\n"
],
"application/vnd.google.colaboratory.intrinsic+json": {
"type": "dataframe",
"summary": "{\n \"name\": \"pd\",\n \"rows\": 6,\n \"fields\": [\n {\n \"column\": \"count\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.0,\n \"min\": 3.0,\n \"max\": 3.0,\n \"num_unique_values\": 1,\n \"samples\": [\n 3.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"mean\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.3089272795072835,\n \"min\": -0.10890188434048083,\n \"max\": 0.5451960826284363,\n \"num_unique_values\": 6,\n \"samples\": [\n 0.012573639551798502\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"std\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.069592191219818,\n \"min\": 0.00023279914944948236,\n \"max\": 0.18612495039971752,\n \"num_unique_values\": 6,\n \"samples\": [\n 0.008400526113484729\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"min\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.26558436695832255,\n \"min\": -0.15789473684210525,\n \"max\": 0.5143631920853446,\n \"num_unique_values\": 6,\n \"samples\": [\n 0.00703740119934082\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"25%\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.28760838955937307,\n \"min\": -0.12631578947368421,\n \"max\": 0.5154370108846654,\n \"num_unique_values\": 6,\n \"samples\": [\n 0.007740616798400879\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"50%\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.31731565133274625,\n \"min\": -0.11315789473684211,\n \"max\": 0.5952183690377559,\n \"num_unique_values\": 6,\n \"samples\": [\n 0.008443832397460938\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"75%\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.3356706936094643,\n \"min\": -0.10275308984863213,\n \"max\": 0.6387856551071133,\n \"num_unique_values\": 6,\n \"samples\": [\n 0.015341758728027344\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"max\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.35413990679435675,\n \"min\": -0.09234828496042216,\n \"max\": 0.6823529411764706,\n \"num_unique_values\": 6,\n \"samples\": [\n 0.02223968505859375\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"
}
},
"metadata": {},
"execution_count": 72
}
]
},
{
"metadata": {
"id": "10AttXOhFWX-"
},
"cell_type": "markdown",
"source": [
"Let's define a functino for cross validation scorring for multiple ML models\n"
]
},
{
"metadata": {
"trusted": true,
"id": "PVfCv1P_FWX-"
},
"cell_type": "code",
"source": [
"def cross_val_scorring(model):\n",
"\n",
"# (score, accuracy, predictions) = model_building(model, X_train, X_test, y_train, y_test )\n",
"\n",
" model.fit(data[prediction_feature], data[targeted_feature])\n",
"\n",
" # score = model.score(X_train, y_train)\n",
"\n",
" predictions = model.predict(data[prediction_feature])\n",
" accuracy = accuracy_score(predictions, data[targeted_feature])\n",
" print(\"\\nFull-Data Accuracy:\", round(accuracy, 2))\n",
" print(\"Cross Validation Score of'\"+ str(name), \"'\\n\")\n",
"\n",
"\n",
" # Initialize K folds.\n",
" kFold = KFold(n_splits=5) # define 5 diffrent data folds\n",
"\n",
" err = []\n",
"\n",
" for train_index, test_index in kFold.split(data):\n",
" # print(\"TRAIN:\", train_index, \"TEST:\", test_index)\n",
"\n",
" # Data Spliting via fold indexes\n",
" X_train = data[prediction_feature].iloc[train_index, :] # train_index = rows and all columns for Prediction_features\n",
" y_train = data[targeted_feature].iloc[train_index] # all targeted features trains\n",
"\n",
" X_test = data[prediction_feature].iloc[test_index, :] # testing all rows and cols\n",
" y_test = data[targeted_feature].iloc[test_index] # all targeted tests\n",
"\n",
" # Again Model Fitting\n",
" model.fit(X_train, y_train)\n",
"\n",
" err.append(model.score(X_train, y_train))\n",
"\n",
" print(\"Score:\", round(np.mean(err), 2) )"
],
"execution_count": 73,
"outputs": []
},
{
"metadata": {
"id": "daT8OsWAFWX-"
},
"cell_type": "markdown",
"source": [
"Call the function to know the cross validation function by mean for our select model predictions."
