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diff --git a/cachedir/joblib/run/GridSearchForModels/0c5f8a1f4bea8be6ae4682e53eda9c9a/metadata.json b/cachedir/joblib/run/GridSearchForModels/0c5f8a1f4bea8be6ae4682e53eda9c9a/metadata.json
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index d7e542cca..000000000
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diff --git a/cachedir/joblib/run/GridSearchForModels/655a6eaba76ddf35cbc9b77dd123f6d1/metadata.json b/cachedir/joblib/run/GridSearchForModels/655a6eaba76ddf35cbc9b77dd123f6d1/metadata.json
index afeed6f6f..9ce955915 100644
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+++ b/cachedir/joblib/run/GridSearchForModels/655a6eaba76ddf35cbc9b77dd123f6d1/metadata.json
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diff --git a/cachedir/joblib/run/GridSearchForModels/66421e97b055342e7e63aae83a6e9b49/metadata.json b/cachedir/joblib/run/GridSearchForModels/66421e97b055342e7e63aae83a6e9b49/metadata.json
index 6bded887d..db42c5534 100644
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diff --git a/cachedir/joblib/run/GridSearchForModels/6657b0bec5553e17d786be017af28c41/metadata.json b/cachedir/joblib/run/GridSearchForModels/6657b0bec5553e17d786be017af28c41/metadata.json
index 5527989a9..3b39786a4 100644
--- a/cachedir/joblib/run/GridSearchForModels/6657b0bec5553e17d786be017af28c41/metadata.json
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diff --git a/cachedir/joblib/run/GridSearchForModels/6888817ccf76fe67584971034437f233/metadata.json b/cachedir/joblib/run/GridSearchForModels/6888817ccf76fe67584971034437f233/metadata.json
index 2761443cb..6933e329b 100644
--- a/cachedir/joblib/run/GridSearchForModels/6888817ccf76fe67584971034437f233/metadata.json
+++ b/cachedir/joblib/run/GridSearchForModels/6888817ccf76fe67584971034437f233/metadata.json
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index 84ebe77d5..000000000
Binary files a/cachedir/joblib/run/GridSearchForModels/6af4a60c3ab79f2a59a2c852d99a7740/output.pkl and /dev/null differ
diff --git a/cachedir/joblib/run/GridSearchForModels/7987784bb00482e6d734e7418e8e7825/metadata.json b/cachedir/joblib/run/GridSearchForModels/7987784bb00482e6d734e7418e8e7825/metadata.json
deleted file mode 100644
index c4045d213..000000000
--- a/cachedir/joblib/run/GridSearchForModels/7987784bb00482e6d734e7418e8e7825/metadata.json
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diff --git a/cachedir/joblib/run/GridSearchForModels/8100570ad09c6069159af9f71b0cbc3f/metadata.json b/cachedir/joblib/run/GridSearchForModels/8100570ad09c6069159af9f71b0cbc3f/metadata.json
deleted file mode 100644
index 42bfc1e77..000000000
--- a/cachedir/joblib/run/GridSearchForModels/8100570ad09c6069159af9f71b0cbc3f/metadata.json
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diff --git a/cachedir/joblib/run/GridSearchForModels/84c9e65e096b72223ec9394ef6c77677/metadata.json b/cachedir/joblib/run/GridSearchForModels/84c9e65e096b72223ec9394ef6c77677/metadata.json
deleted file mode 100644
index 9c4265aed..000000000
--- a/cachedir/joblib/run/GridSearchForModels/84c9e65e096b72223ec9394ef6c77677/metadata.json
+++ /dev/null
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diff --git a/cachedir/joblib/run/GridSearchForModels/8eb6d31b2f7dfdeafa1c9fbf54862bb3/metadata.json b/cachedir/joblib/run/GridSearchForModels/8eb6d31b2f7dfdeafa1c9fbf54862bb3/metadata.json
deleted file mode 100644
index 6ab16f85f..000000000
--- a/cachedir/joblib/run/GridSearchForModels/8eb6d31b2f7dfdeafa1c9fbf54862bb3/metadata.json
+++ /dev/null
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deleted file mode 100644
index 3b83abc01..000000000
Binary files a/cachedir/joblib/run/GridSearchForModels/8fb98ea4bff0c958c4784d68664d2f05/output.pkl and /dev/null differ
diff --git a/cachedir/joblib/run/GridSearchForModels/90003ee6cd1c752ef075aa0a52f23492/metadata.json b/cachedir/joblib/run/GridSearchForModels/90003ee6cd1c752ef075aa0a52f23492/metadata.json
deleted file mode 100644
index e691baa51..000000000
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diff --git a/cachedir/joblib/run/GridSearchForModels/90f4ec7056539ba8f1ae91d2ce378613/metadata.json b/cachedir/joblib/run/GridSearchForModels/90f4ec7056539ba8f1ae91d2ce378613/metadata.json
deleted file mode 100644
index 6890ce521..000000000
--- a/cachedir/joblib/run/GridSearchForModels/90f4ec7056539ba8f1ae91d2ce378613/metadata.json
+++ /dev/null
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diff --git a/cachedir/joblib/run/GridSearchForModels/9147dc03a27d188e71203f91522c7d50/metadata.json b/cachedir/joblib/run/GridSearchForModels/9147dc03a27d188e71203f91522c7d50/metadata.json
deleted file mode 100644
index 11a7577fa..000000000
--- a/cachedir/joblib/run/GridSearchForModels/9147dc03a27d188e71203f91522c7d50/metadata.json
+++ /dev/null
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diff --git a/cachedir/joblib/run/GridSearchForModels/9383e8896d95f9e1e25b608ca33e0f4e/metadata.json b/cachedir/joblib/run/GridSearchForModels/9383e8896d95f9e1e25b608ca33e0f4e/metadata.json
index 2437b0d9c..27ea1f3b7 100644
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diff --git a/cachedir/joblib/run/GridSearchForModels/9484a1ead07b43a733fa1662bd133fff/output.pkl b/cachedir/joblib/run/GridSearchForModels/9484a1ead07b43a733fa1662bd133fff/output.pkl
deleted file mode 100644
index 946d2114a..000000000
Binary files a/cachedir/joblib/run/GridSearchForModels/9484a1ead07b43a733fa1662bd133fff/output.pkl and /dev/null differ
diff --git a/cachedir/joblib/run/GridSearchForModels/a6e1c86dc9d3d2dbb9ca6197c70a02a9/metadata.json b/cachedir/joblib/run/GridSearchForModels/a6e1c86dc9d3d2dbb9ca6197c70a02a9/metadata.json
index 7f7c8aecf..22aaeced8 100644
--- a/cachedir/joblib/run/GridSearchForModels/a6e1c86dc9d3d2dbb9ca6197c70a02a9/metadata.json
+++ b/cachedir/joblib/run/GridSearchForModels/a6e1c86dc9d3d2dbb9ca6197c70a02a9/metadata.json
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diff --git a/cachedir/joblib/run/GridSearchForModels/bf24ce01a584b3438fbe38db27ba4cb3/metadata.json b/cachedir/joblib/run/GridSearchForModels/bf24ce01a584b3438fbe38db27ba4cb3/metadata.json
