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Generative-LLMs-for-clinical-classification/classification/Classification W_O FT 2019.ipynb
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| {"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"mount_file_id":"1NRJI_0a35m6F0nC27iLvBzZ4opGvBsti","authorship_tag":"ABX9TyMw7PAn+LlOAtHMplb0Cc/s"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["then finish fine tuning using Lora\n","and do the classification again on all 3 datasets\n","oversample 2020 using smote\n"],"metadata":{"id":"Lrm2xEBuv5dg"}},{"cell_type":"code","source":["import pandas as pd\n","import numpy as np\n","from sklearn.model_selection import train_test_split\n","from sklearn.preprocessing import StandardScaler, LabelEncoder\n","from sklearn.model_selection import GridSearchCV\n","from sklearn.metrics import classification_report\n","from sklearn.svm import SVC"],"metadata":{"id":"9Q4U4TWWnUNa","executionInfo":{"status":"ok","timestamp":1691488532984,"user_tz":-60,"elapsed":1970,"user":{"displayName":"Unknown","userId":"16317712665857714848"}}},"execution_count":1,"outputs":[]},{"cell_type":"code","source":["df = pd.read_json('/content/drive/MyDrive/Colab Notebooks/dissertation/data/2019_noFT.json')\n","\n","#df = df.drop(\"Predict\", axis=1)\n","#df['emb_biogpt_no_FineT'] = df['emb_biogpt_no_FineT'].apply(lambda x: np.array(x.split(','), dtype=float))\n","\n","# Create the StandardScaler object\n","scaler = StandardScaler()"],"metadata":{"id":"pX9KCq5pSseO","executionInfo":{"status":"ok","timestamp":1691488535728,"user_tz":-60,"elapsed":2748,"user":{"displayName":"Unknown","userId":"16317712665857714848"}}},"execution_count":2,"outputs":[]},{"cell_type":"markdown","source":["###Classification on the Consensus column only 2 labels\n"],"metadata":{"id":"1hToj2mX60it"}},{"cell_type":"code","source":["# Check for consensus and mark rows for removal\n","rows_to_drop = []\n","for index, row in df.iterrows():\n"," if row['Consensus'] == '-' or row['Consensus'] == 'U': #or row['Consensus'] == 'U'\n"," rows_to_drop.append(index)\n","\n","# Drop the marked rows\n","df = df.drop(rows_to_drop)\n","\n","# Print the updated DataFrame\n","#print(df_2_labels)"],"metadata":{"id":"ozyI6uW260i1","executionInfo":{"status":"ok","timestamp":1691488536856,"user_tz":-60,"elapsed":3,"user":{"displayName":"Unknown","userId":"16317712665857714848"}}},"execution_count":3,"outputs":[]},{"cell_type":"code","source":["X_biogpt, y_biogpt = df.emb_biogpt_no_FineT.tolist(), df.Consensus\n","X_stan, y_stan = df.emb_Stanford_no_FineT.tolist(), df.Consensus\n","X_llama, y_llama = df.emb_LLaMA_no_FineT.tolist(), df.Consensus\n","\n","X_biogpt = np.squeeze(X_biogpt)\n","X_stan = np.squeeze(X_stan)\n","X_llama = np.squeeze(X_llama)"],"metadata":{"id":"jnWM1FID60i1","executionInfo":{"status":"ok","timestamp":1691488537675,"user_tz":-60,"elapsed":822,"user":{"displayName":"Unknown","userId":"16317712665857714848"}}},"execution_count":4,"outputs":[]},{"cell_type":"code","source":["# Fit the scaler on the training data and transform it\n","X_biogpt = scaler.fit_transform(X_biogpt)\n","X_stan = scaler.fit_transform(X_stan)\n","X_llama = scaler.fit_transform(X_llama)"],"metadata":{"id":"dGFcWQbLh28f","executionInfo":{"status":"ok","timestamp":1691488537676,"user_tz":-60,"elapsed":4,"user":{"displayName":"Unknown","userId":"16317712665857714848"}}},"execution_count":5,"outputs":[]},{"cell_type":"code","source":["from sklearn.svm import SVC\n","#create SVC with class weight for predict column\n","svm_model_biogpt = SVC()\n","svm_model_stanford = SVC()\n","svm_model_llama = SVC()"],"metadata":{"id":"YoJDsLff60i1","executionInfo":{"status":"ok","timestamp":1691488537676,"user_tz":-60,"elapsed":3,"user":{"displayName":"Unknown","userId":"16317712665857714848"}}},"execution_count":6,"outputs":[]},{"cell_type":"code","source":["def tunning(svc, X, y):\n"," param_grid = {'degree': [1, 2, 3],\n"," 'kernel': ['rbf', 'poly'],\n"," 'class_weight': ['balanced'],\n"," 'gamma':[0.01, 0.1, 1],\n"," 'C': [0.001, 0.1, 1]}\n","\n"," grid = GridSearchCV(svc, param_grid, refit = True, verbose = 3, scoring= 'f1_macro', return_train_score=True, cv=5)\n","\n"," # fitting the model for grid search\n"," grid.fit(X, y)\n","\n"," # print best parameter after tuning\n"," best_params= grid.best_estimator_\n","\n"," print(best_params)\n","\n"," # print how our model looks after hyper-parameter tuning\n"," return best_params"],"metadata":{"id":"MqOlmY9XYuT7","executionInfo":{"status":"ok","timestamp":1691488637498,"user_tz":-60,"elapsed":221,"user":{"displayName":"Unknown","userId":"16317712665857714848"}}},"execution_count":7,"outputs":[]},{"cell_type":"code","source":["#get best parameters for svc\n","svm_model_biogpt=tunning(svm_model_biogpt, X_biogpt, y_biogpt)\n","svm_model_stanford=tunning(svm_model_stanford, X_stan, y_stan)\n","svm_model_llama=tunning(svm_model_llama, X_llama, y_llama)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"uFeeOn5xYu51","executionInfo":{"status":"ok","timestamp":1691488709724,"user_tz":-60,"elapsed":70578,"user":{"displayName":"Unknown","userId":"16317712665857714848"}},"outputId":"f839efcf-c467-4bd6-90b3-4058ab1f3513"},"execution_count":8,"outputs":[{"output_type":"stream","name":"stdout","text":["Fitting 5 folds for each of 54 candidates, totalling 270 fits\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=0.609, test=0.378) total time= 0.0s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=0.605, test=0.578) total time= 0.0s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=0.616, test=0.579) total time= 0.0s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=0.695, test=0.431) total time= 0.0s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=0.535, test=0.552) total time= 0.0s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=0.893, test=0.652) total time= 0.0s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=0.891, test=0.732) total time= 0.0s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=0.878, test=0.572) total time= 0.0s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=0.930, test=0.644) total time= 0.0s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=0.872, test=0.738) total time= 0.0s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=0.284, test=0.269) total time= 0.1s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=0.357, test=0.255) total time= 0.0s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=0.295, test=0.269) total time= 0.1s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=0.395, test=0.271) total time= 0.1s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.1s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.1s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.1s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.614) total time= 0.1s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.544) total time= 0.0s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.583) total time= 0.0s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.504) total time= 0.0s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.657) total time= 