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\n"," "]},"metadata":{},"execution_count":131}]},{"cell_type":"markdown","source":["## Preprocessing Data (`Min-Max`)"],"metadata":{"id":"vVrv-KN8lRZd"}},{"cell_type":"code","source":["scaler = MinMaxScaler()\n","scaled = scaler.fit_transform(X)\n","features_names = X.columns.copy()\n","scaled_features = pd.DataFrame(scaled, columns=features_names)\n","scaled_features.head(10)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":496},"id":"CJG72qsluDIF","executionInfo":{"status":"ok","timestamp":1667989753322,"user_tz":-420,"elapsed":9,"user":{"displayName":"Caca Erha","userId":"13359221303846732984"}},"outputId":"8b5741fb-ef55-4d9c-f8d4-c617970ecb3e"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n"]},{"output_type":"execute_result","data":{"text/plain":[" quality prescreen ma2 ma3 ma4 ma5 ma6 \\\n","0 1.0 1.0 0.140000 0.160305 0.176471 0.173077 0.177083 \n","1 1.0 1.0 0.153333 0.175573 0.176471 0.163462 0.156250 \n","2 1.0 1.0 0.406667 0.450382 0.487395 0.509615 0.479167 \n","3 1.0 1.0 0.360000 0.396947 0.436975 0.471154 0.437500 \n","4 1.0 1.0 0.286667 0.328244 0.361345 0.384615 0.395833 \n","5 1.0 1.0 0.286667 0.320611 0.336134 0.384615 0.375000 \n","6 1.0 0.0 0.186667 0.213740 0.235294 0.250000 0.250000 \n","7 1.0 1.0 0.033333 0.038168 0.042017 0.048077 0.010417 \n","8 1.0 1.0 0.140000 0.152672 0.142857 0.134615 0.125000 \n","9 1.0 1.0 0.520000 0.564885 0.605042 0.673077 0.656250 \n","\n"," ma7 exudate8 exudate9 exudate10 exudate11 exudate12 exudate13 \\\n","0 0.147727 0.122764 0.106359 0.049693 0.012913 0.000362 0.000342 \n","1 0.136364 0.142126 0.142403 0.031351 0.003918 0.000076 0.000194 \n","2 0.363636 0.137472 0.167497 0.119614 0.081188 0.027106 0.018571 \n","3 0.340909 0.099403 0.110368 0.085971 0.051525 0.016340 0.013555 \n","4 0.295455 0.043799 0.051281 0.003869 0.000000 0.000000 0.000000 \n","5 0.318182 0.069395 0.041498 0.021738 0.005417 0.000000 0.000000 \n","6 0.170455 0.037412 0.054531 0.015400 0.000000 0.000000 0.000000 \n","7 0.000000 0.050374 0.056828 0.011536 0.002516 0.000000 0.000000 \n","8 0.102273 0.164381 0.140880 0.057991 0.008305 0.000000 0.000000 \n","9 0.522727 0.053997 0.060159 0.008246 0.001670 0.000455 0.000000 \n","\n"," exudate14 exudate15 euDist diameter amfm_class \n","0 0.000661 0.001271 0.530801 0.261133 1.0 \n","1 0.000657 0.001264 0.682302 0.536341 0.0 \n","2 0.007043 0.002509 0.726836 0.437973 0.0 \n","3 0.001289 0.000496 0.514678 0.352675 0.0 \n","4 0.000000 0.000000 0.481936 0.407122 0.0 \n","5 0.000000 0.000000 0.601764 0.426770 0.0 \n","6 0.000000 0.000000 0.775126 0.506339 0.0 \n","7 0.000000 0.000000 0.929166 0.081622 1.0 \n","8 0.000000 0.000000 0.589477 0.365093 0.0 \n","9 0.000000 0.000000 0.860738 0.317608 0.0 "],"text/html":["\n","
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qualityprescreenma2ma3ma4ma5ma6ma7exudate8exudate9exudate10exudate11exudate12exudate13exudate14exudate15euDistdiameteramfm_class
01.01.00.1400000.1603050.1764710.1730770.1770830.1477270.1227640.1063590.0496930.0129130.0003620.0003420.0006610.0012710.5308010.2611331.0
11.01.00.1533330.1755730.1764710.1634620.1562500.1363640.1421260.1424030.0313510.0039180.0000760.0001940.0006570.0012640.6823020.5363410.0
21.01.00.4066670.4503820.4873950.5096150.4791670.3636360.1374720.1674970.1196140.0811880.0271060.0185710.0070430.0025090.7268360.4379730.0