index 900a3ae51..31e90e550 100644
--- a/cachedir/joblib/run/GridSearchForModels/bf24ce01a584b3438fbe38db27ba4cb3/metadata.json
+++ b/cachedir/joblib/run/GridSearchForModels/bf24ce01a584b3438fbe38db27ba4cb3/metadata.json
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diff --git a/cachedir/joblib/run/GridSearchForModels/c9f7ad12fbeadc6012d9b5d28fd5d889/metadata.json b/cachedir/joblib/run/GridSearchForModels/c9f7ad12fbeadc6012d9b5d28fd5d889/metadata.json
deleted file mode 100644
index cfa564710..000000000
--- a/cachedir/joblib/run/GridSearchForModels/c9f7ad12fbeadc6012d9b5d28fd5d889/metadata.json
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diff --git a/cachedir/joblib/run/GridSearchForModels/ce3deef62fcdb9a13275d0d7a193fdfa/output.pkl b/cachedir/joblib/run/GridSearchForModels/ce3deef62fcdb9a13275d0d7a193fdfa/output.pkl
deleted file mode 100644
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diff --git a/cachedir/joblib/run/GridSearchForModels/cf0ae38b4bb89b5de87ad55391a2c7cc/metadata.json b/cachedir/joblib/run/GridSearchForModels/cf0ae38b4bb89b5de87ad55391a2c7cc/metadata.json
index d2150245a..16b44a269 100644
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diff --git a/cachedir/joblib/run/GridSearchForModels/d47cb434b4b20b0c82fcf3a60162c740/metadata.json b/cachedir/joblib/run/GridSearchForModels/d47cb434b4b20b0c82fcf3a60162c740/metadata.json
deleted file mode 100644
index d3f7f6516..000000000
--- a/cachedir/joblib/run/GridSearchForModels/d47cb434b4b20b0c82fcf3a60162c740/metadata.json
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diff --git a/cachedir/joblib/run/GridSearchForModels/d9cde41ca9be0fa46db6fe8a2c9b1d95/metadata.json b/cachedir/joblib/run/GridSearchForModels/d9cde41ca9be0fa46db6fe8a2c9b1d95/metadata.json
index e124425c5..b1ce4b8e5 100644
--- a/cachedir/joblib/run/GridSearchForModels/d9cde41ca9be0fa46db6fe8a2c9b1d95/metadata.json
+++ b/cachedir/joblib/run/GridSearchForModels/d9cde41ca9be0fa46db6fe8a2c9b1d95/metadata.json
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diff --git a/cachedir/joblib/run/GridSearchForModels/dd8a1a124ca8df93a97ca4907bb5f007/metadata.json b/cachedir/joblib/run/GridSearchForModels/dd8a1a124ca8df93a97ca4907bb5f007/metadata.json
index 52ff3af69..95dfa0785 100644
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\ No newline at end of file
+{"duration": 83.83173704147339, "input_args": {"XData": " Age Sex Cp Trestbps Chol Fbs Restecg Thalach Exang Oldpeak Slope Ca Thal\n0 63 1 3 145 233 1 0 150 0 2.3 0 0 1\n1 37 1 2 130 250 0 1 187 0 3.5 0 0 2\n2 41 0 1 130 204 0 0 172 0 1.4 2 0 2\n3 56 1 1 120 236 0 1 178 0 0.8 2 0 2\n4 57 0 0 120 354 0 1 163 1 0.6 2 0 2\n.. ... ... .. ... ... ... ... ... ... ... ... .. ...\n298 57 0 0 140 241 0 1 123 1 0.2 1 0 3\n299 45 1 3 110 264 0 1 132 0 1.2 1 0 3\n300 68 1 0 144 193 1 1 141 0 3.4 1 2 3\n301 57 1 0 130 131 0 1 115 1 1.2 1 1 3\n302 57 0 1 130 236 0 0 174 0 0.0 1 1 2\n\n[303 rows x 13 columns]", "yData": "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]", "clf": "RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None,\n criterion='entropy', max_depth=None, max_features='auto',\n max_leaf_nodes=None, max_samples=None,\n min_impurity_decrease=0.0, min_impurity_split=None,\n min_samples_leaf=1, min_samples_split=2,\n min_weight_fraction_leaf=0.0, n_estimators=139,\n n_jobs=None, oob_score=False, random_state=42, verbose=0,\n warm_start=False)", "params": "{'n_estimators': [60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139], 'criterion': ['gini', 'entropy']}", "eachAlgor": "'RF'", "AlgorithmsIDsEnd": "2446", "toggle": "0"}}
\ No newline at end of file
diff --git a/cachedir/joblib/run/GridSearchForModels/e5db528caeaab8ad160eeaacffdd005c/metadata.json b/cachedir/joblib/run/GridSearchForModels/e5db528caeaab8ad160eeaacffdd005c/metadata.json
index cbdc88f6e..178b1c290 100644
--- a/cachedir/joblib/run/GridSearchForModels/e5db528caeaab8ad160eeaacffdd005c/metadata.json
+++ b/cachedir/joblib/run/GridSearchForModels/e5db528caeaab8ad160eeaacffdd005c/metadata.json
@@ -1 +1 @@
-{"duration": 55.945839166641235, "input_args": {"XData": " Age Sex Cp Trestbps Chol Fbs Restecg Thalach Exang Oldpeak Slope Ca Thal\n0 63 1 3 145 233 1 0 150 0 2.3 0 0 1\n1 37 1 2 130 250 0 1 187 0 3.5 0 0 2\n2 41 0 1 130 204 0 0 172 0 1.4 2 0 2\n3 56 1 1 120 236 0 1 178 0 0.8 2 0 2\n4 57 0 0 120 354 0 1 163 1 0.6 2 0 2\n.. ... ... .. ... ... ... ... ... ... ... ... .. ...\n298 57 0 0 140 241 0 1 123 1 0.2 1 0 3\n299 45 1 3 110 264 0 1 132 0 1.2 1 0 3\n300 68 1 0 144 193 1 1 141 0 3.4 1 2 3\n301 57 1 0 130 131 0 1 115 1 1.2 1 1 3\n302 57 0 1 130 236 0 0 174 0 0.0 1 1 2\n\n[303 rows x 13 columns]", "yData": "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]", "clf": "AdaBoostClassifier(algorithm='SAMME', base_estimator=None, learning_rate=1.2,\n n_estimators=79, random_state=42)", "params": "{'n_estimators': [40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79], 'learning_rate': [0.1, 1.2000000000000002], 'algorithm': ['SAMME.R', 'SAMME']}", "eachAlgor": "'AdaB'", "AlgorithmsIDsEnd": "2766", "toggle": "0"}}
\ No newline at end of file
+{"duration": 56.741621017456055, "input_args": {"XData": " Age Sex Cp Trestbps Chol Fbs Restecg Thalach Exang Oldpeak Slope Ca Thal\n0 63 1 3 145 233 1 0 150 0 2.3 0 0 1\n1 37 1 2 130 250 0 1 187 0 3.5 0 0 2\n2 41 0 1 130 204 0 0 172 0 1.4 2 0 2\n3 56 1 1 120 236 0 1 178 0 0.8 2 0 2\n4 57 0 0 120 354 0 1 163 1 0.6 2 0 2\n.. ... ... .. ... ... ... ... ... ... ... ... .. ...\n298 57 0 0 140 241 0 1 123 1 0.2 1 0 3\n299 45 1 3 110 264 0 1 132 0 1.2 1 0 3\n300 68 1 0 144 193 1 1 141 0 3.4 1 2 3\n301 57 1 0 130 131 0 1 115 1 1.2 1 1 3\n302 57 0 1 130 236 0 0 174 0 0.0 1 1 2\n\n[303 rows x 13 columns]", "yData": "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]", "clf": "AdaBoostClassifier(algorithm='SAMME', base_estimator=None, learning_rate=1.2,\n n_estimators=79, random_state=42)", "params": "{'n_estimators': [40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79], 'learning_rate': [0.1, 1.2000000000000002], 'algorithm': ['SAMME.R', 'SAMME']}", "eachAlgor": "'AdaB'", "AlgorithmsIDsEnd": "2766", "toggle": "0"}}
