 | +| 0.9822 | criterion="entropy", n_estimators=10, max_features="log2", min_samples_leaf=13 | +| 0.982 | criterion="gini", n_estimators=40, max_features="log2", min_samples_leaf=1 | +| 0.9819 | criterion="gini", n_estimators=10, max_features="log2", min_samples_leaf=13 | +| 0.9819 | criterion="entropy", n_estimators=20, max_features="log2", min_samples_leaf=1 | +| 0.9805 | criterion="gini", n_estimators=20, max_features="log2", min_samples_leaf=1 | +| 0.9791 | criterion="entropy", n_estimators=10, max_features="log2", min_samples_leaf=1 | +| 0.978 | criterion="gini", n_estimators=10, max_features="log2", min_samples_leaf=1 | ## GaussianNB | roc_auc.labels.true | params | |----------------------:|:---------| -| 0.9847 | | +| 0.9834 | | + +## BernoulliNB +| roc_auc.labels.true | params | +|----------------------:|:---------| +| 0.9649 | | + +## GradientBoosting +| roc_auc.labels.true | params | +|----------------------:|:--------------------------------------------------------------------------------------------| +| 0.9852 | n_estimators=700, learning_rate=0.01, max_features="log2", min_samples_leaf=13, max_depth=7 | +| 0.9852 | n_estimators=100, learning_rate=0.1, max_features="log2", min_samples_leaf=7, max_depth=7 | +| 0.9851 | n_estimators=100, learning_rate=0.1, max_features="log2", min_samples_leaf=13, max_depth=7 | +| 0.985 | n_estimators=700, learning_rate=0.01, max_features="log2", min_samples_leaf=3, max_depth=7 | +| 0.9849 | n_estimators=700, learning_rate=0.01, max_features="log2", min_samples_leaf=7, max_depth=7 | +| 0.9849 | n_estimators=500, learning_rate=0.01, max_features="log2", min_samples_leaf=13, max_depth=7 | +| 0.9849 | n_estimators=500, learning_rate=0.01, max_features="log2", min_samples_leaf=5, max_depth=7 | +| 0.9849 | n_estimators=300, learning_rate=0.1, max_features="log2", min_samples_leaf=13, max_depth=3 | +| 0.9849 | n_estimators=700, learning_rate=0.01, max_features="log2", min_samples_leaf=1, max_depth=7 | +| 0.9848 | n_estimators=100, learning_rate=0.1, max_features="log2", min_samples_leaf=13, max_depth=5 | +| 0.9848 | n_estimators=700, learning_rate=0.01, max_features="log2", min_samples_leaf=5, max_depth=7 | +| 0.9848 | n_estimators=500, learning_rate=0.01, max_features="log2", min_samples_leaf=3, max_depth=7 | +| 0.9848 | n_estimators=500, learning_rate=0.01, max_features="log2", min_samples_leaf=7, max_depth=7 | +| 0.9848 | n_estimators=100, learning_rate=0.1, max_features="log2", min_samples_leaf=5, max_depth=7 | +| 0.9847 | n_estimators=100, learning_rate=0.1, max_features="log2", min_samples_leaf=3, max_depth=7 | +| 0.9847 | n_estimators=100, learning_rate=0.1, max_features="log2", min_samples_leaf=7, max_depth=5 | +| 0.9847 | n_estimators=500, learning_rate=0.01, max_features="log2", min_samples_leaf=1, max_depth=7 | +| 0.9847 | n_estimators=500, learning_rate=0.1, max_features="log2", min_samples_leaf=13, max_depth=3 | +| 0.9847 | n_estimators=300, learning_rate=0.1, max_features="log2", min_samples_leaf=13, max_depth=5 | +| 0.9847 | n_estimators=100, learning_rate=0.1, max_features="log2", min_samples_leaf=3, max_depth=5 | +| 0.9847 | n_estimators=700, learning_rate=0.01, max_features="log2", min_samples_leaf=13, max_depth=5 | +| 0.9847 | n_estimators=500, learning_rate=0.1, max_features="log2", min_samples_leaf=13, max_depth=7 | +| 0.9846 | n_estimators=700, learning_rate=0.01, max_features="log2", min_samples_leaf=7, max_depth=5 | +| 0.9846 | n_estimators=700, learning_rate=0.1, max_features="log2", min_samples_leaf=13, max_depth=3 | +| 0.9846 | n_estimators=300, learning_rate=0.01, max_features="log2", min_samples_leaf=7, max_depth=7 | +| 0.9846 | n_estimators=700, learning_rate=0.01, max_features="log2", min_samples_leaf=5, max_depth=5 | +| 0.9846 | n_estimators=300, learning_rate=0.1, max_features="log2", min_samples_leaf=7, max_depth=3 | +| 0.9846 | n_estimators=500, learning_rate=0.1, max_features="log2", min_samples_leaf=7, max_depth=7 | +| 0.9846 | n_estimators=700, learning_rate=0.01, max_features="log2", min_samples_leaf=3, max_depth=5 | +| 0.9846 | n_estimators=700, learning_rate=0.1, max_features="log2", min_samples_leaf=7, max_depth=7 | +| 0.9846 | n_estimators=500, learning_rate=0.1, max_features="log2", min_samples_leaf=13, max_depth=5 | +| 0.9845 | n_estimators=300, learning_rate=0.01, max_features="log2", min_samples_leaf=13, max_depth=7 | +| 0.9845 | n_estimators=500, learning_rate=0.1, max_features="log2", min_samples_leaf=3, max_depth=7 | +| 0.9845 | n_estimators=100, learning_rate=0.1, max_features="log2", min_samples_leaf=5, max_depth=5 | +| 0.9845 | n_estimators=500, learning_rate=0.1, max_features="log2", min_samples_leaf=7, max_depth=3 | +| 0.9845 | n_estimators=300, learning_rate=0.1, max_features="log2", min_samples_leaf=5, max_depth=5 | +| 0.9845 | n_estimators=700, learning_rate=0.01, max_features="log2", min_samples_leaf=1, max_depth=5 | +| 0.9845 | n_estimators=300, learning_rate=0.1, max_features="log2", min_samples_leaf=7, max_depth=5 | +| 0.9844 | n_estimators=300, learning_rate=0.1, max_features="log2", min_samples_leaf=3, max_depth=3 | +| 0.9844 | n_estimators=700, learning_rate=0.1, max_features="log2", min_samples_leaf=5, max_depth=7 | +| 0.9844 | n_estimators=300, learning_rate=0.01, max_features="log2", min_samples_leaf=5, max_depth=7 | +| 0.9844 | n_estimators=500, learning_rate=0.1, max_features="log2", min_samples_leaf=5, max_depth=7 | +| 0.9844 | n_estimators=300, learning_rate=0.01, max_features="log2", min_samples_leaf=3, max_depth=7 | +| 0.9844 | n_estimators=300, learning_rate=0.1, max_features="log2", min_samples_leaf=5, max_depth=3 | +| 0.9844 | n_estimators=300, learning_rate=0.1, max_features="log2", min_samples_leaf=13, max_depth=7 | +| 0.9844 | n_estimators=500, learning_rate=0.1, max_features="log2", min_samples_leaf=5, max_depth=3 | +| 0.9843 | n_estimators=500, learning_rate=0.01, max_features="log2", min_samples_leaf=7, max_depth=5 | +| 0.9843 | n_estimators=500, learning_rate=0.1, max_features="log2", min_samples_leaf=7, max_depth=5 | +| 0.9843 | n_estimators=500, learning_rate=0.1, max_features="log2", min_samples_leaf=3, max_depth=3 | +| 0.9843 | n_estimators=500, learning_rate=0.01, max_features="log2", min_samples_leaf=13, max_depth=5 | +| 0.9842 | n_estimators=700, learning_rate=0.1, max_features="log2", min_samples_leaf=7, max_depth=3 | +| 0.9842 | n_estimators=500, learning_rate=0.1, max_features="log2", min_samples_leaf=3, max_depth=5 | +| 0.9842 | n_estimators=500, learning_rate=0.01, max_features="log2", min_samples_leaf=5, max_depth=5 | +| 0.9842 | n_estimators=700, learning_rate=0.1, max_features="log2", min_samples_leaf=13, max_depth=7 | +| 0.9842 | n_estimators=300, learning_rate=0.01, max_features="log2", min_samples_leaf=1, max_depth=7 | +| 0.9842 | n_estimators=700, learning_rate=0.1, max_features="log2", min_samples_leaf=3, max_depth=7 | +| 0.9842 | n_estimators=300, learning_rate=0.1, max_features="log2", min_samples_leaf=3, max_depth=5 | +| 0.9842 | n_estimators=700, learning_rate=0.1, max_features="log2", min_samples_leaf=13, max_depth=5 | +| 0.9842 | n_estimators=300, learning_rate=0.1, max_features="log2", min_samples_leaf=7, max_depth=7 | +| 0.9841 | n_estimators=300, learning_rate=0.1, max_features="log2", min_samples_leaf=3, max_depth=7 | +| 0.9841 | n_estimators=500, learning_rate=0.01, max_features="log2", min_samples_leaf=3, max_depth=5 | +| 0.9841 | n_estimators=700, learning_rate=0.1, max_features="log2", min_samples_leaf=3, max_depth=3 | +| 0.9841 | n_estimators=100, learning_rate=0.1, max_features="log2", min_samples_leaf=13, max_depth=3 | +| 0.9841 | n_estimators=700, learning_rate=0.1, max_features="log2", min_samples_leaf=3, max_depth=5 | +| 0.9841 | n_estimators=700, learning_rate=0.1, max_features="log2", min_samples_leaf=5, max_depth=3 | +| 0.9841 | n_estimators=300, learning_rate=0.1, max_features="log2", min_samples_leaf=5, max_depth=7 | +| 0.9841 | n_estimators=700, learning_rate=0.1, max_features="log2", min_samples_leaf=5, max_depth=5 | +| 0.984 | n_estimators=500, learning_rate=0.5, max_features="log2", min_samples_leaf=13, max_depth=1 | +| 0.984 | n_estimators=300, learning_rate=0.5, max_features="log2", min_samples_leaf=13, max_depth=1 | +| 0.984 | n_estimators=700, learning_rate=0.1, max_features="log2", min_samples_leaf=13, max_depth=1 | +| 0.984 | n_estimators=700, learning_rate=0.1, max_features="log2", min_samples_leaf=7, max_depth=5 | +| 0.984 | n_estimators=500, learning_rate=0.1, max_features="log2", min_samples_leaf=5, max_depth=5 | +| 0.984 | n_estimators=100, learning_rate=0.1, max_features="log2", min_samples_leaf=3, max_depth=3 | +| 0.9839 | n_estimators=100, learning_rate=0.1, max_features="log2", min_samples_leaf=7, max_depth=3 | +| 0.9839 | n_estimators=500, learning_rate=0.01, max_features="log2", min_samples_leaf=1, max_depth=5 | +| 0.9838 | n_estimators=100, learning_rate=0.1, max_features="log2", min_samples_leaf=5, max_depth=3 | +| 0.9838 | n_estimators=700, learning_rate=0.1, max_features="log2", min_samples_leaf=7, max_depth=1 | +| 0.9838 | n_estimators=700, learning_rate=0.1, max_features="log2", min_samples_leaf=5, max_depth=1 | +| 0.9837 | n_estimators=300, learning_rate=0.5, max_features="log2", min_samples_leaf=7, max_depth=1 | +| 0.9837 | n_estimators=700, learning_rate=0.01, max_features="log2", min_samples_leaf=5, max_depth=3 | +| 0.9837 | n_estimators=300, learning_rate=0.5, max_features="log2", min_samples_leaf=3, max_depth=1 | +| 0.9837 | n_estimators=700, learning_rate=0.5, max_features="log2", min_samples_leaf=13, max_depth=1 | +| 0.9837 | n_estimators=100, learning_rate=0.1, max_features="log2", min_samples_leaf=1, max_depth=3 | +| 0.9836 | n_estimators=500, learning_rate=0.1, max_features="log2", min_samples_leaf=13, max_depth=1 | +| 0.9836 | n_estimators=100, learning_rate=0.01, max_features="log2", min_samples_leaf=7, max_depth=7 | +| 0.9836 | n_estimators=300, learning_rate=0.01, max_features="log2", min_samples_leaf=7, max_depth=5 | +| 0.9836 | n_estimators=300, learning_rate=0.01, max_features="log2", min_samples_leaf=5, max_depth=5 | +| 0.9836 | n_estimators=700, learning_rate=0.1, max_features="log2", min_samples_leaf=3, max_depth=1 | +| 0.9836 | n_estimators=100, learning_rate=0.5, max_features="log2", min_samples_leaf=13, max_depth=3 | +| 0.9836 | n_estimators=100, learning_rate=0.01, max_features="log2", min_samples_leaf=5, max_depth=7 | +| 0.9836 | n_estimators=300, learning_rate=0.01, max_features="log2", min_samples_leaf=3, max_depth=5 | +| 0.9835 | n_estimators=700, learning_rate=0.01, max_features="log2", min_samples_leaf=13, max_depth=3 | +| 0.9835 | n_estimators=700, learning_rate=0.01, max_features="log2", min_samples_leaf=7, max_depth=3 | +| 0.9835 | n_estimators=500, learning_rate=0.1, max_features="log2", min_samples_leaf=7, max_depth=1 | +| 0.9835 | n_estimators=700, learning_rate=0.01, max_features="log2", min_samples_leaf=3, max_depth=3 | +| 0.9835 | n_estimators=100, learning_rate=0.01, max_features="log2", min_samples_leaf=13, max_depth=7 | +| 0.9834 | n_estimators=300, learning_rate=0.5, max_features="log2", min_samples_leaf=5, max_depth=1 | +| 0.9834 | n_estimators=300, learning_rate=0.01, max_features="log2", min_samples_leaf=13, max_depth=5 | +| 0.9834 | n_estimators=500, learning_rate=0.5, max_features="log2", min_samples_leaf=7, max_depth=1 | +| 0.9834 | n_estimators=700, learning_rate=0.01, max_features="log2", min_samples_leaf=1, max_depth=3 | +| 0.9834 | n_estimators=700, learning_rate=0.1, max_features="log2", min_samples_leaf=1, max_depth=1 | +| 0.9834 | n_estimators=500, learning_rate=0.1, max_features="log2", min_samples_leaf=5, max_depth=1 | +| 0.9834 | n_estimators=500, learning_rate=0.1, max_features="log2", min_samples_leaf=3, max_depth=1 | +| 0.9833 | n_estimators=500, learning_rate=0.5, max_features="log2", min_samples_leaf=5, max_depth=1 | +| 0.9832 | n_estimators=300, learning_rate=0.01, max_features="log2", min_samples_leaf=1, max_depth=5 | +| 0.9832 | n_estimators=100, learning_rate=0.01, max_features="log2", min_samples_leaf=1, max_depth=7 | +| 0.9832 | n_estimators=100, learning_rate=0.5, max_features="log2", min_samples_leaf=13, max_depth=1 | +| 0.9832 | n_estimators=500, learning_rate=0.1, max_features="log2", min_samples_leaf=1, max_depth=1 | +| 0.9832 | n_estimators=100, learning_rate=0.01, max_features="log2", min_samples_leaf=3, max_depth=7 | +| 0.9831 | n_estimators=500, learning_rate=0.01, max_features="log2", min_samples_leaf=13, max_depth=3 | +| 0.9831 | n_estimators=300, learning_rate=0.5, max_features="log2", min_samples_leaf=5, max_depth=3 | +| 0.9831 | n_estimators=500, learning_rate=0.5, max_features="log2", min_samples_leaf=3, max_depth=1 | +| 0.9831 | n_estimators=700, learning_rate=0.5, max_features="log2", min_samples_leaf=5, max_depth=1 | +| 0.983 | n_estimators=700, learning_rate=0.5, max_features="log2", min_samples_leaf=3, max_depth=1 | +| 0.983 | n_estimators=700, learning_rate=0.5, max_features="log2", min_samples_leaf=7, max_depth=1 | +| 0.983 | n_estimators=500, learning_rate=0.01, max_features="log2", min_samples_leaf=5, max_depth=3 | +| 0.983 | n_estimators=500, learning_rate=0.01, max_features="log2", min_samples_leaf=3, max_depth=3 | +| 0.983 | n_estimators=100, learning_rate=0.5, max_features="log2", min_samples_leaf=7, max_depth=1 | +| 0.983 | n_estimators=500, learning_rate=0.01, max_features="log2", min_samples_leaf=1, max_depth=3 | +| 0.9829 | n_estimators=700, learning_rate=0.5, max_features="log2", min_samples_leaf=13, max_depth=3 | +| 0.9829 | n_estimators=500, learning_rate=0.01, max_features="log2", min_samples_leaf=7, max_depth=3 | +| 0.9829 | n_estimators=100, learning_rate=0.5, max_features="log2", min_samples_leaf=5, max_depth=1 | +| 0.9829 | n_estimators=100, learning_rate=0.5, max_features="log2", min_samples_leaf=3, max_depth=1 | +| 0.9829 | n_estimators=300, learning_rate=0.1, max_features="log2", min_samples_leaf=1, max_depth=3 | +| 0.9828 | n_estimators=100, learning_rate=0.5, max_features="log2", min_samples_leaf=13, max_depth=7 | +| 0.9827 | n_estimators=100, learning_rate=0.5, max_features="log2", min_samples_leaf=7, max_depth=5 | +| 0.9827 | n_estimators=300, learning_rate=0.5, max_features="log2", min_samples_leaf=7, max_depth=3 | +| 0.9827 | n_estimators=500, learning_rate=0.5, max_features="log2", min_samples_leaf=1, max_depth=1 | +| 0.9826 | n_estimators=300, learning_rate=0.1, max_features="log2", min_samples_leaf=3, max_depth=1 | +| 0.9826 | n_estimators=100, learning_rate=0.5, max_features="log2", min_samples_leaf=5, max_depth=3 | +| 0.9826 | n_estimators=300, learning_rate=0.1, max_features="log2", min_samples_leaf=7, max_depth=1 | +| 0.9825 | n_estimators=500, learning_rate=0.1, max_features="log2", min_samples_leaf=1, max_depth=3 | +| 0.9824 | n_estimators=100, learning_rate=0.5, max_features="log2", min_samples_leaf=7, max_depth=3 | +| 0.9824 | n_estimators=300, learning_rate=0.1, max_features="log2", min_samples_leaf=5, max_depth=1 | +| 0.9824 | n_estimators=500, learning_rate=0.1, max_features="log2", min_samples_leaf=1, max_depth=7 | +| 0.9824 | n_estimators=300, learning_rate=0.1, max_features="log2", min_samples_leaf=13, max_depth=1 | +| 0.9823 | n_estimators=300, learning_rate=0.5, max_features="log2", min_samples_leaf=13, max_depth=3 | +| 0.9822 | n_estimators=300, learning_rate=0.5, max_features="log2", min_samples_leaf=1, max_depth=1 | +| 0.9822 | n_estimators=100, learning_rate=0.01, max_features="log2", min_samples_leaf=3, max_depth=5 | +| 0.9822 | n_estimators=300, learning_rate=0.1, max_features="log2", min_samples_leaf=1, max_depth=1 | +| 0.9821 | n_estimators=100, learning_rate=0.1, max_features="log2", min_samples_leaf=1, max_depth=5 | +| 0.9821 | n_estimators=100, learning_rate=0.1, max_features="log2", min_samples_leaf=1, max_depth=7 | +| 0.9821 | n_estimators=500, learning_rate=0.5, max_features="log2", min_samples_leaf=7, max_depth=3 | +| 0.982 | n_estimators=100, learning_rate=1, max_features="log2", min_samples_leaf=5, max_depth=1 | +| 0.982 | n_estimators=100, learning_rate=0.01, max_features="log2", min_samples_leaf=5, max_depth=5 | +| 0.982 | n_estimators=100, learning_rate=0.01, max_features="log2", min_samples_leaf=7, max_depth=5 | +| 0.982 | n_estimators=700, learning_rate=0.5, max_features="log2", min_samples_leaf=7, max_depth=3 | +| 0.9819 | n_estimators=500, learning_rate=0.5, max_features="log2", min_samples_leaf=13, max_depth=3 | +| 0.9819 | n_estimators=100, learning_rate=0.01, max_features="log2", min_samples_leaf=13, max_depth=5 | +| 0.9818 | n_estimators=700, learning_rate=0.5, max_features="log2", min_samples_leaf=1, max_depth=1 | +| 0.9818 | n_estimators=700, learning_rate=0.1, max_features="log2", min_samples_leaf=1, max_depth=3 | +| 0.9818 | n_estimators=100, learning_rate=1, max_features="log2", min_samples_leaf=13, max_depth=1 | +| 0.9818 | n_estimators=100, learning_rate=1, max_features="log2", min_samples_leaf=7, max_depth=1 | +| 0.9818 | n_estimators=500, learning_rate=1, max_features="log2", min_samples_leaf=13, max_depth=1 | +| 0.9817 | n_estimators=300, learning_rate=0.01, max_features="log2", min_samples_leaf=1, max_depth=3 | +| 0.9817 | n_estimators=100, learning_rate=0.5, max_features="log2", min_samples_leaf=13, max_depth=5 | +| 0.9817 | n_estimators=100, learning_rate=0.01, max_features="log2", min_samples_leaf=1, max_depth=5 | +| 0.9816 | n_estimators=300, learning_rate=0.5, max_features="log2", min_samples_leaf=13, max_depth=5 | +| 0.9816 | n_estimators=300, learning_rate=0.01, max_features="log2", min_samples_leaf=13, max_depth=3 | +| 0.9816 | n_estimators=700, learning_rate=0.1, max_features="log2", min_samples_leaf=1, max_depth=7 | +| 0.9815 | n_estimators=300, learning_rate=1, max_features="log2", min_samples_leaf=13, max_depth=1 | +| 0.9815 | n_estimators=300, learning_rate=0.01, max_features="log2", min_samples_leaf=7, max_depth=3 | +| 0.9814 | n_estimators=700, learning_rate=1, max_features="log2", min_samples_leaf=13, max_depth=1 | +| 0.9814 | n_estimators=300, learning_rate=0.01, max_features="log2", min_samples_leaf=5, max_depth=3 | +| 0.9813 | n_estimators=100, learning_rate=0.5, max_features="log2", min_samples_leaf=3, max_depth=3 | +| 0.9812 | n_estimators=300, learning_rate=0.1, max_features="log2", min_samples_leaf=1, max_depth=5 | +| 0.9811 | n_estimators=300, learning_rate=0.01, max_features="log2", min_samples_leaf=3, max_depth=3 | +| 0.9811 | n_estimators=500, learning_rate=0.5, max_features="log2", min_samples_leaf=5, max_depth=3 | +| 0.9811 | n_estimators=100, learning_rate=0.5, max_features="log2", min_samples_leaf=5, max_depth=5 | +| 0.981 | n_estimators=300, learning_rate=0.1, max_features="log2", min_samples_leaf=1, max_depth=7 | +| 0.9809 | n_estimators=100, learning_rate=0.5, max_features="log2", min_samples_leaf=5, max_depth=7 | +| 0.9808 | n_estimators=500, learning_rate=1, max_features="log2", min_samples_leaf=5, max_depth=1 | +| 0.9808 | n_estimators=500, learning_rate=0.5, max_features="log2", min_samples_leaf=13, max_depth=5 | +| 0.9808 | n_estimators=300, learning_rate=1, max_features="log2", min_samples_leaf=5, max_depth=1 | +| 0.9807 | n_estimators=100, learning_rate=1, max_features="log2", min_samples_leaf=3, max_depth=1 | +| 0.9807 | n_estimators=300, learning_rate=1, max_features="log2", min_samples_leaf=7, max_depth=1 | +| 0.9806 | n_estimators=100, learning_rate=0.5, max_features="log2", min_samples_leaf=7, max_depth=7 | +| 0.9805 | n_estimators=700, learning_rate=0.1, max_features="log2", min_samples_leaf=1, max_depth=5 | +| 0.9804 | n_estimators=300, learning_rate=1, max_features="log2", min_samples_leaf=3, max_depth=1 | +| 0.9802 | n_estimators=300, learning_rate=0.5, max_features="log2", min_samples_leaf=13, max_depth=7 | +| 0.9796 | n_estimators=300, learning_rate=1, max_features="log2", min_samples_leaf=1, max_depth=1 | +| 0.9795 | n_estimators=100, learning_rate=0.01, max_features="log2", min_samples_leaf=7, max_depth=3 | +| 0.9794 | n_estimators=100, learning_rate=1, max_features="log2", min_samples_leaf=1, max_depth=1 | +| 0.9792 | n_estimators=100, learning_rate=0.1, max_features="log2", min_samples_leaf=7, max_depth=1 | +| 0.9791 | n_estimators=500, learning_rate=0.5, max_features="log2", min_samples_leaf=7, max_depth=5 | +| 0.979 | n_estimators=100, learning_rate=0.01, max_features="log2", min_samples_leaf=3, max_depth=3 | +| 0.979 | n_estimators=100, learning_rate=0.01, max_features="log2", min_samples_leaf=5, max_depth=3 | +| 0.9789 | n_estimators=100, learning_rate=0.01, max_features="log2", min_samples_leaf=1, max_depth=3 | +| 0.9789 | n_estimators=300, learning_rate=0.5, max_features="log2", min_samples_leaf=3, max_depth=3 | +| 0.9788 | n_estimators=500, learning_rate=0.1, max_features="log2", min_samples_leaf=1, max_depth=5 | +| 0.9787 | n_estimators=100, learning_rate=0.1, max_features="log2", min_samples_leaf=3, max_depth=1 | +| 0.9786 | n_estimators=100, learning_rate=0.1, max_features="log2", min_samples_leaf=13, max_depth=1 | +| 0.9785 | n_estimators=100, learning_rate=0.01, max_features="log2", min_samples_leaf=13, max_depth=3 | +| 0.9784 | n_estimators=100, learning_rate=0.1, max_features="log2", min_samples_leaf=1, max_depth=1 | +| 0.9783 | n_estimators=700, learning_rate=0.01, max_features="log2", min_samples_leaf=13, max_depth=1 | +| 0.9781 | n_estimators=700, learning_rate=0.01, max_features="log2", min_samples_leaf=1, max_depth=1 | +| 0.9781 | n_estimators=700, learning_rate=0.01, max_features="log2", min_samples_leaf=3, max_depth=1 | +| 0.9781 | n_estimators=700, learning_rate=0.5, max_features="log2", min_samples_leaf=13, max_depth=5 | +| 0.978 | n_estimators=700, learning_rate=0.01, max_features="log2", min_samples_leaf=5, max_depth=1 | +| 0.978 | n_estimators=100, learning_rate=0.5, max_features="log2", min_samples_leaf=3, max_depth=5 | +| 0.978 | n_estimators=700, learning_rate=0.01, max_features="log2", min_samples_leaf=7, max_depth=1 | +| 0.9779 | n_estimators=100, learning_rate=0.1, max_features="log2", min_samples_leaf=5, max_depth=1 | +| 0.9777 | n_estimators=500, learning_rate=1, max_features="log2", min_samples_leaf=1, max_depth=1 | +| 0.9772 | n_estimators=500, learning_rate=0.01, max_features="log2", min_samples_leaf=13, max_depth=1 | +| 0.9771 | n_estimators=500, learning_rate=0.01, max_features="log2", min_samples_leaf=1, max_depth=1 | +| 0.9771 | n_estimators=500, learning_rate=0.01, max_features="log2", min_samples_leaf=3, max_depth=1 | +| 0.977 | n_estimators=700, learning_rate=0.5, max_features="log2", min_samples_leaf=7, max_depth=5 | +| 0.977 | n_estimators=500, learning_rate=0.5, max_features="log2", min_samples_leaf=13, max_depth=7 | +| 0.9769 | n_estimators=700, learning_rate=0.5, max_features="log2", min_samples_leaf=13, max_depth=7 | +| 0.9769 | n_estimators=500, learning_rate=0.01, max_features="log2", min_samples_leaf=7, max_depth=1 | +| 0.9768 | n_estimators=300, learning_rate=0.5, max_features="log2", min_samples_leaf=1, max_depth=3 | +| 0.9765 | n_estimators=500, learning_rate=0.01, max_features="log2", min_samples_leaf=5, max_depth=1 | +| 0.9765 | n_estimators=700, learning_rate=1, max_features="log2", min_samples_leaf=1, max_depth=1 | +| 0.9763 | n_estimators=300, learning_rate=0.01, max_features="log2", min_samples_leaf=1, max_depth=1 | +| 0.9763 | n_estimators=300, learning_rate=0.01, max_features="log2", min_samples_leaf=3, max_depth=1 | +| 0.9762 | n_estimators=300, learning_rate=0.01, max_features="log2", min_samples_leaf=5, max_depth=1 | +| 0.9761 | n_estimators=700, learning_rate=0.5, max_features="log2", min_samples_leaf=5, max_depth=5 | +| 0.9759 | n_estimators=300, learning_rate=0.01, max_features="log2", min_samples_leaf=7, max_depth=1 | +| 0.9757 | n_estimators=300, learning_rate=0.01, max_features="log2", min_samples_leaf=13, max_depth=1 | +| 0.9754 | n_estimators=500, learning_rate=1, max_features="log2", min_samples_leaf=7, max_depth=1 | +| 0.9747 | n_estimators=700, learning_rate=0.5, max_features="log2", min_samples_leaf=7, max_depth=7 | +| 0.9745 | n_estimators=100, learning_rate=0.01, max_features="log2", min_samples_leaf=1, max_depth=1 | +| 0.9745 | n_estimators=100, learning_rate=0.01, max_features="log2", min_samples_leaf=3, max_depth=1 | +| 0.9744 | n_estimators=100, learning_rate=0.5, max_features="log2", min_samples_leaf=1, max_depth=1 | +| 0.9741 | n_estimators=100, learning_rate=0.01, max_features="log2", min_samples_leaf=13, max_depth=1 | +| 0.9737 | n_estimators=500, learning_rate=1, max_features="log2", min_samples_leaf=3, max_depth=1 | +| 0.9736 | n_estimators=100, learning_rate=0.01, max_features="log2", min_samples_leaf=7, max_depth=1 | +| 0.9735 | n_estimators=100, learning_rate=1, max_features="log2", min_samples_leaf=3, max_depth=3 | +| 0.9721 | n_estimators=100, learning_rate=0.5, max_features="log2", min_samples_leaf=1, max_depth=3 | +| 0.971 | n_estimators=100, learning_rate=0.5, max_features="log2", min_samples_leaf=3, max_depth=7 | +| 0.9707 | n_estimators=100, learning_rate=0.01, max_features="log2", min_samples_leaf=5, max_depth=1 | +| 0.9697 | n_estimators=700, learning_rate=1, max_features="log2", min_samples_leaf=3, max_depth=1 | +| 0.9691 | n_estimators=500, learning_rate=0.5, max_features="log2", min_samples_leaf=1, max_depth=3 | +| 0.9689 | n_estimators=300, learning_rate=0.5, max_features="log2", min_samples_leaf=1, max_depth=7 | +| 0.9682 | n_estimators=100, learning_rate=0.5, max_features="log2", min_samples_leaf=1, max_depth=7 | +| 0.968 | n_estimators=300, learning_rate=0.5, max_features="log2", min_samples_leaf=7, max_depth=5 | +| 0.9678 | n_estimators=100, learning_rate=1, max_features="log2", min_samples_leaf=5, max_depth=3 | +| 0.9676 | n_estimators=700, learning_rate=0.5, max_features="log2", min_samples_leaf=5, max_depth=3 | +| 0.9667 | n_estimators=300, learning_rate=1, max_features="log2", min_samples_leaf=13, max_depth=3 | +| 0.966 | n_estimators=100, learning_rate=1, max_features="log2", min_samples_leaf=13, max_depth=3 | +| 0.9656 | n_estimators=100, learning_rate=0.5, max_features="log2", min_samples_leaf=1, max_depth=5 | +| 0.9655 | n_estimators=500, learning_rate=0.5, max_features="log2", min_samples_leaf=5, max_depth=7 | +| 0.9654 | n_estimators=700, learning_rate=0.5, max_features="log2", min_samples_leaf=1, max_depth=5 | +| 0.9624 | n_estimators=300, learning_rate=0.5, max_features="log2", min_samples_leaf=1, max_depth=5 | +| 0.9617 | n_estimators=700, learning_rate=0.5, max_features="log2", min_samples_leaf=1, max_depth=3 | +| 0.9578 | n_estimators=500, learning_rate=0.5, max_features="log2", min_samples_leaf=7, max_depth=7 | +| 0.9572 | n_estimators=100, learning_rate=1, max_features="log2", min_samples_leaf=13, max_depth=5 | +| 0.9548 | n_estimators=500, learning_rate=0.5, max_features="log2", min_samples_leaf=5, max_depth=5 | +| 0.9507 | n_estimators=700, learning_rate=0.5, max_features="log2", min_samples_leaf=1, max_depth=7 | +| 0.9505 | n_estimators=500, learning_rate=0.5, max_features="log2", min_samples_leaf=1, max_depth=5 | +| 0.9493 | n_estimators=300, learning_rate=0.5, max_features="log2", min_samples_leaf=7, max_depth=7 | +| 0.9493 | n_estimators=700, learning_rate=0.5, max_features="log2", min_samples_leaf=3, max_depth=3 | +| 0.9452 | n_estimators=100, learning_rate=1, max_features="log2", min_samples_leaf=1, max_depth=5 | +| 0.943 | n_estimators=100, learning_rate=1, max_features="log2", min_samples_leaf=7, max_depth=3 | +| 0.943 | n_estimators=500, learning_rate=0.5, max_features="log2", min_samples_leaf=3, max_depth=3 | +| 0.9411 | n_estimators=700, learning_rate=0.5, max_features="log2", min_samples_leaf=3, max_depth=5 | +| 0.9387 | n_estimators=100, learning_rate=1, max_features="log2", min_samples_leaf=5, max_depth=5 | +| 0.9373 | n_estimators=700, learning_rate=0.5, max_features="log2", min_samples_leaf=5, max_depth=7 | +| 0.935 | n_estimators=300, learning_rate=0.5, max_features="log2", min_samples_leaf=3, max_depth=5 | +| 0.9341 | n_estimators=500, learning_rate=0.5, max_features="log2", min_samples_leaf=1, max_depth=7 | +| 0.9302 | n_estimators=500, learning_rate=0.5, max_features="log2", min_samples_leaf=3, max_depth=7 | +| 0.9286 | n_estimators=300, learning_rate=1, max_features="log2", min_samples_leaf=1, max_depth=3 | +| 0.927 | n_estimators=300, learning_rate=1, max_features="log2", min_samples_leaf=7, max_depth=3 | +| 0.9253 | n_estimators=100, learning_rate=1, max_features="log2", min_samples_leaf=13, max_depth=7 | +| 0.9227 | n_estimators=500, learning_rate=1, max_features="log2", min_samples_leaf=3, max_depth=7 | +| 0.9226 | n_estimators=300, learning_rate=0.5, max_features="log2", min_samples_leaf=5, max_depth=7 | +| 0.9193 | n_estimators=700, learning_rate=1, max_features="log2", min_samples_leaf=7, max_depth=5 | +| 0.9168 | n_estimators=300, learning_rate=1, max_features="log2", min_samples_leaf=7, max_depth=7 | +| 0.9161 | n_estimators=100, learning_rate=1, max_features="log2", min_samples_leaf=1, max_depth=7 | +| 0.9141 | n_estimators=100, learning_rate=1, max_features="log2", min_samples_leaf=7, max_depth=5 | +| 0.9132 | n_estimators=500, learning_rate=1, max_features="log2", min_samples_leaf=13, max_depth=5 | +| 0.9093 | n_estimators=500, learning_rate=1, max_features="log2", min_samples_leaf=1, max_depth=7 | +| 0.9028 | n_estimators=100, learning_rate=1, max_features="log2", min_samples_leaf=7, max_depth=7 | +| 0.9026 | n_estimators=300, learning_rate=1, max_features="log2", min_samples_leaf=13, max_depth=5 | +| 0.9017 | n_estimators=300, learning_rate=1, max_features="log2", min_samples_leaf=5, max_depth=7 | +| 0.9011 | n_estimators=700, learning_rate=1, max_features="log2", min_samples_leaf=7, max_depth=7 | +| 0.9011 | n_estimators=300, learning_rate=0.5, max_features="log2", min_samples_leaf=5, max_depth=5 | +| 0.8995 | n_estimators=100, learning_rate=1, max_features="log2", min_samples_leaf=1, max_depth=3 | +| 0.899 | n_estimators=300, learning_rate=1, max_features="log2", min_samples_leaf=7, max_depth=5 | +| 0.8987 | n_estimators=100, learning_rate=1, max_features="log2", min_samples_leaf=5, max_depth=7 | +| 0.898 | n_estimators=700, learning_rate=1, max_features="log2", min_samples_leaf=5, max_depth=1 | +| 0.8948 | n_estimators=300, learning_rate=1, max_features="log2", min_samples_leaf=3, max_depth=7 | +| 0.8925 | n_estimators=700, learning_rate=1, max_features="log2", min_samples_leaf=1, max_depth=7 | +| 0.8924 | n_estimators=300, learning_rate=0.5, max_features="log2", min_samples_leaf=3, max_depth=7 | +| 0.8907 | n_estimators=500, learning_rate=1, max_features="log2", min_samples_leaf=13, max_depth=7 | +| 0.8889 | n_estimators=300, learning_rate=1, max_features="log2", min_samples_leaf=3, max_depth=5 | +| 0.8868 | n_estimators=100, learning_rate=1, max_features="log2", min_samples_leaf=3, max_depth=7 | +| 0.8868 | n_estimators=300, learning_rate=1, max_features="log2", min_samples_leaf=5, max_depth=3 | +| 0.8851 | n_estimators=700, learning_rate=1, max_features="log2", min_samples_leaf=13, max_depth=7 | +| 0.883 | n_estimators=500, learning_rate=1, max_features="log2", min_samples_leaf=3, max_depth=3 | +| 0.8826 | n_estimators=500, learning_rate=0.5, max_features="log2", min_samples_leaf=3, max_depth=5 | +| 0.8822 | n_estimators=700, learning_rate=1, max_features="log2", min_samples_leaf=13, max_depth=3 | +| 0.8813 | n_estimators=500, learning_rate=1, max_features="log2", min_samples_leaf=5, max_depth=5 | +| 0.8807 | n_estimators=700, learning_rate=0.5, max_features="log2", min_samples_leaf=3, max_depth=7 | +| 0.8796 | n_estimators=300, learning_rate=1, max_features="log2", min_samples_leaf=13, max_depth=7 | +| 0.8789 | n_estimators=100, learning_rate=1, max_features="log2", min_samples_leaf=3, max_depth=5 | +| 0.873 | n_estimators=500, learning_rate=1, max_features="log2", min_samples_leaf=5, max_depth=3 | +| 0.8684 | n_estimators=700, learning_rate=1, max_features="log2", min_samples_leaf=1, max_depth=5 | +| 0.8682 | n_estimators=300, learning_rate=1, max_features="log2", min_samples_leaf=1, max_depth=5 | +| 0.8679 | n_estimators=700, learning_rate=1, max_features="log2", min_samples_leaf=5, max_depth=7 | +| 0.8669 | n_estimators=700, learning_rate=1, max_features="log2", min_samples_leaf=3, max_depth=3 | +| 0.8665 | n_estimators=300, learning_rate=1, max_features="log2", min_samples_leaf=1, max_depth=7 | +| 0.8658 | n_estimators=700, learning_rate=1, max_features="log2", min_samples_leaf=3, max_depth=7 | +| 0.8626 | n_estimators=500, learning_rate=1, max_features="log2", min_samples_leaf=3, max_depth=5 | +| 0.857 | n_estimators=700, learning_rate=1, max_features="log2", min_samples_leaf=7, max_depth=3 | +| 0.8552 | n_estimators=500, learning_rate=1, max_features="log2", min_samples_leaf=5, max_depth=7 | +| 0.8548 | n_estimators=700, learning_rate=1, max_features="log2", min_samples_leaf=5, max_depth=5 | +| 0.8521 | n_estimators=300, learning_rate=1, max_features="log2", min_samples_leaf=5, max_depth=5 | +| 0.8476 | n_estimators=500, learning_rate=1, max_features="log2", min_samples_leaf=7, max_depth=5 | +| 0.8436 | n_estimators=700, learning_rate=1, max_features="log2", min_samples_leaf=7, max_depth=1 | +| 0.8261 | n_estimators=500, learning_rate=1, max_features="log2", min_samples_leaf=7, max_depth=3 | +| 0.8246 | n_estimators=700, learning_rate=1, max_features="log2", min_samples_leaf=13, max_depth=5 | +| 0.8241 | n_estimators=500, learning_rate=1, max_features="log2", min_samples_leaf=7, max_depth=7 | +| 0.8215 | n_estimators=500, learning_rate=1, max_features="log2", min_samples_leaf=1, max_depth=5 | +| 0.7991 | n_estimators=700, learning_rate=1, max_features="log2", min_samples_leaf=3, max_depth=5 | +| 0.7972 | n_estimators=300, learning_rate=1, max_features="log2", min_samples_leaf=3, max_depth=3 | +| 0.7911 | n_estimators=700, learning_rate=1, max_features="log2", min_samples_leaf=1, max_depth=3 | +| 0.764 | n_estimators=700, learning_rate=1, max_features="log2", min_samples_leaf=5, max_depth=3 | +| 0.7611 | n_estimators=500, learning_rate=1, max_features="log2", min_samples_leaf=13, max_depth=3 | +| 0.6559 | n_estimators=500, learning_rate=1, max_features="log2", min_samples_leaf=1, max_depth=3 | diff --git a/tuning_reports/wikidatawiki.goodfaith.md b/tuning_reports/wikidatawiki.goodfaith.md index 156b8d2..c50e12b 100644 --- a/tuning_reports/wikidatawiki.goodfaith.md +++ b/tuning_reports/wikidatawiki.goodfaith.md @@ -1,186 +1,439 @@ # Model tuning report -- Revscoring version: 2.2.4 +- Revscoring version: 2.8.2 - Features: editquality.feature_lists.wikidatawiki.goodfaith -- Date: 2018-08-03T15:30:44.916329 -- Observations: 16451 +- Date: 2020-12-02T12:06:37.281752 +- Observations: 16165 - Labels: [true, false] - Statistic: roc_auc.labels.true (maximize) - Folds: 5 # Top scoring configurations -| model | roc_auc.labels.true | params | -|:-----------------------|----------------------:|:-------------------------------------------------------------------------------| -| GradientBoosting | 0.9769 | max_depth=7, learning_rate=0.1, max_features="log2", n_estimators=700 | -| RandomForestClassifier | 0.9764 | n_estimators=40, max_features="log2", criterion="entropy", min_samples_leaf=1 | -| GradientBoosting | 0.9763 | max_depth=7, learning_rate=0.1, max_features="log2", n_estimators=500 | -| RandomForestClassifier | 0.9761 | n_estimators=80, max_features="log2", criterion="entropy", min_samples_leaf=1 | -| RandomForestClassifier | 0.9761 | n_estimators=40, max_features="log2", criterion="gini", min_samples_leaf=1 | -| LogisticRegression | 0.976 | C=10, penalty="l1" | -| GradientBoosting | 0.9758 | max_depth=7, learning_rate=0.5, max_features="log2", n_estimators=500 | -| LogisticRegression | 0.9758 | C=10, penalty="l2" | -| RandomForestClassifier | 0.9758 | n_estimators=160, max_features="log2", criterion="entropy", min_samples_leaf=1 | -| GradientBoosting | 0.9757 | max_depth=7, learning_rate=0.01, max_features="log2", n_estimators=500 | +| model | roc_auc.labels.true | params | +|:-----------------------|----------------------:|:-------------------------------------------------------------------------------------------| +| GradientBoosting | 0.9775 | n_estimators=700, max_depth=7, min_samples_leaf=7, max_features="log2", learning_rate=0.1 | +| GradientBoosting | 0.9774 | n_estimators=700, max_depth=7, min_samples_leaf=3, max_features="log2", learning_rate=0.1 | +| GradientBoosting | 0.9774 | n_estimators=700, max_depth=7, min_samples_leaf=1, max_features="log2", learning_rate=0.1 | +| RandomForestClassifier | 0.9773 | n_estimators=40, min_samples_leaf=1, criterion="entropy", max_features="log2" | +| GradientBoosting | 0.9773 | n_estimators=700, max_depth=7, min_samples_leaf=13, max_features="log2", learning_rate=0.1 | +| GradientBoosting | 0.9772 | n_estimators=700, max_depth=7, min_samples_leaf=5, max_features="log2", learning_rate=0.1 | +| GradientBoosting | 0.9771 | n_estimators=500, max_depth=7, min_samples_leaf=7, max_features="log2", learning_rate=0.1 | +| GradientBoosting | 0.9771 | n_estimators=500, max_depth=7, min_samples_leaf=5, max_features="log2", learning_rate=0.1 | +| RandomForestClassifier | 0.977 | n_estimators=40, min_samples_leaf=1, criterion="gini", max_features="log2" | +| GradientBoosting | 0.9769 | n_estimators=700, max_depth=7, min_samples_leaf=3, max_features="log2", learning_rate=0.5 | # Models ## LogisticRegression | roc_auc.labels.true | params | |----------------------:|:--------------------| -| 0.976 | C=10, penalty="l1" | -| 0.9758 | C=10, penalty="l2" | -| 0.9753 | C=1, penalty="l1" | -| 0.9729 | C=1, penalty="l2" | -| 0.9694 | C=0.1, penalty="l1" | -| 0.969 | C=0.1, penalty="l2" | +| 0.9743 | penalty="l2", C=10 | +| 0.9721 | penalty="l2", C=1 | +| 0.9679 | penalty="l2", C=0.1 | ## BernoulliNB | roc_auc.labels.true | params | |----------------------:|:---------| -| 0.9707 | | +| 0.9694 | | ## GaussianNB | roc_auc.labels.true | params | |----------------------:|:---------| -| 0.9424 | | +| 0.9369 | | ## GradientBoosting -| roc_auc.labels.true | params | -|----------------------:|:-----------------------------------------------------------------------| -| 0.9769 | max_depth=7, learning_rate=0.1, max_features="log2", n_estimators=700 | -| 0.9763 | max_depth=7, learning_rate=0.1, max_features="log2", n_estimators=500 | -| 0.9758 | max_depth=7, learning_rate=0.5, max_features="log2", n_estimators=500 | -| 0.9757 | max_depth=7, learning_rate=0.01, max_features="log2", n_estimators=500 | -| 0.9757 | max_depth=5, learning_rate=0.1, max_features="log2", n_estimators=700 | -| 0.9752 | max_depth=7, learning_rate=0.5, max_features="log2", n_estimators=300 | -| 0.9746 | max_depth=7, learning_rate=0.1, max_features="log2", n_estimators=300 | -| 0.9746 | max_depth=7, learning_rate=0.01, max_features="log2", n_estimators=700 | -| 0.9746 | max_depth=5, learning_rate=0.01, max_features="log2", n_estimators=700 | -| 0.9745 | max_depth=5, learning_rate=0.1, max_features="log2", n_estimators=500 | -| 0.9745 | max_depth=5, learning_rate=0.01, max_features="log2", n_estimators=500 | -| 0.9745 | max_depth=7, learning_rate=0.01, max_features="log2", n_estimators=300 | -| 0.9743 | max_depth=7, learning_rate=0.1, max_features="log2", n_estimators=100 | -| 0.974 | max_depth=3, learning_rate=0.01, max_features="log2", n_estimators=700 | -| 0.9736 | max_depth=3, learning_rate=0.5, max_features="log2", n_estimators=500 | -| 0.9735 | max_depth=3, learning_rate=0.5, max_features="log2", n_estimators=300 | -| 0.9734 | max_depth=5, learning_rate=0.5, max_features="log2", n_estimators=300 | -| 0.9733 | max_depth=5, learning_rate=0.01, max_features="log2", n_estimators=300 | -| 0.9727 | max_depth=1, learning_rate=1, max_features="log2", n_estimators=500 | -| 0.9724 | max_depth=3, learning_rate=0.1, max_features="log2", n_estimators=700 | -| 0.9724 | max_depth=3, learning_rate=0.1, max_features="log2", n_estimators=100 | -| 0.9722 | max_depth=3, learning_rate=0.01, max_features="log2", n_estimators=500 | -| 0.9721 | max_depth=1, learning_rate=1, max_features="log2", n_estimators=700 | -| 0.972 | max_depth=3, learning_rate=0.1, max_features="log2", n_estimators=300 | -| 0.9719 | max_depth=1, learning_rate=0.5, max_features="log2", n_estimators=700 | -| 0.9719 | max_depth=1, learning_rate=0.1, max_features="log2", n_estimators=700 | -| 0.9719 | max_depth=5, learning_rate=0.1, max_features="log2", n_estimators=300 | -| 0.9717 | max_depth=5, learning_rate=0.1, max_features="log2", n_estimators=100 | -| 0.9715 | max_depth=3, learning_rate=0.1, max_features="log2", n_estimators=500 | -| 0.9712 | max_depth=1, learning_rate=0.1, max_features="log2", n_estimators=500 | -| 0.9712 | max_depth=1, learning_rate=0.5, max_features="log2", n_estimators=500 | -| 0.9708 | max_depth=3, learning_rate=0.01, max_features="log2", n_estimators=300 | -| 0.9706 | max_depth=1, learning_rate=1, max_features="log2", n_estimators=300 | -| 0.9704 | max_depth=7, learning_rate=0.5, max_features="log2", n_estimators=100 | -| 0.9703 | max_depth=1, learning_rate=0.1, max_features="log2", n_estimators=300 | -| 0.9703 | max_depth=1, learning_rate=0.5, max_features="log2", n_estimators=300 | -| 0.9699 | max_depth=3, learning_rate=0.5, max_features="log2", n_estimators=100 | -| 0.9698 | max_depth=7, learning_rate=0.01, max_features="log2", n_estimators=100 | -| 0.9696 | max_depth=1, learning_rate=1, max_features="log2", n_estimators=100 | -| 0.9681 | max_depth=5, learning_rate=0.01, max_features="log2", n_estimators=100 | -| 0.9679 | max_depth=1, learning_rate=0.01, max_features="log2", n_estimators=700 | -| 0.9674 | max_depth=1, learning_rate=0.5, max_features="log2", n_estimators=100 | -| 0.9672 | max_depth=3, learning_rate=1, max_features="log2", n_estimators=100 | -| 0.9669 | max_depth=5, learning_rate=0.5, max_features="log2", n_estimators=100 | -| 0.9667 | max_depth=1, learning_rate=0.1, max_features="log2", n_estimators=100 | -| 0.9662 | max_depth=1, learning_rate=0.01, max_features="log2", n_estimators=500 | -| 0.9655 | max_depth=3, learning_rate=0.01, max_features="log2", n_estimators=100 | -| 0.9649 | max_depth=1, learning_rate=0.01, max_features="log2", n_estimators=300 | -| 0.9608 | max_depth=1, learning_rate=0.01, max_features="log2", n_estimators=100 | -| 0.9578 | max_depth=5, learning_rate=1, max_features="log2", n_estimators=100 | -| 0.9554 | max_depth=5, learning_rate=0.5, max_features="log2", n_estimators=700 | -| 0.9521 | max_depth=5, learning_rate=0.5, max_features="log2", n_estimators=500 | -| 0.9465 | max_depth=7, learning_rate=1, max_features="log2", n_estimators=100 | -| 0.9448 | max_depth=3, learning_rate=0.5, max_features="log2", n_estimators=700 | -| 0.9396 | max_depth=7, learning_rate=0.5, max_features="log2", n_estimators=700 | -| 0.9211 | max_depth=3, learning_rate=1, max_features="log2", n_estimators=500 | -| 0.8852 | max_depth=5, learning_rate=1, max_features="log2", n_estimators=300 | -| 0.8837 | max_depth=3, learning_rate=1, max_features="log2", n_estimators=300 | -| 0.8585 | max_depth=7, learning_rate=1, max_features="log2", n_estimators=300 | -| 0.852 | max_depth=7, learning_rate=1, max_features="log2", n_estimators=500 | -| 0.8355 | max_depth=7, learning_rate=1, max_features="log2", n_estimators=700 | -| 0.8157 | max_depth=5, learning_rate=1, max_features="log2", n_estimators=500 | -| 0.7732 | max_depth=5, learning_rate=1, max_features="log2", n_estimators=700 | -| 0.715 | max_depth=3, learning_rate=1, max_features="log2", n_estimators=700 | +| roc_auc.labels.true | params | +|----------------------:|:--------------------------------------------------------------------------------------------| +| 0.9775 | n_estimators=700, max_depth=7, min_samples_leaf=7, max_features="log2", learning_rate=0.1 | +| 0.9774 | n_estimators=700, max_depth=7, min_samples_leaf=3, max_features="log2", learning_rate=0.1 | +| 0.9774 | n_estimators=700, max_depth=7, min_samples_leaf=1, max_features="log2", learning_rate=0.1 | +| 0.9773 | n_estimators=700, max_depth=7, min_samples_leaf=13, max_features="log2", learning_rate=0.1 | +| 0.9772 | n_estimators=700, max_depth=7, min_samples_leaf=5, max_features="log2", learning_rate=0.1 | +| 0.9771 | n_estimators=500, max_depth=7, min_samples_leaf=7, max_features="log2", learning_rate=0.1 | +| 0.9771 | n_estimators=500, max_depth=7, min_samples_leaf=5, max_features="log2", learning_rate=0.1 | +| 0.9769 | n_estimators=700, max_depth=7, min_samples_leaf=3, max_features="log2", learning_rate=0.5 | +| 0.9769 | n_estimators=700, max_depth=7, min_samples_leaf=5, max_features="log2", learning_rate=0.5 | +| 0.9769 | n_estimators=500, max_depth=7, min_samples_leaf=3, max_features="log2", learning_rate=0.1 | +| 0.9768 | n_estimators=700, max_depth=7, min_samples_leaf=7, max_features="log2", learning_rate=0.5 | +| 0.9768 | n_estimators=500, max_depth=7, min_samples_leaf=1, max_features="log2", learning_rate=0.1 | +| 0.9768 | n_estimators=500, max_depth=7, min_samples_leaf=13, max_features="log2", learning_rate=0.1 | +| 0.9767 | n_estimators=700, max_depth=5, min_samples_leaf=7, max_features="log2", learning_rate=0.5 | +| 0.9766 | n_estimators=700, max_depth=5, min_samples_leaf=5, max_features="log2", learning_rate=0.1 | +| 0.9766 | n_estimators=700, max_depth=5, min_samples_leaf=3, max_features="log2", learning_rate=0.5 | +| 0.9765 | n_estimators=500, max_depth=7, min_samples_leaf=5, max_features="log2", learning_rate=0.5 | +| 0.9764 | n_estimators=500, max_depth=7, min_samples_leaf=3, max_features="log2", learning_rate=0.5 | +| 0.9764 | n_estimators=300, max_depth=7, min_samples_leaf=13, max_features="log2", learning_rate=0.5 | +| 0.9763 | n_estimators=700, max_depth=7, min_samples_leaf=7, max_features="log2", learning_rate=0.01 | +| 0.9762 | n_estimators=500, max_depth=7, min_samples_leaf=7, max_features="log2", learning_rate=0.5 | +| 0.9762 | n_estimators=700, max_depth=7, min_samples_leaf=13, max_features="log2", learning_rate=0.5 | +| 0.9761 | n_estimators=300, max_depth=7, min_samples_leaf=5, max_features="log2", learning_rate=0.5 | +| 0.9761 | n_estimators=500, max_depth=7, min_samples_leaf=1, max_features="log2", learning_rate=0.5 | +| 0.976 | n_estimators=700, max_depth=5, min_samples_leaf=7, max_features="log2", learning_rate=0.1 | +| 0.976 | n_estimators=700, max_depth=7, min_samples_leaf=3, max_features="log2", learning_rate=0.01 | +| 0.976 | n_estimators=500, max_depth=7, min_samples_leaf=5, max_features="log2", learning_rate=0.01 | +| 0.976 | n_estimators=700, max_depth=5, min_samples_leaf=13, max_features="log2", learning_rate=0.1 | +| 0.9759 | n_estimators=700, max_depth=5, min_samples_leaf=1, max_features="log2", learning_rate=0.1 | +| 0.9759 | n_estimators=500, max_depth=7, min_samples_leaf=13, max_features="log2", learning_rate=0.5 | +| 0.9759 | n_estimators=700, max_depth=7, min_samples_leaf=1, max_features="log2", learning_rate=0.01 | +| 0.9758 | n_estimators=700, max_depth=7, min_samples_leaf=13, max_features="log2", learning_rate=0.01 | +| 0.9758 | n_estimators=500, max_depth=5, min_samples_leaf=13, max_features="log2", learning_rate=0.5 | +| 0.9758 | n_estimators=500, max_depth=7, min_samples_leaf=13, max_features="log2", learning_rate=0.01 | +| 0.9757 | n_estimators=700, max_depth=3, min_samples_leaf=7, max_features="log2", learning_rate=0.5 | +| 0.9757 | n_estimators=300, max_depth=5, min_samples_leaf=13, max_features="log2", learning_rate=0.5 | +| 0.9757 | n_estimators=700, max_depth=5, min_samples_leaf=1, max_features="log2", learning_rate=0.5 | +| 0.9757 | n_estimators=100, max_depth=7, min_samples_leaf=13, max_features="log2", learning_rate=0.5 | +| 0.9757 | n_estimators=700, max_depth=5, min_samples_leaf=3, max_features="log2", learning_rate=0.1 | +| 0.9757 | n_estimators=300, max_depth=7, min_samples_leaf=7, max_features="log2", learning_rate=0.5 | +| 0.9756 | n_estimators=700, max_depth=5, min_samples_leaf=13, max_features="log2", learning_rate=0.5 | +| 0.9756 | n_estimators=300, max_depth=7, min_samples_leaf=7, max_features="log2", learning_rate=0.1 | +| 0.9756 | n_estimators=300, max_depth=7, min_samples_leaf=3, max_features="log2", learning_rate=0.5 | +| 0.9756 | n_estimators=500, max_depth=3, min_samples_leaf=5, max_features="log2", learning_rate=0.5 | +| 0.9755 | n_estimators=500, max_depth=5, min_samples_leaf=7, max_features="log2", learning_rate=0.5 | +| 0.9755 | n_estimators=300, max_depth=7, min_samples_leaf=1, max_features="log2", learning_rate=0.5 | +| 0.9754 | n_estimators=100, max_depth=7, min_samples_leaf=7, max_features="log2", learning_rate=0.1 | +| 0.9754 | n_estimators=500, max_depth=7, min_samples_leaf=3, max_features="log2", learning_rate=0.01 | +| 0.9754 | n_estimators=700, max_depth=3, min_samples_leaf=13, max_features="log2", learning_rate=0.5 | +| 0.9754 | n_estimators=700, max_depth=5, min_samples_leaf=1, max_features="log2", learning_rate=0.01 | +| 0.9754 | n_estimators=500, max_depth=5, min_samples_leaf=3, max_features="log2", learning_rate=0.1 | +| 0.9754 | n_estimators=700, max_depth=5, min_samples_leaf=7, max_features="log2", learning_rate=0.01 | +| 0.9754 | n_estimators=700, max_depth=7, min_samples_leaf=1, max_features="log2", learning_rate=0.5 | +| 0.9754 | n_estimators=700, max_depth=5, min_samples_leaf=13, max_features="log2", learning_rate=0.01 | +| 0.9754 | n_estimators=300, max_depth=7, min_samples_leaf=5, max_features="log2", learning_rate=0.1 | +| 0.9753 | n_estimators=300, max_depth=7, min_samples_leaf=3, max_features="log2", learning_rate=0.1 | +| 0.9753 | n_estimators=700, max_depth=5, min_samples_leaf=5, max_features="log2", learning_rate=0.01 | +| 0.9752 | n_estimators=100, max_depth=7, min_samples_leaf=7, max_features="log2", learning_rate=0.5 | +| 0.9752 | n_estimators=300, max_depth=5, min_samples_leaf=7, max_features="log2", learning_rate=0.5 | +| 0.9752 | n_estimators=500, max_depth=3, min_samples_leaf=13, max_features="log2", learning_rate=0.5 | +| 0.9752 | n_estimators=100, max_depth=5, min_samples_leaf=7, max_features="log2", learning_rate=0.1 | +| 0.9752 | n_estimators=300, max_depth=7, min_samples_leaf=1, max_features="log2", learning_rate=0.1 | +| 0.9751 | n_estimators=100, max_depth=5, min_samples_leaf=3, max_features="log2", learning_rate=0.1 | +| 0.9751 | n_estimators=500, max_depth=7, min_samples_leaf=7, max_features="log2", learning_rate=0.01 | +| 0.9751 | n_estimators=100, max_depth=7, min_samples_leaf=13, max_features="log2", learning_rate=0.1 | +| 0.975 | n_estimators=300, max_depth=3, min_samples_leaf=13, max_features="log2", learning_rate=0.5 | +| 0.9749 | n_estimators=100, max_depth=5, min_samples_leaf=5, max_features="log2", learning_rate=0.1 | +| 0.9749 | n_estimators=500, max_depth=5, min_samples_leaf=13, max_features="log2", learning_rate=0.1 | +| 0.9749 | n_estimators=300, max_depth=7, min_samples_leaf=13, max_features="log2", learning_rate=0.1 | +| 0.9749 | n_estimators=500, max_depth=5, min_samples_leaf=5, max_features="log2", learning_rate=0.1 | +| 0.9748 | n_estimators=300, max_depth=5, min_samples_leaf=5, max_features="log2", learning_rate=0.5 | +| 0.9747 | n_estimators=500, max_depth=7, min_samples_leaf=1, max_features="log2", learning_rate=0.01 | +| 0.9747 | n_estimators=700, max_depth=7, min_samples_leaf=5, max_features="log2", learning_rate=0.01 | +| 0.9747 | n_estimators=500, max_depth=5, min_samples_leaf=5, max_features="log2", learning_rate=0.01 | +| 0.9747 | n_estimators=100, max_depth=5, min_samples_leaf=13, max_features="log2", learning_rate=0.1 | +| 0.9747 | n_estimators=300, max_depth=3, min_samples_leaf=5, max_features="log2", learning_rate=0.5 | +| 0.9746 | n_estimators=500, max_depth=5, min_samples_leaf=7, max_features="log2", learning_rate=0.01 | +| 0.9746 | n_estimators=700, max_depth=1, min_samples_leaf=5, max_features="log2", learning_rate=0.1 | +| 0.9746 | n_estimators=100, max_depth=3, min_samples_leaf=13, max_features="log2", learning_rate=0.5 | +| 0.9746 | n_estimators=500, max_depth=5, min_samples_leaf=7, max_features="log2", learning_rate=0.1 | +| 0.9745 | n_estimators=500, max_depth=5, min_samples_leaf=3, max_features="log2", learning_rate=0.01 | +| 0.9745 | n_estimators=500, max_depth=5, min_samples_leaf=1, max_features="log2", learning_rate=0.01 | +| 0.9745 | n_estimators=300, max_depth=3, min_samples_leaf=7, max_features="log2", learning_rate=0.1 | +| 0.9745 | n_estimators=500, max_depth=3, min_samples_leaf=3, max_features="log2", learning_rate=0.5 | +| 0.9745 | n_estimators=300, max_depth=3, min_samples_leaf=7, max_features="log2", learning_rate=0.5 | +| 0.9744 | n_estimators=500, max_depth=5, min_samples_leaf=13, max_features="log2", learning_rate=0.01 | +| 0.9744 | n_estimators=300, max_depth=3, min_samples_leaf=3, max_features="log2", learning_rate=0.1 | +| 0.9744 | n_estimators=700, max_depth=1, min_samples_leaf=7, max_features="log2", learning_rate=0.1 | +| 0.9744 | n_estimators=300, max_depth=5, min_samples_leaf=3, max_features="log2", learning_rate=0.5 | +| 0.9743 | n_estimators=100, max_depth=5, min_samples_leaf=13, max_features="log2", learning_rate=0.5 | +| 0.9743 | n_estimators=500, max_depth=5, min_samples_leaf=1, max_features="log2", learning_rate=0.1 | +| 0.9743 | n_estimators=500, max_depth=1, min_samples_leaf=13, max_features="log2", learning_rate=0.1 | +| 0.9743 | n_estimators=100, max_depth=3, min_samples_leaf=5, max_features="log2", learning_rate=0.1 | +| 0.9743 | n_estimators=700, max_depth=1, min_samples_leaf=13, max_features="log2", learning_rate=0.1 | +| 0.9743 | n_estimators=500, max_depth=1, min_samples_leaf=7, max_features="log2", learning_rate=0.1 | +| 0.9743 | n_estimators=700, max_depth=5, min_samples_leaf=3, max_features="log2", learning_rate=0.01 | +| 0.9742 | n_estimators=100, max_depth=3, min_samples_leaf=7, max_features="log2", learning_rate=0.1 | +| 0.9742 | n_estimators=300, max_depth=3, min_samples_leaf=13, max_features="log2", learning_rate=0.1 | +| 0.9742 | n_estimators=100, max_depth=5, min_samples_leaf=5, max_features="log2", learning_rate=0.5 | +| 0.9742 | n_estimators=700, max_depth=1, min_samples_leaf=3, max_features="log2", learning_rate=0.1 | +| 0.9742 | n_estimators=700, max_depth=1, min_samples_leaf=1, max_features="log2", learning_rate=0.1 | +| 0.9741 | n_estimators=500, max_depth=1, min_samples_leaf=5, max_features="log2", learning_rate=0.1 | +| 0.9741 | n_estimators=300, max_depth=1, min_samples_leaf=3, max_features="log2", learning_rate=0.5 | +| 0.9741 | n_estimators=500, max_depth=5, min_samples_leaf=1, max_features="log2", learning_rate=0.5 | +| 0.9741 | n_estimators=300, max_depth=7, min_samples_leaf=7, max_features="log2", learning_rate=0.01 | +| 0.9741 | n_estimators=100, max_depth=3, min_samples_leaf=13, max_features="log2", learning_rate=0.1 | +| 0.974 | n_estimators=300, max_depth=1, min_samples_leaf=5, max_features="log2", learning_rate=0.5 | +| 0.974 | n_estimators=300, max_depth=7, min_samples_leaf=3, max_features="log2", learning_rate=0.01 | +| 0.974 | n_estimators=300, max_depth=7, min_samples_leaf=5, max_features="log2", learning_rate=0.01 | +| 0.974 | n_estimators=500, max_depth=1, min_samples_leaf=3, max_features="log2", learning_rate=0.1 | +| 0.974 | n_estimators=300, max_depth=7, min_samples_leaf=13, max_features="log2", learning_rate=0.01 | +| 0.974 | n_estimators=500, max_depth=1, min_samples_leaf=1, max_features="log2", learning_rate=0.1 | +| 0.9738 | n_estimators=300, max_depth=3, min_samples_leaf=5, max_features="log2", learning_rate=0.1 | +| 0.9738 | n_estimators=700, max_depth=3, min_samples_leaf=13, max_features="log2", learning_rate=0.01 | +| 0.9738 | n_estimators=500, max_depth=1, min_samples_leaf=3, max_features="log2", learning_rate=0.5 | +| 0.9737 | n_estimators=100, max_depth=1, min_samples_leaf=7, max_features="log2", learning_rate=0.5 | +| 0.9737 | n_estimators=100, max_depth=7, min_samples_leaf=5, max_features="log2", learning_rate=0.5 | +| 0.9737 | n_estimators=300, max_depth=7, min_samples_leaf=1, max_features="log2", learning_rate=0.01 | +| 0.9737 | n_estimators=700, max_depth=3, min_samples_leaf=1, max_features="log2", learning_rate=0.01 | +| 0.9736 | n_estimators=700, max_depth=3, min_samples_leaf=5, max_features="log2", learning_rate=0.01 | +| 0.9736 | n_estimators=300, max_depth=5, min_samples_leaf=1, max_features="log2", learning_rate=0.5 | +| 0.9736 | n_estimators=700, max_depth=3, min_samples_leaf=7, max_features="log2", learning_rate=0.01 | +| 0.9736 | n_estimators=100, max_depth=1, min_samples_leaf=5, max_features="log2", learning_rate=0.5 | +| 0.9736 | n_estimators=100, max_depth=1, min_samples_leaf=13, max_features="log2", learning_rate=0.5 | +| 0.9735 | n_estimators=500, max_depth=1, min_samples_leaf=7, max_features="log2", learning_rate=0.5 | +| 0.9734 | n_estimators=100, max_depth=7, min_samples_leaf=1, max_features="log2", learning_rate=0.1 | +| 0.9733 | n_estimators=700, max_depth=3, min_samples_leaf=3, max_features="log2", learning_rate=0.01 | +| 0.9733 | n_estimators=100, max_depth=5, min_samples_leaf=7, max_features="log2", learning_rate=0.5 | +| 0.9733 | n_estimators=100, max_depth=3, min_samples_leaf=1, max_features="log2", learning_rate=0.1 | +| 0.9731 | n_estimators=300, max_depth=3, min_samples_leaf=3, max_features="log2", learning_rate=0.5 | +| 0.9731 | n_estimators=300, max_depth=5, min_samples_leaf=5, max_features="log2", learning_rate=0.01 | +| 0.9731 | n_estimators=300, max_depth=1, min_samples_leaf=1, max_features="log2", learning_rate=0.1 | +| 0.9731 | n_estimators=500, max_depth=3, min_samples_leaf=7, max_features="log2", learning_rate=0.5 | +| 0.973 | n_estimators=300, max_depth=1, min_samples_leaf=13, max_features="log2", learning_rate=0.5 | +| 0.973 | n_estimators=700, max_depth=3, min_samples_leaf=7, max_features="log2", learning_rate=0.1 | +| 0.973 | n_estimators=700, max_depth=3, min_samples_leaf=3, max_features="log2", learning_rate=0.1 | +| 0.973 | n_estimators=100, max_depth=5, min_samples_leaf=3, max_features="log2", learning_rate=0.5 | +| 0.973 | n_estimators=300, max_depth=5, min_samples_leaf=13, max_features="log2", learning_rate=0.1 | +| 0.9729 | n_estimators=700, max_depth=1, min_samples_leaf=5, max_features="log2", learning_rate=0.5 | +| 0.9729 | n_estimators=100, max_depth=3, min_samples_leaf=3, max_features="log2", learning_rate=0.1 | +| 0.9729 | n_estimators=700, max_depth=3, min_samples_leaf=5, max_features="log2", learning_rate=0.1 | +| 0.9729 | n_estimators=300, max_depth=3, min_samples_leaf=1, max_features="log2", learning_rate=0.5 | +| 0.9729 | n_estimators=700, max_depth=3, min_samples_leaf=13, max_features="log2", learning_rate=0.1 | +| 0.9728 | n_estimators=300, max_depth=1, min_samples_leaf=3, max_features="log2", learning_rate=1 | +| 0.9728 | n_estimators=300, max_depth=5, min_samples_leaf=3, max_features="log2", learning_rate=0.01 | +| 0.9728 | n_estimators=300, max_depth=1, min_samples_leaf=7, max_features="log2", learning_rate=0.5 | +| 0.9727 | n_estimators=500, max_depth=3, min_samples_leaf=1, max_features="log2", learning_rate=0.01 | +| 0.9727 | n_estimators=300, max_depth=1, min_samples_leaf=7, max_features="log2", learning_rate=0.1 | +| 0.9727 | n_estimators=300, max_depth=5, min_samples_leaf=7, max_features="log2", learning_rate=0.01 | +| 0.9726 | n_estimators=500, max_depth=3, min_samples_leaf=13, max_features="log2", learning_rate=0.01 | +| 0.9726 | n_estimators=500, max_depth=1, min_samples_leaf=5, max_features="log2", learning_rate=0.5 | +| 0.9726 | n_estimators=300, max_depth=1, min_samples_leaf=3, max_features="log2", learning_rate=0.1 | +| 0.9725 | n_estimators=700, max_depth=1, min_samples_leaf=13, max_features="log2", learning_rate=1 | +| 0.9725 | n_estimators=300, max_depth=5, min_samples_leaf=7, max_features="log2", learning_rate=0.1 | +| 0.9725 | n_estimators=300, max_depth=5, min_samples_leaf=5, max_features="log2", learning_rate=0.1 | +| 0.9724 | n_estimators=300, max_depth=5, min_samples_leaf=3, max_features="log2", learning_rate=0.1 | +| 0.9724 | n_estimators=300, max_depth=1, min_samples_leaf=13, max_features="log2", learning_rate=0.1 | +| 0.9724 | n_estimators=100, max_depth=5, min_samples_leaf=1, max_features="log2", learning_rate=0.1 | +| 0.9724 | n_estimators=300, max_depth=5, min_samples_leaf=13, max_features="log2", learning_rate=0.01 | +| 0.9723 | n_estimators=100, max_depth=7, min_samples_leaf=5, max_features="log2", learning_rate=0.01 | +| 0.9723 | n_estimators=700, max_depth=3, min_samples_leaf=1, max_features="log2", learning_rate=0.1 | +| 0.9723 | n_estimators=500, max_depth=3, min_samples_leaf=5, max_features="log2", learning_rate=0.01 | +| 0.9722 | n_estimators=700, max_depth=1, min_samples_leaf=7, max_features="log2", learning_rate=1 | +| 0.9722 | n_estimators=500, max_depth=3, min_samples_leaf=3, max_features="log2", learning_rate=0.01 | +| 0.9721 | n_estimators=300, max_depth=1, min_samples_leaf=5, max_features="log2", learning_rate=0.1 | +| 0.9721 | n_estimators=500, max_depth=1, min_samples_leaf=13, max_features="log2", learning_rate=1 | +| 0.9721 | n_estimators=700, max_depth=1, min_samples_leaf=5, max_features="log2", learning_rate=1 | +| 0.9721 | n_estimators=100, max_depth=7, min_samples_leaf=3, max_features="log2", learning_rate=0.5 | +| 0.972 | n_estimators=500, max_depth=1, min_samples_leaf=5, max_features="log2", learning_rate=1 | +| 0.972 | n_estimators=500, max_depth=3, min_samples_leaf=7, max_features="log2", learning_rate=0.01 | +| 0.972 | n_estimators=700, max_depth=3, min_samples_leaf=3, max_features="log2", learning_rate=0.5 | +| 0.9719 | n_estimators=100, max_depth=7, min_samples_leaf=1, max_features="log2", learning_rate=0.01 | +| 0.9718 | n_estimators=500, max_depth=3, min_samples_leaf=1, max_features="log2", learning_rate=0.1 | +| 0.9717 | n_estimators=500, max_depth=1, min_samples_leaf=1, max_features="log2", learning_rate=1 | +| 0.9717 | n_estimators=700, max_depth=1, min_samples_leaf=13, max_features="log2", learning_rate=0.5 | +| 0.9716 | n_estimators=100, max_depth=7, min_samples_leaf=5, max_features="log2", learning_rate=0.1 | +| 0.9716 | n_estimators=100, max_depth=7, min_samples_leaf=3, max_features="log2", learning_rate=0.1 | +| 0.9716 | n_estimators=300, max_depth=1, min_samples_leaf=13, max_features="log2", learning_rate=1 | +| 0.9715 | n_estimators=100, max_depth=3, min_samples_leaf=5, max_features="log2", learning_rate=0.5 | +| 0.9715 | n_estimators=100, max_depth=1, min_samples_leaf=5, max_features="log2", learning_rate=1 | +| 0.9715 | n_estimators=300, max_depth=5, min_samples_leaf=1, max_features="log2", learning_rate=0.01 | +| 0.9715 | n_estimators=500, max_depth=3, min_samples_leaf=13, max_features="log2", learning_rate=0.1 | +| 0.9715 | n_estimators=700, max_depth=1, min_samples_leaf=1, max_features="log2", learning_rate=1 | +| 0.9715 | n_estimators=300, max_depth=5, min_samples_leaf=1, max_features="log2", learning_rate=0.1 | +| 0.9714 | n_estimators=500, max_depth=3, min_samples_leaf=7, max_features="log2", learning_rate=0.1 | +| 0.9714 | n_estimators=500, max_depth=3, min_samples_leaf=1, max_features="log2", learning_rate=0.5 | +| 0.9714 | n_estimators=700, max_depth=1, min_samples_leaf=1, max_features="log2", learning_rate=0.5 | +| 0.9714 | n_estimators=100, max_depth=7, min_samples_leaf=13, max_features="log2", learning_rate=0.01 | +| 0.9714 | n_estimators=100, max_depth=3, min_samples_leaf=7, max_features="log2", learning_rate=0.5 | +| 0.9713 | n_estimators=100, max_depth=5, min_samples_leaf=5, max_features="log2", learning_rate=0.01 | +| 0.9712 | n_estimators=100, max_depth=3, min_samples_leaf=7, max_features="log2", learning_rate=1 | +| 0.9712 | n_estimators=700, max_depth=1, min_samples_leaf=3, max_features="log2", learning_rate=0.5 | +| 0.9712 | n_estimators=500, max_depth=3, min_samples_leaf=3, max_features="log2", learning_rate=0.1 | +| 0.9711 | n_estimators=500, max_depth=3, min_samples_leaf=5, max_features="log2", learning_rate=0.1 | +| 0.9711 | n_estimators=100, max_depth=1, min_samples_leaf=13, max_features="log2", learning_rate=1 | +| 0.971 | n_estimators=100, max_depth=7, min_samples_leaf=1, max_features="log2", learning_rate=0.5 | +| 0.971 | n_estimators=700, max_depth=1, min_samples_leaf=7, max_features="log2", learning_rate=0.5 | +| 0.9708 | n_estimators=300, max_depth=1, min_samples_leaf=5, max_features="log2", learning_rate=1 | +| 0.9708 | n_estimators=100, max_depth=7, min_samples_leaf=3, max_features="log2", learning_rate=0.01 | +| 0.9707 | n_estimators=100, max_depth=3, min_samples_leaf=1, max_features="log2", learning_rate=0.5 | +| 0.9707 | n_estimators=100, max_depth=5, min_samples_leaf=7, max_features="log2", learning_rate=0.01 | +| 0.9707 | n_estimators=500, max_depth=1, min_samples_leaf=7, max_features="log2", learning_rate=1 | +| 0.9705 | n_estimators=300, max_depth=1, min_samples_leaf=1, max_features="log2", learning_rate=1 | +| 0.9704 | n_estimators=100, max_depth=7, min_samples_leaf=7, max_features="log2", learning_rate=0.01 | +| 0.9703 | n_estimators=500, max_depth=1, min_samples_leaf=13, max_features="log2", learning_rate=0.5 | +| 0.9702 | n_estimators=500, max_depth=1, min_samples_leaf=1, max_features="log2", learning_rate=0.5 | +| 0.9702 | n_estimators=300, max_depth=3, min_samples_leaf=7, max_features="log2", learning_rate=0.01 | +| 0.9701 | n_estimators=100, max_depth=3, min_samples_leaf=3, max_features="log2", learning_rate=0.5 | +| 0.9699 | n_estimators=100, max_depth=5, min_samples_leaf=1, max_features="log2", learning_rate=0.01 | +| 0.9698 | n_estimators=100, max_depth=1, min_samples_leaf=7, max_features="log2", learning_rate=1 | +| 0.9698 | n_estimators=300, max_depth=1, min_samples_leaf=7, max_features="log2", learning_rate=1 | +| 0.9693 | n_estimators=300, max_depth=1, min_samples_leaf=1, max_features="log2", learning_rate=0.5 | +| 0.9692 | n_estimators=500, max_depth=1, min_samples_leaf=3, max_features="log2", learning_rate=1 | +| 0.9692 | n_estimators=100, max_depth=1, min_samples_leaf=3, max_features="log2", learning_rate=0.5 | +| 0.9691 | n_estimators=300, max_depth=3, min_samples_leaf=1, max_features="log2", learning_rate=0.1 | +| 0.9689 | n_estimators=300, max_depth=3, min_samples_leaf=1, max_features="log2", learning_rate=0.01 | +| 0.9689 | n_estimators=300, max_depth=3, min_samples_leaf=3, max_features="log2", learning_rate=0.01 | +| 0.9689 | n_estimators=300, max_depth=3, min_samples_leaf=5, max_features="log2", learning_rate=0.01 | +| 0.9688 | n_estimators=300, max_depth=3, min_samples_leaf=13, max_features="log2", learning_rate=0.01 | +| 0.9687 | n_estimators=100, max_depth=5, min_samples_leaf=13, max_features="log2", learning_rate=0.01 | +| 0.9687 | n_estimators=100, max_depth=3, min_samples_leaf=5, max_features="log2", learning_rate=1 | +| 0.9685 | n_estimators=700, max_depth=1, min_samples_leaf=1, max_features="log2", learning_rate=0.01 | +| 0.9685 | n_estimators=700, max_depth=3, min_samples_leaf=1, max_features="log2", learning_rate=0.5 | +| 0.9684 | n_estimators=100, max_depth=1, min_samples_leaf=5, max_features="log2", learning_rate=0.1 | +| 0.9684 | n_estimators=100, max_depth=5, min_samples_leaf=3, max_features="log2", learning_rate=0.01 | +| 0.9683 | n_estimators=100, max_depth=1, min_samples_leaf=7, max_features="log2", learning_rate=0.1 | +| 0.9682 | n_estimators=700, max_depth=1, min_samples_leaf=7, max_features="log2", learning_rate=0.01 | +| 0.9682 | n_estimators=100, max_depth=1, min_samples_leaf=3, max_features="log2", learning_rate=0.1 | +| 0.9681 | n_estimators=100, max_depth=1, min_samples_leaf=13, max_features="log2", learning_rate=0.1 | +| 0.968 | n_estimators=100, max_depth=5, min_samples_leaf=1, max_features="log2", learning_rate=0.5 | +| 0.9678 | n_estimators=100, max_depth=3, min_samples_leaf=7, max_features="log2", learning_rate=0.01 | +| 0.9676 | n_estimators=700, max_depth=1, min_samples_leaf=3, max_features="log2", learning_rate=0.01 | +| 0.9676 | n_estimators=700, max_depth=1, min_samples_leaf=5, max_features="log2", learning_rate=0.01 | +| 0.9674 | n_estimators=100, max_depth=1, min_samples_leaf=3, max_features="log2", learning_rate=1 | +| 0.9673 | n_estimators=100, max_depth=1, min_samples_leaf=1, max_features="log2", learning_rate=0.5 | +| 0.9673 | n_estimators=100, max_depth=3, min_samples_leaf=3, max_features="log2", learning_rate=1 | +| 0.9672 | n_estimators=100, max_depth=3, min_samples_leaf=1, max_features="log2", learning_rate=1 | +| 0.9671 | n_estimators=100, max_depth=1, min_samples_leaf=1, max_features="log2", learning_rate=0.1 | +| 0.9669 | n_estimators=100, max_depth=3, min_samples_leaf=13, max_features="log2", learning_rate=0.01 | +| 0.9669 | n_estimators=700, max_depth=1, min_samples_leaf=13, max_features="log2", learning_rate=0.01 | +| 0.9668 | n_estimators=100, max_depth=1, min_samples_leaf=1, max_features="log2", learning_rate=1 | +| 0.9665 | n_estimators=100, max_depth=3, min_samples_leaf=1, max_features="log2", learning_rate=0.01 | +| 0.9662 | n_estimators=100, max_depth=3, min_samples_leaf=5, max_features="log2", learning_rate=0.01 | +| 0.9662 | n_estimators=500, max_depth=1, min_samples_leaf=1, max_features="log2", learning_rate=0.01 | +| 0.9662 | n_estimators=500, max_depth=1, min_samples_leaf=3, max_features="log2", learning_rate=0.01 | +| 0.9661 | n_estimators=100, max_depth=3, min_samples_leaf=3, max_features="log2", learning_rate=0.01 | +| 0.966 | n_estimators=500, max_depth=1, min_samples_leaf=5, max_features="log2", learning_rate=0.01 | +| 0.9658 | n_estimators=300, max_depth=1, min_samples_leaf=3, max_features="log2", learning_rate=0.01 | +| 0.9655 | n_estimators=100, max_depth=5, min_samples_leaf=7, max_features="log2", learning_rate=1 | +| 0.9651 | n_estimators=500, max_depth=1, min_samples_leaf=13, max_features="log2", learning_rate=0.01 | +| 0.965 | n_estimators=500, max_depth=1, min_samples_leaf=7, max_features="log2", learning_rate=0.01 | +| 0.9649 | n_estimators=100, max_depth=3, min_samples_leaf=13, max_features="log2", learning_rate=1 | +| 0.964 | n_estimators=300, max_depth=1, min_samples_leaf=13, max_features="log2", learning_rate=0.01 | +| 0.9639 | n_estimators=300, max_depth=1, min_samples_leaf=7, max_features="log2", learning_rate=0.01 | +| 0.9632 | n_estimators=300, max_depth=1, min_samples_leaf=1, max_features="log2", learning_rate=0.01 | +| 0.9632 | n_estimators=300, max_depth=1, min_samples_leaf=5, max_features="log2", learning_rate=0.01 | +| 0.9626 | n_estimators=100, max_depth=1, min_samples_leaf=7, max_features="log2", learning_rate=0.01 | +| 0.9608 | n_estimators=100, max_depth=1, min_samples_leaf=13, max_features="log2", learning_rate=0.01 | +| 0.9608 | n_estimators=100, max_depth=1, min_samples_leaf=1, max_features="log2", learning_rate=0.01 | +| 0.9608 | n_estimators=100, max_depth=1, min_samples_leaf=3, max_features="log2", learning_rate=0.01 | +| 0.9608 | n_estimators=100, max_depth=1, min_samples_leaf=5, max_features="log2", learning_rate=0.01 | +| 0.9591 | n_estimators=100, max_depth=5, min_samples_leaf=1, max_features="log2", learning_rate=1 | +| 0.95 | n_estimators=100, max_depth=5, min_samples_leaf=3, max_features="log2", learning_rate=1 | +| 0.9446 | n_estimators=100, max_depth=7, min_samples_leaf=1, max_features="log2", learning_rate=1 | +| 0.9433 | n_estimators=500, max_depth=5, min_samples_leaf=3, max_features="log2", learning_rate=0.5 | +| 0.9431 | n_estimators=300, max_depth=3, min_samples_leaf=7, max_features="log2", learning_rate=1 | +| 0.9415 | n_estimators=700, max_depth=1, min_samples_leaf=3, max_features="log2", learning_rate=1 | +| 0.9408 | n_estimators=500, max_depth=3, min_samples_leaf=13, max_features="log2", learning_rate=1 | +| 0.9388 | n_estimators=700, max_depth=5, min_samples_leaf=13, max_features="log2", learning_rate=1 | +| 0.9377 | n_estimators=500, max_depth=5, min_samples_leaf=5, max_features="log2", learning_rate=0.5 | +| 0.9365 | n_estimators=300, max_depth=3, min_samples_leaf=1, max_features="log2", learning_rate=1 | +| 0.9354 | n_estimators=300, max_depth=3, min_samples_leaf=5, max_features="log2", learning_rate=1 | +| 0.9341 | n_estimators=100, max_depth=5, min_samples_leaf=13, max_features="log2", learning_rate=1 | +| 0.9283 | n_estimators=700, max_depth=3, min_samples_leaf=5, max_features="log2", learning_rate=0.5 | +| 0.9267 | n_estimators=100, max_depth=5, min_samples_leaf=5, max_features="log2", learning_rate=1 | +| 0.9204 | n_estimators=100, max_depth=7, min_samples_leaf=3, max_features="log2", learning_rate=1 | +| 0.909 | n_estimators=500, max_depth=3, min_samples_leaf=3, max_features="log2", learning_rate=1 | +| 0.9085 | n_estimators=500, max_depth=5, min_samples_leaf=1, max_features="log2", learning_rate=1 | +| 0.9068 | n_estimators=500, max_depth=7, min_samples_leaf=13, max_features="log2", learning_rate=1 | +| 0.9016 | n_estimators=100, max_depth=7, min_samples_leaf=7, max_features="log2", learning_rate=1 | +| 0.899 | n_estimators=300, max_depth=7, min_samples_leaf=3, max_features="log2", learning_rate=1 | +| 0.8987 | n_estimators=700, max_depth=5, min_samples_leaf=5, max_features="log2", learning_rate=0.5 | +| 0.8971 | n_estimators=300, max_depth=7, min_samples_leaf=1, max_features="log2", learning_rate=1 | +| 0.8961 | n_estimators=300, max_depth=3, min_samples_leaf=13, max_features="log2", learning_rate=1 | +| 0.8926 | n_estimators=300, max_depth=5, min_samples_leaf=7, max_features="log2", learning_rate=1 | +| 0.8907 | n_estimators=700, max_depth=7, min_samples_leaf=7, max_features="log2", learning_rate=1 | +| 0.8895 | n_estimators=300, max_depth=5, min_samples_leaf=1, max_features="log2", learning_rate=1 | +| 0.8863 | n_estimators=100, max_depth=7, min_samples_leaf=13, max_features="log2", learning_rate=1 | +| 0.8858 | n_estimators=300, max_depth=5, min_samples_leaf=5, max_features="log2", learning_rate=1 | +| 0.8774 | n_estimators=500, max_depth=5, min_samples_leaf=7, max_features="log2", learning_rate=1 | +| 0.8758 | n_estimators=700, max_depth=7, min_samples_leaf=13, max_features="log2", learning_rate=1 | +| 0.8753 | n_estimators=500, max_depth=7, min_samples_leaf=3, max_features="log2", learning_rate=1 | +| 0.8729 | n_estimators=700, max_depth=5, min_samples_leaf=7, max_features="log2", learning_rate=1 | +| 0.8721 | n_estimators=500, max_depth=7, min_samples_leaf=1, max_features="log2", learning_rate=1 | +| 0.869 | n_estimators=700, max_depth=7, min_samples_leaf=3, max_features="log2", learning_rate=1 | +| 0.8679 | n_estimators=500, max_depth=5, min_samples_leaf=13, max_features="log2", learning_rate=1 | +| 0.866 | n_estimators=700, max_depth=3, min_samples_leaf=5, max_features="log2", learning_rate=1 | +| 0.8532 | n_estimators=100, max_depth=7, min_samples_leaf=5, max_features="log2", learning_rate=1 | +| 0.8525 | n_estimators=700, max_depth=5, min_samples_leaf=5, max_features="log2", learning_rate=1 | +| 0.852 | n_estimators=300, max_depth=7, min_samples_leaf=5, max_features="log2", learning_rate=1 | +| 0.846 | n_estimators=300, max_depth=7, min_samples_leaf=13, max_features="log2", learning_rate=1 | +| 0.8446 | n_estimators=700, max_depth=5, min_samples_leaf=3, max_features="log2", learning_rate=1 | +| 0.8445 | n_estimators=500, max_depth=3, min_samples_leaf=5, max_features="log2", learning_rate=1 | +| 0.8412 | n_estimators=500, max_depth=7, min_samples_leaf=7, max_features="log2", learning_rate=1 | +| 0.84 | n_estimators=700, max_depth=5, min_samples_leaf=1, max_features="log2", learning_rate=1 | +| 0.837 | n_estimators=300, max_depth=5, min_samples_leaf=13, max_features="log2", learning_rate=1 | +| 0.8348 | n_estimators=500, max_depth=3, min_samples_leaf=1, max_features="log2", learning_rate=1 | +| 0.834 | n_estimators=700, max_depth=7, min_samples_leaf=5, max_features="log2", learning_rate=1 | +| 0.8338 | n_estimators=500, max_depth=5, min_samples_leaf=5, max_features="log2", learning_rate=1 | +| 0.8336 | n_estimators=700, max_depth=3, min_samples_leaf=3, max_features="log2", learning_rate=1 | +| 0.8218 | n_estimators=700, max_depth=7, min_samples_leaf=1, max_features="log2", learning_rate=1 | +| 0.8149 | n_estimators=300, max_depth=7, min_samples_leaf=7, max_features="log2", learning_rate=1 | +| 0.8116 | n_estimators=500, max_depth=7, min_samples_leaf=5, max_features="log2", learning_rate=1 | +| 0.8066 | n_estimators=300, max_depth=5, min_samples_leaf=3, max_features="log2", learning_rate=1 | +| 0.7991 | n_estimators=500, max_depth=3, min_samples_leaf=7, max_features="log2", learning_rate=1 | +| 0.7977 | n_estimators=500, max_depth=5, min_samples_leaf=3, max_features="log2", learning_rate=1 | +| 0.7857 | n_estimators=300, max_depth=3, min_samples_leaf=3, max_features="log2", learning_rate=1 | +| 0.7604 | n_estimators=700, max_depth=3, min_samples_leaf=13, max_features="log2", learning_rate=1 | +| 0.76 | n_estimators=700, max_depth=3, min_samples_leaf=7, max_features="log2", learning_rate=1 | +| 0.7279 | n_estimators=700, max_depth=3, min_samples_leaf=1, max_features="log2", learning_rate=1 | ## RandomForestClassifier | roc_auc.labels.true | params | |----------------------:|:--------------------------------------------------------------------------------| -| 0.9764 | n_estimators=40, max_features="log2", criterion="entropy", min_samples_leaf=1 | -| 0.9761 | n_estimators=80, max_features="log2", criterion="entropy", min_samples_leaf=1 | -| 0.9761 | n_estimators=40, max_features="log2", criterion="gini", min_samples_leaf=1 | -| 0.9758 | n_estimators=160, max_features="log2", criterion="entropy", min_samples_leaf=1 | -| 0.9757 | n_estimators=80, max_features="log2", criterion="gini", min_samples_leaf=1 | -| 0.9754 | n_estimators=20, max_features="log2", criterion="gini", min_samples_leaf=1 | -| 0.9752 | n_estimators=160, max_features="log2", criterion="gini", min_samples_leaf=1 | -| 0.9751 | n_estimators=320, max_features="log2", criterion="entropy", min_samples_leaf=1 | -| 0.975 | n_estimators=10, max_features="log2", criterion="entropy", min_samples_leaf=1 | -| 0.975 | n_estimators=20, max_features="log2", criterion="entropy", min_samples_leaf=1 | -| 0.9749 | n_estimators=640, max_features="log2", criterion="entropy", min_samples_leaf=1 | -| 0.9749 | n_estimators=320, max_features="log2", criterion="gini", min_samples_leaf=1 | -| 0.9747 | n_estimators=640, max_features="log2", criterion="entropy", min_samples_leaf=3 | -| 0.9746 | n_estimators=10, max_features="log2", criterion="gini", min_samples_leaf=1 | -| 0.9746 | n_estimators=320, max_features="log2", criterion="entropy", min_samples_leaf=3 | -| 0.9744 | n_estimators=640, max_features="log2", criterion="gini", min_samples_leaf=1 | -| 0.9744 | n_estimators=320, max_features="log2", criterion="gini", min_samples_leaf=3 | -| 0.9743 | n_estimators=80, max_features="log2", criterion="entropy", min_samples_leaf=5 | -| 0.9743 | n_estimators=320, max_features="log2", criterion="entropy", min_samples_leaf=5 | -| 0.9742 | n_estimators=640, max_features="log2", criterion="entropy", min_samples_leaf=5 | -| 0.9742 | n_estimators=640, max_features="log2", criterion="gini", min_samples_leaf=5 | -| 0.9741 | n_estimators=80, max_features="log2", criterion="entropy", min_samples_leaf=3 | -| 0.974 | n_estimators=20, max_features="log2", criterion="entropy", min_samples_leaf=3 | -| 0.974 | n_estimators=80, max_features="log2", criterion="entropy", min_samples_leaf=7 | -| 0.974 | n_estimators=80, max_features="log2", criterion="gini", min_samples_leaf=5 | -| 0.974 | n_estimators=80, max_features="log2", criterion="entropy", min_samples_leaf=13 | -| 0.9739 | n_estimators=160, max_features="log2", criterion="gini", min_samples_leaf=3 | -| 0.9738 | n_estimators=640, max_features="log2", criterion="entropy", min_samples_leaf=7 | -| 0.9737 | n_estimators=320, max_features="log2", criterion="entropy", min_samples_leaf=13 | -| 0.9737 | n_estimators=320, max_features="log2", criterion="gini", min_samples_leaf=5 | -| 0.9736 | n_estimators=640, max_features="log2", criterion="gini", min_samples_leaf=3 | -| 0.9736 | n_estimators=160, max_features="log2", criterion="entropy", min_samples_leaf=3 | -| 0.9735 | n_estimators=160, max_features="log2", criterion="gini", min_samples_leaf=7 | -| 0.9735 | n_estimators=80, max_features="log2", criterion="gini", min_samples_leaf=7 | -| 0.9735 | n_estimators=80, max_features="log2", criterion="gini", min_samples_leaf=3 | -| 0.9732 | n_estimators=10, max_features="log2", criterion="entropy", min_samples_leaf=5 | -| 0.9732 | n_estimators=160, max_features="log2", criterion="entropy", min_samples_leaf=7 | -| 0.9732 | n_estimators=10, max_features="log2", criterion="entropy", min_samples_leaf=3 | -| 0.9732 | n_estimators=20, max_features="log2", criterion="entropy", min_samples_leaf=13 | -| 0.9732 | n_estimators=320, max_features="log2", criterion="gini", min_samples_leaf=7 | -| 0.9731 | n_estimators=640, max_features="log2", criterion="gini", min_samples_leaf=7 | -| 0.973 | n_estimators=640, max_features="log2", criterion="gini", min_samples_leaf=13 | -| 0.973 | n_estimators=40, max_features="log2", criterion="entropy", min_samples_leaf=7 | -| 0.973 | n_estimators=80, max_features="log2", criterion="gini", min_samples_leaf=13 | -| 0.973 | n_estimators=320, max_features="log2", criterion="gini", min_samples_leaf=13 | -| 0.9729 | n_estimators=20, max_features="log2", criterion="gini", min_samples_leaf=3 | -| 0.9729 | n_estimators=10, max_features="log2", criterion="gini", min_samples_leaf=3 | -| 0.9729 | n_estimators=320, max_features="log2", criterion="entropy", min_samples_leaf=7 | -| 0.9729 | n_estimators=40, max_features="log2", criterion="entropy", min_samples_leaf=3 | -| 0.9728 | n_estimators=160, max_features="log2", criterion="gini", min_samples_leaf=13 | -| 0.9728 | n_estimators=640, max_features="log2", criterion="entropy", min_samples_leaf=13 | -| 0.9728 | n_estimators=20, max_features="log2", criterion="entropy", min_samples_leaf=5 | -| 0.9727 | n_estimators=10, max_features="log2", criterion="entropy", min_samples_leaf=13 | -| 0.9727 | n_estimators=160, max_features="log2", criterion="gini", min_samples_leaf=5 | -| 0.9726 | n_estimators=40, max_features="log2", criterion="gini", min_samples_leaf=3 | -| 0.9725 | n_estimators=10, max_features="log2", criterion="gini", min_samples_leaf=5 | -| 0.9724 | n_estimators=10, max_features="log2", criterion="gini", min_samples_leaf=7 | -| 0.9722 | n_estimators=20, max_features="log2", criterion="gini", min_samples_leaf=5 | -| 0.9722 | n_estimators=160, max_features="log2", criterion="entropy", min_samples_leaf=13 | -| 0.9722 | n_estimators=20, max_features="log2", criterion="entropy", min_samples_leaf=7 | -| 0.9721 | n_estimators=40, max_features="log2", criterion="entropy", min_samples_leaf=5 | -| 0.9721 | n_estimators=10, max_features="log2", criterion="entropy", min_samples_leaf=7 | -| 0.9716 | n_estimators=40, max_features="log2", criterion="gini", min_samples_leaf=5 | -| 0.9716 | n_estimators=20, max_features="log2", criterion="gini", min_samples_leaf=7 | -| 0.9715 | n_estimators=20, max_features="log2", criterion="gini", min_samples_leaf=13 | -| 0.971 | n_estimators=160, max_features="log2", criterion="entropy", min_samples_leaf=5 | -| 0.9708 | n_estimators=40, max_features="log2", criterion="gini", min_samples_leaf=7 | -| 0.9704 | n_estimators=40, max_features="log2", criterion="gini", min_samples_leaf=13 | -| 0.9695 | n_estimators=10, max_features="log2", criterion="gini", min_samples_leaf=13 | -| 0.9688 | n_estimators=40, max_features="log2", criterion="entropy", min_samples_leaf=13 | +| 0.9773 | n_estimators=40, min_samples_leaf=1, criterion="entropy", max_features="log2" | +| 0.977 | n_estimators=40, min_samples_leaf=1, criterion="gini", max_features="log2" | +| 0.9766 | n_estimators=80, min_samples_leaf=1, criterion="gini", max_features="log2" | +| 0.9764 | n_estimators=80, min_samples_leaf=1, criterion="entropy", max_features="log2" | +| 0.9763 | n_estimators=160, min_samples_leaf=1, criterion="entropy", max_features="log2" | +| 0.976 | n_estimators=320, min_samples_leaf=1, criterion="entropy", max_features="log2" | +| 0.9759 | n_estimators=320, min_samples_leaf=3, criterion="entropy", max_features="log2" | +| 0.9759 | n_estimators=640, min_samples_leaf=3, criterion="gini", max_features="log2" | +| 0.9759 | n_estimators=160, min_samples_leaf=1, criterion="gini", max_features="log2" | +| 0.9759 | n_estimators=160, min_samples_leaf=3, criterion="gini", max_features="log2" | +| 0.9759 | n_estimators=320, min_samples_leaf=1, criterion="gini", max_features="log2" | +| 0.9759 | n_estimators=20, min_samples_leaf=1, criterion="entropy", max_features="log2" | +| 0.9758 | n_estimators=10, min_samples_leaf=1, criterion="entropy", max_features="log2" | +| 0.9758 | n_estimators=80, min_samples_leaf=3, criterion="entropy", max_features="log2" | +| 0.9757 | n_estimators=640, min_samples_leaf=3, criterion="entropy", max_features="log2" | +| 0.9756 | n_estimators=20, min_samples_leaf=1, criterion="gini", max_features="log2" | +| 0.9755 | n_estimators=640, min_samples_leaf=1, criterion="entropy", max_features="log2" | +| 0.9754 | n_estimators=320, min_samples_leaf=3, criterion="gini", max_features="log2" | +| 0.9753 | n_estimators=640, min_samples_leaf=1, criterion="gini", max_features="log2" | +| 0.9752 | n_estimators=160, min_samples_leaf=7, criterion="gini", max_features="log2" | +| 0.975 | n_estimators=80, min_samples_leaf=5, criterion="gini", max_features="log2" | +| 0.9749 | n_estimators=160, min_samples_leaf=3, criterion="entropy", max_features="log2" | +| 0.9748 | n_estimators=80, min_samples_leaf=5, criterion="entropy", max_features="log2" | +| 0.9748 | n_estimators=320, min_samples_leaf=5, criterion="gini", max_features="log2" | +| 0.9748 | n_estimators=640, min_samples_leaf=5, criterion="gini", max_features="log2" | +| 0.9746 | n_estimators=20, min_samples_leaf=3, criterion="entropy", max_features="log2" | +| 0.9746 | n_estimators=320, min_samples_leaf=7, criterion="entropy", max_features="log2" | +| 0.9745 | n_estimators=160, min_samples_leaf=5, criterion="entropy", max_features="log2" | +| 0.9745 | n_estimators=160, min_samples_leaf=5, criterion="gini", max_features="log2" | +| 0.9744 | n_estimators=10, min_samples_leaf=1, criterion="gini", max_features="log2" | +| 0.9743 | n_estimators=640, min_samples_leaf=5, criterion="entropy", max_features="log2" | +| 0.9743 | n_estimators=320, min_samples_leaf=7, criterion="gini", max_features="log2" | +| 0.9742 | n_estimators=10, min_samples_leaf=3, criterion="entropy", max_features="log2" | +| 0.9741 | n_estimators=40, min_samples_leaf=7, criterion="entropy", max_features="log2" | +| 0.9741 | n_estimators=640, min_samples_leaf=7, criterion="entropy", max_features="log2" | +| 0.9741 | n_estimators=160, min_samples_leaf=7, criterion="entropy", max_features="log2" | +| 0.974 | n_estimators=80, min_samples_leaf=7, criterion="gini", max_features="log2" | +| 0.974 | n_estimators=640, min_samples_leaf=7, criterion="gini", max_features="log2" | +| 0.9739 | n_estimators=80, min_samples_leaf=13, criterion="entropy", max_features="log2" | +| 0.9737 | n_estimators=40, min_samples_leaf=7, criterion="gini", max_features="log2" | +| 0.9736 | n_estimators=320, min_samples_leaf=13, criterion="gini", max_features="log2" | +| 0.9736 | n_estimators=320, min_samples_leaf=5, criterion="entropy", max_features="log2" | +| 0.9736 | n_estimators=640, min_samples_leaf=13, criterion="entropy", max_features="log2" | +| 0.9736 | n_estimators=20, min_samples_leaf=3, criterion="gini", max_features="log2" | +| 0.9735 | n_estimators=40, min_samples_leaf=5, criterion="entropy", max_features="log2" | +| 0.9735 | n_estimators=80, min_samples_leaf=7, criterion="entropy", max_features="log2" | +| 0.9734 | n_estimators=10, min_samples_leaf=3, criterion="gini", max_features="log2" | +| 0.9734 | n_estimators=80, min_samples_leaf=13, criterion="gini", max_features="log2" | +| 0.9732 | n_estimators=40, min_samples_leaf=3, criterion="gini", max_features="log2" | +| 0.9732 | n_estimators=40, min_samples_leaf=3, criterion="entropy", max_features="log2" | +| 0.973 | n_estimators=320, min_samples_leaf=13, criterion="entropy", max_features="log2" | +| 0.973 | n_estimators=20, min_samples_leaf=13, criterion="gini", max_features="log2" | +| 0.9729 | n_estimators=20, min_samples_leaf=5, criterion="entropy", max_features="log2" | +| 0.9729 | n_estimators=10, min_samples_leaf=7, criterion="gini", max_features="log2" | +| 0.9727 | n_estimators=80, min_samples_leaf=3, criterion="gini", max_features="log2" | +| 0.9727 | n_estimators=160, min_samples_leaf=13, criterion="entropy", max_features="log2" | +| 0.9724 | n_estimators=10, min_samples_leaf=7, criterion="entropy", max_features="log2" | +| 0.9724 | n_estimators=10, min_samples_leaf=5, criterion="entropy", max_features="log2" | +| 0.9723 | n_estimators=40, min_samples_leaf=13, criterion="entropy", max_features="log2" | +| 0.9722 | n_estimators=10, min_samples_leaf=13, criterion="entropy", max_features="log2" | +| 0.972 | n_estimators=10, min_samples_leaf=5, criterion="gini", max_features="log2" | +| 0.972 | n_estimators=640, min_samples_leaf=13, criterion="gini", max_features="log2" | +| 0.9715 | n_estimators=20, min_samples_leaf=7, criterion="gini", max_features="log2" | +| 0.9714 | n_estimators=20, min_samples_leaf=5, criterion="gini", max_features="log2" | +| 0.9712 | n_estimators=10, min_samples_leaf=13, criterion="gini", max_features="log2" | +| 0.9711 | n_estimators=160, min_samples_leaf=13, criterion="gini", max_features="log2" | +| 0.971 | n_estimators=40, min_samples_leaf=5, criterion="gini", max_features="log2" | +| 0.9709 | n_estimators=20, min_samples_leaf=7, criterion="entropy", max_features="log2" | +| 0.9709 | n_estimators=40, min_samples_leaf=13, criterion="gini", max_features="log2" | +| 0.9709 | n_estimators=20, min_samples_leaf=13, criterion="entropy", max_features="log2" |