]
},
{
"metadata": {
"trusted": true,
"id": "paXDgqffFWX-",
"outputId": "cb0c6454-6ba9-4ae0-f15d-14222111e00c",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"cell_type": "code",
"source": [
"for name, model in zip(list(models_list.keys()), list(models_list.values())):\n",
" cross_val_scorring(model)"
],
"execution_count": 74,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"\n",
"Full-Data Accuracy: 0.9\n",
"Cross Validation Score of'LogisticRegression '\n",
"\n",
"Score: 0.91\n",
"Score: 0.91\n",
"Score: 0.9\n",
"Score: 0.9\n",
"Score: 0.9\n",
"\n",
"Full-Data Accuracy: 1.0\n",
"Cross Validation Score of'RandomForestClassifier '\n",
"\n",
"Score: 0.99\n",
"Score: 0.99\n",
"Score: 0.99\n",
"Score: 1.0\n",
"Score: 1.0\n",
"\n",
"Full-Data Accuracy: 1.0\n",
"Cross Validation Score of'DecisionTreeClassifier '\n",
"\n",
"Score: 1.0\n",
"Score: 1.0\n",
"Score: 1.0\n",
"Score: 1.0\n",
"Score: 1.0\n",
"\n",
"Full-Data Accuracy: 0.89\n",
"Cross Validation Score of'SVC '\n",
"\n",
"Score: 0.9\n",
"Score: 0.89\n",
"Score: 0.88\n",
"Score: 0.88\n",
"Score: 0.88\n"
]
}
]
},
{
"metadata": {
"id": "IX9sSuzCFWX-"
},
"cell_type": "markdown",
"source": [
"- Some of the model are giving prefect scorring. it means sometimes overfitting occurs"
]
},
{
"metadata": {
"id": "7A-KKCDiFWX-"
},
"cell_type": "markdown",
"source": [
" \n",
"# HyperTunning the ML Model\n",
"\n",
"\n",
"---\n",
"---\n",
"\n",
"\n",
"\n",
"### Tuning Parameters applying...\n",
"\n",
""
]
},
{
"metadata": {
"trusted": true,
"id": "4fsa3xv2FWX-"
},
"cell_type": "code",
"source": [
"from sklearn.model_selection import GridSearchCV"
],
"execution_count": 75,
"outputs": []
},
{
"metadata": {
"id": "6oh5s8G2FWX-"
},
"cell_type": "markdown",
"source": [
"For HyperTunning we can use `GridSearchCV` to know the best performing parameters"
]
},
{
"metadata": {
"id": "7_FkurdCFWX-"
},
"cell_type": "markdown",
"source": [
"- GridSearchCV implements a “fit” and a “score” method. It also implements “predict”, “predict_proba”, “decision_function”, “transform” and “inverse_transform” if they are implemented in the estimator used.\n",
"\n",
"- The parameters of the estimator used to apply these methods are optimized by cross-validated grid-search over a parameter grid.\n",
"\n"
]
},
{
"metadata": {
"trusted": true,
"id": "YcOnd2dPFWX-",
"outputId": "75a4398d-491f-4398-ce18-44b489f0b440",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"cell_type": "code",
"source": [
"# Let's Implement Grid Search Algorithm\n",
"\n",
"# Pick the model\n",
"model = DecisionTreeClassifier()\n",
"\n",
"# Tunning Params\n",
"param_grid = {'max_features': ['auto', 'sqrt', 'log2'],\n",
" 'min_samples_split': [2,3,4,5,6,7,8,9,10],\n",
" 'min_samples_leaf':[2,3,4,5,6,7,8,9,10] }\n",
"\n",
"\n",
"# Implement GridSearchCV\n",
"gsc = GridSearchCV(model, param_grid, cv=10) # For 10 Cross-Validation\n",
"\n",
"gsc.fit(X_train, y_train) # Model Fitting\n",
"\n",
"print(\"\\n Best Score is \")\n",
"print(gsc.best_score_)\n",
"\n",
"print(\"\\n Best Estinator is \")\n",
"print(gsc.best_estimator_)\n",
"\n",
"print(\"\\n Best Parametes are\")\n",
"print(gsc.best_params_)"
],
"execution_count": 76,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"\n",
" Best Score is \n",
"0.9238191632928476\n",
"\n",
" Best Estinator is \n",
"DecisionTreeClassifier(max_features='auto', min_samples_leaf=9,\n",
" min_samples_split=7)\n",
"\n",
" Best Parametes are\n",
"{'max_features': 'auto', 'min_samples_leaf': 9, 'min_samples_split': 7}\n"
]
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py:269: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'`.\n",
"\n"
]
}
]
},
{
"metadata": {
"id": "lnukcUd-FWX-"
},
"cell_type": "markdown",
"source": [
"### Observation\n",
"\n",
"Using this Algorithm, we can see that\n",
"- The best score is increases\n",
"- know the best estimator parametes for final model\n",
"- get the best parametes for it."