0.0s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.1s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.1s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.614) total time= 0.0s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.544) total time= 0.1s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.583) total time= 0.0s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.504) total time= 0.0s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.657) total time= 0.0s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=0.956, test=0.595) total time= 0.0s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=0.926, test=0.387) total time= 0.0s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=0.949, test=0.525) total time= 0.0s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=0.965, test=0.504) total time= 0.0s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=0.920, test=0.504) total time= 0.0s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.553) total time= 0.0s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.544) total time= 0.0s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.525) total time= 0.0s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.560) total time= 0.0s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.657) total time= 0.0s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.553) total time= 0.0s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.544) total time= 0.0s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.525) total time= 0.0s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.560) total time= 0.0s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.657) total time= 0.0s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=0.893, test=0.652) total time= 0.0s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=0.891, test=0.732) total time= 0.0s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=0.878, test=0.572) total time= 0.0s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=0.930, test=0.644) total time= 0.0s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=0.872, test=0.738) total time= 0.0s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=0.993, test=0.646) total time= 0.1s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=0.986, test=0.732) total time= 0.0s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=0.993, test=0.572) total time= 0.0s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.527) total time= 0.0s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=0.986, test=0.796) total time= 0.0s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=1.000, test=0.646) total time= 0.0s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=1.000, test=0.732) total time= 0.0s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=1.000, test=0.490) total time= 0.0s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=1.000, test=0.487) total time= 0.0s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=1.000, test=0.796) total time= 0.1s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.614) total time= 0.0s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.544) total time= 0.0s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.583) total time= 0.0s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.504) total time= 0.0s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.657) total time= 0.0s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.1s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.614) total time= 0.1s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.544) total time= 0.0s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.583) total time= 0.0s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.504) total time= 0.0s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.657) total time= 0.0s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.1s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.614) total time= 0.0s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.544) total time= 0.0s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.583) total time= 0.0s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.504) total time= 0.0s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.657) total time= 0.0s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.553) total time= 0.0s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.544) total time= 0.0s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.525) total time= 0.0s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.560) total time= 0.0s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.657) total time= 0.1s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.553) total time= 0.0s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.544) total time= 0.0s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.525) total time= 0.0s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.560) total time= 0.1s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.657) total time= 0.1s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.553) total time= 0.0s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.544) total time= 0.0s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.525) total time= 0.0s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.560) total time= 0.0s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.657) total time= 0.0s\n","[CV 1/5] END C=1, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.377) total time= 0.0s\n","[CV 2/5] END C=1, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 3/5] END C=1, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 4/5] END C=1, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.0s\n","[CV 5/5] END C=1, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.0s\n","[CV 1/5] END C=1, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=0.993, test=0.646) total time= 0.0s\n","[CV 2/5] END C=1, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=0.986, test=0.732) total time= 0.0s\n","[CV 3/5] END C=1, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=0.993, test=0.572) total time= 0.0s\n","[CV 4/5] END C=1, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.527) total time= 0.0s\n","[CV 5/5] END C=1, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=0.986, test=0.796) total time= 0.0s\n","[CV 1/5] END C=1, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 2/5] END C=1, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 3/5] END C=1, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 4/5] END C=1, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.0s\n","[CV 5/5] END C=1, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.0s\n","[CV 1/5] END C=1, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.646) total time= 0.0s\n","[CV 2/5] END C=1, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.732) total time= 0.0s\n","[CV 3/5] END C=1, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.490) total time= 0.0s\n","[CV 4/5] END C=1, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.487) total time= 0.0s\n","[CV 5/5] END C=1, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.796) total time= 0.0s\n","[CV 1/5] END