{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "bee50a19", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 2, "id": "8363140f", "metadata": {}, "outputs": [], "source": [ "data = pd.read_csv(\"train.csv\")" ] }, { "cell_type": "code", "execution_count": 3, "id": "4041e54e", "metadata": {}, "outputs": [], "source": [ "#RANDOM_STATE to reproduce the same outcomes \n", "RANDOM_STATE = 15" ] }, { "cell_type": "code", "execution_count": 4, "id": "4a6a439c", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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PassengerIdSurvivedPclassNameSexAgeSibSpParchTicketFareCabinEmbarked
0103Braund, Mr. Owen Harrismale22.010A/5 211717.2500NaNS
1211Cumings, Mrs. John Bradley (Florence Briggs Th...female38.010PC 1759971.2833C85C
2313Heikkinen, Miss. Lainafemale26.000STON/O2. 31012827.9250NaNS
3411Futrelle, Mrs. Jacques Heath (Lily May Peel)female35.01011380353.1000C123S
4503Allen, Mr. William Henrymale35.0003734508.0500NaNS
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" ], "text/plain": [ " PassengerId Survived Pclass \\\n", "0 1 0 3 \n", "1 2 1 1 \n", "2 3 1 3 \n", "3 4 1 1 \n", "4 5 0 3 \n", "\n", " Name Sex Age SibSp \\\n", "0 Braund, Mr. Owen Harris male 22.0 1 \n", "1 Cumings, Mrs. John Bradley (Florence Briggs Th... female 38.0 1 \n", "2 Heikkinen, Miss. Laina female 26.0 0 \n", "3 Futrelle, Mrs. Jacques Heath (Lily May Peel) female 35.0 1 \n", "4 Allen, Mr. William Henry male 35.0 0 \n", "\n", " Parch Ticket Fare Cabin Embarked \n", "0 0 A/5 21171 7.2500 NaN S \n", "1 0 PC 17599 71.2833 C85 C \n", "2 0 STON/O2. 3101282 7.9250 NaN S \n", "3 0 113803 53.1000 C123 S \n", "4 0 373450 8.0500 NaN S " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.head()" ] }, { "cell_type": "code", "execution_count": 5, "id": "d50b6780", "metadata": {}, "outputs": [], "source": [ "one_hot_needed = [\n", " 'Pclass',\n", " 'Sex',\n", " 'Embarked'\n", "]\n", "df = pd.get_dummies(data = data,\n", " prefix = one_hot_needed,\n", " columns = one_hot_needed)" ] }, { "cell_type": "code", "execution_count": 6, "id": "4c17949a", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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PassengerIdSurvivedNameAgeSibSpParchTicketFareCabinPclass_1Pclass_2Pclass_3Sex_femaleSex_maleEmbarked_CEmbarked_QEmbarked_S
010Braund, Mr. Owen Harris22.010A/5 211717.2500NaN00101001
121Cumings, Mrs. John Bradley (Florence Briggs Th...38.010PC 1759971.2833C8510010100
231Heikkinen, Miss. Laina26.000STON/O2. 31012827.9250NaN00110001
341Futrelle, Mrs. Jacques Heath (Lily May Peel)35.01011380353.1000C12310010001
450Allen, Mr. William Henry35.0003734508.0500NaN00101001
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" ], "text/plain": [ " PassengerId Survived Name \\\n", "0 1 0 Braund, Mr. Owen Harris \n", "1 2 1 Cumings, Mrs. John Bradley (Florence Briggs Th... \n", "2 3 1 Heikkinen, Miss. Laina \n", "3 4 1 Futrelle, Mrs. Jacques Heath (Lily May Peel) \n", "4 5 0 Allen, Mr. William Henry \n", "\n", " Age SibSp Parch Ticket Fare Cabin Pclass_1 Pclass_2 \\\n", "0 22.0 1 0 A/5 21171 7.2500 NaN 0 0 \n", "1 38.0 1 0 PC 17599 71.2833 C85 1 0 \n", "2 26.0 0 0 STON/O2. 