]
},
{
"metadata": {
"id": "BkuhsQkJFWX-"
},
"cell_type": "markdown",
"source": [
"- *Let's apply same criteria for* **K Neighbors Classification**\n",
"\n",
"[**To know the right params chckout its doc params**](https://scikit-learn.org/stable/modules/generated/sklearn.svm.SVC.html)"
]
},
{
"metadata": {
"trusted": true,
"id": "oJ7XhtfvFWX-",
"outputId": "4dc859ff-72d0-4b1e-fd50-20b374c2517a",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"cell_type": "code",
"source": [
"# Pick the model\n",
"model = KNeighborsClassifier()\n",
"\n",
"\n",
"# Tunning Params\n",
"param_grid = {\n",
" 'n_neighbors': list(range(1, 30)),\n",
" 'leaf_size': list(range(1,30)),\n",
" 'weights': [ 'distance', 'uniform' ]\n",
"}\n",
"\n",
"\n",
"# Implement GridSearchCV\n",
"gsc = GridSearchCV(model, param_grid, cv=10)\n",
"\n",
"# Model Fitting\n",
"gsc.fit(X_train, y_train)\n",
"\n",
"print(\"\\n Best Score is \")\n",
"print(gsc.best_score_)\n",
"\n",
"print(\"\\n Best Estinator is \")\n",
"print(gsc.best_estimator_)\n",
"\n",
"print(\"\\n Best Parametes are\")\n",
"print(gsc.best_params_)"
],
"execution_count": 77,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"\n",
" Best Score is \n",
"0.9159244264507423\n",
"\n",
" Best Estinator is \n",
"KNeighborsClassifier(leaf_size=1, n_neighbors=10)\n",
"\n",
" Best Parametes are\n",
"{'leaf_size': 1, 'n_neighbors': 10, 'weights': 'uniform'}\n"
]
}
]
},
{
"metadata": {
"id": "WfcTFeAKFWX-"
},
"cell_type": "markdown",
"source": [
"### Observation\n",
"\n",
"Using this Algorithm, we can see that\n",
"- A little score improved compared to previous model\n",
"- Showing the Best Estimator Parametes for final model\n",
"- We can see the Best Parametes for KNN Model."
]
},
{
"metadata": {
"id": "FnfpwDZMFWX_"
},
"cell_type": "markdown",
"source": [
"- Finally, Implement same strategy for **SVM**"
]
},
{
"metadata": {
"trusted": true,
"id": "qttTBafbFWX_",
"outputId": "cdf52f17-5daa-42a3-d1c8-8d7bfcc50550",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"cell_type": "code",
"source": [
"# Pick the model\n",
"model = SVC()\n",
"\n",
"\n",
"# Tunning Params\n",
"param_grid = [\n",
" {'C': [1, 10, 100, 1000],\n",
" 'kernel': ['linear']\n",
" },\n",
" {'C': [1, 10, 100, 1000],\n",
" 'gamma': [0.001, 0.0001],\n",
" 'kernel': ['rbf']\n",
" }\n",
"]\n",
"\n",
"\n",
"# Implement GridSearchCV\n",
"gsc = GridSearchCV(model, param_grid, cv=10) # 10 Cross Validation\n",
"\n",
"# Model Fitting\n",
"gsc.fit(X_train, y_train)\n",
"\n",
"print(\"\\n Best Score is \")\n",
"print(gsc.best_score_)\n",
"\n",
"print(\"\\n Best Estinator is \")\n",
"print(gsc.best_estimator_)\n",
"\n",
"print(\"\\n Best Parametes are\")\n",
"print(gsc.best_params_)"
],
"execution_count": 78,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"\n",
" Best Score is \n",
"0.9184885290148447\n",
"\n",
" Best Estinator is \n",
"SVC(C=10, gamma=0.001)\n",
"\n",
" Best Parametes are\n",
"{'C': 10, 'gamma': 0.001, 'kernel': 'rbf'}\n"
]
}
]
},
{
"metadata": {
"id": "gx7sMuJcFWX_"
},
"cell_type": "markdown",
"source": [
"### Observation\n",
"\n",
"Using this Algorithm, we can see that\n",
"- It's gives slight better score\n",
"- Showing the Best Estimator Parametes for final model\n"
]
},
{
"metadata": {
"id": "5Gk2RtyvFWX_"
},
"cell_type": "markdown",
"source": [
"Let's Implementing RandomForestClassifier for hyper Tunning\n",
"\n",
"> Remember while you run the below cell, it will take time for prediction and give the best params and estimators"
]
},
{
"metadata": {
"trusted": true,
"id": "G7T7rwGQFWX_",
"outputId": "14c02e2c-d8fa-42a1-b3a3-22093e8a5f68",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"cell_type": "code",
"source": [
"# Pick the model\n",
"model = RandomForestClassifier()\n",
"\n",
"\n",
"# Tunning Params\n",
"random_grid = {'bootstrap': [True, False],\n",
" 'max_depth': [40, 50, None], # 10, 20, 30, 60, 70, 100,\n",
" 'max_features': ['auto', 'sqrt'],\n",
" 'min_samples_leaf': [1, 2], # , 4\n",