C=1, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 2/5] END C=1, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 3/5] END C=1, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 4/5] END C=1, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.0s\n","[CV 5/5] END C=1, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.0s\n","[CV 1/5] END C=1, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=1.000, test=0.646) total time= 0.0s\n","[CV 2/5] END C=1, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=1.000, test=0.732) total time= 0.0s\n","[CV 3/5] END C=1, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=1.000, test=0.490) total time= 0.0s\n","[CV 4/5] END C=1, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=1.000, test=0.487) total time= 0.0s\n","[CV 5/5] END C=1, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=1.000, test=0.796) total time= 0.0s\n","[CV 1/5] END C=1, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.377) total time= 0.0s\n","[CV 2/5] END C=1, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 3/5] END C=1, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 4/5] END C=1, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.0s\n","[CV 5/5] END C=1, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.0s\n","[CV 1/5] END C=1, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.614) total time= 0.0s\n","[CV 2/5] END C=1, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.544) total time= 0.0s\n","[CV 3/5] END C=1, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.583) total time= 0.0s\n","[CV 4/5] END C=1, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.504) total time= 0.0s\n","[CV 5/5] END C=1, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.657) total time= 0.0s\n","[CV 1/5] END C=1, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 2/5] END C=1, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 3/5] END C=1, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 4/5] END C=1, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.0s\n","[CV 5/5] END C=1, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.0s\n","[CV 1/5] END C=1, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.614) total time= 0.0s\n","[CV 2/5] END C=1, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.544) total time= 0.0s\n","[CV 3/5] END C=1, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.583) total time= 0.0s\n","[CV 4/5] END C=1, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.504) total time= 0.0s\n","[CV 5/5] END C=1, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.657) total time= 0.0s\n","[CV 1/5] END C=1, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 2/5] END C=1, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 3/5] END C=1, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 4/5] END C=1, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.0s\n","[CV 5/5] END C=1, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.0s\n","[CV 1/5] END C=1, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.614) total time= 0.0s\n","[CV 2/5] END C=1, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.544) total time= 0.0s\n","[CV 3/5] END C=1, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.583) total time= 0.0s\n","[CV 4/5] END C=1, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.504) total time= 0.0s\n","[CV 5/5] END C=1, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.657) total time= 0.0s\n","[CV 1/5] END C=1, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.377) total time= 0.0s\n","[CV 2/5] END C=1, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 3/5] END C=1, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 4/5] END C=1, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.0s\n","[CV 5/5] END C=1, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.0s\n","[CV 1/5] END C=1, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.553) total time= 0.0s\n","[CV 2/5] END C=1, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.544) total time= 0.0s\n","[CV 3/5] END C=1, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.525) total time= 0.0s\n","[CV 4/5] END C=1, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.560) total time= 0.0s\n","[CV 5/5] END C=1, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.657) total time= 0.0s\n","[CV 1/5] END C=1, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 2/5] END C=1, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 3/5] END C=1, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 4/5] END C=1, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.0s\n","[CV 5/5] END C=1, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.0s\n","[CV 1/5] END C=1, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.553) total time= 0.0s\n","[CV 2/5] END C=1, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.544) total time= 0.0s\n","[CV 3/5] END C=1, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.525) total time= 0.0s\n","[CV 4/5] END C=1, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.560) total time= 0.0s\n","[CV 5/5] END C=1, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.657) total time= 0.0s\n","[CV 1/5] END C=1, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 2/5] END C=1, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 3/5] END C=1, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 4/5] END C=1, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.0s\n","[CV 5/5] END C=1, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.0s\n","[CV 1/5] END C=1, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.553) total time= 0.0s\n","[CV 2/5] END C=1, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.544) total time= 0.0s\n","[CV 3/5] END C=1, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.525) total time= 0.0s\n","[CV 4/5] END C=1, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.560) total time= 0.0s\n","[CV 5/5] END C=1, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.657) total time= 0.0s\n","SVC(C=0.001, class_weight='balanced', degree=1, gamma=1, kernel='poly')\n","Fitting 5 folds for each of 54 candidates, totalling 270 fits\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=0.826, test=0.598) total time= 0.1s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=0.809, test=0.732) total time= 0.0s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=0.817, test=0.574) total time= 0.0s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=0.787, test=0.607) total time= 0.0s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=0.781, test=0.713) total time= 0.0s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.1s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.1s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=0.950, test=0.652) total time= 0.0s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=0.908, test=0.708) total time= 0.0s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=0.916, test=0.613) total time= 0.0s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=0.923, test=0.607) total time= 0.0s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=0.923, test=0.728) total time= 