3101282 7.9250 NaN 0 0 \n", "3 35.0 1 0 113803 53.1000 C123 1 0 \n", "4 35.0 0 0 373450 8.0500 NaN 0 0 \n", "\n", " Pclass_3 Sex_female Sex_male Embarked_C Embarked_Q Embarked_S \n", "0 1 0 1 0 0 1 \n", "1 0 1 0 1 0 0 \n", "2 1 1 0 0 0 1 \n", "3 0 1 0 0 0 1 \n", "4 1 0 1 0 0 1 " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 7, "id": "b21b46cb", "metadata": {}, "outputs": [], "source": [ "#dropping 'PassengerId','Name','Ticket','Cabin' and target -> \"Survived\"\n", "features_df = df.drop(['PassengerId','Name','Ticket','Cabin',\"Survived\"], axis=1)\n", "\n", "features = features_df.columns.tolist()" ] }, { "cell_type": "code", "execution_count": 8, "id": "79699c5e", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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PassengerIdSurvivedNameAgeSibSpParchTicketFareCabinPclass_1Pclass_2Pclass_3Sex_femaleSex_maleEmbarked_CEmbarked_QEmbarked_S
010Braund, Mr. Owen Harris22.010A/5 211717.2500NaN00101001
121Cumings, Mrs. John Bradley (Florence Briggs Th...38.010PC 1759971.2833C8510010100
231Heikkinen, Miss. Laina26.000STON/O2. 31012827.9250NaN00110001
341Futrelle, Mrs. Jacques Heath (Lily May Peel)35.01011380353.1000C12310010001
450Allen, Mr. William Henry35.0003734508.0500NaN00101001
\n", "
" ], "text/plain": [ " PassengerId Survived Name \\\n", "0 1 0 Braund, Mr. Owen Harris \n", "1 2 1 Cumings, Mrs. John Bradley (Florence Briggs Th... \n", "2 3 1 Heikkinen, Miss. Laina \n", "3 4 1 Futrelle, Mrs. Jacques Heath (Lily May Peel) \n", "4 5 0 Allen, Mr. William Henry \n", "\n", " Age SibSp Parch Ticket Fare Cabin Pclass_1 Pclass_2 \\\n", "0 22.0 1 0 A/5 21171 7.2500 NaN 0 0 \n", "1 38.0 1 0 PC 17599 71.2833 C85 1 0 \n", "2 26.0 0 0 STON/O2. 3101282 7.9250 NaN 0 0 \n", "3 35.0 1 0 113803 53.1000 C123 1 0 \n", "4 35.0 0 0 373450 8.0500 NaN 0 0 \n", "\n", " Pclass_3 Sex_female Sex_male Embarked_C Embarked_Q Embarked_S \n", "0 1 0 1 0 0 1 \n", "1 0 1 0 1 0 0 \n", "2 1 1 0 0 0 1 \n", "3 0 1 0 0 0 1 \n", "4 1 0 1 0 0 1 " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 9, "id": "d493ffd0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training samples: (712, 12)\n", "Cross-validation samples: (179, 12)\n" ] } ], "source": [ "from sklearn.model_selection import train_test_split\n", "from sklearn.metrics import accuracy_score\n", "\n", "df.fillna(0,inplace = True)\n", "x_train, x_cv, y_train, y_cv = train_test_split(df[features], df['Survived'], train_size = 0.8, random_state = RANDOM_STATE)\n", "print(f'Training samples: {x_train.shape}')\n", "print(f'Cross-validation samples: {x_cv.shape}')\n" ] }, { "cell_type": "code", "execution_count": 10, "id": "cdbc3cb4", "metadata": {}, "outputs": [], "source": [ "#dTree classifier\n", "from sklearn.tree import DecisionTreeClassifier\n", "decision_tree_model = DecisionTreeClassifier(min_samples_split = 20,max_depth = 4,\n", " random_state = RANDOM_STATE).fit(x_train[features],y_train)\n" ] }, { "cell_type": "code", "execution_count": 11, "id": "51acaa3d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy Scores (DecisionTreeClassifier):\n", "\n", "Train: 0.8216292134831461\n", "Cross-validation: 0.7932960893854749\n", "\n", "GridSearchCV (DecisionTreeClassifier) \n", "\n", "Best parameters found: {'max_depth': 8, 'min_samples_split': 16}\n", "Best estimator found: DecisionTreeClassifier(max_depth=8, min_samples_split=16, random_state=15)\n", "Best score found: 0.8089530188121736\n" ] } ], "source": [ "#hyperparameter