\ No newline at end of file
diff --git a/cachedir/joblib/run/GridSearchForModels/e8cc5471eed484384e9281c824bce22c/output.pkl b/cachedir/joblib/run/GridSearchForModels/e8cc5471eed484384e9281c824bce22c/output.pkl
deleted file mode 100644
index 675f76680..000000000
Binary files a/cachedir/joblib/run/GridSearchForModels/e8cc5471eed484384e9281c824bce22c/output.pkl and /dev/null differ
diff --git a/cachedir/joblib/run/GridSearchForModels/f4d33884dc001f572bf3782e5bcfc337/metadata.json b/cachedir/joblib/run/GridSearchForModels/f4d33884dc001f572bf3782e5bcfc337/metadata.json
deleted file mode 100644
index 4f2d56153..000000000
--- a/cachedir/joblib/run/GridSearchForModels/f4d33884dc001f572bf3782e5bcfc337/metadata.json
+++ /dev/null
@@ -1 +0,0 @@
-{"duration": 1727.4443399906158, "input_args": {"XData": " Age Sex Cp Trestbps Chol Fbs Restecg Thalach Exang Oldpeak Slope Ca Thal\n0 63 1 3 145 233 1 0 150 0 2.3 0 0 1\n1 37 1 2 130 250 0 1 187 0 3.5 0 0 2\n2 41 0 1 130 204 0 0 172 0 1.4 2 0 2\n3 56 1 1 120 236 0 1 178 0 0.8 2 0 2\n4 57 0 0 120 354 0 1 163 1 0.6 2 0 2\n.. ... ... .. ... ... ... ... ... ... ... ... .. ...\n298 57 0 0 140 241 0 1 123 1 0.2 1 0 3\n299 45 1 3 110 264 0 1 132 0 1.2 1 0 3\n300 68 1 0 144 193 1 1 141 0 3.4 1 2 3\n301 57 1 0 130 131 0 1 115 1 1.2 1 1 3\n302 57 0 1 130 236 0 0 174 0 0.0 1 1 2\n\n[303 rows x 13 columns]", "yData": "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]", "clf": "ExtraTreesClassifier(bootstrap=False, ccp_alpha=0.0, class_weight=None,\n criterion='entropy', max_depth=None, max_features='auto',\n max_leaf_nodes=None, max_samples=None,\n min_impurity_decrease=0.0, min_impurity_split=None,\n min_samples_leaf=1, min_samples_split=2,\n min_weight_fraction_leaf=0.0, n_estimators=139,\n n_jobs=None, oob_score=False, random_state=42, verbose=0,\n warm_start=False)", "params": "{'n_estimators': [60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139], 'criterion': ['gini', 'entropy']}", "eachAlgor": "'ExtraT'", "AlgorithmsIDsEnd": "2606", "toggle": "1"}}
\ No newline at end of file
diff --git a/cachedir/joblib/run/GridSearchForModels/feff3eb388078b3f79cf8488ff40a745/output.pkl b/cachedir/joblib/run/GridSearchForModels/feff3eb388078b3f79cf8488ff40a745/output.pkl
deleted file mode 100644
index d8b27b849..000000000
Binary files a/cachedir/joblib/run/GridSearchForModels/feff3eb388078b3f79cf8488ff40a745/output.pkl and /dev/null differ
diff --git a/cachedir/joblib/run/GridSearchForModels/func_code.py b/cachedir/joblib/run/GridSearchForModels/func_code.py
index 4371b1812..d70139bcb 100644
--- a/cachedir/joblib/run/GridSearchForModels/func_code.py
+++ b/cachedir/joblib/run/GridSearchForModels/func_code.py
@@ -1,7 +1,7 @@
-# first line: 565
+# first line: 632
@memory.cache
def GridSearchForModels(XData, yData, clf, params, eachAlgor, AlgorithmsIDsEnd, toggle):
- print('inside')
+ print('inside models')
# instantiate spark session
spark = (
SparkSession
diff --git a/frontend/src/components/ActiveScatter.vue b/frontend/src/components/ActiveScatter.vue
new file mode 100644
index 000000000..e24c57477
--- /dev/null
+++ b/frontend/src/components/ActiveScatter.vue
@@ -0,0 +1,27 @@
+
+
+
+
+
\ No newline at end of file
diff --git a/frontend/src/components/DataSpace.vue b/frontend/src/components/DataSpace.vue
index 2266877d7..77c4b51c7 100644
--- a/frontend/src/components/DataSpace.vue
+++ b/frontend/src/components/DataSpace.vue
@@ -130,14 +130,11 @@ export default {
var target_names = JSON.parse(this.dataPoints[0])
const XandYCoordinatesMDS = JSON.parse(this.dataPoints[1])
- console.log(XandYCoordinatesMDS)
const DataSet = JSON.parse(this.dataPoints[2])
const originalDataLabels = JSON.parse(this.dataPoints[3])
//console.log(DataSetY)
//const originalDataLabels = JSON.parse(this.dataPoints[4])
- console.log(originalDataLabels)
var DataSetParse = JSON.parse(DataSet)
- console.log(DataSetParse)
var stringParameters = []
for (let i = 0; i < DataSetParse.length; i++) {
this.clean(DataSetParse[i])
@@ -210,7 +207,6 @@ export default {
result.Yax = Yaxs
result.ID = IDs
result.colorUpdates = colorUpdate
- console.log(result)
var traces = []
var layout = []
@@ -482,7 +478,6 @@ export default {
ClassifierIDsListCleared.push(numberNumb)
}
}
- console.log(ClassifierIDsListCleared)
if (ClassifierIDsList != '') {
EventBus.$emit('ChangeKey', 1)
EventBus.$emit('SendSelectedPointsToServerEventfromData', ClassifierIDsListCleared)
diff --git a/frontend/src/components/Main.vue b/frontend/src/components/Main.vue
index 8ecfaa566..7b3d963b7 100755
--- a/frontend/src/components/Main.vue
+++ b/frontend/src/components/Main.vue
@@ -115,7 +115,7 @@
Metrics Support: [All]Models' Space
- [Sel: {{OverSelLength}} / All: {{OverAllLength}}]
+ [Sel: {{OverSelLength}} / All: {{OverAllLength}}]
@@ -171,6 +171,7 @@ import Controller from './Controller.vue'
import ResetClass from './ResetClass.vue'
import Knowledge from './Knowledge.vue'
import Active from './Active.vue'
+import ActiveScatter from './ActiveScatter.vue'
import Export from './Export.vue'
import SlidersController from './SlidersController.vue'
import ScatterPlot from './ScatterPlot.vue'
@@ -210,6 +211,7 @@ export default Vue.extend({
ResetClass,
Knowledge,
Active,
+ ActiveScatter,
SlidersController,
ScatterPlot,
PerMetricBarChart,
@@ -277,6 +279,7 @@ export default Vue.extend({
toggleDeepMain: 1,
keyLoc: 0,
keyData: true,
+ ClassifierIDsListRemaining: []
}
},
methods: {
@@ -412,6 +415,33 @@ export default Vue.extend({
console.log(error)
})
},
+ updateBarChartLocally () {
+ this.OverSelLength = this.ClassifierIDsList.length
+ const path = `http://127.0.0.1:5000/data/ServerRequestSelPoinLocally`
+ const postData = {
+ ClassifiersList: this.ClassifierIDsList,
+ }
+ const axiosConfig = {
+ headers: {
+ 'Content-Type': 'application/json',
+ 'Access-Control-Allow-Origin': '*',
+ 'Access-Control-Allow-Headers': 'Origin, Content-Type, X-Auth-Token',
+ 'Access-Control-Allow-Methods': 'GET, PUT, POST, DELETE, OPTIONS'
+ }
+ }
+ axios.post(path, postData, axiosConfig)
+ .then(response => {
+ console.log('Sent the selected points to the server (scatterplot)!')