0.0s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=0.915, test=0.627) total time= 0.0s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=0.891, test=0.680) total time= 0.0s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=0.899, test=0.638) total time= 0.0s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=0.892, test=0.469) total time= 0.0s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=0.884, test=0.560) total time= 0.0s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.661) total time= 0.0s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.680) total time= 0.0s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.661) total time= 0.0s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.442) total time= 0.0s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.677) total time= 0.0s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.661) total time= 0.0s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.680) total time= 0.0s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.661) total time= 0.0s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.442) total time= 0.0s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.677) total time= 0.0s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.613) total time= 0.0s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.729) total time= 0.0s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.507) total time= 0.0s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.373) total time= 0.0s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.589) total time= 0.0s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.613) total time= 0.0s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.729) total time= 0.0s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.507) total time= 0.0s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.373) total time= 0.0s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.589) total time= 0.0s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.0s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.613) total time= 0.0s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.729) total time= 0.0s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.507) total time= 0.0s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.373) total time= 0.0s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.589) total time= 0.0s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=0.950, test=0.652) total time= 0.0s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=0.908, test=0.708) total time= 0.0s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=0.916, test=0.613) total time= 0.0s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=0.923, test=0.607) total time= 0.0s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=0.923, test=0.728) total time= 0.0s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.652) total time= 0.0s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.766) total time= 0.0s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.595) total time= 0.0s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.568) total time= 0.0s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.668) total time= 0.0s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=1.000, test=0.652) total time= 0.0s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=1.000, test=0.766) total time= 0.0s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=1.000, test=0.595) total time= 0.0s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=1.000, test=0.568) total time= 0.0s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=1.000, test=0.668) total time= 0.0s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.661) total time= 0.0s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.680) total time= 0.0s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.661) total time= 0.0s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.442) total time= 0.0s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.677) total time= 0.0s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.661) total time= 0.0s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.680) total time= 0.0s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.661) total time= 0.0s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.442) total time= 0.0s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.677) total time= 0.0s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.661) total time= 0.0s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.680) total time= 0.0s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.661) total time= 0.0s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.442) total time= 0.0s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.677) total time= 0.0s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.613) total time= 0.0s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.729) total time= 0.0s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.507) total time= 0.0s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.373) total time= 0.0s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.589) total time= 0.0s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.1s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.613) total time= 0.0s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.729) total time= 0.0s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.507) total time= 0.0s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.373) total time= 0.0s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.589) total time= 0.0s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.0s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.1s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.1s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.0s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.613) total time= 0.0s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.729) total time= 0.0s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.507) total time= 0.0s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.373) total time= 0.0s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.589) total time= 0.0s\n","[CV 1/5] END C=1, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 2/5] END C=1, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 3/5] END C=1, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.1s\n","[CV 4/5] END C=1, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.1s\n","[CV 5/5] END C=1, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.1s\n","[CV 1/5] END C=1, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.652) total time= 0.0s\n","[CV 2/5] END C=1, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.766) total time= 0.1s\n","[CV 3/5] END C=1, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.595) total time= 0.0s\n","[CV 4/5] END C=1, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.568) total time= 0.0s\n","[CV 5/5] END C=1, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.668) total time= 0.0s\n","[CV 1/5] END C=1, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.1s\n","[CV 2/5] END