31.01.00.3600000.3969470.4369750.4711540.4375000.3409090.0994030.1103680.0859710.0515250.0163400.0135550.0012890.0004960.5146780.3526750.0
41.01.00.2866670.3282440.3613450.3846150.3958330.2954550.0437990.0512810.0038690.0000000.0000000.0000000.0000000.0000000.4819360.4071220.0
51.01.00.2866670.3206110.3361340.3846150.3750000.3181820.0693950.0414980.0217380.0054170.0000000.0000000.0000000.0000000.6017640.4267700.0
61.00.00.1866670.2137400.2352940.2500000.2500000.1704550.0374120.0545310.0154000.0000000.0000000.0000000.0000000.0000000.7751260.5063390.0
71.01.00.0333330.0381680.0420170.0480770.0104170.0000000.0503740.0568280.0115360.0025160.0000000.0000000.0000000.0000000.9291660.0816221.0
81.01.00.1400000.1526720.1428570.1346150.1250000.1022730.1643810.1408800.0579910.0083050.0000000.0000000.0000000.0000000.5894770.3650930.0
91.01.00.5200000.5648850.6050420.6730770.6562500.5227270.0539970.0601590.0082460.0016700.0004550.0000000.0000000.0000000.8607380.3176080.0
\n","
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\n"," "]},"metadata":{},"execution_count":132}]},{"cell_type":"markdown","source":["### Split Data"],"metadata":{"id":"kGWWCZQ0vDU4"}},{"cell_type":"code","source":["from sklearn.model_selection import train_test_split\n","\n","X_train, X_test, y_train, y_test=train_test_split(scaled_features, y, test_size=0.2, random_state=40)\n"],"metadata":{"id":"SlLAZXahvAYm"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["## Eksekusi Pada Model `Bagging Clasifier`"],"metadata":{"id":"Gf1redlcuafX"}},{"cell_type":"markdown","source":["### Bagging Clasifier Dengan SVC"],"metadata":{"id":"OxWXISa4pXc0"}},{"cell_type":"markdown","source":["Mencari akurasi tertinggi dengan N_estimators dari 2 sampai 100"],"metadata":{"id":"YAiGEWnupcN2"}},{"cell_type":"code","source":["# import model\n","from sklearn.naive_bayes import GaussianNB\n","from sklearn.svm import SVC\n","from sklearn.ensemble import BaggingClassifier\n","from sklearn.datasets import make_classification\n","from sklearn.metrics import accuracy_score\n","# eksekusi data pada model\n","X, y = make_classification(n_samples=100, n_features=4,\n"," n_informative=2, n_redundant=0,\n"," random_state=0, shuffle=False)\n","# bagging clasifier menggunakan SVC dan Gaussian(naive bayes)\n","# # SVC\n","n_estimator = range(2,101)\n","akurasi_bags_1 = []\n","for n in n_estimator:\n"," # inisialisasi model\n"," clf = BaggingClassifier(base_estimator=SVC(),\n"," n_estimators=n, random_state=40).fit(X_train, y_train)\n"," # predict x_test\n"," y_pred = clf.predict(X_test)\n"," # akurasi count\n"," akurasi_bags_1.append(accuracy_score(y_test,y_pred))\n","\n"," \n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"FmuXMRYGumNd","executionInfo":{"status":"ok","timestamp":1667989911117,"user_tz":-420,"elapsed":157801,"user":{"displayName":"Caca Erha","userId":"13359221303846732984"}},"outputId":"f5ec26bc-e7f1-451a-95b6-580c81d6ba6d"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n"]}]},{"cell_type":"markdown","source":["Visualisasi Akurasi Bagging dengan SVC"],"metadata":{"id":"NQz5QQcYrDmC"}},{"cell_type":"code","source":["import matplotlib.pyplot as plt\n","plt.plot(n_estimator,akurasi_bags_1)\n","plt.xlabel('Value of N')\n","plt.ylabel('Testing Accuracy')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":279},"id":"L6HE-TdBrKhz","executionInfo":{"status":"ok","timestamp":1667989911118,"user_tz":-420,"elapsed":25,"user":{"displayName":"Caca