tuning\n", "\n", "from sklearn.model_selection import GridSearchCV\n", "\n", "print(\"Accuracy Scores (DecisionTreeClassifier):\\n\")\n", "print(f\"Train: {accuracy_score(decision_tree_model.predict(x_train),y_train)}\")\n", "print(f\"Cross-validation: {accuracy_score(decision_tree_model.predict(x_cv),y_cv)}\")\n", "\n", "param_grid = {\n", " 'min_samples_split': [2**i for i in range(1,12)],\n", " 'max_depth': [2**i for i in range(10)]\n", "}\n", "\n", "model = DecisionTreeClassifier(random_state = RANDOM_STATE)\n", "\n", "#cv = 5 -> 5-fold cross-validation; each fold acts as a cv once\n", "grid_search = GridSearchCV(estimator=model, param_grid=param_grid, cv=5)\n", "\n", "grid_search.fit(x_train, y_train)\n", "\n", "print(\"\\nGridSearchCV (DecisionTreeClassifier) \\n\")\n", "print(\"Best parameters found: \", grid_search.best_params_)\n", "print(\"Best estimator found: \", grid_search.best_estimator_)\n", "print(\"Best score found: \", grid_search.best_score_)" ] }, { "cell_type": "code", "execution_count": 12, "id": "8ca9de7c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean accuracy: 0.8071408462033463\n" ] } ], "source": [ "#dtree 1 \n", "\n", "from sklearn.model_selection import cross_val_score\n", "classifier = DecisionTreeClassifier(max_depth=8, min_samples_split = 16)\n", "scores = cross_val_score(classifier, df[features].to_numpy(), df[\"Survived\"].to_numpy(), cv=8, scoring='accuracy')\n", "mean_score = scores.mean()\n", "\n", "print(f\"Mean accuracy: {mean_score}\")" ] }, { "cell_type": "code", "execution_count": 13, "id": "effaf2d6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0]\tvalidation_0-logloss:0.68339\n", "[1]\tvalidation_0-logloss:0.67451\n", 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XGBClassifier(base_score=None, booster=None, callbacks=None,\n",
       "              colsample_bylevel=None, colsample_bynode=None,\n",
       "              colsample_bytree=None, early_stopping_rounds=1000,\n",
       "              enable_categorical=False, eval_metric='logloss',\n",
       "              feature_types=None, gamma=None, gpu_id=None, grow_policy=None,\n",
       "              importance_type=None, interaction_constraints=None,\n",
       "              learning_rate=0.02, max_bin=None, max_cat_threshold=None,\n",
       "              max_cat_to_onehot=None, max_delta_step=None, max_depth=None,\n",
       "              max_leaves=None, min_child_weight=None, missing=nan,\n",
       "              monotone_constraints=None, n_estimators=10000, n_jobs=None,\n",
       "              num_parallel_tree=None, predictor=None, random_state=15, ...)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" ], "text/plain": [ "XGBClassifier(base_score=None, booster=None, callbacks=None,\n", " colsample_bylevel=None, colsample_bynode=None,\n", " colsample_bytree=None, early_stopping_rounds=1000,\n", " enable_categorical=False, eval_metric='logloss',\n", " feature_types=None, gamma=None, gpu_id=None, grow_policy=None,\n", " importance_type=None, interaction_constraints=None,\n", " learning_rate=0.02, max_bin=None, max_cat_threshold=None,\n", " max_cat_to_onehot=None, max_delta_step=None, max_depth=None,\n", " max_leaves=None, min_child_weight=None, missing=nan,\n", " monotone_constraints=None, n_estimators=10000, n_jobs=None,\n", " num_parallel_tree=None, predictor=None, random_state=15, ...)