C=1, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.1s\n","[CV 3/5] END C=1, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 4/5] END C=1, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.1s\n","[CV 5/5] END C=1, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.1s\n","[CV 1/5] END C=1, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.652) total time= 0.0s\n","[CV 2/5] END C=1, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.766) total time= 0.0s\n","[CV 3/5] END C=1, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.595) total time= 0.0s\n","[CV 4/5] END C=1, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.568) total time= 0.1s\n","[CV 5/5] END C=1, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.668) total time= 0.0s\n","[CV 1/5] END C=1, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.1s\n","[CV 2/5] END C=1, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.1s\n","[CV 3/5] END C=1, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 4/5] END C=1, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.0s\n","[CV 5/5] END C=1, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.0s\n","[CV 1/5] END C=1, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=1.000, test=0.652) total time= 0.0s\n","[CV 2/5] END C=1, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=1.000, test=0.766) total time= 0.0s\n","[CV 3/5] END C=1, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=1.000, test=0.595) total time= 0.0s\n","[CV 4/5] END C=1, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=1.000, test=0.568) total time= 0.0s\n","[CV 5/5] END C=1, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=1.000, test=0.668) total time= 0.0s\n","[CV 1/5] END C=1, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 2/5] END C=1, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 3/5] END C=1, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 4/5] END C=1, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.0s\n","[CV 5/5] END C=1, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.0s\n","[CV 1/5] END C=1, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.661) total time= 0.0s\n","[CV 2/5] END C=1, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.680) total time= 0.0s\n","[CV 3/5] END C=1, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.661) total time= 0.0s\n","[CV 4/5] END C=1, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.442) total time= 0.0s\n","[CV 5/5] END C=1, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.677) total time= 0.0s\n","[CV 1/5] END C=1, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 2/5] END C=1, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 3/5] END C=1, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 4/5] END C=1, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.0s\n","[CV 5/5] END C=1, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.0s\n","[CV 1/5] END C=1, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.661) total time= 0.0s\n","[CV 2/5] END C=1, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.680) total time= 0.0s\n","[CV 3/5] END C=1, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.661) total time= 0.0s\n","[CV 4/5] END C=1, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.442) total time= 0.0s\n","[CV 5/5] END C=1, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.677) total time= 0.0s\n","[CV 1/5] END C=1, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 2/5] END C=1, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 3/5] END C=1, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 4/5] END C=1, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.0s\n","[CV 5/5] END C=1, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.0s\n","[CV 1/5] END C=1, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.661) total time= 0.0s\n","[CV 2/5] END C=1, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.680) total time= 0.0s\n","[CV 3/5] END C=1, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.661) total time= 0.0s\n","[CV 4/5] END C=1, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.442) total time= 0.0s\n","[CV 5/5] END C=1, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.677) total time= 0.0s\n","[CV 1/5] END C=1, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 2/5] END C=1, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 3/5] END C=1, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 4/5] END C=1, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.0s\n","[CV 5/5] END C=1, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.0s\n","[CV 1/5] END C=1, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.613) total time= 0.0s\n","[CV 2/5] END C=1, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.729) total time= 0.0s\n","[CV 3/5] END C=1, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.507) total time= 0.0s\n","[CV 4/5] END C=1, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.373) total time= 0.0s\n","[CV 5/5] END C=1, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.589) total time= 0.0s\n","[CV 1/5] END C=1, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 2/5] END C=1, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 3/5] END C=1, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 4/5] END C=1, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.0s\n","[CV 5/5] END C=1, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.0s\n","[CV 1/5] END C=1, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.613) total time= 0.0s\n","[CV 2/5] END C=1, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.729) total time= 0.0s\n","[CV 3/5] END C=1, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.507) total time= 0.0s\n","[CV 4/5] END C=1, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.373) total time= 0.0s\n","[CV 5/5] END C=1, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.589) total time= 0.0s\n","[CV 1/5] END C=1, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 2/5] END C=1, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 3/5] END C=1, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.0s\n","[CV 4/5] END C=1, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.0s\n","[CV 5/5] END C=1, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.0s\n","[CV 1/5] END C=1, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.613) total time= 0.0s\n","[CV 2/5] END C=1, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.729) total time= 0.0s\n","[CV 3/5] END C=1, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.507) total time= 0.0s\n","[CV 4/5] END C=1, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.373) total time= 0.0s\n","[CV 5/5] END C=1, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.589) total time= 0.0s\n","SVC(C=0.001, class_weight='balanced', degree=1, gamma=1, kernel='poly')\n","Fitting 5 folds for each of 54 candidates, totalling 270 fits\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.1s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.1s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.1s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=0.272, test=0.269) total time= 