+ if (this.keyNow == 0) {
+ this.OverAllLength = this.ClassifierIDsList.length
+ EventBus.$emit('GrayOutPoints', this.ClassifierIDsList)
+ }
+ this.getSelectedModelsMetrics()
+ })
+ .catch(error => {
+ console.log(error)
+ })
+ },
SendSelectedPointsToServer () {
if (this.ClassifierIDsList === ''){
this.OverSelLength = 0
@@ -438,7 +468,7 @@ export default Vue.extend({
this.OverAllLength = this.ClassifierIDsList.length
EventBus.$emit('GrayOutPoints', this.ClassifierIDsList)
}
- this.getSelectedModelsMetrics()
+ //this.getSelectedModelsMetrics()
this.getFinalResults()
})
.catch(error => {
@@ -449,7 +479,7 @@ export default Vue.extend({
RemoveFromStackModels () {
const path = `http://127.0.0.1:5000/data/ServerRemoveFromStack`
const postData = {
- ClassifiersList: this.ClassifierIDsList,
+ ClassifiersList: this.ClassifierIDsListRemaining,
}
const axiosConfig = {
headers: {
@@ -462,7 +492,6 @@ export default Vue.extend({
axios.post(path, postData, axiosConfig)
.then(response => {
console.log('Sent the selected points to the server (scatterplot)!')
- EventBus.$emit('updateFlagForFinalResults', 0)
this.updatePredictionsSpace()
})
.catch(error => {
@@ -490,6 +519,8 @@ export default Vue.extend({
EventBus.$emit('GrayOutPoints', this.ClassifierIDsList)
}
EventBus.$emit('updatePredictionsSpace', this.UpdatePredictions)
+ EventBus.$emit('updateFlagForFinalResults', 0)
+ this.getFinalResults()
})
.catch(error => {
console.log(error)
@@ -982,7 +1013,8 @@ export default Vue.extend({
EventBus.$on('ChangeKey', data => { this.keyNow = data })
EventBus.$on('SendSelectedPointsToServerEvent', data => { this.ClassifierIDsList = data })
- EventBus.$on('SendSelectedPointsToServerEvent', this.SendSelectedPointsToServer)
+ EventBus.$on('SendSelectedPointsToServerEvent', this.updateBarChartLocally)
+ EventBus.$on('sendToServerSelectedScatter', this.SendSelectedPointsToServer)
EventBus.$on('SendSelectedDataPointsToServerEvent', data => { this.DataPointsSel = data })
EventBus.$on('SendSelectedDataPointsToServerEvent', this.SendSelectedDataPointsToServer)
@@ -1012,7 +1044,7 @@ export default Vue.extend({
EventBus.$on('sendPointsNumber', data => {this.OverAllLength = data})
EventBus.$on('AllSelModels', data => {this.valueSel = data})
- EventBus.$on('RemoveFromStack', data => { this.ClassifierIDsList = data })
+ EventBus.$on('RemoveFromStack', data => { this.ClassifierIDsListRemaining = data })
EventBus.$on('RemoveFromStack', this.RemoveFromStackModels)
EventBus.$on('OpenModal', this.openModalFun)
diff --git a/frontend/src/components/PerMetricBarChart.vue b/frontend/src/components/PerMetricBarChart.vue
index fac911d24..8f2c7b2ca 100644
--- a/frontend/src/components/PerMetricBarChart.vue
+++ b/frontend/src/components/PerMetricBarChart.vue
@@ -14,6 +14,7 @@ export default {
WH: [],
barchartmetricsprediction: [],
SelBarChartMetrics: [],
+ boldXAxis: '',
factors: [1,0,0
,1,0,0,1,0
,0,1,0,0,0
@@ -25,7 +26,7 @@ export default {
methods: {
LineBar () {
Plotly.purge('PerMetricBar')
-
+
var x = []
var metricsPerModel = JSON.parse(this.barchartmetrics[9])
var metricsPerModelSel = []
@@ -40,7 +41,33 @@ export default {
var perModelAllClear = []
var perModelSelectedClear = []
var resultsColors = []
- var chooseFrom = ['Accuracy','G-Mean','G-Mean','G-Mean','Precision','Precision','Precision','Recall','Recall','Recall','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','MCC','ROC AUC','Log Loss']
+ if (this.boldXAxis == 'Accuracy') {
+ var chooseFrom = ['Accuracy','G-Mean','G-Mean','G-Mean','Precision','Precision','Precision','Recall','Recall','Recall','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','MCC','ROC AUC','Log Loss']
+ }
+ else if (this.boldXAxis == 'G-Mean') {
+ var chooseFrom = ['Accuracy','G-Mean','G-Mean','G-Mean','Precision','Precision','Precision','Recall','Recall','Recall','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','MCC','ROC AUC','Log Loss']
+ }
+ else if (this.boldXAxis == 'Precision') {
+ var chooseFrom = ['Accuracy','G-Mean','G-Mean','G-Mean','Precision','Precision','Precision','Recall','Recall','Recall','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','MCC','ROC AUC','Log Loss']
+ }
+ else if (this.boldXAxis == 'Recall') {
+ var chooseFrom = ['Accuracy','G-Mean','G-Mean','G-Mean','Precision','Precision','Precision','Recall','Recall','Recall','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','MCC','ROC AUC','Log Loss']
+ }
+ else if (this.boldXAxis == 'F-Beta Score') {
+ var chooseFrom = ['Accuracy','G-Mean','G-Mean','G-Mean','Precision','Precision','Precision','Recall','Recall','Recall','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','MCC','ROC AUC','Log Loss']
+ }
+ else if (this.boldXAxis == 'MCC') {
+ var chooseFrom = ['Accuracy','G-Mean','G-Mean','G-Mean','Precision','Precision','Precision','Recall','Recall','Recall','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','MCC','ROC AUC','Log Loss']
+ }
+ else if (this.boldXAxis == 'ROC AUC') {
+ var chooseFrom = ['Accuracy','G-Mean','G-Mean','G-Mean','Precision','Precision','Precision','Recall','Recall','Recall','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','MCC','ROC AUC','Log Loss']
+ }
+ else if (this.boldXAxis == 'Log Loss') {
+ var chooseFrom = ['Accuracy','G-Mean','G-Mean','G-Mean','Precision','Precision','Precision','Recall','Recall','Recall','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','MCC','ROC AUC','Log Loss']
+ }
+ else {
+ var chooseFrom = ['Accuracy','G-Mean','G-Mean','G-Mean','Precision','Precision','Precision','Recall','Recall','Recall','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','MCC','ROC AUC','Log Loss']
+ }
for (let i = 0; i < metricsPerModel.length; i++) {
if (factorsLocal[i] != 0) {
resultsColors.push(metricsPerModel[i])
@@ -57,7 +84,6 @@ export default {
}
}
}
- console.log(resultsColors)
var width = this.WH[0]*6.5 // interactive visualization
var height = this.WH[1]*0.5 // interactive visualization