" 'min_samples_split': [2, 5], # , 10\n",
" 'n_estimators': [200, 400]} # , 600, 800, 1000, 1200, 1400, 1600, 1800, 2000\n",
"\n",
"# Implement GridSearchCV\n",
"gsc = GridSearchCV(model, random_grid, cv=10) # 10 Cross Validation\n",
"\n",
"# Model Fitting\n",
"gsc.fit(X_train, y_train)\n",
"\n",
"print(\"\\n Best Score is \")\n",
"print(gsc.best_score_)\n",
"\n",
"print(\"\\n Best Estinator is \")\n",
"print(gsc.best_estimator_)\n",
"\n",
"print(\"\\n Best Parametes are\")\n",
"print(gsc.best_params_)"
],
"execution_count": 79,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n",
"/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_forest.py:424: FutureWarning:\n",
"\n",
"`max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n",
"\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"\n",
" Best Score is \n",
"0.9132253711201079\n",
"\n",
" Best Estinator is \n",
"RandomForestClassifier(max_depth=40, max_features='auto', min_samples_split=5,\n",
" n_estimators=400)\n",
"\n",
" Best Parametes are\n",
"{'bootstrap': True, 'max_depth': 40, 'max_features': 'auto', 'min_samples_leaf': 1, 'min_samples_split': 5, 'n_estimators': 400}\n"
]
}
]
},
{
"metadata": {
"trusted": true,
"id": "y6dqdDdzFWX_"
},
"cell_type": "markdown",
"source": [
"### Observation\n",
"\n",
"\n",
"Using this Algorithm, we can see that\n",
"- It's gives slight better score\n",
"- Showing the Best Estimator Parametes for final model\n",
"\n",
"\n",
"---"
]
},
{
"metadata": {
"id": "7RYjlGpsFWX_"
},
"cell_type": "markdown",
"source": [
" \n",
"# 7. Deploy Model\n"
]
},
{
"metadata": {
"id": "NroWtIOqFWX_"
},
"cell_type": "markdown",
"source": [
"\n",
"- Finally, we are done so far. The last step is to deploy our model in production map. So we need to export our model and bind with web application API.\n",
"\n",
"Using pickle we can export our model and store in to `model.pkl` file, so we can ealy access this file and calculate customize prediction using Web App API.\n",
"\n",
"\n",
"### A little bit information about pickle:\n",
"\n",
"`Pickle` is the standard way of serializing objects in Python. You can use the pickle operation to serialize your machine learning algorithms and save the serialized format to a file. Later you can load this file to deserialize your model and use it to make new predictions\n",
"\n",
"\n",
">> Here is example of the Pickle export model\n",
"\n",
"\n",
"\n",
"```\n",
"model.fit(X_train, Y_train)\n",
"# save the model to disk\n",
"filename = 'finalized_model.sav'\n",
"pickle.dump(model, open(filename, 'wb'))\n",
"\n",
"# some time later...\n",
"\n",
"# load the model from disk\n",
"loaded_model = pickle.load(open(filename, 'rb'))\n",
"result = loaded_model.score(X_test, Y_test)\n",
"print(result)\n",
"```"
]
},
{
"cell_type": "code",
"source": [],
"metadata": {
"id": "4rQ2ZZcLKduo",
"outputId": "5364191d-2030-40a1-8f5d-372c8bcc0cec",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 211
}
},
"execution_count": 82,
"outputs": [
{
"output_type": "error",
"ename": "NameError",
"evalue": "name 'Y_train' is not defined",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX_train\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mY_train\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0;31m# save the model to disk\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mfilename\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'finalized_model.sav'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mpickle\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdump\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilename\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'wb'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mNameError\u001b[0m: name 'Y_train' is not defined"
]
}
]
},
{
"metadata": {
"trusted": true,
"id": "UwCJE1S4FWX_"
},
"cell_type": "code",
"source": [
"import pickle as pkl"
],
"execution_count": 81,
"outputs": []
},
{
"metadata": {