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from xgboost import XGBClassifier\n", "\n", "XGB_model = XGBClassifier(n_estimators=10000, learning_rate=0.02, verbosity=1,\n", " random_state=RANDOM_STATE, eval_metric='logloss')\n", "XGB_model.set_params(early_stopping_rounds=1000)\n", "XGB_model.fit(x_train[features],y_train, eval_set=[(x_cv[features], y_cv)])\n" ] }, { "cell_type": "code", "execution_count": 14, "id": "7a2f8669", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Error during model fitting: Must have at least 1 validation dataset for early stopping.\n", "XGB scores:\n", "\n", "Best Iteration: 155\n", "Train Accuracy: 0.8876404494382022\n", "Cross-validation Accuracy: 0.8491620111731844\n" ] } ], "source": [ "try:\n", " scores = cross_val_score(XGB_model, df[features].to_numpy(), df[\"Survived\"].to_numpy(), cv=8, scoring='accuracy', error_score='raise')\n", " mean_score = scores.mean()\n", " print(f\"Mean accuracy: {mean_score}\")\n", "except Exception as e:\n", " print(f\"Error during model fitting: {e}\")\n", " \n", " \n", "print(\"XGB scores:\\n\")\n", "print(\"Best Iteration: \",XGB_model.best_iteration)\n", "print(f\"Train Accuracy: {accuracy_score(XGB_model.predict(x_train),y_train)}\")\n", "print(f\"Cross-validation Accuracy: {accuracy_score(XGB_model.predict(x_cv),y_cv)}\")" ] }, { "cell_type": "code", "execution_count": 15, "id": "5df1d163", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'\\nfrom sklearn.model_selection import cross_validate\\nfrom sklearn.metrics import accuracy_score\\nimport numpy as np\\n\\nimport warnings\\nwarnings.filterwarnings(\\'ignore\\')\\n\\nclass CustomXGBClassifier(XGBClassifier):\\n def fit(self, X, y, **fit_params):\\n # Split the data into training and validation sets\\n X_train, X_val, y_train, y_val = train_test_split(X, y, test_size=0.2, random_state=42)\\n super().fit(X_train, y_train, eval_set=[(X_val, y_val)], early_stopping_rounds=10, **fit_params)\\n\\n# Create the custom model\\nXGB_model = CustomXGBClassifier(n_estimators=100, learning_rate=0.1, verbosity=1,\\n random_state=RANDOM_STATE, eval_metric=\\'logloss\\')\\n\\n# Perform cross-validation\\nscores = cross_validate(XGB_model, df[features].to_numpy(), df[\"Survived\"].to_numpy(), cv=8, \\n scoring=\\'accuracy\\', return_train_score=True)\\n\\n# Calculate the mean score\\nmean_train_score = scores[\\'train_score\\'].mean()\\nmean_test_score = scores[\\'test_score\\'].mean()\\n\\nprint(f\"Mean train accuracy: {mean_train_score}\")\\nprint(f\"Mean validation accuracy: {mean_test_score}\")\\n'" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "'''\n", "#experimenting \n", "\n", "from sklearn.model_selection import cross_validate\n", "from sklearn.metrics import accuracy_score\n", "import numpy as np\n", "\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "\n", "class CustomXGBClassifier(XGBClassifier):\n", " def fit(self, X, y, **fit_params):\n", " # Split the data into training and validation sets\n", " X_train, X_val, y_train, y_val = train_test_split(X, y, test_size=0.2, random_state=42)\n", " super().fit(X_train, y_train, eval_set=[(X_val, y_val)], early_stopping_rounds=10, **fit_params)\n", "\n", "# Create the custom model\n", "XGB_model = CustomXGBClassifier(n_estimators=100, learning_rate=0.1, verbosity=1,\n", " random_state=RANDOM_STATE, eval_metric='logloss')\n", "\n", "# Perform cross-validation\n", "scores = cross_validate(XGB_model, df[features].to_numpy(), df[\"Survived\"].to_numpy(), cv=8, \n", " scoring='accuracy', return_train_score=True)\n", "\n", "# Calculate the mean score\n", "mean_train_score = scores['train_score'].mean()\n", "mean_test_score = scores['test_score'].mean()\n", "\n", "print(f\"Mean train accuracy: {mean_train_score}\")\n", "print(f\"Mean validation accuracy: {mean_test_score}\")\n", "'''" ] }, { "cell_type": "code", "execution_count": 16, "id": "be4baf11", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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PassengerIdPclassNameSexAgeSibSpParchTicketFareCabinEmbarked
08923Kelly, Mr. Jamesmale34.5003309117.8292NaNQ
18933Wilkes, Mrs. James (Ellen Needs)female47.0103632727.0000NaNS
28942Myles, Mr. Thomas Francismale62.0002402769.6875NaNQ
38953Wirz, Mr. Albertmale27.0003151548.6625NaNS
48963Hirvonen, Mrs. Alexander (Helga E Lindqvist)female22.011310129812.2875NaNS
\n", "
" ], "text/plain": [ " PassengerId Pclass Name Sex \\\n", "0 892 3 Kelly, Mr. James male \n", "1 893 3 Wilkes, Mrs. James (Ellen Needs) female \n", "2 894 2 Myles, Mr. Thomas Francis male \n", "3 895 3 Wirz, Mr. Albert male \n", "4 896 3 Hirvonen, Mrs. Alexander (Helga E Lindqvist) female \n", "\n", " Age SibSp Parch Ticket Fare Cabin Embarked \n", "0 34.5 0 0 330911 7.8292 NaN Q \n", "1 47.0 1 0 363272 7.0000 NaN S \n", "2 62.0 0 0 240276 9.6875 NaN Q \n", "3 27.0 0 0 315154 8.6625 NaN S \n", "4 22.0 1 1 3101298 12.2875 NaN S " ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "test = pd.read_csv(\"test.csv\")\n", "test.head()\n" ] }, { "cell_type": "code", "execution_count": 17, "id": "e30002db", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " Age SibSp Parch Fare Pclass_1 Pclass_2 Pclass_3 Sex_female \\\n", "0 34.5 0 0 7.8292 0 0 1 0 \n", "1 47.0 1 0 7.0000 0 0 1 1 \n", "2 62.0 0 0 9.6875 0 1 0 0 \n", "3 27.0 0 0 8.6625 0 0 1 0 \n", "4 22.0 1 1 12.2875 0 0 1 1 \n", "\n", " Sex_male Embarked_C Embarked_Q Embarked_S \n", "0 1 0 1 0 \n", "1 0 0 0 1 \n", "2 1 0 1 0 \n", "3 1 0 0 1 \n", "4 0 0 0 1 " ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#one_hot_encoding test\n", "df_test = pd.get_dummies(data = test,\n", " prefix = one_hot_needed,\n", " columns = one_hot_needed)\n", "\n", "\n", "df_test[features].head()" ] }, { "cell_type": "code", "execution_count": 18, "id": "1524de8b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saved!\n" ] } ], "source": [ "predictions = XGB_model.predict(df_test[features])\n", "output = pd.DataFrame({'PassengerId': test.PassengerId, 'Survived': predictions})\n", "output.to_csv('submissionXGB.csv', index=False)\n", "print(\"Saved!\")\n" ] }, { "cell_type": "code", "execution_count": 19, "id": "7164e47d", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
XGBClassifier(base_score=None, booster=None, callbacks=None,\n",
       "              colsample_bylevel=None, colsample_bynode=None,\n",
       "              colsample_bytree=None, early_stopping_rounds=None,\n",
       "              enable_categorical=False, eval_metric='logloss',\n",
       "              feature_types=None, gamma=None, gpu_id=None, grow_policy=None,\n",