var trace1 = {
@@ -116,37 +142,30 @@ export default {
xAxisHovered = eventData.points[0].x
var index
if (xAxisHovered == 'Accuracy') {
- Plotly.restyle(boxPlot, 'x', [['Accuracy','G-Mean','G-Mean','G-Mean','Precision','Precision','Precision','Recall','Recall','Recall','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','MCC','ROC AUC','Log Loss']]);
index = 0
}
else if (xAxisHovered == 'G-Mean') {
- Plotly.restyle(boxPlot, 'x', [['Accuracy','G-Mean','G-Mean','G-Mean','Precision','Precision','Precision','Recall','Recall','Recall','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','MCC','ROC AUC','Log Loss']]);
index = 1
}
else if (xAxisHovered == 'Precision') {
- Plotly.restyle(boxPlot, 'x', [['Accuracy','G-Mean','G-Mean','G-Mean','Precision','Precision','Precision','Recall','Recall','Recall','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','MCC','ROC AUC','Log Loss']]);
index = 2
}
else if (xAxisHovered == 'Recall') {
- Plotly.restyle(boxPlot, 'x', [['Accuracy','G-Mean','G-Mean','G-Mean','Precision','Precision','Precision','Recall','Recall','Recall','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','MCC','ROC AUC','Log Loss']]);
index = 3
}
else if (xAxisHovered == 'F-Beta Score') {
- Plotly.restyle(boxPlot, 'x', [['Accuracy','G-Mean','G-Mean','G-Mean','Precision','Precision','Precision','Recall','Recall','Recall','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','MCC','ROC AUC','Log Loss']]);
index = 4
}
else if (xAxisHovered == 'MCC') {
- Plotly.restyle(boxPlot, 'x', [['Accuracy','G-Mean','G-Mean','G-Mean','Precision','Precision','Precision','Recall','Recall','Recall','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','MCC','ROC AUC','Log Loss']]);
index = 5
}
else if (xAxisHovered == 'ROC AUC') {
- Plotly.restyle(boxPlot, 'x', [['Accuracy','G-Mean','G-Mean','G-Mean','Precision','Precision','Precision','Recall','Recall','Recall','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','MCC','ROC AUC','Log Loss']]);
index = 6
}
else {
- Plotly.restyle(boxPlot, 'x', [['Accuracy','G-Mean','G-Mean','G-Mean','Precision','Precision','Precision','Recall','Recall','Recall','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','F-Beta Score','MCC','ROC AUC','Log Loss']]);
index = 7
}
+ EventBus.$emit('updateBold', xAxisHovered)
EventBus.$emit('updateMetricsScatter', resultsColors[index])
});
},
@@ -155,6 +174,9 @@ export default {
}
},
mounted () {
+ EventBus.$on('updateBold', data => {this.boldXAxis = data;})
+ EventBus.$on('updateBold', this.LineBar)
+
EventBus.$on('InitializeMetricsBarChart', data => {this.barchartmetrics = data;})
EventBus.$on('InitializeMetricsBarChart', this.LineBar)
diff --git a/frontend/src/components/PredictionsSpace.vue b/frontend/src/components/PredictionsSpace.vue
index 52fe52626..7b59903a8 100644
--- a/frontend/src/components/PredictionsSpace.vue
+++ b/frontend/src/components/PredictionsSpace.vue
@@ -51,14 +51,18 @@ export default {
}
},
ScatterPlotPredView () {
- Plotly.purge('OverviewPredPlotly')
+ Plotly.purge('OverviewPredPlotly')
// responsive visualization
var width = this.WH[0]*6.5 // interactive visualization
var height = this.WH[1]*1.22 // interactive visualization
-
+ var XandYCoordinatesMDS
var target_names = JSON.parse(this.PredictionsData[4])
- const XandYCoordinatesMDS = JSON.parse(this.PredictionsData[8])
+ if (this.UpdatedData.length != 0) {
+ XandYCoordinatesMDS = JSON.parse(this.UpdatedData[0])
+ } else {
+ XandYCoordinatesMDS = JSON.parse(this.PredictionsData[8])
+ }
const DataSet = JSON.parse(this.PredictionsData[14])
const originalDataLabels = JSON.parse(this.PredictionsData[15])
//const originalDataLabels = JSON.parse(this.PredictionsData[16])
@@ -66,6 +70,7 @@ export default {
var stringParameters = []
for (let i = 0; i < DataSetParse.length; i++) {
this.clean(DataSetParse[i])
+
stringParameters.push(JSON.stringify(DataSetParse[i]).replace(/,/gi, '
'))
}
const XandYCoordinatesTSNE = JSON.parse(this.PredictionsData[18])
@@ -280,37 +285,47 @@ export default {
var config = {scrollZoom: true, displaylogo: false, showLink: false, showSendToCloud: false, modeBarButtonsToRemove: ['toImage', 'toggleSpikelines', 'autoScale2d', 'hoverClosestGl2d','hoverCompareCartesian','select2d','hoverClosestCartesian','zoomIn2d','zoomOut2d','zoom2d'], responsive: true}
Plotly.newPlot('OverviewPredPlotly', traces, layout, config)
- if (this.onlyOnce) {
- this.selectedPointsOverview()
- }
- this.onlyOnce = false
+ //if (this.onlyOnce) {
+ this.selectedPointsOverview()
+ // }
+ // this.onlyOnce = false
},
- UpdateScatterPlot () {
- const XandYCoordinates = JSON.parse(this.UpdatedData[0])
-
- Plotly.animate('OverviewPredPlotly', {
- data: [
- {x: XandYCoordinates[0], y: XandYCoordinates[1]}
- ],
- traces: [0],
- layout: {}
- }, {
- transition: {
- duration: 1000,
- easing: 'cubic-in-out'
- },
- frame: {
- duration: 1000
- }
- })
- //this.selectedPointsOverview()
- },
+ // UpdateScatterPlot () {
+ // const XandYCoordinates = JSON.parse(this.UpdatedData[0])
+ // const aux_X = result.Xax.filter((item, index) => originalDataLabels[index] == target_names[i]);
+ // const aux_Y = result.Yax.filter((item, index) => originalDataLabels[index] == target_names[i]);
+ // const aux_ID = result.ID.filter((item, index) => originalDataLabels[index] == target_names[i]);
+
+ // var Text = aux_ID.map((item, index) => {
+ // let popup = 'Data Point ID: ' + item + '
Details: ' + stringParameters[item]
+ // return popup;
+ // });
+
+
+ // Plotly.animate('OverviewPredPlotly', {
+ // data: [
+ // {x: XandYCoordinates[0], y: XandYCoordinates[1]}
+ // ],
+ // traces: [0],
+ // layout: {}
+ // }, {
+ // transition: {
+ // duration: 1000,
+ // easing: 'cubic-in-out'
+ // },
+ // frame: {
+ // duration: 1000
+ // }
+ // })
+ // //this.selectedPointsOverview()
+ // },
selectedPointsOverview () {
const OverviewPlotly = document.getElementById('OverviewPredPlotly')
OverviewPlotly.on('plotly_selected', function (evt) {