0.1s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=0.272, test=0.269) total time= 0.1s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=0.435, test=0.282) total time= 0.1s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=0.327, test=0.275) total time= 0.1s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.1s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.1s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.1s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=0.758, test=0.552) total time= 0.1s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=0.721, test=0.652) total time= 0.1s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=0.723, test=0.646) total time= 0.1s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=0.752, test=0.563) total time= 0.1s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=0.687, test=0.664) total time= 0.1s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.1s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.1s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.1s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=0.936, test=0.578) total time= 0.0s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=0.922, test=0.670) total time= 0.1s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=0.937, test=0.635) total time= 0.0s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=0.958, test=0.644) total time= 0.0s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=0.944, test=0.728) total time= 0.0s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.1s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.1s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.1s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=0.972, test=0.526) total time= 0.1s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=0.950, test=0.613) total time= 0.1s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=0.944, test=0.649) total time= 0.1s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=0.917, test=0.653) total time= 0.1s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=0.936, test=0.692) total time= 0.1s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.1s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.1s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.1s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.537) total time= 0.1s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.616) total time= 0.1s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.593) total time= 0.1s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.634) total time= 0.1s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.728) total time= 0.1s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.1s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.1s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.1s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.537) total time= 0.1s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.616) total time= 0.1s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.593) total time= 0.1s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.634) total time= 0.1s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.728) total time= 0.1s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.1s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.1s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.1s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.578) total time= 0.1s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.638) total time= 0.1s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.638) total time= 0.1s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.520) total time= 0.1s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.741) total time= 0.1s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.1s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.1s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.1s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.578) total time= 0.1s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.638) total time= 0.1s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.638) total time= 0.1s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.520) total time= 0.1s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.741) total time= 0.1s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.1s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.1s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=0.272, test=0.269) total time= 0.1s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 1/5] END C=0.001, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.578) total time= 0.1s\n","[CV 2/5] END C=0.001, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.638) total time= 0.1s\n","[CV 3/5] END C=0.001, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.638) total time= 0.1s\n","[CV 4/5] END C=0.001, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.520) total time= 0.1s\n","[CV 5/5] END C=0.001, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.741) total time= 0.1s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.1s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.1s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.1s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=0.936, test=0.578) total time= 0.0s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=0.922, test=0.670) total time= 0.1s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=0.937, test=0.635) total time= 0.1s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=0.958, test=0.644) total time= 0.0s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=0.944, test=0.728) total time= 0.0s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.1s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.1s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.1s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.579) total time= 0.1s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.696) total time= 0.1s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.672) total time= 0.1s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.607) total time= 0.0s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.668) total time= 0.0s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.1s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.1s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.1s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=1.000, test=0.579) total time= 0.0s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=1.000, test=0.696) total time= 0.1s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=1.000, test=0.672) total time= 0.0s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=1.000, test=0.607) total time= 0.0s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=1.000, test=0.668) total time= 0.0s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.1s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.1s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.1s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.537) total time= 0.1s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.616) total time= 0.1s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.593) total