"trusted": true,
"id": "tUz4f9AvFWX_"
},
"cell_type": "code",
"source": [
"# Trainned Model # You can also use your own trainned model\n",
"logistic_model = LogisticRegression()\n",
"logistic_model.fit(X_train, y_train)\n",
"\n",
"filename = 'logistic_model.pkl'\n",
"pkl.dump(logistic_model, open(filename, 'wb')) # wb means write as binary\n"
],
"execution_count": 83,
"outputs": []
},
{
"cell_type": "code",
"source": [
"!pip install datasets\n",
"!pip install huggingface_hub\n",
"\n"
],
"metadata": {
"id": "InvS2RvFFab0",
"outputId": "468a1a73-2632-4140-91aa-2ca2511dcb94",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"execution_count": 4,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Requirement already satisfied: datasets in /usr/local/lib/python3.10/dist-packages (2.20.0)\n",
"Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from datasets) (3.15.4)\n",
"Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.10/dist-packages (from datasets) (1.25.2)\n",
"Requirement already satisfied: pyarrow>=15.0.0 in /usr/local/lib/python3.10/dist-packages (from datasets) (16.1.0)\n",
"Requirement already satisfied: pyarrow-hotfix in /usr/local/lib/python3.10/dist-packages (from datasets) (0.6)\n",
"Requirement already satisfied: dill<0.3.9,>=0.3.0 in /usr/local/lib/python3.10/dist-packages (from datasets) (0.3.8)\n",
"Requirement already satisfied: pandas in /usr/local/lib/python3.10/dist-packages (from datasets) (2.0.3)\n",
"Requirement already satisfied: requests>=2.32.2 in /usr/local/lib/python3.10/dist-packages (from datasets) (2.32.3)\n",
"Requirement already satisfied: tqdm>=4.66.3 in /usr/local/lib/python3.10/dist-packages (from datasets) (4.66.4)\n",
"Requirement already satisfied: xxhash in /usr/local/lib/python3.10/dist-packages (from datasets) (3.4.1)\n",
"Requirement already satisfied: multiprocess in /usr/local/lib/python3.10/dist-packages (from datasets) (0.70.16)\n",
"Requirement already satisfied: fsspec[http]<=2024.5.0,>=2023.1.0 in /usr/local/lib/python3.10/dist-packages (from datasets) (2023.6.0)\n",
"Requirement already satisfied: aiohttp in /usr/local/lib/python3.10/dist-packages (from datasets) (3.9.5)\n",
"Requirement already satisfied: huggingface-hub>=0.21.2 in /usr/local/lib/python3.10/dist-packages (from datasets) (0.23.4)\n",
"Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from datasets) (24.1)\n",
"Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.10/dist-packages (from datasets) (6.0.1)\n",
"Requirement already satisfied: aiosignal>=1.1.2 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (1.3.1)\n",
"Requirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (23.2.0)\n",
"Requirement already satisfied: frozenlist>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (1.4.1)\n",
"Requirement already satisfied: multidict<7.0,>=4.5 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (6.0.5)\n",
"Requirement already satisfied: yarl<2.0,>=1.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (1.9.4)\n",
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"Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub>=0.21.2->datasets) (4.12.2)\n",
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"Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests>=2.32.2->datasets) (3.7)\n",
"Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests>=2.32.2->datasets) (2.0.7)\n",
"Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests>=2.32.2->datasets) (2024.6.2)\n",
"Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.10/dist-packages (from pandas->datasets) (2.8.2)\n",
"Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas->datasets) (2023.4)\n",
"Requirement already satisfied: tzdata>=2022.1 in /usr/local/lib/python3.10/dist-packages (from pandas->datasets) (2024.1)\n",
"Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.2->pandas->datasets) (1.16.0)\n",
"Requirement already satisfied: huggingface_hub in /usr/local/lib/python3.10/dist-packages (0.23.4)\n",
"Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from huggingface_hub) (3.15.4)\n",
"Requirement already satisfied: fsspec>=2023.5.0 in /usr/local/lib/python3.10/dist-packages (from huggingface_hub) (2023.6.0)\n",
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"Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.10/dist-packages (from huggingface_hub) (6.0.1)\n",
"Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from huggingface_hub) (2.32.3)\n",
"Requirement already satisfied: tqdm>=4.42.1 in /usr/local/lib/python3.10/dist-packages (from huggingface_hub) (4.66.4)\n",
"Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.10/dist-packages (from huggingface_hub) (4.12.2)\n",
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"Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface_hub) (3.7)\n",
"Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface_hub) (2.0.7)\n",
"Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface_hub) (2024.6.2)\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"from huggingface_hub import login\n",
"from datasets import Dataset"
],
"metadata": {
"id": "m9AIMOfUFo7R"
},
"execution_count": 5,
"outputs": []
},
{
"cell_type": "code",
"source": [
"login()"
],
"metadata": {
"id": "9SOPOcurFw0u",
"outputId": "f38e825f-e639-4fcb-9e85-6547c100935e",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 305,
"referenced_widgets": [
"4fddc0e8881743c18fe70e3151b60fbc",
"a19c22860d644022851b25fb27992292",
"a4aeb7bc554d493d819fd7e6dc041c2e",
"db5d00b42f96415eb369dd85439f9510",
"9985ac9708c0444c9ec1d1512acd0fcc",
"5b8fb054565045f99d9837199804cba5",
"25d66f6ca77f4da39605f0e72691a8eb",
"782e819069e34d6fbd142240a6472599",
"c86bfc9371b449d29dd2ea1638b37c80",
"e2cc46d1a1d249febb148af1a6442eaa",
"c1e8fcfb1122421dbfd94f8784093602",
"46e3f41f094348d692e4fa0f3295f80c",
"ccc9aac24e0945b78bf9239cccacb2fb",
"d3b3d4ac996e41b59caa7c568b7c6a9b",
"cae6cb00b5c04123838b533446886efa",
"0d73d883089d4c9e8b02c4da0227d89e",
"6d5ff71c750841d0b5e852f2c5918de1",
"6dca5f03fc21458599db227e5a8f753a",
"fa15afdd41714a6dade8c6b1d04edef3",
"2ab9074e11044559b5165fc5d1cf0b8f",
"432cf5a2fa78426182de6f676e4c92fc",
"04b6f19dca454aa6951b4346de339b42",
"34b36f6b0d64478f800e29bf0abd2f59",
"8ce7a01f570841219a4ffd114c70cf9d",
"28fb782087354207a4a64ba1014a2e06",
"85249e39e0184f6fb8abc142e37560c5",
"307b712f89b543699d99e21b57ab67e7",
"3badb4a2b18a4f00b5d47fbc0ef34860",
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}
},
"execution_count": 6,
"outputs": [
{
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id
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diagnosis
\n",
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radius_mean
\n",
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texture_mean
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perimeter_mean
\n",
"
area_mean
\n",
"
smoothness_mean
\n",
"
compactness_mean
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"
concavity_mean
\n",
"
concave points_mean
\n",
"
symmetry_mean
\n",
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fractal_dimension_mean
\n",
"
radius_se
\n",
"
texture_se
\n",
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perimeter_se
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area_se
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smoothness_se
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compactness_se
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concavity_se
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concave points_se
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symmetry_se
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fractal_dimension_se
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radius_worst
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texture_worst
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perimeter_worst
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area_worst