       "              importance_type=None, interaction_constraints=None,\n",
       "              learning_rate=0.02, max_bin=None, max_cat_threshold=None,\n",
       "              max_cat_to_onehot=None, max_delta_step=None, max_depth=None,\n",
       "              max_leaves=None, min_child_weight=None, missing=nan,\n",
       "              monotone_constraints=None, n_estimators=10000, n_jobs=None,\n",
       "              num_parallel_tree=None, predictor=None, random_state=15, ...)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" ], "text/plain": [ "XGBClassifier(base_score=None, booster=None, callbacks=None,\n", " colsample_bylevel=None, colsample_bynode=None,\n", " colsample_bytree=None, early_stopping_rounds=None,\n", " enable_categorical=False, eval_metric='logloss',\n", " feature_types=None, gamma=None, gpu_id=None, grow_policy=None,\n", " importance_type=None, interaction_constraints=None,\n", " learning_rate=0.02, max_bin=None, max_cat_threshold=None,\n", " max_cat_to_onehot=None, max_delta_step=None, max_depth=None,\n", " max_leaves=None, min_child_weight=None, missing=nan,\n", " monotone_constraints=None, n_estimators=10000, n_jobs=None,\n", " num_parallel_tree=None, predictor=None, random_state=15, ...)" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "XGB_model2 = XGBClassifier(n_estimators=10000, learning_rate=0.02, verbosity=1,\n", " random_state=RANDOM_STATE, eval_metric='logloss')\n", "XGB_model2.fit(df[features].to_numpy(), df[\"Survived\"].to_numpy())" ] }, { "cell_type": "code", "execution_count": 20, "id": "814e6e67", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saved!\n" ] } ], "source": [ "predictions = XGB_model2.predict(df_test[features])\n", "output = pd.DataFrame({'PassengerId': test.PassengerId, 'Survived': predictions})\n", "output.to_csv('submissionXGB2.csv', index=False)\n", "print(\"Saved!\")" ] }, { "cell_type": "code", "execution_count": 21, "id": "043c04df", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Success!\n", "Mean accuracy: 0.828356258043758\n" ] } ], "source": [ "from sklearn.ensemble import RandomForestClassifier\n", "\n", "random_forest_model = RandomForestClassifier(min_samples_split = 16,max_depth = 10,\n", " random_state = RANDOM_STATE,n_jobs = 10, n_estimators = 1000).fit(x_train,y_train)\n", "scores = cross_val_score(random_forest_model, df[features].to_numpy(), df[\"Survived\"].to_numpy(), cv=8, scoring='accuracy')\n", "mean_score = scores.mean()\n", "\n", "df_test[features].fillna(0)\n", "predictions = random_forest_model.predict(df_test[features].fillna(0))\n", "output = pd.DataFrame({'PassengerId': test.PassengerId, 'Survived': predictions})\n", "output.to_csv('submissionRF.csv', index=False)\n", "print(\"Success!\")\n", "\n", "print(f\"Mean accuracy: {mean_score}\")" ] }, { "cell_type": "code", "execution_count": 23, "id": "31b90b94", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Success!