time= 0.1s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.634) total time= 0.1s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.728) total time= 0.1s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.1s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.1s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.1s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.537) total time= 0.1s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.616) total time= 0.1s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.593) total time= 0.1s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.634) total time= 0.1s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.728) total time= 0.1s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.1s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.1s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.1s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.537) total time= 0.1s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.616) total time= 0.1s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.593) total time= 0.1s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.634) total time= 0.1s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.728) total time= 0.1s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.1s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.1s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.1s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.578) total time= 0.1s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.638) total time= 0.1s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.638) total time= 0.1s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.520) total time= 0.1s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.741) total time= 0.1s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.1s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.1s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.1s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.578) total time= 0.1s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.638) total time= 0.1s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.638) total time= 0.1s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.520) total time= 0.1s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.741) total time= 0.1s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.1s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.1s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=0.385, test=0.387) total time= 0.1s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=0.271, test=0.275) total time= 0.1s\n","[CV 1/5] END C=0.1, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.578) total time= 0.1s\n","[CV 2/5] END C=0.1, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.638) total time= 0.1s\n","[CV 3/5] END C=0.1, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.638) total time= 0.1s\n","[CV 4/5] END C=0.1, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.520) total time= 0.1s\n","[CV 5/5] END C=0.1, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.741) total time= 0.1s\n","[CV 1/5] END C=1, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.1s\n","[CV 2/5] END C=1, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.1s\n","[CV 3/5] END C=1, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.1s\n","[CV 4/5] END C=1, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.1s\n","[CV 5/5] END C=1, class_weight=balanced, degree=1, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.1s\n","[CV 1/5] END C=1, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.579) total time= 0.1s\n","[CV 2/5] END C=1, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.696) total time= 0.1s\n","[CV 3/5] END C=1, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.672) total time= 0.1s\n","[CV 4/5] END C=1, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.607) total time= 0.1s\n","[CV 5/5] END C=1, class_weight=balanced, degree=1, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.668) total time= 0.1s\n","[CV 1/5] END C=1, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.1s\n","[CV 2/5] END C=1, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.1s\n","[CV 3/5] END C=1, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.1s\n","[CV 4/5] END C=1, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.1s\n","[CV 5/5] END C=1, class_weight=balanced, degree=1, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.1s\n","[CV 1/5] END C=1, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.579) total time= 0.0s\n","[CV 2/5] END C=1, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.696) total time= 0.0s\n","[CV 3/5] END C=1, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.672) total time= 0.1s\n","[CV 4/5] END C=1, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.607) total time= 0.1s\n","[CV 5/5] END C=1, class_weight=balanced, degree=1, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.668) total time= 0.0s\n","[CV 1/5] END C=1, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.1s\n","[CV 2/5] END C=1, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.1s\n","[CV 3/5] END C=1, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.1s\n","[CV 4/5] END C=1, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.1s\n","[CV 5/5] END C=1, class_weight=balanced, degree=1, gamma=1, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.1s\n","[CV 1/5] END C=1, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=1.000, test=0.579) total time= 0.0s\n","[CV 2/5] END C=1, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=1.000, test=0.696) total time= 0.1s\n","[CV 3/5] END C=1, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=1.000, test=0.672) total time= 0.1s\n","[CV 4/5] END C=1, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=1.000, test=0.607) total time= 0.0s\n","[CV 5/5] END C=1, class_weight=balanced, degree=1, gamma=1, kernel=poly;, score=(train=1.000, test=0.668) total time= 0.0s\n","[CV 1/5] END C=1, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.1s\n","[CV 2/5] END C=1, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.1s\n","[CV 3/5] END C=1, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.1s\n","[CV 4/5] END C=1, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.1s\n","[CV 5/5] END C=1, class_weight=balanced, degree=2, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.1s\n","[CV 1/5] END C=1, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.537) total time= 0.1s\n","[CV 2/5] END C=1, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.616) total time= 0.1s\n","[CV 3/5] END C=1, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.593) total time= 0.1s\n","[CV 4/5] END C=1, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.634) total time= 0.1s\n","[CV 5/5] END C=1, class_weight=balanced, degree=2, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.728) total time= 0.0s\n","[CV 1/5] END C=1, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.1s\n","[CV 2/5] END C=1, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.1s\n","[CV 3/5] END