Erha","userId":"13359221303846732984"}},"outputId":"88fa7af8-2fcc-444a-f996-1cb9934e9783"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":["Mencari n_estimator dengan Akurasi Tertinggi"],"metadata":{"id":"6mb8XVulreQY"}},{"cell_type":"code","source":["akurasi_bags_1.index(max(akurasi_bags_1))+1 , max(akurasi_bags_1)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"63wpBduBrDJv","executionInfo":{"status":"ok","timestamp":1667989911120,"user_tz":-420,"elapsed":15,"user":{"displayName":"Caca Erha","userId":"13359221303846732984"}},"outputId":"07fe57ba-e47d-4256-f5e6-a2d9d676be42"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(14, 0.7792207792207793)"]},"metadata":{},"execution_count":136}]},{"cell_type":"markdown","source":["### Bagging Clasifier Dengan GaussianNB"],"metadata":{"id":"LH0PLsNhuHik"}},{"cell_type":"markdown","source":["Mencari akurasi tertinggi dengan N_estimators dari 2 sampai 100"],"metadata":{"id":"YtwZWjBZubXW"}},{"cell_type":"code","source":["akurasi_bags_2= []\n","for n in n_estimator:\n"," # inisialisasi model\n"," clf2 = BaggingClassifier(base_estimator=GaussianNB(),\n"," n_estimators=n, random_state=40).fit(X_train, y_train)\n"," # predict x_test\n"," y_pred2 = clf2.predict(X_test)\n"," # akurasi count\n"," akurasi_bags_2.append(accuracy_score(y_test,y_pred2))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"qgfbA1GOuJqc","executionInfo":{"status":"ok","timestamp":1667989923944,"user_tz":-420,"elapsed":12836,"user":{"displayName":"Caca Erha","userId":"13359221303846732984"}},"outputId":"f043d221-1e52-4b8a-93ba-00a2ba34d24c"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n"]}]},{"cell_type":"markdown","source":["Visualisasi Hasil Akurasi "],"metadata":{"id":"u9Vlgo_eub2j"}},{"cell_type":"code","source":["plt.plot(n_estimator,akurasi_bags_2)\n","plt.xlabel('Value of N')\n","plt.ylabel('Testing Accuracy')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":279},"id":"nmqKUXhVuXYy","executionInfo":{"status":"ok","timestamp":1667989923945,"user_tz":-420,"elapsed":31,"user":{"displayName":"Caca Erha","userId":"13359221303846732984"}},"outputId":"e9a038c3-1d66-44b6-f0f2-f2b01d71ceec"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":["Mencari Akurasi Tertinggi"],"metadata":{"id":"MzaBZqEpudqq"}},{"cell_type":"code","source":["akurasi_bags_2.index(max(akurasi_bags_2))+1 , max(akurasi_bags_2)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"PYj_oNYkugfq","executionInfo":{"status":"ok","timestamp":1667989923946,"user_tz":-420,"elapsed":30,"user":{"displayName":"Caca Erha","userId":"13359221303846732984"}},"outputId":"c606a3f7-9d24-43dd-b222-61d88e47b9b5"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(9, 0.7142857142857143)"]},"metadata":{},"execution_count":139}]},{"cell_type":"markdown","source":["## Eksekusi Pada Model `Random Forest`"],"metadata":{"id":"sxR5a0x-wUqZ"}},{"cell_type":"markdown","source":["Mencari akurasi tertinggi dengan N_estimators dari 2 sampai 100"],"metadata":{"id":"Xo10W7C7xwp7"}},{"cell_type":"code","source":["from sklearn.ensemble import RandomForestClassifier\n","akurasirf= []\n","for n in n_estimator:\n"," # inisialisasi model\n"," rf = RandomForestClassifier(\n"," n_estimators=n,max_depth=2, random_state=40).fit(X_train, y_train)\n"," # predict x_test\n"," y_predrf = rf.predict(X_test)\n"," # akurasi