if (typeof evt !== 'undefined') {
const DataPoints = []
+ console.log(evt)
for (let i = 0; evt.points.length; i++) {
if (evt.points[i] === undefined) {
break
@@ -332,7 +347,7 @@ export default {
mounted() {
EventBus.$on('onlyOnce', data => { this.onlyOnce = data })
EventBus.$on('updatePredictionsSpace', data => { this.UpdatedData = data })
- EventBus.$on('updatePredictionsSpace', this.UpdateScatterPlot)
+ EventBus.$on('updatePredictionsSpace', this.ScatterPlotPredView)
EventBus.$on('emittedEventCallingPredictionsSpacePlotView', data => {
this.PredictionsData = data})
EventBus.$on('emittedEventCallingPredictionsSpacePlotView', this.ScatterPlotPredView)
diff --git a/frontend/src/components/ScatterPlot.vue b/frontend/src/components/ScatterPlot.vue
index de0d5c589..807a37cce 100644
--- a/frontend/src/components/ScatterPlot.vue
+++ b/frontend/src/components/ScatterPlot.vue
@@ -69,8 +69,15 @@ export default {
methods: {
resetSelection () {
this.newColorsUpdate = []
- this.ScatterPlotView()
+ EventBus.$emit('updateBold', '')
EventBus.$emit('updateBoxPlots')
+ this.colorsStore = []
+ this.MDSStore = []
+ this.parametersStore = []
+ this.TSNEStore = []
+ this.modelIDStore = []
+ this.UMAPStore = []
+ this.ScatterPlotView()
},
reset () {
Plotly.purge('OverviewPlotly')
@@ -94,32 +101,25 @@ export default {
},
ScatterPlotView () {
Plotly.purge('OverviewPlotly')
+ var colorsforScatterPlot
+ var MDSData
- var colorsforScatterPlot = JSON.parse(this.ScatterPlotResults[0])
- console.log(this.newColorsUpdate)
+ colorsforScatterPlot = JSON.parse(this.ScatterPlotResults[0])
if (this.newColorsUpdate.length != 0) {
- console.log('den mpike')
colorsforScatterPlot = []
let resultsClear = JSON.parse(this.newColorsUpdate)
for (let j = 0; j < Object.values(resultsClear).length; j++) {
colorsforScatterPlot.push(Object.values(resultsClear)[j])
}
- this.colorsStore = []
- this.MDSStore = []
- this.parametersStore = []
- this.TSNEStore = []
- this.modelIDStore = []
- this.UMAPStore = []
}
- console.log(colorsforScatterPlot)
- var MDSData = JSON.parse(this.ScatterPlotResults[1])
+ MDSData= JSON.parse(this.ScatterPlotResults[1])
+
var parametersLoc = JSON.parse(this.ScatterPlotResults[2])
var parameters = JSON.parse(parametersLoc)
var TSNEData = JSON.parse(this.ScatterPlotResults[12])
var modelId = JSON.parse(this.ScatterPlotResults[13])
var UMAPData = JSON.parse(this.ScatterPlotResults[17])
-
if (this.keyLocal == 0) {
this.colorsStore.push(colorsforScatterPlot)
this.MDSStore.push(MDSData)
@@ -133,8 +133,6 @@ export default {
TSNEData = this.TSNEStore.slice(this.activeModels,this.activeModels+1)[0]
modelId = this.modelIDStore.slice(this.activeModels,this.activeModels+1)[0]
UMAPData = this.UMAPStore.slice(this.activeModels,this.activeModels+1)[0]
-
- console.log(colorsforScatterPlot)
}
EventBus.$emit('sendPointsNumber', modelId.length)
@@ -162,6 +160,7 @@ export default {
var listofNumbersModelsIDs = []
var StackModelsIDs = []
+ console.log(this.ModelsIDGray.length)
if (this.ModelsIDGray.length != 0) {
for (let j = 0; j < this.ModelsIDGray.length; j++){
listofNumbersModelsIDs.push(parseInt(this.ModelsIDGray[j]))
@@ -171,18 +170,39 @@ export default {
var MDSDataNewX = []
var MDSDataNewY = []
var colorsforScatterPlotNew = []
+
+ if (this.DataPointsSelUpdate.length != 0) {
+ this.colorsStore.pop()
+ this.MDSStore.pop()
+ this.parametersStore.pop()
+ this.modelIDStore.pop()
+ this.UMAPStore.pop()
+ }
+
for (let i = 0; i < modelId.length; i++) {
if (listofNumbersModelsIDs.includes(modelId[i])) {
- } else {
StackModelsIDs.push(modelId[i])
parametersNew.push(parameters[i])
- colorsforScatterPlotNew.push(colorsforScatterPlot[i])
- MDSDataNewX.push(MDSData[0][i])
- MDSDataNewY.push(MDSData[1][i])
+ if (this.DataPointsSelUpdate.length != 0) {
+ colorsforScatterPlot = JSON.parse(this.DataPointsSelUpdate[0])
+ colorsforScatterPlotNew.push(colorsforScatterPlot[i])
+ } else {
+ colorsforScatterPlotNew.push(colorsforScatterPlot[i])
+ }
+ if (this.DataPointsSelUpdate.length != 0) {
+ MDSData = JSON.parse(this.DataPointsSelUpdate[1])
+ MDSDataNewX.push(MDSData[0][i])
+ MDSDataNewY.push(MDSData[1][i])
+ } else {
+ MDSDataNewX.push(MDSData[0][i])
+ MDSDataNewY.push(MDSData[1][i])
+ }
}
}
+ this.DataPointsSelUpdate = []
MDSData[0] = MDSDataNewX
MDSData[1] = MDSDataNewY
+ console.log(StackModelsIDs)
modelId = StackModelsIDs
parameters = parametersNew
colorsforScatterPlot = colorsforScatterPlotNew
@@ -193,13 +213,19 @@ export default {
//this.TSNEStore.push(TSNEData)
this.modelIDStore.push(modelId)
this.UMAPStore.push(UMAPData)
+ console.log(this.activeModels)
colorsforScatterPlot = this.colorsStore.slice(this.activeModels,this.activeModels+1)[0]
MDSData = this.MDSStore.slice(this.activeModels,this.activeModels+1)[0]
parameters = this.parametersStore.slice(this.activeModels,this.activeModels+1)[0]
//TSNEData = this.TSNEStore.slice(this.activeModels,this.activeModels+1)[0]
modelId = this.modelIDStore.slice(this.activeModels,this.activeModels+1)[0]
+ console.log(modelId)
//UMAPData = this.UMAPStore.slice(this.activeModels,this.activeModels+1)[0]
}
+
+
+ console.log(this.colorsStore)
+ console.log(colorsforScatterPlot)
EventBus.$emit('sendPointsNumber', modelId.length)
var classifiersInfoProcessing = []
for (let i = 0; i < modelId.length; i++) {
@@ -397,7 +423,6 @@ export default {
if (this.onlyOnce) {
this.selectedPointsOverview()
}
- this.onlyOnce = false
},
selectedPointsOverview () {
const OverviewPlotly = document.getElementById('OverviewPlotly')
@@ -418,11 +443,13 @@ export default {
ClassifierIDsListCleared.push(numberNumb)
}
}
+ console.log(ClassifierIDsListCleared)
for (let i = 0; i < allModels.length; i++) {
if (!ClassifierIDsListCleared.includes(allModels[i])) {
pushModelsRemainingTemp.push(allModels[i])
}
}
+ console.log(pushModelsRemainingTemp)
EventBus.$emit('updateRemaining', pushModelsRemainingTemp)
if (allModels != '') {
EventBus.$emit('ChangeKey', 1)