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smoothness_worst
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compactness_worst
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concavity_worst
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concave points_worst
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fractal_dimension_worst
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564
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565
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926682
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1261.0
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23.690
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1731.0
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568
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569 rows Ă— 33 columns
\n",
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"application/vnd.google.colaboratory.intrinsic+json": {
"type": "dataframe",
"variable_name": "input"
}
},
"metadata": {},
"execution_count": 8
}
]
},
{
"cell_type": "code",
"source": [
"dataset = Dataset.from_pandas(input)\n",
"dataset = dataset.train_test_split(test_size=0.3)\n",
"\n",
"print(dataset)"
],
"metadata": {
"id": "ugocR-3UGMp4",
"outputId": "d25c0275-d1aa-44c9-adcb-d2dc46e01fa1",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"execution_count": 9,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"DatasetDict({\n",
" train: Dataset({\n",
" features: ['id', 'diagnosis', 'radius_mean', 'texture_mean', 'perimeter_mean', 'area_mean', 'smoothness_mean', 'compactness_mean', 'concavity_mean', 'concave points_mean', 'symmetry_mean', 'fractal_dimension_mean', 'radius_se', 'texture_se', 'perimeter_se', 'area_se', 'smoothness_se', 'compactness_se', 'concavity_se', 'concave points_se', 'symmetry_se', 'fractal_dimension_se', 'radius_worst', 'texture_worst', 'perimeter_worst', 'area_worst', 'smoothness_worst', 'compactness_worst', 'concavity_worst', 'concave points_worst', 'symmetry_worst', 'fractal_dimension_worst', 'Unnamed: 32'],\n",
" num_rows: 398\n",
" })\n",
" test: Dataset({\n",
" features: ['id', 'diagnosis', 'radius_mean', 'texture_mean', 'perimeter_mean', 'area_mean', 'smoothness_mean', 'compactness_mean', 'concavity_mean', 'concave points_mean', 'symmetry_mean', 'fractal_dimension_mean', 'radius_se', 'texture_se', 'perimeter_se', 'area_se', 'smoothness_se', 'compactness_se', 'concavity_se', 'concave points_se', 'symmetry_se', 'fractal_dimension_se', 'radius_worst', 'texture_worst', 'perimeter_worst', 'area_worst', 'smoothness_worst', 'compactness_worst', 'concavity_worst', 'concave points_worst', 'symmetry_worst', 'fractal_dimension_worst', 'Unnamed: 32'],\n",
" num_rows: 171\n",
" })\n",
"})\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"dataset.push_to_hub('Tiburoncin/mom-cancer2')"
],
"metadata": {
"id": "aQfFDM40GUAI",
"outputId": "36c886e9-1ef5-455a-9e20-38f55d554c87",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 180,
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"4eaf6f8a0e464497b1e429cbf7c7909f",
"82098e6bdfae4ffabc89b3f74a0c9b12",
"3d1396e92b7b4cd1b71e49bfbb62e993",
"7e900b23cba4433cb87b160ab800c0ec",
"de0b7ade360a45a2b6949b743230239b",
"8af02d923f6b45fca536def2b25ccfa6",
"06ebf7f032e9419c9987f5b467630b1a",
"3a829cb774e44b9997949afc96ab852a",
"2ad9c5b21d9a4680ba41427ca0db7d71",
"4d450c3abdc44d0c991d9c10a921a51f",
"6ad6b4993847476388aed8240ed1b8b5"
]
}
},
"execution_count": 16,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"Uploading the dataset shards: 0%| | 0/1 [00:00, ?it/s]"
],
"application/vnd.jupyter.widget-view+json": {
"version_major": 2,
"version_minor": 0,
"model_id": "79e2c345c7c14c5b87663f0d9b60a7a1"
}
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"Creating parquet from Arrow format: 0%| | 0/1 [00:00, ?ba/s]"
],
"application/vnd.jupyter.widget-view+json": {
"version_major": 2,
"version_minor": 0,
"model_id": "bd2e0c3d265440cd92e3c3d077866044"
}