count\n"," akurasirf.append(accuracy_score(y_test,y_predrf))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"0DXRtRnkxxFN","executionInfo":{"status":"ok","timestamp":1667989934908,"user_tz":-420,"elapsed":10981,"user":{"displayName":"Caca Erha","userId":"13359221303846732984"}},"outputId":"51e5c0fa-7db1-45a7-ba97-ec9b5fb3b698"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n"]}]},{"cell_type":"markdown","source":["Visualisasi Hasil Akurasi "],"metadata":{"id":"cvvBwCB1yOG7"}},{"cell_type":"code","source":["plt.plot(n_estimator,akurasirf)\n","plt.xlabel('Value of N')\n","plt.ylabel('Testing Accuracy')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":279},"id":"sJBi98r0ySH6","executionInfo":{"status":"ok","timestamp":1667989934908,"user_tz":-420,"elapsed":31,"user":{"displayName":"Caca Erha","userId":"13359221303846732984"}},"outputId":"cc188508-2917-4ea2-ff4c-996159e65d59"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":["Mencari Akurasi Tertinggi dari N"],"metadata":{"id":"QPwR_ERIyR3a"}},{"cell_type":"code","source":["akurasirf.index(max(akurasirf))+1 , max(akurasirf)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"M6-f_7ZsyYyN","executionInfo":{"status":"ok","timestamp":1667989934908,"user_tz":-420,"elapsed":28,"user":{"displayName":"Caca Erha","userId":"13359221303846732984"}},"outputId":"dd3b54f0-b522-435b-ca92-70fac1cb5883"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(38, 0.70995670995671)"]},"metadata":{},"execution_count":142}]},{"cell_type":"markdown","source":["## Eksekusi Pada Model `Stacking clasifier`"],"metadata":{"id":"j-G1UqBkyzje"}},{"cell_type":"code","source":["from sklearn.ensemble import StackingClassifier\n","from sklearn.tree import DecisionTreeClassifier\n","\n","# estimator menggunakan Random Forest, SVC GaussianNB\n","## untuk n_estimators menggunakan n dengan akurasi tertinggi \n","estimators = [\n"," ('rf', RandomForestClassifier(n_estimators=38, max_depth=2, random_state=40)),\n"," ('svc', SVC()),\n"," ('gnb', GaussianNB()),\n"," ('bagsvc', BaggingClassifier(base_estimator=SVC(),\n"," n_estimators=14, random_state=40)),\n"," ('baggnb' ,BaggingClassifier(base_estimator=GaussianNB(),\n"," n_estimators=9, random_state=40))\n","]\n","\n","sc = StackingClassifier(\n"," estimators=estimators, final_estimator=SVC()).fit(X_train, y_train)\n","\n","y_predsc = sc.predict(X_test)\n","akurasi = accuracy_score(y_test,y_predsc)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"xNsAZ2Ag1qT-","executionInfo":{"status":"ok","timestamp":1667989938477,"user_tz":-420,"elapsed":3583,"user":{"displayName":"Caca Erha","userId":"13359221303846732984"}},"outputId":"7c6030c8-45d9-4358-aea6-bd76465c33e7"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:1692: FutureWarning: Feature names only support names that are all strings. Got feature names with dtypes: ['tuple']. An error will be raised in 1.2.\n"," FutureWarning,\n"]}]},{"cell_type":"markdown","source":["### Hasil Akurasi Dan Score dari Stacking Clasifier"],"metadata":{"id":"QAkUH2ex38_T"}},{"cell_type":"code","source":["print(f'Akurasi Untuk Stacking Clasifier = {akurasi}')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"nuq9t-_d4DP5","executionInfo":{"status":"ok","timestamp":1667989938478,"user_tz":-420,"elapsed":12,"user":{"displayName":"Caca Erha","userId":"13359221303846732984"}},"outputId":"7d9ac159-09ee-4e9e-fe99-64af9b5d2d66"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Akurasi Untuk Stacking Clasifier = 0.7748917748917749\n"]}]}]}