C=1, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.1s\n","[CV 4/5] END C=1, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.1s\n","[CV 5/5] END C=1, class_weight=balanced, degree=2, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.1s\n","[CV 1/5] END C=1, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.537) total time= 0.1s\n","[CV 2/5] END C=1, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.616) total time= 0.1s\n","[CV 3/5] END C=1, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.593) total time= 0.1s\n","[CV 4/5] END C=1, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.634) total time= 0.1s\n","[CV 5/5] END C=1, class_weight=balanced, degree=2, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.728) total time= 0.1s\n","[CV 1/5] END C=1, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.1s\n","[CV 2/5] END C=1, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.1s\n","[CV 3/5] END C=1, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.1s\n","[CV 4/5] END C=1, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.1s\n","[CV 5/5] END C=1, class_weight=balanced, degree=2, gamma=1, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.1s\n","[CV 1/5] END C=1, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.537) total time= 0.1s\n","[CV 2/5] END C=1, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.616) total time= 0.0s\n","[CV 3/5] END C=1, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.593) total time= 0.1s\n","[CV 4/5] END C=1, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.634) total time= 0.0s\n","[CV 5/5] END C=1, class_weight=balanced, degree=2, gamma=1, kernel=poly;, score=(train=1.000, test=0.728) total time= 0.0s\n","[CV 1/5] END C=1, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.1s\n","[CV 2/5] END C=1, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.1s\n","[CV 3/5] END C=1, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.1s\n","[CV 4/5] END C=1, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.1s\n","[CV 5/5] END C=1, class_weight=balanced, degree=3, gamma=0.01, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.1s\n","[CV 1/5] END C=1, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.578) total time= 0.1s\n","[CV 2/5] END C=1, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.638) total time= 0.1s\n","[CV 3/5] END C=1, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.638) total time= 0.1s\n","[CV 4/5] END C=1, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.520) total time= 0.1s\n","[CV 5/5] END C=1, class_weight=balanced, degree=3, gamma=0.01, kernel=poly;, score=(train=1.000, test=0.741) total time= 0.1s\n","[CV 1/5] END C=1, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.1s\n","[CV 2/5] END C=1, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.1s\n","[CV 3/5] END C=1, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.1s\n","[CV 4/5] END C=1, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.1s\n","[CV 5/5] END C=1, class_weight=balanced, degree=3, gamma=0.1, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.1s\n","[CV 1/5] END C=1, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.578) total time= 0.1s\n","[CV 2/5] END C=1, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.638) total time= 0.1s\n","[CV 3/5] END C=1, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.638) total time= 0.1s\n","[CV 4/5] END C=1, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.520) total time= 0.1s\n","[CV 5/5] END C=1, class_weight=balanced, degree=3, gamma=0.1, kernel=poly;, score=(train=1.000, test=0.741) total time= 0.1s\n","[CV 1/5] END C=1, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.1s\n","[CV 2/5] END C=1, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.1s\n","[CV 3/5] END C=1, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=1.000, test=0.387) total time= 0.1s\n","[CV 4/5] END C=1, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.1s\n","[CV 5/5] END C=1, class_weight=balanced, degree=3, gamma=1, kernel=rbf;, score=(train=1.000, test=0.383) total time= 0.1s\n","[CV 1/5] END C=1, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.578) total time= 0.1s\n","[CV 2/5] END C=1, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.638) total time= 0.1s\n","[CV 3/5] END C=1, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.638) total time= 0.1s\n","[CV 4/5] END C=1, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.520) total time= 0.1s\n","[CV 5/5] END C=1, class_weight=balanced, degree=3, gamma=1, kernel=poly;, score=(train=1.000, test=0.741) total time= 0.1s\n","SVC(C=0.001, class_weight='balanced', degree=1, gamma=1, kernel='poly')\n"]}]},{"cell_type":"code","source":["from sklearn.model_selection import cross_val_predict\n","\n","#predict\n","y_pred_biogpt = cross_val_predict(svm_model_biogpt, X_biogpt, y_biogpt, cv=5)\n","y_pred_stan = cross_val_predict(svm_model_stanford, X_stan, y_stan, cv=5)\n","y_pred_llama = cross_val_predict(svm_model_llama, X_llama, y_llama, cv=5)"],"metadata":{"id":"oXL1ozLu60i2","executionInfo":{"status":"ok","timestamp":1691488710290,"user_tz":-60,"elapsed":576,"user":{"displayName":"Unknown","userId":"16317712665857714848"}}},"execution_count":9,"outputs":[]},{"cell_type":"code","source":["from sklearn.metrics import classification_report\n","print(\"--------------------Results 2019 on 3 labels-----------------------\")\n","print()\n","print(\"-----------------------------Bio GPT--------------------------------\")\n","print(classification_report(y_biogpt, y_pred_biogpt))\n","print(\"----------------------------stanford-------------------------------\")\n","print(classification_report(y_stan, y_pred_stan))\n","print(\"-----------------------------LLaMA---------------------------------\")\n","print(classification_report(y_llama, y_pred_llama))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1691488710297,"user_tz":-60,"elapsed":10,"user":{"displayName":"Unknown","userId":"16317712665857714848"}},"outputId":"76a25167-07b6-4c2f-a2c0-d022313dd6b1","id":"xnc3Z1Fb60i2"},"execution_count":10,"outputs":[{"output_type":"stream","name":"stdout","text":["--------------------Results 2019 on 3 labels-----------------------\n","\n","-----------------------------Bio GPT--------------------------------\n"," precision recall f1-score support\n","\n"," N 0.75 0.80 0.77 118\n"," Y 0.61 0.54 0.58 70\n","\n"," accuracy 0.70 188\n"," macro avg 0.68 0.67 0.67 188\n","weighted avg 0.70 0.70 0.70 188\n","\n","----------------------------stanford-------------------------------\n"," precision recall f1-score support\n","\n"," N 0.74 0.78 0.76 118\n"," Y 0.59 0.54 0.57 70\n","\n"," accuracy 0.69 188\n"," macro avg 0.67 0.66 0.66 188\n","weighted avg 0.69 0.69 0.69 188\n","\n","-----------------------------LLaMA---------------------------------\n"," precision recall f1-score support\n","\n"," N 0.75 0.72 0.74 118\n"," Y 0.56 0.60 0.58 70\n","\n"," accuracy 0.68 188\n"," macro avg 0.66 0.66 0.66 188\n","weighted avg 0.68 0.68 0.68 188\n","\n"]}]},{"cell_type":"code","source":[],"metadata":{"id":"XoHriaydpUtL"},"execution_count":null,"outputs":[]}]} |