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"Uploading the dataset shards: 0%| | 0/1 [00:00, ?it/s]"
],
"application/vnd.jupyter.widget-view+json": {
"version_major": 2,
"version_minor": 0,
"model_id": "da8635c5eb0b4f68ac0d3693fa813f18"
}
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"Creating parquet from Arrow format: 0%| | 0/1 [00:00, ?ba/s]"
],
"application/vnd.jupyter.widget-view+json": {
"version_major": 2,
"version_minor": 0,
"model_id": "4eaf6f8a0e464497b1e429cbf7c7909f"
}
},
"metadata": {}
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"CommitInfo(commit_url='https://huggingface.co/datasets/Tiburoncin/mom-cancer2/commit/31a6443bf8e4af0cbb66676936ef7366a384fc7b', commit_message='Upload dataset', commit_description='', oid='31a6443bf8e4af0cbb66676936ef7366a384fc7b', pr_url=None, pr_revision=None, pr_num=None)"
],
"application/vnd.google.colaboratory.intrinsic+json": {
"type": "string"
}
},
"metadata": {},
"execution_count": 16
}
]
},
{
"metadata": {
"id": "FTqKID5DFWX_"
},
"cell_type": "markdown",
"source": [
"#### Now, You can check your current directory. You can see the file with named \"logistic_model.pkl\""
]
},
{
"metadata": {
"id": "ITNM452vFWX_"
},
"cell_type": "markdown",
"source": [
"- To read model from file\n",
"\n",
"```\n",
"# load the model from disk\n",
"loaded_model = pkl.load(open(filename, 'rb')) # rb means read as binary\n",
"result = loaded_model.score(X_test, Y_test)\n",
"\n",
"```"
]
},
{
"cell_type": "code",
"source": [],
"metadata": {
"id": "KyTTxGT-MdEI",
"outputId": "89a2f842-a0e0-4d49-c05f-2b082034f85d",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 159
}
},
"execution_count": 87,
"outputs": [
{
"output_type": "error",
"ename": "FileNotFoundError",
"evalue": "[Errno 2] No such file or directory: 'finalized_model.sav'",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mloaded_model\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpkl\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilename\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'rb'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# rb means read as binary\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mloaded_model\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscore\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX_test\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mY_test\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'finalized_model.sav'"
]
}
]
},
{
"metadata": {
"id": "BnQCwjuoFWX_"
},
"cell_type": "markdown",
"source": [
"\n",
"---\n",
"\n",
"\n",
"---\n",
"\n",
"\n",
"---\n",
"\n"
]
},
{
"metadata": {
"id": "XNOfLh8QFWX_"
},
"cell_type": "markdown",
"source": [
"### Conclusion\n",
"\n",
"- In this kernal, We had seen the data clearning and EDA using pandas methods and show some visual graphs to know the behaviour of this dataset and finnaly we train some model for it and calculate the prediction and it's acciracy scores and hyper tunning. I have wroted some basic codes in this notebook. So, After socessfully completed we can deploye our models to the live production mode using **exporting models and some python web applications.** For that we can use `Flask`, `Django` or `FastAPI` frameworks."
]
},
{
"metadata": {
"id": "vTt8G93VFWX_"
},
"cell_type": "markdown",
"source": [
"### I hope you enjoy in this kernel and give Upvote it. đź‘Ť"
]
},
{
"metadata": {
"id": "wfoto4rMFWX_"
},
"cell_type": "markdown",
"source": [
"---\n",
"---\n",
"\n",
"
\n",
"
That's it Guys,
\n",
"
🙏
\n",
" \n",
" \n",
" I Hope you guys you like and enjoy it, and learn something interesting things from this notebook,\n",
" \n",
" Even I learn a lots of things while I'm creating this notebook\n",
" \n",
" Keep Learning,\n",
" Regards,\n",
" Vikas Ukani.\n",
" \n",
"
Copy a token from your Hugging Face\ntokens page and paste it below. Immediately click login after copying\nyour token or it might be stored in plain text in this notebook file.