@@ -437,47 +464,47 @@ export default {
UpdateScatter () {
this.ScatterPlotView()
},
- animate() {
- var maxX
- var minX
- var maxY
- var minY
-
- var colorsforScatterPlot = JSON.parse(this.DataPointsSelUpdate[0])
- var MDSData = JSON.parse(this.DataPointsSelUpdate[1])
-
- maxX = Math.max(MDSData[0])
- minX = Math.min(MDSData[0])
- maxY = Math.max(MDSData[1])
- minY = Math.max(MDSData[1])
-
- Plotly.animate('OverviewPlotly', {
- data: [
- {x: MDSData[0], y: MDSData[1],marker: {
- color: colorsforScatterPlot,
- }}
- ],
- traces: [0],
- layout: {
- xaxis: {
- visible: false,
- range: [minX, maxX]
- },
- yaxis: {
- visible: false,
- range: [minY, maxY]
- },
- }
- }, {
- transition: {
- duration: 3000,
- easing: 'cubic-in-out'
- },
- frame: {
- duration: 3000
- }
- })
- }
+ // animate() {
+ // var maxX
+ // var minX
+ // var maxY
+ // var minY
+
+ // var colorsforScatterPlot = JSON.parse(this.DataPointsSelUpdate[0])
+ // var MDSData = JSON.parse(this.DataPointsSelUpdate[1])
+
+ // maxX = Math.max(MDSData[0])
+ // minX = Math.min(MDSData[0])
+ // maxY = Math.max(MDSData[1])
+ // minY = Math.max(MDSData[1])
+
+ // Plotly.animate('OverviewPlotly', {
+ // data: [
+ // {x: MDSData[0], y: MDSData[1],marker: {
+ // color: colorsforScatterPlot,
+ // }}
+ // ],
+ // traces: [0],
+ // layout: {
+ // xaxis: {
+ // visible: false,
+ // range: [minX, maxX]
+ // },
+ // yaxis: {
+ // visible: false,
+ // range: [minY, maxY]
+ // },
+ // }
+ // }, {
+ // transition: {
+ // duration: 3000,
+ // easing: 'cubic-in-out'
+ // },
+ // frame: {
+ // duration: 3000
+ // }
+ // })
+ // }
},
mounted() {
EventBus.$on('onlyOnce', data => { this.onlyOnce = data })
@@ -513,7 +540,7 @@ export default {
EventBus.$on('RepresentationSelection', data => {this.representationDef = data})
EventBus.$on('RepresentationSelection', this.ScatterPlotView)
EventBus.$on('UpdateModelsScatterplot', data => {this.DataPointsSelUpdate = data})
- EventBus.$on('UpdateModelsScatterplot', this.animate)
+ EventBus.$on('UpdateModelsScatterplot', this.ScatterPlotView)
// reset view
EventBus.$on('resetViews', this.reset)
diff --git a/insertMongo.py b/insertMongo.py
index 751aacc11..b517c87ca 100644
--- a/insertMongo.py
+++ b/insertMongo.py
@@ -9,7 +9,7 @@ import os
def import_content(filepath):
mng_client = pymongo.MongoClient('localhost', 27017)
mng_db = mng_client['mydb']
- collection_name = 'StanceC'
+ collection_name = 'StanceCTest'
db_cm = mng_db[collection_name]
cdir = os.path.dirname(__file__)
file_res = os.path.join(cdir, filepath)
@@ -20,5 +20,5 @@ def import_content(filepath):
db_cm.insert(data_json)
if __name__ == "__main__":
- filepath = '/Users/anchaa/Documents/Research/StackVis_code/StackVis/stance.csv'
+ filepath = '/Users/anchaa/Documents/Research/StackVis_code/StackVis/stancetest.csv'
import_content(filepath)
\ No newline at end of file
diff --git a/run.py b/run.py
index e90458c8f..cf6142117 100644
--- a/run.py
+++ b/run.py
@@ -32,6 +32,10 @@ from sklearn.manifold import TSNE
from sklearn.metrics import matthews_corrcoef
from sklearn.metrics import log_loss
from sklearn.metrics import fbeta_score
+from sklearn.metrics import accuracy_score
+from sklearn.metrics import precision_score
+from sklearn.metrics import recall_score
+from sklearn.metrics import f1_score
from imblearn.metrics import geometric_mean_score
import umap
from sklearn.metrics import classification_report
@@ -79,6 +83,9 @@ def Reset():
global RANDOM_SEED
RANDOM_SEED = 42
+ global StanceTest
+ StanceTest = False
+
global factors
factors = [1,0,0,1,0,0,1,0,0,1,0,0,0,0,0,1,0,0,0,1,1,1]
@@ -176,6 +183,8 @@ def Reset():
def RetrieveFileName():
global DataRawLength
global DataResultsRaw
+ global DataResultsRawTest
+ global DataRawLengthTest
fileName = request.get_data().decode('utf8').replace("'", '"')
@@ -275,14 +284,22 @@ def RetrieveFileName():
global parametersSelData
parametersSelData = []
+ global StanceTest
+ StanceTest = False
+
global target_names
+
target_names = []
DataRawLength = -1
+ DataRawLengthTest = -1
+
data = json.loads(fileName)
if data['fileName'] == 'HeartC':
CollectionDB = mongo.db.HeartC.find()
elif data['fileName'] == 'StanceC':
+ StanceTest = True
CollectionDB = mongo.db.StanceC.find()
+ CollectionDBTest = mongo.db.StanceCTest.find()
elif data['fileName'] == 'DiabetesC':
CollectionDB = mongo.db.DiabetesC.find()
else:
@@ -293,6 +310,15 @@ def RetrieveFileName():
item['InstanceID'] = index
DataResultsRaw.append(item)
DataRawLength = len(DataResultsRaw)
+
+ DataResultsRawTest = []
+ if (StanceTest):
+ for index, item in enumerate(CollectionDBTest):
+ item['_id'] = str(item['_id'])
+ item['InstanceID'] = index
+ DataResultsRawTest.append(item)
+ DataRawLengthTest = len(DataResultsRawTest)
+
DataSetSelection()
return 'Everything is okay'
@@ -364,6 +390,49 @@ def CollectionData():
return jsonify(response)
def DataSetSelection():
+ global XDataTest, yDataTest
+ XDataTest = pd.DataFrame()
+ yDataTest = []
+ global StanceTest
+ if (StanceTest):
+ DataResultsTest = copy.deepcopy(DataResultsRawTest)
+
+ for dictionary in DataResultsRawTest:
+ for key in dictionary.keys():
+ if (key.find('*') != -1):
+ target = key
+ continue
+ continue
+
+ DataResultsRawTest.sort(key=lambda x: x[target], reverse=True)
+ DataResultsTest.sort(key=lambda x: x[target], reverse=True)
+
+ for dictionary in DataResultsTest:
+ del dictionary['_id']
+ del dictionary['InstanceID']
+ del dictionary[target]
+
+ AllTargetsTest = [o[target] for o in DataResultsRaw]
+ AllTargetsFloatValuesTest = []
+
+ previous = None
+ Class = 0
+ for i, value in enumerate(AllTargetsTest):
+ if (i == 0):
+ previous = value
+ target_namesLoc.append(value)
+ if (value == previous):
+ AllTargetsFloatValuesTest.append(Class)
+ else:
+ Class = Class + 1
+ target_namesLoc.append(value)
+ AllTargetsFloatValuesTest.append(Class)
+ previous = value
+
+ ArrayDataResultsTest = pd.DataFrame.from_dict(DataResultsTest)
+
+ XDataTest, yDataTest = ArrayDataResultsTest, AllTargetsFloatValuesTest