\n" ] } ], "source": [ "num_classifiers = 12\n", "classifiers = [RandomForestClassifier(min_samples_split=16, max_depth=10,\n", " random_state=RANDOM_STATE+i, n_jobs=10, n_estimators=1000) \n", " for i in range(num_classifiers)]\n", "\n", "# training each of the classifiers\n", "for i, clf in enumerate(classifiers):\n", " clf.fit(x_train, y_train)\n", "\n", "# making predictions with each classifier\n", "predictions = [clf.predict(df_test[features].fillna(0)) for clf in classifiers]\n", "\n", "# applying the majority voting rule\n", "predictions_sum = np.sum(predictions, axis=0)\n", "final_predictions = np.where(predictions_sum > 8, 1, 0)\n", "\n", "output = pd.DataFrame({'PassengerId': df_test.PassengerId, 'Survived': final_predictions})\n", "output.to_csv('submissionRF12.csv', index=False)\n", "\n", "print(\"Success!\")\n" ] }, { "cell_type": "code", "execution_count": 24, "id": "ff7f98e2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0]\tvalidation_0-logloss:0.68339\n", "[1]\tvalidation_0-logloss:0.67451\n", "[2]\tvalidation_0-logloss:0.66567\n", "[3]\tvalidation_0-logloss:0.65744\n", "[4]\tvalidation_0-logloss:0.64924\n", "[5]\tvalidation_0-logloss:0.64161\n", "[6]\tvalidation_0-logloss:0.63423\n", "[7]\tvalidation_0-logloss:0.62717\n", "[8]\tvalidation_0-logloss:0.61998\n", "[9]\tvalidation_0-logloss:0.61343\n", "[10]\tvalidation_0-logloss:0.60705\n", 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"[1136]\tvalidation_0-logloss:0.48367\n", "[1137]\tvalidation_0-logloss:0.48385\n", "[1138]\tvalidation_0-logloss:0.48382\n", "[1139]\tvalidation_0-logloss:0.48386\n", "[1140]\tvalidation_0-logloss:0.48385\n", "[1141]\tvalidation_0-logloss:0.48396\n", "[1142]\tvalidation_0-logloss:0.48411\n", "[1143]\tvalidation_0-logloss:0.48420\n", "[1144]\tvalidation_0-logloss:0.48427\n", "[1145]\tvalidation_0-logloss:0.48434\n", "[1146]\tvalidation_0-logloss:0.48439\n", "[1147]\tvalidation_0-logloss:0.48445\n", "[1148]\tvalidation_0-logloss:0.48440\n", "[1149]\tvalidation_0-logloss:0.48437\n", "[1150]\tvalidation_0-logloss:0.48449\n", "[1151]\tvalidation_0-logloss:0.48454\n", "[1152]\tvalidation_0-logloss:0.48456\n", "[1153]\tvalidation_0-logloss:0.48474\n", "[1154]\tvalidation_0-logloss:0.48477\n", "Success!\n" ] } ], "source": [ "num_classifiers_rf = 25\n", "num_classifiers_xgb = 15\n", "\n", "classifiers_rf = [RandomForestClassifier(min_samples_split=16, max_depth=10,\n", " random_state=RANDOM_STATE+i, n_jobs=10, n_estimators=1000) \n", " for i in range(num_classifiers_rf)]\n", "\n", "classifiers_xgb = [XGBClassifier(n_estimators=10000, learning_rate=0.02, verbosity=1,\n", " random_state=RANDOM_STATE+i, eval_metric='logloss', early_stopping_rounds=1000) \n", " for i in range(num_classifiers_xgb)]\n", "\n", "#training each of the RandomForest classifiers\n", "for i, clf in enumerate(classifiers_rf):\n", " clf.fit(x_train[features], y_train)\n", "\n", "# training each of the XGBoost classifiers with evaluation set\n", "for i, clf in enumerate(classifiers_xgb):\n", " clf.fit(x_train[features], y_train, eval_set=[(x_cv[features], y_cv)])\n", "\n", "# making predictions with each classifier\n", "predictions = [clf.predict(df_test[features].fillna(0)) for clf in classifiers_rf + classifiers_xgb]\n", "\n", "# applying the majority voting rule\n", "predictions_sum = np.sum(predictions, axis=0)\n", "final_predictions = np.where(predictions_sum > 34, 1, 0) # assuming that the majority is more than half\n", "\n", "output = pd.DataFrame({'PassengerId': df_test.PassengerId, 'Survived': final_predictions})\n", "output.to_csv('submissionXGBrf40.csv', index=False)\n", "\n", "print(\"Success!\")" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 5 }