+
DataResults = copy.deepcopy(DataResultsRaw)
for dictionary in DataResultsRaw:
@@ -564,7 +633,7 @@ memory = Memory(location, verbose=0)
# calculating for all algorithms and models the performance and other results
@memory.cache
def GridSearchForModels(XData, yData, clf, params, eachAlgor, AlgorithmsIDsEnd, toggle):
- print('inside')
+ print('inside models')
# instantiate spark session
spark = (
SparkSession
@@ -1712,7 +1781,7 @@ def SendPredBacktobeUpdated():
@app.route('/data/ServerRequestSelPoin', methods=["GET", "POST"])
def RetrieveSelClassifiersID():
ClassifierIDsList = request.get_data().decode('utf8').replace("'", '"')
- ComputeMetricsForSel(ClassifierIDsList)
+ #ComputeMetricsForSel(ClassifierIDsList)
ClassifierIDCleaned = json.loads(ClassifierIDsList)
global keySpecInternal
@@ -1722,6 +1791,15 @@ def RetrieveSelClassifiersID():
EnsembleModel(ClassifierIDsList, 1)
return 'Everything Okay'
+# Retrieve data from client
+@cross_origin(origin='localhost',headers=['Content-Type','Authorization'])
+@app.route('/data/ServerRequestSelPoinLocally', methods=["GET", "POST"])
+def RetrieveSelClassifiersIDLocally():
+ ClassifierIDsList = request.get_data().decode('utf8').replace("'", '"')
+ ComputeMetricsForSel(ClassifierIDsList)
+
+ return 'Everything Okay'
+
def ComputeMetricsForSel(Models):
Models = json.loads(Models)
MetricsAlltoSel = PreprocessingMetrics()
@@ -2473,6 +2551,8 @@ def FeatureSelPerModel():
return 'Everything Okay'
def EnsembleModel(Models, keyRetrieved):
+ global XDataTest, yDataTest
+
global scores
global previousState
global previousStateActive
@@ -2852,11 +2932,12 @@ def EnsembleModel(Models, keyRetrieved):
# if (keyRetrieved == 0):
# pass
# else:
+ global StanceTest
if (keySpec == 0 or keySpec == 1):
num_cores = multiprocessing.cpu_count()
inputsSc = ['accuracy','precision_weighted','recall_weighted','f1_weighted']
- flat_results = Parallel(n_jobs=num_cores)(delayed(solve)(sclf,keyData,keySpec,keySpecInternal,previousState,previousStateActive,XData,yData,crossValidation,item,index) for index, item in enumerate(inputsSc))
+ flat_results = Parallel(n_jobs=num_cores)(delayed(solve)(StanceTest,XDataTest,yDataTest,sclf,keyData,keySpec,keySpecInternal,previousState,previousStateActive,XData,yData,crossValidation,item,index) for index, item in enumerate(inputsSc))
scores = [item for sublist in flat_results for item in sublist]
if (keySpec == 0):
@@ -2929,7 +3010,7 @@ def EnsembleModel(Models, keyRetrieved):
return 'Okay'
-def solve(sclf,keyData,keySpec,keySpecInternal,previousStateLoc,previousStateActiveLoc,XData,yData,crossValidation,scoringIn,loop):
+def solve(StanceTest,y_Test,y_true,sclf,keyData,keySpec,keySpecInternal,previousStateLoc,previousStateActiveLoc,XData,yData,crossValidation,scoringIn,loop):
scoresLoc = []
if (keySpec == 0):
temp = model_selection.cross_val_score(sclf, XData, yData, cv=crossValidation, scoring=scoringIn, n_jobs=-1)
@@ -2974,6 +3055,16 @@ def solve(sclf,keyData,keySpec,keySpecInternal,previousStateLoc,previousStateAct
scoresLoc.append(temp.std())
scoresLoc.append(temp.mean())
scoresLoc.append(temp.std())
+ if (StanceTest):
+ y_pred = sclf.predict(y_Test)
+ if (loop == 0):
+ print(accuracy_score(y_true, y_pred))
+ elif (loop == 1):
+ print(precision_score(y_true, y_pred, average='weighted'))
+ elif (loop == 2):
+ print(recall_score(y_true, y_pred, average='weighted'))
+ else:
+ print(f1_score(y_true, y_pred, average='weighted'))
return scoresLoc
diff --git a/stancetest.csv b/stancetest.csv
new file mode 100644
index 000000000..476e56988
--- /dev/null
+++ b/stancetest.csv
@@ -0,0 +1,2060 @@
+"!","'",",","-",":",";","a","about","actually","after","again","against","all","almost","already","also","always","am","an","and","another","any","are","around","as","at","away","back","banks","be","because","become","been","before","being","believe","best","better","between","blog","both","brexit","britain","british","but","by","cameron","campaign","can","cannot","case","change","clear","come","common","corbyn","could","countries","country","course","d","day","deal","democracy","did","different","do","does","don","done","down","economic","economy","election","end","enough","eu","euro","europe","european","even","ever","every","expect","fact","far","few","find","first","for","from","further","future","germany","get","given","go","going","good","got","government","greece","greek","had","hard","has","have","he","help","her","here","him","his","how","however","i","idea","if","immigration","in","independence","into","is","issue","it","its","itself","just","know","labour","last","least","leave","left","less","let","life","like","likely","little","long","look","m","made","majority","make","many","may","me","means","member","membership","might","money","more","most","much","must","my","national","need","needs","never","new","next","no","not","now","of","off","on","one","only","open","opinion","or","other","our","out","over","own","parliament","part","parties","party","people","point","policy","political","politics","polls","power","probably","problem","public","put","quite","rather","re","read","really","referendum","right","rights","s","said","same","say","scotland","scottish","second","see","seem","seems","she","should","since","snp","so","social","some","something","states","still","such","support","sure","system","t","take","than","that","the","their","them","then","there","these","they","thing","things","think","this","those","though","thought","through","time","to","too","tories","tory","trade","two","uk","ukip","under","union","up","us","use","ve","very","vote","voters","voting","want","war","was","way","we","week","well","were","what","when","where","whether","which","while","who","why","will","win","wish","with","within","without","won","work","world","would","year","years","yes","yet","you","your","–","—","Category*"
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